From 78c67f10b898524bf5476aee20bd586648bac768 Mon Sep 17 00:00:00 2001
From: SumanthKalyanB <sumanthkalyan.b@gmail.com>
Date: Thu, 10 Oct 2024 21:46:57 -0500
Subject: [PATCH] Project1 Submission

---
 .DS_Store                                |   Bin 0 -> 6148 bytes
 README.md                                |   364 +-
 elasticnet/.DS_Store                     |   Bin 0 -> 6148 bytes
 elasticnet/Data.csv                      | 10001 +++++++++++++++++++++
 elasticnet/Notebook.ipynb                |  1197 +++
 elasticnet/__init__.py                   |   134 +
 elasticnet/models/ElasticNet.py          |    32 +-
 elasticnet/models/__init__.py            |     7 +
 elasticnet/models/decision_tree.py       |    81 +
 elasticnet/models/lasso.py               |    16 +
 elasticnet/models/linear_regression.py   |    60 +
 elasticnet/models/ridge.py               |    16 +
 elasticnet/tests/small_test.csv          |    51 -
 elasticnet/tests/test.csv                |    51 +
 elasticnet/tests/test_ElasticNetModel.py |    19 -
 elasticnet/winequality-white.csv         |  4899 ++++++++++
 requirements.txt                         |     1 +
 17 files changed, 16844 insertions(+), 85 deletions(-)
 create mode 100644 .DS_Store
 create mode 100644 elasticnet/.DS_Store
 create mode 100644 elasticnet/Data.csv
 create mode 100644 elasticnet/Notebook.ipynb
 create mode 100644 elasticnet/models/decision_tree.py
 create mode 100644 elasticnet/models/lasso.py
 create mode 100644 elasticnet/models/linear_regression.py
 create mode 100644 elasticnet/models/ridge.py
 delete mode 100644 elasticnet/tests/small_test.csv
 create mode 100644 elasticnet/tests/test.csv
 delete mode 100644 elasticnet/tests/test_ElasticNetModel.py
 create mode 100755 elasticnet/winequality-white.csv

diff --git a/.DS_Store b/.DS_Store
new file mode 100644
index 0000000000000000000000000000000000000000..c0c379f0961fe2cdd646ee177757bc0b5780495f
GIT binary patch
literal 6148
zcmeHK%}T>S5T317Q$^@O!DGOyVEqO05~{v{5k08X#1sw2tTd@TltRw>LOzMl<2Soo
zL0WGjQf6TGo6OH9`)%3n5Rq#4lWn3V5qVI?S_8ur;W+Dr)SPDysLUKCrF2I*b*Y@l
z7RP^NfcI_*`;}2d1$OOg|KdUM9A`R4{5^io(xPm&K2&Y4KEJT&Eqcq|P57V(VHuVE
zq8;_F_~~5hEFRlYe35nso#yJX&dVsxyFF8oCS9alU#5AY2W{QYlfu-7HsCe9MyI(x
z93JfLZ~A+OyQ58ic(~Joy?ZbkHN3Trt)sKfWA>EmS4*hEZ_mhz!!f+Un7X#4xXWUE
zD<@7(cnN!Xrt^Em$CGoeh%g`w2m>?1fIHf}<r!IzEJGL&27ZqLJ|BE2W8ko|XpRmH
zrUd}j;Wh%BdkL=b9R?07i-<s!Ed|<A<ys77%i;H3Uf{5@Xv;~t=0mwRE7zeY^LEVd
zn{-lvMHz(wVc<Ih-1|YAeE*;R-2a;-8H530U^W?0^^@?VjkUSEbz+r#*ZR;~C=2IR
m7Qaehn5!7Md=;-ljll1-0Sp{g7U6-&9|1#y48p*lGVlq1>{V(2

literal 0
HcmV?d00001

diff --git a/README.md b/README.md
index c1e8359..1b99347 100644
--- a/README.md
+++ b/README.md
@@ -1,8 +1,360 @@
-# Project 1 
 
-Put your README here. Answer the following questions.
+#  Linear Regression with ElasticNet Regularization 
+## Combination of L2 and L1 Regularization
+### Project - 1
+
+
+
+
+
+
+
+
+#### Team Members:
+
+-     Vamsi Krishna Chitturi (A20539844) (vchitturi1@hawk.iit.edu)
+-     Likhith Madhav Dasari (A20539604) (ldasari2@hawk.iit.edu)
+-     Leela Lochan Madisetti (A20543643) (lmadisetti@hawk.iit.edu)
+-     Santhosh Ekambaram (A20555224) (sekambaram@hawk.iit.edu)
+
+
+
+For predicting continuous outcomes based on input features, Linear Regression is one of the main fundamental concept. But when it comes to large number of features  performance may differ and it may struggle with highly correlated features also. Which may lead to overfitting of data. To overcome this issue regularization methods are used by adding penalty terms to the model objective functions.ElasticNet regularization is one of the technique which can be used  and it is the combination of both L1 and L2 regularization. When it comes to L2(Ridge regularization), it shrinks large coefficients and not the other hand L1(Lasso regularization) will force the coefficients to exactly zero. Which effectively performs feature selection. When it comes to visualization Notebook.ipynd will gives to line plot and scattter plot for better undestanding of the model performance.
+
+### Data Genaration CMD and DataSets:
+
+#### test.csv
+
+```bash
+python generate_regression_data.py -N 50 -m -1 2 -3 -b 3.5 -scale 1.2 -rnge -10 10 -seed 8657309 -output_file elasticnet/tests/test.csv
+```
+#### data.csv
+
+```bash
+python generate_regression_data.py -N 50 -m $(printf "%s " $(seq -1 -1 -50)) -b 3.5 -scale 1.2 -rnge -10 10 -seed 8657309 -output_file elasticnet/data.csv
+```
+#### pima-indians-diabetes.data.csv
+
+```bash
+https://raw.githubusercontent.com/jbrownlee/Datasets/master/pima-indians-diabetes.data.csv
+```
+
+#### And another dataset WHITE WINE is used loacally using the csv file named `winequality-white.csv`
+
+
+### What does the model you have implemented do and when should it be used?
+
+The implemented model ElasticNet which is in the form of Linear Regression, which is the combination of both L1 and L2 regularization. This is the extension of fundamental Linear regression model which controls the magnitude of the coefficients. Which provides below:
+
+      1. Feature selection (Lasso regularization), which is setting some coefficients to zero 
+      2. Reduces the impact of multicollinearity ( Ridge regularization), represents correlation between features
+
+So, by using these two penalties, the ElasticNet model will predict continuous outcome by learning  the relationship between input features (X) and target variables (y). Which is like a standard Linear Regression. This model can be used  when the data is:
+
+    1. High Dimensional : When more number of features are available then needed
+    2. MultiCollinearity : Highly correlated features 
+    3. Feature Selection : When it is needed to select features that are need and use relationship among the remaining features 
+    4. Overfitting : To improve the generalization of the model, for smaller datasets
+
+### How did you test your model to determine if it is working reasonably correctly?
+
+ To know the working performance, following steps are taken for testing and validation:
+
+1. `Performance Metrics`: MSE (Mean Squared Error) and R^2 score are used to measure the performance of each model (L1,L2,Elastic Net,KNN). Where MSE shows the average squared difference of predicted value and actual target values. Which talks about predictive performance. On the other hand, R^2 shows the proportion of variance in the target variable. 
+
+2. `Visualization`:   Scatter Plot is used to show the visual validation where to visualize how closely the model predictions align with the actual target value. 
+
+3. ElasticNet Model is `Compared with base model` like L1, L2 and Linear regression, which helps to know the improvement.
+
+4. `K-Fold Cross Validation` has been implemented on ElasticNet model, which was used to evaluate the performance of the model by splitting the dataset by K folds, K-1 folds are used to training and testing on remaining folds. Where the process is repeated  K times. And for each fold MSE and R^2 is calculated for better insights about the data.
+
+### What parameters have you exposed to users of your implementation in order to tune performance? (Also perhaps provide some basic usage examples.)
+
+
+There are several parameters that are exposed for tuning and model performance. 
+
+Exposed Parameters:
+
+1. `alpha` :  
+
+Which controls the  overall strength of regularization. When the value is high, which increases the amount of regularization applied for the model. Which helps to prevent Overfitting the data 
+
+Usage :
+```bash
+ ElasticNetModel(lambda_l1=0.01, lambda_l2=0.01, alpha=0.001, num_iterations=1000)
+ ```
+
+2. `lambda_l1 and lambda_l2`:  These are similar to l1_ratio in ElasticNet implementation. Which gives the balance between the L1 and L2 regularization models.
+
+Usage :
+```bash
+# More L1 regularization (sparsity)
+elastic_net = ElasticNetModel(lambda_l1=0.1, lambda_l2=0.01, alpha=0.001, num_iterations=1000)
+
+# Balanced regularization
+elastic_net = ElasticNetModel(lambda_l1=0.01, lambda_l2=0.01, alpha=0.001, num_iterations=1000)
+
+# More L2 regularization (smoothness)
+elastic_net = ElasticNetModel(lambda_l1=0.01, lambda_l2=0.1, alpha=0.001, num_iterations=1000)
+```
+
+3. `num_iterations` :  Used for maximum number of iterations for model training.
+
+Usage: 
+```bash
+ elastic_net = ElasticNetModel(lambda_l1=0.1, lambda_l2=0.01, alpha=0.001, num_iterations=1000)
+ ```
+
+4.    `l1_ratio`:   This defines the balance between L1 and L2 . This is used in Elastic net model used in K-fold cross validation where L1 and L2 model are for used for calculation.
+
+* If l1_ratio = 0, it acts as Ridge regression (only L2 regularization).
+* If l1_ratio = 1, it acts as Lasso regression (only L1 regularization).
+* Values between 0 and 1 give a mix of both L1 and L2 regularization.
+
+Usage:
+```bash
+def __init__(self, alpha=1.0, l1_ratio=0.5, learning_rate=0.01, max_iter=1000):
+        self.alpha = alpha
+        self.l1_ratio = l1_ratio
+        self.learning_rate = learning_rate
+        self.max_iter = max_iter
+        self.coef_ = None
+```
+
+5. `CV for ElasticNet Model and KNN Model`:
+ In the implementation of KNN we are taking k value as 3 as default and can be assigned as needed in function call 
+ In the K-fold cross validation n_splits is used for to show the no of splits has to done for the data 
+
+Usage :
+```bash
+k_fold_cross_validation(elastic_net, X, y, n_splits=5)
+
+KNNModel(k=5)
+```
+### Are there specific inputs that your implementation has trouble with? Given more time, could you work around these or is it fundamental?
+
+Based on the nature of input data, specific challenges an be faced by the ElasticNet model. Given time so many input issues can be solved based on the dataset.
+
+1. `Handling Missing values`:
+
+Usage :
+```bash
+# Handling missing values 
+data = pd.read_csv('winequality-white.csv', sep=';')
+data = data.dropna()  # Remove rows with missing values
+```
+This include preprocessing steps for handling missing values:
+
+- Removing rows with missing values.
+- Imputing missing values with the mean or median of the respective feature.
+- Using techniques such as k-nearest neighbors for imputation.
+
+
+2.   `Feature Scaling`:
+
+When it comes wine quality dataset which contains some features that has to be scaled. For instance alcohol content vs acidity. These are not scaled, which leads to poor performance. And the diabetes dataset, features like body mass index and blood pressure, which can cause issue during optimization. Without using sklearn.preprocessing library  it takes some time for implementation. Which needs in-depth understanding of data.
+
+3.   `Multicollinearity`:
+
+In the wine quality dataset, features like alcohol content and density may be highly correlated. This multicollinearity can make the model's coefficients unstable. In the diabetes dataset, features like skin thickness and insulin levels could also exhibit multicollinearity. By doing this it conduct a correlation analysis and removes highly correlated features.Use regularization methods (like ElasticNet) which can help mitigate the effects of multicollinearity.
+
+4. ` Outliers`:
+
+The wine quality dataset may have outlier like sulfur dioxide levels. Which may have skew results. And in diabetes dataset contains features like glucose levels and other medical features, which can significantly affect the model performance.  
+
+ 
+
+
+
+
+### Instructions for Execution :
+
+- Step 1:
+
+Make shore that your environment is capable of running Python  
+
+`Go to the project folder using cd .../Project1-main and Run`
+
+
+```bash
+  pip install -r requirements.txt
+```
+
+
+- Step 2: 
+
+Execute the CMD cd to go into the elasticnet folder module
+
+```bash
+  cd elasticnet
+```
+
+- Step 3:
+
+To Execute the code Run  
+
+```bash
+  python __init__.py 
+```
+
+Which also runs test_predict() which can be used to test  different data using fit() and predict() for the models L1,L2, ElasticNet and KNN at same time.
+
+- Step 4:
+
+To run the test with k-fold cross validation you can find the code in ipynd file which splitting a dataset into a number of folds as needed (5 as default) and using each fold for training and validation in turn. Which can improve the MSE and R^2 (near to 1 for generated data) for ELastic net model. Which also gives you visualization better understanding apart from CV.
+
+- Step 5:
+
+To run the test without k-fold cross validation you can find the code in ipynd and __init__.py  file which runs the fit and predict methods for the X and Y provided.
+
+
+### Code Description:
+Here is the descrption for the implementation of every interface listed.
+#### Related Methods: 
+
+
+#### ScatterPlot() and run_models():
+- `def ScatterPlot(y_true, y_pred, model_name, r2)`: This method generates scatter plot to visualize the relationship between true values(y_true) and predicted values (y_pred). Displays the R2 value on the plot and shows the best-fit line in red.
+- `def run_models()`: In this method we make use of datasets (winequality-white.csv, diabetes.data.csv, dataset generated) to evaluate multiple regression models. Each dataset is cleaned and standardized (by feature scaling), with a bias term added for better model performance.
+Linear Regression, Ridge regression (L2 Regularization), Lasso Regression (L1 regularization), Elastic Net Regression (Combination of L1 and L2 regularization), K-nearest Neighbors (KNN) regression are the models used in this method.
+
+- Below are the steps for each dataset and model
+	* The model is trained on the scaled features (X_scaled)
+	* Predictions (y_pred) are generated
+	* MSE and R2 metrics are calculated to assess model performance
+		* `mse = (np.square(y - y_pred)).mean(axis=None)` 
+             * MSE is used to calculate average squared difference between predicted and actual values. It measures the deviation from actual values.
+		* `r2 = 1 - np.sum((y - y_pred) * 2) / np.sum((y - np.mean(y)) * 2) `
+        
+           * R2 indicates the goodness of fit for the model. 
+
+#### Realted Methods:
+
+* `def linear_loss(self, parameters, features, labels)`: Calculates the mean squared error loss for linear regression without regularization. It returns the loss value based on the current model parameters.
+ * `def linear_gradient(self, parameters, features, labels)`: Computes the gradient of the loss function with respect to the parameters. This gradient is used for updating the model parameters during gradient descent.
+* `def _build_tree(self, X, y, depth=0)`: Recursively builds the decision tree by finding the best feature and threshold to split the data.
+* `def _get_best_split(self, X, y, num_features)`: Finds the best feature and threshold to split the data by evaluating different splits and calculating variance reduction.
+* `def _split(self, X, y, feature_index, threshold)`: Divides the dataset into two subsets based on whether feature values are below or above the specified threshold for a given feature
+* `def _calculate_variance_reduction(self, y, y_left, y_right)`: Computes the reduction in variance from a potential split by comparing the variance before and after split.
+* `def elastic_net_loss(self, parameters, features, labels)`: Calculates the total loss as a combination of MSE and both L1 & L2 penalties.
+
+* `def elastic_net_gradient(self, parameters, features, labels)`: Computes the gradient of the loss function, including the gradients for the MSE and regularization terms (L1 and L2)
+* `def lasso_loss(self, parameters, features, labels)`: Computes the total loss for the Lasso model, which includes the linear regression loss (MSE) combined with an L1 regularization term that penalizes large coefficients to encourage  sparsity.
+ * `def lasso_gradient(self, parameters, features, labels)`: Calculates the gradient of the Lasso loss function, which includes the gradient of the linear regression loss plus the gradient of the L1 regularization (the sign of the parameters).
+* `def ridge_loss(self, parameters, features, labels)`: Computes the total loss for the Ridge model, which combines the linear regression loss (MSE) with an L2 regularization term that penalizes the square of the coefficients to reduce model complexity and prevent overfitting.
+* `def ridge_gradient(self, parameters, features, labels)`: Calculates the gradient of the Ridge loss function, which consists of the gradient of the linear regression loss plus the gradient of the L2 regularization term (which is twice the parameter values).
+
+Every funtion is called using super method and can be used without parameters as it contains default values which can be executes the Fit and Predict methods as per instrucuted and it is shown in `test_predict()`.
+
+
+#### ElasticNet model implementaion using K-Fold Cross validation:
+
+* `ElasticNet`:  ElasticNet class implements ElasticNet regression model from scratch along with K-Fold Cross Validation 
+
+* `_init_()`: This function is the constructor function for the ElasticNet class and it initializes and assigns default arguments
+
+* `fit(self, X, y)`: This method trains the model using gradient descent by adjusting the model coefficients based on input features (X) and target values (y). It adjusts the trade-off between feature selection and coefficient shrinkage by combining both L1 and L2 penalties during the optimization process
+
+* `def predict(self, X)`: When new data (X) is given, this method uses the learned coefficients to generate predictions
+* `def score(self, X, y)`: This method calculates the performance of the model by measuring two performance metrics – Mean Squared Error (MSE) and R2 (Coefficient of Determination).
+
+* MSE measures the average squared difference between predicted and actual values. It measures the deviation from actual values.
+* R2 indicates the goodness of fit for the model
+* `def k_fold_cross_validation(model, X, y, n_splits=5)`: k_fold_cross_validation method splits the dataset into n_splits and iteratively trains and validates the model on different folds by calculating the value of MSE and R2.
+It analyses the performance metrics using the value of MSE and R2 for each fold
+
+Output:
+```bash
+Fold 1 - MSE: 12.569071852681008, R²: 0.9990183954891182
+Fold 2 - MSE: 12.636289767434118, R²: 0.9990036622203452
+Fold 3 - MSE: 12.406018075960594, R²: 0.9990534928957612
+Fold 4 - MSE: 12.62360039258062, R²: 0.9990249782593933
+Fold 5 - MSE: 12.416345013111266, R²: 0.9990464161127611
+Average MSE over 5 folds: 12.530265020353522
+Average R² over 5 folds: 0.9990293889954758
+```
+
+* Main execution block
+This is the central part of the code from where the execution starts. read_csv() is used to read the datafile and later the input features (X) & target values (y) are extracted. 
+`k_fold_cross_validation(model, X, y, n_splits=5)` is called to evaluate the model’s performance.
+
+
+
+
+
+### Test Module:
+
+Code:
+
+```bash
+def test_predict():
+    print("\n ")
+    print("----------------------------Test Data----------------------------")
+    print("\n ")
+    # Dictionary of model names and corresponding instances
+    models = {
+        "Lasso": LassoModel(),
+        "Ridge": RidgeModel(),
+        "KNN": KNNModel(),
+        "ElasticNet": ElasticNetModel()
+    }
+
+    data = []
+
+    current_dir = os.getcwd()
+
+    file_path = os.path.join(current_dir, "tests", "test.csv")
+    try:
+        with open(file_path, "r") as file:
+            reader = csv.DictReader(file)
+            for row in reader:
+                data.append(row)
+    except FileNotFoundError:
+        print(f"File not found: {file_path}")
+        return
+    
+    X = np.array([[float(v) for k, v in datum.items() if k.startswith('x')] for datum in data])
+    y = np.array([float(datum['y']) for datum in data])
+    
+    for name, model in models.items():
+        print("\n ")
+        print(f"Testing {name}")
+        print("\n ")
+        model.fit(X, y)
+        preds = model.predict(X)
+        print(f"Predictions for {name}: {preds}")
+        
+        # Calculating Mean Squared Error (MSE)
+        mse = np.mean((preds - y) ** 2)
+        print(f"Mean Squared Error for {name}: {mse}")
+        
+        # Calculate R² score
+        r2 = calculate_r2(y, preds)
+        print(f"R² for {name}: {r2:.4f}")
+        
+    
+        plt.figure(figsize=(8, 6))
+        plt.scatter(y, preds, color='blue', label=f'{name} Predictions', alpha=0.7)
+        plt.plot([min(y), max(y)], [min(y), max(y)], color='red', lw=2, label='Ideal Fit (y=x)')
+        plt.xlabel('Actual Values')
+        plt.ylabel('Predicted Values')
+        plt.title(f'{name} Model: Actual vs Predicted')
+        plt.legend()
+        plt.grid(True)
+        plt.show()
+        
+        # Optional: Add an assertion for the MSE threshold (e.g., below a certain value)
+        assert mse < 22.0, f"High MSE for {name}: MSE = {mse}"
+
+```
+
+
+* `def calculate_r2(y_true, y_pred)`: This method calculates the R2 metric that measures how well the model’s predictions match the actual values. It is in the range of 0 to 1. Higher the value indicates better fit.
+* `def test_predict()`: Reads the test.csv file located in the tests directory. It tests various models like lasso regression, ridge regression, K-nearest neighbors, elasticNet regression.
+For testing diferent data, We can call the fit method by passing target values (X) and predicted values (y) from test_predict itself. This method trains the model using gradient descent by adjusting the model coefficients based on input features (X) and target values (y).
+For each model it peforms model fitting, prediction, calculation of performance metrics (MSE and R2) and visualization (scatterplot)
+
+
+
+
 
-* What does the model you have implemented do and when should it be used?
-* How did you test your model to determine if it is working reasonably correctly?
-* What parameters have you exposed to users of your implementation in order to tune performance? (Also perhaps provide some basic usage examples.)
-* Are there specific inputs that your implementation has trouble with? Given more time, could you work around these or is it fundamental?
diff --git a/elasticnet/.DS_Store b/elasticnet/.DS_Store
new file mode 100644
index 0000000000000000000000000000000000000000..0ac6a2c5423ad82f6f67c15879f731b15482a0e0
GIT binary patch
literal 6148
zcmeHK%}T>S5Z-NTn^J@v6nYGJEm&<W6fYsx7cim+m70*C!8BW%)Er77XMG``#OHBl
zcXJ2^youNu*!^bbXE*af_J=XXopo@+n8_G3pdoTpY6Q)-u7(aq<Z_OfrGB0+{aE-l
z6a7UKetVlOm|y`5S@rur{AC=a*>L#D8_m{UyJK{Wp7G#5i`>n;Y@IsZ>JCTOLd1Tl
zd;U!n=5zDlLL`|NCE-dYL_r84_qS0Jh};qDBuHhhs~kqx=+4dlW-}R|4Xp8Wv>jNR
z>FE&k(PX>r8iz;6=U4NWc#()VMI;B#rR-}g;T@DpO|R}MiAC}R_A;l8B_sxj0b+m{
z*gXdHSzz>buXL)I7$63IU;y_A3mT%Wu}~<t4(RaujQ$oP3h4NjK(sX48ViNs0pThY
zP^EJH#Na9&?3RwRH5Lk0I^%L>m`AT%K3=$79qg72XWUjuJuyHGR2gWhp^4}JCHykA
zkNj#1jfeqa;GZ$TTQhg&KvDW^{Z<~HwHCBTXebz0paKGV<q`k`+(-J-sr(k|5NB&F
V6yhvsm+63X5s-vXM-2P|17EKCOgI1l

literal 0
HcmV?d00001

diff --git a/elasticnet/Data.csv b/elasticnet/Data.csv
new file mode 100644
index 0000000..2ade20b
--- /dev/null
+++ b/elasticnet/Data.csv
@@ -0,0 +1,10001 @@
+x_0,x_1,x_2,x_3,x_4,x_5,x_6,x_7,x_8,x_9,y
+-0.293584910587521,9.090224344806671,1.770775171171648,-6.200913159262744,-2.1361209453138086,-4.9406421880798,-9.812056449045475,3.2700759186936956,0.872200243281096,-5.718336589098085,137.83998805712054
+-6.554459139038857,-6.600264051209324,-8.774366133224241,-7.135731365994513,-3.3707212424988287,-3.8237071630553254,-9.997791013034407,-5.97337294152404,9.116503368689457,-7.407215971039354,227.5629581530471
+-2.961620908564111,1.2628262832747517,-2.6274890716702948,-1.8945815741344019,9.065890898039493,7.253773662217229,-7.011294798182144,7.467583689550312,1.7362304853989352,1.3988236635834017,-109.88445921212124
+-6.86405717821704,-0.3871963622949326,0.49439466695858636,3.1554146468123,-8.032005308704385,5.751278829651467,-4.900597689472052,6.394190943430827,1.0674533757929838,-2.019903267828942,-3.9362514471364696
+-0.08268380439143241,-8.976056953021175,9.507198705818901,0.8009262331571998,1.1417111958584547,9.769430711277113,-8.62927333080416,-9.629608025090752,-6.321570342236429,-0.3255802022994181,123.76252641782854
+9.18735375166645,4.204994878129941,8.848822789144357,6.472175165241403,-8.929420762252677,3.5183353721874666,-5.375611517233683,-0.03461120088218195,-4.0798002779056075,6.891095599181066,-36.78409169720858
+-2.1917776929192523,-4.77007873111615,9.799212104715414,-4.741428499940142,9.071349505142116,8.040530970650906,4.909080152771422,9.408556782296895,-3.69550770813454,7.928716211011324,-244.89859337273205
+-1.8858617879756068,-8.315346226557308,5.452166294841563,-6.458098814927236,-1.161773704256026,0.04308959003949786,8.555669740710812,2.277170625254974,6.469020590213241,-4.81723079019001,-50.54805867883425
+-8.779821557699414,4.333673880064306,5.404776095516784,-1.0914919542700297,-9.500759828852338,4.549358423940387,6.8395881887834005,9.639786432234601,-5.011074669598452,7.8688457633278075,-146.38135968849252
+4.694262604513089,7.8782533384064335,1.025015931663651,2.21107223703628,9.015816797968139,0.05554280029552272,4.587214295323454,2.490195095653438,7.446578558718415,4.200841433543429,-235.2261081177971
+-4.2915027922053,5.45559873771452,-9.04868753094712,4.613638260541175,-1.4961650973282925,3.55176042682378,-6.973168895735132,0.8332409420074072,3.8113856960330006,-3.0245520554911787,30.36075258917396
+-6.182297693603449,6.05470096977913,-3.3958610623777186,-7.520618589339292,-1.1568227813997223,-0.7159792893326089,-5.687517212397428,-0.09017977379078834,-0.4732974796658618,-8.583354273075344,178.86100656098589
+-0.3256600254212749,4.002967132748054,1.06289282668931,-4.014430697672429,-8.49701040039087,3.5281040824469034,1.607652392234622,-5.912150756812782,4.004759225903234,9.68817979724893,-67.39140696716106
+9.802595094878292,-0.062499917160363516,6.617717035292294,0.5628378491046604,-3.4729286817590155,-2.041129805624571,8.351790561096932,-6.362562820537585,0.6969204130291606,0.5764491768084157,-19.030936211995602
+-0.564934120472782,-3.447880024784038,7.60621527193064,1.2201373828617923,9.83699951542597,1.8618171701936137,-8.39013984107207,-4.891530656697009,8.861518670939233,-6.869526230870784,9.276675987201386
+6.3385362795273315,-3.032662266677677,9.747030146424647,-9.515557215192858,9.643929141769185,-0.8542029981966692,3.20799459690406,-5.02595131733337,2.8817645700742367,0.24180817120615705,-41.64067705110331
+3.341094740342654,9.047632395107195,8.98974971341713,6.5820460160671,8.43115034223089,4.464736310541124,4.472440765655133,-8.98008722181409,-4.230630060999811,-8.280428352374201,21.613429846792357
+-6.6722961856590395,1.6363867189238968,-0.7285846831703946,4.012258014386568,6.540370242919442,-0.5432990376987523,7.770510551852476,-5.49174940492692,-1.0927663892112305,0.510781736958017,-41.33165918040121
+2.989303979540363,6.032128440066355,-1.419798436234343,9.44824059693374,2.354922440711056,-5.453101264351561,-6.080603469563672,7.127457250484824,0.7079126150700343,-0.7875082381656107,-36.28989401624431
+-9.941410408376033,-4.604421689727558,6.488979503096335,4.614668698463267,-3.3863517199170134,9.200619566032737,-6.3233230150629804,8.333908836105493,8.183360053096134,-8.609346947736176,-64.08077726172517
+-0.2078862831421624,-2.038592562087067,4.388549794423595,-3.168909016183754,-1.7963426098067115,-4.400065782912916,-9.556623770388736,6.587383271108722,2.416291760694531,-5.143805220999376,86.47844227220814
+-8.882783686461703,5.324482062318134,-2.4663396108816715,1.3147767631559137,7.280553312020941,-1.9293250538676365,0.625061103372937,-0.6751728835757831,7.612931391066398,-5.4343826961326585,-34.2359037383105
+-9.687178592852433,9.914951678745078,8.446508302155546,-5.727075289136277,8.678564803150062,-3.888957831851243,-4.008719328448212,-3.0061105761356743,7.406977914028506,-2.722290004550103,-15.668222445287977
+-4.904263756678493,-1.542616895960236,-0.05457787127016278,-8.015775243491776,-2.3889802180472053,7.3169970008442675,-2.13400579866595,6.372301478773288,-5.724187291724096,5.318428788545422,-26.34085919848137
+-8.281412126747048,9.203777277636952,-1.427419959615901,-0.5331885074601805,-0.3648621367705984,-6.408618850360865,1.7519311468226784,-5.268899529071409,2.135538006222033,2.39723479105425,27.43836653597246
+-3.000038265558731,-1.0711521850037387,-1.5699142810704192,-9.034188882119361,-3.254166003043013,-1.828207825736543,-1.986085455552078,8.114592285843475,-4.363605781938471,-8.064344889886318,145.0724628947538
+-2.052431160687378,1.2109526691463435,9.588194082310089,-1.4486519450399138,-0.5000315451936332,3.7383705051709293,-1.5645541926036954,5.946924786245855,2.7059585015445387,7.625077382548131,-176.67645956622073
+0.8306492413958155,5.33908058920588,7.631181198637675,-1.5770839533974979,7.382923442855789,0.4658157616790626,-8.639853951657114,-5.607415735110144,2.041817906486476,8.267199836264068,-59.90182547264756
+0.9678475805332898,-1.4925824340688076,8.601515329810779,0.5639143796866763,2.967380043898904,-7.964809192368765,-6.665419086990843,2.4726159268912484,-2.194972251398739,-1.5129029313800468,72.53279003735568
+5.5660929300254836,-1.764561048204889,-1.4323051712272372,-1.6672210479603722,6.381878613237291,1.2327993232641554,-7.141294279001629,5.804388388010489,0.5374146607420571,-0.20016443432091746,-25.209658391991514
+1.8730544776987945,-6.262930685554913,1.605214437562994,-9.653627603090628,1.3332821368167824,1.4530490008815833,3.987144316998117,7.814779212630675,-3.90900988593329,-9.78380497467134,74.8606389891044
+2.468666771013852,3.261239985927127,-0.05663727809054775,-7.987017762793444,-5.91230565059438,9.300617497849204,-1.8502795387612792,1.3949407866391117,-5.869559114021046,-5.740992117318672,111.89323998438087
+3.858435408060501,-0.4137806145563916,7.2529395494503675,-6.381560454749547,-1.0034021961139472,6.583947303948343,-8.545663212410277,-2.1743255558799257,1.415439544933641,-0.8927664057567619,43.377851444318146
+-3.4127009623877735,-9.00067340680264,-1.0685643305663373,6.95394893683374,9.057778931030986,0.4720170760907738,-7.494198116417532,1.9637801422026469,-4.355968900984184,-1.892839490113707,46.95990740591827
+-4.470938371733548,1.0253807405021864,-3.7680927841857192,1.2113865003133695,2.945865829665919,-0.23972574211973852,-6.796475764798071,8.175269952671227,4.8457851426917165,3.137910374409598,-93.53733431367155
+-9.181835443473002,7.287295885197514,-3.7656397466991542,-3.3010917740758794,5.8988753335101585,5.256444679069611,-2.207249059828169,-2.9218707498457785,-5.062425582207483,3.4298180034189696,11.454367360136994
+-0.6047161287926284,3.731123310322597,3.7646910807556977,-5.095853352221187,-9.531162113077425,-1.192266347858879,4.563061880269066,2.5168283477453923,-6.003269543202714,-0.4566609414787326,67.25520118076365
+3.7786390792228386,-5.289271786951069,-0.2392731477496124,-2.862630524769887,-1.1404199990505326,0.49355933969603694,3.8626690072727987,7.324458845739883,8.34538472295174,0.5962439979334566,-141.71867061871274
+6.60794260799716,9.023310587434423,-1.6511580590038855,8.254187122491071,9.311579441661916,2.6925128857280045,8.451268718958282,-9.557067953511584,-0.7068035823754704,-1.4496791350127358,-73.93454024455589
+9.505712152722657,7.240940078693829,2.1557992706523788,2.478533873458242,9.42863606254203,4.342935194883775,5.129568361504342,-9.517866989757117,-7.668534709452251,0.6041818087232498,-7.42773311438896
+-6.92615591183425,-9.187843630184943,0.11962217414718923,-1.8906670003834347,-2.26477273557659,0.64475973420834,9.278453013615094,5.547089849964506,-1.8947505306963897,0.4480957949664255,-52.82698199378456
+7.395762569421804,-1.173235634228853,-6.034523503316002,-5.952590057137435,-6.966477341825592,-0.5890085785590338,1.2385053156247094,8.613932235604196,-2.729216363126603,3.2152410184932245,-5.979219266205754
+8.995678936499525,-7.820185606631059,7.1502490240487315,3.8698910270214304,7.837313851945589,1.0517254354051442,3.623544261325209,9.695638058740704,-6.88456115518115,-2.050758603341909,-92.56004690746579
+-3.869822533908478,-9.943626372714977,7.117147674894251,2.059355557871616,-2.4198933201522377,-7.537480719044709,7.556768977101238,5.707380358691743,8.864053132876489,-6.673304335047416,-56.32736450795498
+8.139372332002331,2.081237740674269,8.405232476784262,-6.984463480577789,-9.402232219982347,-9.58746708757349,6.959840933966161,0.6305106797306093,-6.585960516718867,-1.0203656786609883,113.32134835115156
+-1.593220710641765,-7.9574805689543116,2.93035170551903,-9.910870353832582,5.749337270580659,7.80313967027034,-7.662978225369603,1.15725821896272,1.8704037255584671,8.59705595419977,-83.37680894358634
+-1.6140417412256114,-5.621159319215254,-9.145928654577952,-1.508055938361903,1.4927078426310647,-4.048021632447956,-2.4474172445074727,5.368333671658972,5.909913509266504,-8.061508003945494,68.28598578761118
+9.834559533132673,3.107874010207423,-5.817306831403954,2.6606792015038283,-2.3241993270622574,-7.9174635827856665,1.0165019877456705,0.6774361715193211,-0.620123351315065,5.408885984207044,-7.027609229202562
+-4.052286326592536,-6.126915584589403,6.7523234307562525,2.0637353916971346,6.921347144235028,-3.211401885651577,-2.648970544433138,-1.7980974657916349,-8.290213633895823,-9.632284531860897,180.27149048795803
+2.5708453120818597,8.673786362870883,8.275199401370283,-0.576348042649093,8.064884126869153,-1.2980755751643813,-6.415490546615555,-0.8812282326629184,3.720052603543822,1.1828977792578765,-64.95220500239894
+-9.389174046375594,3.6719376890200595,7.924628407973671,-7.328690868412058,0.5957153618080069,8.298292940132363,2.384774689497826,-2.5320604241723155,4.990786980974478,-9.898537539105043,16.655423466576405
+5.794999789424327,-6.213090700897428,-3.9399404631630186,-8.452558504752023,2.421777279156505,8.463289868877675,8.709625419812227,2.3000046354889347,-3.1775295243042034,-7.5392523611943485,18.00666090102352
+7.36837463486109,6.062167916430161,1.5924719225227557,8.719821233828426,0.14396263821991218,-6.220445027822484,3.6038744734267136,-6.763429331342676,-4.469584137751495,2.4511085214321016,25.42131248313728
+7.141908322359399,-9.888810164352604,-5.475045531857883,7.912405871538795,-1.5230511215176779,9.60843210317772,6.031766518189309,-7.17209458720432,0.9745533186945154,6.336010752415655,-106.84164119065117
+1.427860636692122,-6.540963266679416,3.1522816992842517,6.279774345008757,3.892867175456056,1.1098269832716934,0.02181914205652946,4.8962609251198845,-4.618469723266887,3.8391074201520636,-81.37790563460236
+-3.4744129665029666,5.458406050534639,-5.903349813938396,6.903783920823234,-6.680110266755046,-8.511919654103231,-8.33954913518044,6.32708032696526,2.9065235219921126,-9.521446403944099,147.57771950714263
+-0.2603304885216673,9.84265555357621,2.7032196605178727,9.167282906380098,-9.44000395567292,7.18935843748469,9.142718464984265,-5.664604391987038,8.415930905511313,5.574606640209561,-207.11674899909323
+-7.199857556874337,-1.0740662675464718,-0.025020266941337965,2.8502372987921354,5.628039706409453,5.167452159176545,6.094733231376807,-0.1439884044722084,-7.781435345444381,8.046587456124715,-110.10422873756366
+6.0875428644298,-3.6867161355431954,-6.9743907840816055,2.7098022811278333,-6.981261771952458,-6.650692446341346,8.829480673427284,8.272094605753832,-4.221259381433795,8.64877001956687,-86.97309015319152
+1.5626399363242416,5.54744561300236,0.3549931288518504,8.621270990161463,2.0112698403805074,-6.991201070902542,-1.2498373524333761,-2.765586550539658,-4.72779634273282,-1.661012435166942,76.45829347321174
+8.363273834817102,4.3284824214374655,6.384497180705133,-8.27512985670987,-4.274652610336251,-0.08348114674244789,-4.234664372763208,-8.409026464769143,-7.4585659257336445,-4.2502732740447735,228.9739808797784
+-4.742938994664407,-8.968307050731799,-3.488654360285348,8.419874577703798,-1.5004785029053247,8.373088555998237,-9.391873585263122,3.2083971876332584,0.5417265499532187,-8.409316315155301,78.7486151335354
+-7.648597177352907,3.3255731567578883,4.968101938710047,4.666458805805577,5.013580788927168,4.221000475220665,8.535755826321523,7.2299356287404,-3.951461129167919,-8.15288731316965,-79.67264782460322
+4.467682535081268,-4.535795600223709,-2.4360974707311644,0.09752860644348882,0.00324243578273542,0.35933478656417606,-9.168594043405939,1.0174413221741774,-2.1192564622895693,-7.968385795323898,167.63625236303304
+3.234312901089047,9.130867833315797,0.02557997512333543,-2.6317441176505807,0.6549128705031193,-1.1283066502601913,-9.942885026067465,-6.123604030094992,5.377132576175352,3.9943619208872905,25.672343314849574
+-8.34588161754155,-0.6540911604609678,4.493465592181501,-4.620657959018219,6.582230080697924,-0.888345901657166,0.27984247763587433,9.496067031511298,0.5113241215833852,-9.573245413837494,3.849390236304834
+-8.17854730235007,-7.701615935221455,-4.393758581019007,-1.0647269219886701,1.2335302506633994,-4.905092182393416,9.550438299058243,-2.2835056423159084,8.454177512203447,0.1422782791899202,-58.70964827797815
+0.7914409101483688,6.674579143647586,-1.5262625058722312,6.376386291436829,-3.0119381255893174,5.281662643377183,-8.44997855249872,0.9481906290844178,-9.705520041886533,-7.7251713830895135,167.68045565346208
+-3.6467895279966656,-0.45529789431772993,-3.028184255744064,8.799480240425993,1.528059258875416,-4.957514066564608,-9.417084442744057,4.424776454933344,-9.963331173312424,-2.4172569634728047,148.5719380527443
+-5.606519190426276,9.849705859831213,9.008276561326031,0.7692367085251428,-3.502649785927887,-3.388295677269473,-8.401688978546476,1.7198636705396186,-2.2778577985906034,-7.963466273773121,142.19643386932208
+9.413486709305962,-7.1528542874421515,-7.470190671091956,-1.3700612390594857,-4.847212767164491,9.859062348637336,-4.73138288123309,-9.960426612633519,-9.665818454063244,-5.982802722240037,261.37666906677373
+1.9634089600917015,-5.544460094923378,5.140751726137973,3.7018956034359007,-3.393921342126731,-3.412853539560665,7.7492187995094035,-9.13577903654396,-7.911402304763595,-7.017776657428949,180.40237818550838
+-8.160435019912482,-1.878108079285865,-3.706599959855097,4.2550543628144215,-8.034005913728315,7.124418876653902,7.656801322927298,3.534337111836301,-1.2479662436387051,-3.949856226032511,-24.63430464393696
+-0.8048592738350546,2.900843762091534,-7.229219262647066,2.128038336714435,-1.9977310133651804,5.696811696585515,-4.954306384343823,-0.6539684867258844,-2.573373813590849,3.9818706351381095,10.936009237345433
+6.582043496859367,8.101808976201394,5.09726379432956,-4.617374210079106,9.472891156299577,-1.5788350042412547,-2.119863351697686,6.769882778847549,6.335560346522515,-3.867799646731922,-112.61994047520308
+6.215594952136514,5.658185761718391,-1.847282666384209,8.044927514756006,1.0925242346312514,-3.1673293715631012,9.061376432596834,-7.194309102452793,-0.4985570771200698,-1.7453683186818303,-10.24708789411399
+8.494746831353382,3.774662420913366,1.1921158104419427,-8.576856400844274,-8.284503274240127,1.0294369525400038,-8.141562182290071,-3.523695346879976,-9.401907385239063,-2.62342867310855,250.70770330306974
+-5.691205796167161,-7.185834570259186,6.404602071351513,-5.80377038136521,3.1424424865287137,4.144946475593583,-7.959800075390547,-2.218954081753255,-5.803454619976069,-5.15932100642244,164.84971482232066
+5.568204371540162,-8.966291132554145,-2.116972001308881,-3.23742970038561,-8.27470689302276,-0.9887532313823644,-8.898848886833665,-1.3114408042079484,1.6960165459130083,-1.7078534949573143,157.1082421165238
+-4.20954795910877,-9.084285731750494,1.0725865409403057,5.473301106975168,6.641462836004561,-1.7850364591433276,-6.904531615547375,-1.4495424446674376,7.36232521651774,-9.354063310715235,64.6449147293958
+3.8350547672982294,9.620616670393238,2.3446345143860237,0.42277022710237144,-0.010439200554761552,-2.7204121378064405,8.570607621636906,-5.53747509804283,0.5763609737862918,-0.5975341658331201,-26.935025076167488
+-8.974971973663678,8.153450772674669,9.783933554840498,-6.871489337517602,4.774065386783146,-9.569659401276587,4.112436954033218,0.8576624272051392,7.50841199530929,8.716199829275677,-162.0664141383063
+-0.2570333392346713,-9.257858845288192,-6.000461883639339,-9.767082710457247,9.945737500254356,4.642504805739447,-9.96344078889055,9.193287443430833,9.098516167111839,4.164945079515374,-125.99294269510199
+7.100742869974079,9.26240082180264,-4.483723614309878,-8.256773458786501,1.8890431681257103,3.2941071611260786,-3.17559440271157,1.2938079493744281,-1.328009600463722,3.433483616570645,-15.602665833846823
+4.859535713308169,-2.1118138501085415,1.0804946988857567,3.890757764087176,-9.284939733062599,-1.2806510090471557,-2.4761571493926926,3.6613374755436423,6.0617390385816865,0.11237217535678301,-29.825481819957787
+5.902249280475409,6.164126417217726,6.658361050165109,-5.762292477194517,3.958877113585868,0.8323981317089313,7.225277319004277,-2.6700620998999325,7.537057362248536,8.75373229003938,-220.90145894519236
+4.217818784423601,8.689931680412151,8.45306998267976,-1.9087781427176354,-6.954145110166657,1.7252471393148139,-7.570518610290604,-2.216787165462444,4.621600839593254,-5.720447798885151,74.74946958181167
+-5.389501930936493,-8.317201593131216,9.661592990744328,3.858340908965312,-7.326578799437873,-9.754406213716853,4.163376544579938,9.45663621257708,0.3431161595568044,-5.005955527415102,17.913771539221802
+4.81504562006438,3.8777933929309305,-6.348554872069288,-8.304664084877666,-9.671636625702757,0.8335456339915615,-6.5936877240016445,8.344716571106607,-8.869137951798763,3.6765077784989675,108.72159737243955
+9.230776172192387,-0.8234744686711992,5.03360693559083,-7.22484886295244,5.014512992316524,6.117434316009045,9.920397086990164,-8.268778991328585,-2.742891809608896,-7.880331155045097,48.27155864022574
+4.233779855337074,-5.1510310264283525,6.871867726082681,-5.780416142508351,-2.7229063417453236,6.292939605655851,2.6483920136289774,-1.197311562598844,-5.397134979918945,7.573900897573946,-47.97856219381332
+1.3298046215143144,4.585703433858748,6.117786389084998,1.135057972797715,-9.29692128748873,6.286800294816983,-2.635251171978281,-4.4067180587537695,-0.8511707049836348,0.4091433202761774,36.81975679740647
+0.11044752507780586,7.623895601985815,2.016188742804894,1.8841267095395864,-1.4469461658380944,1.502513514416488,-8.424326846437868,0.3330106086656692,6.3497169190815095,2.8836786601031084,-56.96172911401012
+-5.5393551562089005,-0.333213815112412,2.0838110762961493,-9.420668418978977,2.7205427386301695,-0.6679725482436738,9.666213759816198,-1.1244570327754233,-6.347078056108597,9.904298993229279,-69.54035474771635
+-4.980700412034402,-3.302656480671986,-2.251779379730978,-5.218930551424901,9.244999578658526,0.05378467084412586,-3.3718655035073675,-9.79531323406272,-4.436247684194492,2.665289691391075,111.45774066471701
+-6.088120084829081,-2.5604369726830623,3.4012320829067333,3.4521145326798353,1.225841158491583,-9.829752325900198,-3.0895616607331378,-0.8492635758501033,9.54163629217074,-4.215238029837924,28.26431078640439
+-0.35650650529567285,1.5501284963769923,3.6726119908529897,7.308764930511236,-7.952777716197666,6.690029575727701,-4.061257458726677,-1.0908515254727447,-7.942635407652987,6.243798866717018,6.693765918718244
+-6.954797570093733,6.434559877639323,-0.17572163822383358,-1.860177167324415,4.346483898231868,2.1253593128181647,5.948408767865498,-1.755283409734294,6.802369735991487,-4.910757892646802,-69.35035855740048
+-0.7180573820598446,-5.526536343125588,0.7878111785317921,-6.666677496829041,0.8554043831688651,-9.60292458858325,5.904853943309427,0.09902652254022426,0.9738233179440847,-3.18442125499504,74.07371775550371
+0.9079223793860347,-6.267625777298189,-8.726050670848737,-5.302906931680962,0.9160897223599185,3.6271704378669667,4.165768547347906,-1.230129774793003,4.4749724163711395,-5.565493290644796,32.43375405423319
+-0.8839539019199427,8.284728762097656,-7.499530380270567,-3.4563490640370143,-3.341988780846321,-5.65398403310825,-6.371916737954502,-6.989721305212447,-0.1591386864032751,2.5817331295082435,150.40513455572062
+2.5084294974754773,6.417202130951183,-0.21536703214515063,-6.239569910957094,-8.701606201722784,-9.382332125003272,-7.8965523865600336,-5.650601890050318,-4.873535746367694,-8.325439795728379,341.76493893954296
+-4.394909698225877,-5.110418257225657,-0.4130193600882892,5.500079971973884,7.229634801437825,0.5865388294893936,7.8305501287034325,7.565615427520658,-3.3823070330575877,-8.403126557597817,-42.47515770481375
+7.766293597639926,6.581796344161366,-9.22178910488665,2.8396013542742704,-9.533193903713403,2.2027777280792638,-2.192616455545815,-6.444969772144955,4.160996598108547,0.2891369031301627,59.95669078399177
+3.5890298567080525,0.9015618699914851,-5.117818721125936,-5.828897917165201,-8.813696098234223,9.951018302563206,2.352612680707351,-5.364436161904427,-6.119005397147412,-6.0456696740533244,162.65665625142358
+3.082650885535738,9.841008176821646,-6.607136748341698,4.735052320165485,2.0449882277443487,8.201855367543075,8.272766574272769,-1.3064154136548,6.873192716456879,8.403347300940789,-270.90919270077717
+8.24366247622731,8.040352267013143,0.478899167562874,-4.710075599732457,5.21465270484345,-5.630377561920746,8.073798084741831,0.06656934506137802,1.8861227113934076,-4.001526168730147,-28.780946452729584
+2.1294859609278793,1.2915464330382354,5.348576134594083,5.885585827889194,-8.56870836867266,2.4359504350273986,-8.399013960414493,-2.9348403455689387,-9.525694167395118,9.738467058783923,58.42013804464772
+7.975630495983741,4.435229328456318,0.6241481266897875,2.1881310824619993,-9.68461264982005,-7.866497796160408,8.587453792908788,1.1008468188946385,-8.533717755444663,-9.25208022986533,172.47951876849623
+9.742458421884612,7.108583815302827,-5.073589493560897,-3.961587180241195,-1.2273779578619504,6.928362701889124,6.254340201920858,3.9897474154020096,3.201812324167488,-3.9137197658873912,-90.93458409485456
+0.5432706687570144,-6.202227219401029,4.204525301976982,2.096222770496665,-9.148707701442195,7.2768900589113965,3.821251303941744,1.5001634002715414,-8.908267979453672,-8.087149594422705,119.01252013810239
+-9.325111898112127,-7.7250921999762046,-3.131786800878704,-1.9787078758407373,1.0048445399104278,-1.4311558057726126,-3.795779031531532,-2.355860983023348,4.671506694316259,8.295824848234094,-30.925160336215313
+7.271276567976064,-9.9570949424652,-4.457475877053154,2.4951118387956073,-1.7106472282438534,-2.6551303673536952,4.722360648164974,-5.008975005014708,-2.1440434483837034,-5.997754307408918,130.64513495407886
+-5.243933418437939,4.239581973585283,-9.09504048688996,1.658408671357705,-2.421696428161544,1.9739590819041664,-7.772324450059411,1.8398464335617137,-8.252950980471859,-9.180627852301003,227.1852625087105
+2.019686334421973,-9.434072151662928,-8.610891587619259,-3.6376667444912725,7.173546512545017,-8.521813764835862,-8.68938112909327,-2.4153291357453166,3.523532996195202,-7.424932147418173,198.74842697415548
+-1.103690210723569,8.470072199590732,1.64797062854253,4.17851734327906,6.748514212771369,-6.086952255899297,7.26155871047284,-3.825319058146752,6.313129494531939,-7.559310560403314,-32.274365114997
+0.8620785541311027,5.525910525334257,1.1637693644187341,5.556336853432564,-3.733864803879814,-9.4200456267247,8.528786242636722,-5.012412909444189,-2.019247682160459,9.87972528357618,-58.74587529316925
+0.14716519599392353,3.6003668257054544,3.489671696114318,-7.161795360290027,-8.423764597313355,-8.423151823212455,-5.6013711855503505,-9.35162068987296,6.041688519614679,7.836832039228449,87.91581487129206
+3.7284087259215903,-5.729808408883496,4.98750267422011,8.033831567602448,-5.196364911081237,3.1510817994165174,8.434887066449846,-0.6201410545030206,2.1054238464178865,-6.279478957474025,-39.30243878881455
+2.480719000371334,-7.095629443789719,9.192792548265416,-5.749863212306554,1.0488980926978053,-7.735379683059371,9.46112780221176,-2.9280824594204446,4.256652909653685,-9.261369696131005,62.8968226630583
+-7.763505029239091,-4.5129481027008245,-5.113745629341473,8.465406528621466,6.830522857977561,-4.796874383380965,3.909063242784958,1.9332358170882613,2.4195677055280984,6.877345420221954,-137.0505005768091
+9.721001903331018,4.180467255630487,9.282719741252684,-5.361405525724113,-0.7387727576697878,-0.6426863892374257,7.217614960157652,1.2162768687129644,0.4559398800302561,0.5100232875732646,-83.83759533583455
+2.797568483012487,2.6769192662253083,-0.3605057820008839,7.854868085977387,-7.915559169232562,7.248897447113554,0.06640545385819152,1.5273107105377748,7.155457090156759,9.562388463536994,-211.2738215225398
+-9.726839251257235,-6.520052875529226,-9.145926029191774,1.0688007931465715,3.5641452160964726,3.450970680813199,9.448446499050752,4.7571149736290685,3.708145216968899,-6.360266240823638,-63.06550562376642
+-4.576779526899926,5.337976726035933,-6.119108568314897,5.853197395746646,1.6102080595331358,5.39358171543598,-0.017496207958187515,-5.843121287859092,-6.958072795824002,7.234614873303218,-10.46108730556813
+0.8402232901769047,-0.5131806431607444,-5.590162046937824,-3.1873278526095783,-5.892918010941677,-0.7300321074907146,-3.428184879411349,8.169191346866986,-0.6746173729935068,0.36302327648665145,27.56024550590673
+2.7761977257905746,-2.255130880306435,6.336162793252782,-9.803909829868081,4.794746858972722,2.422560950017143,-7.458265072949068,3.1876686775707186,4.885781231988881,8.539856156010615,-115.39259098992785
+-8.589830015959809,3.6836032492243653,-7.965674514699563,5.205264655533728,7.686714832785664,-1.8313400477473585,5.563146732509678,9.842563251607695,8.878796278871723,2.5958120851640643,-243.810115440323
+-4.075850467937128,-6.54215481192341,-2.4589490438563777,4.491997185849934,4.0829579862001015,-2.4875523360906526,6.214180683348378,3.1197453795784713,5.669068543626343,-4.5008510026263,-69.55603751015774
+-1.128241410276536,9.37596040188431,2.588945060673047,-8.684697166970105,8.587796857555489,7.9424089501934025,-1.977293149071584,7.8939574030286845,-4.988272286025214,6.917878405303317,-151.82359883218191
+1.1812308722994036,9.901102731232193,-3.9148862869127288,-9.428778273798702,-9.186988948209995,5.402381524182123,-7.045607303629533,5.413824720397919,7.906437468635392,7.748616987228294,-98.12927979153972
+-5.670125901478027,-6.805697204550183,8.662300244920756,-7.78396814816513,-0.8680173763465748,5.229379591356967,-3.320891466642899,-5.690529462614933,-4.175888196242705,-9.286540398172905,200.45754937543634
+-5.79656503614431,3.6580503824289368,-0.6632965647643019,-0.3829680983050032,6.927371960792037,-1.8571253268646282,2.753586434687021,-7.81294331794326,8.520972649227332,7.4108606335217875,-125.63789926931774
+-8.085192706474638,0.13459574883732506,3.463435933486436,-4.865534453569673,0.9140204363785953,1.7494896213736233,1.5378192902506282,-2.9664478297899555,6.106830490763815,1.4033438786307029,-50.88646250869552
+-0.07575426558135367,-9.278647442872973,3.2063764434435282,1.60699384591243,-9.913444268322921,-2.2531706246358585,6.5180519087892375,-9.220617982224226,-8.553737781201772,-9.510132840830357,269.4321485602493
+9.078859426205737,2.644014325742716,6.677478055292347,5.645472386130528,-6.157865789546227,-4.0656528567166905,2.5546569509691652,-2.3891394173063296,9.453709493281812,-4.175276171779525,-40.17691657579395
+-3.0013800878332364,9.822409089715872,3.292116078750844,-7.02636828277342,-6.324837249830503,0.1204549853089576,-4.876632582079226,8.556962122943174,-6.30877788547415,3.9888991351520997,18.674981089561687
+0.5545736312008964,-4.641966201220409,6.947297051664762,8.689440052538211,-2.107845332927869,-0.8972985531563538,-4.753909681217032,-5.316012137175208,8.072825277559163,1.2240983236753067,-36.42433430942915
+3.3930667728315433,-8.350061822860056,4.887415473642118,-0.8148476898343371,0.07178992349619717,-7.920949637549941,-5.267421504105929,0.14626011041645626,6.144128231591819,-3.2608122514418403,65.72884784302117
+-4.628691283760864,3.333833813886644,4.169063219281311,4.904829197641945,4.231664918558879,-8.686380146897372,5.808083929280996,1.6753458829727497,-9.460268385715189,4.1577323037734555,-9.777776250103061
+5.863237745454981,8.976582413780784,-0.46236161727867264,-6.007398360932195,7.192457727631081,-7.591786923641393,1.161275249004079,-6.66076912265326,3.5727335219102785,4.037253892530317,-11.947113927641318
+3.5019652866533413,-5.7354248957820575,-8.427069815573208,0.9479916833238233,-0.39047845559176286,-6.7676797115322,-9.664280151404807,3.167104287215279,9.264595619279621,-5.696934856902905,90.40831769712945
+-7.731349552000706,-4.967010868757669,-4.171705710637883,-1.6385427002513353,-7.700798589880204,7.435557407534263,3.242871948414141,3.4857315096129127,-7.782754262396456,-1.405190404572314,67.67786299195762
+7.020354195272183,8.122285938691219,3.059155553589963,8.761449511369362,-4.232423098057412,-6.194270229135823,-6.816258232281635,5.181242988566368,-0.9390725732536898,-6.0318422251411,69.1255935624493
+3.1812846584806542,4.731264588504001,5.795132945804678,1.7510672207693312,-0.3525319549793937,5.160917760128616,-9.68506371051342,3.6712372549293426,-5.76561943487083,-9.208030668801666,119.99761435746291
+-0.4062460681928126,-9.585680594783083,8.865012070767612,-3.2128037605052207,-9.758304580129867,0.08609672133455648,-1.8113776270013227,-3.5897668351254364,2.8147995391280323,3.999209448701937,33.77123427544209
+4.502958559280847,9.859696379214679,8.57615275912777,-8.720965496337378,8.184589740802096,3.612192921956796,6.970892273884941,6.871230997406754,-8.948322607394477,-1.8156286499137075,-79.71123679110526
+-6.745842815308148,-3.257402675891816,9.689385189251897,5.562415821865363,4.454192770015755,5.37776135806517,-2.6665793608083987,0.5108792601433976,-1.2180583486047136,6.537002265514622,-128.34578389924786
+-6.761177673478862,-7.362005942999835,9.90929279293971,-8.733188598970735,0.15070223911888503,2.221660262552967,0.18472771647061403,9.559876213949096,2.39981680872984,8.149017251616561,-164.92164611161073
+4.966646188346553,5.400023939852144,6.712939041682828,-8.683660142680697,-6.6249634811669855,7.251192737489993,8.889040815944798,-1.379130973838163,-5.354984405628107,-5.734137794323404,46.469075627932526
+7.175012164812468,7.390061151274643,-5.2134790091465355,9.949019525462823,1.8253199670622866,-5.896295875197302,3.7895563940866706,-3.270111107821594,9.635394372956096,-6.132083809931316,-42.416479567827395
+9.769823707022612,4.141576239082056,2.6365328338564376,-9.193392456680678,-7.336353045651405,9.700350774809214,9.398931084662724,2.207191511119435,9.871267505434568,9.272343094326178,-272.37745666686874
+2.6283578899468374,4.251980950820505,0.5042892145968692,-9.046119921891352,6.989243402214925,5.253761833330762,-6.57392984906444,-3.3310977620131355,4.672154372036282,-5.735596351514434,47.92515889670889
+6.757485667223875,-8.393127385677237,-8.061143184641086,4.403972036473007,-0.25901935690286093,9.765345226347701,0.007123871831697937,-3.804340144817726,-3.3598836303978796,1.1307608125446844,12.462058984997482
+0.7197980186106379,0.23953530098031806,2.168186935531926,-3.3118227941987377,0.17930567623761107,8.462103372076564,0.7406258097174656,3.0278267340489506,-0.2755186484822403,-8.72986340152682,17.39086460278767
+-0.6894998071635117,3.267332985571698,-8.32746413657791,6.648053792186586,-5.280235001760529,9.785615369927639,1.304400178746683,9.014232105969429,-3.453203344882454,-9.86556904606346,12.719637538970247
+-5.281159605300914,-8.269101041482603,3.0503463438564227,-9.358207766867784,-6.064188778163815,7.429746884956929,-3.432437951018288,9.856700223276064,2.2685115663248046,1.4757396543618273,-50.61237070752532
+-0.7244442390918704,0.08210143833062178,0.23461942035998495,2.430337131891398,2.354755680353795,5.363001215785113,-7.257204340879671,6.844332175324064,5.504593679544392,-9.123670613359698,-11.792393474085216
+-0.9651479500107385,-6.681501061309431,9.358653588487066,-3.8129576996461823,2.109236588358705,-8.670044756909247,-6.755675967243309,-8.99360171265556,8.010224489303518,-5.6107035193898,149.8655879617829
+-4.742615669222943,-7.64559821633529,-8.304847251691337,-6.466777009568068,-5.782058549045066,1.174450950564394,-3.8724493502617086,-8.976962603874076,0.9500327275358655,-9.210686362800772,278.987692152438
+0.9878828384779137,8.011183869922128,-4.493081650894708,-2.2060600590846247,5.324938367792411,5.206637180075118,-9.939048490654896,-1.5278526228961797,-6.956609048717965,9.80417910716897,-2.6205217496455533
+-6.524936431204562,-2.202919471695126,2.4515560178466367,-0.8161961004223328,9.55171812898847,6.723856600812217,-7.8731705934761465,-5.826560970724306,-5.544404950222923,4.950975633620541,23.369243419083887
+-8.411823388605344,-2.411453346351533,1.9083144893519677,-6.5719336376364375,-0.6371835658757696,-8.02144553086196,7.627217567161861,-0.3202197989591826,9.683980037960925,7.521831606915354,-124.14987946170618
+-8.158519434894867,-5.12831338048787,3.254742337589114,-3.236048862261929,0.6378014749190131,-7.767864648145162,-3.9895817422404356,-3.63084350306369,6.383575436006781,1.022943729901622,57.94836064374989
+0.658453068795033,1.5162905558323647,8.969608484125049,-9.455046090124789,8.869821790153242,2.5707081230704154,-1.4927407046809793,-6.642822727057894,0.2716063856870887,-8.289638315865153,94.9548371461866
+-8.914264978426713,-7.679657537225506,5.191250098017576,8.122659066348792,-6.9769479660195906,8.96224972198122,9.207612122750346,-1.040394560072353,-1.6103871265609127,9.18063116744589,-172.58514158766152
+-5.228092448355104,3.3673142837718384,-0.7444680521586711,6.351634121928466,-9.893170395303299,-3.4922455779900186,-0.3495972176855844,-2.2204920924558413,-9.879570049400758,-2.110909453655483,179.10132340226326
+-7.8463809193145195,-9.621759306450286,-8.581137995076439,-7.694579674212953,-5.0179696004922825,-0.85237702158389,8.850668801437383,6.4169115286012985,-6.835576622043675,4.050317028064008,25.268456575450884
+0.7095424227013103,-3.224860788449906,0.9146486576220036,-8.271025981678733,-7.933209199600395,-5.7347660447662925,8.796247641484856,1.5362819749728374,-9.79732291849883,3.3318991497418637,94.1903993853002
+-0.21592974247991226,-9.234192758029312,0.837249634307422,-0.5147745475454069,-1.725003090860704,-9.494162912671317,-4.332145568981685,-8.342781045583012,-9.151080616489901,7.309662174340563,193.9037365480079
+9.379153666358794,8.923024587338801,6.986356995160694,1.8017708806543165,-4.948383918179173,-8.761816765932185,2.4810525555983287,9.472374343254913,-8.65805167305111,-3.639442739667438,46.2078242021337
+-9.534699841171285,9.293733976328538,4.34068185783993,-6.582385109442703,2.215462404700219,3.736424107354468,1.432592421104697,6.682363478997811,-9.564598743024789,-2.11076550595398,18.09519564257558
+-0.4904460012056844,1.811717910710109,0.024227890948562703,-2.8621630352847593,-4.595915118797674,-0.4678436867782154,-5.562823058189261,5.82128073638124,2.7517733903822306,-9.33490495884305,98.46337342809964
+-0.43069395378454,-6.568032510908828,-2.902083781929452,0.8539994512859761,-0.09569899817001959,-0.5306656562238055,-2.4588132287633346,-7.785359371993305,-4.73439043832625,-3.8082245915776514,186.08159911026638
+2.0099161847026004,-8.520279338135824,-2.4033410409218248,-7.098568666521956,-2.7559984487643363,9.457620600585038,-1.567210776002701,-8.999240210058248,-8.23480243247624,5.555316202608635,112.43812448446184
+-6.381255439922375,-3.1323507558582553,-8.900214708851609,6.825549144602605,7.176040363582374,0.5764065047106559,1.9091943920301957,6.108514884048917,2.0910834293602343,1.5790214260960944,-120.7105929100928
+-5.515516594462111,8.552555588847778,-6.944684999101902,-4.20970178913236,-4.256016231869713,-6.133214189161274,1.5689074380708146,-8.881114160107934,-5.095370464074993,6.9944195124235575,123.46443300087672
+-5.195720720629733,-9.689168700794609,3.9811557419781285,-4.607657946472987,-8.898055292287134,-1.153615641625163,9.390795166930667,6.003588778078264,4.453739336816627,-5.061940965398836,-17.077702544542184
+7.715495245703689,5.9617744449504295,0.9357899301526373,-6.206035788552811,9.260608465501907,8.562170197328138,-0.89106076830751,7.609028701535681,6.400697575605814,1.3148128802784154,-216.86691142434273
+-6.798521189404396,-0.27408921977333023,-8.187499775115448,-9.465235783997478,-9.169626231466438,3.595498512075326,-1.0769059035038153,9.832401266960053,-4.274154701773407,-0.4553143039424712,69.98970793676729
+-5.4115312882654765,8.053168747682683,-5.837848223507926,7.311890001542817,-1.8407971440571624,-4.866999996200219,9.285048096853073,8.17632723751592,3.5849208785794318,-4.567781408744072,-98.29854796512876
+-2.575769756653463,5.52086546934407,-3.625730296255021,9.105819758407739,7.17531807909884,-1.1984757733457818,-8.041974004603139,-5.653717580864335,-8.305036413999279,-2.460781820837401,141.41905851372167
+-7.913530872550494,-9.325322366204052,0.9638178485087434,-7.455943457624228,5.8046755135683465,-9.13575638812787,-9.855647545707885,-8.871983330113022,-0.0793686397810256,-3.306871284511208,256.36843963456585
+-3.4079489906742033,6.457027510808338,-7.6499975562437905,5.856171226205538,6.620923618645815,-0.19207431274323117,7.299044106863346,-2.589941920577279,9.872964911299002,3.4243567048683388,-191.4754986460829
+0.32253641320008963,-3.897929874873076,-2.961918147132876,-1.0962962576659496,-1.7698808526212817,8.017235515848105,-5.594373266629599,-0.9887663882324338,-9.458143102588654,6.392812189416794,53.566495744024884
+-5.5414043453590045,-9.292861148949743,4.142575466116032,0.7618597092175516,-8.824515225102994,-7.687327301799424,4.93286145513141,3.0883121153182946,6.483543808243524,-9.006904352987153,75.04146852163584
+-5.549965381919009,-4.054204932879328,-2.3936479014967915,-3.6320536160606687,0.7519726854045783,-6.126851166641498,6.453036087662176,2.9228151534714097,-4.349762157146029,1.3351449458002151,29.711629570243577
+-8.330716090191954,8.720057410922276,-6.765929697608206,4.922921486325224,7.9925990863438745,-1.8625560378942652,6.521546785211276,2.9031585083853417,7.642972262639791,-8.686376094855731,-84.09969364606035
+7.306735445561499,1.9781288227215565,1.863775692536107,0.27125141989312374,-8.560880360266307,-9.346325986326695,-4.3976722297896735,6.43649530461174,7.403953500635123,-7.903024577464048,76.1188310555722
+7.617543343715871,9.129025403017728,7.126050979233105,0.9218421002244681,7.248684384178934,-0.0591713716383202,0.03925950061356209,8.186002521876217,-6.935437126681688,-5.027506359217064,-36.215794036583695
+2.5931489434489996,-9.128484538601109,4.492406777209759,-5.129315963096895,4.2124985434417805,7.868388576791374,5.216667130708103,-8.575656780531576,-6.72039565888867,6.1783469443917856,-11.686105298935564
+-0.46990863762057744,-8.955973122900161,7.247817357937116,9.284075984985149,-6.991404561848544,-1.0221518149804987,-7.44572968010317,-2.692155180009639,-4.8807864503291505,-2.56554162955827,146.80345629287476
+6.409563476301199,6.381217483493662,3.6331449147874695,-6.711999776030863,0.3612973842499678,-4.750471846265967,-6.75243092554018,-1.7033712133465495,-5.143791302339496,-1.0541451126913737,145.389083273295
+4.493195848177933,9.406343684298449,1.1997743773212544,-0.6395145337384855,4.004577739015785,4.608800590854203,-2.823139515755302,-2.2249188913303652,3.8518119993844246,6.734547734764402,-133.001934721039
+4.907823220409011,-5.211514372697035,8.30932355273899,-3.1927409435716436,0.2504523350792476,3.0417741151098165,-3.811179109045071,4.682844698825502,-5.145462209486387,9.496571025290317,-82.33437408061161
+-5.799568133275956,6.242244796192191,-8.432806161540151,-6.666880628035699,2.4650945574881145,7.99829928951625,6.849265563933063,-6.072054607735415,-3.087993134905993,-1.067644302249926,27.628303902632403
+-9.609729804609282,5.1849580519232585,-7.113406088761225,-8.548499567291863,-0.10294397040781833,-0.13940700896140523,-3.7277050939588796,-9.942070688484668,-7.6487787406263745,4.6630113898568375,187.88251763687967
+1.6681729482280616,8.993686385862379,-9.225191343239532,-2.142437432015658,4.562118269849387,2.3015431604721948,4.205184046827415,0.21793847262510324,0.6381390575055534,6.648639847127029,-119.986675432864
+1.293697140871768,-3.4631806906982487,1.4738813081258484,-3.4788567060180764,5.966648728155466,-4.949107273347821,-0.27016858061306825,1.7616114772622637,7.420130524668213,-5.622004077302836,-4.491696668835221
+-5.941260281851067,-9.165435977035479,-5.9358050799134565,8.964626267488999,9.30371542081124,-6.522718207965614,5.9622414886275905,4.106602632782614,7.978148008100772,8.808893195729766,-231.78451012364127
+-8.682060961156735,-2.7216033681519813,8.605003936723941,-2.3244604858572626,0.293193714386355,6.034739368353959,-5.0580414293697125,-6.014904278991075,1.3170692094316272,2.9295086056053865,6.082695093745267
+9.516366520548445,6.398217202146929,4.985275585925919,-6.566891200462555,-6.973677071557047,-9.328007022538747,-3.6995479492895456,8.176138987109338,-6.088001903642732,4.5686489787816615,53.08842822867711
+-8.793697250281056,-6.170803798253588,9.887749654060443,4.431587837521256,-6.82905101556041,3.8847975796151757,8.430519667133364,-1.6145740917630302,-9.673542405542424,-6.664721771620846,95.64048501287246
+-1.6484500552177095,-6.050886531354738,-8.541698819303324,5.129561770193185,-8.841263105203709,-5.365895373288203,-6.722656857623852,4.058488003309342,0.5146264625417163,1.6962104896353392,92.16362933414604
+-2.429708860718096,0.446134027120233,-9.191880317045072,3.829971217270254,-1.5705418445675257,5.342998332287722,-1.3343245478889143,-0.5865751589933899,9.745398078295803,-7.105375626093986,-10.239706869097622
+-2.195774398639838,-0.14894680140481453,-3.1427002324518583,-9.83216007582077,5.740973739660591,7.796359079697024,-6.354847366226661,9.994649540078628,9.054772180790629,-6.579608440286549,-71.74171188262885
+-0.4172202562290228,-5.3144644131866485,4.077690375672618,6.748779288430384,1.1270660546256073,4.459373795415016,-8.393781617727749,-5.607849014015063,-7.444408208102731,-3.2446600704798656,145.2078335424315
+7.551271372844386,-7.632437810217478,4.501684861163675,1.3716782432328656,7.509431462376453,2.0603345059192812,-6.742427852196271,-2.7450453319345924,0.3408192513900721,9.943731955867888,-91.55864957745915
+-4.660238384895809,4.71612152704433,2.6605319303242014,-9.432316603282176,1.770974866515307,-2.8746045397373132,6.428831172932767,9.801129540982368,-4.0915154542724945,0.991693227727497,-59.28026438765135
+-7.7852684005404775,-8.651239813514541,0.6003345862477327,1.9793632392834115,8.723250697083518,-7.364141992303484,-0.5093852942664201,-9.99466952176838,-1.5342820438647098,4.365536446830838,72.99762254238735
+-1.6591904435760974,7.707083717643634,-0.5615455670653402,4.390389354784081,-5.272410134004053,7.973051634821671,4.158235627479017,-5.99987950325138,-3.666610474152272,5.544644115342338,-51.692796489292135
+-9.759706951625875,9.304225801272079,-5.972228269437996,6.2415072279964505,-3.6881703435528412,9.654984634477724,-9.340614859971675,-2.4033824894616007,-6.207354818841222,7.245434143458209,15.957955221033414
+-5.97816440820756,6.8029876269288,-6.397558452296391,4.774267473586216,8.15601878495266,8.966113230369693,6.773395132129478,-6.995068327772806,-9.249344776459449,9.847458674966013,-104.90712897141727
+6.677793039974462,0.2365017638335587,-6.782556912959315,5.886702745337784,-9.862547311276487,1.6306623545230758,-0.8689407681355976,-5.326883291614655,-6.230269695233856,7.121269058380126,66.56214528742942
+-1.9017463464832907,-9.958612137886574,-4.7264094943055746,7.694367488490799,3.703024800061945,-6.426899987686685,-7.834078612090729,-8.415689649397182,4.775593591753793,-7.6583326641321054,184.38312196900446
+0.5532250441490327,-6.097452520990578,7.968762654325083,-3.693854326697179,9.48645211935403,4.399517606579682,-4.946288815821944,-8.99612629627562,-0.6616755983099343,7.784133007659904,-33.83659657363606
+3.7298339622323584,-8.49286139566515,6.350583701378751,8.676630417603437,-0.27194349072303226,1.3444273847466248,-7.478186306997152,-3.929558053408271,-9.681030140547076,9.271041935021172,35.414071337624236
+-7.494514561569778,8.123310150423727,-6.2987529907273165,-0.2878266979437494,-8.139300415707385,7.67687576944023,9.453341512512468,-5.119742252897133,-8.591599123746308,1.1652534551179183,50.02924512607517
+4.401622972079773,9.380818864867322,-1.511844846177739,-3.415173128038169,-2.911164415918779,-7.161380818884531,9.281698398631201,2.180844113689202,4.918285386605192,-0.4956360785163638,-65.97014489704144
+5.048041765027797,-1.1075879478872541,-8.191610131024119,1.99022216988338,9.60567575586871,-8.486741127818574,-1.4409951332859494,2.7463646533805486,9.831148945346788,-1.392205242848441,-66.26767208473984
+-8.053447873442696,-7.849380114604607,2.3710071485396766,8.89152353137142,-1.221812386976422,4.647353626038253,1.16714282052099,-9.656125096972834,-4.548426795439912,-3.3280105147820382,105.579972190758
+-7.328446369361363,-7.653285548167688,4.386255901019815,-4.990587377738005,4.470941425931835,5.06924228439896,7.0639894446891205,-2.9098115580650474,-3.1224758435579614,-7.085738373195638,53.62601540417403
+9.488306405258415,1.714499656838222,1.2964227917604076,-6.606940611599863,-2.6500679335579447,-5.215802503722838,0.9674036172,-2.0385479740775914,-2.28688281217585,2.638127476721077,61.526507023315595
+-7.16674802266523,-3.1711175488375787,-9.7917008259159,4.312844544439862,6.714563112563781,1.9885205013284435,6.364676980216258,7.92471024983024,-0.650865360624302,0.5783871767480009,-123.94525861543447
+0.6045645847031067,-9.451601140966126,5.4555148543287775,-6.375246619901196,-2.186905971224995,-2.728707395617418,-5.733623222222606,4.906166321584662,9.837005296736464,3.296058387808385,-62.13793653969351
+-4.03802132322056,-0.37420861230582636,-3.360465863473965,7.127992050785039,2.63924899206752,-8.010441780069982,5.379964023110244,1.0089975331845835,3.133329612782312,-2.0130810659023646,-28.836744104576184
+1.4335008932535298,-2.900891561008496,-1.9536631562034046,-4.791741179381274,-4.962634568683519,4.899137869250634,-1.7313866632522634,6.031519995949671,4.791322492099688,3.2388153618850635,-83.16713116028383
+7.146434433354467,-0.5148863964037709,1.6467721669223878,0.962492587104109,1.4958090254379108,5.381139274427862,-9.118522521449462,4.5211282454319335,-0.5867344960319532,-7.76047310261127,58.929864073943165
+-2.2755151805543794,-3.1647595301577636,-2.461722319759705,-8.583719783373667,-1.8354724321509641,3.142483603704651,2.277856411516701,-1.714652453094232,8.60741041758839,6.685721721701525,-102.11323886841946
+-3.273710445344493,-8.866980798119833,1.6717402798818237,-5.791674166164535,-6.14275874411671,7.361560258956786,3.1990240621436383,-2.9003291500314154,-6.490310489307884,2.077631590702307,66.65783040259694
+7.8438380963093906,-6.130053850073114,-8.100602325440283,4.1131269538847075,-8.82675308545237,5.99865050597673,-0.4392903482584476,-3.3510692694097743,-2.655188883437878,-5.814983167595744,135.50169847618238
+-1.0261417002052942,7.875616629130948,-5.989616544683923,5.073293505882557,-8.973545410368404,9.704009962462838,-4.705284030264232,-0.2774209404095318,9.270741644013988,-7.817238432376614,2.9384074402172446
+0.632060618723167,-6.440283868970158,7.110970367055442,7.278913056129128,-2.0606822552867343,8.83408465954073,7.74009382980176,-8.01510789949602,-5.662515816875507,0.3938535828564582,-21.029889608312285
+6.529844022864304,-9.395456533427174,-6.076299037815723,5.043315623225384,-4.592011908162625,9.652284851487515,-5.166675214556273,5.461112050542837,-0.20983010308413208,-6.220260939422149,35.469623100026105
+-8.714072484996924,2.6330549621327304,-3.5345625875112785,6.835572803449564,-1.228845765902833,0.8339707217642767,3.193064575652409,-8.487179887686507,0.3946795301114392,-8.784791988785079,120.54905990846095
+7.765380180097415,-0.36249673311701036,-4.297490394087625,2.8983066925385104,6.832743083800388,3.0762986823824323,-0.3573474560124068,1.4866651508091389,4.279086822108535,6.657651919978784,-169.23572512550084
+3.3085138035114214,2.0083951064548766,1.1973960624323765,-9.139793026269924,-8.879031045607706,7.064575044863428,-6.901880574816593,-8.342500544358932,-4.451502381320449,-6.8234407502107475,253.59324877719274
+-5.588066265921274,-6.4791643944414234,2.3968184290177064,6.918481740200693,-4.985830807501945,-3.8200564520276714,-5.436574034368212,-6.186508611407815,-9.821575916504415,2.2419864078421092,189.48716766262112
+-1.9661355842180117,6.096817318679266,5.825564613464705,-4.602212543304769,-1.6798835895832487,-6.297978526972646,-4.749719106783985,-2.0492655856307573,-3.5651985963672206,2.254311657148167,99.52014100600694
+4.588853721672718,-0.17344833074916188,4.637814473678721,5.719894345360174,-8.925627283026259,-3.0803757762894213,-9.231309465382838,-3.88346790427343,-1.8736413064074964,-0.919704906543326,146.99181890716397
+-4.089883375908093,2.782638056775588,7.9926116980364075,1.5909782328831246,-9.662906162459826,8.04056024645304,6.142403242024896,0.9812347504620345,5.521760474291604,6.521787060272979,-193.37259604502773
+-0.9497112199526114,1.2899265605685284,9.147039268747621,9.221921528109803,8.558213332429274,0.17445412368535473,-1.209446286429423,-1.9017385002638276,-6.957048708354532,3.168151104187924,-51.85919129495842
+-4.126390309262405,4.217758679123089,6.978076129425979,-2.3890747351178,9.10391189537983,-2.2890132127879514,8.0328920556245,3.0077462068164618,2.199674810391379,0.4927936831948587,-149.80425518052414
+4.996033312877017,-0.9798594206214228,1.8551153358483852,0.5135212716004323,-2.8370008632112165,3.1219452995051977,-9.265410193446531,-4.547475504017249,6.603756483836052,9.391445552756803,-64.5575537608914
+-5.764457364232458,1.931613450178007,0.04757138118748783,3.9330419766503177,-3.435227489977386,8.948897471569811,-5.376645045524642,-1.7591835882799556,5.003238282598341,-8.597356169092274,45.30346442122121
+8.837712445417559,-1.8190102832267518,0.02287598505379629,-4.670186497637545,-8.030748163104695,-8.949903676300474,6.900286427116082,-7.500818357234302,-7.982018235940684,4.55089851443052,149.493674679551
+-2.315317949492981,-4.327585771564843,4.691905425018488,6.4679852981616115,-9.78365162818536,-9.315956354930117,4.125825859957446,-6.045622084952729,-9.570925838711027,4.5573621798051,139.7611823888281
+9.680974604283533,3.218780051486343,-2.5891589316935204,-4.959145327739536,6.448671051209298,-5.988657411803389,5.965951636457476,4.482968791537969,-7.42096343138061,-8.926805437004468,98.03947320291932
+1.7601690394407488,-9.501830674999674,4.393709177245649,3.4067742265478174,-4.376814570816343,0.07811384290266288,7.272811870682019,-4.5968909878122854,0.44533060928930057,-1.1936711601042993,9.610718262971535
+-3.539316246071338,3.5283771422517374,-8.039752068763,-9.289761335972633,9.410460204443439,0.5835387684831472,-5.650003832114665,9.670197669228482,4.702622692085039,-0.4928212950340827,-65.19684054271947
+6.208738623538743,-7.868734882779793,3.2005368536633894,4.631833956817697,4.228940679538223,-6.701318216027934,-6.072292484031607,0.6698082434049812,-4.212809899384724,-4.301327886131023,121.8901238712237
+-2.778323104049827,-9.326389726051774,-2.7235474560534123,8.688694689864922,9.212722955464681,5.866751223407252,-9.170730682174755,9.292023567293061,-0.6013093192192764,0.0804608711756516,-87.81215076223027
+-5.08551415718673,-7.644790374290342,-4.096616497478138,3.347655823165472,7.989135747663873,6.959177856322418,8.636178291350337,-8.984120659320007,8.496513000543825,-8.626537495030068,-38.10962625887499
+8.193200204563674,0.26880211838434587,-7.842986534384178,9.559063890228252,9.247579439522886,-3.762724587362827,-1.2877388138518486,-9.027431206077235,9.146511317057833,-9.663539534920938,52.28954021702966
+8.82719631007383,5.3714130821701485,-1.6425713354114801,3.561502643979435,-3.537299017420925,-0.7028323466328312,-5.34375622020354,-8.144900326411355,0.37478543099498385,8.576815553111906,9.90287775724444
+2.1536108800867293,8.861110714978206,6.388419520059447,-4.551814403547924,-0.5139929825396461,-7.732324286574586,-7.813455980979278,0.6564788141335165,7.073513589403964,9.314003561084931,-76.04060132050449
+-1.6740420847279824,0.08166124420924792,1.8835273607072889,-0.07220804338297748,1.3002751226048637,-5.193963571880323,-3.5667447242888706,-3.176380240504424,-3.3571028388530766,-2.651978446168073,130.95101788492212
+6.236600612150436,6.205199616269283,-9.523779568594637,-9.524247796985769,-3.4385714600196327,0.8952127912822605,1.4984414045427519,5.5526836085874365,4.265097135674132,-4.819184115914044,18.073515993711187
+8.938942797276429,-3.4719958791241456,-6.68057119895775,-3.952325816819642,4.297236880914097,-5.6430005289351115,-8.877112813313051,5.200374006362836,-1.9436242474854892,-4.664551085977127,134.51181425258824
+8.135265562935324,-1.9757352324015276,9.373670728306223,-3.89156289779528,7.1885369034843,9.178661186415283,4.145542848584278,-4.081195300276788,2.5555915703419596,-7.074855625993677,-52.98677232074141
+8.91450949292411,6.878749533701425,-3.3963514857706323,-2.4362954794413416,1.8929026820547268,5.722025583993007,7.566652230697204,-8.507291872957921,-1.724707960627272,-6.161801966186971,48.943028751800284
+4.163775776274097,-3.68103961489588,-8.967383666691566,2.744035739955557,-3.6751874711655086,-2.9579382328768733,-4.328756262834044,-7.399912701112132,-8.491528275804185,9.828244035757265,126.71741012535658
+-7.766464547498842,-7.757317377153128,6.3773652295662835,-4.310989567704389,-6.987865028782492,5.124707517726601,-8.34690942272613,0.3064805253331926,2.2393596808172833,-4.353520477203359,107.93309570056043
+9.452642680637842,8.654647062063168,7.135207229199663,-7.983419680497068,6.044076756472454,0.5126609115616199,-7.090986604654493,1.344581381926524,-7.497827406544742,3.263810141176531,27.870066352603306
+3.8824121103839926,-5.019750936460721,-8.320017452089555,4.092932717315176,-5.646541830781415,-7.625278039780454,2.7533607651940106,-5.13810671171274,-7.813535157672606,-2.339163216797513,207.11996780686025
+-5.311913095867351,-4.775026033695234,-6.717842577374073,-6.511381399734306,7.247697336145771,6.568355914722583,-0.22502501649222184,-4.4556224523620624,-5.788777685303302,-8.370909939406667,162.4967066355322
+-0.16319205200326703,5.857423050441164,0.7258729722637325,2.207493670509779,7.046074434009433,-8.620085543211193,-4.750035290774155,7.552433892809624,-4.599383769505849,8.093605180295336,-69.88418792688917
+-3.2923055498683063,-4.719466478392258,-9.054425224340545,0.44813326981608004,9.196947901230315,-2.7232287942723965,-5.043378433974393,6.471766180315215,-5.493372096772942,5.967439479773358,-14.638650800923633
+-8.894617370059223,5.459576814496867,2.8166826653094135,-3.356325182779034,3.7165071572149144,7.797949112571125,5.197274335835367,4.900387204621444,9.448843267133633,-9.44577658292744,-124.84410109656677
+2.7040676809938313,-4.281539529306782,-6.944034599073776,-3.388226075067391,-3.081715502999409,3.3436094613513956,0.891899098992468,-9.33616855336412,-4.73945175817065,3.4752284196568684,115.98295114628368
+-5.41926915474694,-5.280468779771608,-0.26102431657835323,-2.4108366214293375,-1.6012517627058864,7.122973788295825,-2.7428833475463654,0.7648321175679307,9.37038390515834,4.697428740572542,-122.60011081081514
+-5.78624628873849,-8.171223793396631,8.061304347046502,2.606061494976706,-9.593635693376154,-5.374355791174576,4.605776774160935,-5.922493473557862,4.801571982970218,-7.359664789666955,116.00175543649662
+-1.525335378118402,5.544316309865975,2.3246449092640598,-3.770700423118447,-5.977482408574479,-4.958593693740196,-9.091410278951845,-6.573999829414765,-3.7166570893577555,-3.6161173741533092,247.3590079450438
+9.264687570060659,-1.5985683416680119,-6.246063790523044,-5.820986303504694,7.7971428407334376,-3.213172112965159,-9.489796786393255,8.741001355129253,1.106031929996829,1.1026574819928836,-4.416884869393008
+5.521743137374669,-7.919735157940382,8.255587916274607,2.639405925667997,-0.06783883233092425,-9.448686393605858,4.982065236385413,1.1502261603224317,2.9169333829773003,-8.268800626917674,47.88141076279051
+8.96812903963453,-8.270508127410444,-1.5047721772252443,5.070517826512608,9.82869051298486,4.518497957291645,9.995939559670573,1.4004470151879,4.638105072605119,-0.885222373020278,-195.11106450403156
+2.1257777752955476,1.0463343740612974,2.975246093404045,1.5323528199469805,-6.304400482993026,9.838880648807828,6.933536881910554,-1.2710755439956745,8.842985093575699,-8.965801451988128,-71.73677236021467
+7.213700427095722,-7.705550380142794,-0.6701222383079597,-7.178167171990159,-0.8546606122654699,8.913903879888732,-5.849304421654498,-2.1834682481413603,6.051211493371012,-2.4127526199791904,21.90412573495337
+6.969077007992528,4.239368103651895,9.817053133176927,8.65660512217621,-3.3999836432412245,-5.213978729114814,-3.311445191650837,8.39782736467518,3.013172367002146,-3.6507553499399226,-61.988001096727544
+1.5972040499716922,2.1169435853674123,6.788263508559906,-3.4997750314587606,-5.029515754047987,4.493851233690274,-1.7595245717178254,-6.108324323088372,5.787276905456482,1.7098474431882282,-18.645367613570095
+5.304140954646366,-7.65830133641539,-5.013205636473272,9.995262891984648,-6.963602572489118,-3.3451828642938986,-5.353717840564376,4.880231855714488,8.40854761903463,-4.044733900666309,6.028451532006448
+4.467974129083343,6.982653555088234,-8.78539389909658,-3.1342065548281117,7.712747787272873,-3.9696623034167966,3.2386890696226622,-5.571907261776586,-5.386259793525722,-7.522551338859255,153.92451361604847
+7.76088285384586,4.5886975512391714,-2.04448454850507,-0.10421400254945645,-7.00572498243001,-3.784457709538156,-9.605641478486797,-5.145089819255608,-3.166797537971704,2.1507007802804834,166.05600860154001
+-5.064009774744758,-1.7170569048829298,9.991928944483606,-9.07056067318651,3.6100063571579044,-0.9417595580978566,-7.039477827312224,-7.80232517888024,-4.235973036842918,2.5007599966573,131.4674213744295
+-1.7896826246455588,-8.357815235562558,-6.032906629447319,-4.3706867499590185,-7.539851165100817,6.238258198888385,3.856319646559423,7.937608660716224,8.956023357667796,2.8460109755151852,-142.395361371369
+-2.845441740060277,7.931442787967717,1.9484380049612104,-2.752691829442677,3.458055096293471,-3.590674281229782,-2.972342725207131,-2.632195704124225,9.346428596955715,-5.379681464751462,11.468634481221132
+5.057183822315139,-1.2144912830115406,-6.581734730696194,-3.9542386458073575,5.479797045068744,0.5590325743290503,-5.224934707689157,3.282998807172266,-0.823064916307843,1.4041704769986652,9.236689675345175
+7.105667748373743,-1.3300361230002022,-2.749790591875798,-0.3393530306147752,2.4522522637693345,2.718316644878802,-4.858349855323811,-4.9692355241499975,7.729841061487335,8.477733288776095,-100.38391776743148
+6.07263893236566,-5.826825959491888,2.5676793102687867,4.2947484764405335,5.032834108778297,-2.8776585807164468,-6.3744285607265745,1.7339479329038698,-7.929362696002309,1.4488943805600751,64.15404437520124
+2.1452943204714825,-0.32084053290801107,2.533587179811534,-0.49021622701206136,6.001141403874084,-1.985573094730222,-8.046408796736753,8.986602831096501,0.14647790073870182,3.7978752827337114,-77.34521885166899
+-3.910714444508696,4.851916562198754,-5.148562080029864,-5.701771714287565,-5.8553725352957,3.813324489456975,8.094348556387857,7.565417770858622,6.727031614347183,-3.9144198806044583,-96.32684231013742
+4.647479409736734,-6.906552070803733,4.035137860977509,-2.4478152265655795,7.991280778049468,9.956368560083371,-3.6557132664233083,-3.924561490872003,9.019002826050516,-2.6115700367273065,-87.53876686108806
+5.92400113448869,-1.8574936048601365,9.851985616221965,1.3826891652985585,-6.928760604973945,4.669126900978964,1.0301509815977261,-8.037904952998886,-2.467548606384211,-8.229041367555654,134.3811281822019
+3.227582072834143,-9.018020069029312,2.1644783835133508,0.6918416437007191,-8.724503792991028,-1.9143813826447786,-5.217986465601248,3.705009181071093,4.29533954979767,-0.33211541314230875,35.76365893138303
+-2.021347711896926,-8.303845345253485,-1.481546165594323,6.654823196709665,-0.18198180113305762,-2.4053892735044125,7.523211935992665,4.019870888583778,-5.844483875379922,-4.328944990495973,25.932683603411505
+-9.233536428718825,-9.637632664711981,6.767106265220326,-7.110219686355553,3.1623218202391445,-1.8846152013903383,3.958224022151078,6.087017266801578,6.805734536945504,-3.9351113104063495,-63.501476739443504
+-6.125542007548582,7.343925869089745,2.4482572237718303,2.300757620619307,3.6277552757178277,3.443628298529562,5.1742230051783515,-3.129072520851721,-2.8231876899871455,-2.1005575265052023,-25.411641498031965
+8.241835224525708,-5.87577277904667,-8.26608772760667,-3.6195660781474137,6.672562867198339,-0.5510215272467289,7.391837666433281,-7.578962046020008,3.5385477109265895,5.645006788909457,-63.50831646769732
+-6.155272371021276,-2.2292108089457963,-5.175417120935806,4.159679720775607,-3.092666286297099,3.872251523651964,0.10001443680852651,-2.219880160139116,2.383927490405937,-5.334772563032121,55.57982012320063
+0.0006819896139109716,-2.109923001269234,8.110780350604172,9.679210877035626,-8.881380446646233,-6.158262223792437,-1.8068778057191115,0.9134898711088169,-5.206249140265573,-7.439835369987325,152.5801429619215
+3.393148756218667,1.2137193340485508,3.320385849232881,0.6287413275724218,-5.434519131852356,8.229797827737794,9.576304905418775,-3.0919695912814404,-1.1397681412429361,3.180771717477373,-100.79228098851092
+7.455507702378991,-6.116603649478476,1.9280003645935007,-1.1833648983205558,-8.018276729349932,-8.841397444265978,-1.3886232484697958,5.208989537729575,-1.1980191209887159,4.12629289460869,37.579422052882535
+-4.481825087625793,-2.160764848026304,0.41050923616225976,-4.28389005906229,7.0804993811749135,-3.1077823187502474,3.735274097807162,0.0007636641722563731,-8.741317358434825,-6.5588072130848785,129.68904304366782
+-5.280539041268071,8.33679753198834,0.4611752916712053,-5.946795307845829,-9.896908548231284,6.3522752526414195,-2.166773026820068,-0.5923146341455121,-7.9164295970415015,-5.929847629901301,176.55926949728536
+0.8024949305578688,-5.789813085201163,7.414602586276646,7.088973349523135,-5.556333754519002,5.212087835625172,-1.2530006805535288,9.606202621593358,-3.4409068198472648,-9.243625819931168,14.455422167231028
+-9.471611554982973,-7.8136739552212635,2.0064959390642767,4.859628567929661,-3.2206678438823055,-3.5238621175800833,-8.836362491569712,-2.5420099159417764,8.374150770366738,-3.445805421001469,82.46112027275578
+7.730320340970049,6.228666632689659,-3.513752722689243,0.9478072770502055,5.967965148118621,0.9659795855173581,-7.525453850017714,-5.034871053743474,2.875936639936043,7.398208153852757,-51.83033402428586
+-9.561150881932075,-7.626652278658437,-2.994198393898717,2.9565027604201966,1.3161543622263716,-3.079311789641237,-3.253746506002624,2.826342345205888,-3.1491953702351005,-9.318651175660786,159.62650711972321
+5.2786939526313255,2.427533765577665,3.5476537884792614,8.129817275197183,9.82384981133793,-4.527566019655067,-6.0133160349205745,-6.148106561137814,6.232103647100631,3.365661876067767,-70.70137166531784
+-1.286794673660796,-7.6460799743685275,-9.440515511202026,-6.006672402041005,-1.9392236600800516,-9.341549617563551,-5.1967385020086265,8.23450631918895,-8.835210296643082,-6.315038696502344,251.39250848548465
+5.6690986258312925,-0.6263739941283375,-9.120067121293316,4.784231824323499,-5.862289123190656,2.7316036577733405,5.6969941131928685,9.361388157964218,3.219238064155483,-0.8412630655421882,-115.25985888037796
+-2.91337731409419,-4.123503968291137,-7.884174293624373,9.167660291634503,-5.244164760590111,-3.2440279360755353,-0.6416265498160811,-9.0826709286621,6.438113773068952,-0.9027652384601859,75.24639288737475
+1.3680135862414344,4.412228202330986,-2.1724524114943877,2.41448583166487,-2.599198085171488,2.8252280353416337,6.486260733591536,-6.966313683929166,3.1097254121429163,-6.83959356328015,37.12395918669585
+3.146551836857192,-8.133937534980877,-6.653722091514869,-1.6663146099368764,1.8364217704751318,7.259796493262201,-7.672813943418841,9.140124279840355,1.379917937784576,5.8753450925761985,-99.47223488172041
+7.766661677524784,3.5613017546990844,-9.105945092035325,7.661291252050906,-1.623313085627578,-6.551380874543662,7.010959176241991,1.1464839518783876,-9.348277610544539,-4.91189762638583,108.33225130598588
+8.08799815666001,1.1935953646491382,-2.595000997816188,-8.57924216980277,5.466009669073742,5.498636806131061,6.060789168919651,3.3018195657186022,-1.129813546917784,1.3410846038627788,-97.5669972407374
+3.3686696253830295,8.934929547777475,2.737603721074222,2.2110919009635377,-1.0159036880337213,6.043060006351386,-5.671305585411606,5.631253369304192,-6.308662892240589,-7.098351283194228,56.72885914285192
+6.618564921029179,-8.16191064809798,8.406025008970415,2.759582888968919,6.802185980492372,3.9784248588315796,8.532006221112816,3.4848519640342013,2.6617878698019815,-9.51111189561491,-97.12477699475893
+3.469520249712066,7.732757734342868,6.665359706449334,-6.815969114681398,-0.08391456724191393,2.1344157695357757,7.304095055604427,0.6160372772190992,-4.943712842732861,3.0759371142007352,-62.168028760475416
+-3.2096419713186086,-9.697461015762784,9.59744574896199,5.396786306397711,-3.956844699455455,8.61128672911904,-3.807231097892585,9.74342355649916,6.868777095998744,-3.5276194395145466,-134.22580286199442
+-3.6753968135582205,-7.911895515521998,-4.693280054982285,0.7019145385772974,-2.66617919639182,-1.268766644446142,-7.587289253851579,1.8883080602137658,-0.5147829462521769,1.7146460171470612,81.2011419675807
+-8.822230024038014,4.116657540303226,-9.802423758286196,0.8092468829449695,-6.732096522379201,9.41162464521578,-0.5333482018353108,7.013654395883604,-7.002275018116499,8.770210619422949,-69.56025401148078
+-7.84141689616569,8.365054909314729,-5.533867433404589,-0.3960787382269437,-4.432600416384727,8.815922164642124,5.6335120618535806,2.888803984259467,3.4953008646541783,-7.7419920523152586,-33.68734870355391
+-9.936059832696191,-8.37571008681659,2.5250684939152612,-6.487569531281636,-6.775312557913171,4.4222101665144775,8.365950190134061,9.062172481466217,8.026559186825057,-0.2789168635551631,-144.67226727777805
+-5.171013170593817,7.003614944914009,-3.6395500116815627,-4.982106865894627,-3.579619098243787,-9.137941757360679,3.229239615688426,-0.7778668886338491,-8.033666087432046,-1.8118138316042876,172.13191891808202
+0.2815127849138488,-6.679294581213671,-2.892993507597703,8.159318995381987,-1.7731527870606767,8.30323032443194,0.782475661948594,-8.817632636443282,9.308866682556527,-7.525824344161121,8.29405517598347
+-2.9889282743859247,1.1409705199388709,-1.199274699725077,2.499258815602321,-8.726889109401261,-3.4165612066838835,-3.788521594913119,-6.505307961876241,-2.8562551835398775,-9.963433918084375,266.4293250083241
+-8.437264433293967,7.827387550440472,-4.810378203956988,2.434159509535112,2.4764844695588906,4.138080518086367,-9.609319492703987,-7.481310212269257,5.103294739293302,-8.938506632241033,133.84193586214468
+9.889014692763698,-7.217768400315543,-8.141087553763436,-2.132400519706885,0.8308329232561262,-4.432460575093133,-5.443295788346374,1.2627818355031906,3.658452114364703,-1.200449355953963,70.10815690272129
+-2.471819859547324,-7.867082692311584,-3.518952889495457,3.5738896138370646,-6.9800764178487,1.7058362749203604,-3.0181797745395067,5.600485311615291,6.318506868684334,-3.5564886562976916,-1.7388808827119
+-6.675482045040669,9.138945477306628,-9.081069142124296,-8.390625386584304,-8.410699103147293,-3.8505060054089735,1.4592650694065679,5.606581322409467,-0.7423915582648477,-1.444431190804738,84.07883670140279
+3.3364395065999175,-7.617267763713203,-7.6450189042255605,6.549559231660722,-2.898675706385687,1.2523764528921322,-5.610144987905454,-1.9756625582787835,-2.106753481771062,0.8458949218255807,84.88442141822865
+-3.1752465001043406,-0.18830253672019515,5.32635098975101,-4.2491166613189035,-0.199909525645392,-4.642058546241314,3.779909652080602,5.262475444839588,1.9554860051769563,0.19432595627589144,-52.096536328433594
+2.1804846244959553,5.740020536836264,5.319082093782188,-5.617491368449004,8.018046321196037,2.375421613665236,-0.1500544073886556,6.372231741945338,-2.828485299896406,-4.660514294080342,-35.60301494201912
+0.9163141804815433,-1.269893132661808,4.492340129735062,0.9811947330952431,9.061087209314135,-3.020234569220337,-2.7447216938210373,1.5218945107222637,-9.127347738770048,0.719155369947333,42.68755203561104
+-1.3819883317705517,-8.762633954104949,4.722180446471866,2.558176247841213,7.317456892951886,-5.816238701066148,-5.339568785779461,3.6965392135085873,3.1750654978879855,-9.296623456096038,68.1477957222087
+-2.46216915798509,0.8129551719346284,-0.06596659773474567,-4.313538494281621,-3.5368326535127137,-7.9311245359571565,-0.41166324047841263,-0.2672798018936495,-7.6916796873645925,4.824059014495434,114.05723894757669
+-5.672054700399254,-8.394614414524277,-1.0955045352390647,5.1096791299770095,-3.11864027972369,4.629637815492029,-6.649991473297369,7.156378425972876,2.9920554147111855,-2.194825195810244,-18.866238438331912
+-3.628142981280955,-0.9502682691471231,-7.924544517452306,-7.248643457909036,-1.23854713037719,-1.4082872908795219,-0.5183422981542063,-6.315944913353013,-3.6557414702634805,2.8606640949237683,134.50750298101462
+-9.193349989202385,-7.566969429089907,-5.922307192347955,-1.9478966537750275,6.40315759403755,-9.777846080101522,8.720974437069472,0.273111074445862,-7.602510919770758,7.950948935109361,5.877307219013539
+0.16246984806456366,1.6240494627786095,-4.0137135713296335,7.413910276443739,2.152823354242883,6.965296607670178,0.3637636469729477,9.999572348642374,-0.6448670336428419,5.8915301953258625,-205.9061871254856
+2.6929543709930814,7.556967975697866,-7.708390219406153,8.615022372069124,1.6493011669103375,8.896973365194366,-9.723255855200685,9.932670584085525,-2.690263408175233,-5.1775324410503725,-22.864133115953603
+-5.497139185616753,4.109171085152743,2.252741141026633,-1.369639803079914,-0.7784470965979406,0.18679230630636035,6.037051237331887,7.519331940083447,0.5394188707678271,-8.011356737438344,-24.970249422436336
+2.935797237160267,2.804125908897872,-0.9766019970869855,-3.992636607119555,1.590998130606187,2.5553425556061904,3.2714611374744362,8.603979107030511,2.52430098998057,7.302714255386171,-196.64721158796678
+6.340876597901497,9.358080408673711,-5.705355668435579,-6.191069708463559,-6.561323748215542,5.728779240745747,7.078913182662436,-5.858691599150941,-4.246024339480554,8.363773533353642,-27.724164151158835
+-6.339469185772463,4.235372204583506,6.282914649435039,-6.43994013334535,-5.100887987987422,8.465627757411529,8.684410030224164,-8.208259178379702,-3.541635407112871,-5.320500320384394,72.18177881488245
+-2.7115961727016957,2.9303701292314877,9.215786152272498,4.865431315609232,-5.301124781015685,-5.362543660250168,-9.618739103504746,-1.1153259001610838,2.277570931108821,9.03381716675851,-22.78294393518687
+-2.1972029129858783,-7.795688119503419,1.0820873551526455,-5.887915730287547,3.127001628042565,0.5704547993045783,-3.839836492550832,-3.7754023659120817,-9.401663589657483,-4.140306109706162,205.6099503052482
+3.5143199160390215,-3.0727248808942886,-7.197677399397389,-3.5934493294380965,-1.0820777813234317,-2.725647736985246,-9.393519082888634,-1.4207447911565052,4.8046433030115665,7.925651577977555,18.709683244965948
+3.0149620807448674,2.881251658318842,1.0920768369877676,7.86471089875622,-0.5929196089407807,-2.8471226309735,6.737797548265439,-2.185114998324782,6.561972443013991,9.473613748083814,-203.95441684318152
+-7.292140296085538,-1.842443903732458,-9.397420033127428,5.645925827313169,7.721571764034252,4.6653101840475175,0.74543213223077,4.647112978617304,-4.1981355196209424,-4.092346697921066,-9.565232657922365
+1.2678296662933386,-4.293159049824857,-9.957817505967224,9.75541804262966,-7.360132602182803,9.802902052873396,2.580924309128918,6.107183533459704,9.940786888120059,-2.935766085972933,-147.43252007569174
+2.4273900002876236,-1.816889464665452,9.117904131313015,-1.7438704486352408,1.0055797675449907,-3.4845440810095285,1.3174831555407396,-5.941875696843861,9.096301304276489,6.552432966842403,-108.93405397387754
+7.475815740081096,-6.827922484673414,-8.125619621599201,4.402757890041816,-3.2152869493532354,2.1235161405455116,-1.1554835607904757,7.50648625231068,-0.9416527341744607,-8.404371204611099,60.36059134103821
+7.5682568632843905,-5.875442712776559,-3.72063369740941,-0.6190359688723635,-6.880390200307955,-7.456113413881289,6.685694625480714,6.559481615724872,-2.8447766102022976,1.110548213659297,16.718924013606557
+-6.893096933582923,2.3026426464360883,3.377830557346091,-3.3086022228558543,2.0162479400382094,-5.927839106927122,-5.405729546409345,-5.793727467865313,9.334637943592782,4.074990875549318,-6.516715887583774
+8.354820807312638,-5.700425027688755,4.0659520488178185,0.6198910515363254,-1.4594924803305442,-5.2220220232410846,-1.3336704232672547,-8.573357486356677,-3.212647174975689,-0.465893716513337,141.6670749071179
+-0.34296790502527985,7.7022682754156175,-4.6628035699766635,1.7394545383071858,0.23948965066691086,4.928572844032613,-6.6734666738295045,-8.385860361571922,-0.7351349465086643,-1.1231209063863612,96.42407806052974
+-9.383720117978926,-4.238900286507898,-3.6712075535429567,4.346305596428321,-1.1037056345452534,-0.532058694167008,8.40374360319406,9.85804195550039,-2.49209119675162,-7.84340490597992,-12.978585667047566
+-8.208253724681088,3.657178179006413,-3.2669464889410293,5.348130860970515,0.26803132571025623,-3.6672426891954824,-0.3473320467615326,-8.704946291705395,1.9247097691021287,-7.596014432989932,144.08692044445513
+6.389582992540119,1.1365514712619174,-3.576780445931278,5.6999438478584885,-9.464121325859747,-5.595834858217559,-4.53390549081157,0.1255287149767348,-8.690864465257185,-2.0979026633221465,193.4369144093699
+-2.892399635922962,-0.01289979658567697,2.781283091522988,2.2382778572373563,-1.4697967433005377,-6.288607077474029,-6.310427670022866,-8.468499767039066,0.1828776555352274,-9.44064422851623,238.48408759079354
+8.529439918192995,-3.153424060102592,-2.957030690446605,7.047184603601913,-2.1248437944955056,8.449279563599417,9.850713319161654,-3.9643100870050985,-6.0906080053212674,-9.736456137798164,56.88294744368507
+-7.680950518139474,-9.131288632058173,-6.5116937068176695,8.69136242152522,-8.15496730973071,-0.09141623288888567,2.8172309101093185,-2.1615304601056917,1.5029097821464465,-1.9262731086191809,58.85452659492062
+-6.737797808648791,-6.484984315850162,3.2742676260521186,3.710298348472396,9.306497377483481,-5.126734913827329,-2.2674466826259687,-2.2556820799917476,-0.9145795508273724,9.839451945837096,-73.59910213119825
+5.052564109034239,-1.9598530612190057,8.739387919180803,2.55137742832503,3.177651368144734,-5.373481445364474,-7.321242195439,-4.651070188354318,-2.470366900854901,6.13740084373357,31.25788686545147
+-5.439931941173279,-4.1061532839122545,5.277583925351359,1.9130574178303505,3.1692105107043167,-2.00167133894823,-2.2684754916098893,5.419237971421644,-2.029115726299524,6.923632947569825,-88.64536316142917
+-0.097476530441718,2.917951396620775,-3.5219040938885637,-0.3161218260574894,-7.8767346797573,-6.272152848672723,9.240510082838636,4.397206625223669,-0.617496995413136,-2.178410051277395,14.475027116040636
+-3.447751997948605,6.173519560055157,-3.9088487140252903,-7.418236403031275,-4.251461680625668,-3.8832854952024065,-5.395369905010741,8.490013853868652,-0.023773645005689126,4.059640572359253,10.243032825625567
+-2.8773329787770607,6.011071538003769,3.1728360548598467,4.646760366176885,-2.335698334880698,-1.38963007372644,-1.4927589744981673,1.0519037587421254,-5.140082794337808,3.6611465134546073,-1.7922663919672444
+6.334566541610962,2.483046008926335,-4.441742893814606,2.0454052857579796,-1.4735081075582857,2.13785006411376,9.385732553266282,0.9455454671398278,-4.260325441921788,-7.494059871938599,31.988972613443078
+-8.13617668673096,-5.695795505297787,-6.286907449189149,-1.6541550768154911,-4.196541526803879,0.45126418344277,-3.3033089282815276,6.533252520209107,-8.137780826829593,6.357618302406747,47.049926150714185
+-4.899845954976585,-1.1513382941384864,-1.186611472263568,2.4763369405100444,5.478057980658734,1.353538300649706,8.551616955029978,8.200976515841989,6.140213047606333,2.1952563594082553,-233.53797726360875
+2.166859756857198,-2.922905152348687,-8.787328343910719,3.0449278849432715,4.640614445828463,-6.118890031600863,4.260323979741107,-6.476212406174529,-6.832696389246586,-9.344288695897855,211.42456694204049
+-3.912805565719728,0.4598069849756503,3.4795666161827943,-9.775856087171316,-6.279843459971445,-0.06442048346174012,-0.11307553196162612,-0.8031945199134816,4.293228116015541,7.493033287216018,-39.70950457405899
+-5.941465606641367,8.331812580984042,-5.1725366840370945,2.7970529030143343,3.418717288022972,-9.501405733085882,7.703052619066952,5.425056473346109,-5.59749580152446,9.644436721402293,-105.99857595596313
+4.787657916708589,4.34693477938769,7.424706859235089,-1.914261171582563,8.426286363324909,-9.621226181714036,-6.779823073841178,2.8389797452849796,-4.375457637662135,7.9524954653623325,-24.27555123113105
+6.099332121249292,-1.8102101529239545,7.785282312264393,8.558019860290418,4.9635826998105514,-1.4878216264959598,-3.086589781479616,-8.11747901070179,9.217437877836383,2.1056262685837246,-90.39259506870634
+0.4534649158495041,5.178692231445419,-4.936976357359044,-1.3085920330237322,3.6711364156100035,-0.06745737270695384,2.049999105561746,9.500104253562146,5.986167439725907,-9.497621323650346,-54.85698507359035
+7.0822406819927775,-4.464253096703128,9.795695130469893,-3.4886304251270794,2.3067067114272266,-1.6138877140112595,-5.567890834589814,-4.457386709093914,-3.456786229663058,-3.3514978189284217,126.67659775988525
+-9.958149246849466,-9.391200230461285,8.565517349325408,3.8751947505269535,0.8206632424852911,-3.5020083068263275,4.758870525623779,8.683423566408797,8.214943604477511,-5.03348370814307,-118.31750219460447
+4.442926829953491,5.697307963868726,-9.888027397853351,9.574548388133993,8.284377664621081,3.9289188871504077,-5.209494070098275,-2.3349215949765134,6.076719926362033,-0.4352980619715896,-80.95646075478739
+2.1615096843391446,5.185882418887521,2.1439945386254067,4.578311881516988,4.795175564186986,9.080810028005782,-6.962687645863221,5.729953367783757,-0.10533874262470988,8.470417608519858,-193.38846827726633
+8.661416221688418,9.871396498405486,1.8621826107653594,3.9509434933287246,7.464647643486799,0.09602881077302117,-9.939697598624234,9.689141355148287,-7.9035165473351565,-8.963722140714951,68.49435113103586
+-1.2786028612649036,-9.40135812166687,-8.015132719852776,6.871060339873041,-4.688670454905495,1.0170922275882122,1.1237016281441337,9.447801707603887,9.453489775286435,9.909337501797303,-230.78398855454415
+3.6892071540941496,-6.980497056997268,4.879602661389617,-1.5393829045252327,-6.9083113009976715,-8.524520683821049,-7.731939573229372,5.956821996869217,1.697585480525725,-5.3930094644057665,135.9960143109229
+-6.917169052987118,9.573785485382922,6.646237750505797,-2.833483870432836,-6.410492560928988,2.2387487353398727,5.5785172429355345,3.9147306496228995,6.217800874124344,-9.232017754672908,-33.053143156283696
+-2.988232496508094,9.991038400865747,-6.9673415619360295,2.980770738107823,-3.4978812804304282,7.165084677330933,7.375405052165451,7.758997672071432,2.7347127169248298,0.11954972608697156,-169.28756116366628
+8.094793759324785,9.727585326451848,-4.053364412531318,-3.269384864308431,1.8965341811583802,6.556123879726636,-5.678018132110614,4.491065164227299,5.850156766671266,0.11642257045993754,-97.8535992829403
+-4.005895655192424,-0.08588998501143807,1.5346815364736321,-3.7459949083563937,8.386028982182648,3.3873672972395474,-3.3699589113366035,0.30981072211293537,1.0707567437964105,5.41143642715133,-86.16504996585837
+9.652369316358755,3.3686782041285834,4.806261465318911,1.094276006236956,-2.264795496264589,-4.0537357031683925,-8.499492218995474,-9.433242493932879,-3.6866519047024138,3.8071033791529385,133.62371962612363
+3.229321784863468,-3.996599119649007,-5.376835095920209,2.6140994752789237,-6.662859437985611,-2.079643136768925,-0.6960132033895983,3.671460485143112,-6.135464884088533,-3.0543111954114677,120.6591816412804
+-8.931704372492867,-5.573583037896088,-9.946438971894862,-0.06929476801881052,6.611593608572139,-9.56798623079069,9.444198159408078,7.747935580622647,6.55186508131427,6.167329186348143,-171.4011163941497
+8.602953191686867,8.70593162359447,-7.545510307847629,-4.505263948915332,-3.2384747925160884,-9.815056247946682,-6.911096494094657,5.532139094618918,5.855247407010255,1.3361386262010755,32.01261556888849
+1.2759875082545102,-0.6944259855744894,7.164356827094438,-1.718883461517291,2.9515050547285515,-2.9217350616672833,5.171581291773184,-5.996239697565475,-7.3596446115715715,7.454915212414073,-4.914612635384334
+-8.756960934807026,4.677293636411896,-8.094928459988218,9.33171247901705,5.099570748997233,5.099846058161608,-1.791711145560544,-4.138846413726933,-0.9091965685312942,-2.022306274649963,7.723599381124915
+-6.02424055588358,-2.342979658364599,3.9815976188798174,-5.673259280293605,-3.2513649659478716,9.65570016435781,-5.0381144317660205,-1.4093845784113745,0.9757252578522335,-3.4403405677359866,55.99535606149943
+-5.160025626666956,1.2602004113239484,-0.9107126365773488,-3.3788486647255156,-4.3069106806641315,-2.5098370276513227,-0.36832641845641056,0.11401345491959702,-1.0068448089615067,-0.9218252154415807,78.76440864636922
+4.354176685456652,1.6557814045608699,8.503114245768792,-6.249524377229408,8.583846212702422,-4.27884184989717,-3.999147088114672,-7.745332585917037,5.584985406371155,-4.610039398753996,63.772814540261336
+-3.3436310328939456,8.617670326518505,-1.6472308178669937,3.535766129201785,-2.8155103237134416,-2.9987351446371435,8.329638219660726,0.7513651421385892,9.007214087135644,-6.928901614781207,-64.07498395890164
+-8.620072134084634,2.256107933067286,-4.349809731306971,2.1200913809951905,-1.8426861468436817,2.433135838963869,5.499146152536738,-3.1322449744134473,7.239062968799548,4.464004990745152,-116.3802471013189
+-5.224047895370713,1.2251477281606293,-8.917348372671299,-3.964232480977181,0.0191675831227478,2.9063149344501227,-7.600337201092568,-8.672953015903326,0.5571444843676754,2.448309642663793,124.02154004689423
+7.54894316312714,-3.597491833799802,9.829014220842014,-8.950265895265378,8.424708226986375,-5.14182380937759,-4.537303231455869,-6.259331523778866,-1.6719028019503734,-7.17102103889113,166.53242393311473
+-1.0323396506481308,-5.989313524850299,8.740244755121736,-7.37206663316962,-2.7387301958753163,9.233956813565452,-6.332403510925742,-6.0944789038409475,9.269517610431182,8.002312764499734,-92.46210694426983
+-5.273763103399405,9.332189805076311,2.9478006355152697,6.932439812101552,-1.1080991551328578,6.572047465510651,-4.211826206782662,-1.0903840277363308,-2.840629501358989,0.44160757328162603,-20.715770157003018
+0.2671954971108703,-2.1348095078495977,-9.746561565273907,-2.963645708613296,-9.850143934443015,-1.1031613881194802,6.639225103664572,-6.05984148070587,3.90228605994257,-5.348206851393615,125.23220307837563
+-1.1483481101476167,-0.6243282563747954,-0.6763072859574182,-8.71182045806237,3.96664205272782,1.05212005061891,-7.47289417306781,3.326718637924766,2.389131224109795,-3.5313288643299257,55.31190213346681
+4.729922779925428,2.639686856329806,8.759230530424862,0.655792794029133,6.8491481790797,5.919887620367641,2.8508226854101903,7.5062448012251615,1.9585029220899663,-2.76991967987106,-174.58006754742365
+3.200840541177763,5.327446075581783,-9.587802239858467,-7.724370207336852,7.9394331311841615,-5.142229267748282,-0.07726643398088928,3.8631218393317357,9.647366129888653,-9.304608424715697,17.553571747883574
+-8.144955280290816,5.69561337172394,2.8381828701165257,-4.513371746325372,-6.151156602893472,-9.094638492471883,-7.932534494467685,-2.8520351545630196,1.4333610215909576,-5.470706486011993,215.58130439113663
+-3.473051706505954,0.4433537300449486,5.782466453775674,-8.33036653654668,8.299677127121436,3.697030879453256,-7.889084789546683,-1.4224441888846773,-7.520093712776448,1.6071203615323015,76.97902955369192
+-3.3427470786302527,-2.9293579425860616,2.464117955244547,-3.2305537673329754,4.468685700335606,-8.836770478146775,1.0544825468109087,-2.8312918737077286,3.2275321993150596,8.947080611019754,-53.880257417350194
+-6.7741632173133315,0.6091773521461064,7.794683589145777,-6.877014606958037,-5.116535458687674,-0.6597972020025633,-8.907499677575005,-5.545876306092499,3.209913651747016,6.961981855744035,50.30915080282432
+6.256804098405572,-1.3091125367382506,5.787258443687344,-7.212521361960659,-3.788935654397765,5.687675635856122,-1.9530882714218656,-9.709265415810735,5.707635068652975,0.6804545797629169,28.727033944892717
+-4.163556818550649,-2.6240254954599407,-2.6249008914354155,6.931115039269839,0.7656662258645119,5.656292763445602,1.4268963843275828,7.627143891900381,-0.3609301061189152,9.728963799253464,-209.44791501511045
+-6.904011336325118,9.39045885622216,-2.624795803763318,-1.111292916040476,9.0808910504269,-4.330163896453105,4.549486863170404,3.057650265567873,1.2123998356932009,1.936471217383955,-103.03870203220652
+8.79593671800092,-4.025810826919615,-3.0817340264703486,-9.672848481951934,-0.41489207589397337,4.201699766483438,-5.146075187893175,5.508873216903611,-4.839990679817503,4.34295446356058,19.82730631625439
+1.8841309256397687,-2.4527386175645316,-4.745722364477016,-1.6445202867187159,-8.466073097245348,-8.981004834312461,5.426541144666601,4.6457157217964635,9.134307370501054,1.451827776997734,-47.457492866645296
+-3.100851543261751,-5.088754071093846,-4.147962172293374,3.4887157973020466,-5.52029727125926,-6.345431554418857,6.533482974700862,4.824048742277974,-9.171952433450999,-2.2043502538494586,101.31178153745547
+3.9309558335375128,-1.1767856173593638,-5.408734326057982,-5.426623786963405,-0.11169988625875371,2.5417821116246953,1.606537801484138,-2.4297168863517693,8.70374486056991,-5.669768457649715,12.09210274358243
+-4.5842825369344204,4.957910203471716,8.927630403045068,9.027359096412173,1.4091456703426886,-2.1635883639959785,-6.100353909137688,0.6500115915928584,5.257110804531799,4.988885003800103,-118.65814550125026
+5.743986144979722,-5.725718901572263,6.945623031184698,3.4941893310803662,3.1254609732008043,-7.31455873054715,4.923014944770898,4.405764271739752,2.1486456602901605,-6.756393837666803,-18.910579906438144
+-2.0838705024965987,0.6267951576019093,3.4334292317527892,0.6318692894507949,-6.176015977805696,9.839556108198641,-8.69493655530272,0.6999243879758876,-0.6539493471299385,4.382291970285026,-20.037640989346126
+2.492364926535431,5.38114018439013,-3.1532416565528565,3.029952440449737,4.524883289632459,0.0059835829829402165,-1.0649184522040533,6.203161708155132,-9.188891278075973,1.8596206949018423,-12.524938867606968
+-1.0567240218706075,-9.925522355528027,3.354489229328228,6.162396920015429,9.542546058928378,1.6511527506676282,3.08694508436109,2.8382032691741177,-4.1496106338372645,-6.751920066298885,-7.094895286172167
+1.475202469839334,-1.1052698111158876,-8.81993089672948,-5.37324502146811,5.542692661147177,9.858843892441637,-3.1631750757767096,6.074532122240557,-4.1422265181011415,4.284356966011867,-66.53818617046365
+6.858736139860024,-3.7284184991755986,7.905712605194455,0.12055448380928757,-6.111520676811535,6.667259863094861,4.086802089552794,-7.152658187057604,3.983582106836876,7.171378523686782,-108.53410644373776
+9.108360375774577,-9.136092701980052,4.425703633447831,-7.497128274543128,-6.9865730022143495,9.166626402458027,8.693765817391903,-1.5875926718231947,-2.818927491989276,-1.705585867068582,3.209898854100226
+6.7488776604765,-5.024111729068932,1.5080115783720216,5.6970820137313165,4.574651768633795,0.02510455095959596,2.6774804337452696,-5.511449425444946,-0.9349829572668433,-5.572576372756153,45.84663521036108
+-5.832263216487645,0.805576783651718,3.745607934064039,3.863566427123979,-6.0689281403569435,-7.811485685795461,-8.430389799334552,3.4286061925985845,6.059347597658684,-9.8842145839121,134.52411771551522
+2.9603995844254927,4.875544471713786,-4.5176831131162665,-8.988663767112081,8.056830539011452,8.925770948679045,8.058327454603965,-5.965589515704755,2.3897400980956762,8.049327352733663,-164.76293326663324
+-2.835818716518075,4.043216350709741,5.530173053079617,-7.394795959049345,-0.9748058816519767,0.011379538233708963,-7.853993732076967,5.571601426380304,-4.307744904023787,-7.428993587196267,140.017285650036
+-5.660587731679434,-1.2865213731113223,-3.9704173833526935,-4.74876727470498,-1.5574058962514448,6.336900757741204,4.768440856806726,5.944760243754956,-8.630054550823923,5.399030336463384,-44.791102504114235
+-2.9090250399100714,5.309857404911364,-4.711814400283647,1.048627115473233,6.391325022040433,-4.863732257409092,8.361899978300745,7.987908326617497,4.217286484871304,-4.379077918543506,-114.02692987545235
+-1.117859293689325,-6.6603215977555985,-1.1419702209538873,-7.138964109743293,-0.12533936255064493,0.10368830639481574,-3.09683817547896,-2.7226181564908813,1.7805171873113457,-1.336962513276343,91.22618478182531
+-9.576020377930172,-7.026368509816732,-9.1126575755114,-5.572039902273199,-1.0848498518455063,-7.286526248237417,7.206544231865006,1.1233177363879632,-3.068295771873706,-6.89014501902669,163.3564455723795
+-9.173276617530245,4.416456537759776,-6.445873709829879,-2.6859641068770324,-3.8340983688995456,-5.337132633457284,-0.9240573910131711,-3.3021223525743215,6.696073097848874,-2.66701664008824,85.50173563171153
+-2.0121141822058686,-4.610978044609418,-7.188252221534297,9.470178635888445,-5.912452442614196,-2.448091743389502,3.371547531095427,9.232809413928443,2.2586821569384874,2.87674505194061,-103.20244267306812
+5.099624708623127,3.7776908802633913,3.1683533617770165,-4.720905196778064,-5.172942458429192,6.098159295837751,-3.0655022524176867,-3.766770295286226,-5.195874597752892,7.443427562011513,13.97865742890154
+-2.087062453394828,-2.1641461286078134,-1.591262167962817,2.106530970412832,2.8449559144909697,5.782981202229321,-7.6170850690834495,0.7909328765196766,-4.445907564932754,6.852403869240797,-23.72339237481273
+2.6851548820718296,5.355239714982094,-3.3690714744214256,6.909290531695036,-2.7651165753806417,-9.951418938664212,-6.301953692690335,8.696151474015341,2.767573752215149,9.4139280486233,-98.52791484780772
+1.5455364726507548,8.506937566849388,-6.456266034162095,0.6499248245107703,-3.5105818022765334,2.326100483161173,-2.4710049404636725,-2.8154268430818674,-0.9184228165514252,-1.887065268430419,73.31031221803305
+-1.3739237847839059,8.155075150469449,-1.6475823274328616,8.380994141204072,9.53190556347373,-9.842447394581589,2.492095478844931,-2.1117126080034843,-2.407042228236156,-3.1250306683798312,23.306400412596087
+-9.016924264675852,-2.624674449887876,0.013034626128320959,-0.4559512025051382,9.013751881392144,-5.748047236718071,-5.893843209072653,4.909726266272703,-2.5576232372254104,8.802886291209349,-54.4154242664604
+6.394238312652356,5.827683886222406,5.681299553197848,0.9970323781125767,-8.819873529084505,9.722639829780451,3.721143523844175,-3.1859217739362,3.5332645634350146,-2.387098544587587,-59.30392587755859
+0.5590025555086031,8.857630496917771,5.65752862601869,-7.830873206179296,6.899198768547549,7.756606781911348,-2.139837009331227,9.205885386878116,4.627001222621123,2.3795546539077983,-206.20833905805648
+2.9117496234167684,8.419556667179076,9.770263917117571,4.860611786119189,0.8037901599745378,7.723020641493132,9.07600723252463,-2.4318331895273637,-5.302313604923228,7.191083987726676,-183.47576307697693
+-4.583976563964103,5.543399489803611,-2.469573471525721,-4.664770156540621,3.3774454492530426,9.041834353609982,-0.902158858609019,2.0960252102646537,2.5106687341134015,0.07225398843211606,-81.46073254701446
+-5.878438006644531,0.37058950088210363,6.608202030273212,3.8413165526976356,1.3741694390511472,-3.1082232412796307,-0.25116222572759916,9.308178453597574,-4.212978691228313,9.309692331969753,-141.46988524312997
+7.4853198140264325,-9.873335733891494,2.4603089885553286,-8.893327062759122,8.22262128674397,0.5983565552037651,-0.9183614355194392,2.861394587343835,9.55229307411665,-3.233249257363029,-70.62076650593251
+6.055109206127156,-6.123737656160248,2.416940503973315,-2.9911501349777136,1.7817882075681668,4.169847134094913,6.318115352621714,-6.241370573633929,4.549268083565736,1.6890326505299957,-71.09207727697273
+8.34162466553825,9.433032494190245,1.6544586044400877,8.013216542690566,7.372717500896675,8.9998526878729,-1.0736772419328977,-3.335105918456338,-7.6605711131595156,7.587703176966825,-124.25091204497538
+0.9949702822037754,-7.390713258915644,6.973281804388176,-3.4549647890428226,8.686014883407777,6.584837475404203,7.840964796891168,2.58773916190272,-4.318267916536163,-6.365233679472233,-45.882529293901015
+-2.1868504253919174,-0.1743359631552477,-4.082611621421202,-0.338746301991264,3.8982043866565763,0.6752125372373419,-3.944739048186725,-3.5672250992442422,-3.1062017812133647,-6.124417421690116,141.18578232587134
+0.8949722347497424,4.768841566517477,-4.233240118821218,-4.9089632752019785,-0.10576126404304942,-2.8720346675935104,-4.87409490006619,9.647112263037576,-5.7684635423275505,-7.5418936419737115,126.96568432920357
+-3.3075310548389947,4.849371764302404,-8.261733827748687,-0.8676925648782374,9.930008960154934,3.1134058916025387,7.237359852159059,2.97069858608096,-1.3772251330711982,-9.53196813807157,-9.40785304797186
+0.8340977959532303,0.5973572613906319,3.213641390148083,-3.5277366314748115,6.841766104244627,-4.680928806040221,-8.790112593131145,-8.032375984980957,-4.28104428877017,9.852392778169701,65.02471977198478
+-3.856952958623312,5.58983462879397,6.496458013521654,1.2419883506396245,-9.06784626956119,7.536637478188917,7.220257679590418,-4.32793314023006,-4.06453710706951,-7.184953845430366,64.49191138294735
+2.9628099679101183,7.994200027073656,0.5741985837287356,-8.350729622092548,5.979601491032199,-6.230291112806632,6.230825246684009,6.204733776810869,8.046738484375213,-7.279391864677756,-69.8627621375214
+-6.266232317904931,4.364048374175931,8.482607270738853,9.525383616686163,2.9400392354592997,-6.914263716159188,8.013803457871195,8.41889724854272,-5.438902618992469,-4.932699493424493,-61.15508419703517
+5.105616283664032,2.410123937818416,-8.717761732104975,9.682677490265405,-7.569264535549156,2.1877339776340388,-9.049026500515385,-7.457775974713947,2.9796458111297786,-8.332264360213824,185.18966256701552
+6.313731871371003,8.278080960185923,6.3869871223294865,-3.2530463530384712,-8.06144876820217,-5.028938273070556,6.108497908604806,-2.0485164083420138,4.504097821113319,-8.984920276746832,67.81687243867174
+1.8635821766631255,-5.740889366701873,-0.864774370738246,8.255040619956649,3.5171224230432774,-8.047997880816098,-8.667298643306003,-1.9973522933365784,0.40400309225292697,-1.6563035753570965,101.72908537273835
+0.4290231428460922,9.331426187180687,0.8264827017952059,-2.0782815108364217,-0.7260032518550563,-7.079393543267953,3.2833826299759417,-6.0801054655696785,2.8104758508376593,-4.856213974375869,84.82545060843248
+2.792486595957404,-7.375007925420556,0.22451950106900043,8.077208340386894,-8.700175534632047,-7.272449732066059,-7.911907619251797,-0.40905376807419236,-3.4691625200791676,5.7805710409423465,102.05448151428526
+-7.501869612857009,-0.16758164360456185,-2.8369585150367094,-5.2925391788848035,2.57075242047069,-4.24494012019281,-4.716224358098073,-3.928736241311106,-8.983670055346384,-0.9011312163380092,208.68206869392543
+-3.9447590237529506,-8.828536551493144,0.8818417505244946,-0.3668059706605975,1.676602995201264,-2.616311220677381,-5.077041492684176,9.717301844817035,-2.6263399326772863,-7.248531583897306,84.98933876804958
+7.468947692532904,1.988296210374405,-3.709568483083303,3.9999666010371437,2.1496862490620527,-4.795340303978732,-9.040223770117548,5.548713235800298,-0.7529056358165054,-0.662280544278433,37.11366827653477
+7.748128338840785,2.949029612655678,0.07152418640965275,-6.116623514746163,-7.45185455095708,-5.2733631235198235,7.797290223820717,-9.466638832653233,-3.281288933210613,-1.7851784670032456,151.1702553779969
+9.070195532584073,-1.2117836725530262,-4.9939370637435925,-2.207121241601928,-9.759084377161324,-2.4392854390965946,-9.193666894402444,-5.631374838899086,-7.308418192456636,2.1730008963914105,237.33315424436927
+-6.7125348252595956,0.3846595218559479,-1.959262192605069,-2.7739379434242473,-5.274198685708724,8.388813054600524,-9.912925375485983,-7.959060824056596,1.5030974931827301,3.9901551232538157,80.33856690238589
+4.740456788485721,-0.8606053428154792,5.18236250963178,-4.554964780896819,-5.352814588529693,-1.4010642841526644,-1.1382515513139135,-1.7848897094607175,-0.08736320879999537,7.197771893071508,-11.81631622017097
+-2.923969097343635,4.106560852580595,-0.0785914268979071,-6.990725822574206,-2.587049138658848,3.9553746042569538,6.6704699116899,0.7696757131850851,5.3124649814308516,-1.7035133457210683,-68.33672471896514
+9.352639591520667,-0.274519281210992,-7.766108946228812,-8.13252181574255,2.442248664661224,-9.985125108441913,-0.9692971359753888,1.4903380146688416,-5.596697595035078,2.7211287145458396,116.75578241405721
+6.81404635082046,2.919437292881648,-1.6296334538434376,5.5748993118259005,1.7294145799345606,-2.299017739694693,8.443867288875236,-1.14988761363352,-9.988573705106589,-8.47620599846621,103.38173523692517
+4.473780906480645,2.7910237745971678,5.05646389035284,3.8435558227052913,-0.05879863664999041,-2.5974033363586124,6.1583717925667125,7.876873089571445,-4.092173091484989,3.8517254975630766,-128.9562845563363
+-4.481592186272813,3.3366994715762077,-8.344553287820503,-7.746441752973315,8.53065033285172,-1.400004514256934,-1.2560240467290629,8.505713130321817,-3.5697999447897555,-3.5970661536863258,32.749918994311464
+-9.79228325270755,6.234595955400164,9.449072594179817,-9.779046145621798,6.494618099169889,8.879962552215051,0.28895030530244004,-6.324102296853866,9.00444224275627,-2.8604103410140147,-77.67194592058004
+-9.570882523985691,8.851371854516465,3.3019130783247452,7.039019917393299,-3.0229028882782183,8.940485164687786,3.2208737749587524,-5.678681555621862,3.951555438665275,8.43892986983451,-178.100697757906
+1.9663807666861999,-9.924314160041682,-9.396350852104572,-8.751012486280134,-6.517548789562786,-0.3722962632237059,7.788917370113257,7.0373688165763575,-2.366278474913277,7.517285657017934,-44.986275264530725
+-7.10710380800742,-8.550087212903376,-4.181784695524124,-3.06482243627624,6.714728819879188,-0.35564115328868384,9.849918736707501,3.2639866830586017,4.293409324618045,-2.5931048266592183,-87.10916938408269
+-3.197695965908527,8.53607997913536,6.137423124680921,0.4907145999042384,-4.261714443240496,-8.65905412926137,-8.421124619209714,8.748430952588935,7.741269743810837,-3.455714142317059,-3.5882752492742647
+0.5483794668688402,-4.046611434013014,-2.888615601690434,-7.531158206857289,-6.460892705348513,5.231571229743621,4.051928792325334,5.642708140191126,5.748511177371352,-2.9260140964702286,-45.54068360310402
+-5.91128373803069,9.752857802191588,2.838223612938797,-7.90978014433009,-6.402647772953571,0.2221002693169183,3.7768202787678873,3.4665837708550162,-8.94510827334176,2.0894285615128894,48.65691657674686
+0.6049415559436166,3.16942293611832,7.942579437701111,-5.553527952337811,1.101634124341102,4.532100921152969,0.818118016792575,8.557762289246114,7.356880319413957,-4.586496250562835,-133.28587690358933
+8.915855266777246,-2.437613910419971,-6.08267784558233,-8.798036811826517,9.514909642820319,-2.595033922671768,-6.096962091816305,-2.0797043513299673,7.547516311718909,9.162542742571404,-79.18726826631544
+-9.335738737020673,3.4274580850200387,-6.764985261622723,0.9751680572292876,0.5574038913422452,-3.2466730140858657,-6.667834812585543,1.6995135197705435,-2.085728574653125,3.777447222244108,54.028272024271004
+9.155527006154786,8.648863907256372,2.5115191075942866,-7.387755937971631,3.400763058841201,5.7863623622574885,-7.049263779671879,-3.0231852239802803,-5.7099207872628766,8.788853871311586,-15.123588564765777
+6.078768376794668,-5.51100451526472,7.768993344878665,7.064115994831619,8.801981065565357,9.45517078513154,5.018156936403861,-9.963987033429289,2.487626874850135,9.092923172485257,-211.9788639747848
+-8.612562312266036,2.9259904486185118,4.659929380570849,7.155187113392096,-0.7848874501253089,7.416839670070543,7.64071212670792,6.416832113936259,-4.800384431377294,-5.753768775400269,-80.26021625248757
+4.52134138324136,9.589648618763292,-2.4060316369879864,-0.09003690443769585,4.883597002650532,9.696665901064513,-1.39332435519546,-9.271813221745424,-6.235552591199751,-0.47951513307708193,49.250158795658024
+7.7134091067307935,3.472295798352869,5.200485974885405,-8.966769923622675,8.130360286130589,6.8919616781144,0.9621578454892954,-2.1687319119080395,2.1379444759341126,8.032821596031576,-161.792487449072
+-6.785830931846489,-7.213324426838305,1.862616730837241,-1.6658473866363277,-3.5763793327319293,6.082075823274337,-2.086803047426393,7.74202367039273,-0.7067988065838127,7.494103747569918,-109.45343879548429
+4.955531534788335,3.5448928533599355,4.0425358231929565,-5.731055293575089,-2.1515979183349754,-2.734250695259808,-2.221064417479086,2.25653082073368,-0.5053993603789686,2.8986678724882253,2.1828809675476992
+8.24452879421517,0.46148413884407047,8.606954440881566,-6.838076241457232,-7.058431224077417,8.487115959390781,8.034517055022999,6.631560056038264,-7.8745909137301195,-3.9876309812020527,-18.305275618020772
+-5.956641806143925,0.7116434251035941,-8.333802527297792,-5.613549567429144,0.11529565058131075,-2.819561776941366,-8.79326058922366,-4.466526347790467,-6.895555666846198,8.223301818495063,149.06863434798043
+0.1411340419959073,-6.533424818169216,1.8112974501026424,-5.131023060354146,-4.42407056195389,9.849087506910713,4.924644843205863,-4.104300093367397,-7.899960377733464,1.0939547687980533,53.69056606087443
+2.8062865451570196,7.59499192281301,-4.009242979669723,-0.8617178806758741,2.858934477757762,-8.888866595996747,6.78173498958309,3.378944586963315,-5.182530894124946,-0.9216256982863924,21.391581223994574
+7.875705023864114,-1.9435668614091672,9.708112385810217,9.026164704123616,9.628596987929308,9.902236628595988,-1.1215183670161655,0.0979400743342107,0.8811310403224359,9.355130528269026,-267.1419351964687
+-8.179309065950582,1.9653848544725783,-2.693943132864096,1.8191101795259512,3.9148482140154273,4.452881312179235,8.319258181426187,9.258767985628683,-7.465177769476488,7.310106287983782,-175.6125173503453
+4.299628841441374,0.9552779793327182,-0.6113182654781757,6.2390482394379765,8.639753910360554,-8.466414835776801,2.0520253799795807,6.0114888409397205,-2.0668524400131383,-1.724123690193755,-44.89000828411954
+1.5007573629381987,-2.6005337287492325,9.661881625379554,-8.45059566288727,-1.0523491298723031,1.2165109526792506,-6.860136404746715,2.3107743168097072,-5.90434777778847,-2.8933364294939423,121.2040856996235
+1.8864131207059631,-3.1182589657859094,1.256176157795903,-2.9592368348001985,-3.3232655818221812,-0.5871952349461207,8.548204974399027,8.768038462787107,8.691850617850516,3.1510064822479933,-203.67456533812162
+-2.091012571512989,-3.8531614517981527,-0.5524390835061732,7.521687172441314,3.3367849614097977,-4.832922923194058,-1.491132742696275,0.4665987531273186,2.583533817173742,-0.2815380665756395,-15.882650880806185
+9.238620721397389,-6.054458624440777,-9.215114411577943,1.2422404800643672,-2.131197071535771,6.135512894344282,-2.7706818968074542,1.298276264915994,-2.3116192860369655,-7.560028264061199,108.1595979635522
+3.2830235586379963,-1.6519097950418837,5.293032973320684,3.632694224366255,-3.7026238500581043,6.750295786429268,2.344236774789361,4.819230550792883,-5.182941855384444,-1.131766368304028,-45.85574588875208
+-3.787352614482229,1.6008054978167263,5.261716585972593,-6.03891492863503,0.4920257096557612,4.2311653075822715,4.031613790215811,-0.224824686798204,-1.5750589157703199,-9.383442672777377,67.16264094565952
+-0.0879801879566311,-3.5858369231296083,-9.561669434026241,5.534915972341725,1.9703728969093826,9.089045172130817,4.781586287159456,8.52979981675648,-3.1996799611128224,2.9045087649380674,-150.09015258653162
+-5.789523800486029,-8.029509627404387,7.912091655962823,1.368203641736081,-8.202414800012603,6.755338803734272,9.867136521328607,6.358652905710689,-0.557013384098044,6.9700002102721275,-188.16202659717288
+-4.546666104251534,-7.485205736249747,3.2148681292696857,3.202942748121911,-5.265546098215397,-2.2351161632059857,9.010133664800106,7.155128937798569,-7.525980060082924,8.811389529250564,-101.53599632935185
+4.063490320175333,1.0475624191555521,5.970098282339462,-1.6735199391283628,-0.5155731095359273,2.544584835615724,7.991646174500209,-2.4916721885894355,5.630955203253536,-3.7577856719883718,-75.84709571486556
+-3.4773027599340067,2.4328597609671765,-3.2275448852800936,-3.3617425909807275,8.517675460772367,-1.7417153189841006,-2.907371420967788,-5.330318410780803,2.2771455327329893,4.344186197552022,-7.461849430753777
+3.345200198491598,2.8874024060001213,-8.972518858783957,-8.80290933031983,0.19290497124695438,3.9720169353429213,6.493628334741118,1.1266399621541634,5.850543524422653,-3.2774969737679993,-41.553933317951675
+0.5949529791769459,7.469017857330444,1.7419620942776626,-2.413382825563788,3.2071391643956404,2.5742136101064528,9.55535595571927,-6.016073984797559,-6.238791363346456,-1.8517562323662817,16.952139844450546
+-8.9651771969075,-5.837457215335657,5.185432387254078,-1.1150177907107461,2.0439676951271823,6.876211252798172,4.14103844456831,-6.050546063943505,1.9163557382785479,1.1371842384520137,-48.14336390380321
+-6.556078551156235,5.770787225303156,-4.802005390154312,-0.8214344968406118,-5.142732003754178,-7.041763579563279,1.067692380466363,7.207573624275339,7.298778674845994,9.831650793474644,-145.82735818279988
+-2.6610936914374506,-5.088967180443262,9.358446967778821,7.397304908370062,-3.222845084039252,5.517010950371208,9.12814969185419,-6.776890699152645,4.186999577885333,6.923686423012283,-175.0710370229009
+-1.9366110947997361,8.744670434392411,5.612561498360618,-2.057026324421356,3.3278484289545895,1.3445550944847717,-3.0392485719167017,1.368328547327573,-9.983680563902762,9.715939580941876,-42.28916809987902
+-2.2498949651323508,-6.861041815598701,0.3023016193923711,-6.598648932722043,-1.9855574759366679,-6.61659924997128,8.046708332452724,-0.9012253724396269,-0.17435403119536064,5.979337996585288,-13.163191093562455
+2.2918786687486215,3.1525437567459513,-9.711608423751105,7.470189177627278,7.2829891592673395,-5.2603078477413305,-3.1503375521900434,-4.124920829896464,-4.088135179294494,2.0516796262749026,60.38274618621632
+-2.4506624945574873,-2.076682551360658,8.598244404660766,-2.879147660550976,1.8241316050590872,0.7930003214340742,3.153868141999574,-1.0175420379374,-5.354290540213915,7.083646808230126,-54.197712945112976
+2.4351105158346,-2.87323110467828,-6.735299117752693,-0.5355030070108868,-4.648363351623415,1.3156607129847164,3.154817254063904,-7.224432211722888,6.409907506674726,-2.0677378301984417,43.51909552035574
+-2.07445566179683,-8.538923991496109,-6.685697985241519,2.69937127110103,-9.991973078734834,-9.65419939490478,7.51931957317991,0.6952455615314701,1.4636650232893467,-7.206028066306642,140.60502146685067
+-2.0157959874798004,7.389442034363154,5.446544288585473,0.1795978537463805,5.389419968139466,4.7631075719918865,-7.52512720808987,1.6852150561030288,3.256768637139804,-8.515365440573852,13.318718453792645
+5.990730804526345,6.449211938949315,-8.445970043076043,7.236708232318289,-5.059029728944335,3.239069861260613,-4.054960868294737,4.77966364135537,4.933280532136786,3.0227048173227877,-97.80825309355214
+8.508496585242177,8.399063621696083,2.7836540709859903,5.213176281442267,5.546796612555789,-6.390899459850039,2.4729206280705274,-8.888773704710072,2.433035840094875,-1.6711003630490717,8.561069498670777
+8.72875364176757,-2.091051283652081,0.02736261194045353,-6.82834620595409,-2.103563166668192,-3.8508525355991052,-3.358452460109802,-1.5672482458598291,9.454076475950014,7.389753030912926,-63.51090068460766
+0.2163468585218009,-5.804964171247084,5.407734282272914,9.96571103477184,3.267399642164275,-0.6983837469995913,-0.5452390517198635,-4.049423713659284,7.488313974654512,9.343975256990946,-179.18498474574739
+-9.063744718909108,-5.766862596370441,9.376349363529204,-5.745071115069463,0.6997509182016737,1.6769047312218155,-5.4701717352090355,5.330674645445901,0.072024611479784,-1.0702635878842681,11.066174868845787
+7.57623174215166,1.8346997406413856,-9.466601242549789,6.799662278352598,-8.054667582508749,-3.9957202725423535,-3.684132941183753,-6.659162959696805,-2.489195096358574,7.80988906487101,79.83717916637612
+-1.6491219949999558,-4.535659228555797,-9.843396167629555,-9.487545845366608,5.454200659375461,-9.422288794413703,-4.229618682993522,-4.794221956705671,-5.968505849593056,9.10976796424346,141.18203008607185
+2.756229774723926,2.300382485446637,-4.437338658331851,-2.09886757547455,-7.398642085465193,-1.085204515682987,-0.9849463364869893,-6.74602826332714,-8.13315704715044,-4.959520579688226,244.12410463298295
+4.732862111227634,2.997515685850749,9.562157537961667,1.7150481204283352,4.831346927748326,-4.956873929231493,-6.650538129056742,-1.4011774079199668,-2.356603782922664,4.600934151829312,-4.364291339541257
+2.5156155335068098,-4.432603477487418,5.185269469915445,5.471008587130772,-2.2322267365242743,1.144765194046482,5.4637273623336124,4.851922823753549,-3.6265175794488314,9.178330896482016,-160.5928408549868
+-0.7748648081294185,-8.72394497239966,-6.930847162001735,-8.997413588429573,-9.85800327494,2.7310888470731842,-2.1084230337439847,-2.6458741582480805,2.350987562565885,3.2837945913737943,93.13244564621692
+-6.4002838891791765,-3.2412139149757357,-8.92474859940829,-6.306285718629989,-7.337682268049194,-7.184094608677154,-2.6544181553495494,0.06180641439355483,-6.968210867528417,0.04212799325289396,228.6763557224626
+-3.8899979380301053,-6.579652862673937,9.421967758545666,9.450940856665468,3.5164043344841756,0.15057473597055226,7.171165352466198,2.6937952419780253,-2.7043023337684002,8.915470820665984,-200.7723657630402
+-2.3427220118171843,-2.4286166497801775,6.85033911003589,9.81145146769891,-0.9581965029865569,-6.401274166153261,-0.3271018360332034,-2.611473196694678,-4.810427911172881,4.816142291199757,12.011795295027165
+7.665797752776871,-1.9294815718207614,5.621296050030907,3.815429347396646,8.021482506331147,-1.4462935558970158,5.627613491375671,0.6969871568461872,0.2637823925251759,2.589500205079045,-136.47691503763994
+-5.039862894120068,3.059676479405362,2.1895689913532057,6.923790739939147,-2.836904295726781,8.80615127470266,7.897881960888813,9.844357886025945,2.976331888423507,-1.1665256430736215,-218.9676523428699
+-1.4637691521851082,9.4616083812366,-3.463721546795968,4.08200143298814,5.6983351586683,-6.156392387472001,-2.4746531122804605,-1.9117237253021613,6.634240538079328,-6.488411528567797,25.937267174441565
+6.486525776961334,-6.9866117120301645,-1.7186480012299632,-0.6920324603357741,-5.527540777821316,-8.358194685813913,-6.970157565648156,9.137566943781694,-1.2872467472865745,-0.9220526251651129,94.39683220771013
+-3.527313987805323,4.490539685313322,-0.8223533039612829,-8.489076858880109,-1.4861447933723215,2.9456435022102734,-4.559042190276692,-9.473991887662997,-5.461113552957171,4.315295428543471,137.45342834923918
+4.8696921367421115,-3.799725402530887,-4.921416849608297,-8.379561470378148,-7.11432557729262,-8.53114722815607,-1.3166611630880332,-9.573770121150302,-9.705119260475541,6.518705428260072,249.64037005020012
+4.384102181384987,4.6407637705725735,1.928350284022502,-2.261651032129486,-3.3603166026916997,2.493360199909709,-0.11563104213529574,3.334585734112665,6.566208228745336,-8.406227200545366,-6.3995917949934
+-6.21107159431912,7.0500289731978345,1.0517097284229848,4.052032609513033,7.609023372286385,-4.9810926960781,4.802923614618486,-9.705564177022183,5.9789925540674975,4.108295439014529,-81.54360876865529
+-4.151520530212586,0.29064658378192165,4.717251102104843,-5.940284305851764,4.727654282707981,-9.159472234475023,-6.289133009771741,2.181122773461921,-5.576545206191512,9.808477488811128,26.363172655101724
+-3.7053533448178055,6.0946483894149805,-1.37687786773939,8.906939699053664,5.134773656426339,-4.95908119380247,9.072510648786857,5.283993681325219,-0.6157836853553933,-9.628674830724584,-36.508470605389796
+8.272210801498673,4.41746094159612,-4.191933682773971,0.21886946344109148,-4.432730978002281,-3.146226045885403,1.8607586810897847,0.5197671918651547,5.742480620610097,-1.985786051125602,-9.917141293985756
+-0.9588007758687933,7.9489626629500565,8.540997350539723,8.356530689112947,4.358296363061345,8.78158317609522,-7.402694177670406,2.7930635772937595,2.6431358027212415,7.381926682627924,-212.8502952967007
+-4.733643605568565,-5.659380910294791,-6.613644161508989,9.800316746385324,-1.8106033040298297,4.231753952925795,-4.745980448835956,-0.8778720315711186,-4.122663490039635,-6.6330234934239485,128.02403297616056
+-8.256497679788193,-6.345311066457214,-6.579357938407804,4.886598458551809,-7.039612096664873,6.616877094235534,-7.259385403266572,9.935505723559274,-9.759886949014575,7.228457684611431,7.604418133312085
+-3.8106562063317906,1.111664584159009,-6.982930059739534,-7.325207437775312,-3.6539236173025635,-2.726450500145403,-8.125550120094555,-3.0864766161396195,9.924493205711,-7.382741841338564,155.56518005429106
+-0.38962064188661216,-9.930258234929209,0.08482942112182812,7.232890049093459,-1.8082439557614571,6.152512664837834,5.112778595355499,9.170255560755063,-6.36095240121861,8.958271108061584,-174.57186860096408
+-5.460502274321966,6.593342602115819,-5.793262713947582,-8.901537660470035,4.171697330372348,6.578795319274451,-1.8876199527806636,-7.196536419097246,4.448640217614209,-9.32705170891044,111.73232979568917
+1.090360671383479,1.4052467428251725,-8.438455604487798,-4.758616936830238,-0.261719857545335,-5.432720093077458,9.802842861993108,1.1748968156647455,-2.526617470657726,-8.82687065312357,110.26435320841881
+3.2771942796918374,8.682117095662507,6.697618294624452,-0.16954065177612332,5.70497611951353,-1.1178799175599496,-1.045443658925309,5.380754704341674,-3.2904394268763992,5.762267197967805,-123.06595437764396
+6.765434631533498,5.543877681018996,-4.095868267497867,-3.583843549021344,5.702059193902722,-7.6989270637592195,4.32628442509751,-6.65774690298619,0.6722261845259436,5.862928928467291,-11.902825911133666
+0.8157661488909174,-3.2005761042797465,-6.514914684034119,-0.6625710540634522,3.922963530345789,3.069725945040307,3.755957266363392,-0.5899052745783018,-5.3042932761309025,-5.713810295642839,76.26014237334286
+-8.394780280432334,-1.6842747360876809,-7.77303099277038,-6.31010252408603,9.28733317073448,-8.574648333343035,8.70552385671086,8.295329181984194,-7.59705470741221,2.5147046268606266,-14.783185926630626
+3.467645454117587,-2.9170543663008663,7.093581378898466,7.296250951489338,-1.3005256989278058,-2.2723773879767073,-7.644650430713731,8.261105330633393,5.901397324525572,-4.446387516331969,-45.100335275584584
+4.490403830971992,8.522777262275481,-6.893140092893764,0.5283770683309097,-3.4021657772293845,3.348327206903914,-8.754286692368767,4.685343712215147,7.156884116509746,1.5078709527483247,-58.6206407070961
+-0.9399113972071471,7.176236002583725,-1.7088615577171318,4.337169456683137,-6.706652507604261,6.105757937557796,-4.344660613742139,-3.3188365202618275,2.973028704649807,2.9758086630779923,-24.44595260928398
+0.9768499035964995,-1.9163460653946074,-3.600085045689474,2.946598196955279,-3.445432683827989,4.541937314347013,-2.9190075464693166,9.930740133587916,6.904472361066656,-8.311883956754828,-42.39858877399314
+0.5787428310960618,5.421746427419971,1.0335311652971013,-5.164566938650075,0.4482226905858533,7.178836311044268,-1.4310955937243874,-5.919554526096265,-4.595172492278898,8.113877291486233,-18.088534903434464
+0.23923986883316317,-2.9664030723012558,0.6762517472528362,-4.751688797394098,6.8662589865254064,8.325478338685283,-3.304506145500208,3.3405346159223748,3.263971804983421,-4.409308227341208,-46.48494312765754
+2.892589767003031,0.48211291428449377,9.225706785467223,-0.49963500817948203,5.555627326106434,-8.320564762832163,-7.755548583839391,-4.102328987545027,6.427995033003744,-6.079403775514787,86.5251591935097
+-2.5639379118186345,-2.4035729474655954,3.8567337415781044,2.3415846873583956,-6.689062297355834,-0.5716312401274037,-0.19249046698939676,4.0256675590039315,-4.03482009597343,5.027257515603494,-16.967301528480075
+7.715969943375438,-8.744854896213962,4.581377872344127,2.00217825663328,-2.5493100823864,-1.2822046802041265,-8.553587603705877,-1.3313493577295543,-0.2224828977329052,6.323278216989438,21.560104484327038
+-3.2556659169195923,6.873466533694033,-7.488882533700336,-6.9241563536858175,-3.3012423229286925,1.2101273052869055,-0.8067252718544649,-0.10065206811277427,3.9358720214233522,0.7034386290925476,16.17968036103723
+-3.264175270918619,1.5647295213376444,-6.770922478018555,2.208457148742664,8.970681419493944,-7.888651163565747,-6.991832314879178,-8.772941687997983,3.478296092057227,-1.9777836812236038,125.42974556005854
+-0.5907098399519883,8.550724135722787,-0.29326234840729937,-2.325052689946663,-2.237186828875215,-1.5980210274564755,8.686130736885247,-7.29470123065747,-9.55255278641074,-7.358202279459594,175.06760894117812
+1.6841897825050967,9.906586044927714,8.816758393711574,7.435739737476823,-8.781662793213833,-8.760818088113,6.7174370916116715,8.118886095937853,1.984949501870532,2.7204823994848293,-134.34377636569866
+8.938433172012052,-0.7592073473178051,-8.716601496082104,0.9937283271551545,-0.7499643273301926,-1.2536146072794252,-1.3263296182900408,-6.527765509771624,1.7784632794686517,-3.06445026414071,105.3236631380984
+-0.49874664803967406,-1.8038521591070422,1.1829883786762085,2.448625244020468,-4.724468920076436,-5.837186894171897,4.411307299339295,9.570916822226838,-7.124036133160669,-0.8389375915226238,17.41210220194997
+-3.8794709599520294,0.9754901391298532,-0.5668815436596586,-0.09126908467928185,2.2720819186481345,6.6215944344549005,0.6572936698609322,0.2990199291938622,8.146694244930138,-5.545742318371629,-68.17675433711307
+3.4999643104183997,1.9553290270214174,6.374283935311236,-4.247359891473965,-9.485972834017364,-1.5043085163554992,0.8792755197140778,8.689759959345091,6.351520380309081,-0.4383876990846214,-77.86388626459275
+1.0551953072667786,-1.8422712696089194,3.7768244455856737,-0.6899688390928294,7.962766132258512,1.4268527191541125,-9.781695380022331,-2.7059079369093397,5.381744622742428,-4.55393906573057,36.55926781949455
+-8.231925339064613,-6.889506721324448,6.285509943165808,9.171307393753898,3.7827517089822504,-9.707726999778682,-2.0095387872905612,5.7237369084764556,-5.241433180477411,-3.343530519210356,58.68621934827542
+9.135617810257383,1.9794307986383175,1.8159538777045126,2.567962073065657,-3.5912665635350915,-0.9373065606849873,5.217035817381306,1.6144548388767577,-1.626202306245963,-9.484442183633936,57.34743223265866
+-5.1434304538510105,9.997417843359237,9.733302736309037,-9.130340551780362,-8.888650032841907,-7.8342911734206915,-4.70345672577162,6.252343453029883,8.67673763626659,4.140835653414761,-48.08358963537391
+0.2509107689139811,-3.297171225593376,7.759197287964829,6.94895068084584,1.6236025165085377,-9.889162953412583,4.211637475049683,6.985518006878209,3.8347445022134563,0.3408249944356001,-113.74187434819386
+7.347713286345982,-4.084483922309152,-8.178540650491728,2.182594087524634,-9.70542897030313,-0.31665297012061666,-2.0049107862639493,9.085643188297652,-7.215577018652173,8.342759253152892,-7.041450535059723
+-3.995173459082144,-3.8952760324904734,-8.35755398584515,7.86578150151362,-8.894426689851421,9.440274654680973,-9.066872870475311,1.6921051394508169,1.3905436576061092,-2.2933031124932324,56.84529784107666
+-5.197333203405183,1.5916647206042756,9.333121561872469,-0.22343877460987205,3.2654686855371806,1.9031286835922723,4.907595042951771,-7.029376503760643,2.937969063818553,-2.2135130666044955,-31.293520515843294
+-8.347072259260283,-6.520280709036332,8.97990219792679,-4.834169538560047,-6.85646480548316,-7.174595771496371,-4.853984216914851,1.8166585606779884,8.380440995935455,5.083018991994552,-12.078219134989574
+-2.624371124909124,2.6905495477319463,5.0377388557836795,-9.701123267094342,9.972003833043686,4.751949508598767,-7.276908115180973,9.413257412739103,-2.0380966260795708,-7.97096734674311,19.78311603412489
+-0.23307373997711212,-5.071157411001499,8.061523039185754,-1.6999415964947961,4.168068032491541,-0.8967557738750798,-6.607179952499607,-6.6302965712904305,-4.675753706401693,-4.7794321276489455,169.7664299835726
+-8.937871180794815,-6.223299357808038,-2.6837616940873743,8.747397747695524,-7.2864624483991385,-1.9592571846798768,9.856908249084434,-2.670780899931282,-7.649678191248725,-4.215366956947251,109.77204288921622
+0.9340432871214155,5.0207993723794075,9.350193746278046,-3.5281976419257277,-1.682892043429416,2.299335975358767,8.762193246312721,3.3407374444161597,-9.37160396090026,-9.443092204747678,63.25594581932739
+-3.071520884438652,7.9038262001294175,3.8433656824217133,5.781115218032049,-3.6715154383800486,4.246865342287807,-9.749095617435346,-7.3958619990215375,1.0962814682038036,-9.490947318389269,160.93402966089613
+-0.2737049253999557,-8.71740410885597,-1.3860501167459316,-3.94977162252915,-4.017464980179515,-4.093924457682483,-8.708947866551409,5.081393251226077,-9.289919446464022,7.713803346087051,112.04454050099383
+-4.749964351563736,8.337493090862429,-1.3693053516972187,9.246159313354557,-3.4860318623251985,-8.737445849049674,4.135714649526337,3.793491885433431,-3.597148401904904,-1.9609874505983926,21.272472606487305
+-8.704057054670791,-3.299794268696219,-4.040407957586696,1.9444721468357296,4.333370728546713,2.852209082085422,2.245426780988944,1.8949260129705703,-3.09637254022606,0.7143576919603345,-27.01944073794973
+-1.4790832496394923,-9.956105432558056,7.901634871745968,7.614754590301123,-9.72210791137515,1.9229117877240642,-0.5642638017742674,-9.10658399067303,-2.1686057621553156,-8.679222738810315,190.99226013452042
+-6.357434557106401,3.6230506571225685,-0.9677922877697687,3.952711779461222,7.785381278280472,5.578017922129588,-3.647234807014521,-7.988841882350346,-1.26035091687418,3.4433632453606955,-17.15126707836686
+-5.845405859565487,-6.700534139164997,4.268281029125172,-4.479236276400476,-6.534971683589836,5.80776282608253,7.5406876030104675,-6.330629984682785,4.738912953968959,0.6673183309487851,-25.955648981185725
+5.386326261935213,-8.91132403687493,6.9286974793888545,-9.770731851086454,6.8093958179397,6.427635655514532,-0.2542109643999124,-6.289605103696743,9.684223013929003,1.6739505907057328,-90.16872961589115
+-8.907629989089866,-5.692307096554783,-0.5164906043370854,-7.013269610823869,5.541169415486349,-1.3612553852138998,-3.886635021355407,-0.4486218454121116,6.216637232437905,-9.592740480296296,103.61339608419686
+7.960834209957335,3.2804435426634004,-7.384854334350535,1.6203188418156822,-9.262779478096206,-3.282706947449796,2.944694319834076,0.14120005910725153,-6.371774594222092,7.970080477783242,25.977754649064206
+7.712168581612124,8.301447583226281,4.552463195677197,2.1507067203839125,2.166531093545274,1.6490391854368158,4.850950599181989,3.698130953312717,-4.1606594878113174,-3.18370876745113,-57.30046478099871
+-8.27563274772588,2.412496340515704,9.68260716589125,-1.833712513146042,0.22391817284701077,7.172929558994852,-9.306103443274662,-8.63974772036072,-0.5476864306340801,-3.5809962742263313,115.80481655329345
+9.248119624140367,5.446031809916148,-7.137966076801905,0.2963626354225113,1.6189974381558625,-6.182883494205546,-4.894376867905823,5.4081497755297026,4.671890349976726,6.633966461200169,-84.80575426741603
+-3.0249900405366548,-3.0880029655944563,-9.726098538447731,-0.17837546798784798,5.407459429999957,-5.893824574149205,-1.9576743882301084,7.013780332166295,0.9431830782243478,-1.5815433771001253,15.263552799430828
+1.5138273619695997,6.21791526681152,8.289468652491646,-6.063184238325217,1.4591208746868944,-4.845057729996718,-5.534618956819051,6.6986300273048744,-5.404634232657212,-6.307120099884241,107.71593860275932
+8.499557419129031,3.0038514461242993,9.406090758377799,-0.7433603528320987,-1.5558708920490094,0.3904109100069708,-4.274994634612977,0.6279723502529722,4.178967448985615,-1.388641676371969,-29.659063833810247
+7.42937097557963,1.5051754319951494,7.069364148812096,6.4928071803698195,0.5287318450544976,-2.605631088131697,7.891425245859738,8.919186679032105,-8.226983538005799,-2.4857760054720246,-68.83236244984896
+-0.8979146809658944,-5.468333692677739,-4.767178487338044,3.736179666281436,2.3955101290957503,9.101754253766387,-1.8599105798863658,3.0195691626192533,4.728571801614885,-3.8659402045337488,-66.9032318761243
+7.8564806108972025,1.8374617984158825,-4.458848034747711,-5.127365821480172,0.1791244155702798,-0.5324775356640599,3.3094430774273342,6.352287142893854,2.3611380138478455,0.5095423429428014,-71.62123067321188
+2.988701321134235,-8.452860479299243,-1.3800047774145718,-0.03494991924397617,2.8875697187956817,4.2148243180531475,-4.341635012950762,-3.583988791164099,6.277821345651682,-6.84350009435474,52.85736899228013
+3.8297241498306156,1.9744334456475854,6.1022108012883365,-6.913082346868126,-1.4905686182317535,-8.516928573881586,-4.277965482349497,-2.598395440825494,5.43114925392969,-9.356573549621803,159.40845523148118
+-6.2388127508513165,-3.6817039209026703,-1.8214485951680115,-2.3196437152659843,-1.5496484466383498,5.736245994856519,8.401668059407307,-8.75315485353168,8.494855268719022,1.3843384836184613,-74.44593385050192
+-5.698415192402093,8.345311009028517,1.0488651738943688,8.816686744049807,5.346703825361372,-2.0502662217722722,-9.106324134160326,8.4345773586979,-7.165520404189676,-8.409579088043944,83.67982455126824
+0.48739747189357807,-3.3391876200124737,-7.261340477143023,2.4296850675832626,8.562455079729203,-3.349547380521496,-3.5098922899119556,4.540023630615764,-2.5478156989605605,-8.477611045912742,95.75527687195348
+3.9131174189228846,-1.4093713577299294,3.613129335168037,4.19071919541606,-2.9315576968658585,-4.460068808572764,6.563434680151561,-1.991263743583449,7.972463728926384,-0.8764706730395333,-77.36549311106805
+0.2669440731696704,-7.092390229919343,2.569427795231727,-3.4883081392872817,0.26510458560219163,3.221780776460248,1.3258504240296398,1.2104151068287972,2.4658037671770194,2.9437241099055833,-67.41424370758781
+5.8046131088766,5.387472079585731,0.9901980546728106,-7.914403702926293,-5.992405725149974,2.3627460675575906,-8.70705395461763,3.6083954998212198,6.367108446012848,-1.373699540939648,19.448571748629448
+-1.472877830715973,1.8505721015248566,1.4552199231338436,6.009270935764044,-2.1448763749634536,9.797776412651004,2.2694141712115923,-8.550832489378033,5.188818855349153,9.894017586081645,-168.2351382534142
+3.098201197991146,6.160829936217764,-5.6526359351855415,-6.332609800137192,-6.844913580203693,8.924321587362222,0.133022624496002,-0.17460221556181432,-6.18856400965182,-4.611107053832408,113.81493848542173
+-3.9206227898822044,-3.3776346949776492,-8.51128503488223,0.5384385770967448,-1.5170469921821161,-9.845754909940148,7.690931275554145,-7.613900950088272,7.400800838893884,-8.358827303727276,128.35153304575724
+0.047174490576720185,-7.070824413589952,5.662417687936405,-0.7534121719595288,5.255919285336188,3.355005742004804,8.170265480417566,8.931430349296418,7.6567009545111375,9.435489694339463,-335.2888077548299
+0.3103819904671301,2.8650427826357694,8.511992954818332,-7.46118464190231,9.776935703731537,-4.682257935046737,-8.220383548645351,0.6445820724321893,4.5638258591009295,1.9210141410091808,-26.824130076149604
+-8.709339399454855,8.013446970564138,-9.113682065594713,9.619530006955861,0.8285068925919736,2.5720495609964567,-7.6526944345934105,-0.951945786735191,3.320921301216404,-4.7018411866938425,43.72218020785628
+-4.755740916753948,7.98595692775891,2.0504199114954536,1.62071041224072,-6.046906242868888,-7.929558043797956,0.10572792927901808,-6.422586423556831,-5.991748223156527,-8.555546967224807,247.27169363651856
+1.4799373399201854,-4.817255761878647,9.246300984987768,-6.918026493766853,3.8268954651194,-5.8371651240783144,-5.7121408634073,6.391568256958394,4.9670045613821445,-6.892495720066116,39.23457480918886
+-9.962519306472966,1.838083264958963,3.253728549209316,-7.7563817411333975,3.475620315599557,-2.758496148407381,4.226033480607625,-8.004395614581822,7.997551126190987,-8.80362342496657,80.41160391590437
+-6.816183971674192,6.8717200449533,-1.419110392394678,9.016920400277495,-9.154605279716975,-9.656570156140242,-3.21767273479336,1.1083682900473169,-1.8969594142439083,-3.1064035648290234,129.80318610812813
+-2.9505853231853596,3.7893819012422947,-1.6076112589870495,5.885469234720684,-2.2761557654928066,-4.277170962329748,-4.6642691134898895,4.8971263106299245,4.861107733689076,-2.621541034492587,-6.193453987516947
+-9.095193789776953,-7.799258139155707,0.5046911495380191,-1.060388374844532,1.552767618389348,-4.380836876402494,-8.501092339054594,4.828534473715685,-7.882140992805553,7.208904161419245,69.40551189502186
+7.608410223107704,9.856610358120122,-7.580246647063831,7.7320629390733835,5.8037023670424865,-4.279297515138525,-8.892074165490346,3.936846043334241,4.356314168853352,-5.382401162313542,10.15565082740692
+9.202890519205425,-1.364834912702635,-4.4233322734577545,4.931353317913172,7.229245056281755,-7.741671889436921,-6.627947206073566,6.052156860886663,4.144748908696778,-5.4295292089448814,16.315773405652525
+-8.946652842888962,3.4483450386288594,9.109546329769962,-3.98860972945289,9.89093875829661,4.568070328345328,-5.444630560561978,-2.778349807954834,1.0362642702895664,-4.526129342637633,13.661164175182428
+-9.521161281913459,4.332245653641291,-2.8631178808514046,-5.428540689772634,7.476755057476758,-8.30316230891986,-4.49057392469808,-0.5983321560423405,-0.20922579678381625,-4.8205000447518564,133.5055878358118
+-6.358202844319358,-6.839962931992279,8.427788289454941,-4.158723915639689,9.576184890479853,9.173615494302119,-3.7763252463037578,0.4398312017717765,-4.6352022918773255,-9.486757344347897,72.01477147102142
+1.2759888537356723,3.793899283060389,-9.250075469285841,-1.5104020081400749,4.066732888338551,-0.9697142100929046,-4.117300968219038,-3.218237521552332,-4.992348218323512,-3.667610760421791,150.2947960475685
+-1.4860676811828744,-8.59908574181144,2.9332585208599937,0.4860943581615218,-9.750591048316368,4.026593389836528,8.159444845747593,-3.1325942871975165,-8.774595204729824,-2.2026039346730464,104.55607550057172
+6.8769228294904945,-9.800751493313463,0.8798440518468675,4.9716177503262315,-6.888463729189985,-0.2938163331374888,-3.0384391834217994,-5.178572485717736,-6.2235584257920396,0.27005703324397334,146.03139269505485
+-4.501091097509415,1.0618950469802568,-6.090191703232195,-3.486912870129002,-5.0355463857779466,-4.752696800164083,8.373584640142262,0.07714516028604068,-8.78499379626416,1.2147987566812168,99.69683134697092
+7.196163162285769,6.716453102769475,-8.181606560631156,-2.7570140336014126,-9.199339328570026,4.566107948502129,-2.0669978355640484,1.0690553031726835,-9.298473222462624,-9.498783440432232,220.51096140665916
+4.708629108342317,2.716072372677616,-9.515732699609536,-3.8673098525266925,-2.964435750433636,-4.915687768284343,-3.8443704712864712,7.831988477646952,-6.501480225414746,8.587279544557871,18.375725203423844
+-9.092619489208484,-1.9264542546827568,1.592017275482358,-5.768952796797491,-9.33952618481049,9.494471015695275,-6.873363546570664,-9.98521014105319,-3.8566467812764493,8.616029057630199,101.22519630177828
+9.924113631200095,-1.7852600427609144,3.6205120130598223,0.004009732138423594,-4.553519766318701,-8.664479701869258,2.41044144134563,3.5042613914633214,9.344641115039904,3.465267111180814,-102.03154162249
+-9.88178087963673,8.966968115822095,-0.9755890731423711,2.256929535943857,0.5958429566343182,2.9040030425715013,-2.7376784350061567,-1.4551865333072156,7.053688537883915,1.7654452641972607,-80.90758160642943
+-9.57771360573859,8.684596204499012,-0.3942418439540196,-6.963086984851552,-6.931302995793242,-4.079164228267276,-0.4761996980327532,7.505583171605377,-1.9732968786023486,9.524086994301923,-49.69332809426294
+8.8294189274427,-1.2945228682795418,-1.334322298986419,-2.495558754925713,-2.5744689281273603,-8.445757884440859,-8.902393614060918,-6.113236117769658,7.115780701116612,3.9378688854860977,83.36072326823275
+-5.871352610775354,3.23510754546541,-3.8629387288881056,-5.895791485954362,-2.0487532312303203,0.31854386971703397,3.159426680605202,3.59942485726944,-8.694128944212613,-5.163428457463324,124.83257462489698
+-9.480202704003604,6.120072302720954,-6.5396573944033465,3.7139537376583243,-3.4611219363706147,4.1020862486260175,2.807241242343095,-9.50687996320525,-2.5406901102071555,-4.45641731957174,122.33382241663675
+-3.844390898931971,6.299563912517754,-2.414356384797023,-7.982184824140184,-1.009714601508982,5.653160470142309,3.813773401474152,2.408631507684722,-1.604195030435196,9.955473636716174,-126.59000530397044
+3.168052052480208,8.139193118640453,-2.480903456634742,7.793418085332135,-1.6581486628327036,-0.5413623707067572,-6.698905965178026,0.9935386787375622,3.8183515664087375,0.4228989138964079,-27.48531533050048
+-5.363728953557763,3.7994836022342637,2.5429587413530563,-6.518856873894466,-1.2925317488520038,0.9813393895172973,4.916329079797556,-3.3748920995989162,5.2538098074114465,9.212300270150727,-126.5177328812889
+4.014756230685057,-5.070343511642525,9.989073764452701,9.053236117945307,-1.200452798470475,1.6173344065809592,9.578945653739186,-3.0709414851408834,-8.610527868904157,9.727555776662784,-121.79469968354388
+3.3800019539307935,3.825629831950952,-5.989560358933172,6.612983279105389,-8.1039045464603,-0.2487198512613742,-1.5215665014800894,-4.440275772057367,4.980209619363787,4.954839245610893,-22.618816008488672
+5.32199402958666,-5.551391786196573,-4.278000263511639,-4.230131596930386,9.917133079922397,9.00729428452776,9.560916619806186,-3.6967841759717257,-7.153536815749428,3.7380607459199378,-75.02811917778085
+-7.17978775091834,-3.9008843876829413,-3.152684896605966,1.4437329737964544,0.16604825900602638,-6.108054659193483,5.570152170283043,-6.680465003056126,0.10381362412350992,-8.009066232858109,152.70539163618443
+-4.497061908901527,-3.4843361723127453,8.984918372291304,-3.0300240608270435,8.87150248209926,5.314371155289326,-8.647797230162166,6.589574463205667,6.562702224261634,-7.107409761362176,-56.33288829724245
+-3.63139980664261,-3.7940768458407637,2.4695624744806532,7.829626207564038,3.682209437553874,-5.359274155092666,2.0531089887989906,3.1435461190316527,-1.2934549692849395,-3.9929733313762528,2.0650696035185745
+7.989446853959262,-3.1593053269220794,-6.82245767647993,3.5024634929373666,9.777523420074012,-5.055024892281068,1.750022261770745,7.425131274136884,3.95276047756121,9.145906672937665,-209.18232625016512
+-7.686768472572392,-5.78530556280543,-9.637782646702995,3.5011952392591206,-6.562556978818086,-7.833680265073786,9.748963924121954,3.628493009641305,1.0689291876427154,5.835408165675739,-47.811488777847025
+4.113274600807035,3.423256565036976,3.9438795594780762,-6.6581685991369355,7.662543536352127,5.5065979406572785,8.733474918806534,1.5194013454684208,-2.1363318800248154,3.5905105966965345,-153.5575313254738
+0.27090900971019627,9.475048451264797,2.6520589693242025,-0.7514916720199349,-8.943168566312556,0.0501975243549424,4.778169082774866,6.292799014202275,3.330592623877975,5.30682875693117,-143.46116202420276
+5.453073174021091,5.3070049701484105,3.727726354810912,2.749348155735505,1.1399604820100562,-5.01580369235191,-8.703039714380065,2.248685022413317,-9.803881097492326,8.438273603929542,36.666452792000854
+-2.6228444552920815,6.100381507164232,0.19985410764312705,6.795236875507049,-1.8803130061509243,1.2713419486704192,0.14706243772939054,-3.846099599915611,8.066217056398713,1.2068609895955262,-87.25497389267815
+5.583897267022017,2.2673814666260927,-4.7019001270241585,8.026293583743085,-9.635071732853152,8.565532397635604,0.28826927240459765,-9.03239119424208,-3.4861765585753024,-0.539826977281328,79.16297712087139
+-5.279707254761348,-1.438658969826685,6.08760539194364,-8.524748919516373,5.545387883360267,-8.423554599675212,9.79777467174147,1.1821598895387098,5.792980866230972,-7.617395225487915,-3.1574053621284754
+-6.3814402347531285,2.5701105390598444,4.37406762361973,-5.956290294100437,2.7251215713562282,-7.268309127060908,-1.4035626119589462,-0.7297001632082223,9.063320286681954,5.18011812978383,-71.8841501702663
+-6.9066283066527845,7.992021793408441,9.701346316097727,5.109542906204732,-6.2429928429122805,-6.490547504862394,6.187722497015196,7.15452684241872,6.108923663311119,-7.161925830194447,-67.99727944937425
+-5.170811785546016,7.846245490730961,-7.757820826231305,3.517344122942121,6.351689930258624,-8.550313331171466,4.6145000244230605,-6.589880845264398,5.158194352684191,-6.6392152341518855,61.43746271169219
+3.388037057497697,-1.2396405378695508,5.899329664796937,-4.721245714256581,2.5856205085054307,-5.333778848427684,-4.23710591500498,0.463676553181398,4.095177067655826,-0.0331224607040137,12.707236757782775
+-2.5125645984467426,5.49754164815395,4.5412724174179715,-0.2894527110245426,2.6313553478799245,-9.562702679854716,2.756314020510615,1.2205171362454936,-9.068701279857468,-6.336209334864124,142.8033524970442
+-8.789475920724016,-3.42558840060202,-6.891783526034683,1.1896401904554987,-1.080120644182383,1.8140283985652106,7.227572845258843,7.190332394082244,0.08856265480351455,2.6049515866807016,-105.30704865285729
+-6.522410652221387,8.21432787297508,-1.0045464862367992,-7.483954815999098,8.04888529636954,-8.073649704705508,-2.454540791467379,0.19437852886731388,2.6524974120291156,-4.769331227145104,73.41756692169376
+4.366780635215406,-1.400549993941802,-3.381755639229773,-8.441821267902139,0.38628284497934207,-6.712240975951302,5.14488833268789,-6.452180089430019,-7.132137405137094,-2.2690615033383743,186.74124382378332
+-0.8688757447186313,9.251405380751264,6.019728887261482,-1.4804954613304777,7.79319191852061,-2.579317821236946,-3.6105025145104297,3.247851345755677,-1.42039316060955,-4.239382728152224,5.665965105812626
+2.1311944476101186,-3.6623094690268743,7.375599998612261,6.2114053967737615,8.58538256283859,-0.1685149436741984,-6.593815960834171,8.819611479014602,6.735020303398005,-6.049748397728307,-104.49465324674735
+7.448038013178875,-7.649712683650412,9.056510163814888,6.683778135336748,0.9530502556739706,3.5019852122101858,7.821569168153301,3.372122022156745,-8.06552690087728,8.002054500411422,-157.8419285877034
+5.3457058056484685,-1.2534214341325356,4.17500935447152,1.6003254718676585,1.2478487944273198,-9.577375219243612,-8.590665129824712,8.147503575187557,4.385400575218485,5.642455433550683,-68.05304751620125
+-7.179980982649852,-6.513175228403236,0.6189244219308443,7.3630476447883115,8.120863085083133,-4.895832418712336,-4.316828428081032,9.87228319039302,5.188997234537258,1.7986938151065979,-132.55361726618628
+-2.14532035107323,7.072785493705911,4.035937492571174,-5.227358170065671,1.79780657383257,2.9977375847176235,3.0920809216779244,-2.5003639610098594,7.475168498236339,7.167589850757812,-167.5568168756066
+9.785389836605685,7.776863055502559,8.251462720721134,3.974738553056163,2.681059398176544,8.5002323789527,8.366475122306742,-7.224133745569112,-4.434765314051532,0.6762011416898739,-95.333298046264
+-0.4456792911393559,-2.911181887032346,6.4351501743555435,7.501130108724756,-8.801282029283687,9.512294827488727,5.594489133225686,-8.03817234757527,-8.513169333362017,9.47779334960541,-45.48821492361948
+-3.888184224345166,8.343555814153483,9.278588170167527,-8.585981001157183,4.073258944962175,-9.027321622780875,2.2373741882392073,-1.6697281186835067,-7.81540931265039,-0.7909367329404127,106.9487403439026
+-1.0281920862249705,8.58887289260598,-8.500301291705963,-8.053620701462545,5.747215796014831,2.486833189554165,6.750650319325418,6.725224593648367,-8.75089488624788,-4.052299968472017,19.78087861548008
+0.8124514734008081,-0.29277530744159064,-2.2041454481997658,3.5375855038614534,1.2668715663803876,2.6293616480733095,-3.859480899588288,-4.502305528088679,1.9359222760031924,-7.425893681350164,93.70938632937089
+-2.9964368890782356,7.467262236281924,-0.15172237034664304,-6.187564405292257,5.215686657329166,6.079701863689133,-7.781278091757738,9.232111362645233,-5.616255732136704,-9.33624425440235,79.11659353357372
+-4.779723692319859,-3.814059560839902,3.190722431578783,8.631417518223266,7.143498289551545,-8.911137056374386,-7.732329135910991,-5.13716917977704,-6.250639557663174,5.669438550376462,83.73076285288639
+-8.894412506954021,-2.343848639871575,-6.874818349071767,9.491403353880427,6.19744172535243,7.0558981944405925,2.0946808976539,-4.913405693641004,6.972206352899455,-9.355295315388998,-18.345140626476127
+-2.079417312536589,6.835143711266911,9.769280141280285,-6.1732603647171835,0.20377097381012677,4.724338635716149,-6.683363086776661,-8.896143748787688,-2.4313230997684143,-3.358372531720939,130.2898397353215
+5.19932663757928,6.210320891413781,1.394003185628545,9.547625773844636,-7.399341925256595,4.098113384149968,2.0333990899496324,8.953496476631095,6.736435239874061,8.904020132139216,-279.10168290554725
+1.7781938736049852,1.7376156604077675,-6.53200036277644,8.79371425541919,-4.914666152208865,6.236971104866418,7.032050643542336,0.8576137635120218,4.142969020919656,-5.8749076697365705,-64.97233757485402
+-2.1866404861375077,-6.1778168753139955,-1.2238495877779876,-0.7066900184879832,6.3139065826578005,-1.9458532269915896,-6.976515407476336,3.3432641743393665,-2.7357185556537766,6.0826397333546005,-10.206511639155314
+4.316704808219778,-4.467574876971108,8.020630332045716,-8.376370820683407,1.8325505361206007,-9.011627117293294,-2.229638705541408,3.3557017253977772,4.9779748684358065,-9.057139367059378,96.14736189672801
+7.332683542786665,-9.4098394442736,0.9419041511425896,-4.15655182103476,0.45560861471690917,-4.278618419166724,6.959388955886244,6.674173505508712,4.422845413757351,-4.570186150208951,-44.07251060394761
+6.076577593543093,2.567709911111802,0.21892963593002746,0.9047865156584689,-0.6328854141553997,-0.6945068851137393,-7.09468355159917,-1.5504365151817545,-4.901701225434898,-7.551536466734912,177.63676056832887
+-9.300592806999692,6.701931905400871,-3.5669309347411926,-3.5559987905208112,9.000846195314857,-2.639763128680208,4.627488037845606,4.909388431610813,7.548384366722731,-0.2902029183954902,-141.54047865423223
+7.14597199109199,8.77931104889808,-2.953138556772137,-5.071622544337034,-2.4410286994210773,6.470826043510803,-3.095982940195874,-8.898074282487316,9.319832811681746,-1.9572668583720865,10.435018177030145
+8.553854453209052,-6.91627563212176,9.140411337429445,-6.529986623613699,0.3069285165195801,9.710489058163972,3.173737568492676,-5.144256614130249,9.765217417644763,0.3979001242882063,-125.41730638653286
+-4.286147722624394,4.029161627094209,9.324055390686755,-4.726105334907977,-2.222045139954678,0.7665073227060026,1.68840703413494,-8.667937588438717,-5.607827394364049,-7.3558950469284,178.57591249862426
+-4.510437431726595,-8.439147043184647,-2.432763130754705,-0.7082438711547123,7.401712741603865,-6.876304790432264,1.5284099105233406,-2.1920045257354825,-6.757916386321474,-9.834938775901323,205.68563131894484
+-4.045654593292762,3.0955596705134725,0.8535073448589614,-2.640272767695313,7.635337441966213,4.48303278963357,1.9503440647849102,-1.0656287159606248,6.387415155898815,2.711422769914873,-144.89543957485327
+6.361549274555278,0.25086679017260805,0.7414131137389246,-4.560642061222775,-3.8474831795018205,-6.392555327422171,2.143843288516163,4.080782724700141,0.47578539470978676,-0.5446213984136739,23.69128222984248
+7.180332682167762,-4.568791042753915,-4.706230053761917,-9.667564102704855,-1.3227476051708087,-9.139315983236397,-2.4293313395394955,8.738588013110764,2.655233459245989,-0.8904100432708173,51.89546944880938
+-1.696524379534461,-4.894630547664567,2.907266083363542,-9.500688854958085,5.653559848611387,-3.377652598327423,-4.432233555674547,-9.101622632698001,-7.905954035558615,2.6216793009503725,184.6808164748457
+-5.758550837121201,-5.86595696180451,-9.305636050766037,2.2606850465185535,-5.57073902295336,7.476791679053145,-2.5316700040986384,5.481354899667876,-6.860426828921633,-3.041192777760291,89.87528954564733
+-4.007567786023587,-4.17088989394188,-6.797541513351371,-7.874544799665859,-9.239690324620547,9.32943908149431,-6.197673359266346,-2.2940655529096587,-7.7223698124777655,5.542212467989045,134.14567724347452
+-2.568007678566049,-1.5164385094988897,-4.698093793252413,0.5631470425852059,0.9125827881924309,6.780978515702043,-0.16112845535169784,8.607414375585101,4.520875944811138,6.662124681781356,-199.03112486577692
+-8.57911950345833,-9.584004091832766,7.069830000659996,5.9711651231381735,1.9581287358315302,5.929479307676688,2.799123580801559,-5.557714116956576,4.2360297558386755,4.228009105931934,-114.56122170854445
+-0.6179244470290302,-2.931198178909371,-6.330716068065172,-2.8298006377275087,8.95137182608523,3.797817503581773,3.583332627567297,-9.892442576972567,-3.5161329282122322,3.23350135463089,26.366893456868926
+2.23825963931253,-6.761964901851947,8.787687200142098,-0.4574221060564665,-1.7387196371811253,4.603572629825223,-3.5328422156603634,-6.9291633995890844,1.8018314054773565,8.956081765710756,-55.290466406778584
+9.26525147687958,-9.369253625101672,4.1932532344825635,-2.7460862722105417,9.190790733136078,9.305286447743581,3.771306236352545,-8.498025659165888,4.1617706569262936,2.045269132514669,-107.40897816733684
+4.8679437761383575,5.635749266524613,6.513784041362404,2.95091391003355,4.378202368366231,4.094648569536816,-1.1800515689985147,1.7757587534143382,-9.283680612473109,-9.053778024084721,77.94278636609255
+-2.1758363759241606,-0.7871255718750092,1.6825752349156486,-9.326335970821232,4.558384563653308,4.331698539567814,5.730808985119447,-3.576375786028052,0.8391560016442123,8.595017976289604,-114.58419046717681
+-8.382268954265836,-1.7338681586828875,-1.9898479422246829,-3.0591251766287075,4.833034530145093,-8.070574588999879,-2.0559702552564496,1.102442787983735,6.90836034637613,-8.599030974642965,87.5795485798496
+9.664389331070735,6.965901075269176,-6.750387508964481,2.010044454338482,4.373571588184348,2.419883762086512,2.7875508749701217,-6.515650902621839,-9.524284428000131,6.111230458790777,13.629419256754105
+1.132159168422009,3.5498900449782655,0.7530449352196977,1.0786705094627225,0.0071407006458446,8.580551432940073,0.16113435034227575,9.662322205672467,-9.426622119987718,4.484282649069298,-101.97275969696557
+-8.531023320475121,4.306595054528708,-7.202078796628375,-4.202420273311134,8.76881236668613,-1.3646772389475093,6.89671076366444,9.704925276764813,1.0423464388225279,-4.364113228833977,-84.82184286569846
+-9.146837079843648,-0.3145143905543013,-4.133989684819889,4.852642550036741,-0.3491963125915132,-4.005353416646638,5.988260411735206,-5.466471742154964,-3.1571688083521665,8.003285360042243,-16.961093495827306
+-9.683156115414139,8.17399049010936,-6.108605949121695,-4.9227553484008535,0.958922337814152,-3.6279165349677744,2.062563567650042,-7.289250908983691,-5.823983824520543,6.554498269392209,82.85339900866951
+-5.236833226877495,-9.419239787583217,-6.702905444585543,-1.9741446839802679,-9.979922651399551,-4.786348640774132,4.884071774938112,-7.79744365605012,-8.859158890618104,-8.045992598819511,322.7675569010488
+0.858173413610892,-6.02349284450675,-8.993395055860525,-4.782157558871846,-0.2866810844027601,-9.431053619458625,-3.7992275602227554,-8.313481597330023,-3.0726776212225237,-9.83422843757391,338.433301424877
+0.8301824646706701,9.849879345199703,-3.785790670337541,9.799890957803205,-4.5602026076235695,7.980851408652483,-2.837915462347962,6.734349246434055,0.9603296504261727,-5.856416898981756,-53.929686946659785
+-3.601699801514988,-7.626206266148941,8.929524749439688,2.5381993294852268,-0.6744376192926427,5.324590148520838,6.47829642574856,-2.0040224089078684,5.394793013071697,7.035809912072684,-192.13745255065987
+-2.346817756309292,8.724060275630398,-5.763969417488193,-9.430185125214736,9.565366249412053,5.23909245984429,5.65804682871804,-4.371678605815605,-0.40968198766204056,4.805729781647294,-84.4558296105099
+3.0961378878613077,-0.5424611457347406,0.9333581394979684,-2.233673054750245,-8.258925219883471,-1.1785834621181435,3.0453760486518267,8.736167826914723,-3.5305450443479303,-5.6553758460437065,53.32763166237445
+0.17592431331487468,5.797719062721067,0.8982167734240831,8.130829303525966,-5.624215503409793,-9.23980796515095,5.859063822793917,0.7069951422237852,6.806445737394453,6.024503896456337,-128.89430074471764
+6.582150993049176,-8.787948699949828,-4.528488119211569,-9.539960485225263,-7.0578990475633185,-2.6876087105956348,-4.851558451002413,0.8710351364541769,-5.911898893738079,5.950577459981092,138.76710517933398
+8.062859875185408,-6.198033589913326,5.916548537231692,9.03293387407631,-8.655530097755811,0.9616991470923986,-1.9068808500864276,-2.5697451374190416,-1.6988534166030145,0.5710802929736492,34.69486851757534
+-9.853259976434414,-7.9127109987466415,3.881639812248332,-4.583851719457906,8.384452328323569,5.341524888314422,2.378133028742173,5.124596308023852,1.295945624186856,-4.368203268793485,-62.979614708782066
+4.83844911084959,-4.252448143063116,-7.604267752193696,7.239911098932259,3.362098470567325,4.887723133815758,3.71876713393406,-3.4453701272030957,-5.481372808198477,-5.1672035658562905,57.817542793923366
+2.326060547345792,-2.124048070939386,-4.202444862610026,-0.6963034922530387,6.488442924486719,-3.2991944110546134,8.045521691448712,-9.208749305892685,-9.40461732145343,6.448475860707625,44.78880986608012
+0.09584902495894942,4.8725901926377,2.44820500497837,-2.8452938025152186,2.8210220814781417,6.154335093131323,-6.421485802782652,7.122708332327798,5.8673869562332115,-0.3015186958871441,-115.70917742990903
+-2.265284791802189,6.286957662028964,3.241167864889587,-2.9070304911924416,-3.741617089239604,8.094372479275275,-5.473948596331473,6.431016623680987,3.0469380178977667,8.08117670636838,-156.48822192718183
+8.788754887384504,-7.621413089861129,9.641621298529099,7.935881838979901,3.051369725207471,6.964098080960834,-3.836920469380909,2.087120136889349,-3.7838556120422973,5.739850473461625,-121.0641518814097
+2.419255568345189,2.6541331131904844,3.751259304892276,-1.185585779884073,-3.2997790755449707,9.337564522793668,-4.848370530051504,-6.70730056663233,-0.6384795685913591,-8.736332236600198,130.30397050499107
+4.092883615913301,8.235745702141283,1.3500150743107553,-8.564856495725987,-3.833862307705187,-3.9859567019558395,1.454171530327646,-6.456986914593877,0.13235483148335003,2.9161576226970776,67.99069305747538
+-5.394446730334499,-1.4118211851603069,6.55667072648151,5.984576748263581,-6.274072615638399,2.4767260418226633,-6.153252880226303,7.799043108240358,-4.731807425812988,-8.589855271873146,93.55796518543723
+-8.069338470089793,-1.0528528024401496,-1.8683334080316882,7.633509305241713,6.371512572750271,4.018700334870509,2.6245265216819313,8.53287700567212,5.917242874144895,2.5934898893762015,-232.63728340797525
+-1.7318824542012634,2.282278910027722,-5.622167389534917,6.130253800031387,0.6338783284624672,6.8945497780618386,-7.630985479454607,-1.4661887754738712,6.519096926954953,6.964540814061733,-114.96972491481907
+-5.063776929700765,7.03314501389243,0.6510163720344075,-4.602769622215217,4.436863721667654,-0.30591290542428595,4.01929037735327,5.266349486761424,4.161562309328284,0.22717429038165315,-119.49542568619312
+6.488064080097411,2.9796707750815377,-3.8616584498380724,-4.783465265870738,-2.6597333972247394,-0.48948593597620826,-8.10042740065457,3.155092151194685,1.1920868460868106,7.114694826473482,-12.835224700718634
+4.20704962066109,-3.0169884127980895,-1.337505246570645,-2.3880212337467466,6.2035189430140125,-2.680183462474899,-9.231890652746449,9.991711550935285,5.655537207437278,-5.042765701550329,-11.4194102589007
+4.386073701722126,7.357042370942722,7.026330675490788,8.989943367604713,9.132827264427256,-6.6454713909885115,6.634858968035802,-5.298274154208123,-5.89937661887034,0.15462226031034865,-31.477684185628334
+-4.469933169391076,6.362813799504908,2.898310226718397,8.426613600751695,-5.521156008275621,-5.860830250160943,-8.814776076765519,8.32228471306744,-3.62560356140057,-9.826989685087039,140.87983025776782
+3.683127479334025,-1.7278032121547149,5.7762001600920465,9.428861691187425,1.535531890177888,3.703244700673629,5.939586002898071,-2.1561507887214204,3.3446360995607782,-9.746019405496359,-38.13566190003507
+-7.876374878500978,8.48711723196484,-3.376976259828768,-6.983838493753525,2.470429403211929,2.99448422912177,-1.5623330818480263,0.857591511906719,-1.6433901404895468,6.667143709506373,-45.54734068363898
+-7.582048243425142,1.6531024420946427,-7.640002448388463,-1.4138048207832998,-5.5915521292215775,1.7489394945860437,-9.134256502520357,4.2001625132513105,-2.611135516641925,-2.0928267823844804,128.61296822922972
+-3.0736354772428753,-6.475702055648364,-3.5728451420966434,0.9433221622836263,4.952157734770251,0.13544852238470018,-8.567302780684258,6.838259621032656,-3.417784011895433,8.406525000773652,-46.526719935335436
+-4.741578586881099,-9.794899826914968,-5.9114547385191285,2.4305513753511976,7.82072364616285,-1.735567475155928,-2.230517739342941,-6.661844727872328,1.8590188719881695,3.044425423011974,29.990205342629224
+-3.1113866511540533,-6.183528523801445,-0.9232492760049693,-4.1146510069450315,-9.707777746250219,-3.933531117763016,-2.7410883418169862,3.883504907667379,-2.5161386673515884,-3.091442665736448,151.0062979575213
+1.402391078674412,-6.778903856517107,3.0209439511025615,-2.353426079026555,-2.7731926275568397,-6.480161245245226,-3.887887487479136,6.30312832671687,4.72047769757552,-0.19267040810002412,5.393286763452094
+-9.42768206431952,-7.643626821264078,-6.871979309687227,7.532978804669446,-5.934999577382114,-0.8938231908047478,1.574255073229327,-9.741148935750562,4.953861928965693,-3.6461776502316234,112.84143932312976
+4.671370850705674,-0.5158974387091431,-4.2230945145557985,-4.848216148496363,6.181118636657863,4.863620744627644,-3.4597041916367077,-0.7986449079236824,-3.092974533672992,1.115688099019807,19.087815233507374
+-8.040439209043633,8.174302170638379,-5.755226884900411,9.319424710334754,-6.102729938296852,2.0329044809594743,-3.9936302869986084,5.1530341227665,-7.113936501824664,-9.879854032457267,142.97220948482024
+-9.177057404849764,-9.048083474877082,8.34623953721568,-6.557228493511003,4.603393239656777,2.0997232666236454,-0.10668845776174551,7.088969562252585,1.769819708855871,-3.2778478032295144,-43.4951972992873
+5.718474638353735,-5.648931115058482,7.754867508222151,-6.5861503320235055,6.471949797637302,6.253001105248681,-2.9211466333410274,-6.980758186143008,-5.636156117534467,0.04686347360987275,68.45022789137832
+-6.372609636715614,4.616048835823266,5.7851380791793865,-8.723439982304303,1.4352082057972915,3.4349350536565737,7.073486599807053,-3.8841095896313726,-9.828272873023236,7.738001568664517,-16.466598293404537
+4.407127809317066,-9.562606114550611,-2.4113339631309394,4.155085479781229,5.267893246603251,8.658810559975212,9.661858293024416,-4.8434451985379035,5.7297329272244335,4.2852425016549756,-192.98030317990404
+-4.509672030305554,-4.37194242906449,-0.3843448032055363,2.749003380020114,1.2842030988534692,-7.872451583166134,-5.743171230747599,-2.953764470786109,0.0274717442196315,-4.7469547448290434,159.49182310940202
+-6.760941620984504,-9.091366053586587,-8.738085327033783,-9.30639380857399,-1.4621796512895213,1.6883925198476257,2.120822515081211,0.4050807967757719,9.784233981205638,-1.8994959699321878,2.1868108041223593
+-7.461126981240849,6.726278143855781,3.510555029409246,5.765060968595257,-3.1274056358098368,-3.807108662879717,0.5940304379224859,-1.6580066485787226,-3.42767916424217,-7.8044528659152075,121.0684913683641
+9.196622217839042,9.275164938553154,-9.809915741471322,7.309129121997422,2.740427965756813,2.608301524198182,-3.776122153603385,-9.069036684369792,2.5664370625413913,7.503408643502656,-52.616519860814584
+5.573807404745404,-6.826434358353368,5.742205725536587,7.989394236990959,8.997513994928102,-8.9074224255835,-2.0017199957744736,5.982872449716701,-6.947835179098449,4.626856229230856,-46.08159160232697
+8.48652851058463,5.643196846709076,5.164533937318319,9.793019847447566,0.0841982452802581,7.0252706688036355,-7.824782527257915,7.887666514635638,3.484285127977904,4.871819093270371,-201.88857135522002
+-3.015811942382778,-0.5149706072111448,6.749974014242479,-5.253454757875038,-3.622307906821254,-4.268853405536371,5.261747770612724,-6.338251038451785,-9.015450451752482,3.183319816570984,114.57219554745248
+-3.286033935302992,5.012208446234272,7.5393470028518035,0.180946737105816,7.221183584873243,-0.03731681373636331,-5.876393695492698,-5.620728145422884,-8.862723995738818,-0.016829863183380755,104.14755701344988
+1.0006296272155502,-0.12861866435154745,-7.68059808665569,-1.0915538940305192,-7.698001367203828,7.449705233522557,-3.0740213449479814,8.112602106877734,-1.5274534911000481,7.470219116835799,-81.59700180426056
+-0.4072137280851118,-3.763102235179485,2.78494175523627,-9.450998682667691,3.981613124135126,7.190163074935478,-6.002407789582982,-6.964534093784611,-1.0222771495519978,8.669227419614149,-2.2359489195945237
+-2.380837350774081,4.946541729543695,-3.8870933825818077,8.459328645148394,1.681616079267656,-4.099203533103335,-7.283821135993904,-8.569971563338903,0.6276885957048872,-4.941717561988776,153.59195351868635
+2.364564571576895,-6.656429549874834,3.698890532735095,4.502272304762052,-7.007360848192478,9.928385427553753,5.468209716542473,8.384933803302113,-8.011172473310499,2.246403289964578,-95.39569156155876
+9.524318345791023,-5.505964888041433,0.20870729952319644,-0.44810381565035806,7.48355067726404,1.0152096622286866,-8.86029758567596,-0.03521347530759389,3.8182839696893356,1.614126569610026,-24.77825563100856
+2.44904479616858,-8.221425137957317,8.844686394237884,0.2973594530556811,8.467065960375189,-4.951166678193166,5.877839549303223,4.3793649561796695,9.70808807724113,-3.6204912974792047,-149.83185819391088
+-4.372997223871991,6.798154227427721,3.9691699270150282,9.54019484951936,2.6215776548515923,-2.8652696124041976,4.431720814002709,0.20444556988421958,4.921676651832787,4.213937541976545,-170.92133569161066
+1.6128014615686448,3.4119051636708497,2.9586613894936775,4.860235099866392,-2.342466556143208,3.9576592181271186,-1.735970393740791,-9.345804446015944,1.826867255492901,-2.9654037801173727,53.84232465077434
+-4.806322854884312,3.8100689145333777,7.663161419469002,-4.708330558224594,-5.724531893633802,7.471800006968989,-4.270410695968696,8.328581919452635,5.194819495468743,9.605297192737162,-199.03543854291186
+-7.535951151544989,-6.421468451439207,3.8524016517057347,9.459528464987825,-0.3670666535840672,-5.273996856291467,-6.567716649214239,-9.198411635653581,-1.2923414020584878,1.8629614791848392,120.33865314894231
+-4.563043387058146,-2.126398459808112,2.4599269646124067,8.999151468423705,-0.6140278474378724,-1.764625079108706,-0.22527750999919105,-4.16358209009185,-4.780808231818989,-7.005578925541862,131.1586577738643
+-2.1007929514177115,-2.9457556092588466,4.166041138524443,2.9161637556579634,9.325857060900141,0.9278170143383502,-6.936506164545435,-1.260019965915824,1.1943282170132785,9.68485958449282,-113.88918814632616
+-6.389620249360886,2.1497547750185775,9.303522008006999,-1.1814961115786882,4.06744520795465,3.023490104776656,-6.464771935904718,9.372951161133816,0.0520578800826943,0.15901940435520734,-88.4114596093802
+9.272960170995896,6.980462200212994,6.200562336175947,9.735019521146901,2.334681151655369,-7.599210919619126,6.732638640633841,-4.389862981339423,3.654381067027459,-7.118618044305853,-18.028693622166895
+0.4235520234694534,-2.165020354846512,-1.369488920756794,1.8639369299085695,5.481240931843187,-8.727594567676144,4.705278872585572,-7.0505133266186455,-6.294301600111696,-5.262323210739437,161.48665086911575
+1.6834736870989042,0.90339198679114,4.8564379713866135,8.515522426766424,-9.640369676436098,2.4493078676902824,0.12454185795369499,1.3204917670278205,8.32795629499367,-4.708987001778482,-54.35668284594265
+7.292388741912827,7.917680622944399,-0.6404284889962542,8.321033904480492,-7.309070486023352,-0.09246474463140197,-0.6047900914764526,-2.3499974596309348,-5.7211608270085845,-9.290242460000748,152.73581528323982
+4.0745093670171855,-6.665346472391418,-7.6842058765964705,1.6858677811305123,-7.409112740300383,0.8227165509914625,9.034595464291783,9.812827337897769,8.780578303847168,0.318634033133649,-162.47577595047895
+3.3032841444908723,2.1782163723874914,0.9738145457837977,-1.5648087337255734,7.631813601732924,-4.762015784739826,-3.3252524228968494,-4.4801244087854215,-0.39559473848886473,-7.639721744620616,129.09295840153507
+2.6233341361682827,2.5113120592846228,0.03288769731101038,-5.762845792529432,6.139468668764048,6.716156848181585,-4.878536080901603,-8.39548046869134,6.302285369985796,5.921924753946035,-66.35004201588475
+-6.834106326531608,8.587027749392265,-5.933418723322042,6.716586738457055,-8.011816980389472,-8.374295547079713,8.526216942983032,9.691989407770564,9.537140984403969,-4.412911086508247,-105.29387542044094
+-6.909361709243407,-8.17091417244261,-0.091939695856873,-3.0765465409648485,7.043935419874061,-8.954693505434685,1.6748234160651365,-5.653072127058653,-1.1677960433047185,4.760580177554521,53.80183004242179
+6.004535499624395,1.3728398669442443,4.040960225325339,7.828465582412307,-4.198027459679825,-4.500221519905761,-3.162715763475452,-6.4468918029485955,-0.4189973428371263,-5.330207586534388,129.279168731218
+-9.146808134363472,5.58658142213623,3.901834185452664,5.387951866889793,5.180153935609992,-0.002365213253623377,-0.013462787359448392,-2.578359882117931,-3.7261154558612186,-7.196663683920395,68.8902937231832
+-6.273252855437166,-1.8294597692219794,-6.481345180313145,-4.7212885690369895,-9.412206367535562,1.7426832665345349,-4.840093706179822,7.460721477586974,-9.543928536182978,4.600790296914541,103.10334666402014
+0.1869191962849448,3.7502518672318708,9.97458773385111,5.7059344875232405,-5.718329886149746,4.597783938775997,-9.231146371820094,6.012270494615888,-2.8246928774964553,-7.861863019607216,65.18819230101704
+5.385817048017641,-7.118514325212313,-3.5563610233970744,6.407878868940484,-7.6562653142433446,2.065604605196232,5.8536590582245935,4.208005045502643,1.725781000491493,-1.220628627815632,-54.95530523597847
+8.013990624578547,-8.668766566577215,-2.069430849705307,-3.776273144262565,-5.530992579196054,1.9761139957228169,-3.63131858114758,2.783372984034367,-5.006642267762005,0.17478189494045893,95.63292388830374
+-5.797267260136318,-2.747296192196529,1.1609643575678597,6.086293906574454,1.9503891777670312,-3.4652961830345586,1.135901719951422,-1.5603582516692382,-5.133888662321173,2.0705995618986206,27.424033478572486
+-1.9220146639716118,7.589836580669919,-0.04085773485632105,0.3128161154364473,7.233944397324907,5.620511896884741,0.939922724960236,1.8305118480375993,-7.964245451864254,-8.285580821890722,52.27139060631625
+4.944448071792722,3.74699057480838,-8.648449966085234,3.6745781252257093,0.2571710715471398,-7.723274328488133,2.407548380859408,-3.1585045383011057,8.204901706958697,-1.6937019307475554,0.028490196035883653
+-3.8991215864759488,-8.335135789210927,-7.369668962881084,8.224706797258445,-3.1880198847108576,-6.026634229098875,8.082217222312977,4.270953171194886,7.663000908901676,-1.8007705484047487,-76.3874871519634
+8.574214394106587,-1.2765585835674198,8.777432811695345,3.5029616334067915,2.3722634718896485,7.095462785775455,1.5752636900621275,4.009621473482796,2.082350502375747,-5.146472270571534,-107.38996213875247
+-4.31741139142805,2.0886086299630846,-8.30746767750506,-3.1893124245462556,-6.273883407787619,-9.17166444966665,8.393721034649664,8.364986190037161,-7.488906356536102,5.463049931332346,15.56906149846099
+4.9062449982442535,7.273256221869766,-5.482492276436284,-4.652345624786949,0.08486670363652804,0.017974976976604662,8.883113071750655,-2.010829902563418,-7.026771757805004,0.28807354548201936,33.5371847768838
+-9.234326618875826,7.968144769759724,-7.657102094912354,-1.9705010161674563,-4.419873919562587,0.6555269649524575,2.410428472621713,1.2793223741011062,-7.188112134827714,2.407088587502546,58.09589333112001
+1.7787148857335122,-2.192602916148436,4.64926928790555,-8.138101865174756,3.5681208014020593,6.004203085179684,7.457275692159728,2.1683537204590286,-0.8050733163845059,5.070166661291273,-141.70467881451177
+-8.128552220323638,7.133752755791665,7.298573068550834,-2.3799665236401935,9.472808411345923,-4.8187207404656185,4.183320679159803,-7.19803621469548,3.7019534808232923,-6.967081347639121,31.469827924580684
+4.162999307443338,8.732792501835895,-5.989339794794515,-5.262944984701122,1.1215689508890758,7.859297969712717,8.029303442969917,-3.3545901377350895,9.921989720107259,8.254327614343687,-233.5973703900264
+9.004361834984586,7.45263735451635,-2.9699558679083626,-1.5787780907676163,-6.928098287240294,9.70195632133784,8.680329205410837,9.160532707938497,-4.698203729403055,2.0324209568358187,-140.95434268715402
+7.087927752731544,4.320671224651235,6.368034127319828,7.336249558356922,-0.8551226857232552,8.020107134542286,9.335345921726946,-2.7552990951915257,-0.8050910093172514,1.099315918916679,-151.91022814747237
+-9.366979556725417,-6.424336108151866,-9.438167141695626,8.544781639000817,-2.4209008911976304,-5.793006605533821,9.354042481020501,-2.603838757213466,-0.6400256262030157,-3.6808435773850245,64.64736282040307
+7.816767721173148,-2.332768021571221,2.9672179821200473,6.870106183852789,-5.591597022899073,1.0234823565110918,0.5134763138774678,7.797470853226775,-9.397032415879341,-1.241023615445791,17.541263617120297
+2.3974895522375195,3.9622168683062364,-0.8545803045199651,4.512546472079926,9.79955874935361,-8.193887786432427,9.744027497014823,5.933526281049442,-1.5630547523910798,1.0360234072737584,-133.8311118784025
+3.931058040835116,6.957464337525261,-2.3712628355207643,2.6001935678201193,7.10486650826776,6.855676131660164,0.45924734340915485,-4.369276243167213,2.3464269583651265,-2.151238421531285,-62.6122045229346
+-4.903534038413078,6.618493844785824,3.1995743176546876,5.1119206515650735,6.442434203958789,-7.559745534032656,9.548009033503913,-0.9655362992938521,-5.790390744739016,-1.0075795227043205,-18.62122922675509
+7.082321696109726,-7.944640629365189,-5.011266670551788,1.490571274014909,4.0667328028131555,-3.4718683660099114,-1.1430679441320946,2.491121031772705,-4.661120994292844,-7.321183244147651,125.04169249751408
+-2.2442099364983115,-9.916029149524277,3.304430253243278,5.62236547277587,3.8552089927212507,8.575967477457514,-6.947859037018329,-2.4599647644847455,2.4368419110501804,-9.390273126726989,63.462822161893705
+-7.0528092873542665,7.597553527130598,1.2211818170200717,-1.9110427646762185,0.4033937509456753,8.629999877210361,-3.6934962894908208,9.963528712242248,-3.195648543231806,-7.068550944431662,-8.910291494235507
+6.296119644425959,6.245605571940351,-6.639271306606971,-4.9017527069122435,3.8377908475138,1.8334723520008,-7.95012306404481,4.962321043595194,-3.303664087190419,4.776041396682511,-8.150202370866221
+4.8734692782955324,-2.422584994300685,1.378666360419385,2.0578886328602364,4.8480055209099016,-8.606441874513273,7.871903489647051,-3.0308265518132016,-5.360873662972154,-2.7543614294061136,63.21248307803307
+7.106495252261949,-3.5929195705548356,-1.4433743150365452,5.0019220376610285,6.1638164641704885,-7.407605114567401,-4.694358191325023,5.104146019448117,-0.40037637382603686,5.493315008987388,-58.43865999101514
+-0.29775348929014234,-9.206989074752329,-4.109415490665493,9.644986979650659,-5.931843596146596,0.9017996159323505,-1.2046382258425292,1.0250257516816697,2.8750097388842377,7.618278855555481,-81.41167217151813
+-1.982387920578188,8.90402542577084,-0.4068561214614186,-9.323985893239445,-3.91926678217257,-5.74473713635459,1.901023012350993,-3.1141665695264154,-0.7765274530613997,7.045315928188427,27.806810422468317
+-2.1374262256059584,1.793698802466135,1.8764408270284338,7.536258686372892,4.1634388697374,8.124082410923476,-5.403813673700353,-3.7042420250859354,-5.793251087967326,-9.308986080577206,109.55450661457827
+-6.955341274819544,-9.343585954598431,7.449368906621078,-8.851359309419058,2.6929137299244688,-1.501235530735232,9.184252841164334,2.0791307831065398,-6.082796013731588,1.3905026397039966,-2.5217013422531345
+8.391532302226697,5.062408349509302,-0.6158754978470049,7.78927089085464,0.19164958397606124,8.643959630183737,-2.510581134072185,-4.556344276447623,3.8805606403031834,9.769014223297921,-176.14898223787395
+-5.050327854928971,-8.482939285888161,6.756679666911339,8.38315823935506,-9.280320834037708,4.552264950157006,-4.180129358442784,4.848747831941839,8.146632772441997,-7.534311694453065,-16.1287629885376
+-2.6079153421007395,-7.285048300071699,-9.1584061264743,-2.2032353297558704,5.504346029675881,5.609516345682799,2.329254429609975,3.6110574441871512,9.838657613546964,5.731556759634611,-194.83665535362857
+-0.25881631304169206,-7.809746988122248,8.744721125389203,1.039666183681358,9.156691324796789,4.936654937555032,5.922874067566244,-6.151067778183707,-6.589882625104206,-4.365444547647403,23.81166674915716
+3.9869157838722957,-5.835506559737318,9.073616201448957,6.057809879448007,9.826114801182062,-5.421894588281626,9.951830941831547,-9.631409272375087,8.137232295034952,-1.1355086819647164,-110.95269350954825
+-9.078019429888782,-5.910053776024209,2.9498831863996444,-4.942869295919683,3.0035756735731667,0.5845850038216183,-6.145632268944572,-9.106933661033015,8.102755202249789,-9.447140426957796,154.32990734028775
+9.530702159331119,6.32056718615819,9.036969809221478,-2.822469728608703,-0.2796580805760951,8.288313907054544,1.7862367342054886,-8.318967744358446,-6.2415879633526945,7.191123052620592,-43.96306699220545
+7.431924036525932,0.8039477680852358,5.873303229270461,-8.995058400245497,6.26096465467225,5.997293373813227,7.567742357646869,0.3063092010257962,-4.280937688999982,6.506385605212404,-136.3657911530803
+4.064089369823611,-4.104808818826207,-1.1204688838170052,8.427102075197428,-0.5060898682877246,-1.240900679193988,6.65446708710747,-4.313449899703357,3.816471978110989,-3.061565640858066,-29.017365965641453
+8.155052824294506,-4.7174433217994665,-8.503975108831149,5.095533008760221,-5.838793794242189,7.219369279867673,5.46142760973964,5.126649793326528,-8.489180201416655,-5.845449490312009,50.60012029662516
+-6.522542687436466,0.6231850558796315,-1.9353251204170951,-5.883897919571524,0.14273270983027775,2.0073268158148005,5.772419732371468,5.906148921434527,1.4296683993357617,7.45156876610062,-149.41861437642658
+-0.9128479543718426,-5.472828732900867,-6.350017773571508,4.114804018388489,-7.3196699922546475,8.885657231836387,-7.60411273202608,9.401743008194423,1.7208195067610377,4.664013959467996,-82.519689379353
+5.125931575549401,9.366021284518219,5.315463326164336,-5.808686203123079,2.2211622612577386,5.234083166688171,-1.320239356562234,9.44473042713572,8.359675448886502,-8.306902410263081,-113.40368283448478
+-8.239662217643504,3.5850757588333515,-6.484621810201614,6.621752337857954,9.028190877030207,-5.279337120057656,8.684048593231438,9.725526235465882,9.844863160074091,-7.867805956605141,-165.60278131155198
+-3.8665441214481433,6.2418264061641215,-6.1827550629735795,-8.727237877882448,7.04960862086462,5.842182762744354,1.7654131826521424,9.234340990978735,-4.882602097725148,2.8098651934892005,-91.74559737315279
+8.313738803054102,5.105379981678584,4.308553364771375,-4.04978847277055,-9.586919424493487,4.266825464081496,-2.213298698546582,-1.8399677812944315,1.8337602259543084,5.64940363787777,-31.830460470920148
+-9.275212719228518,-1.8291355251508645,-6.824005511264488,3.0663651693426197,2.2882300568740166,-8.601433842270419,1.2394410463469607,1.7229850333113017,-7.530485512655654,-1.124920355360104,122.16633392473052
+-5.359137673921999,2.5539504676559233,-2.2991271503567856,-7.5263209264525806,9.697976763648985,2.7143476087388896,-5.373659545121383,5.36384381759345,-0.371818936477899,-5.199849817006951,25.328656484937202
+6.33994204275788,-8.797138208011424,-3.22404582196413,6.092321268544028,-2.5415863411732276,8.783159156594865,-2.86241858086979,8.557567646729858,0.5444007595442502,5.068598194870195,-143.55381011596032
+-2.5888282534858487,-0.7376585607541042,2.9276847162915676,-1.5536532627958377,1.7273157478956036,-5.7717449019159535,7.303428587194059,-1.3426165429049064,-0.8342403003280374,-0.41506653373209357,3.178808197094804
+6.332894371142908,6.961646573737756,1.579201296356365,-7.470697599414125,8.979321645429252,4.315796705037553,-7.091204691589532,6.1191312150704285,-8.940594720185187,3.4054350468493144,-14.734739860816964
+-6.225882714630853,-6.664633553306603,8.351646187650397,3.6566522875288165,-8.629720243090064,-3.8755710333353233,6.72353350344901,-4.019723807731279,-3.9085532233609688,0.25068323073202725,67.21122889956231
+-7.133317404673447,-4.3545021626491165,4.952502775105987,1.2370062306597807,2.730735030387055,-0.6644269142215253,6.068269216643762,-1.452678828817191,0.6639575316408242,3.3855453800252833,-80.9542267321542
+1.220741896604356,-2.205309329929308,0.5493020546614247,4.78391062249748,-2.5549994828880496,7.50311336963621,8.353355904955729,3.67041321932718,9.08854409431948,-0.6058634747552172,-209.70269972400806
+-8.119229500898633,1.0483687613691428,0.794949124576716,6.25708567069095,-3.839742734959777,0.2222431725077123,-9.722653590791015,-9.237537729940025,1.3945735476616505,5.826479003129075,71.26080096069413
+-9.480910864842805,5.048732080273934,9.147532845079624,3.4916976378506837,5.950776430443538,-0.15291991198994825,9.778546976487545,4.923541212053557,-9.194327560733953,-9.190690774055387,-0.44213594673925777
+-0.2707504997285337,3.5019535161445225,-5.735387616449399,3.5080573353765865,-4.220998429453573,-6.869461856059855,-6.858898741020365,-9.119314680115483,8.511039189262812,-2.9543209705575424,136.65918389768396
+-6.952187315711946,2.007261918504082,8.267175671589674,6.676900331789013,-0.6907575257843601,0.4214240738451558,-2.5292796516984906,7.850524206402456,8.378497052156925,3.668840391694732,-201.60676265434694
+-0.28771869409174755,5.757857042569253,9.832572647135398,0.29850155179770965,7.1627227870232435,-4.7819356972407885,1.9768874169975281,6.027080179131749,-1.6690137453856635,-1.4468848785126776,-78.6059896849756
+6.43334276377264,3.113390990002207,-2.9235820793665757,-1.402801386006891,4.693809165588354,-0.5682089729858109,9.07857863527056,3.6164460247552332,-7.219431564974976,9.317398975750681,-136.19407603307192
+5.6843856726181174,-9.527454764619565,2.646128966685193,-5.827654688089893,9.736448305128329,-4.001518285127002,-7.125587533072282,-6.862836421095846,8.244123799900272,4.4013256103195175,-5.65048402054887
+-4.034150561553044,-6.91158163480408,-7.0515159797313505,-2.1859031223023107,-0.39844864791746204,-4.689190481322383,-4.378658194508533,6.120897910715131,-1.4612024937254153,-0.9988155648019292,87.7261663686718
+-1.6540972016517075,-9.986153251957788,3.5108335835619764,-6.33339065917903,9.61129547841211,5.586160805844109,9.21296305630725,-2.832382209467481,-1.7858592502558968,7.583594731878172,-143.34183841904644
+-9.92373756750018,6.860407264108,0.04835521690090827,2.9282032248437484,-5.993338143050428,2.219031692063944,5.658994292867545,7.49939797103737,2.284884007837087,-4.831319796999045,-67.04513529411346
+7.71956492587652,-3.9542928729329763,-8.964542098102672,-2.08925542867918,7.355082750089046,-7.579318645668427,-4.3336601095207765,-2.1278477279171693,-2.3927029969328673,-6.532431701411056,182.16187173937382
+-1.8102517768239323,8.364538072915051,9.93231404742809,-4.327962191890933,1.3865983015600158,0.6599168845711056,3.803793007751479,5.256763862324158,2.5696090944231553,-2.251469294261683,-104.70105445841146
+1.0651288309346163,5.308415719215153,-1.6569787518105716,8.719979773757219,5.833647420712431,8.054491519001438,-5.7908874072530665,-7.365262633230403,6.455249479225271,7.648088048960187,-150.8797867878313
+-9.053696662215797,8.676350053304724,5.221634417635115,-6.963811138167757,8.40128939453416,7.871341614900789,9.066259872124729,0.4465398890319361,4.613633125556042,9.547144508052625,-285.54936575565216
+7.817760500644589,-8.464336860182936,9.392125301477524,-9.359368246871849,3.329382803030503,2.9100931692278675,-2.906288684719456,-7.620759840066269,2.161336019782878,0.7043594335804815,42.52932384048667
+-4.443338697546418,0.6437339419450572,-8.129316420147747,2.7892170517528747,-9.134234216367972,-9.410590570033317,7.931907801979676,8.585717601887954,-5.271616147805145,-7.931633853629567,124.88841274850355
+-1.0340355895822384,-2.26481606436463,-3.740477353877505,2.3048353980311376,5.860090750209938,-0.0012388566911170074,9.772747681909891,-0.9494740837361948,6.140984181873447,0.17055037875257195,-135.45923633555716
+2.3311129203078584,2.28505772812567,8.624960681970126,-4.0881622308977565,5.417352751032993,-7.59211042295084,4.597108411867616,2.079628621475249,-0.12567376142675668,1.6446482003807295,-58.95887652644579
+-5.682744594872469,-3.9504640035023297,5.509369487781896,-4.986863179936744,4.102739419454727,-5.9522976834529295,9.884615056184485,-0.6450219229126808,1.787912601829429,-3.1178867786396824,-12.75016054340661
+-2.0918981589448826,8.948362763596682,-7.047100169853799,-6.358686122150341,-0.09735867975292356,4.050930387196406,-2.831102701214212,5.198687607296395,0.9094134777197405,0.6746396380465747,-25.834460817812
+4.633664800126411,-0.9014447071895826,8.60961944505754,-5.641746445612396,-1.1241665014213331,-0.28426774105791086,6.691908845736241,0.12886197857699955,4.476784376561998,0.3212815532863855,-87.00811815140055
+-9.970722143893443,9.736140974689988,-8.805136982610192,8.181564381150658,-4.5501322692485875,6.7604531738763125,-8.325754218125471,5.990919744568803,-9.807056792845746,4.304521957132974,25.466562468205044
+4.381724246080278,0.20028945941403808,5.0521020818815865,9.703567207904555,-6.578213911146102,-5.925265770048435,1.3568874890542393,-9.649446617018425,7.582453435412866,-7.867022705771638,91.13278217736618
+-6.488361364209581,7.420679517576893,4.758754347753049,-0.4631133084710548,5.631138094688906,6.5850141667218764,4.330618731904012,-6.071097225091082,1.6787405808966516,1.9014738603681702,-101.30486144250061
+7.730178973319801,7.0851547717179315,-5.823827969303141,0.928300597046483,2.6854938792046945,-2.90719362848332,1.3592302200057027,1.2548444781681134,9.843944407175913,9.409860064033522,-202.70816960436358
+-1.1285840671325142,-8.937386360505124,-0.7542185486088893,-8.324966928675048,-8.452075883471643,1.5968073107248282,0.7726702819321374,-9.248778046416557,-3.5253653076231117,5.723734010187275,134.98915855467277
+5.420759831556441,-3.0245473196575,-7.557887108100072,5.711909796430157,5.12953026673399,-0.814388876415153,-8.108979283714262,-7.7669077536648885,0.2256338766613064,-6.609481851229331,165.92626589247956
+-5.940690757696306,-5.846163400417694,7.1949527094009085,-9.991772476351032,-0.49050971546548583,-9.420036627082355,2.728277167255848,-1.9687330112175694,1.0721322709886172,-8.690178348166704,171.99371102853013
+-5.752520381365509,-3.3514919246723585,-4.373342407029838,-6.626783039143103,-8.292644359734236,-4.315988513715176,-4.71833991844262,-2.0410076485845208,9.088972096060044,-0.62342622247193,95.33587988151052
+-1.9029922774914665,-4.785977858008684,-9.303402444321307,2.5894319870368143,6.706410049388611,-3.8436024808234825,-6.023330663810924,6.904481324628766,8.238568896035666,8.8498887939584,-153.66812346589677
+7.976072105601711,5.229312313084553,1.8086179036463501,8.755781883158061,-1.0656352941167024,2.6047552974113453,-6.828441714058451,-9.924591909057545,6.273262849087979,4.074653943907802,-36.25598874012697
+3.4190988493430097,6.589114419528825,4.394855585773221,6.921843930499783,0.1739850902873985,6.380260208697603,-4.128563948602871,6.574332230221367,-4.892185507718776,8.854124962080334,-162.37575148512863
+-7.471892206752447,8.81146953116593,0.10017405518543354,-4.350267606651787,-9.047179161954178,0.3350643049310098,-8.610146219568527,-6.514191186291047,1.4770413067733124,-1.566589999250858,167.93479868439255
+5.261011543803054,9.018442181622166,8.406958707373843,9.06944155602918,7.3250767657729305,-2.6733670325960723,-5.169150460254485,-4.054163178444716,0.2146644878187054,4.556045912612157,-81.14444433289304
+9.660451876686833,4.6232815360207,9.52621583309143,-8.89720992107389,-8.34038493323642,-3.6571362261515006,-4.843639862424329,-6.397412742769832,-2.1616584278063566,9.655785450780423,63.87280034877791
+-4.737812171546214,9.395834996797714,2.1970171446775555,7.5710177904247296,-9.233041415803932,-9.487690621141292,-5.6521097280660415,-9.689125294515463,6.441260190048899,-8.28940224933562,196.91027063359536
+6.48139785202728,8.060616026533285,-7.991104038863963,4.806175397029335,-5.474088631998237,9.168413314517437,9.831586477635604,-6.6778568647557845,7.2825634158831924,4.797052689489569,-172.28181528579876
+-5.049982032259079,1.8012679526683173,-8.216876379289495,-6.370352743401733,-7.091275422220244,3.9720629054783863,-9.232296610824216,4.677383634608456,-5.258002204384084,-1.6162791258833398,157.32744002449533
+9.28959674054354,6.7283380628215195,6.795622430483923,-2.844607768121863,-1.8968061101822054,4.70346590172108,-3.444350869675741,3.906371346383517,-8.203134337975149,-5.119454264551653,70.61910895211527
+-0.9694127284350595,-1.9192521802400564,4.380153485724256,-2.599718406188569,9.53726067477336,-9.332529247129946,9.39133441856163,-0.9979450016038927,-3.4177913553919526,-3.4609841610695335,21.420804291503813
+6.023329377101243,-6.862580305808881,7.501555146876426,2.1000248403475408,-5.769664134715935,2.88989918672238,2.388040233601756,9.603291033630793,-8.799176886579104,-5.379134959877446,31.137450645668626
+9.667365151469552,-1.8939633666675548,-6.929779815825226,1.8043538469130493,-0.26705231144878994,9.342170689861186,2.010893203598574,6.408576601003391,3.655804937584448,-0.07211351541871913,-141.56209018062032
+-1.6364595146583194,-3.5673550967373746,0.9172230825286953,-5.76074720341208,-6.847059542612232,-3.1171955559195053,8.082042212690466,5.4350615129799795,-0.8536688618885724,-7.971858217324426,71.55250785057815
+4.122549482536188,3.65311830867294,-3.0298654723075114,0.04732006487388807,9.727868695100128,-0.2034882657051984,-0.6892534525941607,-1.5562281834221747,3.7093828942109996,5.303515106274375,-115.86123252972315
+-5.731499221710217,-5.662187615845003,0.5116419373243497,9.765916512631495,-7.159907449880785,9.177211349777089,-2.352374118533973,2.3325750931817413,4.295725166452873,-3.694095054454385,-43.14560576318159
+2.0221382343297,-1.0190233789555325,-5.760817599834134,9.343018463054054,-6.193177618293442,9.73416634409636,-0.4782100299749681,0.27257601994453706,-1.4102982412159792,-3.9725080813402847,10.222260426503121
+2.958307381429919,-8.147916966903047,4.576587304902519,-4.166372703836467,8.115464657976482,-0.5229576351842358,9.410359953051813,-6.23306529745987,6.655553104611265,-1.8157587273489484,-74.6899485206114
+5.54141943523849,-1.7075448344693256,-0.9207848940348828,8.525945743986625,8.18148149572137,9.31001215549393,-1.01486007152628,4.529607859473024,-2.092044577060117,-2.2699641575386287,-114.19301065986068
+-8.499773901768757,6.935228877046578,-8.820096070977359,-2.962615712690704,-8.398719626647775,-7.0582287244394415,0.2766210057319274,3.656772994791071,2.721060182262689,7.516446552264213,-9.900753997292846
+2.313233024861201,5.325922501500118,2.7777271831359696,6.1766819331238825,5.216746473698688,-3.9266792058941813,-7.653706861672893,4.181680085253481,-9.59541611324842,3.7380417467557447,22.908827631638815
+-8.947104900378058,0.2519194142479697,-9.779546594766046,8.280673312278772,-6.4162591734889585,3.108770858138752,2.314510886501373,4.574937854574328,-0.9606548432387041,-8.008200922560407,56.14147943504776
+3.4812250240639298,7.295676547715651,-3.2152588544426286,-3.805269488298191,8.1217333673439,5.013128266750804,9.150438361578912,-1.4558153544084695,-5.1962051607449595,6.637388928232086,-132.66139070747298
+-1.5095924299015073,-1.3252540862095707,0.2635937549516565,5.8130943378646815,6.41581606734513,6.3169415620798475,-0.30924021611840047,1.430270137195535,-4.064637520673228,-6.174775022880268,3.3816954680644744
+-0.13818662777769442,0.5928234375313135,2.3100662889574175,-2.8441487672036847,6.278909287719799,1.089884183495342,6.285293015458415,9.614405975137334,7.4214255283055035,-8.333550481173438,-136.03764806202219
+-8.336651328231579,4.467063158826834,0.7738447721950847,-5.277986245366931,8.81629463157912,-4.561842293065938,-6.157966685129153,-4.198612775932626,0.5257006093532657,6.964765189545952,7.960651411034515
+-3.058508107505482,-9.916149402054819,-5.225895234766764,-4.1880765665405795,-9.257253358867919,-6.9344593448386505,6.804850417113084,0.44737242468073646,3.2918160656810236,1.224210110279138,53.339794347926954
+-5.347208280904871,0.10830823664288447,9.58169281697117,-2.6350135481001935,-7.60456138698077,7.045764742655665,-8.457728312017723,3.927980941399969,-9.965006602310972,-2.7591180367311763,131.01225336280748
+5.194777109996753,2.219822950342556,4.5531922653547685,-0.665148068898731,-5.047355689418829,-7.543165188164227,-3.960173067857753,-2.8507140801176867,1.9934928657486761,7.121651386622756,14.60739546039116
+-4.348071937369138,-5.540708043039146,-6.160980376252592,-0.4862115768812614,6.255161716448276,3.2182906534708033,9.979228937113485,3.053224739983038,7.0526423201289345,4.782714982073024,-216.81913345496656
+3.8982102007451136,-5.5516121460656365,6.183655596780695,-8.361534848543826,7.314102117120392,4.352732705308591,9.85027904568957,-6.8710669664591,8.103453396613956,-6.072519386383668,-63.28583018485016
+-4.770604987206159,9.522608383465696,2.759863118553194,8.711956956292276,2.4432454312436858,-1.0429821656540161,-9.01582616538959,-3.868377544141166,2.5898011124080655,-6.541715901492027,77.22264825363992
+2.81841181638385,-1.4319168664745363,9.39577348161069,-2.1140661547795347,-1.9851212300475374,7.997582312113389,7.932980113106645,8.929615151379817,4.1642008749301995,-1.2072794081567695,-206.71033901587933
+-4.198091810832791,2.2731192566033864,-3.3551499269521856,2.3298610555144106,-9.879733508954027,-9.34430560099569,-3.007134401071001,3.5969287765392988,9.4371011356336,-5.021354382666563,67.29162832742864
+4.576615660661445,-6.867439134530597,-1.24418338939716,-2.3139684769011537,0.4167074387041958,5.116144118935095,3.143410486056375,-4.9562569484830155,4.979086937298913,4.589630761063561,-79.54693934987557
+8.332717754312874,2.3844438037406968,-8.65546711141169,-0.7259220671163069,-8.680151453244612,-9.247377519035588,-3.061912638266484,-0.8169424420984295,1.2422312045863548,9.611711699279171,38.0880758566022
+4.860973870301488,-9.068789218616985,3.2904587447547406,-6.566475552629171,0.03051148145850835,6.804855281769891,-2.314711197954402,-9.11836061424899,-3.5693206734906635,0.8257854573210888,105.46583762312396
+1.0683472342828138,-9.188739546766001,3.5682165194865134,7.433090433544027,6.351048101671544,-6.491982968570824,3.202703687358004,5.313006736341563,-3.021238467446483,8.192124131944672,-132.1538428288035
+0.8177732921224679,-3.372735340596691,3.5152252401019024,-9.248725270018896,9.583005635243948,1.2102952287795254,3.303808744523471,-7.184527730832038,2.785714534518011,-8.515479497696298,75.09385193287461
+8.029490604421955,7.74749935819842,8.158272343989681,-5.406085456231928,-6.215923936839351,8.28376255613551,-2.6967138734116913,-1.730231641086224,3.284272205432983,5.059689845129885,-88.70103283642271
+6.038280051063618,7.128195768504515,-7.04869256683291,-2.3769083287078585,-8.322128939946623,4.429797005192764,2.7157907702818185,8.196188010965189,-7.439063532906887,8.420112999385887,-73.89814977346899
+-5.4173957650976945,2.3532937724161473,9.876872705308271,-6.963261017480448,-4.755837747199456,-9.621659852193897,-2.280591560236227,-2.4275063501467176,-3.4570011234430797,2.58810449100372,125.26370392805292
+-4.412260724450247,-7.308101585116463,3.5588244609310427,5.248900531841989,2.989056597784092,-3.3690840400939925,5.536602145780199,-5.403255762738013,-6.1485900730268845,-8.06876481645606,136.511331136991
+-1.9960643811021872,4.138456116518419,-1.3327927642133952,9.398107727326563,-5.5202323591808184,-3.0187367376078766,-3.055528427443872,9.199738213469486,1.917410193933362,-5.418288414557503,-6.620687959366415
+-0.07352349236053435,2.2886628931891084,-8.898799412751547,0.7453186905337028,8.522308592711962,9.981591354652279,1.4299678420440975,-8.750259265057492,-0.9885183677390286,-2.906926506902441,17.846457552245518
+8.02213493076989,-4.743653244925932,4.454951922536415,7.884398773632679,-3.578149713910772,8.472121580944062,6.051967551443287,-4.283089216885914,1.9662851574425755,-9.076800183318905,-6.944576054137329
+-5.838514750909363,-3.83917338210523,7.402047053275444,2.190514611330552,-7.2839521118784045,5.022385436732126,-6.161959225718445,1.4944704694587818,-1.2503440265574661,-9.892026641235747,133.88418216289162
+9.492764395067725,2.638224034938652,1.1637083671924398,5.840229787888567,-2.1554592411212403,-1.9124461668341253,2.9659951691655317,3.4467853381181457,-6.224540755990469,9.186854413473453,-100.07579271110264
+8.633041878959112,-9.272240112672565,3.191393829603728,1.2145077408928007,-7.948438702296037,-5.63731801501979,-0.5099920766799815,6.852939557961914,1.4147261209462414,-6.802839029152188,76.61493388244712
+-8.038676237257814,2.2028219980377584,3.0627198913606346,2.831284417955966,3.0224143989678365,-5.95701285790893,-0.19298414012213438,4.525245029701064,8.181074364659464,-7.056786783428494,-29.98140966036176
+-8.846251876187612,7.339013883469365,1.187384891756662,1.0641245931061905,4.421455716915162,-3.6240400827394748,-5.587014162879596,-1.28739928176141,2.107548692392469,-9.055836985232075,109.91140250973001
+-0.30205391846353846,-1.3359206276564728,-9.85943304342608,0.9950083064637361,-0.9952432829099367,-3.3799125342353564,-3.7218901204794297,-3.9997745625950465,4.1197273637267084,7.019548819711585,7.390154153879576
+-4.711672999481,6.999426513902449,8.826582870906684,-1.8731393516954586,-3.562319267871308,-2.6810330010249994,-0.24673779478751934,4.567494496355476,-0.3251173276058861,-8.13097954178521,58.2731637317198
+-7.896517418785169,-7.310461455627635,-6.154495094375556,8.015191689084393,-8.84227840687103,5.79727496612726,-9.183251228769624,-8.620732004224099,-9.192953529929797,5.476558078183689,183.21381252608995
+-4.598812577114952,-5.059177244736879,7.011178823935742,-0.3667198671837668,-5.706795754551191,-0.5841443795251311,-1.2660540718779467,-0.9006695095974027,0.744295972574951,2.4755616749873477,14.928797291547678
+4.939560563164822,2.642919397189749,-9.8023922209351,-2.229363300608891,5.458408203114136,-3.9591264611106314,1.6939467354086024,3.1755076401452764,-6.164081226544096,5.781607212079598,-11.209977350162397
+4.930377523150609,5.503230461567483,7.122413078142539,6.111448939660824,4.829565785572287,-9.917089446154462,-6.595373970152856,-9.195695311127585,-6.313605096889042,-2.5329278920729714,178.5295377352093
+1.1125396115972053,-1.4582717596630324,0.9322939788803319,-9.75143712587496,-8.475625950722826,7.770179928964156,-9.789065050929445,-4.0920720769957475,-8.600970403742611,-5.800617694007619,273.8318916713697
+3.155207180404076,-6.597713790292994,6.534775753076401,-0.5785400888549086,2.6401334625900486,-9.090784225713639,1.3105005153775484,8.81538080007971,-2.521515252893176,-1.674293383677934,-2.7093410879957442
+9.825032320601778,4.433506546482093,0.6034768374671096,-9.914790363436834,7.512542670371398,3.4742111639894047,-0.48036713914994644,-3.402854859125608,-8.418261808143523,9.063741872694601,-21.750034328560197
+-7.080464636638883,-9.727813889208878,-9.234405894272825,1.2148239289050355,-9.194726736074117,-1.491073289524829,2.0241214010798636,-5.2880248784458495,-1.0257804120614678,8.449262005554626,60.0179799606132
+1.46864319757392,-1.2503907870940112,5.832729978069631,-6.873466038137885,5.3154509399274,6.823141394857977,-8.981159496227418,9.581628460894011,-0.6798787216287683,5.08817945234644,-111.8334627159087
+2.2095962485441345,-8.552268788915944,-4.381995015080136,6.8495293093193155,-4.813833406726911,0.6031852927509274,1.6699786081117596,9.02073282072389,-4.532671573141808,-9.84331859163617,81.13210741696848
+6.124397347320382,-8.892326747220627,5.415100832829324,-8.70369622515642,7.097623063635357,-6.0783044367726,-9.24688067726362,6.42136328806985,-2.0249779537708545,-0.6618684716013079,73.04655248329509
+-0.04735744081653559,-0.034349722467255095,2.3600326641724,-2.001864260739765,-2.8259196084469496,7.45598687006606,-9.21020001398567,0.09947985485583288,7.2389454581525285,9.532362992454413,-123.40800315951893
+-8.859219407399543,8.877314103777527,-2.9278501862631034,-7.763538150399166,3.053281531003049,0.31748367358893415,8.220763244490394,3.0027445697926036,-9.041897437751228,-9.486770417411552,112.49328071168794
+-7.148534449461064,-7.51255020326369,3.625094697950686,6.180610153515655,9.831261785629486,9.916278151259688,8.015180916183011,1.7752368952047215,8.168799888012392,-1.1072390790166842,-250.88110394196278
+-1.816166685494227,5.135815079244763,5.989203758969999,2.962546996011619,-1.7384686666033744,8.250947069887772,0.09591390891215301,3.938020344764712,-7.138986686144477,-0.02762021814701976,-43.34480844219228
+6.514503253835125,-6.907785993500751,9.346220689650174,3.9837148208663953,6.119245948189745,-1.0986143183652364,5.706354184021163,-8.566913808853,1.195130023216333,-1.2860194815099102,-27.170663470965575
+0.27158951952877874,-4.169128105115569,-1.0396679899141748,7.6420365193333755,-9.75627839112478,-1.6230710833561846,6.172618712386071,-6.8716651324264895,5.77214960496099,-7.374463053582671,75.58908447264898
+4.926577344564458,3.2353054451652796,1.2056132043221024,0.46606863960010125,7.743361130074602,2.706178263426542,-1.5342676846836145,6.179931553062543,2.1486958245453036,-2.5391849054763527,-100.76976671391354
+-0.9847443211475482,-2.581775079286497,-3.0014892127373627,-9.012669658207704,0.512087631133753,4.002045095096873,-8.143677573160634,-6.956187124408868,7.8909013272645545,6.085004512832088,8.513582418668015
+-1.9248502735169493,-1.07257220041296,4.663365268906516,3.8012944715719987,-2.1157782096249544,2.6058901021017133,9.76621735233529,-0.0728459374871182,4.894084019379104,-6.887624978876728,-69.66475452060467
+-1.815840327831666,-8.55281973384259,8.961021425980851,4.514329372796171,-2.5701247919449233,4.729178918726797,-8.56483667405337,-0.6250952049357794,7.206414086303989,-5.083882113287794,13.043816834681003
+0.9745664106267338,-0.3911212454762669,0.44287207473711954,-5.5530992434193704,-7.341547018124876,-2.7049724451215784,-3.8406519227083957,-3.6477589929000476,-3.3629913562485148,3.7144742832307065,126.7779777370231
+3.408319453144484,-7.139964318544825,5.436713199243767,1.9479777943887555,-9.563519540813214,7.983020650766903,4.535431916849495,-5.473568833346456,1.0335788750544195,-0.2637752942501259,-4.79027250996877
+-2.9416406863689426,-3.781912430657457,-0.08423391246150214,-7.949554577125156,5.61511872971762,1.3309064114410463,0.6172678733056758,6.130760970601834,5.6262335136205355,-1.0825549772151333,-83.61533590838454
+-2.202516060724511,6.893209784415459,-6.540174751369028,-8.535935419568705,-0.40704820336823433,-4.745580770769246,-4.468511470262689,7.321315256915795,-0.579755389369323,-6.789425569770911,122.51070067847076
+-1.565401379286282,-1.077701946867713,-0.09065862515508005,-3.0980536269180736,-2.0196187750634453,8.074624768585732,-4.738242753091415,-7.875221543424233,-9.834320806196214,8.639143015737238,79.71228685346597
+-5.079936063263448,1.7152536538536167,-9.824006189443155,4.241928661016763,-1.0396179135737538,9.122006196037498,5.291376589295602,-1.4724218387815147,1.795082328931823,0.2687539563935215,-74.7809971036298
+-1.4526596684253512,2.875984096562232,-5.755108977412819,3.6255188604906063,0.5741900557421431,4.658147745633241,-4.667851825078431,-8.800499555028864,1.5884600132649318,5.590798305217777,3.8904797816625214
+-7.052955958497642,7.162595502217521,-6.770168400890999,-1.3040892139721216,6.685010613794418,1.468153620865118,3.5217689702464794,-6.063782107288052,-5.5388463399808385,1.34574917141429,40.212569977048304
+4.547483153970655,-6.103393867444362,-4.940283368694405,2.459308538090841,-5.200634629937301,4.268468540065033,3.4244037760464097,-7.242576056298611,3.750095018571009,-8.831961407347368,105.57599987136719
+9.829308763763498,-5.524631292415114,9.732713288529613,2.000532416521157,-7.3220978839270545,-5.58084013888696,4.694466493230056,2.1502166650033416,-1.4878088763055075,-3.125518611431819,32.85724802029875
+9.84893758234592,9.227651010057784,8.947004033142221,2.466309244350562,-3.452531688308018,5.171483585295988,6.190937817734143,-0.3600709128131996,0.1343465142655842,-9.419042825514303,-23.359261996271528
+6.83559134649294,-3.1253958061701126,1.234164055883964,-7.403902312872934,5.376886450856153,2.01551955670229,-4.070391856062412,2.101406813602391,-6.9748839009785835,4.990001370510788,13.861181996637077
+-9.053309051304407,8.7653378821819,0.718523651272851,-9.828303992069126,0.3287197567036504,5.504835277309974,9.35398615421324,6.385328614963221,6.243338502810644,8.559781591914737,-260.4605475429314
+-0.840530978277807,3.6970398603440513,-8.959549384156002,-7.697512657814903,-3.646203485314299,2.9540620095996273,-9.917294424816966,-0.4008682139605302,-4.056679281669653,6.742096671087574,96.33566922566847
+4.085217520955173,-0.463364033202156,0.06503514700959778,-7.48078803870921,-3.9778535103762147,4.2704771283484,7.3223696004246115,8.993845712604243,-4.334994469845668,-8.670710573903575,26.753992449898583
+-1.2697868719136984,-6.735931762955872,-5.874610266837424,7.571293132525265,-8.86483870753204,-7.050865059935596,4.927832614250565,-5.518724133788977,-1.577476456295972,-5.97839326029823,175.08287246826887
+-7.531521981932492,2.955576121163732,-9.518570712560873,-2.0137662510858423,-7.823812755686608,-9.327114671180697,2.7035524729419347,6.79012276365865,6.3005036915813655,3.455076365671834,-27.060519034320066
+-6.926533942710307,1.0419274855828387,5.202840922048835,-7.333329649255078,-1.511459088449112,-8.26192404004085,8.898764198910975,-0.13939348204416557,9.105633739081183,-6.050259385240846,-3.74678837168281
+2.9605134621677065,2.870814897374845,-3.5485782150500755,3.297851928763602,-1.4899061924395407,-1.0538772733523238,9.86754211403028,7.020830594131655,-3.6163221451408,-9.840077852985566,10.590589668499574
+-5.92676797422164,4.070636642497805,5.25921953552877,-1.150673301108236,6.758146677268626,0.027603559283924106,-6.258083037851085,-3.7414854330172997,-8.790380301286726,-0.27790731233404475,112.26476146225393
+-0.8065696705108238,-0.3760700613780821,-5.145714690100506,-5.399905186109713,-8.728570208750083,-0.7763532624311553,6.364902857921059,-3.5998526376907125,4.166117196999785,9.546531942613466,-58.71507771683202
+-9.661589406457885,-1.0028885218870087,-3.8857702225880097,-1.6886707543741286,-9.331301488877877,1.318797608296911,-2.2108546900497106,8.68686628566592,-3.3471955117563734,9.758994944509965,-49.08520445912482
+2.1025375711612626,-3.2789914310854873,2.5390815143322065,0.080332991587313,1.956986041604818,9.563255170938056,8.52050665455234,4.464667327489558,0.9225901102583212,1.683161946558911,-188.7874997045213
+-0.8201131251459048,1.9854793504254298,-9.971964496152319,-2.36565908675078,8.12318434862106,5.548688606127867,9.5173295829622,5.518807020097709,-6.527081885594015,-3.3058574682140818,-53.179570725385005
+0.11213087720754578,-9.661054048236801,-7.386187165330855,-3.0554162149268804,-6.298963477809436,-1.634046920812846,-4.452997181981697,5.398703451946501,0.2809643772299397,-4.115174948830235,124.98218041054237
+9.853318656696286,-0.316346119568085,1.889868258026357,2.0391668402652696,8.006128548023106,0.7559818069820912,-5.257910828268972,0.7047384525047806,4.035870285223925,7.368088118667826,-143.62884167820002
+4.918664528098056,-4.645694126990369,-4.6775605777347256,5.832537626948793,0.3625988909140232,-4.894565791083343,1.6390672964157904,-6.314704435075969,1.3239938290670539,0.9301578507827402,43.51690949261191
+-8.480893425565665,-7.699233556674465,5.144353911151274,-4.314069082023724,-4.0578276297066225,-3.473099158059927,6.582318926894373,6.594181534431492,5.635072407394648,5.178450705028432,-132.33236949752958
+8.145212736567895,2.8657673518376803,-9.153651327553254,-4.678865244539663,5.410993360801943,7.635239101620219,-1.2754555481570384,3.3660001735732936,6.939066070838466,-7.726316196516794,-39.78758161648175
+-6.596734985620771,-8.764944500468836,2.2965349782294786,7.31929782981545,-0.23332246590308303,8.728192349136352,5.706305790865853,3.353478520147719,-3.3681333778480904,-6.524899192365998,-31.106997771877552
+1.5747580797660476,-5.070669846239422,1.0420855722829292,8.684966444202296,2.8151830351183738,1.3675206107174787,-6.99681287962443,1.0397395012099708,1.7782913778825016,-4.525322219578132,21.422522650702255
+2.6845452789274327,7.340168633680539,8.828666315678582,9.457641087231634,7.35329076502974,-3.695032954514379,-0.6790643368912663,5.042781593943795,8.299265893668455,9.545206399793742,-298.4735245023203
+-7.101165122658966,8.975219705946047,5.104071143924678,8.629274940259766,-7.025903339598143,-3.7027001775285617,-9.829871210776382,-9.670903393522467,7.01964615440798,-6.243021672635754,146.0196695614043
+-4.3530997867543775,9.682892097479975,7.4162811845347925,7.697425204452399,-8.193160418677577,-1.631705042713547,6.224688746426377,6.614202288790436,-8.567877013272966,-4.634650915477674,14.115408968866289
+-3.19897285482436,-2.398941376871495,-8.61168092079626,-5.513422108358494,-5.324660339848339,6.065209902037932,9.730437566608241,8.07449385799837,-5.565723928961299,4.185108304699878,-75.5961196092796
+-0.540960381558897,0.5948145543291905,0.3705063967399558,1.6837433558274628,5.6799328340750215,8.890141808125167,7.89477222819845,6.806114075327536,7.975630038484018,6.296598897541155,-331.1785838477124
+0.767559775615827,-4.412360437971039,5.116747848490557,-8.515554709696897,-2.3734762034457724,5.651466911385459,6.011764731004607,-5.616659181497532,2.668317995953682,7.207478359561678,-85.67576358261053
+1.516037715041545,-8.760344023057156,-4.448033387087924,5.56457917137914,4.914994137372702,1.9906238047778446,-0.9721504482476084,3.9024777826642,0.5518203511413722,5.867389537766313,-114.22089843686904
+-4.8145047648099055,4.597391831792496,5.145957558542258,0.8212613247390199,7.52436969298425,5.829449340296351,-9.553139356965161,-5.8202484318103735,4.184954716759661,-7.580629005945649,59.37662719403882
+-9.519009604130037,1.1554769920752994,2.7804570105298865,-4.623446436459684,-5.402743582129752,7.485551110735658,-7.6524505550628374,-9.985359679982245,1.1506309010809668,9.02726237623402,35.35663951423371
+-7.179180663794689,-8.441487605869852,3.974518317592264,-6.573657405231799,-7.077271423784904,7.698989207071618,-4.003483582924645,6.06481730813877,-8.5435308612826,-7.501270718139892,163.0387513008968
+-8.822364257444615,2.5609374417911246,9.651320041784706,1.2391187942283532,5.698540731205945,1.3018735151474115,3.130825736957261,-3.7099465542299725,-9.729326392112647,-5.609340442047084,87.91509846238002
+-0.10877112670339972,-3.543368439592449,8.719723306171357,4.220759330669342,-0.8568236140150365,2.9712737062357286,5.14707108892029,-9.565422358842133,7.56728113308772,-7.452358046299374,1.2640300169191239
+9.138859170918082,0.7727572618107015,-6.274781293186111,-3.1876743744136626,-0.4337939887381337,3.5878591515768665,-5.557602835140583,5.20195639670405,-0.8567036003114881,7.305136809686495,-63.695044365606954
+3.541313588169759,2.2866019246980906,9.168537431846284,6.662528112236805,-6.025587996929231,-7.9296353439166145,-2.075450937971226,6.171325416884478,-7.3818274320694695,9.95019362451196,-48.798233643097234
+-4.579496044633364,8.435315671207462,-4.839013360998661,-1.4810959375211463,3.4661369778550455,6.956095164290572,6.772409153670331,8.60926222052435,-4.6561585356445505,7.101338956987355,-192.1551024613703
+-6.637801139408783,-8.296092860910424,-9.651053011919688,6.862364014955995,7.134108966764687,-2.983906629949906,7.190489730926672,-4.128974917401775,-7.442638063757261,8.61105676064453,-25.897746721457484
+6.956424055849273,4.47478889520204,-1.719771429652508,9.037269836388052,0.3382245405092865,-7.17788189759395,-2.351909291175913,-6.76125457776995,6.606985210087806,4.764034166412799,-39.34338258191211
+-6.816335565211517,-0.5737701520099381,2.598880568785269,-5.620091024579663,8.895265713385854,-9.060782179785834,2.6326632715396214,-9.438069041527617,-4.139414583226069,-7.952522459945424,209.82296117764966
+7.145050335688536,3.175580925261021,-9.815644669167378,-3.2731631827905794,2.5011260533844726,3.9712899869121365,2.2962093601758404,-0.0014327270007630233,-8.062572208713936,7.822175959513715,-25.222546490527364
+-4.146202304480009,5.158076220285121,6.8987865358712686,9.189499668806649,0.9967019795338516,-5.686414377733069,-4.721980418362497,1.2483302925717932,3.1439380516059146,-9.296046874845034,56.88569183411186
+1.2555257229885353,-3.4761137632778594,-3.8492068771144528,-7.9279933722772284,5.718616587019727,-9.192175661212538,-8.544504994036748,-9.260170016361982,0.4117665029026174,6.358135676965013,145.7040417490495
+-5.395437450008231,1.7794933365635934,-5.425340020578481,-2.701175983110906,-1.9066496330449523,-7.941021274266178,9.459233419114723,-4.9510499509690975,9.835346141403658,7.096513679690128,-95.41740165678969
+-3.6062811433856634,6.610937570607806,-6.815378638786647,3.1407335964810956,8.388072775567217,-4.327562011785924,4.033369376916134,1.1828257386496777,7.025796710135451,-7.804571364612649,-37.19164541142841
+-4.433697748784644,-9.284931956543742,-8.55014249908438,6.01076628319497,-7.906877431284167,9.553290819859955,6.02895009686269,-2.475399624518886,8.755514730332376,6.722984697204371,-157.4426447378987
+6.000043244635864,6.7945475791520815,3.2814615281141735,-4.617299551320615,0.7845925764014039,-7.765380654472349,3.4072225740806594,8.429736170108518,9.89126386199146,8.542352259379662,-230.47268057131998
+7.320018603402705,0.21803040186246792,-8.831835320182186,4.1654839318055,-2.862144578951853,7.253826656329254,-0.15375103338128637,3.6714636945981938,6.181000320238146,-7.188888194426086,-36.60159558464694
+-9.396762546063515,-7.443867114707238,9.568191394669048,3.3026811441228854,-4.178071238025152,-1.0473833351932238,7.12497891679579,-6.2635993908198095,3.57339409420091,-4.000796167229672,21.820775331570733
+9.929494376699521,2.5993841114853633,9.227746732303972,9.475193018401185,2.0722086364818626,-6.423881175042578,3.7713334252072905,9.807708351712286,-4.302033591099912,3.5427817023570474,-150.58957358104203
+4.4292357780823615,0.8183917780162808,1.6929373548869453,8.291397640625606,-9.738161379934542,-9.164690796118611,-7.729163040039881,0.29223415271426134,9.260768447641524,-0.4134345403249795,35.80813021247931
+-4.200183018151426,-1.1502441943458264,-1.0831506271388336,2.7258425480133575,-8.934873050309463,7.966156050953361,6.031647155920008,1.9102744742866906,0.6754930186672614,9.785042200610478,-161.55380509347953
+8.840285860295214,-5.015496624011176,3.0778538722432103,9.146809154267036,-6.184150551312875,0.9812983136656217,-9.01865891413321,-8.407839759798692,4.951035240843278,2.323454577779489,45.419419362793825
+-2.7915226240178703,1.9615999471185463,4.25601725119143,3.3502601132829635,-4.576180298050156,-3.0652111050175446,-6.202680069496209,2.337261837381912,9.950834791766033,3.0915856930402974,-78.01137491500768
+7.852930834203324,4.356946166307221,-1.4375694838257713,1.828275917856681,7.10536988874442,-8.138922606863368,-5.269806133156085,5.49175382993597,1.126878362619701,-3.372694076573104,14.177913911150831
+-6.237018103740621,2.557553264937924,-3.878295097094391,-3.5320101306476914,5.215886672838366,4.081357806200858,9.36064654195883,-9.452892459011492,-7.771275805582738,4.256573056422939,16.65720227964781
+4.459787199591332,-7.973784610521046,-0.6616896263473548,-8.722873607114492,-2.0400610398454377,-8.166657100867837,-4.551955004705324,6.275911981823102,2.3083364740989443,-4.714277709559893,119.22403295954986
+2.3338013124576196,6.3919579305964325,-5.534478990229803,6.195603281793172,6.7690184054313,0.6746160031441617,-1.6941141842975949,5.020414671816978,3.7473971951271245,-6.89488986515779,-50.58151457038913
+-3.709274029812064,3.9253810015613255,7.238916038277838,3.7995817212087735,-5.028827742726534,-6.543982444341845,-3.3909411413725787,7.448567982795402,9.202954858093415,-0.20064755326350214,-91.17622095689711
+5.559674316160422,9.785088704359918,0.18729363981276004,-7.879265385201024,-0.33855295136339114,7.457418061332821,-9.41890512486664,-0.31721027704305405,2.672024498908381,-6.574972038726779,76.69168195251974
+-9.633056080107487,2.481737662926744,4.095366076037788,1.3617678171748993,8.388439609806754,-3.7402088397687527,-8.402423136992345,6.628189665223781,-2.558925867218802,-3.4723728654549157,34.19010829643726
+-2.8722332516905813,5.836958582028147,-2.1640396367150383,-9.727240928280292,7.98819768738303,5.353855491543797,-4.162810010631408,-3.446048675572717,-6.105294462407351,6.7926081087671175,11.850661042669822
+2.2070305523524825,-3.2514026978912236,0.7087489828100035,4.334269620597341,7.564265787932598,7.670468122380663,1.618323701189599,3.5629303531279133,-8.724081505190824,-2.104988982329925,-36.57611305054209
+-7.243137208039075,-9.401262423864425,8.919434874415435,3.4810840243098706,-3.4218225336437924,8.224106374235058,-7.576398484806603,-1.463052112918637,-9.99917094933524,-3.8639534205270842,149.36460867607929
+9.085352462330455,7.188995958416506,8.631483778321362,1.1254909969281468,-4.136474215182795,8.304695363821972,-4.052711426200062,2.9548782367521986,-0.45075689153394993,6.340448117190752,-133.68113282028682
+-9.578729170928975,4.658992871905165,-7.292862609356867,0.23444830464002253,-0.11344488513147954,-7.37402626824518,8.800020611322578,-8.610230167097503,3.498626925553223,6.844945837584245,-22.608083109890767
+-0.5953999446034963,1.9363288684098312,5.698745737034363,-0.912763091873019,-0.43687258542208784,-5.739757636394113,-8.137277920462012,-0.06689741603202126,-6.994235069993982,-6.062552853524696,204.6253030010355
+2.105009533099136,2.0014248745817786,0.5581053310560202,8.016042187923613,-5.291255074622008,8.385643363167912,-7.27125620577257,0.2144129261538752,-0.6758678078169145,-0.15352186653281086,-2.463637671317188
+8.778244408820296,-1.128057474254931,0.7222367773458882,-6.901869898144901,-5.469682894319883,3.737308868871585,-1.462744086376544,1.5877457653671745,-6.401456660580531,-7.80550805190024,161.10002014936921
+4.924567323264208,-3.7700295978241116,-5.30894893477363,-3.824579017180918,5.058910704371129,6.677549381892236,8.963993510705514,-9.854650266849019,5.406946414306805,1.800237932233355,-78.7333050984915
+3.287704210948257,-7.264821228819067,-3.885590657487199,6.877032591502785,-4.172622408762743,9.60798375766302,9.400749827669427,8.353022002952708,-9.713726483066358,-7.3967389664637935,-8.504657129859018
+-8.651185400494771,4.356869334246866,-9.287176402992156,8.324434729318098,3.2489117152010216,4.4436267231966635,6.505756009933867,-0.2061710570739672,-4.570616626306638,-9.930746149950275,51.15719099308943
+-4.175775051807371,5.304439196902249,6.571577654740928,-0.6990831797862396,6.025176162760058,8.176428012904537,-1.7931984506992782,4.660900625445428,6.447679131136644,-2.148461265782826,-159.699473169732
+6.836856877572519,4.016076334007828,5.730659950852686,-6.330047952960967,-3.5905967735740707,3.9340723567537483,-7.897019794917533,-9.260828910578688,-0.06981650192190436,0.7690181628310544,114.02397988720438
+-6.454852331594017,-6.432820897990366,8.019074786669972,6.941055464090066,9.465805850639612,-9.743139251511687,1.005530300581916,3.7048245113106115,1.7669195504228496,2.401426271868694,-94.22794377921907
+-5.991852600450207,-1.7614197930002229,3.475081579181587,8.878533868196168,-2.550501719797651,-8.135041292764004,9.171962204192045,1.5647740654306852,5.09624019738167,1.5051570891736388,-108.21632638242117
+-8.210188272277135,6.090103527871731,1.5103174906700723,8.475266019240005,-9.831323680168262,9.860194531277394,-4.068191909792214,-9.93490310942152,8.571820665455954,-6.399199762878258,46.35160073803965
+0.9614939380336351,2.9790638084724175,3.734560557308486,-3.265079939439064,-0.29793499712797766,-9.671839875354266,5.656109399253372,-2.66844722372773,-1.9033171977544527,-9.629603440216387,152.5372500849076
+-7.203270237982022,-5.164202951930374,9.260782081982128,8.94157942146834,-3.8702882205840616,7.295068606156345,-7.613035583898045,-3.603560593594155,2.855526267481192,-2.3713305839505106,12.799599751119102
+-0.5791701426832874,-3.021148253329371,-1.1302427425399642,3.311434143315335,-6.112544232822524,-8.68981763502157,-3.4428113990642584,3.0066589823563405,-4.174151871901584,-7.352017342872177,193.07526980154282
+1.679055363065669,-8.756619746238455,-5.5472011656323446,-1.9169076826217912,-9.118367339710938,9.287741506146395,0.5923977021513793,9.410255319795823,-3.742528776758318,-5.238600095194559,40.265811986189355
+3.33202335985459,-4.745833519278058,-7.293660570984068,0.6787182309824091,-9.917281558886566,-4.088457987418483,5.583093639364199,8.349974757904421,4.856358072210001,1.5485005722478884,-63.13762211091744
+-9.30623141911353,8.744409415152678,-8.733282687687332,-0.2112852057430148,-8.910258278911737,2.7449922090274437,2.7880132967630034,2.4407765354451127,5.61764141262884,7.860483281277883,-118.04896066928418
+-9.20535333563227,-0.9344409856373792,0.374480009088316,9.405708325476587,-3.73516182476463,-6.402973902481406,1.8280934265618587,7.922765581141404,-8.454669705271595,1.7462737752336377,15.733252880603729
+-3.0017980142845624,0.32303132740643115,-3.5199670819258633,-9.847325841497145,-6.686256847015109,8.244240431921536,5.1407904032497065,-8.669758663328897,6.3275162250481305,5.999830035652711,-43.89687119902699
+-4.220265836162662,-9.292689643502891,-5.68980594449182,6.3611901936506055,8.529792344042832,6.32261225172146,2.353111238879766,6.036550976189494,-8.897653490205307,4.89196230561991,-96.4403477348832
+-2.2901905184947613,6.359140735804292,7.840716340765241,-1.6296498519110658,-0.11899983403492742,7.191024327823388,-1.615586702038816,-8.762561434827209,-5.294019368994116,4.656976991493165,15.69243147194628
+4.2719610642447385,3.763582737408757,-0.4677818551951929,-7.784081573437744,-8.560629428249044,-6.4100132802239385,-4.1122189603310595,8.988172294637177,-0.39300294592297114,-7.289281417247873,139.03744073723908
+-0.3742284240329119,6.202252171995801,7.276229130967755,1.7271451660398651,-8.988905579753597,5.892604646638631,-7.073144447474748,-5.024291149550503,-5.719608008441952,1.2607937441899608,100.83213640905747
+4.780392493036684,-2.323833926951895,8.007516940685882,4.304790416845911,0.928258498852168,0.23275882703228445,7.872978487859252,-4.80051450683614,-7.698235250255127,8.618181971855845,-77.02799603390916
+-7.026979916188356,2.320721300357196,-5.504160783199943,-7.485359687276246,7.930676950785374,-2.3272078725935486,-0.09587790687128894,-3.7004732643269134,-7.782664606368382,2.3800868567130395,102.90562233637738
+3.105878920073397,8.838637743179223,-0.9630049195278878,-4.275181088777169,-3.5165386762765127,6.097930205525235,3.7787030998028626,9.213480278764631,9.583680072666297,0.2935587338569068,-204.98298034902106
+-8.501276791206536,4.510565991654838,-1.251766651902979,-7.941382879495496,4.866476480610271,1.5760234363820258,1.1046927237794701,-3.3015764426033267,5.768349380805513,6.670425341572779,-95.5495346977996
+8.718980595675323,0.7530070891618523,-9.776016173008005,-1.7838589797341164,-1.3710046487404215,-5.5608407433291624,-6.60229375989754,-2.367248313111885,5.372355071474118,1.1406153355561166,74.82198349305608
+-8.898599543046767,9.959148267672028,3.182208093789567,-1.620802887972359,-6.918275816765012,5.084038871987062,8.664590526767462,5.114797595812616,-6.928385750431731,-0.24056677130936288,-43.77391163774534
+1.0172670194140476,-9.011747113984116,6.692476423064209,5.321065286426951,6.967399378105457,4.3744031078817684,-5.184415762124781,3.3145969578617596,0.3797190653785587,9.50455848945017,-170.88127525175878
+-9.716614224911604,6.455350901643153,9.012399106573207,1.8552642928713903,2.5356765629527334,8.095143242878555,8.2605872379274,-2.436580469438192,-3.9846012412163723,-2.4729550051263405,-72.97550283187725
+6.25712427680809,-0.8229853527434527,-3.9494050589555973,-1.130482712515033,5.740982824040275,3.5408948942311524,1.8976221239713942,-9.814665717321018,-1.5339354269093208,-2.6668339183498113,70.49149467197041
+2.8301978823662566,-5.69302411016178,-9.380030947792765,-0.8799646404794959,-5.2260389624740045,9.344844878620158,9.230838154487754,-7.472332779830628,-5.593949936163907,-5.137150835833326,111.52556802192561
+0.6722822479536239,-0.45673190161960475,-9.798151914234914,-2.881486631814383,-3.970517383246508,-4.197033732411608,-8.989902483845293,-6.270865320743204,1.3186531274616353,9.875632649396664,92.9545877431364
+-8.812685805853002,-0.3140470385678662,-4.085424716426786,1.4837743893221056,4.750524607301953,-9.487311162100966,-5.468997207419795,-7.948087652736477,-3.7095483178365263,-8.27959735904026,271.0024250920261
+8.896166215518843,3.7996075589169087,8.87072525591768,0.2693186158925842,0.523448002340472,3.5627924776004205,-6.009723942493248,5.874340157555307,0.10723151826441457,-0.585653441518168,-64.80149494146988
+-3.1564293130215626,-7.421831244676012,-8.799515133385203,1.4298585041133327,-8.873504217949847,2.7473008952808198,7.332613585002957,-2.067367391463031,-9.387750692689096,-8.744771235930012,206.0688692087554
+1.252661422697272,3.216912087274668,-1.4082817833158034,5.169295899324096,-4.6919988037754345,-5.061873730454003,7.920191880360852,1.9841827541231982,-4.978372246068792,-1.2986130806456275,18.741264309805832
+-2.2087828224433714,5.965747593400512,3.828574942811953,5.5035944603265,2.0685976298208764,9.794583955790618,5.649079550046105,7.030422089254653,-4.418323937613005,-4.006949194362832,-124.93103354554167
+6.814951062112431,-2.0043219453353567,-2.0604078061448328,0.6663059815085948,-3.8829435234769183,7.44451042484785,2.77126768819564,8.797861242373612,-3.0822959727774,8.693155086134574,-169.94733701062458
+9.160260047644694,-1.6074474830538144,8.160400257293471,7.619473358272515,-0.8444332304796354,-9.846210424638308,-7.430820055810261,5.5361609843336534,9.425296265790806,-4.876589061348675,-23.253065147919298
+1.314194624490439,-3.926933837175859,-6.6228138162952295,-4.737086321761019,-7.769754274265432,-9.46083825668328,-4.544514715644343,-9.743356952814581,-0.09743798440036588,-4.486990887418245,299.7136490729247
+-4.216692260475396,4.714632779249881,8.810296497121026,6.6237627166943325,-9.30175045461701,7.01114222151838,-4.268192933813886,-8.00883556004477,8.499729271943329,-5.903776955841675,26.75443122014253
+3.8529963601488415,6.127399240638745,2.3843809314761955,5.89275683827873,-1.7205142994222156,6.192514359483332,9.773904180850748,-5.59159938968323,6.5443806452990705,-8.746010124958246,-66.40100466019196
+6.923661273932118,6.565569705768075,2.7855968707883405,7.61560890079386,-9.034407201337542,-3.6589921804344927,-9.472379853355823,-4.093706163967639,-3.7065457590900275,2.042881342799092,124.05329234465098
+-2.1125173211025916,4.218506405411997,5.86571530413134,-7.569543680924071,-6.182695424869154,-2.521664593210289,-4.12944873210765,-9.644012480921859,3.61327775760381,8.290120150007754,45.85847688214205
+0.41709332297689583,-9.84911647178823,9.919782727130288,3.48242559845511,-7.038003178877408,-3.129462106681078,-2.654462582599608,4.8633230487470485,7.852100329133136,9.857738683575523,-157.06736986109843
+-2.5580064564794847,2.990714233642433,4.640243042412964,2.914344217699638,-5.990076925999901,-1.72881426373503,-1.7370752400533451,-4.168705001191144,-0.027584464928080976,3.4175320426181344,26.870600804586836
+-7.26444068862093,0.17599089258250933,-5.991489658133549,3.3420840970033105,8.429276097771002,-3.274801193865575,9.46232669115654,-8.564356898584606,0.9606435594154861,-1.6319307048715093,2.4127833351034726
+-7.887615906070266,-9.876906889175064,9.390904622845042,3.9025499846276923,0.007404588537933687,8.677814748975834,-1.4838484701782084,-6.873673350596694,2.5395979376591105,6.492379338701266,-87.10358053113602
+-5.107361539559769,1.6466175789055293,-5.060546204671834,-5.915280857663352,8.626239426786544,1.1784093106988935,-3.8311544550837784,4.5941784591275265,-1.0307784255639763,7.302719082743976,-80.08491390064286
+-8.170392985532036,-6.881114084544267,6.158847989558646,5.782650211294261,0.3637402538050494,-2.1305097516068106,0.7036883260957016,6.153250379055269,7.464819405582674,-6.718093012749242,-59.394580305486215
+3.0672049980524596,3.7357030287281168,5.720909109050327,6.805471174827975,9.818537506942377,1.5564109521659586,8.450949951168575,-4.726920723737997,0.790889767019245,-9.648374224682172,-41.94456554952633
+-6.3751934028262465,-9.485353820241848,-4.222987766038367,8.1011187862549,4.213815075775129,9.038921971993288,-2.969152318872348,9.657783610330544,-1.5709367874616609,9.647995717629904,-204.490397852757
+5.862012741076342,-2.2817733030090603,-0.9818882277151331,-0.8832683202043445,1.7205903435761716,8.792428365015471,9.138696256854512,4.725312639998,5.846951449339748,-8.316467798414187,-123.90606748153382
+-0.49955004933370795,-1.6930882536886371,6.758316279028316,5.362468497332504,3.062165496824598,2.0086110476367747,1.7461270197879952,1.7699977910794895,6.340891950467071,9.113472842467601,-235.9691134918732
+-3.3961242668728198,0.38443902438535904,5.587821066666654,-9.782797987107624,-3.472990551370345,-5.883179439102612,-1.2446964652304837,1.508840226862198,-7.560072745237627,-7.356694219226507,219.35938160971816
+-1.152796123197315,3.324893660373729,0.2749250389667002,-6.3425244141526775,9.856201443986068,-6.921067022389586,-3.477581686106739,3.2499088334754833,6.332344829291772,-7.004485281933643,26.574385363406556
+6.704675469348387,-3.435388303656719,-6.412450557686016,-0.6198476048298018,9.203221297571918,-1.4321749769632075,-9.71110664833224,9.831636437835341,7.543975050689449,1.5659579136518653,-105.63601068256777
+-2.53023992210637,5.1124489384983995,-4.371509820518744,-9.615379938389461,-5.725640706148154,9.410784974243889,9.57529249349532,-8.398634999669255,9.84319066771997,-0.8937910024935314,-60.45410717966385
+-5.653716110236111,-2.427006550837081,-8.579159681691992,5.363067168006568,3.855860398542028,-6.743299198853967,-6.733599945683726,-5.949967877518665,-2.992038906307757,2.7090078299732334,134.23525488214935
+1.191612586375559,7.921868789637174,-9.647629010601603,-8.618100742967535,-9.376270878285718,-9.396803163967624,-0.4589623219422312,2.197623979884029,-8.948942577447905,-1.7953528087358595,237.50247459613945
+7.515916790095383,9.526477188645547,3.9562219977492186,-9.528814358741254,4.244952565101759,-7.162738019762001,5.215520448708708,-0.17709949185271245,5.821974178563081,-1.1308599185054624,-51.22161797322806
+7.563007158394943,-3.7832591537899685,8.690747082348029,-9.935964814438002,1.3132575013325698,-4.192940257233295,6.352101445268598,-1.3770300251712109,9.220377937616423,3.7911964136693244,-118.55641755337344
+7.6895859502568875,4.685740730316468,1.2230367362684103,-7.205841655243425,-0.455089739436656,-7.501197791418271,-2.986834749130738,-8.514972264223008,-3.7137279815495017,-0.28638251757059363,184.86873649154947
+2.6384833911236405,5.225485814296167,0.07271051739147882,8.281310337605541,-1.3683746723376222,-2.322828450303822,5.443863336707144,-1.4513530353580406,8.624606852425728,7.000293621806907,-196.0087557088592
+6.109642161567774,-6.5989255305305345,-5.10052364626242,-4.984434689314634,4.828402567233299,4.850569986794908,1.3373086839438564,4.362593205971685,-9.455339011251564,-2.0865783671140603,53.64875423129569
+9.633471738916978,2.4981563574715038,9.99580161715868,-9.630936564748314,0.9889130285796055,8.167025513591453,9.119679787630698,-7.46161978298252,9.838967405121917,-5.908089434419925,-89.34514203579961
+8.094336094081427,8.96959987704645,7.95874141186129,-6.025320646275816,-6.332014923178848,0.150240130402175,6.23305487947775,0.29481478801089533,-5.50616373971695,6.251169248377519,-50.62787542836502
+-7.058886314985841,1.1108021556632708,3.812683857537953,-0.8252966657050487,3.2856466269623885,-6.780009093830426,-9.221763586079685,9.360076693595648,0.1643628490540383,-3.3438738576738136,46.07608389277855
+-5.102443592644876,-1.9634401485070985,6.350471202025673,8.22878064098582,7.1888829704601225,0.56791947107246,-1.0177157630827849,-6.150568560463663,7.337059358376228,-7.794240537345438,-9.905655269329303
+-2.618203499589846,-1.6137320324511517,2.5781831476980566,3.2051786008848993,-6.64531407587609,-6.273844546237246,2.264366349107727,-8.972219312549468,1.9441008156048878,-7.822818114806685,176.09505669921577
+9.730811764052687,-5.95994861492366,-5.831863967477064,-1.293029986652121,-5.880365781855534,-7.817354064769873,7.1362752036919,9.467921952080333,-8.827603612145973,8.587700885627337,-27.041304585557107
+-3.655284346376,7.96109572430475,-6.254871474732662,9.67523633213608,4.6085507643939305,8.931393810371342,3.9255688666162136,-6.694254619050115,1.678312026233868,4.656041982302912,-140.993184104454
+1.3183247107442697,5.444467190395139,9.803790995510218,0.5807208653146678,4.709731327478959,-2.44770152116079,7.000936637720276,-5.171238084564251,6.4490075657889,-1.7573217162249488,-97.09857151080993
+-3.898694666067688,5.452653733418382,-7.257349009845784,-7.911156027331662,0.7279410313904111,-8.295855212984922,-2.974794766927038,6.275624374401662,2.4422631153118823,5.138219599362383,-6.781143473356261
+-8.24441283329657,-1.8227341782701845,-1.0459473492836224,-8.338015936775784,5.805928916823233,7.376649163104785,-8.262570926910254,-4.964979092672264,-7.088763257913506,-8.775968279853547,227.1657166358294
+5.792753397216266,6.611953271752206,5.102153776512992,-0.13654247531444508,5.077031904989675,9.335890296492957,8.219470722222376,-9.961550608455216,-6.611587107159316,-4.350557032570162,13.708007639175978
+-0.7025043071848858,-1.2854180593599773,4.213626284180649,-6.3723244133051775,4.5430882891139035,4.503479074286076,3.7509308575062716,-9.544249249110809,1.946669126699876,9.916900401636482,-95.93790592404548
+-2.3098405814913603,-4.952904626712991,5.718299919240604,5.158928400989318,-4.383207547885335,-9.439010121537581,1.2676130308144518,-7.8973632258022874,1.0552878537292698,0.16145830636236536,98.92971859805517
+1.9019698562724963,2.552178395606697,-6.671626441067435,8.855176423532793,7.818690405334554,-9.033870918162627,-9.766209195894058,7.470247170367528,-9.872366776088924,2.9639199762019963,64.4928502951696
+-8.695731925367099,-2.6868755598939864,5.4350662334907955,-3.156709458339315,-6.851746469947222,-6.5603442760780295,-9.648429187123881,-3.6079152189150787,5.230204460976995,7.33004788958228,63.49217843001057
+-9.275694277384869,-9.401692173776395,2.305297460780631,5.213628528731644,-9.771224732272794,8.100775932262545,8.970655598449067,6.535832376832245,-5.934268879269958,-1.9724460125202992,-37.86366691709665
+-5.873230784109483,-8.80976165241057,4.093980458918431,-5.470708711123253,6.920775843200939,9.554070459961654,-4.829806068928059,1.4708846155701072,-5.816308588060202,-3.0010609887898942,49.45952348477891
+-8.848986151234708,-1.613166866656981,-1.1313336715333833,-2.1852282507267273,1.2057098331717375,-4.646630609572022,-3.245771343519408,7.158977623263507,-9.470127306167779,8.706146094894931,13.3507821570579
+-2.188168922156648,-9.711290659889524,-3.1152292859760022,4.631523377689959,-4.615762485663297,-7.532887628306096,5.110705683456063,6.518902090619041,-5.348236356634432,0.7252000025998706,37.15659159579633
+-0.6185185199200882,1.0854875906247652,-5.860999477846846,9.720101788503845,8.80662449615253,-1.2642442494428652,9.813381828367227,-9.123251513397808,0.18420740560821214,-7.697347968483264,23.632990030790697
+-4.674021099214853,3.485086758747642,8.547776216929023,7.216588467000793,-5.876780728307482,3.401112423716892,8.874636076030317,-2.2388522751814977,4.1577502232551655,2.4457171625661145,-150.41796825256182
+9.86237964781729,2.9821599122231057,3.7784577293462296,-0.6138698228869699,7.020542998091379,-9.374722764685705,2.7583519005645885,7.497452348543501,-7.919958128541323,-8.950158726183876,81.9021351354201
+-9.657153008521089,-0.9029931149671899,-5.009851747509111,-8.051907718655526,-1.431797962939514,-8.486105845184209,6.493074280502215,4.5098557271845845,-9.454486370668508,-5.594069848342238,179.34421703601532
+-0.4921264019536076,-7.229093880367444,8.692709123162123,5.240638835091382,-2.6472229614115683,-1.2299968651007886,5.490075935948253,-8.799084557554718,5.4557761276099725,-7.833566585432554,53.41423803255274
+5.87405429068178,-6.502650113751991,4.325194896323148,-9.706833735277025,-6.392867191121865,-7.311233421217653,-2.605242055607564,7.246245713027952,-0.002565419269153768,0.8511740990723737,63.940201060090594
+3.5038567043924407,7.4790156463080475,2.8803343168173856,-4.161256453986701,-7.288519382724388,-9.312000488174315,-6.211579487269869,-2.2322751785158967,-0.8023862184772934,-1.1632956241323678,166.02801316606497
+4.7843194390626875,-6.886740627358541,-4.478617604241202,6.781992529020839,-3.1658122596048477,-4.479590376940552,-5.32556161316182,9.509818757628587,-5.410904083011516,6.813589878101913,-16.915095645913166
+2.8339181992265217,-2.6503460741019347,5.8500339043875655,9.906078720787974,3.7717249878312575,2.027522332430265,9.806106794521135,-5.428286452359254,7.598040764882208,6.543547505173892,-241.22021029646615
+-7.654730734829491,1.663374209816102,2.776129453209959,-5.314222992459305,6.553273620657873,-3.9365790937249834,5.767636597990034,2.230837691348735,-0.7600921760469048,-8.213887955037492,42.30452497292363
+5.41640138023187,-9.316248498449703,0.4647688339137357,9.684192731569535,0.4151630050042998,-0.16390848097051602,-2.1318519908864397,-9.646661124526727,6.984738738573588,-6.25165323915162,66.81507286275254
+7.258242403888739,-3.641360175109689,-9.995254544654319,-3.391550060286217,8.94743281273578,5.172991892932135,8.228759496544114,-0.9580419816064012,-6.397367846560272,8.546843634469816,-106.90655360006062
+-4.844602521699509,-6.9255735152542774,-7.886896382747597,-0.5691374026336193,-9.109624321323917,8.490477401888848,1.6780279411398369,-0.9433371538164081,-3.656266916726898,6.13983573596161,10.277150899068264
+-6.55456174151216,-4.248497183299387,0.6353723763676555,8.665599686074435,0.7027928728496513,-3.1853074238030654,-9.005291007793012,-3.962853872858909,0.9875075567760061,-2.2782719288067144,106.12729529750426
+-6.631249679585698,7.996061770379459,-8.528956990626034,-8.475193287213884,6.152862125851817,-5.566405220522677,-3.7528006264850444,-4.555721098125256,1.9985792769464927,-8.301370090790286,183.42925616271043
+4.881914943077805,-2.229788232706431,7.148847875097815,-5.244305904185471,4.388818580327181,3.6323535670570495,-3.6518022267786465,0.6521283492562557,-1.2901693507008627,-4.455623880114055,34.54224637609581
+6.2028364855801055,3.807026033752996,8.401874798776078,-9.394791677960018,1.7914517561852739,1.737033368389893,-9.168890966459383,5.474403950171993,-0.6632115024880259,9.501497970383161,-86.41366812045032
+-3.8675624591913715,9.401576493341562,3.819163756433952,4.284741524114361,3.2336834819805382,-8.257304854980463,0.21844885539677783,-6.663922670904315,7.0733938163600785,-7.589914187543596,57.17446207269265
+7.845875343490983,-2.9975663089532723,7.200869742020368,-3.0376862568853946,7.892161679313377,8.52571707516991,-5.50955287240896,-4.710065626102344,-4.208620818879847,-1.580947153595309,31.62265243412072
+4.755918450256247,7.127621163300553,-0.11766075545814214,-4.85251533243045,3.052488766522412,7.168989956614569,9.672360933929223,8.694901934999372,-5.950999428938255,-3.5521343166949526,-101.44107625796251
+1.8984841358740145,-4.087909618810497,-3.1500958646389177,3.574396155176889,-8.470582418547838,4.456637008942764,-7.319186463126841,-2.3425439392089076,9.461610077360332,-4.987861393973674,55.269708067480856
+-1.018768143681572,-4.734809542684459,-0.549736588757459,-5.938411598610934,-8.308222978817083,-2.0037016166976995,-9.173521831519997,2.728660233498219,8.054343759779062,-1.8289741072165122,80.89027675237789
+-0.964778846950427,4.692601602365127,-1.2991261356260586,8.36060641158202,4.193863615831727,-6.725322285834063,-1.631724941801318,-0.7361558286088665,9.661729069437754,-4.017171725807049,-44.485055263030276
+0.2871965405420407,-6.9297236638232835,3.6182860406393536,2.8997748495515685,3.005954799464925,-3.513165212717253,6.847433774351945,-2.2571106405908403,-1.3855255240978859,4.676177242778756,-64.16929533828463
+-6.236490376526451,-5.69114112823383,2.7009642599848194,-5.469345158395605,6.127731236074179,0.1351791520394463,2.4551187745085823,-2.037335791126822,-6.644717067880512,-7.386524655186726,136.57118831958334
+1.108425973867797,7.481022889107491,-7.951563630901544,-4.085509916450705,-1.166462377326758,0.09729215222564758,-6.530573962329685,-1.5713853385253085,1.3366756817056769,7.694417539106519,1.9180672036181203
+2.6221235051766967,7.2167670483993485,5.510914003367347,5.02818685178122,3.67115316889713,5.490001739140964,1.3028691701589423,6.105040226096772,7.035064101299131,9.821433284641294,-320.58620281294577
+2.502485539337833,-8.663276238444153,5.382221701174852,3.2236212185034163,6.888916130299041,-6.663970574163304,7.946073976359395,0.26145193579963255,-6.110515144696489,7.521808816475383,-83.37369373722397
+7.416135905244971,2.072370511427777,6.603691656953377,1.6948623875724578,8.572919014683416,5.285769669424106,5.663878968081805,-3.3379862123790094,7.722000240798241,2.4210244358775035,-215.18718764566648
+-0.8414579438012249,2.1069684602481464,7.478875224536472,-6.584279516323535,-6.70001585670666,9.111497105731171,-7.459066228775941,-2.6818463978199847,5.291087915138643,-9.984259199059498,108.86693050297825
+-6.354713335004911,1.0603157894750947,1.4609913983866796,-4.65419606917171,-5.831677588713293,7.554674865224178,3.500686934688817,2.6301748555401328,3.0927224544158993,3.530891219408039,-102.64044617086292
+2.057781646141059,-5.40820668278605,7.9540614466321795,4.988643968245777,-6.200845654631317,8.042610772377705,8.727116721819872,9.936515913216557,9.377014126044221,-5.503993114469397,-218.76198535739255
+-6.384531267897449,6.721545329710644,4.082620397067476,-8.034010524222053,-1.408493975640126,-9.927403281420581,7.357313550999162,7.335001946623274,-1.589381952252571,-8.61142822478154,73.12235044782273
+9.233052687839368,-8.62762927936188,-1.5038740384183291,-0.23939458891251153,4.115058734931793,1.8524722342843192,-9.64246044207153,-7.180387171155152,-1.5382841732890284,5.845005419417708,65.50949306534197
+-7.6031038917846345,-8.34508711943181,4.009091953224835,-8.671260786318351,6.9836994489035735,3.2198447906225813,7.060894392599781,-2.797587356589306,7.873594943016158,-6.5899264746184105,-35.703716028697315
+-1.261368858103129,-6.866362565429885,-8.601454946572423,3.723154746913979,-6.963250567743922,-0.17565956439385744,-9.1791737324931,-7.702610585845731,-9.407995287843775,-6.992675073240299,345.3333894404696
+-9.616506183255066,1.6070078275062882,-1.5648953554390865,-2.376280632975014,1.9492990645985109,-6.455364532971095,5.7370801875915145,1.7771046439075122,5.57357429615805,-8.657376684244348,35.41357766249198
+1.1460542396207818,-6.2793960348431295,-3.3793297954046686,1.9644258773168355,-1.6864196460169478,-8.333691097641305,6.84077062245006,9.058465096709028,5.599698852924551,-0.3990760892854994,-91.39357519929146
+-5.406250376029882,-5.1732498002515666,-4.234926394589258,-9.036971288491726,-2.0891895265967886,-0.811083679337623,-8.63440388508619,-5.37374377208693,5.4374374826421,-4.6573218321762955,183.88957132978348
+-1.8983858834183476,3.898056664156988,1.1467780709199427,6.276620980072347,3.9641876916226693,7.203240167181533,-1.9319547365575085,-6.970953510451401,4.400360584708882,-2.2228758826361017,-41.887262126609
+8.9531575669316,-6.149110033161287,-0.834272142965018,-3.9696738955625333,8.502398801255755,-4.9345570612469665,-5.933598135374007,-0.4369630920276646,-5.644473075378185,5.273936652480686,54.98865295047424
+2.252836473913804,-1.2521092304826875,6.941921305660468,6.23075555190238,5.779221398233294,-6.906784040186165,0.8467330139482931,0.04568563005232784,-2.9656284440936376,8.231091850596059,-91.50248898051083
+-3.2733876482321134,5.140180805528987,9.520541544856115,-3.6308615335080408,9.611288302578904,-7.521051038876183,-7.733244629925511,-4.472841484494959,-4.313688446684196,-4.566326339980524,152.6156792862213
+-0.19812373239829206,-0.1833139713276033,9.162434203119139,-1.377195570227161,1.701073445632928,-0.33826073087444675,7.301046826771243,6.587547525594442,4.800719951321968,-8.559896105755945,-85.7475283331432
+6.527965668721876,-3.2668562593919748,-8.991618487855792,-1.7988504049546084,3.092956140557135,6.167132444859098,4.986887393282977,-9.934331325900326,4.1261377521187566,0.1974021924783309,-9.414393467490225
+-7.821550670055306,8.755926107931419,-8.2709487212198,-4.393476833978493,-5.3259178887541525,5.268082359603676,-0.7641627370677684,7.5298801719650115,-3.1116456889250976,-0.8408466862694342,12.7842404409183
+-6.209638963580602,9.03234514485101,-5.908810469673835,3.4580373404097076,-5.494173325121099,-5.616975157974062,6.968060079104383,-4.682622660371725,6.393289657711849,-9.853145663164762,86.02501035181426
+-1.9847381239878459,1.6227220317741153,1.195994485454308,8.631798538910804,-6.277997900871886,2.1379016882261803,-2.5302748790591068,7.991871011130658,3.6308389526336993,9.998888387878448,-196.01702749810354
+-6.608039491815781,-7.942475429945097,1.0268308378437774,1.7559834160451349,-3.149636298642988,9.135892871698692,5.231277513881649,2.423102411888065,5.164736821995383,-7.366863391788392,-52.07895925711938
+7.428704309901983,4.17960485520569,5.518768684775446,-4.14484199919073,-4.268263709220506,-8.859973984465999,-7.375161745656569,-5.560979166396784,-3.8094841337382634,7.85925395147067,114.13828208112879
+-2.273356947917453,-9.632539738749548,-4.602604846707337,2.564178718261003,-9.631103228392535,0.41730151981560937,4.771478118748622,6.487056202277984,7.541597998876082,-9.755202792124496,18.517993286347853
+9.37358645023563,-5.416991748540334,-5.541164556615444,-1.763378733321077,1.8741391569736865,7.161258620716186,-4.846134434520726,1.9776413107688295,-5.222445708662439,-9.86718895451311,140.22654471039417
+1.0546939842071468,-2.93385230815439,7.93800247562503,-4.776509545688825,-2.226837223915412,-6.7283000142212135,-4.083443396835591,-8.793233192762603,-1.6614590734092438,-8.148398898608807,251.48822632397957
+2.7592670270151465,7.294122904958691,1.7794992032780566,-0.1942556517315408,6.71178593588166,1.7138539549252596,-2.395973925937296,-1.3779874102611789,-5.789852250013312,-7.594224527154553,93.39097868261089
+-5.956140492939945,6.282137439489535,5.744045206400639,0.928729597977187,-3.28585107439757,-1.630595071730634,-6.094565955355025,4.178816340380536,-8.604068552633077,6.516333938583278,24.47326538323256
+-5.640223034275154,5.514659836802016,4.032760499289354,-5.82106529055258,-5.295922734062037,7.414976434346475,9.767729341068849,-9.038044474519896,6.905525862754636,0.784217866311463,-73.89750239129155
+3.7921101852163686,3.2981399100783593,-0.9211139587383999,8.278437078196212,-8.325844418124982,-3.438953176379367,7.614945174684142,-5.104257769970523,8.211022717516425,-3.970321700438133,-21.669349991949282
+-2.8302928231301117,-5.399642573796346,6.588769640639967,7.685089141284404,-9.949115294441832,9.728820400960183,-3.5231059825477806,8.872622542910086,-1.2115932843137944,-3.0039537977014263,-47.46178871886242
+9.986662113427489,1.5902018638128235,-1.1984506884209845,-7.2309775804823655,-1.4723252160187772,3.9643180543889,5.275522634681577,-7.907588374130247,-9.004041520304561,-4.475578842061177,158.07500554177903
+-4.99768232059046,-5.627387639153129,3.9192328956926503,-6.540481036328847,-5.124008882096347,4.665751401354418,5.065019402197839,-7.210879973282265,0.6190273847710781,-8.190996829245496,130.83736084802757
+8.83960810262442,4.538995239911081,-1.475584335544784,0.8641410825355522,5.755599144365842,4.373365241383318,-5.3482125924325725,-6.988089484767379,-8.035963698859785,-4.858737162825206,145.57513822567032
+-5.406672828536703,-2.6422880353305955,4.785862636646017,9.302237113009088,-9.137228357314699,7.422679481017327,-9.162772918499826,1.6826632172185518,-0.27835956629485015,3.5804091244364966,-19.388190000286166
+1.8704941539026265,4.457408494169764,6.512308587541469,-1.2508496726551543,-3.5226800468262143,-1.3938161821318262,2.16016716668034,-6.6936988231013235,6.516836144465996,8.07912833844018,-97.01854179559658
+7.212677217943706,-6.56812145801875,-1.0838308790020124,-5.274761437009213,-9.172628505376606,8.88676683257643,1.8970818118947386,1.3337366515590343,-6.6602791358758235,-8.527781886260763,147.01855983660386
+-2.4547061795094782,1.474088655436816,-1.2224906513290668,6.099215987575688,8.953719783380143,2.811240028693389,2.6693924468001207,5.75194766878576,6.818608484480489,-6.290702017633267,-142.07163403865977
+-1.9117347689570119,-0.8240439247127829,-1.0158024813574995,3.4687658716881353,-9.021164359089944,7.730630266988037,0.3631561193992505,-8.744740965655106,-5.95933271199174,9.405105053162028,22.03142179314619
+-1.5309479239586699,2.174795270601373,8.927513960004818,1.5233180591281803,2.422602089214796,4.554450049816589,-6.830887355510651,8.561565890560027,4.7648394370980345,-2.3766696801266662,-111.34885592262304
+4.959147389034603,-1.9432060913163718,-3.773970966563034,-4.851601078652159,-7.90056450056767,7.484729684050073,2.9165183186845156,-1.136989663724468,-1.1480521641062236,-4.804651382231624,74.5915836975573
+-2.011959864287114,0.22955875418605887,-0.10126864844657524,8.797898850743719,9.209609728728093,9.422335405468507,6.3499655910948105,-1.1902993131728334,-2.986191843751682,5.02587232517725,-190.4157333500406
+-6.178939646442676,2.8520784994118986,-0.5320373831828773,5.3587053488461756,1.2012243730230954,-6.776647187831593,-8.74214594055097,9.773613904197738,2.771941278349095,-0.6771741213796001,-16.187555282394055
+-2.1715723868905457,-5.049072788339009,3.1131699407256708,9.949170305899868,1.709629744132608,1.8035454968069553,-8.400442082306348,-8.39743390766899,4.882348437983497,2.358671191333366,5.594613132444167
+-3.758480405552913,-7.570262825456185,5.447622917444717,-3.651854919170525,-1.1169254359470937,4.468804792191761,7.764731623879997,9.785695637687164,7.4791645555829795,-1.9557509413927932,-180.83307206345947
+-8.312893770537622,5.614011615908774,1.6561102536300876,3.8757611340064235,-8.496267270733107,0.13646357191069658,-7.26927433557774,0.5322178746370998,0.7149722252475788,9.357143689015867,-31.18757094165101
+1.3014296031533745,6.618095072264056,9.960462803297983,8.576191371420732,-6.4516398641344885,-6.742881038438706,-4.93339018050168,-1.1829279829382533,-2.1700916062676523,6.791574777764547,-6.473803941635887
+-3.0831685935786535,1.4305782571740622,-3.456054348042281,7.158977013119474,5.518908661564668,-3.30745097543522,-3.390130038059427,-4.2977674920186555,4.753790356600616,-7.190296665071411,64.74066711539761
+-3.6918278986922126,-8.410836746076317,-7.523876440918309,-4.567074254714694,-3.0250206420232284,7.064718642791945,7.0632281241698935,4.769966130464849,4.4092584987494305,-2.1387072927229855,-68.9833112973812
+-1.2156720175593128,3.376908152925644,-8.313306034109289,-5.760107837976378,5.3829577311359555,-0.015364277458476128,-0.7679849660932425,-8.514154888114547,2.7535393276717746,5.83669054020765,9.72852227462789
+7.198438046072351,3.882028539044675,6.022686497532359,-6.352823309164545,-0.7286470474684559,8.700265936175198,-7.2564878837725715,7.839839196773244,-8.17989582712832,-9.331366916996867,102.29002295190821
+-0.9273719148741577,4.503335198508401,-9.731483290417977,-4.838029229642111,-7.204307821623683,9.66765397503388,4.458698655920301,3.509274107134799,-3.6853360360281795,-0.43641767130614184,1.3520084852574852
+-1.421947343374641,-3.8381278726680224,-5.012208867307195,-8.977754592180387,-7.01164993317648,-1.5592666854176351,5.570205030389199,9.380334759837565,-2.784281180161039,-9.499821135813251,113.41953592265156
+-2.898455146038501,-0.8596127333887793,-2.7995814756989112,0.9416405767081848,-4.229188133920325,6.979608606654577,2.305802705652298,-5.4709662114204205,-9.56665701886199,-2.049074099716637,125.93268005242008
+-7.550009338329433,-5.704018449925917,-0.4124874413440516,-1.977706514937816,-5.637707872914753,2.173032532290873,0.3731517869142231,-7.108565120661778,8.025390522515332,5.489985868870237,-25.824632393821474
+-6.090996834355238,8.792389354667646,-8.570291245014534,-3.6423803747740258,6.398334755391444,-9.125105429622014,-5.123582495068586,-0.2569477489627259,3.9256060718743324,-8.179658167799557,139.29586129901412
+-2.3811574523443158,5.343989739099837,9.048015549887886,8.746294046844511,-4.796928836886842,2.4289803274847865,-8.973282949957724,3.7101153211875104,0.14808818297199045,3.3708267481094745,-59.07308712743264
+-8.973262045673703,-1.102095259820064,-3.7398653784092106,8.958499584660613,-9.935182546630212,9.112130049513869,1.0515821884266585,-7.858652253815064,-7.583684845798302,1.7644273856679393,91.85096649276853
+-2.2053212391366017,9.93733049693337,4.646685944642195,-2.503344085730461,6.718747533506095,6.946050175219359,2.5218709850724097,3.1321284607407995,-5.478854397233626,-6.162036481040434,-25.161288394543647
+-6.590981896328447,4.925736211282617,-6.019327534578938,-2.4958512818781475,0.03185443494965634,-2.9951822394304317,-4.996072250305925,1.7810759825739164,-4.96297801731032,2.68221166826643,84.51350706275967
+3.4734301614721708,-1.9006919581260218,2.0057848834225944,4.23175848828434,-4.964728894514079,6.229934726180824,0.38826738573632946,-0.9613781899181051,4.680541649451038,2.2444934309440634,-91.35956174079413
+6.811132561558713,-3.6644117136329646,-2.4275003198174794,-1.2396479587345954,8.87098812512862,-4.206721957084627,0.20545473177052687,2.6942717072047095,8.572695178990138,4.155936369409838,-145.52261765182791
+1.2577344124187184,0.12914944422286911,3.44328035266658,9.50854468584029,-1.7636219801832498,-8.707691576935206,6.1881060104213965,6.128159366230113,-5.40980462355434,-9.249327253107376,64.00566967887563
+-1.8024627203024557,1.6301877890146699,4.597853981356437,0.014191585629470538,-1.981211282406925,9.580649076147852,8.22612364996006,-1.5186939061108995,-0.8459543214313325,7.440413073940004,-171.99707848216462
+-8.34405607052316,4.285471808525099,2.0555719398248162,-7.181844499997958,-8.90127184074566,2.461398274716229,-9.599501842989305,-2.2573529272283155,9.818796618843466,-4.3953885859323165,96.61464414034165
+-1.2737860677579027,-1.5328910136301777,4.826901383989066,1.9821495631900188,6.222046685076689,-9.902421651426636,-7.347694604603321,-8.784799307158568,5.035685323025119,-0.7299719479488531,97.38246404460416
+2.476107181480527,-8.516008502390292,-9.463196057513361,2.679488856558998,-2.7874279816344294,1.1553062935215141,-2.690419699803399,-1.8868623439427035,-6.774680266116356,-4.33418704726424,181.85252072410356
+7.595934698994775,-1.1418418980757195,4.2503641919992186,6.51016557689724,5.26184790814999,-0.3016192131849582,7.42809291673288,3.138803185386154,-0.6631473712096381,-4.359229330147407,-92.06846982782906
+-8.419994424685392,1.2354897078649674,4.603088969439845,7.143013037839683,7.167963642340183,0.8877442490314191,8.803143470061203,5.748119708518531,-9.538705909818347,-7.555611264156528,-20.088062938990937
+-5.715136810964343,-8.349044022369043,-7.816899147870576,-9.462011709177302,-1.3325397332119482,-4.307025338587264,9.817171528753848,-7.591539428560323,-8.600473598929163,-1.4284687095240778,203.328789867032
+-0.6494850955773313,-9.416509573743452,8.321832857887037,-6.50066015620882,-5.0197352404179725,2.9900705449668186,-1.0594266020859067,-4.99490383607601,2.942313035809949,3.4172840060514753,18.428022541189804
+-8.573860615984344,-9.245396469449647,2.3825317196462814,-8.070537384127277,9.802269730968426,4.960748596737059,-9.795245013095297,-7.144458036436141,4.821541071029789,-8.725918594943888,146.1909612374446
+3.1624811004513598,-8.269692510329564,2.1168561023334242,-1.717944778087146,-6.455892580117606,9.807768875338665,-1.013773935242932,-1.0339479131049378,-0.11408755055621889,-3.069541713242794,36.88036114354787
+-0.04844557405437877,-7.297999581044648,5.784181291403774,-3.7237196281069584,-0.6459330270409969,-4.126174202573683,9.78277194029822,-4.209925242134562,7.030496338977075,-7.007632704056055,15.099785338128179
+-1.7007651637151433,-0.7729812610003828,-8.691429189262864,7.363658708112791,-3.6773079213016224,-8.265714736229912,-6.4325752200185216,-0.2641442570190988,-4.135662730984677,-7.753558593479735,233.7677614795567
+0.17566873896553092,2.0493279782253393,1.926762126440975,5.965030264031183,-6.55042152333575,-6.722824079331307,3.7162991442224214,3.3722098738840556,2.755596561742266,2.805638118101379,-62.887036949593444
+-3.771737385811962,4.701800345753028,6.469043048022762,-5.4908958482838255,0.7400828067448151,7.152500808173294,-2.031796276501281,5.089489481600758,-2.677857874835672,-7.681570047808062,28.72990860754129
+6.809716737067044,2.489225940747608,-3.1392155880754546,-2.283864468083141,5.879775486574397,-2.2404429380621194,8.897614028250926,6.0628603134913845,-8.890696315699131,-9.611945617131203,58.79824191261789
+9.727998778794671,-2.40613510106358,-6.706261396765023,1.2150032061761284,1.9073873648066697,-2.3910303291946944,-7.316916335185313,2.657799216668908,0.6507209156029181,-8.266055043241717,125.00358146271768
+3.295148097170353,-9.97701508355756,-0.8927899659062866,-0.028738775578154296,-8.041199361155373,-7.164179540945089,-2.9368757883949703,7.412187188250014,9.621775239399641,-6.335984977946665,44.071726790484036
+6.746970509501498,5.3197002374268765,3.871575003594887,1.059248097405301,-3.838660876057207,7.641592924894029,-6.525166850379298,-6.057018563942059,6.634766314967367,4.352947223233057,-64.98096241315258
+-4.852092170127571,-4.933383743977844,7.37625799510659,-7.657284251447358,-5.435601027769492,-1.9028968126091894,0.44557434253349015,4.860354683178798,9.749076724360465,7.522756160470616,-139.8298161913056
+-1.7863589816962722,-1.1792760400135505,0.5484981501956243,-4.160507441622638,-5.6421674304405105,3.1924089085727103,0.8045033010323066,9.127771591635641,-7.818791717916589,0.26158555621579316,20.600911786304525
+2.9620933014646544,4.30438248140902,0.5258384271529271,9.226298087631442,-0.11150852267253208,0.12118639401070386,-2.4316770882806082,-3.5802601128349387,-1.355684962850956,-5.324131185439816,65.2558746642652
+-8.156046904088981,5.677452878757501,6.635037043084928,-6.602047329897474,2.348245727152707,1.879241329743584,2.5887417763509446,0.2812351797650736,8.876163498765603,3.421609825882741,-150.60248756035563
+6.77700709940744,-1.9047248754486468,6.911214855708936,-8.818896358584368,-7.758786801922721,-8.573338654651131,-0.6959077006410341,-3.3309298328788817,4.473280800764945,8.629605990120595,10.756687430486984
+-5.43175987633756,2.799051931568459,-2.675584446665462,-5.774901161767194,0.8556859149250284,6.143391989963909,-2.375708007968367,-4.817987238056849,4.221383475996219,5.129213375859396,-39.71013931416081
+-3.3763471842820203,8.603805223426743,8.701058013485758,0.2448942104675833,7.441118836367842,-3.61002743705626,4.822157496949493,4.253088769026903,0.530957970696615,5.721346719129969,-182.21423130713922
+-5.656220539380747,-1.9231895239397745,3.69355112789971,-3.9830269358281756,-6.214390479289094,-3.8773185156598333,1.0916187764847773,-0.14465991471502848,2.141718339963734,-2.8654367228329147,75.2967885333819
+-4.019196119786406,7.0904109016556145,9.216672750872451,-7.9040254007441995,-1.0346170932023102,-7.169383930241104,-5.994703095594449,-7.591212146410067,-5.3838358229717365,4.521341135875899,151.85657981306784
+6.620841150391843,1.3048384500000942,5.497038823534018,4.528991516528524,8.312398412645157,8.801986960835137,4.218929708260375,9.553691391518113,-7.042971712756614,5.057878700988514,-226.54910123403437
+2.8627641188733377,6.198863493685702,5.16750263043376,-4.334799492566612,0.9204739849990662,1.9785799833101514,-6.596796367769406,-2.5424074202023594,3.2507030139928528,5.680829766927693,-46.65337672131296
+3.5473283337436556,-6.083362685083351,2.4106367331451906,-9.408592237999681,1.1746142150618732,5.248473683553911,-1.708179942722683,-6.399967183252486,8.671654948475844,4.307159137828327,-53.0338959310891
+-3.9903446646706553,3.5730561999562838,-0.29323672427037595,0.679107911715342,-6.6570822275652635,8.636200138413777,-5.968587999156558,2.926375893206532,1.3604118634262563,-1.114198412082481,-3.3277483576301465
+-5.960271584250066,-5.015961222479919,-4.06359880140678,7.8758182438622315,8.2581500367053,-1.6667676061938885,-2.6801942040825977,-3.317664216292333,-2.998814391429543,-6.228320377080927,102.90281706659201
+-5.05158176797509,3.7016900510725037,-6.0702890359221495,-8.587419247120769,9.418871774344241,3.727942283396377,-8.076934073382356,-9.730942492296002,0.2633226864264149,-9.162953573845677,207.81782433884283
+-9.907340816852246,1.2821802030195983,-7.680584313298802,0.4998438099782243,-1.6243151813321033,-8.893225710103106,-8.750973041221716,-5.757243786177093,3.0030256716518133,-4.60835852295568,219.67835727884264
+1.7506718276197697,-3.924862741435471,-2.172606827653516,-6.019118570012589,-7.674621834867377,-8.213862879106646,4.2322816618495125,-4.888934231019291,-3.5675900701763985,3.4777520211199975,134.72104265518357
+-5.372908729491776,-4.753305212752568,-4.694540953924495,4.288258688015585,-3.779943990696535,3.433441883383026,-1.0837985267716044,0.47973700085758075,-2.3039377051756693,6.234622140794819,-24.13079760121278
+1.6396096745481081,1.108164230076829,-5.280034134391485,-8.042110089988284,9.403335514438329,-6.326897754823677,8.387856405921017,7.717367566154241,-4.318369302425653,-6.467837761317446,22.51211245516529
+2.9141500871547676,4.510622103991951,-5.715226456387155,2.9231826447611686,7.148590454268833,8.6171880236369,1.8421339352199695,-5.833026558371741,-5.032853406926721,6.520775901211326,-76.01817784858784
+3.2390724388982006,3.5241823249573168,-6.915155314761645,6.428942252981596,3.753604281917793,-5.83977765465356,-8.628706243157144,8.282368476666699,-6.392899346870218,-2.4056593315281916,80.7569719113629
+-6.984872641127138,-9.656593047806503,-1.8863143591089493,-1.161136169294985,4.8676344113626735,7.4874150222924545,-8.727946377889795,-6.284743439870053,6.154821273576965,8.396482346866488,-57.67082192688436
+-5.914464420321512,-6.384365749093648,-7.85797087818265,4.069860274501682,-9.915256254286014,6.774462013438249,-1.2546570502692056,-2.207039807829372,1.2128620478445784,9.27296585229538,-37.99280289631555
+-7.163649466698971,-5.748247242360502,4.031244396728566,5.513243059439288,2.48467244333499,-5.48571863884921,-3.199613845766087,4.609635458396648,5.096402905665805,0.045318889924201855,-52.33546129861597
+1.8125756309004992,-3.4039893221688766,6.236748366752655,-5.610133367666165,-8.214065032845676,-8.586393457358524,2.300301893025729,-2.162693178746864,-0.5218638043102408,-9.815658953250905,208.68582541044862
+-4.107184256852356,-3.045307664736714,6.9498554278525955,-8.503956084580226,-4.670368393444038,4.776937630875109,-8.138097054453162,6.899541981493984,5.711618126262962,1.5467264971549222,-43.54716970064731
+-9.43112469332524,-6.949371036763122,-8.851803260351282,-5.53932773504116,-9.001541434350687,9.596244632408073,9.5119713620706,-6.724997827650485,-8.748947143065367,-7.66311037576086,205.54875037853887
+-4.516020285472564,3.965548301664943,-6.145580146815568,-4.702310218821378,5.917516698100345,4.225913012045757,1.0664323719323465,3.6136257269100303,2.2932193806799672,4.256423142762618,-117.54715200556451
+6.373698532676575,-0.2029225990281458,3.1373486701285325,4.492863831170673,0.7660822799138556,-3.8327749722008053,-5.868860339609407,-6.572120542663978,-0.43471811529392834,5.603469444663203,31.114540486485474
+-3.968770724996724,3.2091735167778257,4.479033126308916,-6.751612587639377,9.34580408532704,-5.910406561224272,8.03981737353855,9.73262797456359,-4.902583715136406,-0.6517785538970511,-80.00394526565886
+-4.340605702954958,-1.3746275502517724,-6.7564373444473365,3.7774533716012537,5.6911951528536875,-9.567086139102805,-4.228201961767814,-3.2212007028126877,1.0897778445416684,-1.128461202941713,102.55746095353393
+2.430470786237804,-6.665142837259874,6.557895860306968,0.17769986437643048,0.4287200293744853,-3.2601565489269557,4.246726122024967,8.717918831810431,-5.890757069978254,-2.7092227702492977,-7.021069243232199
+-5.844320594086689,4.230985899216559,1.9745499973220682,7.174776605047015,-0.6616234034402191,0.0015461637023772568,9.635565886841507,-2.3349095144935705,-5.790002135180394,-9.977491612175907,72.45462037156672
+-5.808641101114674,9.438000033137111,4.470776948658932,3.870926583835723,8.241768221083666,-0.88172652060996,2.491388316549177,-5.812864331939737,-4.153681123552985,6.847219880812483,-76.81969647396288
+7.321349459733075,-7.365076027227078,6.590534345962189,-0.10544635694526239,-5.686426645082248,7.403300511721906,-5.1828601938519565,-9.520185004189717,-6.282985889228014,-7.389078782783647,218.0544698957363
+-6.4700707894070835,6.464687492657426,4.189302933115016,-7.298905834822844,5.451230223722694,-8.219701654004997,-2.0282638289652843,-3.647552563138541,7.219403015867472,-4.208974658462363,56.78732417679841
+7.276442350358736,7.201518189068656,0.469652010708399,-0.811400649865861,-9.038507264172805,0.5326691660213267,-0.5826550651723794,8.775172186384824,-6.577201869718603,7.714985365012021,-58.58924369191224
+0.9507822089288998,-6.236512337671427,-6.14614218562421,0.24860735100357134,2.3713126130836537,8.528962334839532,-6.3225369774610325,-1.9304245012670918,3.194793039257635,4.988632160277435,-49.79675421575671
+4.509051316288499,9.655051578307335,1.5682706782580769,4.53849527279141,4.05601360096874,-3.0994530211345195,-7.911656922534185,-9.253819186218726,5.225695766404859,-0.11577039405972878,38.75263220367606
+-9.181032508749867,4.770151324951799,-0.7642177177095855,8.906574038398293,7.389553488247413,-6.315438056218277,1.388013737508671,-2.2053042480076956,7.889720966924227,-6.522989918469097,-27.24310733918386
+8.761810418460431,8.783837658586203,1.1104053760697186,8.31377051241078,6.967144348617921,5.77808910283939,-9.888391429807461,1.1814719021583375,-0.7966000141432827,0.2277504002594699,-63.72985306383823
+-7.8482656612392905,-6.5036603840829965,-3.988774095171299,0.6607551354027841,-0.6324944796655263,7.114868247834416,-3.969934540614699,1.1022873463477079,7.268805698106791,5.565332237424425,-107.55241900659516
+-7.697259841778243,-8.717340917457161,-5.634610652909746,-3.8184613019866265,-2.11626413479034,4.296366979097925,1.2646287212616492,0.7872651489910409,-9.178676899119335,-1.1498071894257023,123.74992036930756
+6.468769164461598,-3.8415774322358853,9.357979073983936,3.6039265409055132,-6.24345836618287,1.518560801570863,-9.884664905104596,3.51205708972651,-8.28319084596561,-1.5783381988214606,115.18348744669537
+5.895916090168636,-7.99746233461377,9.901320525003916,-2.845485883515726,-4.667179232576371,-1.9056269864645414,-5.577492427717241,-9.898226442913419,9.262030208502246,-7.785886576748422,142.83276920222363
+9.257661654556822,-0.012001552686429218,-3.97733171088825,-1.3035969425839,9.217147619997482,-5.455067017224174,9.883198802389908,-3.0912329317785647,-4.333340220053527,7.960907397501094,-88.23546825400791
+-2.991643747202737,-7.429816939996692,-1.5512452642718344,-4.794232972075722,0.2933024944362117,6.3878915354506605,3.1076410420964384,4.631391088695995,-5.668610240170531,-4.957241748616439,47.05558835570618
+-8.797599461304566,-8.269124781717363,7.750049826345629,-2.2122204391527034,8.230401583290469,-2.118642213926436,-3.7836579917222823,-2.197497223194602,-0.7423708442479948,5.000467659167458,-12.458096297846721
+-6.4432202898965425,5.318999230025712,7.4591801579631785,7.058862487289861,-7.210997278649867,8.236526977056213,-5.02217698589601,8.912371827462975,-7.504405626595889,-6.506168557730367,31.54244056959318
+8.076654316800646,-8.571434268858214,-5.295783576564537,4.895445451825111,-3.5608041512692012,4.85488349978195,-5.828666048040239,-1.3769178433897755,-5.84821368365793,8.77534816496519,13.632129372023925
+2.927124142386215,-3.5397378967008253,-4.485790102197111,3.147607952990459,-8.575133762285072,7.568791155169057,-1.1825620753537325,-8.618005192535724,-0.11373630341182883,-6.116083904506109,145.44965161554367
+-8.731347713626045,-6.289636283464852,-8.38449090866941,-7.608425258359121,9.871406434123857,-8.35779949196276,-3.232000616771371,-5.936840377851866,4.503046079125184,8.290665821656075,27.791053890317404
+9.427207480858673,8.876300163681702,-2.7707298682715997,0.5213463459868617,-6.33233560775879,5.656937297097722,9.497058458422483,1.1067532523177914,3.093294346929236,8.105591145645015,-204.15361623630417
+-7.099229945442673,-9.696568906078102,-6.962729679439401,3.2710566001039476,8.219008374512349,2.2599282835011136,7.623875954315443,-5.465921851249469,-6.476979484419905,4.33311956530903,-11.893444917073152
+8.682610635741295,1.999966813099221,-7.179961749453387,4.380777635638948,-7.8620901486555965,0.3925113623543264,5.037937941496027,-7.873469049140283,1.5966624712279787,7.35890537760433,-28.74862898051731
+-3.773014477514056,5.333387963334788,3.5484446194659847,4.739247376992653,7.293017869074614,1.8106876383689041,2.1476508421786478,-0.04897190391976114,0.8964595943164722,-9.958242802806028,-3.0045716946082974
+-4.268820462851126,-0.8517390980248574,-0.12919610703109985,1.0262459598423468,-5.134912851768425,-6.068680514257283,-9.613067252042022,0.26402803566157873,-5.9012897818764065,-6.175583022028821,247.57770766682017
+4.208843523544356,-0.6318685072158892,0.18616148961630996,-0.7120669673972779,3.8980312852291643,-3.750369829647233,5.695602348181163,3.6162471923747685,-5.004387627671005,7.8543208876718085,-95.92303123925163
+-7.095254744626825,-0.9741099574266965,0.35371574494307945,1.0382323848500041,8.245083827222935,-6.680035105044904,7.130405108795747,0.3238464256363627,-3.6377165276791334,-6.753126182875162,55.01239449823737
+4.439126022874875,3.091897046791623,-4.341869294121821,1.414866679329878,4.907065470008218,-1.3811865456497419,-2.0017419116035318,8.15539051734291,-5.994323136623141,3.9347242996301612,-52.40267624938044
+9.829275830159743,1.5005484227213084,-1.3110526792619148,-2.300395899425167,2.058652880288161,2.9236979641558047,-2.556532897566519,-8.687259829586491,-5.5147996669050325,-1.8443582011277693,130.74345859720188
+-8.901528615602905,0.9627248584788739,-6.605447783803489,5.969644046900269,-0.7974253375034968,-4.284307801489589,2.018096427120708,1.690298260676184,-3.5933735805689526,1.1051796070998576,29.68849531647531
+-2.5922491413601056,-7.04900989102452,-5.735603281864636,-5.867196527944147,-1.306223450724877,-7.591596709821422,-5.954088178609933,8.45670960675966,-7.967612303791787,-2.482387885406403,183.29306601175216
+9.502700196628062,-3.7988479191010938,-9.640488741728351,-4.493713535384125,9.584645031848975,3.0402758470487656,3.5073390486534817,7.81202329063591,-2.2184239780053927,-1.6717292223512104,-67.86791700215842
+-7.004352616074565,-1.3779643745065506,5.05500147445864,-9.083893091826628,-8.758779641907301,-1.7161926187854104,7.721989510079816,-4.18331022577612,-6.429287433991315,6.216282128264037,63.78139020921647
+3.660259955592864,3.954645034996782,1.9904646497629663,-2.2863596386122076,3.434413442295572,-4.321167135577573,-6.455870508121291,6.983171040117588,7.259385058233796,7.281178907747046,-145.0289076332466
+4.95892188607117,-0.4911504058111271,0.603246045567507,4.208909839663082,8.7802489296594,7.641504828138562,3.865409528238981,-3.3105493732680213,-7.490874132944844,1.832289553815738,-60.52295573095766
+-3.252758907240385,9.490855888071238,1.9134101029857753,6.4012856729144385,-9.339314128815001,4.875917291743668,2.5079969507986766,-4.232664435961258,-6.427196521833977,-7.820265653228679,126.3575881957836
+-2.4686365296357837,4.796178941704077,9.277055399229361,5.936227765365545,8.607286370960965,-5.141525596977264,-7.83772725933537,5.341997690776825,-6.049033929838938,7.642396375756317,-76.9641125859725
+2.0181543722773276,0.6219862677491661,-2.7970426372180457,-2.7604510607901855,-9.559856709938657,5.5905761313531706,-9.906456234908507,5.7356704008103705,-2.6219393392159818,-9.652249406063282,177.50501828185736
+-8.061887008432546,-3.367028502759566,-2.6855056756554485,6.522583906021668,-3.5536013974865677,-6.700435649676497,-0.7139391173817189,1.7785816077221406,9.912507583729408,-0.8781547960796288,-32.052684540879426
+1.580001298392666,-6.9962670145438866,-7.430357234198002,4.475264990685202,-1.0667896769764473,9.104656759353398,-9.572757482846585,6.910460740586355,-3.0860849929802137,-7.930159712013502,90.57572991455835
+-6.7113633026348385,-9.860033501707568,9.86986487053177,3.770924775796618,2.8035802901688345,4.3917491927511865,9.544730168132844,-5.7119063216668575,3.5030041782802512,-9.800557683062381,-9.996067070131259
+-2.627264272181069,1.0640868871493825,1.2767152772974244,-1.7256419705523873,-1.327114727888632,-8.010580945093725,-5.610379299341237,-5.159506734896839,-6.160267252015887,9.922415956003995,97.69120396810013
+-1.6714710888671602,5.166049932031244,-1.817425767479286,5.995088290421579,4.868379708831183,6.165296522014245,1.6834006193183826,6.7017448429973285,2.761653587623678,2.8341825087525185,-203.99209469127013
+8.376310464911752,-7.357437351689196,3.048218008009611,-6.562816463770302,-0.003576199813088987,-0.47142649735216535,3.0772952581277124,6.155840853468821,-1.6918339361640777,-7.640376906956121,50.679545424352476
+-8.373473773485534,-6.142767900261916,2.4830217224322704,4.088739093371836,-6.717920436832186,-3.0119384763555024,-2.1412672926566056,4.1348490108454445,7.787635632120608,-8.7489426277541,50.75202497418214
+-7.5607158302522155,6.219191695610389,-5.104109909683034,-1.3176146083610973,2.1389203099719545,8.90635026784545,1.3486435248161754,0.44625560510621387,2.711917202911771,-1.0748482561233308,-71.55571682084977
+0.9302371866439119,-3.7163997765318557,6.510557866301047,-9.3061302294062,9.008817414986854,-6.301818527386058,5.848709083315125,-7.8372782603543945,-1.7393637727302225,1.4393796391421176,42.34619565718899
+2.9796557537802992,5.0603488987689405,7.6884286273932485,-3.6132578108878044,-3.037228566080188,8.272634060315982,2.574046307815363,5.024529073397213,-1.5168200588050595,3.330126343040136,-130.04185165114225
+-8.074980341840782,8.259698162643376,5.211606840272482,-7.786970428488353,-1.9334196431558448,6.9647010176792605,4.950355535960433,9.222394903296385,-2.9192526850105738,8.108677606237178,-185.37247893115295
+3.750885097036527,6.271988953827119,-0.5424957283437148,-7.1473183867284025,2.371664661633215,6.995361605810371,-2.2393831398757436,7.183188580293458,-6.67910528486813,0.8123123528771248,-26.850226022905627
+6.094301898847245,-8.968391179717475,-5.844499288340909,7.41354320675778,-5.2512997706865345,0.6524596007840655,-2.7712241940657045,-9.036021699903076,-7.027065087358353,-1.2626755260680755,192.4308363745784
+9.450786353503648,1.9546388110361912,7.672075093956298,0.30975207439410735,-7.298646008403913,-7.291431538590767,8.920080170927962,6.733491226766626,-0.5383165757676345,-8.266349595681488,17.833243484177448
+-0.27903704028792164,-6.840042001900317,2.528321004220042,1.1040060015760567,-7.3508417207548815,4.455866983019607,-3.6881129311023386,4.044709375210632,0.5812858370985263,4.448764623950863,-40.44116552338875
+1.6497560576384296,-7.086959281012493,-9.005709060636436,-4.941140879858292,5.307851185993613,-9.532898436302453,-7.452973498901074,-4.816400964578726,7.268519373126418,-1.2687180318150548,131.1598268482147
+0.45242878174516,-8.324297151182027,3.9068868649502697,7.323172463871995,-6.540548640464417,4.238770874221764,-8.054586478917534,-9.59889316734936,5.254039795991026,7.354172657678699,-0.8645073803279737
+7.287859084297342,-4.31700958725453,4.560500559882373,1.3769659131598688,1.0310720052018851,-5.417164047214403,0.7505040581217393,1.3044747719448102,-9.14084168396313,4.637639257847814,33.72024620048649
+-7.002636754187794,-6.425515669299702,9.718666971064934,9.778219865591417,4.304369402361495,-4.826112717371065,4.981392032231073,6.230288237611616,3.5996344093276855,-9.373247335397487,-61.34442465496575
+3.782821596114454,-2.3386040693588095,1.3892297860033076,6.203997387035487,-9.058465201722623,9.48743768209738,-0.1698350367219259,3.3790691069057144,6.071872830505853,6.621567891503868,-182.80648725117797
+2.775396657110325,-0.7937471570548227,0.2032387505547062,-7.808762675249352,9.625922426096443,-1.4979712240603815,-1.9683929994388505,-7.050385693524655,8.908391281905345,-8.242776685990075,65.53956395645336
+-4.957529680710575,4.296513944158984,8.151101217391775,-2.159735168887078,6.862410928294516,-8.272911925644014,5.929365082054101,-0.1046170095948451,3.6850798348749514,-6.717594657100672,-7.834237405821689
+-2.1148715911940053,-6.991064022206219,0.9108180241454367,-6.269748294043005,5.255478703522371,3.4406392175969813,2.6165009439339504,3.7341501629196627,7.048745450784737,-5.7103906040641705,-59.34623047161815
+-2.5612636268426936,-0.4620664888737047,-9.813849591108257,1.6990100379071915,-9.367067136847478,4.596287490711067,-5.547303827035024,-6.883297913556694,-9.132197649383837,-7.9410418031262004,303.77935594354017
+-0.5700730820418909,-9.592072849213169,-3.529097035642881,9.085658302503063,8.448795129647737,-5.550062527667956,-1.4316459754040478,-4.2718346856373435,3.071755187853651,2.648248675510496,-20.91513685453395
+2.1972424455210193,-9.152966170683301,-7.1578016359562096,1.4141632561105144,-1.0689081057787786,-8.746968448076228,1.8991558744724757,-9.195919924236055,-2.6353134176877013,-4.013661516282141,217.26597506194946
+1.0756793918000573,-5.603675637812313,6.95387926937419,-2.2104077530914235,6.762424961927492,5.28224900259755,-8.844610006702226,4.077936600651595,-9.800047402083647,0.30192777818193406,50.39719561869869
+5.376089219268674,-7.537741654319157,-6.396660181880236,-3.370279395399214,-3.6985068683095523,-7.668923391604354,2.230905874753353,3.999514105562594,-4.73908629633808,6.910032762086436,37.03630761612822
+5.483372668752984,-1.3148475233314327,-0.3933324896115775,1.7831235947016943,-5.940073480321038,3.7927705807147527,0.6024044766457326,-5.940725472609694,-2.9824096903281094,2.1316823868067147,49.685754501488944
+-4.41453498424305,-1.2376600733936294,-7.273981964799898,-5.41972513629794,6.3544406309383605,-4.023915512548035,-1.0787596764318685,4.711158974549166,8.358833465871685,-8.055910965499347,22.12556114728077
+-9.581131775564275,-5.7868910729982215,-1.9689049860406338,-3.915336039099173,-4.522832876666114,1.5613594857408941,6.613591034469895,-6.312745345168221,-2.5282753199490626,1.9582529618603806,67.37807371149971
+7.36597910234398,-1.8026078011479374,7.272388866602435,9.687107764850582,-7.580184468183746,0.8483965137366689,-4.81775395679461,3.164358253149222,2.9249213751152903,9.4025506387978,-141.1006454134072
+8.744252846016774,-2.967463133481607,0.8884934712706349,-1.4817406430337954,-6.406979912664665,6.723758170420919,4.122025123785096,-7.774174342539055,-4.365861114076502,-4.5162110646751135,112.66194820653418
+7.076034903148907,-0.9037087927682563,0.08853595091662836,4.725363385426052,8.86501156759235,-0.3137750226800984,-8.882332513275383,6.243489488723815,6.901246865557793,-9.91773290623347,-13.853297552081457
+2.892908341360323,7.727677465836241,-6.154319519666012,-5.501943520134091,2.6045733272921345,7.242435300790035,-9.712098244484501,2.2990540027950956,5.567947009035493,5.03989861582304,-81.65677007558446
+5.909139492619984,-0.40990265121918945,-7.139534548981235,-7.402161103423477,-6.687946614283211,0.25812335667591,-6.850038678739134,-7.866887031949243,-9.349181811278754,-5.9685831173303106,336.4846828267255
+-9.06383611068614,3.7729258527316034,-3.9110230687318026,3.3481348530085064,8.091219681430319,7.55674624246269,8.234806067191451,9.616011320136366,-2.611193904615945,9.595847188035517,-289.37851474675966
+-2.017961887214028,0.6298292887968993,5.532108660240187,-7.676535981986206,1.8328492231196658,5.4674829002543905,-6.8745083215593805,-7.255823571119273,-9.749120965349379,-9.301235003801212,262.91575045889704
+5.792936036850871,7.966443031810353,1.4448011472593514,-1.0802562523618442,-9.178619928862242,-6.9405724038355165,3.4425991637329134,-2.2443060036526497,0.6471701225671445,3.515469211905977,22.59356874245399
+-9.925304138110395,-0.6994567391608442,2.3173057154467225,2.764884414852875,4.473374572815743,-2.4349066972775346,9.640470937416463,7.828475807049122,-3.426963970176373,4.184788180158847,-152.28648042477238
+-7.712846300597576,9.705880317237753,8.475266159228443,-6.047586766718156,-9.611459597434642,-2.388419252558538,1.7010531368520998,-2.3715408179846387,8.984639813259555,-1.740190723417161,-3.347516430182617
+-4.798248370025573,-4.249977491785797,-4.429786373163671,-5.956261208623577,7.957947855320824,-6.607479053686567,2.125919121552049,4.605582173148564,-7.990826157087312,-6.381866661496867,137.4008640791532
+-6.457709135780092,8.405869035033417,3.31184972164301,-8.903618622870496,-3.24030325642245,-1.218695712987059,3.2510573297466694,-6.899682643929079,0.8986305587122656,-1.9897839093297742,86.23519702100769
+-4.956094024318087,-7.670450273184786,8.770768139200118,-5.967173528875966,6.648492389999207,4.810252480353858,-1.2459364515825366,5.637741825722184,9.987630676095892,-2.9447696236567222,-137.4174698055966
+1.9359297861061209,8.883472207575071,9.325101052133942,8.683957541087732,4.704855663998721,3.9247667294598942,6.06854342042922,-1.0887687245666688,6.860428613232184,-4.054049751134128,-181.42110497058323
+-7.032459201419012,-6.933864797640821,5.458391595228223,-4.707056377773668,-6.977339977214214,-2.1317969256955216,6.784152191058805,-5.548572468668496,-5.1346926897709855,1.1086553693092571,106.1788022743635
+4.3688971093965945,-4.218106307135541,5.879903799817045,5.769004493681109,-4.491900886538842,4.855433955523245,-4.174327010248207,9.745682139767435,-9.78736916980727,-4.595408119891506,46.62856397362966
+9.383433374387849,1.9169581276184666,7.9026989828190874,0.22426297134200857,-4.8875005569681695,1.2043122870321277,-4.2146157470158325,-4.346627693030016,8.336993377859992,-7.14086723249975,43.05690809110906
+3.2505267990117215,-1.8204975603643314,6.827048024909703,-8.080586683020119,0.9187816038000185,4.161022528347241,3.535460904502319,2.44578380305839,-6.696990818715404,3.2580681258361555,-30.552234578513783
+7.347807093031184,-3.3642935779140815,-3.646942047009447,-7.271514730896749,4.865868153680175,-7.060736401632872,3.0246096275874557,-8.479661359641785,-9.011221554364464,-6.315711233769097,250.78906563635968
+-8.151318629170328,-2.693058416053118,-3.0809871514082676,-4.934200139597249,8.686576357406539,8.390721098927322,-0.8785925928800964,2.509165107092697,-2.557902552155207,1.571358548167825,-54.09605833741052
+6.574212532734281,-0.9744996938038941,5.392668991373535,-2.3380850511472318,6.628416274518947,-2.9426156121100355,-0.8510543403435467,-3.761064405957082,1.303359235815389,2.868471584481689,-27.748294543243837
+5.309819092325682,-6.038479810548347,7.532805013886539,-1.4767220398496117,9.732625948444102,6.072913792470378,-7.66075706641745,3.0432924243173054,-7.481463111294431,-9.886061815923902,103.88207402666036
+-7.668604226739233,-2.9615868626220587,5.353124661087838,-9.446458168113157,-4.123826667065238,-1.3910432729665234,-5.924508788687419,-7.1370241097361475,-6.999290963813558,-0.23212444848560665,231.37499285816952
+3.336953495767072,-2.4448031747677,5.6420155938409895,-6.001983517512963,-1.7959667633666432,9.589780510760821,-9.653748144615923,2.7919517216195655,-4.018339628477213,-3.124001152985585,75.89354634090114
+-5.397026870780461,-5.949528133805073,-5.316059629092833,3.495677021492476,-3.9073908394874235,-2.026751224989234,-1.7892746655464098,-2.407035515010696,2.6341830416775402,5.999098795419135,2.707208751308304
+7.1364855447143105,-6.897837880806534,5.673875859350939,-7.076574246415381,-4.48486093485119,-6.076338952090303,0.3476319620799462,0.08540213458403834,-4.405452521852233,2.4832607060564893,92.19346245564628
+-3.50446158135697,-5.7392444435309065,-6.702512435610735,5.164321338563953,2.949445828936972,4.360376370508119,-8.144833947178121,3.2779774991821142,-4.9015029614721755,-8.63122997280758,138.78639694593485
+-9.470283145534212,9.389884536501354,3.922254402333052,3.3994813072253427,-8.760654672105858,8.472203439466309,-1.3310470413491626,9.433576317874845,8.024379253766496,5.911478349346952,-234.75219113784777
+-6.979901505401034,4.691664568632026,-7.56936814670043,4.4707233631323255,0.752587993695184,8.948490931577597,-5.917219982865514,8.374992537202974,-8.65844257321964,1.3903718021611766,-12.89510006783852
+-2.9862100630698296,6.4819407856367794,-9.626641268190397,-4.458482828347304,-8.431933108895313,2.660608996057958,4.500828874242062,0.5041621413978881,7.698414160990503,-2.2486574488448574,-15.55378649963741
+3.5120283390289497,7.809732053793286,-1.6014225076736777,2.811449708512459,-2.2035616995236995,6.410962163557452,-9.06679650757245,0.34572034505335525,0.5852783128822381,-4.806103293606869,54.27027935507759
+-4.448147588857736,7.691384065396942,1.332696170420944,-3.478658571332598,3.181415505827474,9.276055096420478,-4.685537609685008,-3.0796603929977073,5.410950500733094,4.542963787298442,-105.36946480753097
+-0.7254723002165564,8.386523217286598,-0.9885266552457117,-6.068889918425578,3.896888224900037,3.7151193816805406,-4.726720412949261,7.6946844939450365,-3.7493153914416744,-6.701384747079009,44.95538896277218
+3.5666417280197416,8.67620789170045,-1.9151326820997272,-2.40023809497111,9.083365519378857,2.445167670454609,-8.06278448446914,7.515588196675536,-3.403889021321025,-7.00209310745787,34.981117015414526
+-5.325625141631674,-3.3111515476229103,1.3112175086029532,2.264420363051063,9.025971760491831,-3.372996423456087,-2.3699630237046176,-2.998620913721859,5.619560741589115,-3.815473233774971,5.622072863602167
+7.8415507681783625,-2.23079072974971,9.983312676115725,-4.250398879206321,-1.2977653095368913,7.154142683599649,6.416149096328462,-5.094495863173927,-1.7453868805536676,7.478552746074003,-111.73305462730008
+4.450548366844815,9.204098525433107,-3.745687791324628,-4.111008746868419,1.038642639600118,-1.2049225249406104,0.36260377642332475,7.27815834594276,5.600242709313054,-4.043160306107641,-60.31054663981329
+-2.7297380660635406,2.879797629417158,-4.807439022496975,1.0198495743693536,6.810593311719806,5.637947760313344,-5.7567758739731545,-0.9349044420505703,2.320256285063087,5.89488865700063,-89.36358407945488
+-1.2599189757703444,3.3637361859838832,3.511138456569838,-0.4361014757423676,8.673569363988321,6.29654990685424,-6.880074511494707,-2.026117525377389,-5.213525412823444,-3.119580791655532,49.52005408239979
+9.760041593730367,-0.9596115083439138,-1.8773021111752852,-0.4166438961242025,-4.072847388097697,0.4907666739754024,-7.411882070439299,3.740197822537128,-6.850399927705084,-1.8087616994375266,122.19598274292548
+-1.594022853580892,-2.695441348023657,0.9307381930751246,3.724421021891955,0.7178554965705808,-7.912017695956434,-4.519810380787996,9.777120833029825,-1.4751477242595312,-3.2289503442041645,35.901337353960365
+-5.222986767607097,-0.680847020629185,-7.294365792659276,4.790535679461918,-3.388025638478638,0.15871715247202545,3.9905871128064763,-5.309315747670342,-6.380691340259064,-5.9148963854314935,159.8994770355731
+-3.7304061432118596,6.844086386024735,9.666152975100333,-1.6304176868022924,1.0025870980346707,-1.7900796442893396,2.8514339797345145,8.211236705471565,1.5764230389525768,9.67432099438078,-219.91809180511873
+2.6983882587275665,5.55118804626556,-8.832290961831248,0.777161234137147,-2.6106813587624034,6.477380013986609,-9.268116445267118,-6.7218279116972575,8.705830807798616,5.715074424554498,-29.279473508452398
+6.638997716998705,-6.793136527476619,6.5741434349029575,-0.5990845833910008,-1.1274412639735076,-7.377093138144549,6.544696163000115,2.472844219236181,9.842308889715062,9.613948247950292,-206.86945267699787
+1.723382191683629,-9.301508185408302,-0.38617449668743475,-2.589038361347855,-7.940999577000863,-1.239967723298132,0.6509443689114924,4.535573350392519,6.9332270713908635,8.60069823071402,-109.55077680355956
+4.085547911796688,4.366769315891763,8.24050437937748,-8.31336973914511,8.806994632420418,-3.489261944773956,6.610546211376828,6.60664097875487,-8.80536647608145,7.247568978047935,-115.24873565885855
+-8.793018162811222,3.3044960397470424,-4.809124116124856,2.980502981613977,0.6425976551772261,-6.562118764150906,-5.032754151597927,7.646818501291031,0.6924138969567695,-0.16775030919223388,14.036455860737178
+-9.90114265325262,-6.62482112028957,-1.3571995494049505,3.4586425661203912,7.934687818570396,5.440509686153416,-7.834004645370484,-5.098029990894808,2.733536198933435,-5.425664070600986,69.71953767516702
+4.5285608713092085,6.312117163221817,-2.0646276429338317,9.94208244236076,-1.0900781110774105,3.761014933352891,3.748440219071403,-3.4109660830158184,7.542807539912824,6.85888653826696,-199.07478211177482
+2.793296584688294,-4.7544001033785666,-2.627962702780764,7.325274539863811,9.892041934646468,7.6127146647662025,-3.353856267080204,-2.8494891432515934,-6.33967612838104,3.715067972946642,-40.33657214716949
+4.027163824233875,-7.641845974866341,-2.549323715738292,-7.637347646678689,-2.432631258195339,5.568252417227406,-0.5074876674078288,-2.0494044461198135,1.6869568032420657,7.749773404363847,-40.420566370608576
+-5.913191205531949,8.291677671307596,-1.3185410072466652,-8.717027059346306,-6.028303509935085,-4.442530290425665,2.4509679879009028,8.11613352591586,-7.6490209968420135,1.59615356690596,59.592132815360536
+-3.9641829185300215,8.1903893297597,1.39655538529726,7.545893781126738,0.013757349198915136,5.648528348996738,3.895880930077651,8.537902570365256,-8.469398999171338,-7.237220335526189,-24.857949300198797
+4.976905659905542,-6.922330910100669,-7.368143097905526,0.197227727317153,-0.5406491284572379,-5.216115676823891,-3.3585001190623176,1.378496848155062,-8.964214231506656,9.764222606928747,63.88564357633089
+-0.3560315852577456,-8.292879804836888,6.717272941280972,9.282186271761418,-6.686238792329426,2.34326705859065,8.098087024533795,-1.146495403486525,7.141844772617237,5.76398503555067,-186.86740766133005
+1.708842838047595,5.021508209578984,-1.1201109328953374,-9.454110532335093,-8.609353462277982,9.487208971944053,-0.5705113699140574,-9.79140555368357,-8.451195188994035,9.3883822480719,83.26881263498943
+8.83684141604741,-4.94391496349647,6.108325435456221,-8.069885280273999,3.093731966726978,7.813351601070233,2.0319901042432154,-2.1930889226826156,2.797319668461553,-1.202486609011033,-54.14129195255747
+8.76015851335292,-1.0198854509804067,1.5092269862800523,6.108569781520671,2.947514812951373,-3.6219680264352028,4.248660057299647,-6.787588787911187,-4.664492275093705,-9.019122547434327,131.9068685223335
+3.5506066286978433,-8.62359757827009,-7.435631798228847,-8.437760572851353,-7.76289815426898,4.300203677184962,2.273523330207212,-1.2812312163462547,8.248113268718114,-1.2848850300842196,19.13820433386543
+-8.93559912278388,-6.849648605294689,-8.233211998513102,8.642776702924904,-6.514776500822288,0.5968415612343536,3.316962149938214,9.030769206058455,-2.5453013976021976,0.9371937399155339,-37.464912465202936
+-9.4698803975652,0.040105675704471544,-9.09527225553467,-2.023195048182045,2.7077253477610985,1.1342355424906847,3.5490863199320644,-6.5411622148607425,6.001380155043057,3.140844554978448,-29.695940324314762
+8.085506176921726,-6.3069973225597575,-0.8946378517472509,1.7234450671306933,-9.057201732080973,-2.6494774964474033,-3.2451035508556836,8.531312042266306,-7.076000530900419,-9.468114923480307,177.96973589464292
+-6.193482286826719,-5.981190354612032,2.1878659465067085,6.533674458866015,7.823599872726616,6.501183178173575,-2.493908559779836,1.4468295494337546,4.355096113951074,-3.492035883047524,-87.37351433392368
+3.9828028565425666,1.2137058521798583,5.49377006673383,-7.367520313865599,0.3915134393963049,0.14174359329394814,4.4026391420568185,0.7977183219683281,-8.284526705407654,5.068684580900948,-5.863305775153724
+-2.6087703959540853,-3.3382348239289605,-0.06894913175266026,-1.7545000882050599,-3.9900537548702597,0.10810742020658681,-3.960124377252494,-5.071166667870219,3.759881495283217,-9.30265335883702,167.04463998710014
+5.80008401263721,-6.3865965347136555,0.3376309842088854,2.0559959462130384,-0.9140072827983636,-2.60796168721793,-4.508053532051221,-7.759472263686087,0.5564801912115924,-8.452352969753129,194.7045696325936
+-7.3942993398331724,-0.656798411249313,0.15786200957093932,3.3922113184919467,9.926162174898277,7.678260435480972,2.6253872897803077,-4.361134634321586,6.02845136666968,-0.5652648501306112,-129.55115992000543
+-1.2822913557196958,9.654536013779477,-5.8426409949858,-1.780425610355465,-7.340799705725796,6.774857235128047,-8.762578482204917,-9.325548798017039,4.980553530501544,1.1278623058382964,86.38119365925706
+6.926096582071319,2.7513526794124044,6.538822616061175,4.448981623519874,-0.2971293817830212,-8.437699924933938,-1.045021083655644,1.5620532551345612,7.852676456180429,0.21315940985016768,-72.06468917145656
+7.316310212532862,-2.5423399631997445,4.085953109038245,-4.319151154317781,-8.534428051888991,6.287772786695114,9.128941623646941,1.2012212566718539,3.210148901305767,2.268225072028993,-114.54331613269491
+-7.6895377223699075,0.45181162537446085,9.790998470598256,9.691673043720073,-5.849902030747733,-5.9846948839404135,-0.29483109517114636,-1.1300206203618512,-6.8617158490635415,2.4691356396833686,55.969323479870845
+-8.097312879978052,8.390560145153724,8.487191608476623,-2.832563591590518,9.250565050843267,9.25528355200572,-9.273386953407122,-1.0895584132431835,-3.3934372236772914,0.6199980271311678,-23.06813610494627
+0.29989889811123716,-1.910065682419233,0.1683548575574645,6.954028239489684,9.252443659468954,-6.405488570434288,7.3833321159183685,-4.577484183752971,6.33679086197059,-9.335686652771622,-7.21272337147766
+4.454770097219781,-3.8832828224453975,1.3565935641211824,4.863199646996739,3.3349716510355787,9.070608776365539,-0.16405702274612688,1.1719103206646486,-0.8819410994023125,-6.296574438241985,-24.44932287238836
+-7.913897722037069,3.1554635524823516,-6.952356404928173,-2.4071088520927675,7.097496153906986,-5.112765439755568,-6.571400116638975,3.9069434770775335,8.658485427792808,-6.739994244417886,34.87016257658292
+8.332223012391125,0.7775611494152734,7.286069536985675,-7.956882999654913,9.075746462419811,-9.664313097350455,-8.174960352407366,-0.045800097415289454,7.480565512355721,-5.0253766987585,56.293596777156786
+-3.3644306210878283,-6.578575747301345,-4.482930954615851,-4.352146662954146,-2.1332274342060686,2.3073280337194224,8.889167041691211,-4.581791463162164,-8.01867852770993,-0.8489370066701141,103.32669640149521
+-2.6492195339447777,-0.7715053002110195,8.51624334737487,8.334187385277563,-8.237621904717194,-1.0073780892218065,-7.217773798654679,1.9482574365218386,6.494683772612322,-0.6131757189915787,-21.87037115793323
+-2.7960216891332967,2.5644598924273776,5.567733203573384,0.9196919979872931,-6.865464125328387,-7.465833214690562,5.348328138635853,-7.359030043676191,1.9291744924895426,-5.491360135275254,119.57673450731178
+3.9549174554967736,9.371950721998774,3.5052742939714143,2.1615096005076784,-6.494291237867165,8.031500105596638,-9.554971132424253,-5.73686237110511,3.938371239655294,-3.871034070356991,61.398814514744714
+-9.887471501835453,0.994451860271004,5.824570524117383,-8.286494880838902,-1.7149886682804683,3.840252081355382,-5.412074955789317,2.9087942009668466,-1.682466693383744,2.1513347234729796,20.90310759468329
+-2.5735357070912213,4.415713805430594,7.857421753792102,5.05230541319756,-7.547688548393319,-1.3689012019457736,-0.07963380047825375,3.9659717400182037,-7.413847788618575,-0.7850853476322728,43.65019121061166
+-8.643063921900534,0.7534765794489862,4.665174810281647,-6.7229392573186875,7.584355424590066,0.2535220312316744,9.255688084554908,0.12875146648111624,0.19382413192511772,-2.460096120955162,-59.46387313724286
+8.791954618299663,9.071305179345547,4.950872374722788,-5.590033422529741,-9.12480841024009,4.132534045816662,6.490056038825749,-6.097909479902883,7.69453218834824,-7.622239183923147,14.282940390548346
+-6.451966445750418,8.338203762822264,-1.5091295115286418,-2.788245930481894,8.296554405896577,-5.718635976421831,3.605797252525891,2.4998059994150057,8.794466992395577,3.1572514976499444,-153.61278266633872
+-7.264500967374743,-1.7068440258932038,6.751870724932319,5.30980822116992,5.9488715909395085,-4.087156642780023,-0.6013931337669609,-2.7709156925115686,-0.565479757458931,-5.1441624969200594,50.82725311493719
+-3.3549592733131495,9.571078627664221,0.9996764446095585,4.337414003057162,-3.8112481808992538,-6.511350524879617,-3.9403360117909125,-6.0954216511704296,-4.268543659331718,-4.738872480852285,188.11550821050233
+-3.3669901599031538,0.7704050228729953,3.2096810059368974,-0.6584162955861039,2.098409847637528,-9.016055856925858,-3.008108115735837,-3.3856391980237976,-0.2802882414987917,-5.958153799799457,151.69930308176805
+-5.487081543458794,-2.1613920090155925,8.331395670426664,-5.5822226858804225,-7.903267633314657,-9.820574565074496,-5.223964694284833,-4.78500410666471,1.0591452848641048,4.140263008125904,132.32844560262717
+-8.679474313754149,0.606056056574531,-6.883964096104906,0.23530920923556575,-5.3365785142109035,-0.008341873153459023,-3.2657634862664375,1.0793927065849962,-7.887695036623182,-4.936606027622094,191.43622532862776
+-8.025899317580441,-6.988709046145862,8.171560182024237,0.9671951039119775,6.2301231193665,6.794773359830726,6.505452842934396,-1.5323881185642652,-9.27682786193638,-6.040271710438281,36.87322748663657
+4.587570808478998,8.840969530698699,4.547770752662011,-6.295425185554631,8.140235906613103,7.554725415870105,7.018486816938552,-4.876055198900662,-5.2230310930497215,-6.387162737578547,7.353409827340155
+5.644511636446512,7.309398893625678,8.53592803596322,1.8946121134894356,-2.2526558478161496,2.8450605386278793,-7.048735018348249,0.7145829176501994,-3.1507832538490033,-5.796787378766788,74.04087985273506
+-0.18020548810174564,6.555473871415776,8.958376293280654,-6.293838697208045,1.7147682468735392,-1.9068248159104395,3.1574434274223084,4.762317909429868,-9.872810915251666,6.159035980050255,-41.27711273758503
+0.8420634030265628,-7.27255835541984,9.201055205046181,3.6487688940262575,4.823433479776636,-9.656385040274415,-3.773983079897525,1.530718496008301,-3.685527659637031,-9.839442144861653,153.8352298870856
+6.470817031659639,-1.8353748429041339,2.0152039491801044,-9.934975961178727,5.764818882731144,-4.665196778904617,-0.1533011996850453,7.182848796290715,4.412291900008681,2.2811478610193237,-85.55310458366952
+2.214575147375153,2.851429057062649,-2.564433393921599,1.0090061307286247,6.349572005169961,9.6558863147603,9.839883648225843,2.8299863781717316,0.734794019147853,-7.744706673361554,-110.89370645229828
+7.264527912417959,4.8186974352038225,-9.384094716837145,-9.748740552965295,8.824054162929105,-5.610893557678665,3.2990590742492554,-5.016684612204281,-7.018495867999093,-7.881037009936751,202.23123002788796
+-9.814080513071984,-8.544304559073643,5.7764275319145835,-6.295030602000706,4.777574327093246,-0.0332675477333666,-3.0629558958408243,-9.728896439662897,-7.352712463613528,-8.04580104324631,259.7373781245515
+3.2222553059024706,-4.060884894923264,5.648359715764213,-6.0832668151546665,8.363281892731871,-7.6912509145969405,3.8494370269192646,1.416621064033572,4.701575827976767,5.148964009373913,-112.0351393514806
+8.4521927712058,-2.6953762858724084,3.731916515676621,-8.5979274454087,2.3712446426731426,3.7441667951746993,8.750832745235865,9.035308600566996,-3.2144391982793974,-1.7655531045897654,-97.74733142322157
+4.919174008786104,5.48876826145735,-2.549140887165604,-2.362155718183969,-1.4787617613491366,9.61767488524121,0.4270865458162332,9.47104553871383,-0.18905871058717771,7.839714073052151,-201.54112481192658
+2.9556967428330183,3.4779245579395957,6.317942037314063,-2.6658005317417777,-9.470354319237613,3.301424495711891,6.183330385412251,-9.538705138781404,-5.496831949689913,7.049806815254113,25.45100617715295
+-8.832954951508281,-7.177752216695112,9.971389352477381,1.3582164849364808,1.4944271909077145,-1.0762775938120939,8.553396694708939,-9.247904900136382,-6.073756437150211,6.935000629365991,-10.625771027347259
+-2.911096037900991,4.565384580445917,-4.39359580969223,-8.268152552388369,-7.166425489015964,7.173161041863447,6.282658940671708,-8.387191035849481,-9.383303175938432,-2.4907218795628583,168.4014339891493
+5.980832119208916,-2.9901520195049636,3.8507498597074874,0.43261612315167675,7.445140684133557,-1.273072794145682,7.967452733658622,-8.074461855282705,9.113482232616008,2.985802978449381,-142.22826788656292
+5.5141724889591615,6.590032056842845,-7.417583528574124,-0.5195278872092213,-4.876870577760572,-5.334512111648724,-8.669461614200607,4.680912086358506,-5.635129131518248,-8.495731778437845,224.4458452594461
+-7.102650834128113,-2.1956219034167135,-7.791391399813936,9.268486225559693,4.371620552269615,4.06808774276085,-6.197257000879935,-4.93976318959006,3.6550549255677334,6.776585618439102,-64.01390719971901
+0.7758212563038192,-5.782461196708977,5.2609896852413485,-2.243964679686179,6.1088572276546955,-8.504222996747242,-2.2884183543501457,-6.277631315466268,-2.181150471076232,8.72810336880731,26.004795103969
+-8.535012677023781,-0.17205042688320127,-3.778367968823848,-4.773404166081187,4.51314946474263,8.612879707182202,-1.8791603083029762,-8.28046484533713,7.165604805509771,-5.325608538878277,36.251101491607294
+-3.1463513532299148,-3.770586651111345,-8.728501259150171,-6.89119932982895,-6.535749825050711,1.9568574504925063,-8.252333639645364,-0.37777108997662623,-6.92614460815631,-8.311050531900577,294.9760479872585
+-1.5745320229185777,-8.904100281909898,-6.148901626931494,-9.31018668718612,5.402591166267781,1.0316059697864777,2.6045781911585464,0.22687875025492854,7.641300555633499,-4.3653688841549565,0.642741955753332
+1.0855433453694685,-5.259268191406821,5.768895223975727,4.707457159987953,-3.6780815655080334,-7.7139111335102335,-3.6272121615907804,5.65566127248502,5.914260826094182,-8.091555401750066,49.398277182680296
+6.664374858343578,4.551349923501801,-6.3379540209476515,-5.2783890867446,-0.10781406202161392,4.012389099258531,2.0016825182730758,-9.135005272810435,5.935938071730562,-6.125679494409068,70.74647563908195
+8.256587171932368,-3.361716430685018,-0.49417683854858563,2.553823923754215,-2.665265542340094,7.757634993403211,-3.013711442990359,-7.170936519282469,2.6560696443882392,7.632282486385334,-61.900158721270145
+3.513285626720941,8.383589557002882,-1.8200226840576317,-8.563768395113996,-7.467332645021429,-9.056893077047992,4.9274057883148785,-7.384288781639299,1.7066273659595566,7.422296933416432,49.85054554530321
+-0.9124699046883022,-9.844760507582391,3.490232919840479,-6.922160129569144,-6.734642897355691,4.991761840370634,8.597197124369014,0.9714992714777559,-3.2337386773649257,3.154118324823534,-27.00004821335004
+0.8811087571579823,3.6412715684493557,5.2491815453399004,6.691828397761601,2.4191609489880483,5.180902811534763,-6.0134647562044385,6.6336938841115245,-9.84157252669977,-8.157311850143126,68.79195592085068
+-5.480048225053007,0.7279330698975928,7.218882864338793,1.0932068178419208,-1.918097141586801,-0.01106100817782174,9.124564434666931,-7.902145133890643,-3.962486625430941,-2.6830306626075218,52.52781498626626
+-7.770050115007329,-9.82451643154085,-4.8416019454778425,3.6265787698601337,-4.195446696820229,0.37467257685721567,-9.043354100685848,-7.438719856562745,-3.3091658799717316,-5.911464421653281,261.08529444189327
+4.76324119304584,-8.19529003978837,-9.253103144263495,8.505704110334445,0.4831592230798254,0.36416586822095587,2.882853939509986,-7.677546247855604,9.875242046403992,-8.096377245545064,37.476631904943545
+0.1257727718827728,9.389652614299344,4.768286680343234,-3.8836583057144614,-6.630952584194807,4.074689490249344,1.3575171574935019,0.014315794852497454,0.27231619524639594,-5.578742385699265,39.30182603758401
+-2.6907607087488317,-7.364937295701748,-1.9678799811420045,-6.245270472009574,4.877851015714425,-5.445428575593452,-1.9815842945644357,-5.8383197193481795,-4.166948096501666,-5.257789468396097,210.01021331264218
+3.36983030823802,2.3013354812200015,-2.5937832607556355,-9.559079481278157,-9.322670343639057,8.163717006991288,-3.1509489792913037,5.490595799875799,0.5384321057438024,-6.991996290106499,82.86765378291315
+-5.421363143920843,2.7670946311887867,-9.926004426184555,6.152609638195187,-3.8513885431333073,-9.348271349239228,-9.64342369816519,-7.5475017445425845,-8.616685794013552,-6.802390454327066,357.11260269089087
+-7.842674596919535,-1.4322999662943658,-2.1479582467140657,-2.8249349811145663,8.792058120284658,-4.14774056340786,4.5664317548777555,-7.880712323962877,7.5761843869676255,-1.833856903670541,-6.453753561212694
+-4.815263782143386,7.4380865755550785,8.370061767743245,-1.2639087180258612,3.8665738304606845,-1.2352345265180076,-7.461645662626488,-2.2225767670771024,0.7193109520606056,8.26250609576987,-57.559017276674766
+0.5521105093084011,-7.915714084710239,-0.45902694007024847,4.536297731406263,-4.238239339823535,5.895772629833235,0.02364516525792615,-0.8058705145090062,-0.185589052460422,4.30135152096057,-47.405426414254926
+5.998950243648635,6.023574543314472,-4.285724581534549,-0.6484638748722693,-9.256879885459615,-5.664701717195156,-1.738270678506726,2.531854178725237,0.11918279815323007,-7.623275167226733,147.2998220067062
+5.324382774887717,3.784125754113614,-5.226452304022704,3.830807706030177,5.104618425660165,-9.340843306097995,-5.749604367342296,-4.288775406794838,7.9026355736827885,5.398159794338961,-28.35034942431818
+4.144071789854649,8.549824460432074,-6.554161878558961,-6.115883024087918,-0.11083981984009617,3.503747193526261,-1.619279976992214,9.028000943542882,-2.1848107155076413,-4.789754014151402,12.58725703308826
+3.5647772482744156,1.7474612839054937,9.46527180638837,3.968931640835134,6.857500903889444,-7.109240556848288,6.668078067490908,-8.585349261125508,-0.8703449585986478,-1.9736995407550628,9.935288730555234
+-2.3283082280943557,4.631206237677443,-5.923554117447363,0.6097630099493734,2.6040219055413982,6.025243507897457,-0.8835582909652184,0.21364829235883454,-2.6005494659276085,4.801771928330039,-57.94004890762245
+-8.378642738082998,0.6644973146065158,1.2686686003199044,-5.882507607885701,9.666457581638516,-3.731337531760577,-4.680788954119683,5.871148081185327,1.845697073529864,-0.4155738702880485,-22.865246060557265
+8.978122907917502,-2.9086032219818136,4.4287443360072,-7.965887992056815,-5.6968519339643535,-0.4011986122968314,9.767932900855714,6.305101288036202,8.52434878911776,-4.171742075205367,-104.12171987786223
+-8.62868856148973,2.233320606926261,8.950199216896939,5.293111032264475,-6.611938170333074,-9.233424841862332,9.07010163668218,8.216938992375143,-2.968595805631087,-0.29139679746345903,-50.06650774313701
+4.662028888621941,-9.848586992199282,-3.52305860393316,-4.012900339116183,-4.896419680258175,-6.209789051045524,-2.327925782976421,5.214224869053387,-4.221628867764831,-2.26561721855983,142.02345404995955
+3.503743685031364,-2.9821026747947,-1.209281227076755,9.012440499864226,6.036645599096888,-1.1401754782870754,6.3373659510702,-2.993870174073059,-0.7251371967969988,4.598666932729327,-110.18449976586462
+2.6887882897305904,-7.987911847295832,-7.22423882592193,-7.057518455410956,-4.580346890926375,-2.99741146995693,2.5760762188261666,2.282282473667203,-5.68401368353963,6.375008063556624,57.853921828240104
+1.021826722029211,-2.7427917887850284,-9.31060450646173,7.172711707000867,7.517861821388427,-1.3008219818258793,8.37595936891165,8.688008025651238,-4.461149970880434,-1.5820899158727442,-94.85787305372844
+3.9444789699283445,-0.6684570747983365,3.9794017119659175,-8.94861832324529,2.9358353094997702,-0.48602871200042586,-4.633017836582316,5.709066904647829,2.89618289555996,8.516652167678165,-112.11341690974494
+3.790283396961558,6.0846957687871654,1.576935179739949,7.466683989679927,4.3164214466505175,3.892496226268247,-4.829340925023054,8.718943914619835,-8.165844657116924,-1.2948166448518283,-41.485652676449924
+4.585760819626065,-6.963796998991311,3.868557378515969,-3.1760008639854576,2.7381312054331874,-3.101375914319431,3.394330076056773,4.165902686042942,2.9089447952353398,9.36541391784697,-158.08339520268177
+-5.6672408710624005,2.934719688634131,3.4397777664166185,4.539516842454814,1.3769392727303686,9.02333966574963,6.3782960176613095,7.498331472687168,3.328851872055121,-2.5027363633437982,-195.8141594364338
+8.08790643636459,-2.245745874665803,-0.2407393907597588,8.687735388898524,-3.1492382238283567,7.7134729736038405,-1.230069242734222,5.361054827777267,2.398627544697647,7.6211695454488515,-196.72685338396053
+2.5571968819684465,8.01988566112904,-4.2105863260956795,-2.763384182596278,4.8017588839170315,5.472862790552055,-1.2622996544143916,-3.6704862557366247,6.930661598165124,3.728255576497641,-109.37116232513088
+-9.770844588328542,1.1054243081868043,3.698073525173231,6.478658723261725,-0.6300175800975683,-0.399164293063039,0.3117037236836695,3.0964120487413416,7.443708668784021,-7.533409960677567,-38.86699873789008
+-3.6304664805940923,6.319066843497607,5.547840137484361,9.136197349354234,-1.4283920313119691,1.9422410674530455,2.1896748423909473,-7.403862260143872,0.43571015812548186,-2.4540994531105853,1.4150935156809605
+-8.101755201037964,-5.747967492198061,3.1806370080097968,-9.634215003542245,-1.7540466001325994,5.4232051375438095,-6.182130079318746,8.125808067632445,7.181164062532828,0.1677152477198307,-59.988948924035014
+-9.70207293164652,-3.1242762414133263,5.794453804421877,9.856451456670456,-2.3762099897174793,-7.154175563169575,-3.19638758037331,-3.034571065333389,6.4199254386023235,-3.513699538337831,41.25457296570417
+4.235517804776501,-2.8834314030131303,-4.494131242313976,6.276332565816906,1.4809916175627102,-7.589275104021493,4.7526070446032005,-4.322846026579881,7.598670075763683,3.252584023173144,-67.64122489710891
+1.7358009057917934,7.4802941085846015,5.338230965040176,1.6974735517796913,-9.1567977058857,6.446327745601383,1.9581762214436615,7.868701052186418,-5.156200746830195,-2.9853105325556006,-29.284735374098002
+7.216885986116493,7.980932863110112,-8.764851467538131,-3.9177246994553427,-9.4263821745947,1.7363950962278407,3.5077805630901504,6.620022486282018,-7.548674825319734,-0.8375294102755637,58.243669590316266
+6.738170971714088,9.16515876169237,-3.85239774192343,9.23014670547322,-7.530058545848799,-0.38650716649916594,4.788532677049869,-9.861018759101201,-0.15357108174300915,9.7813534842539,-58.84797809708822
+-2.3819954435556223,4.969058689634631,7.972581393336984,-6.6741377836662785,-1.623923883706846,-3.429612013256391,-2.3602182535983274,-8.029334039955636,3.380105407915943,-1.703031230499441,94.36624785259121
+-8.128815874848385,-4.768646504436578,9.7141406676163,-0.17396217678210535,5.66704835144275,4.8482491432142405,-6.893625603735886,6.883249916058092,-4.044744839998038,0.28222551280820296,-38.1662529736724
+-1.5135360651361474,9.450778829515523,6.760881963785799,2.9360134811640304,-7.465076943147513,7.210693839168676,2.2068471301130232,1.3977063428234104,-6.774060185698785,6.036000645102124,-77.95412313734408
+-7.359114495904011,-5.133056392345308,-4.700064086348352,8.366676883537858,-3.2092926199582705,-9.82536193087027,2.293516080885556,0.22661187343919753,-7.737951051146386,3.5602242432971876,93.17881441611107
+-3.211895435857268,5.126655986190045,4.922323956313532,0.7389323743054343,-5.976883203201428,0.38287366949572466,3.1588751719286234,7.718653242965747,-2.5245687986621257,-6.239590262766759,7.4439427214031255
+-3.8303546873784766,-9.2758853646453,0.16774925026237453,-1.811685533220766,-1.1964731708135012,-1.5774702526572137,-0.4014954939336035,-6.302892930151969,5.0589067678265405,2.48278948539316,30.519182844202096
+4.812485348334167,-0.9799825028155484,-2.610021405351999,9.447850892634778,3.1908344317494164,-8.170927556263468,-5.8065469323401615,2.4895980794097983,-5.069027771161787,-8.841381202253938,158.56712888978512
+-5.863847373394617,7.755989853337075,-6.867963599425462,0.3672350874712693,8.206118943583647,9.439504830635588,5.475181032873044,-7.521210611812473,-8.576904929667105,-1.1518644151479296,26.098891661302805
+-8.53022646656068,-6.71595612043615,8.27835818517631,5.138298676319346,-4.393163391248893,3.2880862195060856,8.76550760981323,-3.1223648257813874,0.3017578086018191,-6.091296907300587,3.850007149382383
+-7.431703251655549,-3.143258322647917,-8.846864465712471,-7.400944535822605,-2.283284100138383,5.685869521471075,-5.578265934331577,3.3970459707443523,-3.2782314245416644,-8.085335132951762,172.83098078814115
+0.36041907969223574,8.493832692861389,-3.2382184962783866,-2.1013135100685476,-9.588775713778858,-4.358420022018734,1.0601812892146678,-9.43171386344398,3.0350497515514907,9.337380622772384,25.293892641746922
+1.2635402397879747,-6.215882093204872,-1.1808537694645471,2.3007101562370336,5.097709003515966,-3.5955264991951053,2.921916170455776,0.7576895360875469,4.5767191199912265,7.44661258376402,-137.05556497644423
+-5.772649829403528,3.7549362350641147,2.3402793900235963,8.83397555135102,-5.590565744966202,-5.20157078563768,4.292612698514886,-5.080674835863261,9.569902274360034,-3.376500856132274,-22.40232178200709
+-6.626250105321305,6.306780640419955,-8.750737690853738,4.277535050750149,-1.7111377010202489,-1.8760539505950247,5.883315001133731,-3.823840912735599,-1.3592338422154504,-5.040672616436803,78.78645926048452
+-1.6695918697261525,-5.884653713601756,2.9030742843787882,1.681004938345163,1.6788466932047563,-0.6540251407849018,-8.067199625446396,1.18808144226215,-5.7080347684095845,5.704659286593343,39.45546850363604
+-1.5943325018123256,9.577518128840257,-5.216579018427938,-6.499348570287444,-4.237097444699298,-8.555508202605495,-8.330816724544531,2.0245966396386006,-7.166524994399854,-5.910921691650957,265.5732257892307
+9.9373000711971,7.367806801617061,1.3576824070619864,-9.304486012962364,-2.925564329238599,1.3985303269134874,-2.915470421961124,-9.864551564303806,7.332435125572037,-4.204005819155792,93.97746367249049
+-6.059790721354057,-5.688777635033619,7.863416157028775,8.261809742175782,-0.3916738081453275,-0.647343302230432,3.7190719610165734,-9.875522171220156,-5.820649350105429,-9.33809071557932,168.53303869764085
+-5.6077484695099695,-8.614792869056489,5.504774493821549,8.478726718323909,1.821557575975934,9.168090238565442,0.6322295424475466,-1.5782336810361008,5.54039568648061,6.308823525517202,-193.51423237573195
+5.427385293210049,7.700900183818506,7.444729189524399,-7.275558868733754,6.0656255867407705,-7.709342821989578,3.616668548371582,9.653602903619094,-2.195123823239784,7.4447199642391215,-151.21757854943337
+-0.7603628447101629,5.596090659071226,-5.305718051935147,4.976084239318586,0.7827559932026085,-4.235769737499613,1.52503457765782,-8.385987054704236,-6.100907138956028,-9.458708700401548,216.95110792281395
+1.0347429887608794,5.116771772573783,-8.751364949797848,-0.5468129597843152,-5.6026432206131105,-3.251045669397803,-2.8203579407002466,9.480632901556964,-9.498638261588672,7.830322710198923,19.747313582080455
+9.57212109302407,-3.5436003799647486,-6.816478087774975,-8.397683582504245,4.9190766153629735,6.049209032046985,-4.566918044832642,-1.028412950663229,7.95966411456821,8.13807964832344,-118.54875242181822
+1.372436731822293,2.159335474869575,-2.5283317366064906,-6.7951287356353,-8.6946787711375,8.928961465341912,-8.692376820751274,-6.368571234392563,2.7123597654010556,8.535766351857195,24.827698180923235
+-0.39079674894567873,8.352265170637756,6.281874080856264,-6.324277871266886,1.2909296830750172,-1.9837663166973618,-8.76454054789483,8.528178103563492,4.4024890431848585,-6.940918391461541,22.44186271044678
+-1.6571462605896192,6.939156971546263,-6.745947967715022,3.7919731294430026,-8.539954764315036,-1.7577842153830159,-8.598546768307916,0.8308043378257013,-9.168136795908737,-6.463688094147251,249.83709627498138
+-2.219745358212919,-9.632969057193481,2.55064809931292,-5.626994525827856,-5.4573983227844325,8.278798623177579,5.158344160422644,8.554940847578337,-5.20621595018002,3.1208518377775762,-71.83145073811683
+-3.2011679697965145,-1.7847071210789545,9.910255421496661,1.3795906160526794,-2.9683790184960013,7.097116687573381,9.5311289627688,-6.129775972801328,3.6944809683280644,2.4013215132888632,-126.00578251755348
+0.21569223554694927,3.4142717235967623,-8.636365236279232,-9.19145154356208,-5.571848418989975,0.3007465602048165,-5.385327697723781,2.859621270759416,4.567850455046141,6.314124202735616,-3.7438013405167494
+7.355122309403677,-8.276430224146395,1.706948640604582,0.30447903327661896,5.586621344844995,7.845908988504709,0.9386298937815751,-4.788454297840921,3.609851131656532,-0.01062008247516344,-68.12822984780826
+5.715322364838276,-1.7429840472458769,8.99983249796765,-0.9128743651298588,-1.6097775171118789,5.7565913097824435,-0.0519412363771643,-5.331281328972963,8.978212053877266,4.666802312673097,-133.7302263375502
+6.96615135882205,2.2806160335177728,-9.188882830606532,3.3959185250174118,-5.685380085757938,4.416352849704044,-7.8764262873827935,2.8396696339196903,7.861723159880687,-9.241959291005504,62.267891781241005
+-6.022410991092421,0.11080682508559425,5.457637470457168,7.433498470145943,5.164192594335222,-7.691818686883849,0.38202492624264783,-8.775155957627657,-8.457886729676849,-0.9158900882403498,136.07653705637102
+-6.865310106061495,7.477825272650447,4.643405827682992,-4.851924804484455,1.4235483729353948,-8.139208266684522,1.3030987206644173,-6.404644570261491,-2.3223073679573902,3.9197503360080743,66.746929602181
+9.80712537694767,4.359515810326375,4.6489542904749115,6.156508643653198,3.839196301898451,0.662798515665608,-9.583225420127125,-4.741989271951024,5.2760365187869525,-7.3656395882145205,54.90111793623515
+-9.405288567863348,-9.711878443041277,-3.507838550965383,-7.9471194398429645,8.303551877057442,-4.9725165883796585,-2.949148832063837,9.745866471807199,-5.897102815660777,9.957277196588823,-40.90251636687917
+-8.27529084947722,1.4654049570209726,6.1021381358004145,7.476458914569597,4.615610168787452,-9.735141322240615,-5.393744005643118,-0.2261916547544951,-9.264190438400643,2.8076688181176923,91.09600939267645
+2.2316455238627197,-7.077658173373407,-9.609124412452159,-3.9780319259290176,8.09509500640477,9.889195426936668,-8.73495896921579,9.509109539616711,1.1519606292240403,8.691874394741765,-151.35646719307823
+-2.2792144305599638,-1.9830160401830343,8.225523242781914,9.033941090915496,7.420053466987109,-4.838018800230861,3.6607322358169214,3.6993657370554156,-9.497850178060954,7.119566324447392,-99.83614882496424
+9.20709505126884,6.10188072611769,8.81613362253178,9.913218427501295,6.931281747874847,3.5544136602961562,-0.97919874625636,-8.593498936587242,-5.212219428723146,-0.2341789678433681,-15.091021785114112
+1.3308547472539733,-9.07853784197371,-9.327208622422711,-9.255733789436638,9.227659309012676,-5.199672503034714,-0.8010669087187838,1.4027799187236933,2.4382753584801553,-9.861667714199765,141.49591032012094
+-1.4899565873688658,0.6102059059068887,6.030543988070647,-3.972071971981803,0.910432257434477,0.7235192959739156,-1.1139202611964727,-1.2329607647531415,-7.426873512829206,-8.230071533649692,159.51313104158552
+-3.874023152513477,1.1683403616064325,3.769734226523127,9.088854865868116,-7.360985911365169,-6.9889756004468495,6.5599619736107435,7.613707278621121,-9.660779126612844,2.7628038419927425,-11.560365181183554
+-1.9502688290255432,-2.0561523043624175,4.203254947690274,0.629223325512227,-3.2718928641105482,-3.27072236483237,-0.4775223054256261,-3.4367578856917524,-0.3194912492496549,5.6557295476685665,7.691349498804809
+-9.589764731981173,2.0442726686035573,0.671317693980511,-7.5310355190400635,-2.512653340738684,5.009207430541364,-7.696429085395506,-2.3953076869975565,0.5909064014150123,9.78310756378608,-10.093204597287418
+-4.91314029328106,-8.974708193338392,5.298488303864513,-6.469955337170208,-0.663820457326918,-0.9395950305894152,-8.295553833184933,-3.299228432542074,-8.70423351854268,-3.5050869621525815,242.16535832144712
+9.618090575085724,-9.36337258168846,1.935455713046621,-4.333427242310406,-2.6844614590454285,3.272494010362652,7.956956288332329,-0.3339850780728404,5.730028154758823,-0.9253498419478223,-76.97232715579601
+6.424909018723042,3.0380497224915315,-7.100540163778051,-7.525579712517652,-7.931461751813769,-1.454642813148006,1.0057608767482606,1.041862101308375,6.00597099995597,-5.867808493642384,80.28663600779574
+2.521842612699281,-1.4636836840102507,-8.85558013270357,-3.91213900897184,-0.7793834014650836,-8.810624020904346,0.2565261821075171,-8.490634505975173,-1.1379503626021514,-2.0787446809688004,199.4182887532324
+-1.8897149451997652,-6.4201489122658995,2.677862088950753,5.567069875887787,-3.658183563799726,1.2848168739077814,-0.5481651031429169,2.8023574530002304,-4.367811117884289,-8.097859321702572,101.24880350512848
+5.3289140648019195,1.9120410581973735,-8.615951911245695,8.324521037481194,3.5552354556563026,6.237485403233444,-9.30747096622522,-6.551829471963384,5.807362141331187,-6.576224885390774,62.25174063621041
+-5.071439594780333,-2.7374843397916715,4.413231509966453,-2.194191660422349,-4.3019242693341075,-1.0647291657984015,-0.38279568851629975,-6.452987918123084,2.418155393619501,-6.938570194378119,139.2898036343688
+-8.317385050882002,-8.118472155902388,4.003111638561303,-1.615306599326538,-2.434178922695589,-7.651426232030265,5.5104667059992956,-1.3206485521966282,-7.491433407586858,9.241916769842042,28.145601126461838
+-9.27506683409258,1.9698117650999847,4.694993289461095,3.3508486091054834,-9.216801259504148,5.432262021927416,9.66760326722179,-7.527865055784999,-4.983705468855469,-3.477883312000223,67.24975383386192
+4.658992164835309,-2.957071180366957,-9.123382433032713,9.795681729716916,5.832819804574855,0.607301375726832,5.168060242318113,9.259643509090052,-1.6501234260245057,4.731358949668887,-183.41579991066618
+6.09853363657566,8.256241507167257,3.0814912763495172,4.42734333851639,-5.469150683425951,2.1707190197528026,-0.8620877511975422,-6.842835318632188,-9.374543295615233,-4.222391573076598,155.39446224342478
+-6.149312564980116,-7.69099772168905,-6.9994545287694905,-1.0682015947119572,9.202819844902159,9.569245254254447,-4.850149282830907,-5.329710669384293,7.166765547933176,9.872460553681162,-138.5380608374783
+9.339021268019856,7.213015443113058,7.839549079685215,1.1520356332729498,8.514502633508577,5.534811009230811,-6.842449690167078,8.404907341930343,-2.1349495659889883,4.275020071860296,-167.16380204217933
+-9.774631592911135,-7.5045530910690905,9.251002034846545,3.354343591308002,0.9018791968003614,-4.030423684529598,-7.248545091594405,8.745420477802963,9.159769160873472,-6.258711781783903,-32.0242045040917
+-5.832839463122095,-4.2819692873603366,9.626616699394202,-5.658364872768398,7.761257118632983,-2.2151991874659527,-3.7870743812614327,4.7071713414262035,-3.1815800342059575,7.513109043763475,-71.72271077703438
+-2.0627044591888044,2.574702979091026,-6.7298387917129805,-8.86410096228862,-9.197023600113472,-8.843538443634564,4.915596385134881,-4.895969435507899,-7.628470853740308,-1.187663211663832,241.28068960681566
+4.832222729122808,6.004941219680626,-4.654077790833231,-7.279935406528189,-1.1083134374721948,-0.37738090188850437,0.2233940260603684,-4.688242739015087,-1.6249576105655383,-1.4283851800236458,102.28028226007686
+3.8971215718248686,1.4772544390297204,-6.01428266111216,7.615893451494841,-0.7870110833629318,-6.130414571651517,-4.611000218244725,-3.6803869650915644,-2.0766594158190643,-9.65399862372183,201.18589582805532
+4.250200697630548,3.6937706632782774,-9.450179961974882,-0.6890887612239238,7.5084474602337075,-9.958148972432227,8.885105339329593,-5.8756419621528515,2.185061455702084,0.8353421642874115,2.0626144663393613
+-7.127163653070319,-1.834983332447322,7.368693976534408,4.920273931064352,0.703583308626683,2.0923138709009437,-0.30577342393124596,-2.4074661423287935,6.8454113435361075,-3.3671300647818847,-50.24590428886513
+6.971107168966151,3.480047379928042,6.783545281173058,7.833106861803505,7.878683307760193,3.9391975956995418,4.938742265801189,-8.354791810198094,7.2399851305696945,-5.754120041606732,-100.13760734599323
+3.784948027123294,1.9501463797156227,-5.376952722274804,-4.5375883349971,9.163178772825084,-2.8748163212994204,6.760376587649565,-5.297551726759551,-1.9647327430742023,2.484681292765385,-10.022197164964796
+-9.234694627645588,-0.9590052763930079,-6.076172488123515,5.635774632484722,7.4162782177227005,2.0224040756125183,-9.87326941985149,-7.724876743807987,6.874167911168256,5.533663597372409,-25.0323614755025
+-6.455202410625631,-6.843914254166346,8.343406640240595,8.232423421160796,-3.2429366709869467,2.8977335633376256,3.3022592653757132,-7.946029893325868,9.16316269522249,-2.829985152801171,-49.394680245996696
+-4.163348190377056,-0.9912294168318736,1.0792874614775472,-3.1942476705572864,-2.4133071630342706,9.910463289798814,1.0099200891256954,0.34861499254719375,-8.089992460324105,9.965294095830936,-63.78060023908227
+1.743634725275458,7.33075900229225,-8.567571824367523,-5.66304088193262,0.34105705448839396,6.6876425291375945,-3.3617578317102126,-4.729446476497756,-0.3175324228931231,-0.9691806636969846,67.56649976762998
+-2.129109821801909,-1.5004683066745805,8.436224963182202,-5.54212457921037,-2.1134754313649773,-3.528190379002989,5.3320290604304965,1.945507737221397,9.770361279998545,-1.9811999762628885,-82.85338236880555
+-9.858145610987027,7.435243093465083,5.998861185747768,-2.1807846422041854,-3.900317695944522,-5.823201710498955,-3.640866567634824,3.443112793567884,-6.083287961192536,-3.132270653424616,127.15868266587812
+6.774276969379603,8.47398681216558,-0.38224622726356294,5.560895467295561,-7.907154678891097,7.992852680955094,2.3751779354803326,-8.969302750649643,4.983875138502554,-4.883794495182203,9.413451229724476
+-8.922829090064209,-9.738046243760174,7.599171128900628,8.3857383248071,2.431307205130735,-4.545340437854408,1.816243145758969,4.371895712422782,2.0248559528941468,-7.62317506042913,0.8205230215106243
+-9.378943035400066,5.898063478937264,-8.681057933668178,1.1124903363979222,-4.463308200766718,-3.2161189631824505,3.7183944531191915,3.1980815370960003,-8.804639552355287,1.257674046376629,80.40703967457914
+5.292668290725368,-5.029773508086053,1.959429240328594,-4.059765067491201,-0.42881618601356974,6.671760032814841,-6.3575410681947915,-2.1676792117186983,6.067693339404794,0.6689310658135206,-19.13062632732579
+7.823534951812691,1.901051095769677,8.209780759109766,-9.02803891783876,7.117476755383616,-0.38627555041262474,4.642772186621665,6.032888143653421,4.168935887040199,-8.83870140652558,-58.921056566063484
+6.32709843849967,-4.172784624276251,-3.6886028567692963,-1.381066736732408,-0.7957730569403942,-6.27469466415935,3.880391865101853,6.729387575469518,1.4718074034707973,6.765748137416223,-98.02757009204065
+-6.757256945256813,7.467089084536425,-5.225513836119228,-7.8000046814145225,-3.2495352179155823,5.753702086449605,-5.9956234297960105,6.813373922962189,9.597033138471573,-8.401583794014737,8.68211647519959
+7.485928565242494,8.101925981554327,-2.034949856294599,-1.127018877754804,5.5305522687822,-3.9837475873063677,-8.184820431441262,5.636348667624689,9.71082719901154,-6.402637051868394,-24.740767879988415
+5.768725147553431,6.683687940722544,0.9843747621112264,7.829296012381857,-9.402950857130111,-1.411679823551104,7.194866901616244,-7.702456616753555,3.8081972111382156,3.7830718584675527,-54.57436407211976
+-5.012276125508444,-1.3369245806185726,-4.356932666104076,-3.108604312368508,-1.4790935417531936,-9.560910754308294,-3.42039101624642,-5.132271260835861,-0.8697666248186708,-0.1179187376871993,175.70332096826814
+-5.378893610904427,7.625599366616047,-0.23909614240130717,3.007497235351304,6.317176534871221,-3.8128307329995126,4.5663834252203905,7.2231952698537665,-6.567793698465225,0.254095981236806,-59.640402124656816
+9.415903570545208,-5.1987906883234665,-8.897913675966173,5.9413953892943905,-9.041924932585312,8.14808308495303,2.7423203216087,0.9372007170484697,-2.9937131927404192,6.310155632094972,-59.000428077823024
+0.4096487771322854,-5.476690130972608,9.96231332395724,6.764636762639271,-7.935776561018859,-3.3376485084244822,-9.689109417250945,3.741739367554715,1.7550586299742132,1.4228441549756354,24.64188125458999
+8.76042878530643,-1.5369853580988613,-4.184037317837053,-2.8050217784627285,5.603633134363499,-5.406458712084796,-6.538579080121483,-0.7605481552471405,-4.523099715717596,3.7975974667517476,80.55234127959224
+1.745553510099882,1.9574734200423016,7.29432945185283,-7.830469087066754,-6.101880748943365,-6.421855590595282,-6.520869884094537,-8.524328232244642,-5.053785445218568,6.405317436808023,170.70513023795166
+-9.500170603948998,-5.684168854639646,3.99885762048255,7.088880352989831,-5.006603261623724,3.716579792454957,-1.0455379799909803,8.164417900398924,-6.484079801438991,2.2780493788716294,-34.85357921498731
+-9.934634916551898,8.019387305454398,-9.542464014513989,-9.298327367364276,7.787953979641486,8.040085512112555,-8.312850544596188,-5.310145594411995,-7.9151272599293865,-4.067564306192444,188.96000216757633
+-4.589856566357991,1.8158945149336492,-0.8012790766104683,-1.559106794957854,-2.651499147048293,-5.643924999320213,0.8417254401594376,-9.901517379666021,-4.143942815817965,-6.046629216215709,231.88753925735358
+-8.434763996935622,-0.8609560904513858,-2.503560368652291,1.1928239037857291,-3.6489017015678704,-6.823435696390767,9.133167138172048,-0.7549711686474425,-2.780489383660958,-3.684925508044896,79.66824297277941
+-8.237190391779407,-0.31240931409603157,-1.5436984175368917,-5.915303523323468,-5.430482860342069,0.3316984088288,-0.7322266364484231,-8.791765212438564,8.999523150086938,-3.1299823396552195,91.47527615534517
+-3.921977164165489,-0.126492635896156,1.8435450157418276,-0.3788380470906594,2.70073591906975,9.420250968749446,-6.977787971884433,3.739856961079109,-5.10279422717999,8.410757512727807,-85.05576950954477
+-4.450765754432522,-3.951304741656587,3.0755747297938107,6.275096557279511,3.168614998198993,8.72919970619433,-2.3553703403066106,1.4285525690404555,8.279922266507283,-2.517234888276212,-130.99099947899018
+2.929008438456675,-2.8358377203202645,2.4518427762141237,-2.973154080464626,6.251560237648706,-4.105837888497863,-2.2396404810989345,-6.62472703882607,-6.8685741897365515,-7.834105527020072,212.51635123740417
+-8.997890541877933,5.969592041113585,-1.1662521365255696,3.618243145096476,7.457350268033361,3.2721007261936608,4.81847282038623,-4.643343600427712,-1.6743828142528883,9.2611717626113,-141.81277184718968
+-9.187848257594355,8.304091473098211,8.753917837380957,-3.4153678454456093,-6.804074504408463,3.8696671792516146,1.713600668723969,-2.914388932674037,9.930155713739746,-1.1152305381803629,-72.64155769071608
+4.05519206420089,7.082561481839238,-3.616716866206773,-6.435845373243135,-6.104481577088185,0.6072405771462819,-0.48012649086838,-9.109021961591612,0.948010949991871,1.3834578634151873,102.86744938854523
+-7.382513634918222,3.929426012864037,6.186632415310241,-3.7788648319359264,-5.016711188350815,-4.009662828309071,1.0057260231975662,0.574292239110572,4.556646092215595,-4.743225808121403,44.13323350914119
+2.2800033572900325,-4.68679811665101,7.396514792970246,-9.430551016576024,2.156024125095646,-1.1405715099183067,-3.733205731708209,-1.0036680769067363,-7.125058115363354,-3.2367636428213697,152.27767505577498
+-2.2610616536378325,-3.4927059382780445,-8.227639404681694,8.246614578059923,-2.035972792158316,-0.1931430882305829,-5.3015467540883705,9.691710393113366,-5.654699206369857,-5.480469248522095,81.61546137072872
+2.4822398672277624,8.744701782353237,3.7471059243702753,-5.64381578751936,3.9194180544515667,3.322082982670922,7.928876720264162,-1.9058476508902267,-4.371502087337498,-2.433647654315747,-21.582073689410457
+-1.6838647975678511,-9.447314234744201,-3.1546321902264407,-7.067207062288661,2.366645801365308,-6.122145140450293,-4.1868356802298585,8.883665029858975,8.594645411373724,5.710814896181593,-89.45661552052842
+9.02333130424504,0.46379646219106396,-5.294029020450825,-1.43520921047962,5.11633986743896,-6.252028281732624,-2.385893709301814,-2.5232729028984213,-8.73720306239819,1.0676350951344693,131.77424384847427
+3.39763027668488,3.862200720994855,3.7171126963888623,8.122343256211062,3.1151133537898823,-6.87478305967868,3.2313128419937986,-0.18760351236460915,5.763747328509212,4.459071451958558,-143.61987000005624
+6.8929723942936105,0.5270168430795752,-5.917909610639049,-7.7058004505923705,-7.126536265511012,-1.9096661878608256,1.2256160183612619,7.243863884839527,-1.2388598799619044,-2.0924157707165114,55.995883560175976
+-3.82104797992207,-8.355629831445942,1.6236797987066787,-9.581597872175632,-7.330235028376109,-0.5474606975160734,4.2548413650268735,-6.575865374752558,1.491461184029097,-2.628655942555993,132.55570003926925
+1.7783184698582222,0.6432769329936949,-9.017716242226467,2.3925592305255328,6.804803804562891,-1.9982134050492628,-6.600513268204717,5.997460657968978,-3.561817187305474,9.086671600462083,-64.15129237201138
+-1.5617204242623828,6.163100743633714,-1.885968781611569,0.9738869061505162,-1.9318249946089283,-4.320880093638579,-9.37135296175044,-6.882723223748393,4.2234913682123265,-5.63153916128474,168.42727537300996
+1.902019537564139,4.987759391295016,-4.031154079328731,0.939067091264354,-5.643568464010427,-5.375203433075686,-1.4291066426841792,-6.653499998247021,0.16333628700274216,3.9020329899927098,83.47476841707297
+2.1182859058608483,8.60096529307693,6.749408165511161,-9.254190922265003,5.979335547702076,-4.4325834076904975,1.9703636136366853,5.22557993702748,-2.6073110056031013,1.974859592887952,-53.574473273217365
+-0.013340166775028806,3.5758245389483445,-5.725777323185978,-1.2791905278891047,0.2595503817022182,-9.345438730805212,0.11160013097884613,-0.9479556370703257,-3.544737216631655,2.5351667267838685,87.12572797988175
+2.4648137664168646,-5.483646322000673,0.3113530640148232,-0.02623902143841894,4.726366665748567,4.252808548827103,2.1247029165705755,-4.965365579600558,-8.605270735897241,0.09676574315612196,62.98277932204461
+-5.018811243096564,7.430008926521583,-1.5489413328472024,8.796938099875526,6.9564133586180255,1.2789160326749394,3.9251862625806377,-5.971478565356865,2.385149475048587,0.02971490480327743,-80.62005785319216
+4.9744035470755055,-1.231279324618002,-4.990967976188285,-6.439550525547169,7.760295279325611,-2.2297277896422307,0.024726764460829553,-8.182106465227621,1.6031941927236693,1.8937485104414908,48.314257002927995
+1.0845631672776856,-8.697887909711435,-8.544332321171986,9.671901906243844,9.098783175159832,-7.387089917107432,1.581977684130984,-4.603386277548038,7.1317877899617415,0.06536740189783785,-33.9244714346803
+2.0613214036146865,-9.065844746865535,-5.1749306654946725,-2.4086329494265457,8.965600161615896,-9.532797116729363,0.4851234183131159,-9.467880422773025,9.419329670852637,7.489540791455365,-29.47470395356201
+0.06029805952981082,1.4701670383214038,-9.891381614995925,5.573107865314393,-8.700873864425569,5.692453783220836,-5.925106935770659,-1.152136027693138,-8.363440713555857,-3.7033070633099263,181.05544965642514
+3.722045461795771,2.5898352433987126,9.63457461823047,-2.539702692107304,-4.584171043256453,-2.5303910270132346,-1.7675434122274614,5.014013635151118,-9.905617808638636,-2.977586652911195,106.23045036041208
+-6.218758441970449,-8.646141353661305,-8.139523611719126,1.8653356825905187,-0.6007176158028726,-9.907019810826354,-5.181500567792834,6.953007544248697,-5.435620137136934,2.1510448070792076,114.43717752516594
+-8.408816600765103,9.816397792796254,1.5674614516935703,-0.44878276930873096,3.989978848632101,-6.307886112030479,6.519629130676801,-4.914154407960427,7.008163286224693,7.82985416475862,-140.62159446689915
+1.049253818534317,7.215422424769002,-8.402666896665771,1.8478930379491598,-8.933347405103898,3.0864786102357478,-0.8858550155346157,5.107890475703836,7.4172455831408275,-2.0885655349215138,-47.91003349557938
+-4.360866319280436,7.196352539494349,-0.9988219248025509,-8.931625380869763,6.7531412591016,-5.1439757146772624,0.32478078553085377,4.818381142566668,-0.31828678962910306,-8.711182824381945,77.32023859550861
+-8.669583808263363,1.4401108419066921,5.680050399421708,-2.1634223362046745,3.8030025502345888,9.107525226725812,-9.067869457052778,9.837323225694535,9.609462921591083,4.455281496694714,-219.96969684981158
+-5.287196043837133,0.12485251374752648,-6.705049684299899,0.19597280879980028,0.07154793141837423,-8.607356288137975,9.034467647035349,-6.780954381604339,-1.067275389383746,-1.6154124640177492,95.86423626446322
+6.002208994100011,-1.6171457870009642,-9.932201290868152,5.665235768124155,9.42380539489378,5.103339960029631,3.2130017303461655,-0.44968935389031905,3.542689958329044,6.294486044255747,-183.64847931655063
+1.2786107049962392,9.204653247148787,-3.8771202270908933,-0.6829720076237455,6.1354483262808195,-8.859095192066675,3.4260152932879007,9.630710451453535,0.0195272943807967,-3.178879273272004,-48.438669119704045
+-9.793759148051304,-3.2972034307856846,7.062014367634828,1.2535136225181898,7.188245969876275,-4.218358917494918,-3.5937127556675974,9.162039754863896,-0.6615810475087658,-1.6910089842866127,-41.50978699651118
+1.8766808971732574,0.5420449522339843,-4.6920710424435175,3.0681304786592456,7.283264057321492,9.388131606173047,8.72712884130866,1.1654560904098488,6.151935472141425,-5.587950518916722,-161.0751992475663
+1.729749432990888,-5.831061001972692,-3.0005629718803184,4.407599406395073,7.999099093537194,-8.412467900321198,-5.835184509611818,-6.160194921868651,-3.2805858345886008,-9.79097439633994,233.09159602213902
+-5.405680463785298,-3.6600743277755576,6.1899766759012165,0.5502943977360442,0.7830319458004942,7.576777799678094,1.2365947607723493,9.309221327252446,-7.8899315332959326,4.39762839430413,-110.40431114896701
+1.2697812347693316,-6.335419451394428,4.713007511279763,-1.9429152224822377,-2.1931805063035714,-4.247625754925681,0.41507109949179277,-9.81600196931006,2.123252467210699,1.37753083040687,87.04443215445997
+-0.22806274438590401,-6.236366798716924,-9.022811505671793,-0.12267142132895481,9.971881562365517,4.077898477978601,2.000278997988323,-6.597059936842797,-7.387174900650426,9.374656858547963,-18.82122733435085
+1.2291776109400177,5.801746330458705,-7.3676304515095286,-9.275714571975108,-7.9584987993934835,3.334197446400964,3.525403995640133,-7.0671422192930144,9.148754989098922,0.6086719272086127,13.284074277201002
+0.46605336566764244,2.2639235470000285,-8.035072483817967,6.442737662739894,-4.204402752372665,1.6335253018602702,-1.2576113014016,-4.355794877906689,-9.008025672809428,0.41300693526641785,128.6309103714908
+0.8876656995046406,5.4695944192349,-0.3836047150468658,-9.56212561911534,-3.4272385760155477,-7.68561571918738,-7.557940493609962,3.636959698412603,6.5208240508784465,-0.8624902417717695,67.93675814343914
+9.087278936422052,-5.890851341092258,8.900797884493075,-7.234936833284829,-6.636788289668658,-2.847384929249137,2.2680930313846837,-1.152040552418676,-0.13697782193008656,-6.884469956906923,121.91671666148034
+3.9635785896550657,6.463507100949331,-5.006668597850279,3.1746777050016473,6.50961873473225,-3.1817362964446616,9.478405723274028,-6.13257034676677,0.46967661126466886,1.5731181870571298,-62.076287237952236
+5.889574211521129,-5.851168895028518,-5.210477675794265,-4.213219016498835,7.8322490708121695,3.0300105518502196,0.15031410950838264,8.744077160237975,8.7695761917778,-6.213452663456618,-103.56419289743977
+-3.4966533713801606,-9.107078330353911,-0.5485055488677282,-6.861197288593901,-7.183328953189054,8.741062010504269,5.608876944574675,8.06182558012167,-4.440655227881074,-7.089282552540248,44.71239709413437
+7.456907409925413,-0.9673812486521838,-5.399729941107669,-7.527329976325525,4.597217668690758,7.2399135046662755,-1.2133837855347385,9.171903981776907,-9.582707092389635,8.132425501866326,-81.4722391069481
+0.330509830165433,5.478465128470706,5.317892673332825,-6.479696413120244,1.3491126239454188,7.539429324958116,9.641349085551418,5.134347156707273,-5.684384190126092,8.175049512011574,-189.09203666703053
+8.049393459838745,-1.2723783032294667,-2.996420125937518,3.6877698424842986,-2.124784174795853,-6.72819396735102,-4.279679409061778,8.104418559984268,4.404023010303453,3.103360218438338,-62.78201357242257
+7.629774483516001,-0.13981019483466195,-2.1577734652626512,-7.510187280975622,0.07338831637531351,3.700478008559862,-5.822933467436641,-7.389912030089247,1.1543895623130296,5.111588612032794,47.92244483364102
+3.8538714743880864,3.5667214797343383,0.6939555742988079,-0.7272748122518169,-9.744008229139045,8.268344138835461,7.90732385482777,4.251617861141989,-3.9234826808164946,7.975781983965591,-141.29255544857133
+-0.2322984648435411,4.279682654106112,4.833966831243317,-1.547763706005032,-8.852626469867083,0.012304632435344853,-1.141674338205989,-5.133443037888632,4.762312019793682,2.908713441804991,8.55842655793839
+-1.0464954888549904,1.8280514645173018,7.598904269289582,2.5800646543844663,5.757374276016163,6.315093535019793,-2.317573456049542,9.939200758569797,1.9137102801749295,-1.0979608300043298,-168.60508827988608
+8.715563786347678,-0.2658888663839232,8.888725981939935,6.781814802469315,-2.1805776817944733,5.397663666854243,-2.621911291522274,-2.9411290383410615,-3.876646774353867,2.3491919370053616,-27.521164054760586
+-4.424765063693712,-1.3494656809179517,7.885416033124373,-6.43566535984103,9.780887310411632,-2.4625736955282007,-5.465190059576721,7.374829348032366,-7.988430140626493,-7.338011960640016,102.79930812466382
+1.5797184078953874,2.230930859633551,-0.08425291091957998,-3.776353787611275,4.356014122460676,-6.6298192089560555,9.790841075363456,-9.439949078334308,-8.233730452572951,-1.2365802508703405,123.93348440918832
+7.449800969553186,7.499278405559544,7.573946602230659,-2.1527397298127693,-6.828554188595075,-2.43593648791248,7.074875705789623,-9.982731661569733,-8.92238474163941,-5.803172118781957,184.45939451279776
+1.4491073879368899,-5.555665259469564,9.624591729981677,-1.3571656426124656,1.6050022736976977,5.231809848471998,8.628550685437009,2.481154517291988,-2.87133252141641,2.4935379410341207,-130.0514697989645
+-1.3352756761465767,2.6921190684862095,4.733722992916418,6.132097611543479,-3.4858956399907037,4.5556216919981285,-5.958914510891143,8.434027374821305,0.05204604304753779,5.603049059502356,-131.29148083660894
+3.124781645929613,4.547655237062904,-2.8321986615837735,-8.173440883917301,-0.9234573942634983,6.300889622641456,-0.9282108687602797,-5.9385698548131005,-7.518052747223514,3.336232655175797,87.27035592001366
+-6.9573684407456415,3.559762464352685,3.4355393769859344,-8.191962834540732,-4.434533984929616,-6.713859190781017,2.3464581603464385,6.527137034520458,3.940763440272721,2.480874858330946,-41.23999824260233
+-7.877667107035555,-5.833755102712437,9.917638591879603,-5.273623216511787,8.919001341238712,8.05455409950201,0.7285056468768825,5.425543410177511,-5.5238067896012,6.268777862823791,-139.73843230646375
+-8.876798382647236,-5.603885983920957,8.585601852118783,5.649695464294149,-1.1031405125515414,5.956734150114322,0.23604757524118947,6.887937074082727,4.935221585409499,4.481030054696388,-200.71579000816953
+5.116622452104669,-6.457019825595525,-3.583576391473584,1.6711712037222592,7.160924034190906,1.966092858362929,-9.39634594993513,-8.231858828027235,1.716996006757856,3.2915588414992425,50.810635538475765
+6.090028361617921,-6.9979403094851556,-4.907972805171761,-6.522931101745266,2.8210389662005286,-9.796265018112749,0.2668788626376517,7.4567173050078654,9.705370291059896,-2.173317450480776,-29.8128141719027
+-5.932212256117126,1.8199056434155203,-3.417046892629232,8.956124328615758,-0.7052240355290462,-5.4248018440783135,-1.906633053485285,1.8192436563236214,7.1274289794036,-5.776030858785934,8.800495698745587
+5.587053202542897,4.588066815829189,5.971768799405977,-6.196082919579576,-1.8828956987353918,-7.294908561661114,1.5885290557882792,-3.7952907254880075,7.776505089820107,6.837007565405189,-70.56884045839622
+1.7733079246605232,9.588082128843201,-5.840555903021438,-4.759044951416566,4.737314261459669,-6.098567859365502,8.649473186763723,-4.372737159462328,-7.127475078495438,6.759520403016063,2.5852797267037886
+-3.402309237892629,-2.697918651884632,2.655847892724299,7.767736535279552,-8.21184561862238,2.081971771102571,8.68703888820668,-8.314406774620583,3.514278414843728,-7.7826452339228,53.36940921298866
+-2.4648794077648817,-6.130297634864197,8.740016863952864,-2.3069013853944043,7.283973722255648,-6.911220553133255,-1.6506515852457238,5.209697500920434,-0.9781294988409939,4.988911034443868,-64.24851124467949
+-8.356489506481745,1.8154306407363197,-8.957768446190027,-0.7702550314499068,9.107111673184951,3.5790299413818083,-0.6973458728354909,2.3481565067278143,7.312664524120556,-6.781513788692315,-41.064311472266255
+6.856832503194587,5.393981546378777,5.778803333784682,-9.78085070171765,9.49499641377108,-7.151936407320411,-6.569652826406962,8.59374461971068,-7.528810020553585,-3.8746773462255657,86.25032296695055
+3.973638946510334,7.66227638726688,-2.6091916673328885,-3.3635047249931382,-8.794520548782463,-9.817913653200511,2.5429327160160087,3.431330352564401,8.801695834135883,-6.517025363875271,48.84148308579107
+-6.53784832335843,-3.8619653619388195,3.8901070190738785,0.21659147358299657,3.5327847675624358,4.231848740696533,-7.1356550268037555,3.5894490156730807,-7.512737111762345,-4.181213645070969,92.31938381254426
+7.14060267687485,5.716628070134584,3.4805229530280246,9.32549686214932,8.453132202973643,2.0661471588039237,0.7261349074190693,4.092370228803777,8.734466251279283,-4.605129475613616,-187.6362081338272
+-6.7189603994431435,-9.955087765914808,-9.73471308752764,7.185807452631579,6.0205934723596455,9.23159571642001,-8.955563678158995,-8.74982512187335,-1.7934369862491417,7.525881454422412,18.79335610431969
+3.0100259620998604,-8.588966355834945,8.338620189205457,-1.1832405290517123,-8.429502747122818,3.325261040107532,-8.64833823276063,-0.7280564704706705,9.294636280914883,-2.972404759258882,30.954321433223278
+-0.21586052113409915,-9.843852364551715,1.9647897080850596,-5.955395749640031,-1.9690153549680556,0.7005143984997897,3.186343664817839,-5.672594561699409,-0.2649064292479597,4.9379669755254785,22.203996374434297
+-1.780445361071017,3.5238010849155454,2.1754226085342365,0.8998744600417163,-8.746387105721931,-6.7731211887424525,-0.8962112011839141,-7.648896608357565,-7.6703986345247195,0.48768949421487573,204.56784096218834
+6.373567758476881,4.884547336568503,-4.624877877882838,8.866303720541302,9.901621310376909,-8.897894654418542,-4.363830321386304,0.21541793021270905,3.161202108976111,-4.256381842620076,12.251883657047276
+5.184387391404779,0.4620273026687949,-1.5927760880047503,-5.788756674487354,-1.6922550917150736,8.85490778088634,-8.351067117239825,8.517022734589743,4.713492803676871,-4.328119673125224,-28.154263615034253
+4.105372979418053,4.885826812704062,7.1577610388111506,-5.474286680347149,7.88462460550142,7.897108057384978,0.8068623018205079,-8.899832106380742,5.2765486984950645,-1.4668235906092297,-63.34827117047198
+-1.5440245896134686,0.09525028105109579,-7.659737838072473,-6.95331441482687,6.1007540002945575,-3.4187943672320564,7.838644682710805,2.461891495806152,6.265999760718262,9.062369271528073,-175.7919559066608
+-3.3800182241651267,-4.910002671194855,6.915742755336323,-0.6684522652532876,1.948092980134315,9.932772113837098,-2.338981381427525,-4.001748070939675,6.618775636039844,9.380979776394533,-176.10187409057775
+5.1239209547384785,3.663376125725084,-6.8903749486753725,0.9394219389569503,-3.371179918147733,-3.413577988619969,-1.095151069936262,-4.012008276191105,9.235693270368731,-1.009233890683987,12.074255175215022
+-8.328050015921747,-9.674586955292057,9.699421093382671,-6.6144433104116,1.682796219209306,-2.2622971467036956,0.14602406424750525,-8.040142679854318,-5.391279133379598,-7.420475273802623,219.2118472725431
+-2.445722744756633,9.370463607127043,-5.412197063528872,-2.2087831063023144,-5.031418010391484,2.208769666653567,0.08440223240701483,6.81476377485259,-5.399208337412327,7.014142965667984,-53.01839651641832
+2.254379167226781,4.683071195224812,-5.689425000528976,1.946594072565595,4.034198272110405,2.3790108641176055,-3.2680388117193426,-2.3364752535156996,8.852213064130755,9.385188673048388,-165.90763969137566
+5.600572505281436,-2.454952606694396,8.131029665328084,8.487070715315204,-3.971665674123508,9.421338399334907,2.6681805313439733,-5.735527374197527,0.9786905901439913,3.4375514005117713,-107.5928560120889
+9.262875579945778,-9.84683750958581,8.937264857387774,9.316463309228757,3.5411159561315264,-6.463686551539607,-2.565262614830812,-9.900743271418984,3.7889169107361997,5.189248254738965,-17.618051244010687
+0.5169848005593081,-4.032472694038498,-2.410909917330437,2.893431528349908,4.83672252942257,-7.262298600029324,1.8242388009609756,-1.5297886143900508,7.4195596216575765,-1.8226171323636153,-23.80901656200899
+1.3207993634931903,-2.2188893299466717,-4.230285239624163,0.4163591118452392,0.5201886812936429,2.3054805212766394,8.043123571514258,-4.3801652651123995,-8.524644122401892,-7.452291770823669,132.63299339127926
+-7.761382430068984,-3.862479934701173,5.3668874244875315,1.075246919167443,-9.551754644691242,-8.43765978450271,-0.030111442353728535,-7.904056256585736,8.542976710083943,-0.2775811344185608,86.43326629605157
+-8.324940953214279,8.733957254116902,5.881360847639234,-3.130341978657787,4.234791999968717,8.37685902749308,-4.567850824092807,4.0100356029067985,-1.4306126466934144,-5.182111174868071,-17.18557626460047
+1.8658675798050894,8.19989578425481,7.709656332885961,6.472076161373996,-3.4427029665161957,-1.3018177418292476,0.2615682192630997,5.559082732079266,-7.144499294222646,3.868964110019364,-60.526766625730424
+-1.779241102057092,9.723288995252942,-7.621541351671112,2.035602475694429,7.50703484165097,-7.707500091964419,8.952611711864702,4.433329144741595,-1.7122400960000617,-6.214394458667501,-10.832702601621694
+4.770977839616936,-0.3604508827496611,-1.8774793582960947,-7.204646017865737,-7.176968179849035,-4.826484050562643,1.9710742424694971,1.0173854843270402,6.92492683216555,-6.960194399530661,83.68164939744156
+-0.16324207117841993,-1.3254539759180872,2.0348403232182855,6.122588104303858,0.714849423752062,7.186759633079795,-8.789958999632347,1.0450150794567215,8.068185713151017,-4.386277770960523,-46.52470203421321
+3.3414816110371315,-4.5486883839210535,-9.86390249077277,5.866207384012059,-8.174817744200787,9.083460169230941,-4.054747036776956,-9.36614131673874,-9.542259868428198,-7.1609222893230555,262.97483793401364
+9.310875305423117,-2.752350634041796,8.904404277314153,9.340035527324444,0.957787109617636,-9.815682172861015,9.575358973402503,0.037673654723922034,9.209853467849028,-9.035504984807321,-70.55453857954177
+-8.088047972242443,-6.958290913672549,-7.683507995027772,-4.361851413892137,8.551498245838925,5.139058472820732,-5.721598972184962,-1.3229994195170858,-7.150123931510414,7.113339603717323,36.968329019007335
+4.448615597122718,-5.698195847510434,8.601641298655991,6.5126624300255775,-0.8684246438418519,-6.548135832212887,7.391825763871109,-2.7614834815525136,-9.1499628626657,5.315028833642068,1.7957439934304118
+-3.5001313124135947,-2.3385176884755454,3.980887498338359,3.6285724241909723,-5.1404065120213644,-3.6384539118676007,-1.548538215766524,5.552288600675461,9.916731256834854,-7.961303450135702,-10.421463225454753
+9.176556019000282,-5.793362621843441,0.33379905921150366,5.35504373606988,-7.778557034037943,-2.6622207925582786,5.258453608002602,-2.2698062303092303,7.005925622255447,-6.446898214337599,21.444491257167805
+6.579953885249443,6.283562554400377,-7.302369675263258,-0.5196346477775671,-1.9125787536225158,-0.8612174454245181,-5.5318963557237595,-3.9420487527988257,1.0415107213994923,1.3210591163966123,70.1318994964652
+0.28603583972752755,3.6618155726661583,-6.379216198371149,-9.768012994990631,-6.551967248068776,-1.847920751748866,-4.7116552427573755,9.174403012869343,-4.50359603802569,-1.2046184951479533,109.69158464423384
+-8.251380647848546,-5.005289197815614,5.219230531201626,-5.022525860877735,9.573539384226615,-2.724402268502768,3.2120691799523837,2.520627529217636,-3.3285656053893553,2.324642178011598,-41.10684141441708
+3.5750690537831,4.864109066052205,-9.185178132420287,-4.036274142336742,-9.70688793027724,-0.011669744991029685,-4.010107558258175,-9.751846539997462,-9.439032511799201,3.541795397904417,238.5514349170239
+-2.5510386683085784,1.3107152299785652,4.593171590098457,-7.5876330942317205,1.525803929354097,4.484259484427633,6.675548599753078,6.518673012862253,4.901836016797221,4.323544124595515,-200.46734054796764
+4.854041787802796,-3.286496836630295,1.6858526376693606,-2.85554796703265,1.4731865582200099,-5.710662984697459,-9.919826191906635,-8.127230416190525,-6.391876529968057,-4.6102431949220986,277.39358111250755
+-6.076054176797361,-8.007029231289033,-7.925619687287641,7.378698761368834,-4.2223290290819815,-3.238315523045161,1.0604645848627814,1.3962627063168176,-7.158593991178579,6.480605976791843,41.178093079123784
+1.2984101575336648,-4.0499607581463355,0.6447372444287969,3.535187213903066,4.046886114210276,-0.08812490352367197,4.719067911078136,-1.0117609778668335,5.627760019885891,-4.54664018809507,-55.83077884378767
+-7.471775954451854,-4.486827441857257,2.500643258822368,3.185345252762144,6.911117971155902,3.3259144275279207,-9.816815439076667,-7.289003348414442,-9.285740721688331,7.689404133514895,79.22788268078135
+-0.956259994439097,7.376477174586542,-4.19361762998383,7.863039438231263,7.575752377635478,2.634071790323762,5.0158912597335,1.1092484291866267,-7.874708114366033,7.535084068213742,-132.154006468011
+-6.2934692987724645,1.1318350012115186,-3.454198068389811,-5.463528798169648,-9.843749596892655,-5.4646141668177295,-6.156943621668532,6.585579380759176,-3.2429709468674184,-7.826585096424861,219.93761052543186
+-1.3074723325241067,8.865087725843699,5.750462878763627,-8.410650015297733,-4.3322675356889135,-0.6284895198462026,8.964589436101205,-5.692653371299268,4.114719922582766,4.320564081301597,-68.07885584470266
+-6.322347435181541,-1.310284268485582,-7.670955965123014,-4.93176189271082,-7.190932835174461,-7.305930567303012,7.4625787400362675,-0.7521742208681248,1.0824915457251283,-9.214660418932471,171.49725517644404
+-6.171684444893355,-9.025093156572847,-2.3758385187670505,4.257006965468763,-9.03491426626217,6.245875342298195,0.6950226790417857,-2.8231153048836077,9.457128561619122,1.607602774346577,-57.70492535643427
+-0.8579375981377857,-2.191936998118358,5.116080783748409,3.057593566651353,5.712449606760252,-7.760837614684815,-0.2913402344926608,2.3220360935968642,-3.051260389149424,-6.035653827861731,70.98082403732361
+-2.0583540406636436,-7.36805991929447,2.9728987698197806,8.514688390805569,-2.1741986351947684,-5.413818824728088,-0.5959439338094197,-0.29647423967727127,0.5059966128448923,3.6262156746271046,-13.420175870741774
+9.477463236591932,8.006274420888088,3.387141559867173,9.233817075876303,-2.7127694487534604,-6.496805416409986,6.980659750771792,0.18352456541126827,9.873170117437247,8.321422557363745,-238.13396892736205
+-1.954454412797566,0.2016183975153596,-2.837113292596154,1.6804917627167226,9.203765222030796,-5.039978061324719,-3.4824916166424624,2.731526977544305,2.8247986717568163,4.421944827054389,-76.16484202191259
+-3.275945085548606,-9.878344522921832,-7.258830477141299,-3.7780064974595806,9.703039771665331,2.025945425588309,6.016583636408628,7.086160420789252,1.2176419370981462,7.681818890873857,-182.9473064454554
+-3.0714855856787326,-8.388675627237212,-4.975678966362831,6.665405787036582,-3.496339629935934,0.15996397343737145,8.189561531972307,-1.7122579250191583,7.377720886676937,-0.6746778317702762,-75.01048749293464
+1.1518487785655074,-1.8298724117085685,-5.342332343381266,-1.7566566640802006,-6.070770826036731,1.734233221356587,3.685836710101038,-2.7607544999643285,-2.0168565243276637,5.011196327460501,12.939800681388661
+5.295481500857351,4.3800045233677,-7.03980366300589,2.203904765746796,-9.647268682608592,7.693934178347154,7.812813319569227,8.070504055078182,-2.4783784988728885,-8.138310909951677,-11.171868443887323
+9.704045117424991,-1.153434354602998,1.927252396578294,-4.604066839845913,-7.633929849788663,0.9692958513962369,5.335761075373298,7.896357569436545,8.057191268211481,6.242089797562091,-194.29054988732162
+-6.510029251615197,-9.53687837799455,-1.2460098585080948,2.2895991573003993,-4.057459122778702,2.9537578981295587,3.593382074242557,5.460869656560305,1.1622864784628195,-0.13492030819354017,-51.713729045550515
+-9.681943360840803,-8.86382796238831,2.924515307858071,2.125069472667118,-9.415092630603525,-5.178605918477359,4.074849622960873,9.848140667518106,-0.4798477956423852,-2.66218837161603,16.024194390201643
+-3.692687720635399,-2.995578587727179,-9.52281185556047,-3.0653554291927687,-5.411169550615085,-6.765111828284336,0.537903756506275,-1.1517954590446844,-5.069928833706536,-3.571940080199847,208.34650606260814
+-1.205265270751814,-8.95695194839914,-2.469483261870178,1.8677000063489357,-5.891608019449997,-3.856366493324568,7.1209720351959005,-0.7257734070769128,-5.860670654201265,4.697173250715984,37.15466910883736
+-4.5744537446811995,-3.112542378230343,1.326513785737038,7.128857102459644,-4.4953404571801014,7.976685445803398,-1.1045710420070298,9.16701963018168,-4.179930415904201,-5.424561357935285,-17.460267027469804
+5.928579696617824,1.1791102213715532,-9.814635608660254,9.095702997396817,-5.100680789766903,-8.220433238216863,6.575183744123477,-1.324790099137676,1.8907537068504499,-7.086577271547969,81.35679586435548
+0.07923182273342766,-9.98265412369398,1.1849878104001466,3.9381257838129913,0.41089278988609923,3.5134325307216896,0.019889166180020457,4.683862807182804,8.278132581361303,8.763882951130729,-218.39723227376294
+6.8358750613199675,9.700037298530507,4.54945434073315,4.9290185954905645,1.3891417240277493,-5.853200272140906,1.8566978308121307,7.073854897477075,-1.9153090080782809,-1.131537666378133,-69.03735537916742
+0.2556529758444648,-9.599008231754667,-0.3829577407605522,1.8312545957622728,4.0616309098844745,0.6299032244047065,-5.2863200091788904,-3.819087946254953,0.5810757335270411,-7.41440285865854,128.083498124221
+0.323043595028647,-1.9951447200419126,2.5186467565917647,4.7788625054757405,-1.8059458288864438,-6.066048247670479,-2.329100688232466,6.861606982454866,7.126251837231019,8.569848581915727,-161.76231546177377
+8.715280807255382,6.52647048536243,2.5330988434474078,-1.112632290841189,-0.29889273890010504,5.827181657201484,8.967396599294917,-7.503007821758096,-9.433230495949818,6.263356345958188,-35.078056018711585
+5.559123148907612,7.20576175408453,7.771402615544794,-8.124512956098439,1.0850707149036531,-3.6768930909261277,-0.6037059270122325,-7.917604946307666,-0.12288687777378904,-8.382753189548497,160.67360062017443
+-4.840368884130246,2.521640139125798,-7.345538666747338,7.2552332552743115,7.750351814785425,1.2632856082127475,-9.348424157652415,-2.349423248133118,-1.106873769103296,7.742177672234625,-34.39808696031139
+-8.508737650852687,-5.327960930947942,-9.685996976694398,-9.42419081878996,5.966740502879324,-6.809179861479291,-8.597226696543558,-6.7928820151990426,1.895103230325632,-0.8870246028937112,207.2579819574865
+0.2925379934218597,-3.4189410926549235,6.206050402526397,4.807973533380374,5.284292076280039,5.339511725202247,-9.75479239347288,-7.485158799411725,1.6736811205349778,-4.739222534745238,73.78940516748932
+3.8187987066774554,3.0050672096405373,9.78712854105864,6.525990862254618,-7.413611031702684,6.548709602960756,2.3927940056965835,-5.268375761327757,-6.316215462023584,6.760755630664024,-49.163185972660095
+1.4244432743283486,-7.064152183724843,-6.895539739517371,-5.043073998587708,-9.65179714488042,-1.705378508066342,3.2296306066227576,8.868424719731195,5.522630010058989,2.750317657555472,-54.91835975282942
+5.477205463934302,6.196326950393781,7.869728679979464,7.241079595696503,-1.896286626896555,3.5273372335211284,-7.468827849277259,5.900274323515495,8.118336193401916,2.2176037779652336,-168.7281175714009
+7.509575442637724,-0.3715447370724023,5.342909145112193,-7.394102405480165,-9.598454581986557,8.368749068330512,1.0590224701921436,1.923003551703808,8.657070418588733,3.0976737208067995,-123.39461525670234
+3.2441013311651457,7.989938038749056,-7.64857163138876,-3.42945782195464,4.793509225373532,8.065805962883283,0.6717643182838096,-3.0839808344509234,-7.764124966349472,6.67881884833891,-28.972505331162864
+0.8233124817107651,9.440900373824025,5.788616542144593,6.142432654383068,0.04232125518084162,-7.159672644753403,-3.1804354135292368,6.739462724124731,-7.2787141808581595,1.504611028105951,3.2992820259132443
+-3.2928613612392654,-9.587907161635552,1.1751108286430845,-3.5161811968494927,6.175158703197474,7.313207024297541,-3.600579909879673,-8.727948099307916,-9.897069659759396,-7.044689295121993,216.1059674856607
+9.326964919687109,-7.736858531884341,3.915785429162222,9.514200004901907,4.3124380535663835,-5.244015038486165,-3.110001298298024,-5.556586619696436,3.184810694429072,4.457232833288456,-36.53029631799093
+7.158347553364135,2.039559219823921,3.1664419802386012,0.5745037007175879,9.378881581851754,2.0649003845345626,5.8577063636077025,-7.503807671873492,6.346567413520594,-9.061539544719599,-26.62801900895997
+-5.402300550081249,-7.0296854943292875,3.154832722295382,-4.883065806215128,9.91257208635848,1.9464993554467669,-1.8373374337982007,2.485800231204862,3.127019508848905,-2.378301814459405,-40.03196661015838
+7.761517732655592,-2.7128136284639837,4.090480209958384,2.004766639082456,2.411940412956237,8.225410401546737,-5.5060520114940825,6.5605247668027555,6.25447734303803,-0.2828903366463864,-148.77718258647343
+3.462632884589938,-1.9194982416136264,-3.1967730035408004,-6.692876212247523,0.10045680068962115,0.9276834640561193,-0.8695283452364233,6.6293447574511895,-0.8884236322135797,4.574859959981794,-50.1617508153861
+5.208667808733701,-9.157766583342507,1.7385320217475542,-8.378002694305218,-3.932889645086537,-7.644982827536491,7.40123596694022,7.100903639502629,0.8252241838731722,0.39090493593066045,-9.492180336670433
+-1.8771088658547486,-8.802610843780771,-9.983202572373344,-7.351428962152169,1.549122647269785,7.122235106663175,6.633719329850973,5.1097551672419605,-7.668745538781523,0.9588838020959578,4.295652114544876
+-5.163961485255626,-4.947009863754603,-4.830265413478029,7.24770307825702,2.045469687494279,-7.987137110638072,9.687241350745811,-1.5353658369501377,-4.461805208128635,-0.3533624740067065,30.47852162431686
+1.8134375444779072,9.701519365440383,-8.122591702019534,-6.210343987338298,3.868412005033075,5.2293026977429236,1.9768174127634497,-8.752483707003941,4.196099419657733,-9.30322605477311,92.02874441010569
+8.629932682973296,-1.8893394903158334,-1.9858302740597211,3.514768452373731,7.903347891742154,-1.2107959560138482,-2.7154065512088854,-9.435286607570808,-8.054460758011997,4.622061873465753,79.12800097209818
+-1.0341472290101095,-3.2785858285163405,-6.906479162460828,-6.552530806461849,-7.484554556811213,-4.5363825609680415,-5.441806380841808,0.1231180858486125,0.5149458271313367,-1.0948885729766267,166.22530343524926
+-0.3812736045502496,2.477854248604947,-2.567369748073476,-5.423753137578142,0.8319388379909043,3.7208887881397246,-3.5363248701723538,6.157030498578702,3.3975282039726373,-2.5128091699493282,-27.930108734217352
+-7.833896571697965,6.137284044196587,8.811438183324414,3.2836069236357734,-0.3887973431220071,-6.2625104989386005,-7.541253754507105,-2.092699724756164,-2.9056760413737326,2.0526527275374984,74.57672422137735
+-0.4592612490528425,8.24208734101987,-0.2112816903763881,5.739464158695105,8.614206676505711,6.249187797503561,-7.9957135854840455,4.427430025511132,-8.65601998571669,7.635396070419982,-93.92163897482521
+-9.480264649682917,6.277803242002758,-4.689821886260159,-2.6813436968439786,-6.265942414451429,-2.934777342545485,7.5251724690843265,-6.893707203679851,5.215124081349636,-2.677521993680221,56.29378563865543
+-4.891043410615083,0.19719527262583858,-6.590368920752221,-1.5988384767371655,0.28610537779504064,1.89074057089613,9.593432836799083,2.4978616633958417,7.1267795368268905,-8.278197333207489,-47.74199918916446
+-1.4302983954862247,3.7378817129819164,0.7957927736698278,6.935862398482993,2.902278706457666,2.9735334073375874,0.6684907245888105,-5.554051982317714,8.486685964273569,-6.393223961862178,-37.17810546247969
+5.1639933024336475,3.1420965419791735,-6.280529284942576,-9.597011328317668,5.891414788620604,-6.033151955542014,-6.517068666484871,5.475406606230109,0.117836787718828,-4.4494116028270225,101.60399130452822
+3.6211023505578432,-4.4222211813713646,3.143961335031751,-7.0370994360395684,-9.144743867828351,6.443900309993138,1.1793795653813488,6.9572221165777925,-0.7492027808853741,-7.046561132210474,47.31683883568884
+3.0242586133804794,-6.594611201789715,8.89163677663284,0.16176455317762795,7.55284667839266,-5.085886961566722,6.444328775400048,2.130054619178039,-3.5568620051519906,9.730257498444361,-148.064025789545
+8.826585093805777,-3.71906679355553,-0.6878413661683846,4.108704528446189,-7.827728667933684,-8.8036583121639,-6.177562500944576,2.8730739808792594,-2.5375040564790496,-4.11413728915881,164.49552161359432
+-0.879994605463752,-2.263255666632087,2.2891363063239267,4.316856910979983,-4.696323146371872,-0.43036418269639887,4.79122171169307,-7.598530705211739,-2.5023958361917376,-8.178247218271528,141.81615971982018
+-6.3289296051362705,9.303262473718164,-1.3417128176969628,0.11739282688330688,-8.116556598862319,-9.493759893335303,-7.369570204546811,-6.092786147067184,-5.563046215720478,2.808491503675652,215.05098781941814
+-6.672300204075814,-5.625827255568538,-1.5920690234165469,-7.442477744989455,7.015293198701911,-4.7956679644717966,-2.1004563953182975,-8.498908211958957,-1.7229005195641145,-6.264156259681412,210.49132149581135
+2.9199663095959183,-3.562407447692708,-2.385016256681529,-8.292168184070752,7.503840592451554,8.071370136414156,-1.5090993603335856,-3.4388825951767266,-2.8529345644675286,9.685790966438963,-70.56505740211728
+-7.672074722710349,3.822105520816408,9.311542343148481,-1.7780256700914943,-6.267235077322352,-7.712576652412098,-7.298150068514744,3.303284120208181,1.3309833955152772,-8.813260043397484,160.87874001689102
+1.7830507259122808,-4.346089935316408,8.844005059052675,0.2068510192100348,-2.753443267843947,4.14812221334272,2.7904830435522743,4.694715803830234,8.773492373343583,-1.2844941780944463,-151.51043901792139
+2.086746220528275,-7.3403162630511165,-3.0240140354611733,6.482886121283887,6.3787579285296285,-1.4413832070990673,-3.965834301520008,8.00538575742877,-9.936992687685166,9.937967416853098,-69.63442363718048
+1.1672984473285952,8.601361440159534,-0.9717138697694039,-5.03820613445437,0.3340275645364543,5.221934381200597,-6.543518359644846,-8.874895826769684,-8.831640850459566,5.518937918050495,115.86348473903287
+-3.603437257866988,-1.0752571731633198,-1.5592082543928454,-3.7387111149120678,9.359911200406373,-8.384428195270567,-2.086914129156354,8.088785207839997,0.9119653416978246,-0.07857824602117258,-24.31054187075023
+-0.6084325911342381,8.161898637694966,-6.089546564847616,-3.0347484369425715,-7.26694014664925,-7.124223646839547,9.183189487190969,-2.76893175391985,-5.7023235528633665,-7.742386434366986,183.71215957662147
+2.6446818545333572,9.155396197336664,-3.838052864629473,-8.622084409809165,-2.438990417671265,0.9126830136996911,-4.852647122924441,-9.228143560191132,-1.5159077825635525,-9.898064633186856,255.20478107118493
+2.43539758097131,-6.222052574650531,7.8431512377043,-2.3704347949155746,0.1212375069207261,0.38025389938007415,9.675004664460701,0.821633410030056,-9.347803712050325,-1.2430377825360073,18.417102609740095
+-9.767588235164176,-3.0898934414596058,-6.122569230503217,-5.461102438063965,-4.945142125275323,0.8237708163418156,8.494346590615622,-6.113025348234197,-9.168437185045182,4.255903837042094,108.96706039664042
+-3.9781628324335117,-9.23777375688033,8.504735833618351,2.0525224907824158,2.4107664301705833,6.31195952682911,6.0931576610823495,-4.7260168186048634,2.495072343809075,4.667967309997736,-132.2824232722298
+5.209839234922933,2.9194055184268897,-3.9726323332204783,0.7771789874980595,-3.9303866068525184,-5.595227875157354,-5.232252692340891,-9.668993092997633,-3.54225853051092,-4.420933720466933,245.0265832486808
+-2.671500127989437,-6.548398775849882,-0.894983460935852,-6.24713144741497,5.080724269708501,6.93489307477954,-4.894541447084815,6.702265769601709,-9.198597333126513,-0.043332894343586226,43.8380637831569
+-2.5848082293114083,3.7994996940456893,6.889550885500892,-6.983509220290676,9.354141986077565,-8.986347903482601,5.54375333324751,2.473171037200226,0.3138453448578149,2.188283889206921,-70.47082381937692
+-9.731877088368424,0.8376698620916279,0.5197865071500196,-7.868945457635277,-4.004763970831132,8.12826384834106,8.638904300390395,7.168697060104132,5.612354796588404,-4.920360996992905,-106.05760811773523
+2.950903581180766,-2.6578200554929565,1.2279878173808734,0.9580933215852983,-6.180302968925153,0.5954814464077041,-0.11246569588903021,7.633607194936507,-6.354347026930462,-4.3569510204007855,66.62185607632291
+-9.665180540301323,-7.966163723944524,7.34258329824133,-6.301074037043167,-4.74133085720005,-7.069031159980912,7.164622607965794,2.5137808901933423,-3.992691295426376,-5.568810013916408,119.90900117957942
+-7.49103300804995,-2.232071997928333,3.8755412792957067,0.575633816369634,-1.5092895337027379,-5.959895651709584,-7.036337430882869,-8.777932003449207,-6.647726154233203,-9.280073335246035,316.7595880010367
+-3.275949631811532,5.846171117296153,-3.862644362411518,7.872969791270064,-2.501554150690357,4.247761329788604,-1.1224120925396952,-4.241704243683788,8.053239729659804,-5.95003414204057,-8.556245104968912
+6.526728246513556,0.7020940506687245,0.41646133132268837,-7.00099330815733,8.203404500651086,9.085319545941939,-8.143152732146543,2.136927940071367,-0.22376822632090843,5.920808698917776,-89.85662302504325
+-3.20011396951033,8.292525178158325,-2.607115881309512,-1.0502717409699924,-9.995138595126383,4.711824756053979,-5.5255558240274745,3.1122949508519704,-5.074217443916654,0.44245847375838476,79.1771648480706
+-1.3280994658604772,6.390607700728122,-1.13076368999953,-2.1944156290969086,-7.0621394842406815,-5.958485381014073,-3.6279223655140225,4.494504258070561,9.298177005439854,-4.18315446905649,22.24341801525476
+-8.487358754103598,-2.1662088436131888,-8.077012031196965,-9.30152377233755,-8.260459155422781,-7.860707075157052,7.842463813587313,7.458659208894131,3.351719686815835,-6.473415598539784,86.20405951106694
+8.924794452430696,-6.059082542910557,8.057462202929992,8.997866658863101,2.1575850050602763,-4.16876437310258,-9.124832348884663,-5.97984019858546,3.0023127883237577,-3.6163964249137126,81.25058518882108
+3.7403380333410463,2.419594920243462,3.5041774306983053,-1.7433392294802807,-4.149343672180628,4.610328777709444,8.95155976180053,-0.20455221140379676,-5.949293801542321,9.071764778077302,-113.21145398603382
+-2.3074977848712597,2.370699169206232,1.8097903582667763,-1.9921146529824418,-1.0526586108983915,8.226117775398942,6.263600350560883,-8.10150529656277,2.716531446343138,-0.4754115001243764,-38.193570795065575
+6.438464943014363,-2.0044784610030852,6.497176404503147,4.803255915915667,4.999154118821996,-3.580150338890269,-6.5770557822969185,9.85026069843598,-8.08284448224567,-7.099353398202741,69.30237963012328
+0.7685089925888478,0.8465283853627636,8.282536235060798,-8.068509177064872,-6.951972824720514,5.103555985846528,2.164904845562219,-1.0429826156763156,-8.507086272539508,-0.6407134414210436,88.1548141107429
+6.746464601642527,6.713462396669286,-2.711310669985725,-1.9382353807034391,6.983250411985287,6.187805734412182,5.650875606597308,-6.15908854238609,4.98871883701397,3.2966477129327965,-139.46024622036032
+-4.8766584857735324,2.418342581448898,4.19660229832459,4.212252296645788,-9.093571963012499,-7.900591696958288,-2.938794481384679,-3.100780129549594,-0.07930987681877832,-4.994476692086924,162.75520075053709
+-5.161606803885714,-5.220362992528969,9.309030428531536,-1.2967821081445696,5.124638706450682,1.6643335270357773,-6.582459060525945,-5.015585903024196,-0.2060935074617909,-1.1078552769700156,61.4621413467408
+-8.21143896992176,5.856650604491007,2.5915381278870298,-3.7214132547928047,9.056296728788269,4.35757275223164,5.820001014761573,-8.572925009921235,-8.098982549265969,-9.943430076585312,135.85620491828539
+0.9896116096270768,-5.9436556808886,2.7783220429960753,-0.7526349144037092,7.333856946284749,-1.3035460397130327,-3.190358178007089,5.1445107149973035,8.443254353936883,1.4053868595099206,-128.51054897511588
+2.938551486603813,5.906313940258066,4.1132398919210145,2.348321063614318,-3.58315637914586,9.667847916957582,-3.7127112451059596,-3.71918054441688,0.5411900586990481,7.081895457540838,-93.29345929334688
+-9.316293517328342,-7.619866274255278,4.954146595712214,6.540256579272176,-1.0145622423340828,-4.32129952566952,4.6401936328229265,2.0329253283098048,4.856536776606473,2.5812002761472863,-100.70306685629251
+0.3492483205068897,1.2232222128902803,6.397133688518606,-2.6462792965427018,-7.439065224008505,4.442330911866039,8.201507708694084,2.0981216995983565,3.804680744655997,-5.912367015337063,-47.04886733008829
+7.767877966878684,-2.921839150182919,-0.6518274737555751,-0.12652504653378527,5.019405587776687,-7.949936585819348,1.870351782254971,-5.668572864850909,-2.0969932240924116,-5.445544009778969,131.47141157196745
+-5.77029761009239,9.575631238153795,3.044872647702881,1.4421183565700546,-9.889078305036314,3.2582050619341585,2.3022750241374412,3.385705911229586,-2.763859024009565,5.907204971580542,-72.59767738296543
+6.963374947193744,5.933541220719006,3.8919816518550787,2.4258731190761385,-9.695497758002434,9.057616388053738,-2.8183274544489856,-6.399716471731674,3.318225831700532,8.306830545015075,-84.12074755540507
+-1.1464637594933524,3.477133340577163,-3.4309974466546866,7.037169802376773,-4.8772934309401546,-4.006310771763564,7.573999141272719,-6.001353226123218,-4.101882624072253,3.71297365208342,23.53617771981474
+7.680965480348778,-1.2330791868446789,-6.405622897075349,2.218007158079398,-4.738046881084859,9.552132701834527,6.500585326220301,8.05335678383618,3.275286559008863,-0.7478946231471362,-156.53815643418116
+4.026942373118649,-9.709422244237842,7.172798344335785,1.5255760086939651,-7.501692943122828,1.0990227222950466,8.854686254878013,-0.591439751212457,-1.0351663299375358,-2.3397727671638813,-2.0176900547449192
+3.8337753895064064,-9.911328255166037,-3.9120316150043566,-6.276895852527289,-3.9969596319905154,-2.947876082239238,-6.111220751212545,-1.9385979863897362,-8.977061920637299,-5.300281679477172,287.050280625952
+-3.588556752100116,-7.33204774091498,7.182910053353664,-2.984491524634394,6.22067691954533,-3.752238100527445,9.919467095616035,-1.6877981007966203,6.8103594132837415,-6.566920358558715,-46.68410577951265
+-2.3340353400078206,7.114870587503566,5.943012459297197,3.1201873814344694,7.364936449780302,-2.357118009394723,5.967766081293496,-4.898998178035823,0.9228794029327925,-7.090092215317894,-0.8619951836536527
+0.6388701385192697,7.117365380352181,7.175584938374076,-6.183146464126694,-2.9353178746786157,5.906179190438117,3.574648473286637,-5.986877012793257,1.5639562037069332,-4.22943823451604,22.426669286081328
+2.1354682360926036,-7.606268070225708,-7.6488608900378825,8.59917092638305,4.257679595600052,-1.509061913855656,7.846570021056369,-1.44035227097854,-9.362548823273798,-9.492798997642673,129.20964807775397
+4.585623400712344,-6.8094100437702405,9.45296145103893,-3.9575772189461467,9.140607152145428,-1.7204098440014226,-8.408100950214354,6.843023678386508,-9.546259060404944,-4.6503790586100795,100.8406897644503
+4.495753228107522,-0.5124272673239805,8.236966911602684,-8.09163481134318,5.240458691965204,-4.352810537660094,-1.266173298821085,0.18405407205204893,6.134599875531683,-6.481067734460353,24.051892386315984
+-8.705652935593207,8.76985355022092,-1.1891511652126074,-7.6873705427856525,6.369232979067898,3.6801836793602805,-9.92066871310476,5.132494188327355,-4.908946930040448,-7.5410501651072614,122.42631496022331
+5.357363894112341,3.8037387809295575,4.642824413160318,9.124741203270943,5.505818685183932,5.0349664082572705,-8.6228874249045,8.351040722071716,8.953049780718969,3.538419714803809,-239.99836089332223
+-4.365031787651579,-1.1494908872554621,2.0261318637249293,-5.718633489857849,0.3987749449057443,-5.065528245226063,-0.11293234864105495,1.391612749922595,-4.999183041245905,6.480072156652559,26.674466298499425
+-1.2503414782029587,2.1811304571488055,6.860240882826336,-0.3600132587584137,6.045801566986766,1.9440458993509813,0.5041736003617392,6.804803288101102,9.759749366825707,3.371863169140863,-240.23201926135863
+6.519662985516916,-8.738799495080187,-6.630197127370668,-0.27064420167274283,-8.064793765370705,4.920180652734903,-9.441634148106498,-5.017437495454975,-8.91485629901833,-7.408946250630657,306.9302453081376
+8.032916655342268,3.9007717984306445,-4.283553887306109,-7.8711667390944084,-7.5054582806751196,-6.175203743490982,-1.0505827359278652,-5.773966870233855,-6.076831119849269,6.164997042930251,153.34548453540003
+-4.137440053299349,0.2851069556145225,1.7405722515628463,4.268804197584615,-5.922578226682276,4.293891263926655,-8.439966114284477,-0.5371954235591936,9.014434398996187,3.8312166899729716,-67.03953366313901
+7.5181270392484345,-6.069556816631707,9.590583105215039,0.8921847384515336,8.824342745253963,-3.711109358873954,3.8455883895803233,7.01968130292977,-9.799342652231939,9.08252514668514,-131.73438554504062
+-2.997995419163284,-2.6366870341030246,-2.7817222345180115,-9.085180522636463,-9.437937483879239,-3.793283549286881,-9.240419797516491,5.037434676850441,-1.613964304576141,4.175667939955925,123.27820432311655
+4.316552735091923,-6.480700088096145,2.3656088424342103,0.7316198891931536,1.2405778104657261,-5.081400011967174,7.391403937803553,0.9305873776138962,-4.226284432930731,0.9487286968308606,-4.649139728331424
+9.678172741790332,-0.6507301160879253,5.5140324293108005,3.0275873406233256,7.379880522448305,-2.335809752547775,6.4440286362289445,-3.932658737702588,-4.06753910723245,6.372233932976947,-97.4826060992858
+-5.360434621260691,-3.0168911968310574,-0.3291902782095013,7.464030990931095,1.4576384198327141,6.090529683191594,-4.574770944625632,1.172147536683097,-2.549652716317403,2.6698247174196466,-38.80181152462845
+0.2982676853265631,5.669617153307714,7.2373708288530425,8.298741564303038,1.2403014918072475,4.2462688172329806,6.453365500895116,-6.320975345979358,-4.272378650811959,-1.3010936939377582,-37.66649608734189
+-1.7903329548045699,1.5674557146626444,0.25677225956787453,9.304288418111007,3.9890511073399626,4.769951776507897,-4.223175528901397,3.606143111733162,-6.7734430355151565,1.286479020885547,-36.390054212036674
+-0.6490051080539994,-8.261469756340707,6.435748206248544,1.1853897966538773,1.7060014786931421,-2.5237430862188592,-8.943208239458256,-9.61392058898918,3.7252558250844814,-9.480695759551187,203.30893936016827
+-2.9275496970937276,2.23142580738682,-2.6388050344008707,-5.526274954260901,-0.10031458840912277,-0.01718814771159316,-5.034394309804835,1.6824295436933823,-2.4952452772809885,-9.251259614321242,169.98897909427072
+2.6354528117958154,-9.404056960577886,9.989827996579324,-3.0975608501116114,1.1844414844361584,-5.827533525628388,-3.983944278434519,0.16174969429114228,5.835182732108491,6.424811629993523,-58.94381999198177
+-0.4157202541333671,-3.3920570694231933,-7.755578022392465,2.3948413140386293,-5.3792559052931255,6.391861540602832,-9.28870488163348,7.4244560416656675,0.841441748104006,1.3018807735644522,-2.1895434846075807
+-1.1376196993721766,8.499769265867165,8.724453470694929,-1.1127109237791255,9.271803290993049,6.133411862226092,-9.303058791051175,-9.630316874023368,-5.033256015528171,6.3500532913273,7.591063619599809
+-2.8110487516682903,1.0666589510702562,-3.877486558207701,-7.954788210453538,-0.8872748651604634,-4.777673395565807,6.137392243650508,9.18975417819156,3.9253410773093966,0.46058131330825924,-75.02376052364009
+-6.435387174915467,9.74479009574072,-4.672641210050754,-2.8604320172512043,-3.30636258507776,-1.6275779436274207,-0.6024056547794032,-9.737038426400344,-7.26366996706237,1.757852295227278,172.76459746493953
+3.6138897935101877,9.745097413789384,0.4664949084119696,7.931878380586889,-9.614467902316235,-1.6599473258893904,-8.087848962445058,-5.502847273733311,-6.844499469276761,2.5168994095259967,143.30117659823608
+1.6733133961714253,4.698931707427654,0.3770121870978871,-7.138603871774687,8.413019576813545,-4.0696280454629985,3.684053696499403,-4.568638100616691,-3.652069278605099,-8.652994669537915,132.44687902518086
+-3.553972629003699,0.1694744008982041,7.321271820459994,-5.5859123171056275,-4.56411821393532,-4.1824273634343445,-9.989427687660946,-0.7636642567239815,-6.323714839041148,2.4700755554421727,162.6958759284009
+0.27111729947762564,-9.053770423994871,7.525164209216877,5.9018266923468055,-3.124475740487578,-1.8226766154056961,-0.8203097688308647,3.982948048525521,-2.055591954640299,6.830110057019809,-73.25592875809146
+-0.08668349610278181,-3.8697737295329993,-6.014096866232617,-7.624435143053998,-4.62345911881668,3.339043355709681,0.5920700515773003,-1.7759449220710222,-5.552712151123731,0.04188648476972645,122.28634455611807
+-1.0841935421318194,2.458728945319135,8.290304890228558,-0.6123476997661403,-6.149164395534202,3.1968742690134144,1.054205632585179,9.157883258910864,-5.219820081128321,-0.06040640033486033,-44.1743792662846
+7.505680241730685,-5.4311497377216655,-5.546482248038127,6.113973394819132,-1.9429176981958696,-7.064135289880149,-0.7069053069987707,5.790837936627112,9.46378762922883,1.3891614849849288,-89.09935210167782
+6.777461517174796,8.846821231058396,9.712044377035173,1.205652008654472,-3.723389206491017,-8.962602720044169,6.419606417626518,8.670663347839989,-0.610572398574909,-7.786050175820467,-13.406561242877606
+-6.953302216047563,-5.3598266687570355,-4.645862594194094,-9.391484189017277,3.8310220647437587,-5.619623618478961,0.6468364610792343,6.828016432025461,0.9710054603934526,5.010997181154508,-30.771655743996025
+7.2918725764281955,9.7473182517622,4.2023772906547645,-9.835594505730999,1.7299386875139544,2.5771327654628995,-6.904613511357192,0.5620784835166992,-6.411113319270168,4.372689180225999,37.473263741018904
+4.155106969863802,-8.194482613407178,0.5010312350529955,0.9569210142056561,-3.4976114918367696,-9.84081999768513,-3.187576386343778,0.44116369338884853,2.186747716820765,8.257062174178802,2.5471104135752474
+1.086639985916582,5.130044658970654,-4.700446744538964,7.4175517860487306,-9.64876379768831,5.568746315632049,5.6339337761472175,-0.08323031886136922,0.07155109271353988,-5.163659228302755,3.8498888717069675
+-0.3890896672811528,-5.061407782986924,6.511731487984058,-1.0894248534890316,-7.594020394894958,0.2106637197610639,4.822634174062436,-2.236134581060447,9.21139604384432,-2.852823544652723,-35.324238436339755
+5.289164403811705,2.458079180956123,-1.0121945544563826,2.6199430507453525,-6.098492465190071,8.856179587572788,7.4578781643260434,-3.243433412068948,8.342161658746098,-8.763069997986566,-50.817611584451896
+-3.6954754625713093,4.810791520083029,-1.7161488134836267,-0.7876261646603666,6.014278589690845,-6.110895068149464,5.263496121014526,-4.712935935440889,4.440273968753234,1.0946535508260857,-37.94417413356583
+7.653360021669577,0.30622326613510165,2.0763783740427755,-1.940489641919454,-2.20260364346591,0.77677416259335,8.604693704845769,8.074139643133416,-5.592601431406958,4.276630601386973,-114.49260663973072
+-7.816064782707177,5.624627101602549,-8.352367345986744,5.565942209994943,3.1461720598099774,-1.7483003152202214,3.933631257125443,-7.670814321437483,1.0891403962031143,-9.691735925341955,117.73729177031845
+2.7991805736591013,-2.3594347614830657,-3.8523995376557285,-8.447633300315678,-7.518267965472254,-8.495049158780667,-9.102628316010845,-1.550985398635416,-0.7977847265344562,1.8596955319948183,204.2541156684785
+7.8464827798811365,5.398681256803684,4.88155999832469,8.984789093244675,8.244652551503147,-4.051093238970491,-8.966382637183216,-2.187052673019627,-5.549266638566392,-1.9308204837708676,66.6896018436268
+0.8548411327347849,-2.4047616621105283,1.4364892088667203,7.963895390542146,-5.576392899010328,1.3024430119954555,4.171576845940184,6.804384229979837,-2.286637524418431,-5.407835500832807,-17.096556462205882
+-1.6232222128968221,-8.661370814643472,-6.552159188506792,-8.30968894562381,-6.576701811512706,2.4727726664834293,2.6750479663237603,-5.012369266760988,3.8349095569287295,-3.9501279320435945,119.19992274848245
+-3.588982805033256,-5.4182570451482075,-3.4480270320295148,4.409687108775701,9.534763411619963,1.606372494921986,-9.43851629935729,9.188725114104763,4.105449254612202,3.830751327714097,-129.7751428239072
+4.472723480830347,0.2081302213043812,8.794707976778609,-7.806771119660882,4.420144520483915,-5.041086952432858,-2.4657392955265323,-0.007124557987341351,1.861129153322787,-3.662042751573178,48.42499594007463
+-6.5241854252328,4.218143863334065,1.5636457567323858,-0.8365373953488042,4.050715805270539,5.709793895409748,-5.795581403573749,8.55564812742833,4.1306753970746595,-2.1688578026031613,-97.3111973957015
+5.632430576040672,9.695806117251564,-9.858835940339578,-1.8578406994743801,-4.332461269266663,5.2934954561981895,2.657444680397083,3.362806414392554,-8.359010030957252,3.138911554327417,4.020024321654457
+-9.151532417556734,5.9902035520984604,-0.5893157985167496,7.075551409058747,4.6738744395218585,7.6250701165861585,-3.933427650126906,6.542014522734323,-8.249832424987071,-3.356116047761404,-12.835963380022768
+0.7650989193569546,-6.0357125571069,4.656916501757664,1.6781325220126209,-7.347933046716058,3.4615968720486956,4.030847006258009,-4.1499358345004005,-0.08740104291620865,-5.099967035146253,66.56000461337229
+2.65386128876532,0.5268144663340002,9.554581835379807,8.085598844845947,7.353065793401436,8.345343156888351,-2.4063204158058693,-2.9285879384456437,1.0462792585115355,-3.8615252028334313,-77.978781932632
+9.970157388893913,9.880713303206871,3.3385550073177184,0.14672612899466753,7.256765965422192,6.996895753211341,-3.3416012441544463,0.6250621526365019,5.552973078223027,-4.421836476556029,-102.40243378803085
+-9.472552532586347,-5.212478716152342,8.575761739922939,1.4528513261811837,-4.552829716908207,-4.875090160912681,5.624242355148783,-1.9339861604062025,-1.2786808252365756,-7.959541209539685,111.1401650011145
+-6.3617692579535445,-3.6606884414350427,-4.046572027985853,2.755423835144517,0.5336550589262234,1.6988493390092385,-6.8282660308755005,-9.812733842040588,-6.043890102962766,2.459223473781238,161.72267774656703
+-4.226586644255558,8.849912030076627,6.644103291806893,3.236823378791829,-2.6638778221875192,-8.946386157441532,1.3399387602631085,-9.316484917185814,7.761674532380621,-0.37397606027314234,23.390268940972504
+-4.301391639771158,-6.561227204657126,-0.9846705886924023,8.62953561392314,8.420908297679137,-2.1028684508184337,-7.863511800887098,-2.125726981858118,0.7128147506070337,4.689919445122539,-21.195400886573996
+4.661531435023127,5.8599256239692465,-4.034631747197588,9.801827443440278,8.96482588828231,6.866404446553187,-8.266869787828385,4.788061497698999,6.777787250929032,5.137563666847809,-219.5907837417923
+-5.629757119281791,0.03925656111198217,-5.6770993701063315,-7.471116773992872,-5.9855670915539605,9.505151643082781,-8.90823966507263,3.1840508560541525,5.700560822790481,-4.681645138501985,60.726243723386126
+2.8059563091865036,0.13242549416880856,8.569303354098722,-7.989990261900051,-4.552504007527962,-1.3971149638496794,4.19401331188517,-2.022891234605535,-5.298154742779753,-0.3319302112201439,75.93903870998679
+6.035507488552534,6.517106741509789,-6.192836477357493,-9.062654480435114,-3.7281399314119823,6.843559588796142,8.0374843840987,-1.9811846773338448,5.649442730618159,9.465522710007894,-169.32460541479878
+2.093883669899066,-8.020130500067664,-6.6787271368843015,9.161287035342836,-5.012046683654193,7.416639158804101,6.035189876384752,-1.657079230918208,-9.402681064932972,-6.858250311645615,106.53079530702163
+-7.204688426484731,-3.643768297765342,6.089262490031729,-3.345869030714903,1.7999863087219703,8.01940073503349,-0.15837719090465496,-0.8101231227442129,-6.510846803459027,6.137878388235826,-38.352436800291954
+9.29428619774168,-6.486138893320382,-6.057783810407445,-9.641575614310607,-4.385703255242268,2.9513941021727907,-5.943947009789334,5.528663679235559,-4.002519413505876,8.29762962987937,18.362065151315004
+-7.603494853159294,-4.797977275544247,-5.540414197233647,5.541268083813897,-5.476757526050147,4.91125858809637,1.8638318533687492,-4.708542948497696,-8.627442316808295,0.5126415384339333,110.41383596357392
+6.392551696520707,2.326872316254458,9.504066917533473,8.423871425748048,-9.491814270163925,4.349693124558418,7.715982781153475,5.219991842091276,-0.8862958780966945,-4.153968658224619,-93.93408471344907
+-2.1809869679379434,-0.020131369346325645,5.250646075542285,3.7124289541905253,0.571110540496933,4.794859122958284,1.6743051226089056,-9.314527858644617,4.263286462090217,5.375676697005347,-85.91545094536252
+7.615789268230166,-0.6844792766007002,-6.19657571610122,1.7505316191657072,-4.475327229933292,4.547485384115932,8.883624073980085,-8.239014582380621,8.951225440703194,-5.067628082306368,-22.249197803170436
+-8.390167306974314,-3.5549805572412807,-9.72502105688962,-4.727184104157103,-1.9589762846037284,6.105964217041048,-4.32046411758397,4.186055917676588,-9.910701348276902,-5.534251552811935,180.73437198394228
+0.015016071429951872,-7.257907410063975,-1.0233275427316046,-7.572671183160525,6.823271789684751,6.352710909653895,3.2093700514102896,-8.813785132763579,-6.975342314786426,-9.630659113226258,186.1719643324624
+8.426170855376096,0.5342803973187271,0.4133541311769795,6.057216411384367,6.987019206216132,7.53968493365115,-8.44670215457711,-9.445179622998348,4.37401539441006,-5.2678386675449556,36.35598490685499
+-1.1048729559644843,4.984537564982563,6.303262034675175,9.440361161691023,-4.105810696306982,-2.2358351496811735,9.934075392402466,-9.406082784335634,2.6400803372158133,-3.6745824629145285,-10.149903868188659
+0.6475500314208027,-6.91941461348486,8.540103834718817,-9.363070014388073,-8.929068344080854,2.6350107689131197,6.310360013109908,1.0254815398049621,-1.5785408882582441,-8.28145912021763,101.4117915722389
+-8.948890495147923,-9.883618803261363,9.022873009065,-7.482848170499363,-1.1580028532028996,-7.275319792632937,8.537208064237994,3.4863663214285068,-4.659480919185897,-0.5815406446254201,45.15232508392894
+2.126514901150063,4.694378189960506,7.708668031388395,6.92789960722984,-3.6726828776806686,8.644569156346664,-7.692166071822926,-9.478634410218804,7.543795637034747,4.745659477452837,-77.31989881081483
+9.809827219215242,8.484316705736358,-0.07516304402929608,-2.144967808132461,2.5851433077804664,-1.5583300688883939,-9.358585204390689,3.979227078663232,-6.7754782947272085,-9.905523799668988,174.71359839843885
+0.7822973029681468,-8.412076098529012,7.33443979104079,9.997525245710595,-7.069162438677532,-3.4367357902101237,-7.684824198517315,0.05275297386882816,-8.6270243745685,2.3990806720255753,120.32415751993432
+-0.5485042432714637,4.110408018616491,-9.16476081122992,-8.831256003520796,-1.1617905924260508,2.1948887954770546,0.28572155927304443,1.7261145053527027,0.25826664217464046,-8.33554208423788,116.05013587206827
+3.757377502637953,7.510289896382689,0.3505912051499105,-4.165441342734644,-0.38263606236910164,3.255715113216129,4.530319911437218,0.926276882223227,6.483525527530157,-3.537826774414712,-79.48508781133728
+-1.029375526217975,-5.78748763722011,6.146746055696473,-3.3431401998634835,-6.9202424042073885,0.33846473434849145,-9.704272197519524,8.33878937295777,-1.0596313761999432,4.782250682695439,6.414912855174235
+-1.6929282021783698,8.122768562924854,-1.4136602144674204,8.867190708502594,-0.7179864527010049,2.136019713087176,2.5458333665010957,6.995220850225188,6.761544306044211,-2.1484034635628113,-164.71523380578105
+7.513150168832392,-0.425019930036612,5.176128564952142,3.8994255600255534,-3.1044405049013535,-8.746791588267799,-0.531232247168254,-9.883275318264413,2.256731651088515,3.5691892433333505,60.04927165533231
+4.1879438374714155,3.696500216541625,-2.4037224671317525,0.4514115735079338,-3.7738744197092,-2.6039113813987713,-3.4961601917571183,-8.3664462245786,-6.61525257690214,8.535546022126656,97.27715385460527
+5.894184529240212,8.780080355009158,0.489104974139265,9.022767196492579,-9.840744469019393,-5.20303540083455,6.883939299619075,7.177683572763353,-3.666514171778825,-9.106639657864825,41.255675832647434
+1.7122744185498373,7.6366227806890645,9.412031956505537,-9.401620927434205,-5.006007344053984,9.611223695564487,-8.39791040918196,9.407612021063143,-3.893972391167553,9.278459032324527,-111.27091992759324
+5.6057334977706414,-4.659032186289844,3.9568402878423847,-6.52978793221809,-9.941977441400397,4.762844135646165,5.821684545641976,-2.6884657383943344,-6.443102587095422,-6.357756568062404,144.5590819926725
+0.12159159605440895,8.912837654211497,2.115709919165498,7.1429006984382255,7.3678554095891275,-6.918803854202622,-1.2703980329535103,9.11401953102179,-9.122373695837592,-0.8320669372570144,-18.744716408854572
+-0.2714735183850414,-1.2976701530737644,9.255674067358541,4.1474907349380015,-7.424589902841479,-3.2251224120277078,0.7626067899863909,7.542775683608314,8.47232919029906,-5.089761600835796,-72.12074249883909
+-6.506003505720523,-5.006289019700052,7.938254682645793,-8.81300601774859,5.888181935055372,0.7699475064254102,6.176588586693377,-3.262737939172322,5.021353677838121,-5.001444319237354,-14.993981490863668
+-3.19321820888657,-3.4671399987945573,-1.9920837364574484,-5.703045256632564,9.161147854348883,-1.8179780553881786,-8.693285191782216,3.7940028807850212,-5.271482931746125,-7.752511661969399,164.1548872343796
+-3.772119531821796,0.34075509083968836,-0.08924093587737048,-4.831003875549495,-1.2120668958333902,2.3965739933359376,1.0290119612295912,-2.9858482619511517,-7.409015392197182,-0.15768333948994906,103.40948023408016
+-6.049385759591004,-4.218376581962424,-2.915339413894067,-4.644217960291432,-0.774189996278436,-0.2466072370749095,9.673250248484983,7.815431040507368,1.9058488746983504,-4.717450801245294,-49.42448931938818
+-5.168634124510117,2.3867540690685596,-4.267535323866101,3.902210504496064,-3.4743475114841815,4.5287294958390305,-2.2420768372192956,-3.7606593524980103,4.212747123224667,-0.28569287603449345,1.8394632318767616
+6.359759922629462,-1.994880671548771,-1.3270017885006902,4.71246770597144,-4.3280225482794865,-3.3596762881160824,-4.8007000095680175,-3.7430991030507266,-9.888392082136008,3.3888114284157433,146.09262264373692
+-6.325779589395779,-0.3165454740253937,-6.296467370036742,9.304711743598952,5.885928252268775,1.2195490265408404,-5.357873067111221,6.645955187608434,-9.608827376803166,-1.2102802360815845,38.93574761811885
+2.2038105617293247,7.115272122557139,6.079341235880151,-4.771958288551012,-4.593289648069785,-7.504077421490985,7.575137616759373,-4.935458306916729,-7.032038390968385,4.4002920911655625,61.929415592759874
+-7.369844902312623,6.818174587926194,2.875786018183537,4.709378601787428,-7.313584950005523,5.560768384475379,5.916183367750582,3.6185353234899265,0.6591127602525915,-4.459003548115215,-58.5337874009431
+-6.017414884613186,-7.942590095096309,8.014048434577209,-7.849460897183502,-7.358053633390027,6.4109622917347835,6.045560401926069,-6.070445724225067,6.573806442773638,0.4300195229478243,-26.16899018923167
+-6.995410163303144,-3.5891744698789507,2.6243362611293097,7.005401436454153,1.7055073924017217,-6.4815150932203895,-3.554712952540484,5.898666455322273,-9.732333156716733,0.17252280925220687,75.52048925773457
+9.66648972024929,-1.8756001747998474,-0.5887041059696241,1.5232584879655264,-8.07668122962186,-7.049456776430092,6.08416780117728,-9.66022377272089,-8.938690375039782,-6.8464463561546545,259.16203929713623
+8.300316176195683,-8.900712067893622,3.4715003775571263,0.17448777067422094,-1.7486395326768123,-9.317969283457339,-2.578199365081808,-8.203652600011619,-9.537925334491572,-5.167729254139988,287.4781372552468
+-6.1843145097525065,0.23860484045413743,8.360102104175805,-0.6552152946372614,7.1263951802836605,8.730338790710476,3.9057971950470405,-4.206979921363989,5.71492033444688,6.519603308972746,-211.1309705120717
+-6.348671843418055,3.9028061131641545,-4.949552120691636,-0.2683844872045915,-6.154021026559846,6.327604608627501,-1.954610819556395,-2.7742782563579627,-8.533486141763548,-6.507730332817276,187.855520290437
+-5.820451806092826,-7.568639181153181,6.156757437190747,-8.255771232979319,9.760956474469875,1.2543262195962313,5.600455214119648,-0.030709642873960608,-7.088311582303164,-1.3761528501697606,22.272769796064928
+6.33409701919168,-1.8490740386928906,-3.155320356869522,-2.017456139014675,-1.8565247653635542,-5.861447795381967,-9.110427546508923,-6.449145369097689,-6.556215934342728,0.8910698954060381,228.4684845161303
+9.241419239336699,-3.0993368569099977,3.390682791171764,-9.662124436193054,-7.137522665984928,-3.239404251906881,8.815902837601703,9.583234098586765,-6.398547421357219,-2.477233281315734,28.86647010494596
+-6.750245993249986,-5.8382192059656095,9.516008146618464,-3.9905432738755686,6.032445840526379,7.788911644787175,5.3604186983082736,-4.183683003383189,-8.650845152507546,-7.711829171955773,82.59133281927494
+2.4562445901337737,5.653070871786213,-4.329102398461984,-3.9544799382020446,-5.71871007007087,1.279947522934588,4.099271361872989,-9.725806194148348,4.251160240801406,-4.602821603077627,96.10459906442425
+5.736656645321325,-4.60917890967343,-0.3288106414359082,-1.3266572962561263,0.9613792206446625,0.7257366930076836,5.573817197762514,0.3638381136974478,7.191879042182787,-2.525494120700056,-77.46639842659677
+-9.795832610412935,5.993014072609515,0.9525114722027617,8.819113049774977,-5.965162489382784,7.125666490010905,3.076941711430672,0.11011781335984905,-9.885783191183164,5.164117322745351,-34.26308369104691
+-3.0081887378738537,-7.804407757555818,4.658829551212474,-9.474096890871355,8.020008013805029,-9.786593240422942,-1.2187017858052296,-6.013475238277673,6.228165423097041,6.701243734599968,-1.7190996068315658
+-4.562819481327933,-9.464838742484346,2.2276310657051623,-3.8388281349463904,-8.297795095711429,2.977010052994633,-0.45104823250318615,-2.8957200669805028,8.69033730141801,-9.453660610642242,101.60390508679448
+-0.5310213051143609,-6.349440254148981,8.787875203853746,8.200957432734475,2.684990018476876,4.196165305185094,-0.9733643348270538,8.121481596852064,5.026204485813988,7.023020356243938,-255.33811245341934
+6.570097448155354,-9.526526468917456,1.3952213400448854,-4.240711170170606,6.659015991584544,-4.236137535353494,5.776532238414549,-8.206036642853853,6.804889381883104,6.802010449103628,-83.50434790394979
+1.2502097006200796,-2.2549061097441725,1.9478255120719257,-6.313612140730118,-8.69833155050954,-7.200781628142217,9.091277000354317,9.110115794577759,6.468551527939259,1.8912003034100766,-100.62076520420408
+6.342172973963976,2.8534119653552414,-3.4481398226112736,-8.227800778324582,3.1162630729454466,7.592517454192378,-9.892601103179967,-9.383060017135804,-0.6992659268754542,2.6349382333018734,98.80456740131439
+-4.20044671264018,-5.769165328379186,3.7379968048497414,3.7266394349998877,2.586542170415138,9.922796617565314,-2.2736713666350528,-6.67597269480299,-3.3665657274225413,-3.9228817358541934,58.90376034731552
+6.394210430466458,3.1731124803640443,3.257218334990659,-4.00601906756525,9.735870953493581,-6.392122149245944,-5.497539365021707,0.18813458850288622,-0.7244082468641966,-5.204108473604377,81.93497793059763
+3.2243685208670447,9.218997963766679,8.515682712949019,-9.544659439386198,4.8558640292843,-9.12389245537124,-1.9448983506505169,7.369735358306051,-3.6053671996445535,-7.832976693860472,90.54508208469046
+-8.167692236097974,5.6428211988780985,1.55674356162401,-6.466261327078959,4.279414229229001,-0.6882457485863047,4.801030472035865,-1.0602583597066406,0.20633330501074187,-0.8416147429498677,-14.078023820462773
+8.674310732891676,9.186041777463938,5.901542756277793,7.209678561485468,-0.6426457146315512,4.470367790233059,-1.3496183082881763,1.3830045470503705,1.4543216943592108,-1.8966961765125934,-88.98438739665112
+-2.5355389611774415,4.404798474544355,-8.303721157516328,-0.20471754067207026,0.8697244513199509,1.4917445514424088,-6.087359988252626,7.027304177842151,1.5236090470682306,-2.7732482639235334,10.166258293904427
+1.8207619797953023,0.8531502559971949,0.7440875808947056,-1.7955905734329392,-3.753901696355284,-4.433826352747596,3.4316943033748504,4.7172144186436,0.39806077262625195,4.5299670168590715,-60.32988465029784
+3.3129866587941748,6.316880147449815,1.5714736513626004,-2.73127064589473,-8.306241225645596,-6.565888958353794,9.005967995646849,4.398570972466436,-1.175054644124922,4.879395133120181,-61.81845066078756
+0.487073428040139,2.165518108719293,-1.614990439114674,3.805859948946073,-2.102072304522633,-1.9629006575191532,9.322556731340658,1.8221995703406746,7.576364720935771,-7.98447264172027,-57.726550811045044
+7.5728103385448104,1.5480640667044065,-2.978907391435055,-5.685338998695178,2.1056355045783937,3.5938261743980715,-2.5964731804115715,-0.5272175954930347,-0.7205434601676175,5.989072789704464,-38.3072595449929
+-7.952917712920035,4.943699820486771,1.7909890652986848,9.816706897822584,-4.918437454267228,1.0118516854150617,-3.127189648768307,7.292013040736691,-1.199542462800165,5.935358578181919,-110.16221481678976
+2.6077253584324223,4.804053420550758,-1.6945902377592303,-4.82825586205079,6.197988923690289,-5.565637136632835,-0.2830378211693696,1.7034585601431718,-8.771194451989924,8.929858188762484,-4.603451277165688
+-3.400345175173627,-7.314359149229199,-5.640462163038329,-4.139079792991868,-6.756887381407761,-0.7267230318797813,6.143947952338862,4.085335233826662,5.563836335449521,0.537461360742455,-38.01011476122784
+5.614715033952398,2.8980885563165715,9.068515430922272,-0.8712025429510084,-4.815734015564552,6.338753509560058,7.475895369361258,-4.646589442615044,3.835395566356563,2.3830457928598436,-120.17041558774525
+9.818784124955597,-8.344814152775085,7.742532938459719,7.807427581260296,1.525359087800111,-7.067127105906572,7.4402544999786695,3.6780451057332186,-0.5504375266972605,-2.709284605590625,-58.59947570792772
+8.781322123072648,-0.5049155171605935,2.483890581211927,-9.477914616813585,8.876682479470121,1.56176902714384,5.283912773188502,7.037041156338555,8.74954088904192,0.6973377847817708,-206.34919521567718
+1.0933798245032245,9.348230209786767,7.127043909653922,-1.952486487824141,-4.689336059270241,-3.942496716484254,9.906371278633483,-1.7160580467852826,1.7046043228220698,2.1893980938433777,-75.32455214277724
+0.7655199505794164,-4.740090529177145,-4.9849166196904005,3.9305297153475305,-2.40594650773325,6.420065286971397,8.921032659417254,6.669936213648057,-2.2653366210063464,1.6064022513498588,-126.9375948229049
+8.14857748430679,-2.1140402602714814,-4.384517699497808,5.4290992416178945,1.7628609742411938,0.3851382087288835,9.525884569994673,6.858330478163812,-2.5310810684198337,2.1992297441277797,-141.13466796317596
+-8.159437308204275,-2.5741479189588756,-0.5408828393495768,-6.043261418109312,5.003828411626159,6.03754764062762,-8.984984944741292,-9.49776000326576,-3.9946451198481503,-9.147042051288166,247.3155057160829
+2.242117039536744,-6.798959066570567,-6.724698368941944,-6.478165745836158,6.299713658755315,4.257477754746867,0.11163166126394897,-7.828213633002834,9.228555140012558,8.997298843042286,-107.21253898706851
+4.203378198710819,-2.0807043705593276,-7.173235923697241,8.76416962923483,-3.0484939661590293,5.8251052744084735,4.176810455766691,2.1649687682247643,2.557106959240776,5.130829497176692,-150.4488590675954
+8.097689784473353,-8.279960195348062,7.275693423774607,7.706711857469248,-9.461213064006076,-1.611987327636648,-6.468425990683038,-0.9143282663102537,-3.990667885771555,5.043148261191912,54.381981539302885
+-0.12504147669924803,4.943590780843731,-6.524931955426685,4.34774463366537,6.39172720578186,2.798947623774377,7.228107172450207,2.9916391549740684,-5.76167418927435,9.167364426802928,-166.92017668927107
+-5.073724969458642,-3.5963399696844345,8.974936402535818,0.2826587763008459,-3.6596962632302477,-0.18209579841190981,-7.15145790303853,-5.4888991583123055,-2.2162629378824072,-5.0647707302289335,172.08286017401392
+7.555256998121768,-6.874504930833243,3.3165540828583717,0.43115102877235634,4.673432053359868,9.067724263464283,-7.366279195922836,3.6689940916705033,-6.386201487758683,-6.127755974004776,60.88579035499597
+-5.930025497253737,-3.4234666334287844,-0.43371885195253146,1.6717683204071188,7.484330441040143,1.8459461676510647,-2.9957217643785317,-5.546583465478683,-6.167401853821939,4.75670520592608,35.104199689673365
+-5.42063031898524,3.8992527784199305,5.189942464544379,-4.8626409443811935,-1.468747940994628,-0.6374983276330659,-7.118097619177419,-2.962113531811057,-4.560971425219684,-3.5500934778455306,166.55189593527305
+1.3096517801701002,2.758338663744626,1.706033763372119,2.1443541383286124,1.5996382436076173,-4.208993021307215,1.4566508003338963,5.914042725670379,-5.424597193265912,1.8336447641956766,-25.71278127900373
+-9.239688846075076,6.848111416621457,9.171627363374508,2.625290499455668,-3.071257701305772,9.101000843237001,-7.4673509126306215,-2.1146952400789987,1.6356685409736915,1.195768107520454,-36.12050363509608
+7.127712213844804,-3.5370194105228325,-3.1943184997472973,7.353673850803959,-9.988816255141092,-1.5551994049417384,2.094959214813703,-5.6239706420833935,-2.4469736470600645,-8.231233684315418,177.53356574453528
+-0.7648395406060193,1.4484581294282073,-7.299979770822529,-7.36326757715041,-7.121194636520118,8.265144309309775,0.12526492095310315,1.6454477779899546,-0.4023564990631989,-8.871220489032957,116.97968878171265
+8.72916247003113,-0.2272797265122728,-4.937984291569146,-1.192563205873829,5.13856926229689,-7.990081249161265,-4.2687983739414825,-5.71792132110251,-2.2988948418364297,-5.328836341579402,187.29954856639964
+-1.6689661127829103,-4.169640381918565,-4.882387349343286,-7.429733074728089,-6.629796994857791,4.236254850520278,-2.484228681644993,-1.948063556410935,9.851809446211924,0.16319712011333642,8.075037374139631
+-7.104538606359654,-7.864288445495349,-7.8912863925033765,0.2993903265055886,-9.90782933708698,-1.006735427785257,2.246129348840382,1.5391481832013976,-3.7637554989814492,8.055416098748697,29.94933377196665
+5.392661623183736,-5.720693797162248,-2.707787144339624,9.296246276384943,1.3371055347047633,-3.584471972180572,-2.3450613906964834,-4.163944774544806,9.781927254400687,7.636891735827969,-118.213403370362
+0.1543954717336926,-3.65788056316408,8.131970965391663,1.0117034695674265,-2.3370745778195023,5.3265633368581415,-1.732237506345038,-4.470196465702445,1.6689225233216143,-9.74877934427695,92.75584572646274
+-9.716107772598582,7.894640870411083,-9.508309308785199,5.977559278123989,-2.8743927687495185,-0.8809143496967442,8.195200176561112,4.39884187829767,2.490766796791919,6.262190018993299,-155.37046255856077
+2.0783862806827047,-8.1091628009049,-3.8259500843578786,5.719405462162115,2.0458751910581796,5.19511224376836,6.46282370962296,1.8304366179311882,8.298945501839466,-3.0266212907956613,-140.71957461444606
+4.7160195271622785,3.0994270373405053,-9.699287198198377,7.880450307501958,-1.4505798076285359,-5.86850401687776,6.5628040510505485,7.73574972407623,-5.009556998902058,-8.548127686403411,55.13622640734797
+4.167295686917973,0.11604779184005265,3.6077742906666987,6.23342505181701,-0.2926210171508914,9.161293828701549,-9.491387586794382,8.992165524704498,-2.4890906844310634,-3.0113316573292193,-43.35914671667183
+-3.389556020621882,-6.399788589582802,-7.870966820730317,-4.168536564048542,-0.9316678723670524,3.0160517644239238,-6.059428937490631,-4.686388020313801,-4.833236551843491,5.8386381034543655,111.45590084291025
+-2.563742468319874,5.883762707229003,-2.1678965437174025,-7.1742814509937425,7.727685052965154,-8.52658831355798,1.3132858596525443,7.31677638122455,9.168022904987613,1.6738155646140251,-125.04629616535713
+2.818050413266975,3.6006473352416535,1.5573186226425761,-7.832734073369783,-5.637433076694503,5.528061313152088,6.370227837203657,3.6071686583207474,-1.293149706221326,1.6589707788437669,-62.99287131236349
+-2.8444695808997533,-1.169961216004709,-2.3532290641761744,-4.357976995911059,-1.2585103323307112,7.234791300412409,-7.578072147175541,8.744390615944965,2.353257975183669,-1.944510079185866,-22.531686962293936
+-3.1743132714375655,7.494486349959497,4.700808196052844,-4.373366143972208,-1.691355629568989,-7.0888545564159955,-0.10503820612139503,3.5897254661629763,-9.270421261306069,4.957225989765632,52.730595381992764
+6.713743756414732,-1.995459722323325,4.583856416914811,5.832491361469357,5.279539285229911,7.859671055588853,-1.4801135603943605,-9.474831878825455,-4.730684721949703,3.0351170879096556,-10.21914520844934
+-6.938097913009065,-4.5302405827702135,3.4568407983025518,4.207300327227433,-6.70924267944164,-3.6137970411329157,5.45325458416743,2.2881350892594443,-4.387319942436035,-0.7099172814821975,37.85055654522896
+-3.0263888915689563,4.996674299658319,0.9043614765816343,1.570019395037694,-3.95941625159395,-5.352861342901076,4.789182061969488,8.127856393384722,1.3336505300176182,3.521122140097257,-106.07853109983216
+-6.339245380855763,-0.49112650855149154,7.94565956828853,7.182426299891819,-1.4575691124295154,0.8392059876753133,9.997269900638425,7.6817846593359,0.8661237357180518,1.8483049883407343,-196.60515530484693
+7.872445933502002,8.33572767350435,4.082083749930421,1.6833249444153697,5.520686284145723,2.7254056065223,-7.3869321995329695,-9.422279198619387,-9.034797947585,-5.935579341430978,183.8643935911142
+7.848105629266611,-2.078614782835999,6.647107812862705,3.970584219741693,8.750778591994802,0.8698596169887929,-0.284983415915101,5.770780647326948,5.443039977979822,7.292874541945896,-250.58214310936756
+-8.905698558255416,7.936506521819535,-8.390940035062746,0.4480901068443699,3.246990262192475,3.2085372040516513,7.371553078036466,1.9613490437739123,-6.100530292852689,5.5642545740756955,-83.21177276675843
+-9.69338650281472,-2.7024102104655645,-1.1511936862666428,5.494442220915953,4.043477923780372,-3.0530393081403595,6.370992211637705,-8.702757219738633,-7.619813567279543,-7.012231210879141,162.25610887019639
+9.524410985539689,0.1243630163850118,0.9903917216032099,7.533122843535893,5.813478028366019,-1.9317700236056279,-6.426494850643884,-4.3014189164866306,-3.126275993594043,-5.408095942544355,104.74143354339758
+1.7579494153392017,2.2870188077128595,1.0983453195533355,4.8200612174764235,2.7086805444347073,0.6421623180995373,1.4487407867837576,-6.294853518159707,4.40310468698192,-9.453322183460084,51.843187017144295
+5.977430627646223,8.027874192860601,-7.040922096391656,0.3124818783236427,5.827501230535363,9.910929748544214,6.357790046030411,-7.802279821083619,6.24633112322778,-2.3704811324225172,-101.7145444522765
+-6.206295662059793,-0.6372955733310204,6.413750683607741,2.766932486327731,1.7064579370783761,1.0782450908801833,-2.0581659771918126,-2.7112135149253658,6.196368717230094,5.395901325531447,-108.23149947714815
+7.162380464186486,9.913608481299985,-6.018033243578509,6.344015774582667,5.9530213998375014,9.434485910302762,5.913089473104664,-3.1206034115429637,-2.4508839787584424,1.4058995744645642,-124.9642835836726
+-0.3638289896283742,-3.898551113763269,1.2125286356318754,-4.351458937883548,-5.52564231973117,-6.412268548590405,7.741169419924693,8.234198164566164,-0.07798428567563631,6.395425895932696,-92.07703205836988
+-2.1871622042494465,-7.112187803389243,1.9976608178666821,-9.435807565013985,-7.722607633377745,5.083056341316343,8.425693234914425,6.926227176033106,-3.0861739188970883,-9.771643679294613,71.57305777953287
+2.3722888408524767,-8.548901926051178,2.4167716112973014,9.98442680677044,0.2872416045378068,-0.7482238767494298,-4.665436215618401,-1.5850440801936272,-3.6577859241590516,-7.9779598515780386,131.82310730304346
+3.138082240966451,-1.8347598619699323,6.269794687627823,-1.7054372951742214,4.820025621811659,-4.225883239878501,-1.3710014588219854,6.184240156731247,-8.912138403092047,-5.057088619914241,84.99212428454581
+-2.1905421864156205,4.176802766403314,-4.718134384145474,-5.449841356824483,-1.3485016426316587,-0.9450052625331629,-4.729298280098644,4.009533653756694,7.989014778359893,8.963402574902425,-114.40340052393799
+-6.015748528682572,-9.472820163263272,-3.3488466623519475,1.8056445037359614,-5.588739753244825,-5.598159043931997,8.594530730087495,8.711874837658304,6.555988202274676,-9.217020928982805,-3.3391391200283183
+-9.45956234003998,-8.993121072641742,-5.065395475436034,-1.9446043861839857,7.652741932822438,2.310885058227121,-1.9948091217933883,1.355690915938903,-9.358882450943508,8.217643193576311,6.363380280747469
+6.0655550953324555,1.2124903537420728,-0.15402226498192118,-1.6127910101812493,-9.746807783717287,-3.5127691151770035,-7.8888587672696975,0.6684500604648203,-9.042339673444227,3.046671734524433,172.26564947954685
+1.1882130552620018,4.847963945939773,6.251672993539012,2.3394667294693017,7.990564500074376,3.4005141281204376,-4.375482299168065,-7.916954013081774,9.187824040963426,-5.202876061912689,-31.889977161597145
+-3.73588963546734,6.8081172077117085,-5.374402595957375,4.175875480020945,3.8036571636747407,-4.318059316096965,-5.582760148008941,9.205737373526153,5.51220091838585,3.7007301262305714,-120.4417963489235
+-1.7105912789689515,7.272410223178898,3.2179636598428973,-7.1365482696713745,8.58423879619325,-7.165908553880291,-3.885749324468628,-3.6861564543749026,4.841032475225635,8.098287496654484,-58.18670237008712
+-2.078832066912537,1.1410779390768244,4.019518970113167,0.6963575177541825,7.5997705058959,-6.057317330804137,-7.533577320718312,-1.7206882671847867,9.320262049674465,-8.752925496210224,56.58065559099768
+1.4207031567012907,7.495260127764601,6.466080340279627,-0.8396067598521606,4.893521240895106,0.3170365232308958,-6.94874530749265,-0.2929883480453621,9.022773526381657,6.97798232456877,-154.78573447487176
+-8.017280870447422,0.9481869307678115,-0.05389135876064044,3.5636353562639123,7.906181071181884,5.2014215865884905,6.756609344076054,2.9058512686645654,-8.370986227084675,-8.1986017276599,11.197048071268673
+-9.307712503944249,-4.875806078652305,7.415480297903432,-2.9115657414705254,8.497909243705731,-8.918464172873579,-9.637838862987726,4.760378910294167,6.18107388656478,-8.420572771667555,80.88455557778383
+2.278960600041231,-6.9333253669525785,-6.0448755747428695,9.78820544464682,-9.213230510843669,-8.814486421279543,3.3423074206062786,-2.5984185174695984,-4.064947067509925,2.3356016963403237,104.03098996997933
+-7.258948978643376,6.209001614175418,7.872182236229772,-9.605007513036341,-6.547372370537444,-3.0509637857292193,-0.06868560815972868,-6.5017740071621795,1.2266944753729936,2.0050081728978864,85.7333937469784
+-5.204799147504991,-7.288454002061413,2.8036581741354127,-3.5357915187263633,-2.466934106778118,-0.9516372223812808,-3.915975239111187,7.1145060968769,-9.347286542499509,-3.140409376823612,133.49746539472392
+7.568635222918214,-6.3883934748786615,-8.661224250197318,-7.312588594288531,9.118251541818125,5.503511336603548,-8.560136589102008,8.26322956470553,9.38427080222743,9.660199682332449,-202.23772144580306
+9.82501204018799,-3.4486777878044705,3.585804513972939,5.942394181594699,-5.58824722599071,-1.438501520209603,-7.298145067885635,-4.017765958332005,-0.5326050655408343,8.112944298561311,9.370225226600509
+3.734483398542907,-7.473680620049176,-5.333516103183298,-7.966607375252639,5.202327858100966,4.86371581594903,8.661322085977126,-2.4407480525844827,4.229277965432827,-1.7487835829043963,-54.24977778309107
+-2.0170946854071814,-0.0029310476247057515,-3.284503533319636,-7.2440732805143,3.8593383077333465,-1.7411522341315688,4.663535329624775,2.113389955913052,-1.82749592743513,-2.543828949715099,27.746591839556793
+-2.287791903598231,-8.50528921548803,-4.80836670314694,-1.7992935479959549,-4.924506277326142,7.151421183507924,-9.985667809619073,7.548666200202783,-4.757548587483704,-4.003980129666608,118.7336769229792
+-8.333626306467606,-3.9135911191959782,-1.0350816871747948,-4.5194194699948875,-2.758420871884617,6.48949844719408,-1.5925744873127434,-3.269983413723212,8.713836445977204,5.080545864891293,-74.87236671575354
+-9.763660047196383,2.9501109417422944,2.4301602036120062,-1.6165735707844364,0.6592169800033321,8.220719052753271,7.316596433700607,9.001796755735326,8.507791525308999,4.317731394639958,-289.501760859445
+-4.1875110992251585,2.4313731383537007,-1.5711547075062748,6.294553065501624,-4.2593824436831955,-4.888876623676158,-2.2498198595249685,1.6598656703632098,7.066542879608884,8.213493068654085,-110.40842026532891
+4.041457753230451,2.402537972357055,5.7173461602947695,-4.1909068195934385,5.2735349930324915,4.167711504721474,-1.3491158676743753,-3.8183372111727243,3.4845943927851075,6.9598743889129615,-118.31656680044486
+-9.113488303287468,4.400725903229086,1.2447286213500197,-8.114675060497268,8.007324047301294,8.141175021081104,-2.6127478431331563,1.7968701048731894,-2.4772515659235306,-7.703453879808846,46.60718082559661
+-2.426736800582705,-9.185048784422174,3.8403868337520963,-4.484725980949329,-9.270964599458713,3.32371181023682,-6.830129119244783,-7.778442980818594,4.954228350929871,2.1730654594054566,100.43032784832455
+-8.06223755319236,5.356729927660395,-4.540929625826909,-1.027328710053026,4.18780266961543,8.395699331846838,2.309035250696625,-5.974702107845382,-7.975418533274736,2.5703588836508318,24.973395713287964
+-0.5700609311577187,6.73297963457717,1.6171014468007927,1.7866568779415526,-9.292584279621366,8.343851792330163,-9.020601450971,8.539205711933409,4.773233535747878,8.529876292567488,-158.88728246221524
+-7.350319213905816,-8.962392310298466,5.339736445247903,4.95057013299939,4.430490453271667,-2.6396457578331667,5.16534218559253,-9.741641903134186,-1.6868146272539852,3.0276285848210316,13.246403726262834
+-8.423807417754647,-8.571408368261055,-0.33753447927072466,7.495587755591275,0.9560853727471286,8.505459903332122,1.6095054155217747,9.150836923621199,-1.4736816070172787,9.511892940161324,-222.22491292165506
+5.865500504519683,9.544107572284444,5.697511584017894,5.372202495775351,-0.3181624016518536,1.0332255605084417,-3.256892157523281,8.03573697911343,-3.516713554505655,-7.021882208047976,-4.603717968921101
+-9.569023377324175,-7.901488080608474,6.615329680892568,-4.48809888218838,1.2231629978313796,6.368349383950407,4.7314242785922005,4.141094758947075,-0.6739540527090448,0.9163850069689405,-86.54418054247888
+-1.8189456303169282,-2.6428660467898846,3.5248009018585935,4.4111255340978905,1.0326719209718904,0.33212352147954594,3.363864198649713,6.717631396580472,-8.775739026902245,-7.607668059719215,52.31886167775826
+-2.4204174021498326,2.716214228724514,-7.611755280750021,-6.105428957232924,-6.22027548476936,8.066912829972665,8.791707499301317,-2.340895788474231,1.200182315307503,4.37551893567978,-65.78425879674218
+-8.949374253800817,-7.9347841874943175,-8.866209054542438,-9.113930954952584,2.0171672833399534,-9.333991153646593,-8.28938442893169,-5.996712578197898,6.5626461889511205,-2.2703615777873343,207.4165069981189
+9.44629136989698,8.774413072315944,-1.1914571387890205,6.361771104854686,5.521140980272305,9.100776216421899,-7.658825602277184,-4.281845036155387,-7.546895839221444,0.6142990083980848,22.6526890708703
+-2.3395404470001724,6.855837496901504,8.376725388330488,-6.950804135113582,-7.486359172795185,2.0522136176357764,0.726528368830921,7.856455319062434,7.397293456644998,-2.797693296398873,-86.92515694005802
+5.480466398090334,-2.1732178891863096,0.6657923598472792,-1.9046879450636323,-2.2416473373140677,-2.871221774221011,-1.04121193343522,0.7586917505282131,4.135651566924503,-2.8477462705317524,28.84689054026718
+-8.235941943158839,2.782725230791152,1.4509855387739146,7.426634356465758,-8.273808424209983,-1.3584040507076733,-7.339697349563354,6.893210867494936,6.5629412700515255,-9.68394218793959,55.10575846293856
+9.355585413110106,-8.566521991684532,-5.421468533192149,-8.664856640491543,-4.742930795916196,-4.786760752302898,-9.207697466511624,-0.45830459581969407,-3.5574592592360355,-9.064380272531396,305.25156183133294
+-9.435413471324736,9.092219207765972,8.427284941037318,2.732943700401105,5.553119587670999,-9.950238563011826,-6.367538293747936,-8.277651171660885,1.698930366566218,6.217456243934656,23.91448394248738
+-0.29032045350757096,-5.029661234750302,-4.15509567450181,-6.434966097966366,-3.3220517531670457,8.544585633817267,-7.3900946116377515,7.714729164530121,9.055304627945247,3.1771412812035593,-105.51149347741377
+0.2641494541990075,4.862835509555734,-9.444586722046823,4.244300311199152,-8.71570046085001,1.6008555519609713,-0.827565699449544,3.575864406723619,1.6080409911076576,9.74943671440249,-96.43500761403195
+-7.77539700351392,7.129752207446025,1.7393825470626734,9.75377032169969,1.419941397377944,5.199650834882621,-8.275420696877479,0.706457491072332,7.509363529543416,5.427633918814894,-154.66738066270153
+-3.473425446709477,1.2547774492752861,-0.35589078779805217,5.38747196579984,-1.989818743653966,-9.921506273058124,6.114751290336935,-1.5199069946500399,7.925582899305765,8.853708607921696,-137.43763483212268
+0.3853387000059394,-0.10272757443365199,-7.91349391783524,-5.678398956185797,1.6855753390428418,5.98944050738385,-4.459816309614619,0.17217735894989206,-8.883149649657502,9.545805925401382,19.37829707447608
+8.889423776225255,8.71475901476517,6.99342524229696,-7.640959969912666,3.153283443831001,-7.028279276874243,4.036593387679279,7.810932237837774,-3.4950289253566735,-6.8040609161575105,21.414396134364015
+5.671192148168213,-8.701412138277458,6.592307713497374,6.739134696301974,0.34648774343882804,-5.256905278820412,-7.549359934407843,0.5439960567283797,-7.266743133357629,0.41034055451226514,108.25877074533368
+-2.4807969485866033,8.371009232676336,-5.727323170339613,6.169508429989761,2.1371369027054232,-7.160541456952885,-7.154162245149671,-4.974854864785792,2.3709919925263723,-3.026355719905638,112.44920504622094
+2.7155148376585614,-8.07877485173692,-9.979743999664292,1.8109484732388093,1.3111932120618652,6.102412154687236,8.866112453679593,-7.686056267848144,-9.37426309826407,1.3976347786346865,67.1090709917129
+7.9222147034244195,-4.109347327349142,2.0827672675743103,3.1818815754162277,-7.208148918405621,2.1156169107597633,-8.278720070501306,3.2882246919863634,-2.042885275560229,-9.313304738266215,151.40811522983978
+-7.059004309152046,-3.76758242868505,6.094872250786912,-0.5575764666163407,-2.4400809303778326,-0.0230415454973687,-3.8761751201194894,2.9959886790032364,1.570931206360473,-2.6027245947331323,29.063590091570596
+-9.772595951862652,-9.119311927129905,1.2248992738104936,-2.337436221282405,5.234655166346032,-8.158076935288099,-2.9063172468607434,6.059035488664155,-6.1069335150295645,-0.9440188824232587,96.06003789204755
+-6.460487918274438,-3.5085128000345844,3.5339180437509854,0.05506013496309414,-1.6784950934091247,-1.3432158889701484,-6.094609059860881,-6.494842555388967,6.514921278183734,-3.333771808440149,92.25978261493819
+-2.4137519089451143,4.797044110330891,8.03180402590211,-5.3242310698212325,9.244565345379632,0.8412921163582321,8.445627775122235,-6.915505841590397,-9.63500237383736,-2.0022289204702792,45.22328486093154
+-6.55298670403856,-7.483530697917615,1.225239803835616,-8.739870670259473,0.26569511921682,-5.895268324207496,-0.8430762869081754,-4.31864781788261,-1.6644925671949773,-1.9725404743545671,165.9249057519406
+-6.79817560879306,9.074244153033202,1.4478240007363041,-3.0182233955091897,-6.979843455390149,6.172102785171947,0.024529028342341608,-3.723150263985049,1.0477882901445446,5.58443679180737,-37.07030502717863
+3.4343512009393273,-5.436785072744876,-7.93116873869163,8.089939756021531,-1.3595132256259856,1.891503722636072,-5.55032645502364,6.271730316458138,3.773384470200516,4.7972616040273675,-94.98142219902377
+-2.6193403498558965,5.932806902400887,3.920205892223141,2.7962803550469073,-9.160544821316009,2.4589259492843407,0.8754999203449265,1.8593560961489652,8.278662140597566,-3.1532928300397267,-61.86214650131041
+2.3016100214178126,6.521047847591516,9.471168010080056,-2.3675311727482895,-1.4557360351323312,-3.871417664436636,9.489681612032882,-6.603141245933952,3.645206771905962,6.01729523567077,-107.44791741502905
+-7.480698566366155,2.890816471294426,8.29781651304361,-2.3156943895338067,-3.7790513159875605,0.39800571908062965,-8.207437814858611,-4.69616159916691,-1.0553314325312213,2.2418447151597287,88.27144546902643
+0.810662220111964,-8.8967117746132,4.234949888597388,-5.48553913108168,-4.942599609932623,-5.109294332903868,-8.721291721765464,-3.6234846494823847,-9.630198735376807,-0.9298570581442722,270.9411344647842
+-0.4258559101651649,-6.632563658853399,5.782168996866548,-1.7387033603430546,2.488088605263088,7.197556872443145,8.555392062740047,3.4597833112887177,-4.749904902037965,7.308621249819424,-167.5345284145562
+7.478895801113829,-9.566461590657617,-4.446064288808087,-2.414133775534537,-7.217775069557493,2.236573544924365,-2.9042217318901398,7.607044931324296,-5.958287288019692,9.38074475962463,-19.162560450172265
+1.9165462695767155,-3.8689688839074865,8.026894014514976,-6.01048689122922,-4.54802977660461,-2.1782440838744654,-1.755019079739799,6.990237234066066,-5.198646346821296,7.993599708769922,-30.692797539585936
+6.171240729158463,6.465476163102489,1.7549548545525284,4.81386972661352,-4.671297090843729,-5.637658662116758,8.638748186374833,-4.603108322254568,-5.882932447433451,8.265464896890855,-36.229757315957215
+-0.4676206852330056,4.9948213408629805,8.065347961321347,-3.4749610779218876,4.43405278228838,-4.789636484890782,0.016001482798311262,-1.2919699073870983,-9.695779722189782,-4.926771581835013,137.14825897918166
+-8.367949275798551,-9.649448824310854,8.255264493728912,5.433999208475888,4.836804645515029,-2.066708823360912,7.288813763970435,5.313639492162112,9.209166132641013,0.6256122918154694,-210.11731730718338
+2.2152583111048285,-1.0767306587732772,7.768074628320097,2.01591872339538,-3.274779077217276,-8.835121114806338,1.603611733611583,-6.540776041704229,-4.522822113165819,-7.297588506577293,195.44872306094103
+8.25252639684293,-3.1116199973953873,-4.8497054167756986,7.3982010684373245,6.930385706856583,-8.630319632913821,-3.7405564829028504,-3.6522685202528415,-4.4549629002789555,-9.150844438033406,191.2477124890066
+5.798094914588567,-3.7209635899719107,1.1577725215540613,3.014543138780872,3.028411518070504,-7.78793587028103,-1.2146161612424655,4.713544682847757,-3.398473236729407,7.846654907670542,-56.00442802563723
+-7.242279680543726,-1.2643820883380452,3.2954857922406466,-3.955584663216709,3.5676443990904794,-6.528777228246927,1.534385612240896,-2.225635449158261,-4.637104079901755,-3.6925432854785534,126.68163737749653
+-1.017643210489938,6.9794768105891585,6.482505723096336,-3.203076982058035,-1.3284556717276952,-7.8673001558010665,-5.6914228640001046,4.352591390327348,-1.288691452238122,8.172690722881597,-27.29550017346495
+-1.5693565351623495,7.307053122985692,-2.7082109620187267,-2.7834145835693613,-1.9087969387621806,-0.2426844173516085,-1.0423847371802997,-2.7473756277297423,-8.596386489850493,-1.7405849807286677,144.13881639484424
+4.20003018598112,-9.639927066796314,7.6847741096667015,1.796614562588068,-5.061804390624685,-2.1589100974184916,5.304515189542478,-0.20241895854469005,3.6069589742633945,-2.644583620018681,-15.661858867375944
+0.9376034257280508,8.975516019979219,9.724004274420832,-2.6461079062991866,3.530194339566468,6.3224816684688845,-2.7480644064146253,-6.637125704257858,-4.5914323929901535,-8.607497241898674,110.61821939077065
+-5.2519626677191695,-0.3973289278944936,-6.166566356576038,-9.807332170827891,1.8136548740238423,-2.097235607614043,-6.51281230328514,-2.1490177798344123,-9.747569602811923,0.5281958668927977,216.37607546959399
+-0.6294512398938612,-7.053556062765058,4.33242262406729,1.404470652815304,2.1794371282010494,-0.13864379257870318,7.739000614418532,8.496833094660376,8.084684000786917,9.465743389480082,-299.8781956576398
+-7.364523941037531,8.209182120630551,9.220631265696575,4.992584078117375,3.4406074322910696,6.0493917010137,8.048629092645891,5.482938191271947,6.382416931168855,-8.641996211944482,-177.88074632463176
+-7.453215129806406,3.6312136850782717,-8.030146548565526,1.9018601318304595,-1.954601170967698,-1.3447469720257632,-0.2987687123458693,-1.9097745778332542,-5.8001974719733855,-2.9892465400781965,138.0346931610923
+-6.417394735215931,-7.230924701062412,-5.338343535559346,-5.797834841598391,-5.8298730840404644,9.840363539160855,-5.016820479106235,9.890270712351274,2.3322278497981808,7.141521431789011,-103.1748473974936
+-8.46505140749179,8.449954520078597,-7.006438324650901,-1.2061876402422622,-4.288463264301825,-6.289368022510155,4.368038703500661,-2.5634445043117204,-5.640522356048239,-5.052641624735723,170.44528115222636
+3.2021654470956062,-9.057527600512225,6.535059557515486,-8.431728927288574,2.8645451060569282,-9.3064777791439,9.870943457474244,6.46310325173066,2.1133661552584737,7.615428121348216,-142.04030860894025
+-8.767004493722926,7.395072497040696,-6.919427878974842,-5.832967430947223,-6.9848891739792425,-2.6382665388246207,-0.20293152032361705,2.8118769259790155,-4.251035979125364,4.097359576040747,68.0383939614556
+5.430331644478521,8.516328700506586,4.525105304672444,-8.240177396440485,-0.033027218369243716,-2.9282769685217946,0.6185579946945508,-5.043695398432753,-4.539052842049633,8.031000754823763,14.819120385907793
+8.93389990380207,3.2756085171701677,-8.100372335162087,-9.38935335525205,-2.5548590080058964,6.4956750390069695,2.626288106987764,-1.145232611000493,9.921851822360177,-0.7352266359888437,-67.20097664770728
+9.89691514331895,6.621803119490446,-3.6266994947627063,-7.182534262438621,-0.10259586101886597,3.1347223262241175,3.1723711981733027,-2.23128345755363,7.436155309332708,-1.228246284634218,-57.41045406596241
+8.220422126483884,-0.13868339604776292,7.678680320564584,-5.958579185797843,-4.023665548972901,-9.863607829379603,-8.43081297293326,6.478991588697472,-2.116260587934795,7.348116120017516,28.16408645577404
+1.9441838346252727,-7.7841093562075,5.129629030200567,6.246273802282554,5.361392740556148,-3.15956917668313,-7.753438084489799,-4.664517121365527,9.217517856906925,0.7468870648608528,-30.516919585331745
+6.950302823585419,-0.8825458062689684,9.413426522038451,-6.492029159207233,-4.725891381901852,5.263892934685819,3.7417093405519086,-7.178339634225446,-2.6566269541634835,9.541854659586484,-52.59734233622444
+9.049906195811792,-0.8448851699451465,9.28110978306731,0.8049444470062994,-6.260611142597041,-6.88920262549785,0.8583136539693337,-4.865945034538955,7.175606420153127,-0.9870451319852225,15.503825158137598
+-8.231887474594384,7.316684822411514,-7.776741073910555,9.034382824659165,5.248703587675445,8.707355059615043,-0.7280576086523571,-6.158070544218388,4.536758738623865,5.792198090224421,-138.93524421548835
+3.072397623850076,-1.9151952617616819,1.5987528884123448,-2.502466280432538,-0.905972138040132,-5.257677037665777,-1.7394061695215024,-6.41470858889964,-1.166574440335475,-6.913816789391214,188.27518220649782
+-7.033815641645345,2.505392065525731,7.30276611396115,-9.836195108524768,-4.634843814936285,0.06559900316757128,-6.129408632256226,6.087438946514652,-8.868034880451257,-5.347248444821792,173.2334967133848
+5.792142760187633,3.054549630439487,-9.159940765410425,3.4020877170586283,2.150215455773603,0.7390015240061998,6.065758286633893,4.710274032138453,4.959567388379051,8.215214045572184,-216.99377916437965
+5.853074768172737,0.9031534244872175,8.428549261566761,-9.988473859374999,-3.0409160482264763,-7.254699468830442,-4.7486721019082045,-8.22073912142146,8.398450642591445,-0.34906285671795434,96.02570883587201
+3.9423166336586113,6.19712592689079,-1.7954837138946589,0.4218887945087624,-2.804174005971829,-1.5219428551560132,-0.5876271085769269,5.318721507615192,9.045655248573297,9.660670141708575,-202.65157051904598
+3.0296983644297026,5.37416305562556,7.3816776305957,-8.033806414392073,-6.656652332154596,7.039710430198234,2.991933616133331,-5.032708980706911,-3.4088574437810593,5.853986834955003,-18.1967838175986
+-9.412652758504624,2.5001200613561836,-0.667918169271764,-4.969318927132638,-9.278194005031386,-3.2328032856139033,-2.075101732045974,7.233828434023357,3.9177025741580462,9.626612767574514,-79.01239290153235
+9.57313534010268,0.3737645943322443,4.904887099973003,-1.3040311432751728,-6.431370162288468,-7.674846077953634,-5.42882262306833,6.756333550121624,-7.273243676110237,-6.020335056731159,171.61981608992187
+-5.5071557938370574,-1.2670511757511682,-9.312348025884772,-8.30181112487522,2.75107891002101,5.445768989485162,-3.0607891611215376,-3.2244918889446184,-6.041886532390484,-7.224449773436823,199.62618039013358
+4.885268419062236,-4.968212754808931,3.977085798470117,8.362355627487023,-9.94085900910653,-4.782052807405082,-1.3904523841328742,4.117413599488707,-9.292916128765452,-2.227780076306869,123.68977186754637
+-4.494119914901733,-2.4244149973153517,-5.514015224862126,-4.249018316787314,-8.424425414386391,-8.490897293673978,8.442171664751658,-9.382907670881478,1.3553152317450623,6.4255120570036794,77.97556835556786
+3.247819901503566,7.923059793400111,3.5975459215408345,-8.116941942003509,-3.1468194332958865,-2.719638333564287,5.1498360017041644,4.988263041373449,5.9623053437609075,5.439022094032215,-145.88762647250115
+1.0614233226652092,1.2652115549488907,8.82328191972004,-2.000050505972255,2.367489060209693,1.654019453243356,-5.598342825526648,3.451894343554871,-9.48326545909797,-0.6628857035054914,62.59012015230426
+5.365108359490989,9.844397300956697,-0.03249325001186687,-7.154725719980933,0.05233632577432035,-5.102081067353534,1.9459391064288245,1.2415128843126655,-4.3281931111904015,-5.67569119875561,110.43708880325407
+6.062623119102759,5.450944526233141,0.7643039163652143,-3.342171103372278,-0.3895175296596376,-4.726418844554781,-6.064390513391169,-3.8471597847400285,0.09323881650175059,8.065419933426242,19.509490238189287
+-9.454385363019826,-3.674655924874637,-0.6727639434399113,7.618503971002093,5.986825918138705,-6.349408032725583,-8.370390256779869,5.796090537249228,2.1062706620334803,6.42328630273076,-70.77900419316879
+9.418455789805403,-4.824001573256793,5.339406433378146,0.7688041494608711,-2.8503576643321438,9.135902561008184,7.16852403564692,-2.488593288935401,8.013459102592408,-5.352676999019779,-104.71209985581734
+-2.714597385984312,-9.732277211351676,-0.06627504279951957,8.472069868375698,-7.750585129774392,6.18326595615224,3.3273314887777716,1.1353851549706429,-2.0873364471227784,1.1302851886121679,-31.399344106453626
+-3.0537602151891674,8.083583998990044,2.221002094169686,5.84909532889498,3.861575852116339,-9.489158017011958,-9.749212386887285,-9.671770988298343,-1.034103393746657,-7.923164184025424,231.85548908245602
+-3.453548069845249,-6.847723086418089,0.8484990393958758,4.633528128919819,0.9630814936348986,6.932450745606751,-4.866225817855607,-4.094688194571827,0.6481288239208327,-2.68682629987375,40.77591404191764
+-4.68296896484365,7.430126758797333,3.9686516704746255,-0.1972211386719125,-5.377345534492677,6.192258507775188,1.8971361051152225,4.160717537582796,3.269249623231323,0.9216188397790703,-113.25431517555685
+-6.541120618677063,-8.488361008940714,9.059899922606938,-1.4374053853642965,5.213210400021053,8.733156368813074,-5.558989282270382,6.093496827066762,1.1225853400709207,-4.7322491702488145,-44.98049653068142
+5.716387673693799,-6.756171094846812,-3.7131515523862957,-2.89205763675743,7.800726471330464,-9.581761533157437,-6.159075641200216,3.3297965457396583,1.7838140458981644,-8.187457141701946,135.83887957489438
+8.744455740599502,-4.747918138229929,-2.5527938298866393,-6.316131538086269,-7.702869688229132,3.863624468093416,-3.920580753548888,4.0638185470131205,8.585994551344795,-3.9361550250949318,9.47313176679687
+-6.553795344474489,-4.537420989923156,-4.667236799720145,-7.1792649671267945,1.3141160269263197,-8.272649306029741,-4.28363929139371,0.4387854527615387,-8.997884288882778,-3.017683702508067,242.17150356140905
+-9.457002171428497,-6.439481353063876,-2.514837438715931,7.429517487069162,2.1462974277590474,3.6491497413218177,-6.492604707416552,6.512626471895122,6.568001227932787,-0.793607522310773,-86.83915651002415
+-9.747289907894698,-5.791674959883537,-1.9288904659691664,6.985814203552117,-9.640015994231383,-3.202247626114938,3.526068307861361,-9.397964171542142,3.03626974063961,-4.867903731641315,141.12245051862024
+0.9148451389305268,4.084833237174417,-0.7470156264508532,1.501573959732001,8.835792188932341,0.012267248132220576,-1.3689892023938643,7.228854190059573,-1.2663583177410498,4.437587434905246,-134.692160080568
+8.263096773873045,9.550553065731354,-2.1704958284347287,7.4687230582148505,-7.525418543213207,-6.679263586753241,-1.6670163820511052,3.6036209068410696,2.9845611210996825,4.254860787902621,-57.608136933291696
+-2.05775570025706,0.09418534765459396,-7.647421587140815,4.558761278667807,4.933458827143957,6.494254541241036,-0.5845870731109071,7.9192694180979695,6.910689521521292,-2.84780827220545,-146.40115814872706
+3.637366757679834,3.3308897350161337,5.431204960823594,0.7620642610031969,-4.624676252827518,-6.0023150527977664,-5.895568388634769,3.851784220913035,-1.902206573243248,-7.892413962558884,138.99899149338933
+-7.96403359176733,-5.649941954628527,-2.5284597538029807,-2.916433589810945,-5.548129852273041,9.563206943402866,4.0248288447241665,7.778388865525736,-9.091910934277557,-3.451113944991837,38.197381858322686
+-9.137620882296124,-7.190007874815604,-3.329469614829761,-8.039342912432563,-0.931902145706831,-8.105923805736634,0.0576834894555156,-9.023904888788756,-7.635777255000697,9.1763702077203,170.94657811902607
+-9.346000303824887,4.438497288963472,-3.2618055085046915,-0.3954461666211051,3.475028831748055,6.87288988099043,-3.0974629866311143,-0.9405527925605806,3.717034928020495,-7.885075499641818,30.712236598207493
+-8.156386010269985,3.720370835311906,2.913549226842116,-8.437491925162481,-0.37032158592417375,-9.678944698899459,3.2464241705406316,7.349715993480275,8.808757892298098,-5.098591690596468,-20.879183647051928
+-8.185717923869738,8.316155012207938,-1.464435076177495,-6.988932455518457,-1.4314822180656028,-9.684112623048227,-0.15244155088393052,-5.888180495102626,-2.0692849454898887,-7.211823772692332,230.23963714334275
+8.86409562112201,-6.744388373046908,-1.9969724404501399,-6.6046169603999605,3.34915728312146,-4.390656016847359,2.7341246380386752,7.90681662590162,6.5649307053764865,9.305965118815207,-185.17219049845423
+0.44258998112183034,0.45349498776229735,2.08728635812073,6.492540302731986,-9.422556338846103,-0.7333189023230346,8.127545203852698,-1.587398065396246,2.947115503614026,-3.8440049065069215,-9.484125729077212
+2.180865875677509,9.864573881999716,9.93016541653802,-4.4938674438775195,-4.516574346308202,-0.0667385251598751,-4.050269997574169,-6.665535024041304,-4.497671853286511,-8.309039003228042,197.63352801698056
+-1.2909289992956396,0.8397459528580264,0.6144677060772841,-1.6239443822611443,3.9567440203675264,-6.253696355760332,-9.991360360904158,-0.24673863044369915,3.9182702820130855,3.3531061174353782,29.273384655199134
+-8.152560653941961,1.4445382064912415,9.878753580655872,-2.55602705441212,-4.030722209230184,0.9267860214733137,-8.950384064464522,-5.2218596216315945,6.1638525123721255,-6.387467555873987,117.0262209576894
+5.584621600976392,-5.241429166203164,-8.901143366685087,2.146950024453629,-1.0691833587181154,2.303601179124688,7.186533041335029,-5.76503623345358,8.030886243678516,-4.194472440988273,-16.449233099819356
+4.671255458286607,-0.963421061864993,0.7396164512740477,-9.197242550231906,0.0986437691127362,1.940347765882111,4.527937413106304,0.5240485532554096,5.701702821577205,-3.4501848424206605,-29.772903616286527
+5.664004751121996,-4.947200304004049,-0.21664735283657865,5.109137677630889,4.93536647131765,3.3247128093153355,-4.946479283296814,0.7184326420704545,7.416514163554513,8.018063481092884,-174.49960850634338
+-4.494987539500832,0.6505548067171874,-4.498531439369722,1.2058039016947641,4.947997337807282,-1.798102665123582,5.684682083467305,8.212886783819204,-1.1425223973997256,-6.572700053815956,-28.61474030450087
+9.63889627210137,5.985823962364771,-9.636017745983862,0.967128810699005,-4.88257999257373,8.171732925473128,7.791500501108535,-2.246792851265522,-0.864524894194818,0.23516536281099398,-48.78624207956133
+-8.252125826408772,-9.296010817118415,-4.094106166281604,-3.9785511817219232,-8.757837157837056,7.705845007099425,-3.7524726830664323,4.377320671546768,1.5276723117454383,-4.361445357462978,78.10675525910186
+9.206748171051949,5.078096532914849,4.111461466819013,-3.646674296078294,-8.80572783227379,4.78123299488074,-9.993132184853106,-5.209884788710754,-5.49879962931612,-8.67566355437403,250.09715473967444
+-2.5862468663297844,9.865835896733353,-1.8631402455167279,-5.884038234718303,-9.009720113778412,-0.33381147677590706,1.840859476809551,8.255900475572215,-7.129878207926454,-5.0406475286558505,99.14504099717956
+-3.5001990683282336,6.737142046425053,-6.704447196369117,-0.43217186608186964,9.532400266386604,5.721142881750485,4.962125551097389,1.5953169664074207,6.12086950375577,9.126570163657435,-261.19789917603964
+3.573347551246162,2.3427560231719413,-3.512341707781239,4.080969702995714,-0.26143196404011304,2.4490675148529784,-2.059600115507234,4.801236993036449,-6.208511972926571,-2.3066133082861517,31.73879518820682
+-0.3496320335622327,1.9401411822456072,3.371564667175937,-7.724333144489448,2.396436842957761,-4.060707776810213,6.8572750007632415,-7.117211269366517,9.641756134420909,9.54554462374492,-139.891264413334
+-2.1283581792902395,-7.194626976903338,-2.726916821141787,2.271758950860312,2.342850032680641,-2.220401523526667,-6.87752312873741,0.04177518641219402,7.5138449179484486,-1.1828330250551922,12.66717763557976
+-4.931331045051537,-2.1799982348177838,-4.992405746262012,9.052601552134922,-9.404736210232251,8.699043416965006,8.625777386944595,1.1227922632897203,-7.61551296972141,-6.272478141950215,48.56745516208432
+2.8976320019592694,9.989704191213413,4.1448279296810036,-8.188711699934235,-5.710737466485655,1.8434390806905299,2.584389510633134,9.14304085309966,-2.6896921066455315,-1.1937544156346425,-35.94881448199042
+1.4596073039661972,6.585780735642253,-4.378361286456749,-1.7593464552547888,-9.286442762801387,-6.173936205185207,3.8272043301425263,-2.7870545358760968,-1.314453694913451,2.8565189157713866,71.2538718734058
+0.31861702328335184,-2.530049028438437,-1.8987381154362493,-4.588420211189339,0.7037501231303134,3.842302870634282,6.831552198101408,-3.787224267056808,-5.812726479779105,8.950117489373387,-48.31120310824152
+-0.42675705954099197,-1.6531442460580026,6.114077668286573,-1.258563076250181,2.91975351263144,6.404253838808421,-7.5868488722868825,2.9452335963789555,-3.8430312924790133,0.7536482372515452,-1.972871225512964
+3.7704201404266557,-3.9783720831801306,-1.3090936422451627,-6.721720537231426,3.233242365815878,-9.377611387193674,1.6630591149175622,-9.073780040446353,-5.166793650382376,4.50409855360104,140.68817228513356
+-1.7184079259660612,0.8718441257574727,-9.757823777542807,5.405553290636074,-4.873735948188978,-4.392331868716033,-2.406226315314095,0.7349080200224845,8.411247374078908,-5.297704415988209,50.22748738719675
+-2.4571158479229127,0.5784573840453411,3.3075432108687597,-6.178364527239095,7.568205293840173,0.30413722661845943,-9.393502163974494,6.622495448004447,-9.812536537001657,-1.1708624347763474,92.00561462514888
+-8.967855679460499,-9.666982157490358,-2.724965740422638,4.7746848686775945,-1.5563478746045334,3.3222260479670362,5.636032801226674,-9.958284188487463,6.799396592792815,4.860164395101567,-59.74624898308894
+-0.19912258415716755,-1.0761396362075115,-1.9871812842445546,-9.525262941207393,0.984456181990041,9.747602649937336,-1.928341908706479,-9.167817953371195,4.67529661317184,0.888806022399018,21.99013383395372
+0.3068212820692584,7.057134917708831,-5.226087799968699,2.0494117765930797,-5.90959955737932,-3.6720114345214405,-5.797333871766163,9.010317900636318,-1.2017562809065807,-6.807846486587678,95.03224079076661
+3.540438697929087,1.2179960943202794,-7.230625027394478,-3.1199134338352352,-8.676267818638369,-3.0547963897073793,1.7819639524506892,-8.767731041182056,7.138964101014789,8.616055766284646,0.7696444286909093
+3.6363551392826143,0.27888014948041606,3.7772554782294177,-9.84684340256736,-4.528684125182611,-3.791389817612534,5.977492305550937,-9.571249602758183,-9.190208588762053,-2.313968083401463,213.06584053867263
+0.6732424656002056,6.463188844819198,5.545944612386833,-0.4299461193433385,-2.3961695555382367,3.674472886729605,-4.7268466800210245,2.6532629232312677,1.8052304772103867,-5.036413992264794,10.511860520177752
+-4.612372122679851,8.304547791683085,-7.963349260674926,7.814962040110385,-7.8539786022412095,6.675142466872939,-3.3394851755212507,3.244532238043911,-3.8420783946176273,8.919913654867882,-74.461401922515
+-4.739886367943312,-2.9901597978422423,-4.6297214242832,-3.02713581913032,3.980253215323837,-6.945098956275963,5.629920934489922,8.223446374295518,7.166404727420394,-6.786457423132415,-40.16867901449787
+-4.135314256161333,-1.386895879536576,-4.298898423674158,-9.400657301695174,6.510620776914095,0.9784111632080417,1.4458714015524854,-8.189949806600378,3.2963593971442373,1.275004527317063,35.83756049537831
+4.812989623119098,-8.240109190534888,6.819564073916604,6.683304482118184,9.023288948623215,4.19625077738607,1.9405915388924777,8.06145102775081,7.568957018861358,8.866834855449444,-337.5845765136535
+-2.1525976071458452,-6.134102272447497,-2.0877713820718524,-3.2979317563053123,4.600518508466312,7.1476017866265735,-6.7449779305467805,4.542036162763643,0.48016573853019384,8.795046494392265,-110.32311959346714
+7.681495724736038,2.1855063844916933,2.4763021047817424,-2.96536080195287,7.36541621512719,6.209130566578485,4.26457484335695,-4.954432959492488,0.4517004205898223,5.614542904222861,-128.20661866281688
+-1.7674335220167148,-0.5424226181594638,8.902530730919107,-3.6205441449764275,-0.9521935601218345,-4.559922033864206,-8.785498955650368,-4.375724466494065,9.034167542294366,-9.069079771684304,132.1314416799759
+-0.12665181054328345,-9.187812574181311,-5.245305173499101,5.440611096833465,5.767580779269883,5.295025634337609,-3.1471050738776163,-0.4600482200874567,4.753903066588057,9.70437520693443,-158.91992259661217
+0.9968268202834119,-5.805553428941814,2.8202166648901206,9.614408812098706,-4.722683089453701,5.314092566602941,-6.1816339180001245,-1.3169873416327893,-5.501105022976764,4.633383330882783,15.535546842086267
+9.722719698564358,-0.5925664584357238,2.2646319800954395,7.412643570882082,-3.391933330711432,-2.0014644314114394,-1.4053293757524732,6.352961638203267,-1.167059773327337,-0.576891686786456,-37.445593808947436
+5.9729049157680425,-1.0856804106709395,5.355599258185359,-8.367575308102957,9.435161047447195,-4.3923654100120295,9.20485585179971,-9.490914665226608,-5.334157936913828,-2.925039943349088,85.8522305392545
+5.928307590722602,5.016960946842035,-8.194343957101985,-7.787128394332054,-2.86697445903463,4.8229786328522595,-1.845454531614974,2.73572036945535,-9.480011344271723,4.491347355018275,59.9473346242163
+6.994813574952367,2.510232168735025,4.517830979998214,5.135178790449499,5.913563988256421,-1.542661987932381,1.5038417201194432,3.7351556392259577,-3.458603601530932,-8.14234731407022,9.063036557564551
+-9.725664545250314,-4.506339831558592,8.256980299897062,-5.996132663155582,-7.59947518261362,1.8307760988775668,-9.333803182255291,2.2881207985213114,-4.017719586099567,-0.5844372636787365,137.6417258851253
+-2.61193678126602,3.4341150895648664,-8.864923685366506,0.9638913388287418,5.912996085141606,2.0646401408824233,2.547152860531341,-9.057714626889098,2.2642428046029384,0.262755811560309,11.649098210689328
+0.6581368226734097,9.713023519659306,1.5871610261748414,-0.16325047401245074,6.967668261650985,-7.765944688064712,-3.4068787192954164,-0.32946157247008,-0.2415333434138911,6.963416078236831,-49.98781199932828
+-4.590740574723093,-3.151387125260865,3.2670791382326025,-5.215012418307139,0.29830573182195286,1.980595996900456,3.3272239254972935,7.024504860812466,0.919631467331572,-7.3752793078215735,-2.0403617618179237
+4.6045020771192195,1.5931538796087463,2.9840097608156158,4.289010660090633,3.3690531048712424,2.039718135226871,-6.124093641608037,1.1739772497488943,-6.250251499091421,-6.537871029156932,94.91934813182834
+7.6265342737353965,3.963297941240951,8.785281428711277,-0.006871248370567962,0.008316933246350633,-1.7617598239766097,6.648927037944583,5.03049028979089,-2.2422891721842197,-5.044314818006925,-44.0800115928725
+-9.210600195953987,4.55235267112146,0.04309981070707236,-6.670730565274994,-7.347242274835422,9.345080705609394,-9.625035587079477,-7.046936551146585,-6.517460748717488,-7.4114416786678206,267.320594257226
+6.913254966454831,-9.698082745831279,1.9504252527322752,-5.441251422174284,-8.425869551701757,0.6786394325253986,5.239712860241346,-7.110649754144878,-9.628921295313738,-3.035929854124164,207.59955288401196
+5.954523882241521,0.9618723288387954,-8.860239982470103,6.702098940403549,-6.831448935634099,4.226046410635494,8.149278340301114,6.330793727702768,8.578569354389632,-1.1280738421151826,-169.0603617270116
+-9.181080317076034,9.522470269385039,-3.3376877450573583,-5.695577588471032,5.992869388140516,3.7844533515202183,-9.024180986422687,-2.4124227822038025,6.656569156149727,-2.4091262449459316,20.802300359233776
+-0.0782368573450265,2.8225521141871313,4.941814883607918,-1.8134663022781017,3.0920224071647096,5.146559940429292,3.6857676903328818,-8.308378772629927,4.866951177557352,3.9330022857702995,-98.22731559690494
+-3.226377023357545,-1.2035722255284909,-4.432008924207629,-9.588707566601478,-5.9967459833012455,-8.38642738932591,8.418749362292644,6.748100811382849,2.9893954563404623,6.279145531834745,-62.06523840238147
+-6.423406923693031,7.608938531605611,-7.99639574891817,-9.670037799446993,-1.0717499053977608,5.571162379733467,6.786011847096624,-8.943551472109952,-0.3574861885309022,2.3122436550614855,33.96162544239032
+5.809047697693903,-7.7518470886160245,8.008724567719183,-2.3209083768725747,4.122475321803137,7.860445497594581,0.8619786451815759,6.61647084910326,-6.4436258322923345,4.959161410974209,-119.34975259845774
+5.111872399339125,-5.893691540016168,1.739105691985905,-1.0925320813492,-6.43027397010135,6.17240903482222,7.3385965230580545,-3.1584124236355793,6.832890854534357,9.855148020237792,-181.5265522989037
+4.679223403433259,-1.285576008163718,-0.21672004496018582,9.465560764095473,5.1698954678626485,0.20778070190888842,-4.419792533992668,6.389712720204668,1.303783118086106,8.515430996899095,-179.60373794927435
+-3.8672330333059146,7.043705491279395,-4.326960947905347,1.9378282935844804,-9.404625594088214,4.9334765319068925,8.179777135434565,-4.208555285829238,-0.021324602327863484,3.714639430847204,-44.611733871569704
+-9.769222431445252,9.130006747527384,-6.960479793771464,-5.665998279397961,2.8169296126335652,9.491989436916995,-1.4120477291846556,7.173760464226624,4.787614990428642,-6.069307318949509,-62.644880548441634
+8.175421099262064,8.823811351283995,9.310732555153168,-1.9760284343226586,2.3706485049122894,7.404500021407603,-2.737411185070795,-2.886286331470591,0.14889820689969469,6.492675236621272,-122.96405646986197
+-2.981753748519691,2.8958282379429034,3.708410195206977,-1.9280515809595888,4.309146486628144,-9.92160514553603,0.7002121705491393,8.075004836852205,8.550075052590419,4.876584635472961,-160.52095046167022
+-5.2572297307337745,8.651501195597188,1.4626807231571615,0.23215437690869756,9.421205533654682,0.8545979834674267,3.7187037337497597,-4.509061878114286,-2.1552684037585124,8.247026498359594,-119.97029727498108
+3.5992738828526005,0.31569857536824175,1.3703530470843517,1.3760171223050754,-6.09737249773638,-4.719453105382292,-8.908469718199502,-8.215688603019064,0.6465092550282425,6.035928134215438,110.26297226857487
+4.656093054975545,-4.586731859408795,8.346730758972065,-5.177886467197183,7.112378693377326,9.284370227562846,7.021847565303978,6.453308091884549,-1.8574895037116512,3.797020364883472,-209.7238665055551
+-3.3198036010160714,3.5715200013873383,4.613344866973533,9.042881497820014,3.5008398667919116,-3.349314435759998,4.817423454554996,-3.837393480180513,9.196646089217712,-1.8778395876878262,-115.30845282639655
+-0.20278801890913245,-9.278079278042547,-9.869160423817656,7.175927948773064,-6.703797892151028,1.666663862301132,-8.715095828365795,1.5837458627975742,-3.5792602072669677,-7.4213438556999485,201.57317888111243
+-1.427165113375064,1.4620574263773523,3.343362024293386,-9.447189561546296,-2.7614983398513715,2.4495205500115347,-1.4982843395024292,6.3497993843534095,0.4384548948311773,1.6760394698108971,-31.701037849936128
+1.8597100967591174,-5.397226947287887,0.1454373602330561,9.013793952365203,8.069090295770176,4.355221582429987,2.806689966429108,-4.357463076831953,2.0150482239473333,-8.384419523913557,-9.295241788487623
+9.371402011438324,7.76213284488059,-7.610281741834129,-8.325248681211113,-4.292528586194722,-1.4320418759708198,1.4987236845612695,-9.078101240089747,-4.042845853924395,-6.311849893398174,226.64844041851538
+8.141648712304836,-2.7964444828127566,-5.726629107186019,-5.101671855266192,3.41519269688515,6.063822165719386,-8.013186478772257,-8.784174425798748,8.602950635664408,-7.42719214995037,108.8698584866825
+-1.7867487796945603,-7.731041719482787,-5.623742382348866,-4.232421283539029,-1.7197535015363963,-5.914894320907161,9.761744038041634,-6.665562021850757,2.9906999955236713,-9.828438333771858,155.29873106438598
+-1.053196438616677,0.4166259628386726,-6.163852926642983,-8.163200292518209,-6.806605720683729,-8.556720896246567,-0.7479849975685537,-6.181029870344707,1.6326466125788297,7.0818436070162205,109.72647772691042
+4.411808395671248,-0.5646459673143944,-1.9673405728166227,-5.970808342974195,2.929890559529411,-5.9568594483086645,-7.56091465580639,-2.2286487766033947,-2.4070805470086087,6.9055813443995895,74.48483996250273
+9.109132491967491,-6.803318995304471,3.2687580941473526,5.853058732731437,-4.711260288452596,9.39712664570186,8.65173291771702,-7.617002631482022,-0.1967159911952221,6.253762270049195,-117.95961214847725
+0.16343809044726543,6.1903114737397,0.6986215865314294,-3.8773150977777116,1.1053228272116211,-3.173680001085235,9.171847744339473,-4.136229483456031,9.378475978735079,-5.845166932224652,-39.23979356102494
+-9.694083000674391,2.0519749929204845,-2.962720625304489,1.5728299069469576,6.600945718059674,-8.383457025198709,-8.51608739660498,2.826047536526881,-3.0453991912319744,-3.0802837768882463,125.6570207069694
+-4.145391882278258,-6.95181489614304,-2.600507591395189,-3.265340466502047,3.563045556730886,7.3660735522116845,-1.6191492366566784,-4.780111074940098,9.57503439485528,9.964701656864321,-155.35665025380234
+-8.296860390727911,-7.689321379519756,-4.721790860982424,8.241464010306336,-0.4397360562821806,-2.967091068750183,5.798919197722889,-6.6978841807298934,-3.064838332301796,-5.829171361222805,126.58353795766189
+3.8372150547279604,-2.2959808007354487,0.04250600941790195,8.609289062121812,-6.692045194598572,-0.4626409104720386,0.4567260244123439,8.798086553391808,-3.0675338117964457,-4.358957029589618,3.617234894849302
+-0.8861847304482517,-5.106300855873163,3.3752390492674733,-0.8172283788203316,4.637237032612893,-0.9410110985691378,6.503886180462677,3.0850875063597383,0.8921803050986665,5.112571091360703,-139.35449846081417
+-0.3290743998225043,3.47747687723863,7.375505565035423,-8.84851677382932,-3.190601139439395,-4.741351366189555,5.132363558319025,-0.14984103761506828,-6.175828869244187,-2.46280618942867,100.5882684735735
+-1.2860940350025052,-8.125081270004443,2.712927798038227,-0.01976237778422485,-3.9229823669884234,8.017576043653872,-9.28640542245699,5.390990989051567,-4.499748295642172,-3.0459152634982445,77.0823573166069
+1.7915548962607186,-7.967897845184755,1.1602524968157213,5.981818784080453,-1.0330300891161315,-3.1242100123792027,0.9908114091488507,1.622591801834543,-2.8347516254341887,6.836699750545701,-49.07440754076871
+5.353406453128036,7.096446156386296,1.499752077245291,0.027001458068491857,-2.5269356893060047,-7.0758006515220995,-3.341155998916321,0.16735364940440478,2.827999450938099,-7.998371595421689,111.47560903093719
+-0.13111182076094297,-5.946204892875762,-3.6718944241585927,-9.610350574488702,-6.6964189636445415,0.8500694250953833,-9.855879310626952,4.046964153830299,-5.494900876389972,-3.657175392900529,215.73295654561284
+-8.601433890517816,9.461068602907707,6.6320204114495285,8.391541809999925,0.036878154787756134,-8.691766944493155,-6.128556644026235,-4.860348023722352,6.758917488291967,0.8025566269147633,4.867592468717849
+-3.3937496713595383,1.6207853528678595,-6.457550006651407,7.379588240797698,3.6192904089554623,2.4047196242019653,-1.766119212754751,-4.164321070333649,0.9345596234720266,8.205719954107062,-83.07607796594503
+-9.135426662231916,-6.031624487627887,8.395981558025893,8.073361068108508,-4.198675192931827,-5.929370965650243,-1.2858593049075107,2.384398830356047,8.460916592908331,-8.407786145835463,20.791332503384357
+-3.589252660681337,9.975121569889186,-1.6361029863191923,-9.975294383278268,-0.29960123316220555,6.4143755611169535,6.467484095028788,-8.668887672451715,3.177624122104188,5.038955478789681,-60.076745014661796
+-9.82419775969179,-4.171626820377668,6.358260903450594,-8.158522808819237,-9.36066502013043,-1.6464032865622413,5.361185464510438,1.3570658080107023,0.42225865039484667,8.80180324006962,-48.728405735007975
+-8.4346191000221,9.074193972857046,-1.431855526397916,4.502435291875857,-2.255571405835386,-1.759778113941135,-0.4285998470158936,-7.732430139384608,4.1691765266855025,8.077468956983733,-50.387356128363045
+-5.192035961492145,-6.051979497276696,-7.665722162140234,2.2389251491482565,3.8944619822728166,0.08094662631500826,-2.421358450269162,8.106769460410689,3.414288884560659,6.1248685061144155,-124.4635226759715
+-2.1693874272391955,6.08921724270163,-3.9518646675067592,-8.948107962164404,-3.4666434209468955,0.23173557541487977,-1.978307384720246,0.27368775750593155,-5.726430124328445,-3.8530196426189067,159.90177778049568
+-1.4828920821925884,-0.9276681565975076,1.7373239994554002,-5.719042406854779,8.759777223602805,-6.045028084308768,-5.621974004044368,5.089939801252794,1.0386902482183147,-5.451601930660548,61.78792896723303
+-7.769122135457003,0.24621307102080658,-6.684260983823052,9.215512598439817,-5.760412740794381,-3.3460123979253797,-8.920881434671378,-6.335597566921443,9.347123793952765,-6.399154367405762,136.57733552189654
+8.071948503147706,-0.04361189180846603,-5.856562301481054,5.081856521072754,4.243621241322457,-4.897144194649073,-6.5709387361817235,7.682719697657932,-0.903508446667094,5.520763323254387,-61.225766485472214
+5.840445841350412,-3.8121465984678737,8.013449249711185,-6.806980081008566,3.618617831226476,6.1864597110857815,-4.08591318890741,-9.812111824774572,7.8372570810381355,-6.09079267350872,51.52849943855262
+8.429042778158394,-1.7379628688898174,2.131930379965963,-5.797952347828268,3.6911937016481766,2.4396680928578163,-9.957144388414555,1.5232542742600375,-1.4774666767808542,1.769166491819678,34.71611999654344
+5.006118435994291,5.001799562797569,3.3684981532744973,-2.0748871232748733,9.59232114283549,-0.1131779608472594,-1.0913281951654175,0.6126331076945313,2.0890179604309145,5.519802338105455,-132.2930273404347
+-7.028911940087712,-8.844730712704036,-5.115122582767215,-2.3403219800304376,8.019248004766304,-2.0583134702396855,-2.2251548446647473,-7.127164087201621,4.640149641691278,-7.113499988720506,126.42217253474537
+-0.15350352288623137,0.1919399420625001,2.8737244169299436,-5.362273160621129,6.687569527709782,5.967928506921618,-4.914911207795763,-8.648659376612478,4.612488554107889,-3.431008386763452,43.47791197754031
+4.388330076734805,-4.137164764472234,-7.978515755746802,0.2310222521788674,6.125800934909287,7.993190874566006,9.406438930912088,-1.9144086844174835,-4.742455138760356,-6.03094344074766,4.160231607552851
+4.4741984822086085,6.534405280572457,1.8893044755522626,4.160039229618155,-9.1760085511072,-0.6150562843742113,7.705388134328794,-5.485535442415905,-4.489741086464843,-1.872117307546619,62.49132384599157
+5.331207399063167,2.8000763961857467,5.581144652856538,6.118384096718876,3.4176462874166424,-8.683132610403044,-1.8189107615452338,5.69020806522891,2.5006851847291545,-8.869675244185993,19.78569908846564
+6.508216367439445,0.04304255898110343,5.941095513874006,-5.757444478866227,-5.360236138146335,4.1346149522912645,-7.514242360606604,2.035317048374008,1.875131698109005,6.406961329486192,-41.01670204575787
+5.9050820467706355,-0.8021638482745463,5.901604276733654,5.0161433501890755,1.1614618700733503,-1.9273944107917873,1.8434945276757575,-8.139986202740221,1.4006776591266146,-3.733985849431436,44.56931591584232
+-3.950039763833071,-1.5571009795172075,0.30762916637054216,-6.80935007540612,9.61659506568968,6.000371148249977,-5.695384648663748,-3.7162859074768106,6.851796758987662,3.6333844740308185,-74.87617882462371
+8.232839823689016,5.2176015174947254,-8.052488607440964,-6.6414820788536355,1.3458535196550625,5.19653038212863,-2.509384460646813,9.247675063608751,-3.6715982979202466,-9.16298458310957,65.4867621036233
+-2.3584401052904225,2.2520073062020263,6.238670099555062,-5.908001013718575,-8.098692184741758,0.6401185107286222,-8.498548903408542,-9.060116255533156,7.7273701456534205,3.4830769223103464,71.23698437951086
+9.508175630946836,3.9433441214204468,-5.414833064839306,-8.590120934818067,-1.0400414227196064,6.984115704431986,7.015920769001111,5.002639419990995,8.923941548214307,-3.6454822566027323,-133.57399616728307
+9.21162196507278,-5.102692895916146,-6.276914335610209,1.3716574250821512,6.004232845756297,-8.673974390910493,-0.6534013681316364,9.552290940743157,9.573852601388438,-8.945733143988742,-28.501730133259915
+2.4545469442193646,-4.428604941601759,4.5696114887459105,6.6013802117310005,1.0426686390479944,-5.703091793913206,5.581373084290955,-8.526004912508645,-1.259176753515432,8.212645672645483,-42.76591995376863
+-7.695415023030976,4.021000365090634,6.453525636423192,-3.4686448604868603,4.97332084475093,9.345311422846068,-4.856933114166178,-1.5446013954890514,2.3161039190334054,2.36252820480245,-81.06661823731757
+-1.9955790281789532,-6.465933084561611,-9.152703087701259,-4.9916152297066985,9.421402731455665,-4.732398565800871,8.53919740389324,3.6623555694858934,8.201790098428333,-1.649239438010155,-99.19783721281148
+0.963709913790991,-5.756312016218191,5.983233757995143,8.328586012537864,3.933226719763059,-8.806474543009363,7.161398527476617,1.6841367352345382,-2.0801914146546774,9.758938749886354,-146.57146326639966
+-6.956940003462044,2.5939756586519658,2.898506225126767,7.734230589808108,-1.442055408956897,2.6567711965816887,-6.229042405903035,6.847388475717615,-0.5320182746435487,-9.956312564770053,50.79379362215135
+-4.908728613398299,-0.14411037288452944,-3.5757011404450956,-4.595039146726403,-9.035444437429405,6.116108284396473,5.828748340593974,2.8519041174547,3.5356675846238317,-5.347387167942563,4.539418514840903
+-7.027192580812183,3.653608569517237,-2.4828557875084534,6.526069652745541,3.832019503262607,7.239171375100679,-4.217669887798929,0.17826615006498292,-8.501889554811896,3.784337221083185,-11.188769401386102
+-0.7074334618273137,-3.235698731375407,-8.667016946923976,7.063715795526475,4.521710750720283,9.833434221935436,-2.992976686670168,9.079908978027875,5.3321027538619,0.5207246140000632,-177.91428590634249
+-8.276131190410709,-1.629632853696834,-1.8181957808801585,-5.978297116046449,7.581519711573841,-0.17709384669088113,8.434632053617362,2.347987955970907,3.0494374309672434,-6.705808565177902,-31.37209414042703
+8.317027821117659,1.0899352728633205,9.923869030655725,-7.8511924338085155,-8.828098485729148,-8.423619957065265,-3.4344439110601233,7.855379309460386,9.933134583248709,9.668160255195087,-135.93385267350024
+-1.4793644680611884,-5.506725714779845,3.941294304541345,-0.3039320040382143,-2.551680490732817,-5.631323889733865,8.804699186636133,8.994331398941764,5.877093532511655,-0.668307763434588,-127.48630885371115
+-3.836324059609153,2.2676465035466298,0.22655601193574126,-6.090836999298476,-6.390975550460882,3.3334237864819927,4.904671913256548,-5.900049599241668,8.807992785279719,6.671934977985822,-94.98972244706802
+-8.37852407884143,-9.538331737562642,0.7018638026243407,-0.5921698032531331,1.706883730222677,4.459228177726075,-4.175037452538031,0.7448265240716556,-6.116707016163428,-9.467968437500714,167.9206812295424
+-0.5724295634607901,3.8754742511148277,9.67279042236531,-9.791697259153478,-2.8415002239028775,-4.554221491263366,2.2867649621891495,-5.303977876813358,-3.3763144594208305,-1.834274956009958,123.70471167960146
+-1.136816191569625,-8.774002013535418,6.639462375287888,6.952574498413573,2.4778649935231423,4.075209682703038,3.360465169291915,5.031527095897426,-2.6408990040391322,5.770557619535763,-159.97274575034916
+-9.515147624976287,1.662729374747851,9.951708322687573,3.581293578171323,9.596640010622384,6.634201386401686,-3.8275852955403145,1.5500880679591256,-3.385528387093717,4.977966184668743,-126.59466688427426
+6.554728775803973,7.16653776632681,-8.825663458780234,1.1938748382587927,8.479967758534983,7.972420275322872,9.088945674337285,5.76845552709484,-1.0537607342798183,-9.088331163141547,-94.72843618887501
+1.97024118417354,-1.370917162475238,1.9109211242498692,-9.306414629611226,9.81872430758516,-3.021098011782153,-6.473615856218706,-3.729324127247007,-1.4617089087783386,-2.670319327868087,119.99179148148845
+5.678004635850722,2.0648827766977496,-8.640486050645064,-0.47195705205047567,0.3653697567632652,-7.7280982180820885,3.1514999626921325,9.441478932385127,-0.7500642015769166,-8.240013946504945,57.64420349993015
+-3.5715516487434384,1.4922243428217086,-7.853469625156508,7.351589868215694,-1.6329260945200597,-3.519089719767221,5.286400842927752,7.937766688615271,-8.814038177307555,3.2876617112220585,-26.04555868910496
+2.410072766574234,9.045839558460644,2.6139761528509364,6.61281774051653,-8.936214089000266,-6.113218675413399,8.964472198689542,-6.524998873834447,-5.099556357135537,-0.9654555588452762,75.71212886761043
+6.380046274373681,5.257180543332847,-9.02451673645989,-2.042592467463731,-9.564078915156093,9.112293015355043,-6.5658776626603155,-2.438740183111494,-9.848115994588424,6.564236677641615,103.64014345483807
+-1.759177119546671,-3.446343372434968,5.607546213860514,-9.904567020522544,8.788351172259944,1.0646329880722294,8.034200265235082,-4.015582280038941,3.5315216845214104,-9.749314148347741,27.070022348758947
+-5.531828240743984,2.499663991844372,0.2714952772851409,-0.17139212444837293,6.944515924877206,-8.130811287313644,-6.9527096087813085,6.423368456994498,-9.766773786321759,3.471407265015345,68.54599069585956
+-6.497925096311752,1.147970554109361,-8.238609349452862,-0.686896435864568,-4.821413711436331,1.0170619465259945,8.992550247200805,2.9333103467969512,6.172739420096816,-5.047758929418203,-38.56636242000931
+-4.145344963720012,1.4769173243933098,-4.658416261383101,8.10194346102184,2.887087342100425,8.55341984588607,9.645603579664703,-3.7081652451185287,5.991131986292917,3.10022264128901,-201.2431630182767
+0.007450996127749132,8.774256953424624,6.731315583767847,1.098944407938125,4.456607566637992,-0.7409333222110126,4.197726503513984,-1.4588247042035074,4.133268229399549,1.2698154848565868,-124.46102256467744
+0.8832124783782636,-6.886763345701617,-4.741724297205019,5.876849327890039,9.141268352031366,-3.5389441594118765,2.5605732804502312,2.608132275214312,6.7668233111542015,-2.403962026444235,-93.0813109843129
+-5.872046336212964,3.204888845265186,-6.588307111409657,-4.921207126493819,-8.493685810370073,-2.0853304124637706,4.250978472021288,1.3167862243396078,-6.022810663709002,-7.063319296572881,181.74853042928265
+1.6870105023314275,6.37724200257535,9.51396016119087,9.774125165440125,-9.50948539082923,2.8188731045377247,7.812156378933659,3.131931812363029,3.7652197169989576,-9.768025154965665,-64.48054753956343
+2.1988246355314223,-2.4927584455414764,5.871530239552887,8.745479120964957,-2.323465994916354,2.361288194944917,-6.817891774393323,7.822109015061988,2.296226245820674,-0.892333621064989,-75.79256744903267
+-6.810640205309189,1.910361617594949,5.824351612146339,7.922179087898156,4.112653974799391,9.66121286989458,4.540035776291303,-6.601787266614101,0.9341210408144129,5.107782245458092,-159.66411295204176
+-9.388319626197553,-1.2351819470754255,-2.2720100351141204,2.728037787303712,-3.394989853552235,9.927344601092923,-1.2631866374979106,-1.3602981705221717,5.854581710261164,4.242311074343254,-106.22134069562978
+3.2899200791579464,1.684845148622398,-9.504307850399368,7.6929592110365785,3.4015935695262844,0.08394099870351557,6.6485865074690516,-2.4693611736121657,-6.7532907619476905,-5.080246988940615,62.31755429523277
+-8.941501294698604,-8.179268620273344,8.472597998117138,5.5033055065033825,1.2226567382483933,-3.644887380772339,0.5099597489672192,-7.154794750437448,-1.2877477768573509,8.188896133640766,-19.162992900350396
+-2.1148021010038143,0.18909313040277098,-7.104406094816613,3.9846458471713753,9.00674484497343,-9.597626834029175,2.497569709257932,-5.791309644532836,-5.3946547482171,-9.820177730421522,198.65373295492466
+9.550720231365597,-3.0866112637598797,8.131678674070688,7.7442067023505246,4.126252945833921,-0.6880140365096632,-9.931789447860375,9.888151441101158,5.039119682043034,-4.990191997334204,-76.52668033031324
+-3.4633439104087715,7.884229860282725,6.083698745900383,-0.7762652111646307,-7.459789989342367,6.29114079406722,-6.791393560989216,7.307413712161297,-2.0750567308780288,-0.5914742715492238,-10.950033411001018
+3.8884480597395576,9.218269667625695,-2.7296718162375844,-5.188123178766812,6.033796832067164,9.57180813962754,-6.363768738129445,-7.678950219783527,0.2069971866934961,7.898058636292222,-51.57947015951418
+4.511085756807818,-7.2799533332036415,-0.16445773776305517,5.614472749460758,8.731856197020686,8.210611730669292,9.485830798434565,-1.536280469334761,5.8839515825051,6.02254562028315,-268.96075637221236
+7.6646939206274105,-4.226682261756274,-1.4794654556257636,-4.774024264508341,-1.680846476305018,9.362677744739843,5.113537369189299,-0.21526808753222992,4.22067651363,4.2589533988455575,-134.06124492008868
+5.549868771501474,7.052888161647218,-2.752760369523619,4.650780452931413,2.604560631336781,-7.378161800621726,-1.9862301254145187,2.7029182733611656,1.004305026681691,-3.931382191009385,26.848698787646413
+9.789079308574989,-6.631430046513664,6.457418052326924,3.861739156979589,-3.0821570202756288,9.618390192983455,3.163624444218245,-5.566412787641031,9.016392139888424,6.761135435215864,-195.89069723988112
+-8.422592200284178,2.3134439818562624,-9.859423546104527,-9.577428398094106,-2.818783507589475,7.297620890937731,6.234297418821216,-9.434907317431767,8.642577942373965,1.568422744678668,-16.588493141123056
+8.6132140155093,-2.775334168110608,-7.448435040395727,0.4086613099415848,-9.191594389119187,8.374901892951499,-0.9562246582520872,5.082401048407599,-7.0264028636508975,-6.893154893203677,114.77428297784365
+4.764905164773861,2.922436561676085,2.590602888340501,6.6160324633368095,6.848447830509943,9.846861712239432,-2.3785873765844645,-0.8276073180791643,8.55578382451218,8.418106282846335,-272.453159967345
+-2.834660775756448,-5.7199162039561635,-0.13914517937037685,-5.49857910690037,-3.5935123697007354,7.069610394121241,9.122115784848958,-7.844208691140812,-6.884357046380078,5.135075511232438,25.12024676114141
+-9.849125226204032,1.9645873239066947,0.2945303057592552,3.8959808526088335,-3.2997079418016195,9.127459912257873,4.156402567123849,-7.126644023398505,-1.497126391851944,-1.4192259574795352,9.672636431010432
+-4.8193319620057,7.13069572114563,-2.7989622764510225,-4.80035948926605,-5.352633361914954,5.35726258319044,-8.743906500397225,-9.687753832854334,-5.264029498388885,-6.914037243379929,271.56307085416233
+-5.159271354836921,1.6063493235435855,6.541948903800689,-3.6499945949596024,-3.5136423067501954,0.20478736395745933,5.315674486261637,8.609868182368993,5.30689996674766,-1.3188932973545175,-123.7405891331228
+-6.346673831123322,-6.044944181144367,-8.53621792619869,-5.963284590758038,8.8043023383975,8.666968947052796,8.779643098789233,-4.157796423169109,-7.931514663737431,5.383960091621908,-35.73304350218955
+4.352859369356475,3.0853402525292517,-7.086791085749365,9.736577581110943,-4.203725672250556,1.9950749223246445,-2.3910437051643108,-3.192010584671243,-4.12418989554827,-1.5872240944409222,79.46607628828585
+9.65887084385918,2.8522936581320235,-4.766213678578664,-5.864916520255812,4.915529423772849,7.027543938784804,1.9487130477638726,-3.623761332985209,-1.541343081006259,1.2437697416246207,-23.708861340880453
+-6.494468151218831,1.8885859180957354,6.870755936466524,0.8509023947607042,0.5913851184679042,6.150929703597566,1.8780404794234284,5.7396490010257795,2.133540041983226,7.4363867990059855,-209.8207711828642
+7.633708092096507,8.386585086331346,0.038269692454913073,5.84474235500794,0.4361754223379788,-5.272395551222246,-3.1473253775889676,-4.867741843907645,-3.5591425181901193,-7.342067284956226,152.44995767795217
+8.900274618152475,8.655500713912748,4.412194347075474,-4.235270643717623,7.657538044315661,-4.257252174071031,-7.2695678233092975,-1.9879198893274608,6.466082644494668,3.409798830287609,-58.08863561004356
+-5.129414448759723,1.674636451713143,-6.369800798260375,-3.3371236905827995,3.356782701985712,8.580344000868045,-2.403355077712237,6.85407676129315,-4.048744566276836,-1.951379387567882,-13.036477940126913
+-1.7725558203844738,2.32991565806304,-8.23949400543533,-6.512956806324304,2.888743470891344,-0.047563798679881586,5.037550111937607,-7.780061705555608,-2.8403647608706972,-6.055097764205144,150.26277304571352
+-9.271318208287509,-2.85668862113557,0.3162881940207751,5.938268268261446,3.069312684153951,0.9854125340621223,3.328077670451912,-1.8174968392517377,4.557042703615499,-0.4628775143906272,-71.91875529412522
+-3.787912951610708,8.496757108079587,7.51294627481877,6.428174999235525,-8.581200312868859,-8.675862543515908,7.851232470188558,-1.3499022993788334,-7.840260027445664,3.5350614971446848,28.165259525586016
+-9.526357519466641,-1.885437419724505,4.83615999014849,5.73311116810485,2.491173374054092,3.736864319443549,6.3469023130689095,0.830370313378479,-5.176414947813271,-3.068233561959144,-29.6614604987708
+9.336099324017816,-9.66006415412744,6.393295731102617,1.9406543115276365,9.199445005557942,4.516078836006732,3.315738552025569,-3.466919651715157,-8.047484381219977,7.1293811110483984,-81.00497486157619
+-9.910642345343987,5.595875667985264,0.9063902491876208,0.3453354266360176,5.068264016301192,5.140165977511362,1.3295741430040553,-1.3297949824834276,-1.0743456394375839,1.9597036105864074,-66.44858801877092
+-0.5634132041637496,6.363072081823189,3.855966110843494,7.046325458681812,6.216605382115379,4.849796886859212,1.773454155696994,-2.980393736614333,7.129803101397176,8.397702744682011,-245.24668146480894
+9.898447512614354,1.2379988893806382,5.428010109587156,-7.271207797261214,5.256369826008795,-7.8849366237200424,4.424295696709821,2.765455258897862,-4.107574649212968,-4.71631712804829,55.64827325140993
+8.85014983793722,5.996510277923896,0.41615903023852097,-0.016318579521825693,1.3617120185284426,7.621848256059172,-0.23694209973288194,-9.489720111635256,-7.207605434726975,-5.456570356403889,126.65661023871422
+-2.456274615993128,8.347953812090235,6.587618838863918,3.9217706116227014,7.137408422211628,-9.285676858257222,3.5704723384805037,9.012980938140185,3.475513571476798,-5.64943611267426,-97.32835929514141
+-2.622560392640405,-6.731995992366051,0.9839088172525168,-4.612761223094779,-5.018667715724295,1.7086074955659547,-8.430075985580636,-1.12516563263529,8.141625214285442,9.630764665230934,-51.51608150214801
+9.87942670450721,4.712450264129484,-5.941576065248109,-4.775745798003637,7.272509886416363,1.0573716492478336,-8.972221730268629,-5.933741065942073,-2.0452467704870503,8.73711652892549,19.894764361090846
+-3.3949841365800015,-3.7918752230969432,7.603778867735425,8.76923034376738,6.171166354606457,-6.132025033760577,1.3654623327443027,-1.9312676632610715,-2.165967252744758,8.358799204287585,-95.97901637172795
+6.868636840836331,-4.552948236773933,-4.1325731874369875,-9.162779211695629,-6.687935457419647,-7.579353868101826,-1.741146696373086,-8.85677263978799,-7.045810043049768,-6.194611732685143,341.2813436056615
+7.935665579129585,1.756508141237365,-8.690624115389278,7.923209343941833,7.5954275407881555,-4.545541322029269,3.606478200216079,-2.160462185691061,-3.533884147266355,1.0072205510660037,-10.582253425390471
+-2.2441317611085276,-0.35027095262710306,2.966522915927512,-5.774533251629103,-6.187200016081082,-3.270492720706315,-3.964568629120784,-9.556805282937715,4.67871403303421,3.5714888408502143,97.94487424504467
+6.371914049662573,8.15946814544181,3.782233922184919,-2.6819496507642637,4.5580649916368055,-3.8851677929233763,-2.2504046391602794,-6.461362761262586,7.629802014969416,1.7595176185239558,-38.22550957973104
+-4.060299913754195,8.193218512619582,-9.620781487137005,-4.2193172700254955,-9.265410219206636,-6.542903730235814,-1.3116962622657447,-7.353943182405642,1.8052105979594835,-8.099479658185032,255.39817258785666
+-6.553247298476663,-3.4570461413897347,-2.333850101080046,-1.8310737047782788,-5.068725612571323,3.856198575667784,3.8273546043014983,1.0355966410065287,-0.3182925334268871,-3.1950153151104588,32.522341050959646
+-8.260388262371421,-9.349074375580104,3.7939434305535102,-1.2892029506820601,-1.436104333028776,-3.441801969964291,0.23206606183130418,2.5908463869939102,2.1345095143662784,-6.233274326375826,72.81370357891727
+4.631640300632678,-8.765969931132108,9.310127596753542,4.026248430480988,-6.02485710892288,-8.208459993640506,-2.1397507238897617,-8.08987050633263,8.584095693893241,-9.917806532766736,152.82895263254187
+8.021003909840163,-0.22610975131175604,-1.9850889627204626,2.104257107380414,6.9366810556332865,8.042813383268658,0.16318620078995316,-8.735827784011613,-9.768104640631115,-6.638513557264112,134.01715623535955
+-5.889151600617328,1.5705885487393378,1.5526149089327634,-5.203524076831223,1.5072604912064835,7.874700773191156,-0.8958623157706613,-2.7278736243006896,3.495705665279718,-4.287758322847202,6.691870265734027
+-1.3409490894358522,7.063485340177551,6.039233960645154,3.729363060073394,8.393557408368233,-8.565689189038663,-9.491448315231143,-1.8735557233283529,-0.3561369841447126,-7.453631111861203,126.45733305620507
+3.680456516013173,-2.7244351162797287,1.247751079626167,0.739508487827889,6.386759985992894,2.5249819606915125,-2.764264897209028,1.8271991968015988,-0.5987769866348214,5.942878616954421,-97.63061729974494
+-2.4109642628748684,-2.566054805044844,-3.162864773749685,-3.5632177741969806,-6.531578559787377,-3.4618609747643525,1.1966145406349327,9.231370444466549,0.6131668621348263,-7.421334820565053,74.93389026278851
+2.4907881940988563,-7.9787970949432285,-1.408908700519389,-3.6379831293927456,6.951129444794604,4.502498070542115,7.808349227343323,0.9276735182879436,-5.102420453516023,-5.843992361574082,16.845139678774306
+0.10522990879990646,1.212736043681204,-7.14293093096188,-3.260255180906,-7.969148759059355,-9.227089298257942,5.561776204043197,-8.183191191281017,-8.040702209876223,8.806351384116214,142.372977042292
+-4.83444516507491,6.9446028984883235,-9.74072075133586,-5.20246288913186,7.956203561330632,3.3204209427023446,-6.4659027615779685,-8.803703373862072,-0.04059002909234888,-4.385781024419377,144.41303505007645
+-6.886076518213516,-6.410214300545198,1.4714240857301508,9.06467617095349,-7.506009588190603,6.336516915235386,-7.145731713039938,-6.083979630301077,-4.504083660446467,7.3874363074152605,46.919189159952936
+-4.678821940668065,5.324947940139088,5.031970604922802,-2.634256163621802,-6.044555835858176,-9.631506328136673,3.9231279003390007,9.14100987455888,-1.9916927503574122,3.9020856084090227,-40.67964915775784
+-0.527490293079147,8.018191751712319,-4.006332709890266,9.35341340217583,1.676760052182158,-9.705845111352867,-6.181795732785447,-6.383816845041393,-9.523859984490233,8.610017191098272,106.02371948991751
+3.836937555976321,-0.684531851100334,-2.618207912327506,0.5393014231932236,3.874766954114943,-5.447820379632926,2.5616079669278924,6.768124215679445,-5.11018198761346,-7.399341668332731,66.68082611615931
+-8.32508066255847,7.436739195296274,6.5459936522295,-9.873116544285747,9.618254869858589,8.44285142924279,-8.681039782249114,2.300777747832541,-9.791654534825064,-5.050879331191746,99.0925537776155
+5.116572800869122,-9.993067008166147,1.8953934315605947,8.352457274984603,-0.9225175572136068,-9.021808386457726,-9.646806948416287,-1.2994198367887333,4.20085806412634,5.580022271133444,22.15321520885444
+-6.624143292692768,0.9494542236727033,-6.920209166786355,-1.0203292764384786,4.687927808812795,-0.09308057185193563,0.15101583801384377,6.821676614512169,-2.0152077103800248,9.487100887204319,-122.1038534707555
+-9.193240623121214,6.660522908413107,0.7071752323976233,9.792354633114183,-7.512648636143632,-1.1903758642208984,3.006928590790765,-9.995525444264558,-5.540831198821811,3.8158570511883427,72.69839055608772
+-6.795315678594285,5.00049743496249,5.942704741928296,5.873128550987063,9.246906560321424,-9.985029183044107,8.326005450003338,0.7047212871550346,-1.8008688639596904,-4.171294097423401,-32.98401929414631
+5.048240871429188,-1.8204500030805226,-3.2953571824916983,-3.5054695230652033,-6.308458775102079,-1.277148368872325,-1.4818552148301944,-6.043698949667132,8.132876141595116,5.237443540197006,-2.2268576062697836
+1.270253430440651,0.46182094625849546,1.23522619740142,-0.9298042706113208,3.9801021872147935,-6.102649550995036,4.1036011155976375,-1.8261228406158647,-9.234967663670473,-3.1042777547084,119.10164607763582
+-0.12171171022873128,2.814371925601604,-4.816057588204801,5.2965977783587315,-4.65850004586483,-7.201874950609235,-8.977674967118057,-4.98833951419928,-3.1441210065540637,-1.16128386747677,200.57787898922143
+-7.701887277584579,-4.084079582028652,-4.901106676321381,3.008811404691596,2.538581820988599,-7.23024654004872,-7.90365616338665,2.2597391195892214,-7.16368987977342,5.459906647444804,100.22418060417439
+-2.7695731455131845,3.6080984462236265,0.08213441018928958,5.356361797599796,9.07337550430717,9.256813639871112,-3.4140787875801704,2.3664944258526632,-4.701883407711545,-1.6502794606689997,-58.77318260282766
+2.6996381032747085,8.269360592099384,-8.546156134342159,-0.591109760942079,3.5466400089947525,-1.6817055006049464,-3.7688358206354167,9.123185908826876,-8.624086002329337,4.868835687693656,-12.083171658271915
+-6.6909988674228815,9.604523106066463,-7.884222988546455,-6.483428107452152,-8.25151975844915,-8.152231135077768,9.065631634245992,4.388775371491695,2.270255586151022,-0.3792529413232826,15.704405894347033
+-8.621827507137013,1.3558784199409857,1.9372537045780258,-9.921987251071673,-8.420018980175216,-3.671811730441048,2.8684747419112044,-7.003251949021889,-7.467437941485269,-4.305219504722513,254.11700375305998
+5.2574326145509716,-1.6110076825266861,-2.353259873986826,6.872988971345104,-9.388869142721116,-2.222524140409412,-8.314834607757799,-9.963145355599696,-6.4028932834548975,8.911926293272924,147.65402472239674
+-1.4561232588861972,0.9261821936772763,-2.965131923183464,-7.795680023101575,3.9802423685331556,6.126808228266047,4.745878699999018,-2.013358686625555,-1.2868621611655984,-2.8323733571745735,9.93886221253793
+-9.79019712304872,8.528118776716767,-8.747538149434304,1.8475812462593777,-2.7630441321806787,-4.585775296918535,9.03772995987518,-4.382102464968353,-4.409254741620248,-6.043629821233408,128.0920049873578
+-5.339570036221244,-4.262481913809804,8.285863571619776,-1.6813422336722095,3.3100259136729093,-4.0060844200713674,-1.6640683266747969,-4.882357741347212,2.217555061819607,-8.929338078119049,126.42183596187624
+1.4170682150389324,7.388542278383554,0.0042958028015238625,-7.879999860970697,-4.9333326211223145,-7.604824831048345,-2.0354397364074805,-9.746276220095417,-2.1068528550666987,3.0368252800448348,169.826299485692
+-7.775726611422124,-0.7091959941129855,-1.4273919857252149,5.716513849364702,-7.983322946562752,8.454527417934779,0.06992571304598849,-3.9935355000769746,5.2308308039108535,0.07160386359564397,-32.85257142083191
+4.323747512971137,-5.52897495929888,8.494938214193583,-5.181061136198364,2.5645387010521192,5.4168431775119,7.988892921569284,-8.597001661978002,-4.1856699691268435,8.973594773363471,-78.66394799744796
+-0.7424688474019958,0.615966518108344,-1.2863658248653365,6.19128850232594,9.43784543325931,-2.8245324966679286,2.1908279130965025,-1.464328186921573,5.369186569877405,5.435103240548935,-154.62357916449574
+6.071792114545715,-6.6169251048353095,-5.329577904041132,4.497498051233892,9.341606114230537,-3.4624074313903286,3.5014131965124573,1.8448626803764578,-2.421951188616549,-3.4254966841069123,0.5405034199363381
+-7.113527819779861,-8.951853926810351,-9.80399299822871,9.847020052144032,-9.238815969811863,0.40846166871014056,7.275670147307435,8.702214113179469,-6.688484076603145,-7.206396549091991,74.02832575795576
+4.372319850486526,-8.553606390705482,-9.807575373866374,-4.721714246243787,-0.8568731189463308,-8.048973605745488,-9.731912617855851,-2.9389421022764495,5.041694293816528,3.891251619293292,125.03691068663798
+-2.395278869476891,1.0142565237722967,3.62562182785116,-7.243117555106866,3.3596010891206673,-4.007521781503698,3.176095368573235,4.505567379941516,8.472216672968077,-6.915755010780469,-36.23055065286536
+-9.83963843788314,-1.7743834956429039,-8.703776318104211,-3.622907498199235,4.345282733661131,6.900874854590137,-6.7881462290724865,0.14115706008558826,1.5577756669711351,3.016351606025709,-3.082386769691024
+0.21995112150955398,-9.397636651631437,-7.9650056351658876,-9.236427244311107,5.41998465062446,-7.4072295988756265,3.5191576411436998,-1.6796871608261865,-9.28030056417763,-7.7733460171121465,251.1647698553079
+-1.8540292592527297,5.517883645375676,-3.2105835704745145,1.0857974559438066,-0.13343741401780296,-2.5938690095220696,0.9895409791958332,-0.0013913511120766664,1.748281742297968,5.121560370110824,-58.655826860146085
+-4.607717907823325,-5.089415924091596,-3.9462992807536312,5.0158257027058095,5.87084097630642,-0.010402864703491499,-7.0886918797423615,3.2795217140815547,-1.8235267202503658,6.435487252186782,-44.04615934415632
+-2.735249375435629,8.52190047412824,-0.014233259720077829,-2.874303856355469,-1.376568866421295,-3.9243498230895457,7.838934721515525,0.14169872882435763,0.35649165816250994,7.877823802312074,-106.55467269080233
+5.658508915101814,7.6980760092150184,-5.090560901618115,-2.736638500013353,6.2712510610116485,-4.03170789477822,5.323440290188854,-7.152512801606823,-3.9293939600893446,-4.652893294188907,102.93206302828452
+-7.67020090305925,-3.7789151117098863,4.710216520840094,1.176435331906469,9.053089400302587,7.866141143467107,2.578120490245477,4.121136101134775,-7.343045358430096,5.518496487942686,-132.9495901234496
+-9.119557287919712,-1.1980247915182707,5.21759054311719,-6.340112332843364,-3.5572774067170854,9.081169614486468,9.972979041351078,8.502204775445497,-5.158264952123055,6.160476882937045,-164.7299505554227
+-2.721570083314524,5.2335921461259165,-2.2749607447199915,2.2810525364374135,9.096879667691463,-3.0691618125948916,-4.764630470294917,-3.012085644797504,-4.980315698877855,-2.057005671024803,89.39062853608245
+-6.547511283560707,8.938817293647599,2.5505029929491885,8.588671529872279,9.006761260045861,-1.6427751252677658,0.20529200394286962,4.351510352991868,-4.592648747584686,-5.661479246436976,-23.79223900487687
+0.576998745534818,9.128051730635583,-2.269400878730512,-4.438322690776628,-3.352405184442786,6.286042583359174,-1.384720749166013,5.918144638923799,1.7451805630436024,7.159209190088109,-136.85056487216931
+-2.901865042718381,-9.044781705088578,0.19843188773132292,3.1509792180340668,-9.84438078030318,-6.966259660540588,8.967217757096158,2.608312492105944,3.7141460866153153,-2.959848788471775,15.013801082335707
+-0.917244588361632,-9.085776367139344,-9.09327444289099,4.892881647268097,6.555199164502417,-8.87589343303806,9.583422590013447,-1.3562250665353148,-4.008182775335502,-3.82466022605912,68.61045522917613
+-6.767226256903715,4.230655629220388,-3.218866416035595,4.841785774296083,-2.333854712344192,-8.06990625053121,-8.55222241487223,-0.30230150289408675,0.5218746934658158,1.6979695478780665,92.806001056398
+9.46181995498721,7.670218391784558,-5.512901813643918,7.025274362039642,9.645437639304044,6.13231723076262,-1.2149265845427903,-5.388081785305891,-6.341325638531837,3.6242176164009954,-44.6400911624946
+-2.0278969733143226,-7.429908708078747,9.59029925421354,7.474129700766063,-8.051564592782958,-7.67562690552777,3.1055258033310595,-6.815345551028587,3.691128214140027,1.4808023531803616,32.93038043182416
+-8.30390564501089,7.444319075885238,6.988018997780394,-6.881236809012847,-9.46375395027265,-2.543385110244012,4.475391090523823,-3.6976000653225394,-2.855845519804896,-5.0437472668696355,140.24403174570543
+-7.315484442804849,6.087955744239371,2.7482809790929874,0.4827653231146223,-9.305344041702291,2.101171321167916,-8.126129571708116,-5.714484486539937,4.058705636329394,-0.1126838497270688,88.90805843843438
+0.0397733122112931,-5.793195489837329,2.0907368650120173,-5.625622864317923,-7.4454189751344195,1.8076609759416895,-2.086427422397028,7.403061043745458,6.870520969526998,-5.889553781125123,10.754425824117593
+-3.142714088058345,-8.070443959287278,9.28241068038355,1.718480697929743,8.048588381444139,4.587245505020081,5.40671063440465,0.0949649773488459,-8.012343444938994,5.956875121410013,-105.70343541731411
+-0.31345615239195324,1.7187960602047192,-0.34688295090709476,-5.902936420239168,3.0756936590435746,-9.690748184761704,-0.5187768908244328,-2.8406562227884113,-2.720896568920168,1.3006893907616668,105.48898547994825
+0.3461298659101386,-2.783539581921737,-4.926548595561324,-6.180798711540028,5.267169546274994,-9.086348824111159,5.038161764992277,-9.248996949341567,-3.7155162474706827,8.664044287164286,61.35516356937514
+-2.150528141030885,8.800706603786189,-8.053542691461345,7.967759262350729,-1.2962717962077752,-2.1686812038298786,2.580324277429835,0.19742682011564927,-8.875044214486337,2.011146564631685,39.90002361408583
+6.088576376923422,9.547270280349753,7.626755696950125,-3.911023633211408,0.7091399595102832,5.274160331649423,4.379891365102164,-8.058054261482914,-9.234681633492825,2.2680309991247483,30.265419277373574
+0.6856695657023093,0.8461526031071664,-1.1491311976990115,8.787949020653114,-1.3961850129578468,3.0271756514646286,-8.94118640214478,6.796004299104482,-3.49149527776065,-6.682022798368845,64.61744662617001
+8.019978324614614,3.6908248039864233,1.7962662097915283,-1.5658181550167405,1.9821444405235167,-0.10282259860454168,-3.864855670899403,-2.837586248767272,-8.791762603753508,4.7989999431874715,61.245402530494964
+-0.6439579860176847,7.749900605727027,-3.0850878090323497,-2.9996483224677695,-3.437083364462903,7.741392337549506,-6.06689058421479,-4.85648207492452,2.147690936758715,1.0240346325217264,31.141482565160658
+5.906173483340327,-0.2073051648129809,-6.590592854262001,-7.987606212835439,-9.199767890894003,1.4246716784404412,2.857515786032241,-1.734524273734952,3.8264688720688755,-4.087041180326034,87.41727854141057
+6.784119708427649,8.902362058388109,-8.974799848538627,6.313176048954645,2.4774824861027422,7.101881856337087,-8.104855950534935,-5.878031452170667,0.8424419748383127,1.1583077442526313,10.437619688012099
+0.4770132026241014,9.025711357321448,6.314066543229158,-5.053991891611305,-3.9083473971166316,-5.490772553923549,-7.682018173152398,8.448667345482528,6.595377786975174,-7.82475213142269,43.889618791405425
+-3.5015882887644367,5.21098105572433,-9.362565341781472,-2.394013591235915,-3.54458042308212,2.2628315107326613,-5.625067166550584,-7.747739147272464,2.6394979418487874,-4.216435515601749,157.32114907813286
+-7.831356288020455,2.393888124590633,-6.00211846631,2.1591315240524023,1.3220842943551636,8.630002017987838,5.704059869478144,4.700995069316201,4.150823120451424,-3.8514696573386287,-119.90987182411226
+1.9783663380812722,6.257853909496673,0.8801761589953783,4.172336810001083,0.7470113295522118,0.7037148417312356,-6.414343414326115,-6.221845664245373,-1.8288972172452223,-4.671641679142768,119.65097448854713
+-7.142852915078515,9.085857832626408,1.8678816330752146,9.793710045543689,7.084345174379663,6.799647086199134,2.8725821707924704,6.037355957711248,-6.156525385037099,-8.194911715547484,-59.486616297006876
+6.462540176393052,7.609279752982481,-0.06644817772659017,-4.775023859219751,-6.457682079997291,4.321178855595836,0.25379725501049055,-8.703204792706318,-1.727877966331397,0.37084382410107475,86.61131365851536
+-4.999654238765359,3.9235485937987225,6.185509174178465,-3.6997880246708004,-4.883078021210546,-8.124324934361686,9.780215420979374,7.059195738861428,0.06124241872589753,3.451807575196233,-89.6929752294798
+-9.313182369525508,7.5447506960047095,-6.823537844973946,-3.4317114111684432,8.173726826450682,-3.4199832839836386,-4.406562196028167,3.147003305649083,0.5613215751739187,-6.61728426708202,77.89515462850719
+9.833395199276998,5.968433521129965,7.296873490853278,-2.5972665117729066,6.399577273649135,-5.30687102313208,5.020404139458385,0.43149790242774655,4.92627664736724,-5.396701592912418,-58.85306480630338
+-6.61278582999544,-8.592887987507858,9.123542655222149,-2.7084779702592643,-7.496805783169047,-1.5600896319020308,2.7723340918824646,-1.9479518267523477,9.8048596363015,8.521714847220798,-120.04736964421059
+4.9621543770552705,-6.924663258054058,6.804752586913474,0.6910777190349493,3.642816292891542,-5.6873784186371745,-5.2207879269421404,9.362072928234596,-4.0108151586082315,-9.094138034517258,94.6377981456117
+4.456381752514655,5.14351141765327,6.423940684283269,-1.6171088240560527,8.243360547645333,-2.745769635970785,5.229927579785523,-9.634132782621624,-7.270013280878049,-9.673685405646816,155.2658307628419
+-4.372082155698314,0.6941303786302044,-9.365646625210989,-2.8251381075876747,0.4034874713961689,-8.696557254332127,8.010156235264914,2.735890149534901,-6.9164639387595646,7.994265721756577,0.15764352752661562
+2.442607548276141,-4.833529069458413,-0.6933423612925615,-8.093749651817063,-0.41192271510043676,-9.174489784904143,-8.93084429965601,-3.2434097796355887,-3.538613224807987,7.504195527000652,147.77252708551825
+9.653525025142367,0.44017499422506656,-1.3370808672439383,9.904923872977886,7.669982848862304,4.616407599319565,0.6105890551668858,7.243519224647004,-8.849729083803721,-6.222485683047196,-29.556659771384837
+-6.37645768945381,-2.6282344489418286,-7.78456025205246,-3.6643513695816154,-3.1385181662143724,4.700460805338437,-4.433190964753866,1.4664578418484808,9.120147275819125,-5.880699052359059,36.6707732718742
+6.113286004491814,-8.75241125265009,8.59001850530537,-5.749511563870731,2.952902689585517,4.468975685164622,4.524847128553613,-8.672770196821066,-4.519408190578192,-3.4341816862773156,83.28000719792072
+-1.108185796321035,4.240630001221353,-7.13103208290053,-9.848029074974193,-2.1060690115184966,-6.294985577057712,7.5902240773455,-7.384022887704047,5.7454860173718,-1.5592341076150529,75.28823456999328
+0.03618721237571787,6.536179138749654,-8.504242952589012,-2.777562596639984,1.774597673645688,-9.20366825810081,-6.929617474720446,9.307107792578048,8.796125733947786,-4.631384216581516,15.538208767897144
+3.392885124901639,-7.917758843757623,7.3560073218239985,-2.8830360293421564,-1.9734933102745478,5.327864186016436,2.1581034904285756,-7.3283986521443385,8.857494386138143,7.22606432459189,-123.97360243758483
+3.5980079928633013,-8.27673157567914,-9.58387217304795,-4.101412218044085,-7.524197424635124,-2.185924651501663,-0.14760372082084805,-2.423657144952749,-6.877131915019303,-0.3448176089327304,197.91843037924073
+-8.675586718608583,-7.1346648578084455,4.8016169717618435,3.1582472303585996,7.631979049895829,-9.230899011556923,-1.44274174112756,-4.165266440983557,8.790316009744217,7.218486243261553,-91.30506785738237
+6.330348565277939,-8.26685162840593,0.28973016318478706,6.389813472453367,7.009055712111838,4.757215823271479,-9.176839496290157,-6.814562276354199,-7.598746559205964,-3.169610037461854,142.81190140795755
+-3.724838675254858,-1.8213841639386863,2.5920801047475095,6.670811451547339,-2.0797923482455882,-0.2216817919603331,6.363443036690977,-0.03874510046794288,-8.618529732045442,5.995336713396586,-38.420269291869914
+8.989811746778429,7.261541742723489,8.863951434036824,-9.980836601371397,1.9362122313619357,-0.1657414711446914,0.3653624561302671,-2.351389467346894,0.2925436496001188,-7.001517473023107,69.32533972895939
+-4.825065313096761,-8.638958507594893,6.950622946729759,5.660048139957672,1.3794373285906447,-6.842869703471837,5.498518654977276,-2.4589601891029034,5.662072918948811,1.640227539156005,-70.03770829602594
+8.48677145550176,-5.411671696599145,-4.805719983468895,2.205349078172003,-5.171386442540273,4.878832115936909,3.3093442765649206,4.779816189374316,3.907100901016589,-5.9300264926532105,-29.676143274596885
+1.475158519683566,-4.7467955949572715,5.679549560330779,-8.593191069874228,-1.745424314996915,-8.81648376185014,1.738035927722783,-5.001410166242122,5.089302620336293,-1.9126332419943815,92.5384205478711
+9.011539696421496,-1.6682967883747435,2.6114413671519587,-3.3997917747740125,6.375721883592069,-6.541176565703504,-2.503119810362693,-8.446884656077584,3.3797495237231057,7.384786667636405,-8.727060548841772
+7.704018840485438,-5.493408807346536,1.5233288293326486,-5.523020328841546,-3.139918214614561,5.690626594850876,-5.08232331094556,-1.9113737690615484,3.6864842479948567,6.559986122597556,-42.26122949594341
+-2.165676276328432,1.4753959376782566,-5.437195974645488,-5.581357361770398,-8.445580606890227,5.016650672668639,-1.4380100805763862,2.0771602325752214,8.945631475566245,-1.615290218402723,-17.54777016811384
+5.650048825841603,-6.796950213487747,8.648008187497837,2.4171626650139855,-7.896063770886439,6.224006267131175,0.1309689471841602,-5.894303390285387,-4.958456809633837,-2.059416069688169,89.03544761941579
+-0.5799667891426008,7.481370275730905,1.3206246500165442,-9.073783488915216,-8.875875042657874,4.755175338010547,-0.9336595825493776,9.024722121337966,-3.240428283659589,2.134085248571256,-21.067600065241564
+5.012004325479618,-4.9572839339903645,9.02309715449064,1.767845649605999,5.437305328919444,1.017343761153091,8.240885903410291,4.245449872469047,-4.298169085316561,-3.880997755268014,-73.12103689506849
+6.753934002624793,2.9833177139449685,9.26474677463119,7.362119105951099,5.1225404311189155,-0.8318169880378057,-8.323329516120081,-2.879514435362509,0.032393407978819067,1.534809262932817,-21.10490133655155
+5.464241998079331,-6.774972745500856,-8.84476003964441,-4.4403161296993465,9.703677122504196,-3.4826967419853316,0.30186114429013866,-9.49474819267034,0.11108584075469219,-4.4957033575468035,145.87068028186687
+8.25445034501097,-8.883323762566667,6.7389992577494855,-9.845268985924543,9.89352957971464,-3.6138782081551812,7.45476123573815,-4.708270077668775,8.529669872933322,4.216554816563869,-129.01834773052042
+9.906546604265202,3.656406450395835,-2.362655757812744,-0.22256937986054437,8.893171565141628,-4.397622339308658,-7.983446885876939,9.4984662199298,2.7649351859117655,-1.1656612680306377,-57.35772037735843
+-3.0101397781310135,2.474749794115112,-5.49099458382557,2.5665812961238643,2.2315057077446787,-2.3648134469679127,-7.2043522109520675,0.38441589894024686,4.945615663097684,-3.6051175294112636,49.429360086977184
+3.764113988184823,8.50712122393854,7.5174134918671704,-8.971406365803924,0.4008500505287538,0.9181272430535103,7.054669074589166,-2.7509834734230565,-5.960047241285553,-5.091523325062295,65.59145152623499
+-1.772870571172307,-9.818304218474305,0.26726305610980994,-5.077942381997833,-0.2195564967490249,-0.3785579238182968,-8.741067999393302,3.306863258561734,-1.2044950296969703,7.353038060759884,19.739382384507973
+7.98626249528602,3.1356751303140173,-4.950562546241413,-4.390430305584023,-2.261425537930677,7.694304441239277,3.6094334630432634,-4.2364100410994165,6.916964618933148,7.227615805804217,-138.89847743422692
+6.453890696361957,5.2516126624828345,-9.91092672399853,3.9089825232702125,0.9323551268098051,0.19550070279570564,-2.0265194578243872,-3.8708670116562405,-8.804976178010897,7.7371240255604405,41.81123252947672
+5.985327583690589,-6.493722432134906,-8.435864585606208,-8.906947022163653,2.45569202962278,-7.079893780579869,-4.877658620644314,5.851709809032681,-4.473346353994647,-8.364763146685952,212.82962846437374
+-0.8111065436931253,-6.752487186398226,1.9391220533593434,4.035323293044897,-5.079068594675937,-6.169136423451633,-0.20925302240196064,7.1185287900128635,2.8548513607227632,-8.44472698806702,61.78931072907743
+7.587672288541523,-9.859663715385556,-8.196101623002864,8.461483744545781,3.140212888454299,-5.949281572631195,-7.339551204154368,9.776665127462037,-0.8589521860336946,3.556207149029791,-27.658787041411824
+-8.632300848947756,9.232212987566328,2.762830050981595,-4.538008479233396,2.5248569332706894,-4.948023972042939,-6.823002438245718,-8.01761425002302,-3.900000426975334,-7.431957249626649,242.4128298827815
+-6.243842980687542,6.601018040430953,1.6302656093341406,-7.205028549350128,-8.387192570239412,1.626469040022569,2.5672305003968177,2.7848001536928657,9.445355839381076,-4.871192444660712,-23.464453585306053
+-8.04457097417412,2.825231642365016,1.6890177077927992,2.1858455426489076,-5.796771269768406,5.476240889543944,-0.5133495565942958,-8.137439957856756,0.27443406649630964,1.673783454968072,37.803151938034276
+4.52153722858643,-5.113711290042451,3.2854440215819825,-7.907241325496881,-6.5604102737794046,-7.850540643882827,0.4075154743010012,2.6536100702535936,-0.6487260848048004,1.455621981158346,77.51391912277927
+4.9258704991534525,-4.8091827606536,4.587910740162513,4.036231388266005,-2.217056965159625,4.355077890146841,9.20279705562811,2.9338271967603213,4.865083052884518,-2.8290606267531904,-140.02799227454943
+-1.0997337831292175,-9.84207787992485,-0.9297643173843695,0.5829781797929634,5.514309424610704,4.365092750072868,-6.887309137785074,2.0103462016133045,8.237845496986345,-6.847357163795267,-2.7908514841411263
+-2.577833038977695,-9.421450498315291,8.113110432395258,-8.728218413842889,-3.0823782512387843,-2.470490630815818,6.303609694640944,0.07904482182712336,-9.957928749352874,5.0972640722093825,59.60891859888748
+-3.412670490519425,-5.800707466801914,3.860050317593402,-6.30410965557366,-7.701803357057977,-0.1526764083077703,-6.849473316008837,4.896876405791111,7.816462994078666,8.839930020141376,-78.11340746980598
+2.9978950948403837,-4.548428160112239,7.035410900724724,9.251124455974125,-9.852744716161059,-7.242479775311246,-1.6976867926047134,-0.3397487942119759,3.6090623653601117,6.630899684174,-39.33845304969335
+-7.7346212695687155,-0.7266724658511392,2.6059062056366966,3.1520489625166337,5.499761725669529,-9.843620910124308,8.745662080838956,-8.025759317376002,3.835372424702539,-7.406923874269353,66.52533750439241
+9.07017829359267,-6.07617865665901,3.2331308106608425,-7.345681285568688,-4.629951681578373,-6.395461601276753,-5.910169296309071,-9.51622002383086,-0.20851913407295974,-3.783608841286634,244.2315641146662
+-9.297008105431111,-5.325238296872876,6.350750063388666,3.240370001799704,1.2625605828261866,3.8662369663387763,2.2925398879314307,-5.725845786197374,-2.615983500178467,-4.901045990820521,64.60601980083366
+-8.976760736231473,7.957658581573719,3.3350452117955864,-1.2783682846829247,-9.51906916537764,4.425431924670294,-3.11475801095469,3.726135946213347,2.593456777836325,9.439837162656604,-112.18573469686072
+1.5575702095186594,8.800384043992551,-6.315451499185447,-9.900070635865323,-7.26005023583385,-3.3457649070721573,1.2230273198480535,6.627664041633579,-7.456212783010654,4.351033705542557,61.75522314831548
+7.364378016853972,2.8154659526345527,5.242605431973937,-6.199926399416638,8.621475926596522,-8.392024224210374,7.704438899898758,-4.196698089211961,4.270402787642751,-5.581518331193742,3.8506587072286016
+9.867467518417412,-9.241123512248299,-2.965948945887349,-3.5282112698441304,9.082135347944158,6.512945981299549,5.528555244204403,8.599425067490161,2.0352291937413214,4.418188631054754,-219.57668121647126
+4.934091842379329,3.136903110110101,9.891183760083656,-4.3254134138415035,-3.382200707851304,-2.5836139012835457,-9.693546346118058,-2.427376475095504,9.55575445315709,1.1185736792383727,2.5437039881877173
+-3.123253866329998,6.9767323887479655,-2.816180547770919,0.21698434187145788,-4.465442413145531,7.791624699980781,-8.915461166497993,0.034282162027126084,-9.969218251319731,-5.5596951684603475,182.937197081433
+9.704883529209553,7.781667987315295,-9.052139780658097,-5.178853509629429,-2.6723462717688395,-9.059573901201492,-7.610664315997228,-0.08794708568689247,4.630686170099832,9.530863850283504,10.904209931609778
+-2.6584615551951774,9.751801276044842,2.217182650831706,6.408711116932169,-3.2472433955865565,-1.6664146921034506,-0.4052962520081582,0.03877797029847141,3.2178249772783674,-3.311472639653612,-12.331883050592413
+9.460310798407125,-5.6942359070611115,-7.876322568558017,6.9107731937843075,7.120987480307715,-2.603783671659572,-9.57302152101774,0.6856937958657428,-0.5196393092391016,-9.144567949288202,139.0767874122177
+9.709205614996549,1.5724433882142685,-7.3691574153823325,-5.188158633310486,-7.13021663259354,-5.213919216816976,-4.116800276365627,-5.7052467381132566,-3.960561087408272,-3.6654719708951156,247.47350637031874
+-0.29138327191446045,-7.4962949640014,-0.09365652402140157,-0.7321198900959547,-6.323376693832959,5.673995895539051,3.8835765775217723,5.318916239077978,7.9484986095039805,-8.343365487551,-38.11857017376954
+-7.522050828252784,2.4730533685364886,-8.228474373702264,-0.6166736337417289,-0.9812305487837758,-0.9472332177522214,2.7755930938977635,-9.204421013580275,8.084406774719879,-9.970957050895157,125.12260461198157
+-3.0557247026018985,9.604303299473608,9.349090677543773,7.334141847186524,9.755281842561235,6.701940558277686,3.371040405850867,-7.642131719528596,5.695219384852079,-8.851313185330149,-84.48937832329817
+3.1900292665357965,-5.526683415319196,-2.6790982214901105,9.155181451253462,-7.770868080021128,5.269611881766039,6.6449965680752605,0.009171178702607197,6.9533858031941564,0.35478156127012994,-122.25676484689075
+3.291055925214499,0.8003241815255913,-0.3483899652750333,8.811036347981823,2.0380587811493256,7.914443759883508,6.000418667608487,-2.754710868907906,9.346561168987328,4.469911411075169,-241.61004280651392
+5.693837825565977,6.545373509696491,3.1850552251910735,-4.467491759342057,1.541800985984385,-6.194376786474612,5.147409744229375,-6.167612066272373,-5.020781723758172,6.203647156579315,18.165561435045845
+7.6021507842672325,-3.779419886446287,-7.0817244432969755,0.30385490529779124,9.48787183467974,3.608055264008949,-4.156117335391727,-7.0530479716765555,5.590406493102749,4.629167399062326,-56.28104230300718
+-8.633927932934224,9.941108107268377,9.147506312208959,9.94762895235599,-3.0304218887988243,-3.548011537575415,6.961062883330353,-1.6555055457886403,2.9274851208210095,5.070648012634733,-150.92739417519735
+1.87601662095499,-9.615891628178762,-7.685250729669937,2.601157800077447,-0.33786170552536854,-8.659173633624185,7.560000884003697,-6.726179383815434,9.196212806124498,4.434482948209142,-39.674847416454945
+2.8759759909744353,-9.269669308814334,-4.027785553822058,-7.739560675768525,-9.057404655402292,-8.14449846726712,-3.9252135467295157,-2.4150536896172925,9.504133072069989,-7.713310572888645,194.5427257942586
+-7.153618965482133,3.664262763308157,2.271389547575493,-6.862088092543022,3.581353223160597,9.999694294367389,5.463018171583316,-0.6021869950588377,-6.867067216683049,-0.5796834224994374,-19.638390577439264
+9.829527286262653,4.601595375806394,2.544026925935423,0.553857048910098,4.854385657732849,-6.180147921991612,0.5816584402973413,-9.475045486667035,-8.335380087173995,9.063663288187634,43.61406319645558
+-6.872631675264427,-8.076513889875674,2.099141233087096,1.8190437623894384,5.376335049173633,-9.083490300462786,3.973849941982024,2.5567393942008265,8.775638182424155,2.391992654462689,-111.32591656936337
+7.197235103243429,-1.7308460849494,5.405732844602953,-8.516764513689974,7.44332633638111,-7.5523315684385555,-6.9892690661444306,-2.607934050313654,-3.674120054648571,-2.1067514082231775,149.74097229744916
+-0.939530746185917,-4.597514372821818,5.734236704496036,-4.042615894234814,3.9941197749463075,-5.8097263516169555,7.258650161070248,4.901976275912148,-0.7930580676475185,6.492640297312288,-120.47059113371398
+6.530835059238402,-5.46243202661302,7.603070815536865,-7.071491873295923,-7.439710811750535,9.713009096692733,9.570660587002601,7.92837396317938,3.163640516145003,-0.7329962874291374,-158.71969090577764
+-8.72784676017596,-7.9185822683623925,-6.750052239262998,-9.35752393334186,-4.556283861359962,5.349949331488344,5.175953679918035,8.27599225035565,-1.4722570106003285,-7.419310624230661,61.78705566568074
+3.723926739062604,3.92583122340457,5.387966100657571,-2.5904163853003404,-3.6863457131659705,-0.12752609144836002,-3.7814542398699547,-2.806510125458195,8.17288053031371,-4.208978072686776,22.37311112266628
+-0.30332124688568385,3.1261478972654166,-0.009995818120793754,-5.943237182569656,-6.64238896094732,-4.622708584126272,-4.598956515643029,-3.4923179217448785,-7.757125021776701,7.874822953738681,133.3742285843453
+3.478812414325665,-6.142297704681825,2.4741243672832525,-4.115695764827569,-4.502187174930617,-7.552839834738427,1.128282222406225,6.327223435794731,-0.6125859049923066,5.005944491014425,-14.466849485143182
+-6.071744762599711,-4.515109423104393,-6.555806591412454,-2.9775568276249986,9.104798231338018,-2.488540963362369,3.1824417938383376,0.747236132271305,-1.2183627134447694,1.6961163390855738,-15.005377661952298
+6.102904257574318,-0.9966003936508994,3.690115860172478,-1.290086704225517,4.360457336699623,9.909163862207755,0.9448661252091539,4.253931287952845,-0.17517542020673016,-7.344933552211277,-53.967068573824314
+-3.34711221935448,-2.000214722406244,5.258696713117903,5.533770326856295,-3.0057084312709725,-8.833431450904962,-5.4241306955537505,-1.0926945452777992,-1.5595544205987277,1.5960339862474004,85.40369186318954
+5.29297103634673,8.201411564520143,1.7724981132239903,2.876282240525847,3.503903204448673,-0.0718597715559266,9.761351975891143,-0.5470996726450017,0.17667157933149324,-3.1952851213906497,-85.47883373328082
+-7.18361861311015,-5.207140215254309,-6.338312708092642,6.798067867225244,-6.6084070568731885,-3.788150617342725,9.178749492273557,8.682692809903298,-9.742781119980704,1.14208923438466,11.60970831891403
+6.655962438302039,-3.148880076104763,-6.824928697072976,5.021406235068929,-6.8627750093393285,-6.038444331352246,1.1649618341713341,8.247543714674443,5.718566667787986,0.4203837484028927,-55.40564620911837
+-3.499295250916219,-2.989648603601567,-0.2369301284100067,6.100497762364451,-3.787035460699082,3.4702381117545,2.3214972534922795,8.227219426072496,-4.934642306981127,-6.269413274036579,12.562472990384418
+8.943945508446875,9.89487685002085,2.6129932280840995,3.828811275153803,-2.6216746890919262,9.073269441737239,-1.856742458487406,6.935913265025739,-0.5621780349591021,-0.33481882750779235,-123.70477099932793
+9.953775255333577,-8.26810206593465,-0.7901040160910511,9.151255968002959,-2.9350991828329764,7.8712216176619565,6.64737104550391,-9.077984297415929,1.8332381920319563,0.9487375218218053,-55.97193795540672
+9.200993497644536,-1.4317231675767172,-5.635994314458877,-6.534775436248861,1.794180779732355,-5.694910017330759,9.13806589021412,-2.7612754428936204,7.383872958309945,-5.615841251679479,13.001282372873279
+0.033329381332911634,7.948274362830496,-3.736877952657782,-3.712369239853437,7.912746753148719,-2.0037554157336968,8.197313615583644,0.0030680786084613665,-0.32325941050782125,7.0865652976730065,-138.38340893475606
+-1.532795148899646,-6.534952348771692,1.2244306328910892,-0.5168271319290252,9.445301758881385,-8.224997281898002,-4.6557663229800905,-0.03180140049909408,-9.722674683945973,1.4086004023092635,124.9486884123403
+-6.644043623788436,9.31962272047841,7.222240467421073,0.7129845946704982,-3.416216634594824,-9.675458054334083,-9.760063336712603,5.114544657112696,-9.88270744815398,7.548615738068236,82.43637299026999
+1.867366517401512,-4.762890039492684,-1.2884429513150586,3.1985799108834945,-1.847400475023857,-8.65203612825302,8.737162431467485,-0.2511374483258999,-2.7300823594897916,3.16508880717437,-2.84407709362872
+-9.04849463743842,-1.2843823721202652,2.8788919419445436,-1.8974750304777688,5.207614476576379,-2.4140787724350043,6.567552024174224,-8.755286319542982,-2.6950385612829053,-7.795046304272031,129.48098205545142
+9.311855375167418,-1.5230016997516316,6.3833176972072,9.911721491384974,5.932528298961657,7.563237892272192,-4.143521176595339,-6.526840932404781,-4.8704611366425326,1.6120836226923174,-27.72668636138007
+6.647616515376642,2.4210310328414564,-9.253351958575838,1.2199515150407536,-1.782154653355248,-2.161367544531956,8.679367660108056,-1.6489329762820049,-0.5511296286049339,-2.6093741931372816,20.79963411527725
+3.1384911120752723,-8.742704243526633,-6.457737713564313,-3.9200891504074487,2.7602934490496023,1.398366862568221,-3.414661708682467,-2.950079701080748,-4.3149429625967395,1.309224626347425,103.48408685189992
+9.321229152480194,-9.144161915978547,7.198480638820595,4.390591278705285,4.407527451821373,5.347840340663037,5.352386302188183,9.544837180873323,-4.218898628271042,-1.1147234057574207,-146.42141484133847
+-7.2214603530288946,8.457076787456597,-9.614268797618518,-4.369847759357706,0.5464374024115259,-0.757413345183211,-7.19067548771076,8.090365592235893,0.31652823898823845,-5.283117957803823,76.84378977872474
+0.8600738517818063,-8.23444322441028,-9.069824139569969,-7.926204586080705,-8.781475554737055,-2.7908405368426092,-8.411383569908548,9.692565881470154,7.113158334188466,-8.189769780739455,138.64775696813248
+5.7128028720020385,9.731369378826935,1.278736878329727,4.472760779694065,9.384822298697117,-7.050058618591805,-9.544557666049434,-5.101826775963165,-2.497420078505106,1.878608853821484,63.586735298008826
+4.572343010028117,-9.45066468947648,3.0583415680492854,3.408736266230308,9.118027364372118,-6.09696945062828,4.494293993621392,-5.192796044733927,-2.804207039101516,-6.179385280902827,82.37732754261827
+4.361410561261236,-1.7959891180250698,9.149728789932043,-2.4741177106081658,9.1745866542003,-7.089953029295577,5.045143849907903,-4.533123956633109,4.067338339413073,-0.5907148542296792,-48.32046844189802
+8.976048074728272,3.1235113562615213,0.2986603630063467,0.011743721626156223,9.574128969174986,6.821594501927648,2.3404115375872347,9.912588297567925,1.0703775076645505,-5.682570182228066,-150.23018626731314
+-0.13790268230318148,-5.8307445246901235,-9.069309544539934,2.399239905257584,4.002774130917512,-0.5121604479645137,0.3133523505277491,3.579713828862061,0.3240954378502159,4.9658428768246,-67.6954848487263
+-1.1011161666520675,-0.6945254140027335,5.400018808071161,-6.311404882044107,-0.2752813671113219,2.7170341090432304,5.319574423903067,-8.755185646717955,-0.07735298657870704,3.4947067083906402,-1.3828708221576678
+4.134087625303442,6.823738175856102,2.022027909793951,7.7981349067503425,-7.529056831323169,-9.827263054747446,3.9434403238196913,8.025532012577138,5.838298010082736,3.3491434210590754,-132.759219030665
+-6.436326408307178,-2.333875270349872,-2.3725002317083232,5.1598904125050975,5.828952994689631,-8.014328918536506,-3.388483535868787,-2.3092526491847276,-5.571968204252196,3.7484971653370502,74.4182751832784
+-4.229219227054825,-5.374127891567449,-1.169638020843995,-2.9212950665439474,-5.512148610320937,0.9081136374425869,8.104890153188178,-2.6775636635049604,-7.234061308645829,-4.379190135609383,130.09909081353558
+7.128499875170451,-1.0890987013246578,-3.7095705369164245,4.696526945193218,-2.3050575300482046,8.195503387803765,-8.392524111199773,-6.551880398895451,8.017189099468684,-8.493806896410634,77.22272908291858
+0.07424927191848951,8.195084416449026,-7.405658034761777,9.572297084642225,8.289627517744542,-6.048831330755569,6.739606695869041,-1.2767555219083349,7.135119992022394,-2.577924335275197,-110.30186921117829
+-4.905049603382494,5.237428817077763,5.647599418756773,8.689210844933413,-7.452631406746592,-7.128463777192677,-5.329461205589354,7.959581336378017,-0.5038377343637346,-1.9886913009210416,24.940596846596257
+9.443570674067283,8.777634917609792,5.0667857005207235,-5.772414132927723,1.516517636051098,-2.7669109078848275,-7.343463189776285,7.540181741870224,9.033807930558307,-7.622488857575238,-20.22168818726509
+2.5241552075119067,2.8722794638806404,1.2093600166810647,-4.394219601901577,-7.749490741459946,-6.16789699039737,-2.434096021836638,8.676909942532005,3.433970965730564,-7.436311878565897,76.42085104012337
+0.9054321371085838,7.611948799842148,5.379871984669173,-9.76541305164433,-1.0297947043076427,-5.187662001557443,-7.957340182332844,-4.995342645885339,3.323220550133652,-4.158016935828199,154.35985060788033
+-4.157143304266347,-2.3693688254339995,1.704696627457507,-4.354655352814003,-0.5809319673901614,-9.804183792645691,-0.12134331783303365,2.8751273313892245,-3.4394892911086306,7.7577540324580285,17.07784822096952
+1.7934112331016938,-9.896628929105098,-1.7323381760041445,-4.398931136148585,-0.7438010061048717,4.207092838558941,-4.880249228394091,6.274575459096554,-8.514605197503379,-5.564740563697148,138.80207848251612
+9.877668226603141,0.8658363315910189,5.01089592051132,-0.29261720224348586,0.15173145098047014,4.844926619639067,4.308167008628862,-2.551536074426408,4.379404951416317,-6.456105921385344,-36.7405932300302
+-9.15889633131332,-4.111539556660939,-7.212753296290064,2.5724740399854373,-0.994323293118784,-8.854538642203352,7.231104745427688,3.6163010582663135,8.048421858709784,4.923548994147557,-109.784694402232
+-6.292936185753777,8.267773091898917,-3.1055646252503544,-3.709410006050824,-1.8258488752009816,8.724080831398995,-3.6400682984731825,5.668046723332452,-9.623352797536338,9.533596264382897,-54.85884888304667
+-3.7864965295309227,1.3642475228030504,-3.6747117822394815,-4.498827794764924,8.183475390883494,0.7768274313584578,8.015481482067903,-2.5026338998146014,4.501471616970836,9.892014571999306,-186.99386835733662
+-9.673080066025324,-2.941164914103338,-1.4213376096711272,2.2559120157075996,0.7653570339256377,-4.880673311299743,5.954557373422132,6.060113348146363,7.009071750268056,-7.45718950235778,-39.13191346799933
+-8.162056024725214,-4.670294600980691,5.402099804886871,9.539511775463808,2.723907344054224,-8.528775096129365,4.437661364688239,-7.469457079918611,-0.9499095181442763,3.4930949839380143,5.958736430528168
+1.9585132037051367,-2.557607030214646,9.665835534229233,-5.938086122831194,-3.0990149229399533,1.7730416228646617,2.170345649659,-5.04551177602184,5.7347360583509355,-7.576376073700429,56.063234849054325
+-7.088481039967903,-6.3396356851229,-5.6763871672939725,-2.1435073167173258,5.4306139325810925,6.257945342672233,7.439859596388687,6.02079264734617,-3.0745578576101695,7.463697824297872,-162.64581841177935
+8.11770692279483,4.501310226397925,-0.5364866130519763,2.8558016051885815,-3.7940298265617756,-6.6424983436760465,0.013827073113490407,1.6000170210308018,1.966439914037772,-5.099229657859555,54.94952160135471
+8.292505318701304,-9.09640558103712,-1.8078777188397943,-4.89958015131344,-7.577527633897279,-5.500190971569026,5.477168969044204,0.0018270788107255242,6.402232244899942,2.413228556963707,-11.391964426592391
+4.008403762546228,-0.26931672726115297,-3.5245973137571207,5.23432315293282,2.5797069056726007,-5.365667320292927,-8.271410798143306,9.81395587894453,2.4797389739227116,-2.6754023075361277,-6.530749633076188
+3.897062177185957,3.272976141109858,4.617327830797104,0.9990829354292718,5.317833787879797,-4.809076239514056,-9.033866816969704,3.5047820062349166,-5.278781602103974,-6.725528821061215,128.2289258973529
+-2.5980272407090577,7.881777534546702,3.4575059791417107,-9.471655954366891,9.612369675860954,9.565507756339343,-4.498882030013913,7.187574372739684,-6.44047006640087,5.648799397773018,-112.13706459915855
+-6.265486855950506,5.842035400339272,-1.818473600020567,3.4008197090103365,8.23911382799883,-4.9943825404730084,8.36679448162166,-0.573440508860732,-3.5471641781826646,4.313933376425558,-86.35719039389781
+3.318976513847469,-4.10021963978285,6.857522053565841,-3.742316727035393,-6.640353412451172,0.13979039135474602,-7.346172310820758,8.007490712257244,-1.5305651010876242,3.86307885673862,-1.6665223987179356
+2.9941843272791924,4.830788274205258,-7.121887182325322,-8.929657876422269,-6.222351052448669,8.366129963436537,-1.3613830441606245,-1.420362215374833,-6.996112654113773,6.862803873433132,44.06582824702273
+-8.520142542371739,-1.336504272532144,-5.482058955025368,7.376934167486027,-6.511772420495026,8.352910475038387,-7.203633052904898,-3.6596410932782497,1.1003116030425897,-0.1775809670068984,56.27919033807632
+-0.2918656573127265,4.665203124878241,8.505140585210768,-0.17658976576010676,3.6249763941330326,-7.0287442400454285,9.41250751552408,-9.46170899145965,3.578836497561415,-4.384784288337553,15.16279111492452
+9.52848957624896,-0.49474741703310565,4.634893142459435,-6.71544492835695,-6.22770409866841,-2.0861489377015285,-1.4316196008084225,-2.9197883239583455,-2.2288842480691384,-0.03504342140871142,105.09502105592989
+4.776521635701738,0.48078953360343846,-7.381865005518716,-3.0489533602581442,-5.9308408094615395,-0.15162791421580835,-6.127541048628031,-5.147639484750391,-1.2693855938138987,8.445051411496696,73.54839537558478
+9.985627152858605,5.963715270737651,8.853748778665423,-8.820102715448645,7.73095533232649,2.1129437020335273,-3.210735347863265,6.221382390380388,-4.1776562101394,3.767709320586312,-88.81392843812145
+0.7195580663255696,5.5502576432318085,-5.6543597737527325,7.09825999194752,4.7124747905690745,-9.731799018375831,4.222558131765137,-8.466995276672229,-7.082110107641872,-0.8776745519102036,125.51478941083064
+-4.762628690583428,6.599827390867974,-7.931389705214382,-7.664139558317455,-0.2619747597593691,-8.063734581543887,-5.274633761529433,-1.1666577562332536,-5.354871417272582,-7.252836122197754,266.25314686930176
+8.56479319045253,-6.5084971869971575,-3.281884564701516,-4.707391500964409,6.14942493986689,-1.4866858788828652,-3.90763298794232,6.679960936345887,1.4135047357086972,-1.0875422562472337,-13.603562632679335
+1.6054392863613964,-9.682387478899921,-3.5408429360026283,-1.1228431761273527,5.7563003149467695,3.937611222967048,9.499364533517669,-3.9856148567059857,4.903460901186804,-3.00997070076112,-65.13555316662998
+4.782039309027719,2.6730505688058503,3.5108251438854454,0.3315172579295189,-5.848858755557984,7.268895352777724,6.725543253737776,-0.18006208297047133,5.248574695718579,-6.878725994247894,-56.31077124210417
+-6.0108289949734806,-2.0833648346009315,-0.7130245972049498,3.5607627430538336,-7.028473433752971,-3.7616469096807736,-5.500794237822488,9.649376280084143,-3.8941936573252045,-6.430941217129487,119.70051646928978
+-5.3121252125486595,-5.064197301425255,0.6492656069631275,5.735196593541529,-5.595942989436546,8.428870418375652,-3.7420094570373474,4.779370508241008,-1.0906337741918648,-2.9867801374935166,-0.3019001584435903
+5.333603404031535,3.951540846688424,1.7894979733722294,-5.013467053394836,0.4298297244938132,-3.941106177180702,0.3662954197679724,6.299218263456774,5.06264464668968,-1.291151260675374,-58.87487870415747
+-5.929737456069901,-5.778379781233587,9.634929292316999,-1.3824778500722812,5.246965573048241,-9.763787080039247,5.17897641971855,-6.034600923619902,5.165725203521649,8.967550695222721,-94.4827763070883
+3.806084475181437,-3.5810156366943757,2.044670677853455,-4.1270054123452375,7.11308470298629,8.886062198556877,-9.741856155472078,-5.367111362899671,-0.4288738490609467,6.271213482536222,-19.81056204873427
+-8.245123201213673,-1.4611116761913912,-0.9173844705740963,6.216999256087375,-1.9560460057580498,-2.2415287668264994,-6.86297548252506,-3.6208557639812256,-6.4325022425351674,-6.1327702689877945,211.97168375309417
+4.3654007753912705,2.0003260160643244,-5.7274541340204355,-7.052703119111545,-3.670503726379486,-3.3541848234395966,1.4066789834020588,0.8310632069237567,-9.332592314343056,-0.004845786531000318,146.43496304653942
+-7.145989663705996,3.8621554803630964,6.689734488796251,4.221471154547498,-8.339134914936992,-9.769111031891075,5.349399809019639,0.15452055578067725,3.499467892616115,-9.987336490355386,95.28447817449458
+-2.7959623495193164,0.24912887063575306,-6.548894124141684,1.7133505718964859,-4.423334357511999,-9.374944970520307,6.995611404410527,-7.139329687041737,-8.543126687580493,-9.407185909601337,275.9843179504728
+6.814175263389779,4.696884563283456,-5.916058032882248,-5.51812012069947,8.01166119075324,-5.779014054066152,5.973636768123645,-9.755072476506257,0.8259947049123384,-9.986981698269608,149.50294660745033
+-1.4592164442023758,6.785148294739951,3.767354256646638,-1.061687787931298,4.466211370024351,5.839324874006189,8.879290420409394,-9.945127109375724,-2.587603279568804,-4.745458761696188,15.35674718810244
+-5.9362453810341,5.683753459998783,-2.7462007914806663,-0.1569622753264177,-3.2845275858447787,-6.268628481751217,3.328057607957682,8.74669861914409,9.747369155409753,-3.7582356262612193,-82.68001168703445
+0.7976922776567386,-9.183862251985273,-2.5181175500595843,-0.9162921094242593,7.7502290987782585,7.584348320918575,4.8463783756916845,-8.92224133239203,-6.13091112297438,2.3008062992777645,17.451642295672457
+2.090483393248137,-9.044981193653463,7.526082039104418,-9.419278322719418,-2.554627887176475,-6.953884367131522,8.020280341075699,-3.0303787496799206,8.066788202671775,-1.9024956456763853,4.496895545154544
+-1.5903463723017564,5.601952874125629,-0.3993282648061114,8.958716323325298,-6.297967085031441,-3.790560731127648,0.19176615940196262,6.367869888350588,-7.538340018636256,-2.7138165204526032,56.239941899150466
+-4.146174732011795,8.64625580862919,-6.873918714671587,-9.34974426230938,-4.0241579734452015,-3.206902708758528,-0.4406123373456272,-1.5537220286478393,1.8456434707384828,-8.094814257945963,166.36912825643347
+3.872568407697743,-4.336016089520136,-0.2880765201039148,-0.937871511139301,-3.361641161765434,-4.408321467753103,-2.791489285915154,8.425912858877522,8.876046816082763,-4.221809935905578,-29.728062275446575
+-0.6059892765922403,-7.859627818743668,5.907959077211444,5.643084217565502,9.598257435555578,8.45178655137605,-4.354482327788649,-3.1860988369228638,5.204825944284326,3.72878587450173,-147.0737799986254
+2.63418406465457,-0.5193261579134489,3.9450017668421222,2.6266821373994964,-4.057501338539129,2.733774583034343,-2.707350040102814,3.3132427784360097,7.6149369931583895,-7.455871002770862,-18.45112025204098
+6.710443813437291,-7.888170310638481,-8.674310255676655,9.27054967370086,2.733870349167149,4.907807206387682,-3.6845087735238136,-8.33903780114907,-4.993169276110985,5.960893205378703,36.5979467944161
+-5.631859678173283,-7.885230495859863,-0.9494059485649786,4.092316012135351,-0.17938467555114856,9.144372176286089,-7.661263166596168,7.340524419545678,-8.051948846094403,6.339981912207849,-38.44796443050725
+-4.50131536333134,6.385560396353052,8.39417867142525,-5.152807474622925,-4.715097350580053,3.4668752740317132,-5.103730839322729,4.413051599894096,8.68056927876285,0.7043836613053922,-91.49111255064926
+5.3857239084389175,8.532457997626985,3.630627117418348,0.970059278010833,3.458686550944843,-8.487089239178939,-0.7960134108947203,-0.8546006557035102,2.9695448368512234,-9.614933670358326,82.09830370700882
+-4.178704515388818,-4.978743864466404,6.0848107123463135,6.759516880888324,7.91519515844368,7.866270444271928,2.2150668043136745,8.750697395826368,1.36638974281184,-1.4738729488606306,-198.37462987796084
+-1.7258122193326453,-7.567138785354997,-2.8300117392779423,-0.8100011420373576,5.607384934999848,3.9761116534989527,-3.9005490963299727,-1.8173405894015637,-0.6788462786122529,-2.257553579270568,50.53597802772614
+-0.9311687356829168,-1.3784548119676776,-0.031782402689706224,-3.321914743100529,1.0613744659527624,-4.473640605174678,-2.2676663672907704,5.836589038512468,9.310128619349502,-0.2973310092619208,-68.62083281292796
+-3.0586595073089184,-0.4817173724346069,7.7581266193376,3.5049480747464434,5.433800969303055,4.814417192592546,-9.038679520334005,-8.479236107188594,9.869339832662103,2.0944351245823656,-63.943525755988546
+3.2831839416587227,8.525772357715436,-1.2841848556723479,-0.31637596129309165,8.787707625388482,-3.08033633876164,4.9371789924390015,6.471206102006848,9.088485151466788,-9.839242278710245,-106.80844044111902
+0.18901409298934801,-4.10190402531788,-5.4425290993808755,0.31652012198842394,-0.38752605350080405,-2.2264073234782233,1.1504487367327432,7.673614801759099,-7.6361075124191835,0.21207738795125275,38.55004407160306
+7.18823097752243,3.975153852294695,4.588665593444048,-6.387486059756666,-1.930779829177247,1.033973641801973,9.57611593512705,5.246903861405903,-2.848072480109196,1.5037332082051424,-95.92597981481272
+2.864853520478343,-6.690417258904091,5.622134676250261,-1.6917961989078933,-7.984646104097712,0.9247524880468339,-6.221558475459982,-8.899554414576974,-7.490423978869105,-5.173576642345628,273.0574646681495
+0.7083349640671588,4.096121437627862,-1.531993871816777,-1.6132301828243545,8.777153779204543,-3.6141315079064196,-7.150355913224155,-8.33256073482666,-7.8185433480256545,2.5586382979079114,144.8646072307599
+7.941697866646007,-8.079473016022307,-5.007869301987665,6.235856136006063,2.3439576414452112,-2.2611431249971936,3.082094346243407,5.874316258916334,8.046816901077126,8.306956261352719,-220.18876543277997
+-7.267458953012149,-2.412547529234572,-5.073700983415687,3.006695704329636,5.232399950280904,4.569426674045465,0.7278954678732474,-5.03519823195933,9.290513150211954,-8.558598050015595,2.6864226846695476
+3.7525153385741783,9.522078958417184,1.6323031847461178,-8.138342891466209,-3.656729727134038,7.4314770111060735,9.405286187107063,5.637021183106359,0.13214373749570463,-1.5474305376511865,-114.74620741336405
+-2.086888220800478,-3.9637536999273193,-5.33518299841738,-5.9332552745943605,-7.175472086504017,-8.917158491423434,2.536184524829599,1.9356186563123456,-0.2965813992930588,9.936143156271877,12.264509779901738
+2.1183673195104546,1.666582141486399,3.200506835162007,6.59552997935684,-8.523850989071375,-7.695180986817842,-3.058099147975566,-4.153681359073054,-8.293972606801312,-8.141284340069362,261.5006127983626
+-4.520602800847893,0.7897327762552186,-4.392296121496444,7.9510193253943555,-2.595972337105097,-6.769727923763956,-1.8711582059444765,1.232868300650436,0.07230507973418954,-0.1924335282620926,45.93580944989438
+-7.049054791881768,-8.138072284399602,-0.9030209223287056,9.374309905338443,-6.320720958022791,2.5383726372553417,-3.696186610249499,-6.632622694118286,9.819761425147496,1.1581119058333456,-13.044373964910605
+-5.819095629951492,-4.581882553727461,5.490206198175695,-2.913808933756814,7.240767035325493,-5.0285554041728675,-1.6030843880121481,1.4349320589577719,-6.1591151436427705,1.2925162293605519,49.212914164606374
+-9.309730551985911,-7.623609320978508,-9.585929282729783,9.735363645647517,-8.859868047267055,-8.999270303487673,-2.294592457838507,-2.1458126619938356,6.2329266386783,-4.138183953066637,134.70304454001874
+-7.874076866973674,2.6297249601317674,-2.8010303674749437,-2.5094368817768253,-7.803964743488445,8.740196865469304,2.4491302996787034,6.785575929012788,-1.6564637622588108,3.5520729482894797,-81.75306756963884
+-2.6698970955823453,-3.468208233751391,-2.2213360084025435,-1.4951283512917035,-0.5769596014160605,-4.440699663624914,-8.150927913451689,6.919863248718745,-7.513762368399437,-5.302247179322364,177.32895573085412
+6.886623895536514,8.28548098805955,9.670915337036805,-7.086540990696822,-9.49050870204987,-9.036584320022696,7.452042519114688,1.5963688065545267,-5.684833313777446,-3.460353244293275,102.39402611972827
+-1.4012186473422772,7.52354149889948,-8.620720486099458,-8.559685383283707,-6.467736023512735,3.5218729480199285,-7.614146394716674,7.287126311180836,-7.551045764745021,-5.80129463499258,182.16670788307513
+8.833247828712686,-0.5870352559493086,-8.121186450350507,1.1169923652924063,-3.8744355415499343,-5.912140196497074,8.626876527572334,2.160220868646281,-2.6194591176315862,-5.716287813091503,74.3375291553177
+0.12455236540502179,-0.825269798738788,-3.142927479139983,-0.25455467897636197,0.19750799501129013,4.656436261571213,7.666898766428676,3.8539194891187667,1.3311475776020876,-9.285012247844184,-16.585453943420305
+8.327234438915292,1.5444358928983082,-6.2627315297318,3.3285837301571264,8.809894335733244,9.434932888695908,5.154285286832094,-9.492956286801594,-0.2760844323282141,-2.1776327799667716,-38.823122756562185
+7.655180021325457,-7.317156206354185,1.8903478928097361,7.534050024037075,4.6777804660441795,9.775804439075635,-3.0479962718399856,-6.5062607361683655,2.178811353320218,2.021293089479266,-73.55022808426686
+-0.18306058475275222,4.0567666014826,-2.5270014994652357,1.629624459197021,5.849477403348001,4.988508789460299,5.8497302594196965,-7.7519462041392595,7.157563043222965,0.2743742320943299,-107.28145695749384
+-4.09390547743172,-4.930369952971385,6.111899828956455,9.089005319951756,-0.9329047708874061,1.7711148080938033,5.260424314840064,7.756228643564073,-5.2229886322563335,-0.8023564570530595,-87.45857040078981
+5.101797335920308,-9.228478295124047,-3.6446473142699443,-4.991022551138943,-4.967353852344656,-2.32663645745679,8.45839376331716,-3.1769113548420114,-2.4599909051968893,-2.4552780066221502,99.39789291180442
+-9.89387361327209,-0.5498541678591384,0.05298434729819723,0.6590827143649047,-9.433119329475865,-4.416636190604397,9.124334806612108,0.43451241368681837,-4.337995445225609,-4.025985744331249,96.29680073135872
+9.562492652287677,-0.1385581054327023,3.6327469389117395,-0.8236022963746392,0.026647217438751092,5.675701250172331,-5.082784387664376,0.5931280397848004,-4.872567371392527,-9.70233458272899,124.38461959219293
+-0.10160245236625842,0.5561234435794971,7.513143554568796,3.507503005136301,-5.94253460969576,7.908905899662971,-3.0203546403791792,5.089341037694095,-3.8935655729360397,7.842927721115438,-114.01135507101631
+5.15603669455918,-9.312604168136573,8.614019610528558,-9.056068225994988,5.426886491105427,-0.1914143740293306,9.310972367681057,9.649127438701466,4.870133167871216,-2.3750845515952546,-161.4017166578596
+6.617485316976168,6.23201379775248,9.001782012491649,-1.0958096502368608,-8.021852366076645,2.7729330865842616,-1.2320175338403527,-3.497356790451809,-5.185450000482385,-6.8481082927072645,137.7948202760363
+8.161550486661458,-7.367928075440446,-3.9133970994296208,-9.555711576193403,-5.2256031874063265,8.036830618162405,-9.65415316110105,-7.585522304554093,9.714361998833631,5.680917851302498,22.121715807360466
+7.300245936852166,-8.447202845506938,-1.75455033908263,2.058375233036527,6.8417796154141675,-0.8333676309364502,-2.467403507781014,-6.433239802330755,5.026234349158154,-7.986133813139132,83.59686581337098
+1.8703913661316585,-8.801377109658702,3.27878131595823,-6.982119519955328,5.250453182952713,-5.784384093009496,-6.496891406618717,2.6005375804888775,-4.6944928898840965,-2.07317517312418,133.19724487418682
+-7.7367028627945285,4.567835260561248,1.088281073409687,3.567563829906617,-0.04206428111448224,8.022894618732588,0.7079568764014432,-5.252573988745402,8.906106833237919,-7.073152524787066,-35.43268177204154
+-6.278563022662684,7.850293683948186,-1.0459245972188302,-4.474235910294135,5.687180722657928,-8.601368451412005,-1.4634857503939669,-1.8616459223564674,-2.5359434286981175,0.2832860022689032,83.22562191330242
+-2.881226373456518,0.5824127551395475,-0.5265273883745025,-6.9704382686201205,4.019063048475148,5.780033504840231,8.571587066297962,-0.9129962679667236,0.3179144726734684,-2.7226587333947294,-47.786044236387326
+3.797314040094848,-3.645794774096367,-1.1784038420507281,-5.2729881109254855,9.238152016039901,7.882030296926752,8.940844307780477,9.313915018423051,1.9838967711290567,-6.908314875874475,-147.59354697704444
+6.6642954001601185,7.958466071146506,-8.475256115465445,-7.896760098837623,3.7721040515627258,1.2928562256540244,4.247664725726661,7.957186768229696,-7.334812634044788,7.408472735741698,-89.78518650711604
+-5.877722242600982,0.44514112117846727,-5.149242133269166,5.426639259854613,4.946213195799665,0.014544576441504198,2.8346788802109057,0.8106679124231397,7.507946947488124,9.35263506063265,-210.07526255561788
+4.086250569000647,1.281465841212337,8.590930387537455,4.771326565957992,-7.984237513085803,8.727727749759126,-5.647280105757315,0.4461528102320811,-3.1575831329275283,-4.2001352070106535,46.66356717127724
+2.68666866038078,-1.3998540591279451,3.2333152297978907,-3.757700017357495,0.14491885323682174,-5.090661077203837,-6.525316569973367,-4.158600775887987,7.100273156696655,-5.79268564291011,111.33408146152392
+-9.453265804427458,4.842711280374365,1.8961459829986205,3.553146932042359,3.4515130567378605,9.615801403996333,8.749406358700462,5.493851606540023,3.6930370594324335,7.219452977246112,-302.74536965143443
+-6.118111943914704,-0.2716603761346503,3.85447471657111,5.39807620384434,6.333893391286763,-2.500717572083664,-1.1198279482701068,-6.809164789941942,-9.765463860719557,-9.100989723473043,201.17917448870548
+-1.907589679793218,5.784998109184372,-1.4217649040511948,-5.777237817032277,-3.5692402951644797,-1.0631854087930548,5.581779730183564,7.488693939418701,-4.829786022054947,9.038517567468809,-100.8742698142459
+-0.5732264511679652,4.178828518840689,-5.47918271747805,3.2880789382978692,1.5613380102799868,9.328172625204928,-6.307496558803334,5.974069477382978,-2.5627570388041843,5.0013451756448895,-94.83880835310916
+-1.67844559666797,2.7914288378199026,7.62439114697133,9.309289452533612,3.2319367172602265,-1.6432635883623958,3.2837996132515412,-2.8798560266282225,-3.5375550283837898,4.014576611858567,-74.22012822812293
+0.9027610992637847,2.4603808426156193,7.138513396264972,-8.633777259144981,-1.3994874026889748,5.910713392982454,-0.17812807703411204,7.7256177200271425,-9.437665274533138,1.8932403737833314,-12.997126351053032
+-4.312171152723801,2.877403055667249,8.157601128016124,7.85927247774339,6.8533277053848485,1.6402128949443928,-5.100509246579625,7.869130779281573,-0.20812147034375394,-6.81491600084954,-55.346011115390176
+1.9175428142875006,2.064080936995467,-0.5757160069021028,-1.4753123107873711,6.19011255305856,-1.967032787131946,7.059923930786027,-2.5564122158308056,-7.730305161594446,7.098352589065604,-44.388124164309296
+6.526717240072788,0.2120754810682035,2.7706269761664037,-0.756328940070472,-1.6897738388008543,-8.213702104710999,1.797154830578811,-1.1549090529246397,-8.620392878545687,0.9157938499854512,114.11635437980121
+4.654761301347225,-1.9520896813000177,-3.6384070523520284,6.2771158237891385,-1.0658292111124568,2.5063551017985697,0.6615680669416979,0.2236949409786737,-1.763972188683005,6.446533171295363,-75.86283522912532
+-0.2541532486213516,-4.131944652955286,-6.9277124856013135,-2.9695608332924905,-1.6327303944004745,-1.3998606145223036,5.469286607596773,-8.184825435156531,-2.206844131076424,0.6972418362607868,101.99422546766384
+1.829030342620137,-0.2916249892167522,1.4151737192036484,2.294255718787026,3.5514770312029453,2.0083020072955393,-5.446054554876505,5.522009440143685,8.169765854265965,-6.932060941769107,-50.79778695388281
+-2.8332383480225287,6.281427317841701,0.08790202831314708,1.1475874709027134,-3.996562199090221,7.635224017170685,-5.013306335359918,8.793206329402512,-5.985919302603639,-8.103002048312696,62.65315212023486
+8.195207180907243,7.134885384519219,1.2834303215190634,-6.354931354459074,7.853299460296743,-0.9280353710689093,1.7614745475875915,6.869624727520014,-0.20332449696780053,-4.161362190855103,-54.32207933726444
+-8.707835100955482,3.7536988537790394,3.536272256212336,6.7961414343159765,-6.415630253988693,7.555953835010801,-6.593040278835609,0.7135639067869048,-5.942545950631226,3.477771335616422,12.007028862258046
+-7.91218250598519,6.453587874431528,-4.653846858683146,5.734858481801092,2.8836003861013038,-9.166723317080034,-0.6606122787271373,6.338902479308959,7.388378159334604,6.098550591691154,-143.23500645478924
+-9.724394505373448,0.0636168148155769,1.7825079832117474,7.244388572586303,9.827999583507022,-3.737376132471615,-9.83510511362573,-3.620977806017478,-1.2036779123441677,7.157255455391256,-10.393916257994192
+1.3509190025990936,-0.33243019184620026,-5.750201027997852,7.998104647691637,6.2442210928777815,-6.631398197060003,-2.8779250698023295,-2.3476852391546377,6.420552660743615,-5.849899791826414,35.836910004713005
+-7.961143819482497,7.57212266267,8.69797735854407,0.01732340093891116,-8.299021488456841,2.9747617753249878,1.4887439528670332,6.2487531288500975,7.747108248684902,1.3367571468955575,-149.70385005107127
+-0.9742945351145793,9.169106115907574,8.19103274850843,-4.635755443116709,4.274625982344265,-6.84552439649277,9.712423985393698,2.691944882012154,9.873634194494759,-5.243092600423358,-125.92923839584682
+9.406330478582618,8.652125435095675,5.359868250125803,-6.488194970456796,-8.642440558426536,-5.065149566225571,7.332517476279936,2.233605319670211,-2.2732506055824175,-1.123206333912723,22.639330941231577
+2.9035809014733327,-1.0331515858985107,6.541673736855868,-9.016580088881142,-1.8968636893232182,3.88016177469958,-9.64859224453378,-3.864031848623486,7.827490127997258,2.5867109154953383,7.458159905189062
+-0.22828388163918856,-8.191855587537747,0.7441382976043687,0.22335293367609976,1.1923532865114161,-5.225790297912496,1.50883937718864,-0.30981566704304964,-4.437825867260454,-9.506099160937476,169.29963112153655
+0.9530559936290484,-0.44549379303889136,8.314680035002581,-7.905034846409043,-2.3749575588907645,6.21937596895179,9.418444523642577,-4.7491400317884525,-7.134658299383823,-5.905232262802807,80.33492915525457
+-1.1546954338385862,-3.325516986674373,-4.217608269851077,-9.912746263927286,-7.9967801580956515,5.042105558750731,-1.0026477421693492,-9.780991151563738,6.608101940169684,7.974025174208159,19.821886712585393
+-2.806456314201562,5.586221935240707,3.119681977944202,9.240565095459406,-4.292678790068132,-9.027004562776682,4.868608630749196,-2.880918659861671,-7.804844690682986,-2.0221051054885675,104.18881464505249
+-9.132195515513112,5.021339281095494,0.4725075688670777,5.536466751330719,-2.288224039810356,-3.4191381757234263,8.223096514458529,1.727249720482027,-3.532270576364329,-1.1940856559860724,-16.965387137207074
+-8.727508320897421,-0.846090766985883,6.379502328401372,5.170994586838211,-6.591872654643733,-0.9668936610277212,-3.2115616248975765,0.19720222195803938,-6.887407160540238,6.040177737747381,35.454349246270475
+4.74591879047408,-2.459815711511464,-8.938926396625021,7.109188080700568,6.583481169585004,-0.05497326547763581,-8.57180915859471,-7.326221128385613,7.937479616883838,-2.8880080396565044,44.69312646878878
+4.925838795864241,9.909808931227179,-5.324983158958685,7.252940928396258,7.48760385275909,2.4242586544939826,4.818294808865586,4.383179008779548,-4.253934143837672,-9.437304481213092,-21.787690787550304
+-4.412241583608769,-8.16558577489856,9.155365538068923,5.797268675076712,2.546284513325041,5.280193993541557,-1.3262543651326708,-3.9101814407852764,-6.663059424665832,0.24611991716225523,27.555332247227998
+6.9658307366894,-8.4189544638179,-5.297240150024325,-1.265883114767592,-6.357455624915465,-5.278807662166162,3.0333747374455933,5.25975440182842,-0.5269694190893959,-1.4222037778825292,53.04718923698978
+-4.044416449528942,-3.9679829614809714,6.981343660407903,7.866855805867643,-0.364974534282847,1.037047774277351,7.775968398528768,-7.397416263151831,-0.3784637744857178,6.506645061966134,-98.11201070027755
+5.942407409943469,5.782165663371261,-9.852509220798858,7.288348520598264,3.2625211547795607,7.7772171541612085,8.543014285922755,6.159347559140178,7.28560726062158,-0.7610645212896561,-243.98114862861306
+8.898077914413633,9.1714198647664,0.47577642029412504,1.8146816391393283,9.147925152670544,1.9065499615757964,5.327443014900977,9.39958063403865,4.1448208575889804,-3.575693724853164,-203.13808538633174
+-6.662489941419716,-4.056620344021928,7.322329415942967,-2.8241505923863985,3.4918561795834346,-0.5758307659908124,-5.2338586100169255,1.5106398789905362,3.8190897613645336,-8.148532815038863,65.07209877312133
+-5.6262391646723975,-1.402930986656843,-7.224690206888189,9.893754222832554,-9.20114734528113,6.651883254626842,0.25618069728981396,-6.54049961550488,2.351092235824259,-7.918159473362662,108.07304047311347
+-3.1505325245509397,2.102296889900299,0.5362085409857298,-1.2115143635097958,9.479200583561859,-9.11306797065869,3.1054921667895763,-1.2646077812941003,1.0612547198680833,-1.9624348577134643,11.277762942183179
+-9.885716052385751,2.5678005238591406,5.315119744694745,7.7821645834080915,2.3758073500372934,6.780777671849365,-6.1424913707944935,6.8539502662880185,-5.06681954700997,-7.433782573583585,17.16510151581362
+1.8300971022230006,5.3705754825667125,-2.102418452939374,-5.636761573440565,-1.0155460402658556,-7.290208245596719,6.783909364265057,-2.4036344947265964,0.09408686288947088,7.085321448556829,-30.965745875161538
+-4.158261279506945,-1.703109859530345,7.427066161640039,9.505421995619184,-4.884251580021665,6.876100786306307,-7.1602313445475225,-3.628696229159276,1.76835500194374,-5.8005848571410334,55.224936686113374
+-3.5601470103603483,-0.26698609521763617,9.800072760068003,-0.1915602728245469,-3.6761685015360435,6.428104865627642,7.9876643176327455,-9.65554794873636,-9.762895843037695,-0.7873253441174932,75.66051535986654
+-4.720517645619589,-2.555528324338465,-3.264483357800001,-0.6627869622469706,1.4881521448096868,9.522057286670144,-2.9447915900088217,-4.709907126147095,2.8602807963288046,1.1632844354033733,-18.77616694120409
+-2.287183590283761,6.618649928418114,0.9719093861057626,-5.901118860547506,7.448667925991053,3.8053326833533307,8.071504409399207,7.171174068560111,8.050674419353918,-4.437612704892495,-189.0045600025565
+0.5228832535942307,-2.706200781014092,6.77991124484743,1.6211751213872194,-9.247308594000028,-7.053489626041212,-4.7855440716149555,-5.990062825866627,4.715025085520659,-6.521079555554252,173.45136308246174
+3.3394240627033844,7.5894161296017355,-2.292530101645025,-6.107953283802594,-9.901756991380324,0.001758237578433075,5.626157889326855,9.915602115658746,-4.1388878757518,8.758714649169415,-103.24695837396497
+-2.6719569930272336,7.952826853033121,-0.8889642678595377,-6.8437120429172715,5.964685866435162,-3.009322270049881,3.0208999740039655,-8.329783982513057,7.046876843677074,-6.105634734633998,51.599928917415454
+-6.224202983724345,-4.486188813283598,6.778433079309687,-1.2358097028066206,6.163955988324997,-2.53228559913639,-0.8659414912035457,-6.113888179878573,-5.859782391922613,3.060990679265654,65.06499050976457
+8.056271455164197,0.42413994545089206,-3.1914662047822318,2.5233012022062384,-2.201782965747794,-3.8763046534762147,-8.781347302942281,-4.929583103013037,-0.9548252885820863,9.776286148828872,39.93747671828557
+-3.1425456207562763,4.70460159469559,5.43043137374765,6.521471790239392,3.574785307049313,2.652288699447598,-2.5086699525643597,-4.67824628232242,-0.6750759339409673,7.497726320597953,-93.16618531038185
+-8.992599058091425,2.8154943092425744,7.835283252662622,0.43588105177023495,-4.669500765066081,-4.5642233494452995,1.882293928042058,-0.32222266779728503,-2.873129223103106,-6.533467142823928,113.54355595852151
+-9.723773058071739,-2.7530790797139426,2.4134812366506564,-6.249976998999371,-3.380201097275788,2.9454273879296844,7.711685973176412,-9.270489404751796,8.384437660826743,-4.671744527780626,27.77016779857391
+0.9935483130405998,-3.522350993698846,3.0585477823213703,-1.9760684794484162,-4.758540382556349,-8.431736894548422,-4.327941203870546,0.45876980422545843,9.557360946346114,-7.326125491767243,97.10071159693241
+9.471747128838214,-8.376833730028492,-9.919935150327595,4.055588401718393,3.650995566997912,3.3159836877627646,2.339787425042539,0.49871614494128913,-6.0070827080008,9.042730447150458,-69.45182965050903
+-0.16186712042850937,-4.792674731460331,4.059763950791098,7.231062225443559,8.459592009990665,-6.039166961461955,-8.287469473984096,-2.286396815903995,-4.909615445174069,4.592340252777314,41.962110121105276
+7.3198202048279315,-6.261755312505748,8.57994792144068,-7.645370281269139,8.899969008451983,4.7462298113751284,-4.764136192263264,-2.497637318629915,0.6163125252550516,8.844225578119138,-99.99772900944886
+-0.796072335923903,-2.7014235605721226,-2.220016215934748,-7.566010066500628,0.8754539870680267,-9.375268464695619,-0.6822235106911467,-8.886599695146842,-0.10408099272777749,-7.791366474781068,253.0259862816358
+-7.998489001237685,-8.927518694414534,-0.6352591434397481,4.529338648086574,-3.31543057181394,-1.0127130912147453,3.150370495614714,-4.627679277194849,-0.4478792384925345,-8.133053561986124,136.35672052304704
+-4.564065789158782,-0.42829767265800234,5.694927314436022,1.5514900499599693,-7.512478032072309,1.0995113238597565,-8.091662709176816,0.7468269399363003,-8.442550080679425,9.027314965556169,52.34077037061739
+9.790783337728984,8.015552358357294,5.665465512236764,3.5196700308124695,3.187893335800207,7.358447085938378,6.55071929322927,-1.7931547528695857,-5.711797719198042,-6.251910940439329,-30.779394044457185
+5.723861921731683,-2.4784497170713737,-3.9457912312496535,3.2904556437695542,-2.5476114845716102,9.781175937500944,5.465472311284971,9.86632113962395,2.956399181141971,-1.7687676782299033,-171.07779140755562
+8.033904519228628,-5.227468802807302,9.37101545783075,7.163435515862282,8.37301801372928,-2.0298729314121244,0.7978929223000786,0.27702875134351324,9.946598446461456,-0.4543544009160261,-172.55631315433996
+4.689776795910763,-8.52600600874758,5.691562458933939,1.264236573744899,3.0367043092686097,-9.168581146390231,-2.0232836147944533,3.9074804785380945,-8.232991182592055,-3.6890052641661186,128.12276190915188
+7.988599001012899,1.6272882777463216,6.69579275419212,4.367952063043507,2.096214117179336,-8.71352557858865,-3.056801098840529,-4.348083283693553,-9.827807422375823,7.589288700438921,64.76313052207259
+-6.8644075552246,-2.5586324696237206,2.645241384219874,2.2016602568444688,-3.9149757342230984,-0.22772999822426865,1.401947551513587,4.880404914657703,-1.173268673695158,9.535137650726085,-114.61376557618642
+9.35384980322165,1.3418606410447742,1.1876585060116018,7.065515972264304,2.3686690797697896,-3.594655720906217,-1.9662404392700816,4.829935025131937,-4.372878202888442,-3.0216022858881653,14.080011379605367
+9.552122615919407,2.9017092176368964,6.014891204182053,0.8989938220127369,9.565210197404877,-3.9568382937361646,-3.686443205590235,0.7272398077383402,-0.8480723627935349,-8.217811481716765,52.19417023937525
+5.859433029045212,-0.19771222634777041,-0.7597645048941581,9.41033638499238,-8.234984938621325,1.5271312561452488,-8.899570542340777,3.234940731372762,6.254333067460303,-3.888187291612748,14.446910556416347
+-4.809117462941101,-6.524559070164456,-2.5113917725126433,-8.55839555101793,-6.422854098632282,7.177310567283001,-4.711256077816326,-0.6856921847212383,8.111593630320098,2.683743252016546,-8.841610705983049
+-1.0139766524534188,-8.303260816142373,7.307379729401122,-6.543065677276627,-2.01969260094633,-0.8803871397420537,4.583301086994693,-9.5151191532443,4.934435447199901,0.237933652219402,37.52798899929222
+2.087915046973907,-7.913110022201497,9.335222384060637,-5.11054692670106,-1.9810272702232545,3.3648013602436766,-7.368502509306092,4.221270674646826,7.990358481981705,-9.47248699824679,40.355130507402954
+-3.151704423846786,2.4151223492405194,-8.043631610494458,9.629101421240529,-3.1830806848422566,-0.9052036894218252,0.08053762966765632,-1.4186110313755251,-3.448669918299898,4.981752468491765,1.093354572220544
+1.280965807304728,0.04202782198243327,0.40733932949784446,9.155034712721257,-4.784222035293917,-6.465627992370195,5.712844741766229,-1.1085985961890477,-3.84607634070252,5.55765841812762,-24.9859296569647
+7.646894458620843,1.1447727256591023,-3.647364330509948,-8.869011440698767,-1.4900055524954814,8.266953353475415,9.661270499236716,6.562783071007403,-3.3608622222933326,0.6218306215297198,-99.01774207656155
+7.206246777366667,7.62621503103877,0.07688851141495423,-0.5119752436745051,-5.489325551113591,-2.824106662719612,-7.3484769217487855,-0.9680221304104952,-4.385970852580499,-7.1465038258580105,197.8951447614616
+-5.645357972359268,-9.35368237219894,-5.197456564610913,8.612548630473892,0.35146313226840364,-6.516603989389111,8.985212505610827,8.298251634468789,-7.08068622608849,3.8468989323015323,-57.27840826434313
+5.533562839080844,4.726168401313906,-8.55391093011233,-0.1445454737254348,-4.322612906090814,4.713402134031721,3.981833007410789,-7.7149287392875365,2.438751683061393,-6.531697038235398,85.4868966367845
+-0.8147113843983456,8.375102671996482,9.449799951998086,7.57409294804938,-3.7978624743622214,-2.8047025464610575,0.6818231120609664,-1.0293922585052262,-6.46604862353678,7.297026844510421,-46.805295838728036
+-8.29658454039082,4.74311036942431,-6.158414504427019,-6.592821292028432,1.9012793696657204,-5.679126621814019,6.046476082233772,-2.291708860689008,1.9570976313605715,-6.035493748036855,90.53898755288111
+2.3307128263376953,4.017273595616997,3.1314823168793593,8.413843458713187,3.9679477752789682,6.495624243417845,-1.6877027161446545,-2.8830306152999086,0.7731714681149704,-4.020317130405107,-41.0944674637884
+-2.058543666200663,7.477829927699178,-6.882698738695652,7.120787497027338,-3.4149379475366204,-9.012656432737554,-7.024431402788107,-7.669117562002312,-7.099065176782062,-7.4996484856857055,302.98022935485596
+-0.5198440342954158,-0.7930509523306206,-8.107214767480425,6.694255894086217,-3.933770720491363,4.541530828150513,-8.623314054328821,-1.10047462358281,9.133132644386826,9.971082121026932,-116.57875495567579
+7.87187015360894,1.9152532142767575,1.1309897359840226,-0.4867246263259295,1.0500637753257758,-9.067446695295345,-6.14697769887862,-4.952480342710528,-9.085573168664634,6.418707964375223,139.07942713472823
+-1.9302111481930018,5.588102730534539,-8.033997116040016,4.029655134590606,-2.4730254747879377,5.6455980624738,9.834925121086265,4.692513884665825,-9.734228986328022,-0.3461542815618368,-34.40744309827148
+-2.7271551541030226,4.756900703809032,-9.009395357051066,6.9114482131373745,-9.625477169544975,-4.061305817822229,-4.543178272804731,6.202168607313661,-8.282336718215056,8.538058821435815,39.865530564258535
+8.687245039289223,8.73593599096834,-5.771942438834365,-0.5513932502061603,7.309969080145537,5.0430758065375,-8.933739855098526,4.395392066868866,-0.8652924547397967,3.3331333748690106,-68.37412084724342
+6.302855873484001,-7.270870706965173,-3.2580219151076384,9.654221615124346,4.784151531320058,-9.790123557237816,-9.857368017684042,-4.673038984831552,2.517540953061017,4.91251418974908,51.737663032264514
+-3.7515559668077447,6.171431389475206,-2.6992698643664492,-8.961110457458425,-4.711179481612056,3.550578620778755,7.625054958884217,-4.310904395456399,3.74692996749709,-0.2227237345304034,-8.859843214119957
+-8.643756090092946,8.582400680493974,7.569426489749254,3.8035377979439766,7.413198438240056,-9.29901946405754,4.7991241084240315,-5.04381241892786,9.55068183082509,-3.2744339887118556,-70.40427677339042
+-0.40272562374964904,-0.6350391915853204,-0.27555963830194985,7.5433332310687184,-5.3596238338222495,1.810297385901336,9.264821711405904,-7.1601997695704656,-3.820165842327008,3.338329146210559,-14.753142970209185
+5.720432356764958,-0.534915790397581,-8.975872031002536,-7.267754698890534,-9.078622820012692,7.565562605809911,-8.649616376690483,1.6959398869459608,-8.448815127670379,-2.182240664637669,198.9393280271682
+-1.9656069120211028,-3.9036606991613176,8.810710256987289,7.844050923434784,-0.057764127436374935,-3.310132864658284,-6.350249604186593,-9.928401785535927,-2.701448915084792,-0.7564542168555244,131.76009533929718
+-8.312775713180397,-4.388969240053249,-3.243279806497017,1.968881888672569,-4.444419007234255,-0.4499299318711314,-6.247977784799317,9.041597493623021,8.689626714296192,0.5361331605553654,-64.79677116542399
+7.778043238157895,7.617604674460432,5.726129003963017,-4.409469010581979,4.769943550800299,7.044646207456693,8.800580548689759,8.272493892821029,-2.97129728988365,-7.187891900962001,-113.3103257506049
+0.5644442106038872,-8.23196118147742,-1.0905912121285555,-0.7203151444999034,8.448773562140852,4.111947178129665,-4.536768235220537,-1.960746867140224,1.335813786693274,-5.94582514818911,53.54900465811526
+-2.2535204542500487,-3.11074014492853,-9.417910379374298,-1.5043353797418946,-5.687866936625667,3.458384561400376,2.78211666439089,-5.180296751409301,-8.872870109392643,0.005157826691477574,155.85470429600733
+0.8282463029662379,5.115376077294689,-3.8864152696069887,-3.1344781204545247,-1.7402025275842625,3.472373149163337,-2.2216347772107325,7.288517879714977,4.9378059272348,9.58497652754549,-177.91896278683987
+9.710438223622829,-4.209499089579813,2.0650394378633585,-2.477690410492528,-5.568168555111317,2.7656463027464606,2.186498375549595,2.0749963866979226,-3.300737577697086,1.8732249046900051,-3.849320586771417
+-2.755805027732099,-9.641051841110952,8.183865421967806,5.998237912309971,6.094294055870392,7.513427089498741,2.4998414184678097,-9.06117291165311,0.989813019844159,-7.429633544685501,21.840469312582584
+-5.183069778687461,6.798128908416665,-0.8392134411977503,-7.348331705954763,0.6458577371725971,-6.74669892501414,9.21512949779407,-4.570125498059438,-0.44174989611086124,3.898763764930897,1.9471868892953506
+-2.149152593741215,1.9321425114949808,1.4341320179726291,-9.007371233556897,-9.11518965180802,9.92396889464943,8.342941364819033,9.287725239737153,2.195745250625296,-5.142450546517983,-80.64035652659844
+-6.316683460068293,3.1671523763943843,-1.653319025763722,0.28677402246654715,3.3401221421393457,-0.013802816616697022,-6.874786804215958,0.1537888343983096,2.523461080546896,1.140644622515976,3.73415928904978
+-4.4450170110750165,4.178232816457785,3.1757313519474684,9.772876584774666,5.497297276956985,-5.597073962185897,-5.588646603397951,3.0499693396388428,7.251610199131644,5.621471414405963,-150.2328570865659
+-6.72338740543646,-5.212996159389065,-7.693382580629072,-1.3718386822329487,-6.805638427901835,-5.301575552473617,5.806345597226256,-3.14065980116798,4.831017594936298,5.287248194352485,3.14102175852442
+4.305159296740659,-8.187009079596928,8.840754854920629,7.578387267016251,3.7445435546706007,3.375491342170027,0.2506661199536664,2.353751028997999,5.6913208529682535,-4.180896173225792,-110.32082347913459
+-1.6715353935879151,-8.980060053861044,-6.406372648060145,-3.9825513422632075,-6.188086592401549,0.2524447091278481,5.8812354975491115,6.517483864563738,6.470292236429858,-6.061076337389684,-2.7999045377252263
+-2.1893890022794427,2.031741898311208,6.654002442212176,1.4168779532793785,4.419324085205201,-7.670772678248296,-9.790291151476183,-5.56846695788164,1.9938737382584404,-7.632114797707916,171.41569582265163
+2.8764529286790785,9.18822141529542,1.5009483746415642,7.916676123127331,-4.873997874183635,-4.667582728210673,-8.399507962599628,0.07538712419384419,8.703074607637118,-8.583595960290182,64.37463040809827
+2.2275253382597304,2.7243143625868393,-7.394289083182699,-7.4582900276526365,-2.0960104090177745,-3.8604629013047087,-7.926227648207913,3.803323293996783,7.439524720269112,4.198533646414393,-2.308895674490695
+-3.8701312099117113,-8.851658901454574,0.756272618993592,1.5229260440130021,4.29863205509887,-6.6121778801459445,-1.0468064555988277,-1.6538412284383042,0.9912404991110924,-1.5078448360701424,62.22075846925432
+9.494796155755832,-6.83465178599876,7.901819171635729,3.1576585479616037,-7.601377990911436,-3.7407994565572977,7.674320989009937,-9.752496238146783,-5.627806275471265,-6.657984301516309,173.65475373938435
+-3.658676707508113,8.452358587653402,8.79563715178633,-9.59061071680117,2.107044521015835,7.118251512481654,-6.974423755990189,-5.472612725452262,9.953597514464567,-8.969468979028857,41.84778396236248
+-0.7900138393331924,1.6627680252732513,9.965427197842459,-2.321710678626183,-6.360867106640398,5.316620547606177,-4.456079330973695,3.5105861235343583,-1.4640593357011422,-4.241839677434676,39.12981604201607
+9.206070604909481,4.799149783111956,5.978442045201633,0.5647253931227048,0.8395008773814339,-6.561739670355687,6.188465655080013,2.1963103491069136,-8.851914839438056,-2.3205929963283056,41.80255750726318
+6.54327824532645,5.390526000951947,-8.015393009484704,8.929843903272607,8.54460018369313,-4.545680949862776,2.216511703091675,1.9564559908791157,-8.057763812103405,6.333012142957455,-62.34274656036887
+-4.5270736258525375,-3.0952485497485016,-8.390932405999013,1.7498640734028048,0.6943763675030024,-0.8270541841807133,4.759688710367815,9.12250359591112,-6.628251873621666,-1.3443397732619333,0.9274552955056291
+4.5472928604131235,4.457863578443089,-4.873911570357386,1.153759738981015,-4.343068137662833,-6.595151754463138,3.829866252581129,8.04416798281077,7.20418929709669,2.470600806049008,-118.81093598344692
+-7.408231998899726,-4.016929080763769,4.60908764251667,2.098086520616418,-3.4053680347704596,-6.789069105373294,3.2474940750093872,6.418897651887194,2.5565989705681336,-4.69081943173504,3.9788677917063198
+-9.34526487241894,-0.14820369659260368,-8.202123231032344,1.0587960159538001,5.57847782908365,-7.687700255946702,-0.8845565959818136,7.634593053906318,3.2883211888588226,6.835462352339179,-101.33840725696763
+5.0070283446488,-8.864605922028485,9.077050574867162,8.230306317079894,7.762216419983159,4.871373931268266,3.6048761393288076,1.6722032120779007,6.3990058806633865,2.3273977678894875,-230.96210196691376
+-3.889763836003668,-2.884255940305296,1.9602782894841386,1.9512624044937321,7.322192201065794,7.151327422512985,2.245102389451934,-5.423245813589299,3.4746204408570702,-1.9111833227577724,-63.78084759415603
+-4.726533374557286,-8.947715176858475,0.11616265625211009,-1.1236062043749029,5.947162510811223,3.1954822175130593,2.154944523824669,-1.0860743776947501,-2.7329943449013716,-8.14333568613401,80.33029750417953
+-4.872362787703926,2.9246424861435094,-5.150880437646919,1.4970961646723135,1.0789487194931935,-8.75908742496837,-4.291899579167302,9.724180272783018,2.8643113519281926,7.64449177330929,-90.66214436741043
+3.6957545833155425,-2.70671455966607,2.1018848241800447,9.803682449295238,7.109067231802815,2.1791194807102365,4.14815997100799,-1.6382913348277661,2.7404809554621923,-2.264599623115724,-106.60767220882266
+-3.3119636031650157,7.327512115390857,-6.040947339263596,7.7276740766168555,0.016501916435194275,-6.592391635456439,4.006839055396498,8.49580066211323,-0.7551092039823537,-0.20144160560932045,-67.33155609692886
+-4.613231142752367,4.065230330617435,-0.3318780337189442,-8.664488193774261,-8.80658590633132,7.364045527522816,3.286540048666602,-1.3353799228866081,8.747874888445242,-3.440456299148269,-21.20477844572274
+5.93220600418928,-2.95163534723911,-5.20199746118444,-2.6049826648020047,-7.6682182633248885,2.7005963344462036,5.789589982169989,1.080366940195392,-3.934404371844742,-4.176309676539171,79.36828983116155
+-0.2559784538260601,6.195850429021339,-9.140060852155079,9.193477038229023,-8.885499764589289,5.4601058666457325,1.0849544614849305,-5.59339066789756,8.094374540097043,1.2745648387342579,-54.21224179571874
+-4.83674774545193,3.5420496780940636,-2.7668760617790245,-4.132458254491549,9.717097310626105,-4.414408888140948,7.811771534598275,7.924549978233204,7.693318604826507,-9.966501256252105,-83.65312676406563
+7.3943924888920325,-9.66185098819232,-2.4980491126556092,-7.567669475270717,-7.823342196264271,-4.349886448853251,4.6920008304993495,-9.949520402395358,-4.776345762170207,-0.6965188650326914,214.80805923064517
+4.939305005195838,1.222881395197024,-6.050117900151046,1.2779850152219252,7.384303883044541,7.011246552820635,8.311810377344306,4.391028899462006,-4.002229929933627,0.08443812812951146,-128.27673524120803
+-5.6677321556683165,-2.4588891248803058,-9.888447539622831,1.9781802128629056,3.8526177008677465,-6.421838946277035,0.08872738083528287,5.941540912030203,-9.308652713381985,3.0277673198930333,60.975129694087634
+-1.539925423756645,-1.6432672487961075,4.552780678269213,8.78790431945739,-3.133093764284587,-5.120460887846276,4.114816775622505,8.310039922078964,-9.75031083399585,5.3977634276032465,-55.5027211193942
+0.2602129560763844,3.1643513150970937,-6.111493287522798,-2.4741720730193073,-8.813766762956623,-4.13656613142932,2.2109110005665,5.067169463436693,-5.033794813380705,0.6070473060300774,77.67572985881957
+-2.486505859514516,8.945332419230782,-0.18835418367638246,2.6925616383023043,-2.9687409609605964,-7.812730890120855,3.808721651512934,-2.225812547002912,2.6200471409377446,9.140624061779175,-83.82637474480148
+2.425577164306456,-0.4596739548837303,1.4859756213720177,-4.368131532267063,-8.970873160728878,-0.5608049483129829,-0.9427235816970758,1.4296797667170247,4.801197811482982,-7.759224362121621,92.01763694977684
+-3.1168771829363817,-9.891622239189816,9.575709855996724,-8.187674955707358,-7.397260895548856,7.887615109118588,-6.544728395684722,9.872306390238485,9.88309733220268,4.4533766915221555,-146.83274242048682
+-6.618987384321846,-7.84325485218881,-8.711426977844736,8.139364229058796,5.850905494914462,-3.6571234690966126,-5.588253625525725,-9.274919757700095,9.256528515402962,4.765470547076614,-6.174808444565885
+3.898262273117108,-3.4290508357911764,-3.5264901673091886,4.549746515284053,-0.33488323748804616,6.875486124469424,-0.4600870642632593,-5.13574506346953,-9.875595042015092,-1.1164670767442875,102.48046918810493
+-8.691329986753882,-9.41360288824811,6.3240189245229494,-0.7172756579996675,3.568540026162732,4.053701783985925,-6.720879852516535,-1.8329209033794491,-1.2669357291775363,-8.296875738718683,127.76358392249891
+3.17706055739875,-9.512945307794533,2.363054091623571,4.3584369234112685,-4.12341054898028,1.722327458042947,-7.866808952084594,-4.110084221964767,-3.6314033027739323,-8.272484608280301,209.07797381823232
+-3.2621864116923094,-2.4346131455553044,6.494449264045885,-5.597539204364468,0.10113717938740274,-8.280918419389277,-2.0391125979892566,8.045999247573603,8.697316421074358,-5.945056195951654,-4.667742386232813
+-3.593881128494971,-3.018378676621485,5.997402320684171,6.108545581773878,-5.077304084624075,-6.995108503974732,9.505002451334288,-4.273623431496838,-0.9433427238961389,3.4955708746298075,-20.14987126789805
+-3.8990782210823793,1.020008559540071,1.5429318694437155,-0.4834423338319094,3.300923028969527,0.4396494114446603,-0.07515538553383605,9.670322490702311,-9.3655881124105,2.233291845620038,-31.283319039347237
+6.2522957034754505,7.501740087620115,-3.3939598391972625,-9.323283135702102,5.507547081877895,6.512644465409276,-6.87540987384377,-9.078501090528064,5.169717199210138,-9.805569567614256,135.48714661841856
+-5.083010819757825,0.6322239436876864,5.457043882512362,-4.2500473000554395,4.311370675159751,-2.741978770971625,6.086101530443038,1.3677155444045375,3.0339030939722944,2.639106358469052,-104.02449459336175
+3.075191267184101,9.739584630456758,4.974548388914332,-8.580323095010831,5.361248141285109,4.04866360874379,-1.7576885811644494,-9.93398032099423,9.576250552899783,8.390568766543844,-128.9351517212627
+1.6660990591131375,-8.310432514704125,-2.0541316431289713,-4.396336768801921,-3.248780447534607,-6.301220077111083,4.971585318017264,8.276299929838588,9.93398222362879,-5.529711009755413,-37.914860748799754
+2.5760215305741774,1.5194737204628828,7.563995050738019,-5.035890289250487,-6.007733223119256,6.00441632862111,3.7324117989333927,3.320737796437525,-7.255175076168099,5.367240197954073,-51.24546888691271
+-6.869285101911942,2.4224214951313305,8.011118690152852,7.9194090208612415,5.209818933590036,-6.522129173834134,4.335241320794196,-9.922401906058244,-3.045554321286925,-4.039747210416264,79.89729157202842
+-0.8682951776379944,-4.068110747931684,-8.062661551518058,-9.497936279486156,-3.195278784111313,-0.12223067210730187,2.6681421855280663,-8.21219035043752,-9.717676174813313,-4.315219630005098,269.9077156685334
+-9.191861662877658,1.250704801886826,6.465755672577293,-7.075573516919887,0.5905071620619862,-2.6833504666266728,8.177386255781805,-3.3962249748903117,4.5098573036526375,-1.3689790511287958,-25.49678543612896
+-5.765733259086594,5.318815170123024,-4.600397415477875,2.955646994297072,0.0012441991373157713,0.16264504555124626,-7.104848698669648,7.758783736361375,-3.703416168710303,2.4979253469193963,-4.193262453804216
+5.860364790598509,-0.540348367723591,-6.883235346716312,-3.491474212432226,-2.4521881066290763,-6.881773319844974,0.16482619105453677,-9.983721270899157,-5.321208667187809,0.1755305115547312,212.13939569622895
+-2.851875089240392,-6.555590010909114,3.073977220020694,-4.857799946543537,2.8298588680895342,-5.417853964543178,-5.950078314099341,8.635211803559448,7.473698591601949,0.9856812315961827,-56.26647129582492
+5.931827903113738,6.292353291343318,-5.115337583740991,-8.066568593533548,3.017856730690527,6.893122729374248,2.0600251586188145,-6.0986057554117075,-2.482938381967341,-3.275860987180541,66.34264163468315
+7.2259262507626705,-8.34585184684071,3.4724320978817014,8.746672403527416,-8.689162797660579,5.338840902400504,3.2489486426741387,9.383019365496422,7.807114167963323,6.7492193989526195,-257.30776325968645
+2.011295492648384,-4.719941731383868,-2.412782090772292,-4.035166082875983,7.054396108973354,6.544374359825687,0.09833012617432191,7.183498789167784,9.331986765249189,-0.640481039820322,-175.45614397865657
+-4.336713357032169,9.067575303126876,-0.30558374068315075,3.5281214623103963,9.991851457870037,0.006258389295583644,4.3064379736900715,7.139939810118554,-1.3095917243437327,-8.43014965378342,-64.67261171403644
+-3.8167426503608426,7.065648591087346,1.4792404149280713,-4.691892130250785,-7.703761441226209,-6.753612879406692,2.2667096083533878,0.9288710777247844,9.128153330140991,9.751696071041332,-115.71482305573825
+-4.507330930367106,-0.8067226227945223,2.3349242343765497,0.2046934648726384,-3.7503672065452,6.866155878907554,-0.9070423818510331,-3.6743356836294594,-1.0850582059926284,-4.740288253931288,72.39580579088795
+2.3383527372193313,-2.3002886455591987,-1.876773695792009,-5.493534574938186,7.843180083635284,-3.338978712792613,-8.312307054787434,-9.82656952749644,3.5026526148437864,-9.250985719213318,211.82888213700127
+1.0335581413796269,2.4729534641239304,4.427011526362612,8.419535320687201,-7.572137524346367,5.063277843977607,3.9652819910946624,3.0810311181742644,-4.452575147085851,-2.8021542099538954,-26.021984810920472
+8.125954747803357,-9.653100247580506,-6.418933519756793,2.4772636104494405,5.41248212282235,6.657391098436857,-8.99545435345868,2.274394983661907,-1.652452198808303,9.385217088157455,-76.65654993131601
+-8.008323195981147,-2.736933330888436,-3.6981980118558955,3.4682159313600502,5.324721584822269,-6.064086799493507,4.354186327286136,-4.489346480309944,2.3490643158514435,5.821213865109687,-49.221065435016826
+9.293307358165904,4.719814045944235,1.9402417488676815,-8.124310860887077,-3.2810999522101336,-4.420800630852126,6.920634017085925,-9.625480780069676,-7.701656372044421,1.4907173350824188,136.89548409449804
+-7.879350182072917,-9.808059695459297,-4.116896773684909,-3.0924662711095707,-4.093115186834561,-8.744977596573854,3.984407220455859,0.2635236823927567,8.384010088887816,-0.4047020058718487,26.62625251708952
+6.357368660446399,-9.450565056116723,5.245556389030892,6.5488398084914445,-6.010459722670811,0.4715152451065263,8.705733346945213,8.957349941634266,-1.198466945190808,2.2593480658023846,-142.2971354531289
+-2.1446934469438017,8.51990546656383,-7.654474200227844,-4.598370280439632,-6.8844133704172155,-8.890904097163787,8.954157751405749,4.174532334902203,4.73169098630194,0.8911818149615169,-30.08281218463807
+-6.824565162265488,-0.651739540305396,-5.707949988344003,-1.9797817069523038,8.854277731567796,-6.072314340611793,-0.24548674393803704,6.834638367245107,-7.071675294327027,6.279532062199554,-23.162209877422455
+1.0951311915957396,-0.9416164608862898,3.858241341570794,-6.710145508119643,-1.3756299888057044,-8.755023592632313,7.47509800423704,-7.09474997334609,-5.766893958712931,-2.9990360829879026,165.48764489604224
+4.080705150379085,6.655383560065107,-0.5063433866290312,-5.476274809387838,7.824372393468622,4.192430980924044,9.806696267812875,2.056592618840052,3.8102773210169194,6.361585641317616,-236.67467520003254
+4.982270219449154,-5.480671254418887,4.160858050947986,8.025939715043906,1.1018414881433847,-8.048857446962526,-8.14972387106614,-6.169733168902933,-7.1042801036695895,-5.399370948502109,232.45588179617576
+-6.81202798646037,-7.897210060671469,-0.8388097702250086,-3.5595310970656113,-0.038014765988652055,-0.2541920498374939,-6.693108745172751,-6.034512921296478,-6.754880509708481,9.066648037170363,109.51785294968444
+1.1678333199905633,-2.5539852294378917,9.829071364607122,-6.065327595600165,-7.617188185701059,-0.1332424645794794,-9.844774950014878,-0.6081273669791121,-7.014894641311919,-8.638477803758382,264.61769631347033
+-6.4995975530145955,-6.442145653439802,-9.045531037778428,-5.986842166100765,-5.558787687120104,-4.982644930092659,-4.03313276161769,8.619125144876135,-3.160813011813215,-5.523783297487492,174.60256314511568
+4.989489384436332,4.050701855913392,4.138813332949789,3.900582799876884,-8.784873213323811,5.246654750020432,-3.1186832329336056,-4.795828250700058,2.1192719103472557,-4.249570317662538,58.25118724649575
+-1.7578631300670566,-0.6870380329814285,-6.3114054241954225,-6.5127808616226,2.232562133039886,-8.963551764386732,3.6587141196480832,-6.401590482567898,2.4916185260172896,6.544513890114478,32.319908397817784
+6.5151149796364205,2.0134993528792955,1.1748186587783938,1.6940664450896947,1.8370966087981833,8.881233910031446,6.963500830203602,5.8434468133296,5.229779361841009,-6.760815802432674,-154.55245349318096
+-9.270903229865189,8.533578706333284,1.1498200903270805,7.394726246593073,5.174812430471234,-7.213579733864719,1.8658094249783241,-8.640135798501179,-4.499488841391484,4.250115234658924,34.20639710665595
+1.8751633813322566,2.157336671155139,6.320416325819787,-7.343183591664211,8.792845196974222,9.847852013375833,-7.906701722803129,-6.844666041515868,7.965957639051227,-1.853328923642974,-38.01329602061063
+-6.330518795936757,7.7017495374030425,-2.989598063594845,-5.887399523006018,-0.9600128992285484,-4.304684842986452,5.715236541882369,8.687234602889141,5.066987266352843,-8.645970581706857,-10.816070702726657
+5.130667915680771,6.150614848734075,6.434722883842177,4.496442415952937,1.6265710214152929,-0.9920981824414721,9.945613588711995,-2.5865851652453387,-2.758731020800187,1.5157565616302593,-93.82573980240059
+9.610426612047354,0.35661173422881554,-9.374171349722362,-3.878004081941522,-1.7666622351051653,5.827359523352602,8.752209920764173,9.471950538135959,3.084033638591679,3.2008570897062705,-185.4786678334578
+8.488516473760548,1.5993280317992364,0.5030473566845561,-2.4557732651269792,-8.638791904224165,5.781675386685354,-2.390299911733227,-0.9472889379714178,-2.4436884734300035,7.852569294644396,-23.476749546028245
+-1.8596935324400654,-6.416616677664155,7.140946215611715,-5.1707355633233965,1.1405582056515806,-0.9109020468509876,0.798095088512738,-9.169394725902503,0.9959670853104785,-9.540296556284488,171.1165749786222
+-1.0654553047977844,-2.4549042265580456,-7.814996533537326,2.9897913716984292,-8.748240552259139,-1.0918650730141155,5.214151179868793,-8.930448020407319,3.7220633742776843,-1.415409907678502,86.18685306365704
+2.1828590742180265,-9.893610557902031,8.472984578738505,6.708610684553702,4.060730488390057,9.367990501336497,-8.694913917442271,0.5073576377606925,6.2831358056466735,-7.747988685537255,-28.639434041183108
+8.471324112929075,-4.822242854495837,-0.8530781226776596,5.261140471654143,-3.147634527399621,-6.999142469386575,-7.396538520287697,-5.152126998863762,-3.5998913409587807,-9.154159718482749,259.89306775352276
+9.020379282171824,7.797992731157066,-1.044182448833375,-9.587471562252812,4.772965745471199,-4.9342081300237,-1.2025518018754622,2.2234842690327405,-4.7244258664881045,6.847097735282954,-8.98810682552748
+-2.178298331927999,1.6400159210905452,-2.2706391192082354,3.555788431213809,-3.237620108781336,-5.771357969693931,-8.32940303053185,7.606184276768094,-4.049840085870442,6.1783891373043565,18.233423460150398
+5.2600644697364825,-0.17751608543224107,-6.792703723456109,-6.741310912698841,-4.916920050251021,-0.4935665448654869,-4.58189714886638,-7.690646172356841,-6.414815957554829,-1.138467555832694,236.21047990469583
+-8.290509782909005,0.06880343519079846,7.415790478764546,5.823397537881472,-7.246475233903711,7.728343779523891,-6.321961394993359,8.489205220711751,-1.9410021276832223,3.07792647720194,-81.18886386208189
+-3.686227774630164,-2.3531689126144184,-2.549395814139801,0.28018751311490897,-3.4861015639159953,-8.37689127801929,6.286762134457618,4.661949989045377,-6.659147556238814,-2.539927513711373,89.78284822758847
+-4.602843539228694,4.004770829378135,-2.5955013429562235,6.259164510880271,0.9541000571582159,6.034886987726975,0.9052631967110325,-7.314650415652224,-2.935695545805306,2.841727990008094,-8.293133920089717
+-1.1107802447932613,-9.207322455320838,2.5647305446846813,2.0408933143133368,9.617100619758364,-9.686408638361819,-1.7936669027593988,-8.384864125747546,-0.7654731346286048,-7.862771469440084,181.99028275624477
+-6.80421659381903,-9.247942282093396,0.7401554813232147,5.905805178259813,-4.829246260505762,2.516664069554544,5.108056292836032,-9.767920793320954,0.21595354800802324,-6.774572263151324,121.15881029310763
+-5.4238022325590585,1.1120940981993566,-0.8163300125494177,7.866107692656737,-3.4364690216089167,-3.5565829878652178,6.398099596848354,5.6918065066339025,-4.8780349109491254,-9.22340616024302,62.73769427770565
+-1.3078302637964034,7.3285671205086995,-6.048655295551608,-4.171257955352477,2.3230243259294348,5.143703363745516,-8.722843811817135,6.148298088181045,-5.616912782236971,-0.11166683411054423,46.69737830408302
+-6.0152365261868335,0.218060750823581,-4.86470153608872,3.128515959628315,9.28468507877392,-0.986093854826886,-8.83496853853769,-0.43851210002055163,3.5953154642588014,9.28956708706485,-89.41773452286417
+-3.92586779617341,-0.08650070774440799,-6.9127151077200155,-4.952460180275882,-0.039692169399061505,-5.557946191674475,-9.982128307970097,-6.542055813787229,6.89113799110779,4.15724531432897,100.35325016074722
+-1.971538972210023,-5.443831279967344,1.708175601138493,3.3359501549088244,0.7233859178681912,0.8432760621426771,-5.037884015970171,-2.21685213683811,5.895695037518314,5.754561266715257,-67.42639633800135
+-2.906757969862319,-0.15454855622783592,9.955647878189444,6.57886164050947,-0.4634115562410135,3.3807799245627046,2.59020631286075,-3.846966893731729,6.081842555488013,-9.931540951543392,-10.272283522165578
+4.016315247788769,4.942869912361831,9.476074496889835,2.591770419214876,9.691991747688974,9.419574782822327,3.336644823357535,-0.362495619046006,2.959516755924416,-1.6116284735936248,-185.17262789502976
+3.5505386136302097,1.9019814472111185,-0.6840198159371846,-5.53633086111841,8.208637066202067,-5.756677319913073,-4.972836378724555,4.383008660047745,-5.22720026554518,-1.0174436825925781,71.15442922102649
+-5.139683060231597,-7.4369004101565706,-9.056710934445443,-1.6535653833943398,6.379493263934608,7.620180835662868,-9.502470185647828,-5.2452632029259565,4.495546227882807,1.7189910132199215,31.3487940010785
+3.417114241569541,-4.675356475707457,-8.16545273461773,0.004593913727155563,-9.262614101283852,5.8025549098877605,1.393635057931184,5.3196694713733494,-2.499201109028899,5.39722407677279,-37.53679848293258
+7.937122425997432,-6.688144537553969,7.912123334672034,8.556840654947965,-9.229765893097168,-4.754485041967551,9.200227095024703,-7.943277149514804,-5.545971572187867,3.509767651044051,39.247352727435775
+-4.2562184900638105,-4.526359733231149,4.895410407536829,-7.157333131294035,1.8531103918596092,-2.2217433605632575,-4.476874093531573,-0.5411970399917365,-7.675127537752657,1.477490213300534,124.16166664182632
+-1.1631404730819028,-5.858124295573881,-9.45852307177917,5.579058440572016,3.5059153221662487,-7.997409170978393,6.092991710187747,6.280743080258682,1.3905900009536332,7.907919041748479,-131.81709991450927
+-4.929415971767456,2.8040693218057933,-7.591457391098562,-4.364278274467206,-3.1069180782622574,7.083708215026865,7.6998039441935395,-5.681625611811696,1.8544345183337363,-4.558505724770496,36.4116424313206
+8.978965772019695,8.39439246859355,2.796414742371305,-3.742572317074646,-0.4020642373792893,7.637667065958674,-5.618003959926854,-9.892294169508675,1.1486758922441132,-1.981124946992352,69.01561962265713
+-3.915097404921275,-6.347357732706842,0.802576638923902,-7.999189338772064,-7.13555731902791,-3.49795379431854,1.3752015975549026,0.5963824849159649,-1.7341218012662485,-2.6377894588604978,133.78307683621327
+1.8439412542042044,1.7303989427547828,-6.963582339822243,-0.2784281186780535,-7.028017247902727,-2.7503170468416083,4.842490557944301,-4.5337766271715285,-5.770008933832078,-0.8142028733699247,133.9604522697909
+-0.6231730847044425,-1.5648191130601052,-0.8044409472791902,-3.2371988716645617,-0.1295547064325686,-3.6354973139736524,9.030198421006965,-8.51824813320054,0.7596193649657401,-8.677715282884716,129.6702967540695
+1.35095446291573,8.86441408611731,2.160181215132877,8.276746972989264,-9.729644807643652,-1.8822555768085025,4.34712248803645,5.09902093624647,8.600536862923434,8.790936232402618,-231.87177974696678
+-7.022376614831978,5.993909448092647,-9.927794444944162,1.4678215779622317,-5.92877111472631,-9.1360057005531,9.465568553595919,0.03146894437636716,-6.332269556870669,2.663344512149104,70.73544432992793
+-1.1436625208536255,-5.187575541910661,4.141473229060573,-5.461943277639751,-5.993391501760515,3.924441556663969,0.9302719556736783,-3.64847301501513,-9.2491932892694,-3.583876044827077,172.05751242714075
+-4.004467849121564,-5.8925732078075965,2.658091065610013,-0.11899977911017601,8.209147962165401,8.497638200016285,3.0644704196296457,9.298049870695557,-7.33465323309578,-9.928506189001249,-9.476524993237295
+0.4550001981554508,8.142235912059203,4.882639512828124,-6.2295428207006225,7.0287277320567725,9.68279640112209,9.802900947815543,5.751464170571863,4.62452730150094,-5.507662707774214,-196.9249837040362
+9.378648102062446,-0.7826029012776758,5.179398123910268,3.283405829668775,-9.841871252138601,5.718097546321179,-2.67113798056418,0.45361611288607273,-1.4357211109627754,-5.612440343621577,66.11583573879446
+0.2843801381783284,2.713134946053397,-8.523960104130193,-5.903362514464588,8.286553437269855,-4.462141531087072,1.4295608205600163,-4.948008628682505,-8.22490400302412,0.04911177285581658,135.92785293195647
+0.029929592408561856,1.6619146771801763,-9.622240411534804,-2.409935788057367,-0.44775245512363115,4.196286704359569,-7.777334302313408,-1.0780432326897316,9.280854732482542,-4.258150231679869,38.088524693996234
+-9.548717179432318,-4.717567968620921,-5.260642258953103,-2.737055340378276,0.508489759486741,-8.251625343873101,5.983930000390696,1.2182706997680781,-5.5059599885874455,-4.188544526409707,136.87014314975343
+2.741342889227245,-6.743375257539896,3.7829259369988977,-1.6100265842034966,2.270480058575688,8.533387840943497,7.592825475062989,3.0804161458743073,6.198433030203234,9.478298532987548,-281.5019889711111
+-4.790297097065295,-2.683395042254282,2.544778372872154,-8.478264758488441,9.22991890251948,2.8685579713617337,-5.151081223116353,-5.8724407421595215,-5.594972494093788,-9.415585223420974,205.56707422695732
+3.6293641559118095,-9.526724579181218,-8.577331530782777,-6.42209211091223,-0.4084356428024183,9.356780873220599,-6.844420437664547,5.6815375704560855,4.136883082282852,0.5860501644752936,-24.710723839379572
+0.09878536356095147,-6.36933035184555,6.724242956089386,1.7402087533528765,1.2873953679266426,7.777554389562001,-8.24132907325456,-4.761201417351144,-7.918384636608076,6.056107762857696,42.99462282928906
+6.175052456095584,-6.116594798582808,-9.445315002019683,-1.138241877724453,0.7811706557878018,-6.294560552989128,6.898238475450771,8.102083417593512,7.483704730341096,-7.897322247286556,-24.728530112628913
+-3.1687841961458507,-7.544777596737493,-2.2487830958544808,-5.513372029513075,9.408995460978565,1.5045151433312487,-8.472465538287704,6.02439170820997,5.701603048196824,0.6053619979350389,-51.3582187272336
+0.21095364725472576,9.00218322401402,-0.8434099621962154,8.717864442090926,-6.524398304607912,-3.9154167455619038,0.4303795396974208,8.971094019620963,-0.8885802982512092,4.1278493680674,-98.80684690984033
+3.7112582470815436,6.143451718283412,4.611213440261368,-7.163751245957217,4.3381487954776805,5.906583846707867,-8.631175940523,2.5128627806002,-1.5337740537635391,-4.53314964369925,44.218756795939484
+4.2163372932670296,-9.302393674480019,2.2168262366623837,-6.338682581635522,-9.774993108293346,2.659983822618288,1.4177570029308728,7.405835808434462,-9.153845606615214,-4.187376648777161,125.21850158259473
+-1.1313957821254972,-6.169008968411303,-2.4055729051917107,8.361538967563584,-5.313442723897364,9.236211871060561,8.188999353157577,-4.731915370659565,-7.992545867421583,-4.6292475417891215,60.61505153594303
+6.088892035364994,5.3849310843999865,-4.43879754084721,2.1074584566441756,-0.3215187547108189,3.4560626728561794,-7.021163813094495,8.223402330219473,3.6779473640409677,-1.9492240910469394,-57.668945547268805
+-2.2489324707782354,-1.5920938533995943,5.5083905015158185,-9.44459163858137,-4.106676571657591,-6.787357700033616,-2.231228360804969,-2.0560213935254557,0.8506900466837375,0.8664044756885514,106.68513868814169
+2.539543888299458,-5.968021373312737,-2.6933443093036002,1.777663800437408,-3.143872098891578,-9.27023631600048,0.9741647017836441,2.0600559039207145,5.651590639592614,-5.954044823653765,70.64674522299741
+4.354659339470663,4.158592760348991,-0.6507354946360855,8.389600015800537,8.307014887194068,-8.68761187902211,4.006099607734528,-1.2484456015284362,2.0982365549943527,4.495549052036432,-111.22376294773923
+0.374659432530946,0.4234463274445721,6.826900838018702,9.735280933624606,1.0561605153928033,-0.09150066277799906,-9.57619950812527,-5.32012568628306,1.0499473107289736,-9.947230141885301,138.0335130474702
+-1.4275139657640468,-0.5983615356805272,6.9935099772410165,3.3167204932455996,-8.735069175125293,3.6967150721317377,5.941960131369348,-7.194182488967558,-7.866638281995302,-5.599000146601128,135.7604542436902
+0.05188372519613571,2.1531143207066106,-8.50124440136941,-6.136034961504722,-7.379280918800939,-4.194284418732659,-8.998333824726288,4.925153987583927,2.590998092022092,-4.646168895716711,158.89682996738995
+2.3389033084349142,1.8100971131869903,-4.625224056355863,9.826745688818399,7.279625140371799,-8.1449936869618,-3.2647344193371675,2.8428648683765023,8.205435014316258,9.647866525702115,-184.87520760233696
+-9.835873981481825,7.733894988757348,3.614362597840577,8.992099879229063,-1.010755606159306,2.2116699023665154,4.609194222492015,-4.728281178795301,-2.397815079497181,1.0526764814645295,-40.824989806518076
+-3.211537964276885,8.794809391695882,-5.208855336931788,2.8767531149275793,-2.428222335772301,-6.949129936700309,-1.5839133691843155,7.978212095011498,-7.354787224499429,-9.599792889897923,156.67810937329781
+-9.294838248825085,-5.52033723119891,-5.194525032568825,-5.920134594620481,1.719442070131656,6.690744620356139,5.168867854082794,8.38760071325851,-8.521017724944306,-5.49525953592039,42.528822892685845
+-2.5634680785943154,-7.596606333301721,6.418288493143978,4.6093274809891716,-4.730135050358357,2.618695898572594,8.553026728508852,-3.19013495812281,3.0119410809284353,-4.426459816611066,-24.377670823801544
+-7.523759553824256,-2.136389281205797,4.974868560625274,2.049911530382653,-5.7251837094193085,-3.03395216514879,-4.527506868653408,-2.984570483236897,1.037566151300593,-4.79868331462777,132.81056325827677
+3.681720800011421,0.8266802250420535,-0.8526850622152926,-9.019711158331836,-9.28079838948635,-1.79107777170326,4.634722516163454,1.5119442284448281,-2.5200980294249664,6.433094400740522,8.05581946140352
+-2.8595184045875244,1.2075842741375342,2.898434122348834,6.014210343125557,7.303585353054071,-2.037775262289696,-1.8574717555957387,-9.477042579043149,-8.359037024578278,5.997344826176114,51.3702940504363
+7.192050908564287,-4.338586046444323,-6.9197064567145254,-8.04200203111652,5.940599194674765,-8.211460037405478,-2.5756378014431403,5.622401668765193,-6.12864509237361,3.403156813814665,71.08922532842948
+-9.800214763282982,5.878215688894912,0.3855592085872628,5.316078430130345,-7.683322280460915,4.712861124615905,-3.0568089745779625,8.24571507164914,3.252023465666354,8.495164671401753,-169.96860690326557
+-1.2660240290520353,-8.445007970640631,8.177865729072371,-7.4645270860584345,-1.8998268928555961,8.93964680062291,9.43234731973364,-5.321701115062895,-0.7439008438583161,-2.828690424359317,-6.536052488485498
+6.760694090698236,7.618568981050197,-4.584964120776598,-6.4942093825756615,-9.78281736701819,-0.572924318580752,6.582921660688667,0.7841611384755298,5.9067244544917274,-9.22575051739048,61.20399537034633
+7.469549416386904,2.2830975275318943,8.409660343037848,6.598263086340808,4.059584163890115,2.3025612433902154,5.257798201879744,2.60739928733154,-5.244964137323846,8.246361445294859,-187.79593754374065
+2.0789328328790857,2.2600741055937434,3.425985314937985,1.5450400870478265,-7.1700495107233415,7.3165760521606575,-7.747744808046795,0.30034319456513137,5.204592487262847,9.451583137758046,-117.02870667896286
+8.241550202190647,1.3514571617879545,-5.6444994672247635,-2.9316631965801543,-7.417735340018359,-1.7137563614641538,0.5850097487849837,7.793177072030037,-3.246845587693783,-2.361473905966016,54.96799671211729
+8.601972615953422,-9.441751503576896,3.4199444277862634,-1.9611210058275486,-5.2846111608830775,2.3310975596037875,-0.4570110180944109,-1.7942509117157335,0.8852986766162751,-0.6775555667744171,40.437754412485496
+4.853854443360175,-8.588647357662238,-0.9522901485341873,2.2362776288221764,-4.854405247516816,7.866569040903921,-8.520515176982926,4.928898812303437,-5.937124796322748,-0.30748978713829533,64.56715997104618
+-6.148820331349942,-3.260352486675524,8.506673286227288,-8.216998579855137,0.4463803790760501,9.862939694467116,-0.37761059172769507,-7.509244666782453,3.3009421581279175,-9.980691375370569,94.86275659629584
+1.1572081611103124,7.948376930369356,2.9122659893647107,2.1625590450525722,7.621464296173997,-3.2220236413398573,3.8360863640420373,9.504930424146242,-9.965769403706066,-0.9693734863310466,-54.34035506536036
+-9.65900204855657,-0.8876935514618367,9.389555076681786,-7.846095198679713,0.5238262738598065,4.976038895386143,3.0680039268945714,-5.678904141319936,-4.8955797721303345,-1.8105186542245533,72.54742357455038
+-4.533096166677611,7.195739145126543,-2.944518951529289,8.299377793344236,3.7180430305787215,5.892453471273374,-3.8400813043810955,-1.7702885112430011,-8.124126487541396,2.558591806086996,3.0641384153982973
+-2.313768372774936,-8.968172830646166,-4.183303989893316,6.246330513996076,1.9760540516403635,-5.447676197431857,0.3103585706328138,-4.19035398740883,0.6916568781689869,-2.356930637582635,82.97311590016764
+-9.973302979255516,6.997273969910783,-9.922255500314511,7.572361222615534,-5.316339875781646,6.921683139332043,-9.822075113620132,-0.033088540942480815,9.967319228501188,-7.538624636401581,38.474009112933324
+-2.1522689877563583,7.697329226553378,-8.522226906662485,-2.342698851437055,-3.160167525907671,6.616459473460798,-9.172805399199218,-4.154868323396226,7.716385351485857,1.5732691783835118,13.781677680246254
+9.963367622804718,-8.17462636493146,8.165473073998664,7.956097570649863,4.921523225591868,-9.44482219885904,-6.037525610718291,0.9510508426550346,1.5700444503943634,-7.490346903210508,81.35182928497663
+8.084097784638569,-2.8973812215989314,7.1100793649942435,-4.769887694702549,-3.9982725825757015,6.478954073966198,1.5953216578743534,-9.443342015290225,-0.12462403471060979,2.8248637281408473,18.383921938257632
+-5.13065508869019,2.5950462180231004,-9.41861799979571,0.6945336980558259,2.6491554664784367,-1.6190504804921457,-5.869337967606418,-9.077182784055285,-0.40853141070270604,-0.6911921362639339,149.87266914780983
+9.918886912096223,-3.1942210913426505,8.578215045129149,7.3964841005327475,7.226447533286344,-5.1678662163114275,2.9555415804800123,5.960046052267371,9.3259081943565,-4.018091800154502,-172.98504452733894
+-7.417567452294948,-1.1875761423149345,3.70350684400383,1.124359248703115,-1.618281483490518,-8.421733531551341,2.1335262756060946,-5.555399318575529,-8.694645666414589,0.4124563926934055,159.88257718267118
+-6.026854244995022,5.7577096791833915,-3.9671241573257654,0.7226809035727233,1.0312251248040094,4.448778479210906,-7.725460180002608,7.1918544656655925,2.755688043982578,8.986633925815553,-142.92783914654123
+-4.0664933178956435,4.682326623693129,-0.5194458932136103,-6.257534076790254,0.08533455749544228,7.4777288721766855,1.2501842842014699,1.7906821421796648,5.594526739200929,-8.7126374175962,-7.369622314657421
+5.546521853447775,2.7325159210113448,2.304894122994159,-8.904818529557977,-1.6341348095358965,2.1831773680693622,3.7917678517831233,3.9273187319095326,-6.054292788931246,-2.12439930252621,33.551046386595715
+-6.636633951053712,6.471406510066606,9.071459332138424,3.6401160123784604,9.785353299060365,9.371028744080593,-3.7390127507186355,5.563358835615897,-3.0043502276025835,9.120749430935017,-231.6802212149373
+6.1617582030505735,-8.291001587530554,-4.399619898406848,-3.837762697233975,7.251162940606175,9.438484098469608,-6.409580661632486,-4.8474427357572765,2.833143649206573,-5.237800145797209,60.58920610769422
+-1.5874770483800682,7.263634902061787,-0.8340099290841363,7.493295187873999,4.913430692281584,0.12892707764991407,-8.45133930637986,6.575228848627603,-6.496843698932027,7.609047243257329,-73.75116736905026
+6.268137023139808,-0.8538587420735921,-8.78055369900838,-8.764057859556623,-2.6902121155367165,-2.940548020330831,-6.11481243457834,8.854383300310458,0.4393919924992873,-2.9975929432602633,90.22045487104994
+-8.64092300844071,-2.1324762703109923,4.529568511118747,-8.237307668236827,-1.5142907966298202,3.208546409846993,-7.553894036856484,5.247292328846715,-5.911476114571544,-1.8704251638956282,106.69093500107752
+-9.342392198138596,-4.790342786666953,-0.4289786800138429,7.908486166913988,-0.7229681062378446,-6.936372733520009,-8.111324282920592,-9.989160818272197,8.573393366477708,-2.1156106803634334,117.7140050474474
+2.637195500737639,-4.729402014464588,2.9175507920683463,-7.02738197201205,-5.918462557481769,-1.5365135683647901,-4.760150654985756,8.418436072704456,8.78327038177533,8.870554285189538,-132.86446963691373
+1.4835764649330518,-7.925837902108633,1.4962537112333152,8.825226868355351,8.988572126894741,-7.902168325054808,5.606556132728439,-5.500698691984603,-1.5582178585369033,2.0957625787420175,-21.548120280848057
+-8.238308707620831,7.870419468162795,6.957056979224827,2.7038406300425866,-4.074583148506021,6.296117001738358,-3.4278495967408995,-3.3910090167948126,-0.761044535072597,-9.532110157063302,100.4329236821434
+4.310461463272017,0.3180865773381458,-4.343597298164825,-4.261733185674094,7.428896838023757,6.602263745682427,-7.072737976447858,-6.030611551318204,1.0614910771210417,-5.599098865130319,95.25078145518965
+4.383820621990397,3.6675990905942535,-5.6151405424810115,-7.5222402072353685,-1.4399853583630384,-5.7524457063163,5.808158737152698,0.986929335154787,2.3743244283030074,9.292100246301482,-83.57207753296815
+2.7915243450776916,-0.3051330839932809,9.763345520265736,-7.449285428318808,4.4767389710179994,-5.2157254679741305,1.332731636425093,-0.26008596521302163,2.657307199721839,6.5453952075895145,-85.94880198282924
+4.986086289612979,1.2692333610749262,-6.306410049591946,-4.047703808961412,3.5644471688250956,9.47809699352737,0.06092944228801134,-9.621494008618097,7.27872381943667,3.4975880260544834,-68.15990298418981
+-8.507018437454487,-8.46956072200739,-1.7923193788244474,-0.44670727643300934,5.890461320584944,3.3182348280125007,0.3926493863385483,-6.868891449347602,5.281246298390738,-9.952928726518866,91.70532234755314
+-6.0777846866937635,-9.17677828829406,1.0247661667944974,-5.682097003606296,-2.5876026523203977,-1.3712163907712682,8.081892027093263,-9.495257930632434,-2.3256252626341922,-0.7430261744851063,116.2888968831598
+-6.856355927316575,6.18338358565399,-9.778268831759087,-1.8353042252840535,0.5506167271656426,-6.5699246571966,-8.789938350576117,2.292925616520174,1.4486292009676593,-1.3519884188908904,115.74562942691749
+9.469779502020153,-9.83892152399034,-0.6096564455945419,-9.03802903332905,-7.782601303294429,-7.826928983258579,4.491689195218509,7.9614661549470345,-1.6714583871653832,-7.159618339089375,127.92503159465258
+-2.0814116411003902,6.265631430891496,3.332797207698446,1.282017369991748,-7.67788894672311,3.3472100929725257,9.529980122624782,-4.930891200010228,-5.5641637532006545,1.7745850043792077,0.9299392817545308
+-2.4965843329878146,0.4341118663489629,-9.902433247277386,8.522769639216051,-4.421322487465491,-1.2498524026968694,-3.6999297343194515,-5.6073068560215145,1.5830199199419925,2.116684850822159,65.5847038961049
+7.693654091456645,8.491977364850475,8.711297023528372,3.9908541721096435,6.419528343239396,6.814426678763614,-1.8087935986587933,-1.8012540458841109,9.790840598254437,6.179159879281643,-258.5618732739157
+6.761257132970062,-9.399683282494607,-3.1459053164494866,-2.0487051177037263,2.6869851012392476,-1.6497420926282969,-6.936710371406678,-2.670997265705879,6.573503686036664,-9.972249888233875,139.77108418073263
+4.8982420375002445,-1.632957678852207,-1.8711249783601747,0.721479424906144,6.139994950743864,-2.1435133698443742,-7.555053127275104,2.859052278589309,-2.8839440091429602,-9.387149707871938,136.10133811926718
+0.017721261444758607,3.327102338199488,8.977010817487049,9.099606321371443,-7.110482493450931,-6.376114263860058,2.1265422683469226,7.756756750588963,3.053658547480431,-6.7124507456968825,-29.631681722273015
+6.693859746164446,-6.66938789203265,1.4367355372947976,-6.511144948674296,-6.529243570009518,-1.742122986557506,-5.833186157356973,3.806505729104357,-2.312749679823498,-4.039568517950213,145.49737248700794
+-1.7562095811145007,5.366242447640834,-8.258531665818698,-5.604038340993853,-7.825146108630337,-4.98357670821008,7.547196668872758,-6.848075181691766,0.602287126750225,-8.024881706783056,187.9828860861305
+-8.366810743649884,-1.560573023364118,9.156649096648792,-6.288750471318172,9.309008559579812,1.857258105253572,-6.127086339619597,-5.9542069818274745,9.709150640398986,-7.648028015322601,34.9385807950868
+1.8935595046336817,3.5012739485002853,-6.82679706486895,-7.461128410245257,-8.067731349328069,-2.7066277354651658,-3.197868342248227,-9.44284911812905,-5.247187865107923,8.59682040304644,160.9930869988121
+-6.061494357373077,4.057414041064096,-4.848058181392023,6.389420511837254,2.261124108672272,-8.560550251279228,8.706973745413913,-8.242091236990344,-9.056570046991974,-6.652879593001839,184.39834248511667
+9.292403385769594,-5.568644636664595,-6.133702929821747,-6.7464455337141604,3.1898940811805776,2.5402150136543256,-9.683968423876701,2.9160892767558977,-4.964861475830058,3.5326230794332236,73.74013674286155
+8.549098485718822,-1.9918496563217447,-5.437801816347965,8.107593383024646,-2.9152631598973944,1.7517925654026967,0.7724977563001079,6.396659891722831,7.526082734408581,-8.952708373684914,-47.84175277672337
+5.1427800061786,-3.357448361224844,7.61126795493597,-7.610183261178829,0.9616487951383079,-2.7078690625455604,-2.472550973709562,4.934190715839399,-2.7930246601536224,7.584735694265299,-49.50387775320635
+-8.093954830916132,9.429777097888334,-7.826444831016204,-5.871301778932381,7.761534967448656,-4.6169904327865385,-1.5402829598808365,-2.1842368184872374,5.413376846325524,-3.682594087725417,44.865313217165415
+-9.86817821011979,-8.041277300922403,1.9346196604052834,-5.668033127668155,-2.273418095430344,-7.742175793477188,5.073920898272963,-9.025612520946103,-1.2793008198947509,-3.959656592669698,191.83129852179388
+-3.295242560200411,3.9450709538095197,8.036847418292828,-1.3646330328674972,1.6646187787420397,3.1965929070841193,-7.513399384795802,-9.392974676941195,-0.2503027209885711,8.584296629136858,-3.0623756159494717
+3.3166210516916217,0.6581541353176035,0.6036870437270925,9.304335315150887,4.261262805839035,-8.504673503660543,-0.6710559859300536,-7.239461148865001,-7.417333252059162,1.6332106044567674,103.08667104073324
+-5.300965644260696,9.889702881855186,1.6644972937289637,-1.0223612328846121,-9.549263697732457,-2.9430288106603975,1.7971874459549264,0.34061149877871566,-8.63520975924908,-7.050546632021238,186.24036047001889
+3.112980624495618,-3.0851302527226876,-4.1808250910945555,-1.0338666047637046,8.96859441729818,3.0087071266462306,-3.436317590219462,-0.30831440870436433,-8.464035856686646,9.511276518683546,-32.64933704008114
+0.30462438993609675,-4.657613455142984,-4.161647716121266,8.881035424646324,6.231196707242585,1.7356644227389073,5.0182830490019015,2.277118988382225,-2.535006316042945,-0.38828344470172693,-78.74512646432622
+-1.9410288385993102,-7.10238961704452,-1.7375689109378345,6.777505747855144,-8.95468499704445,-6.161121014105109,7.224092112886218,-4.190586488102788,0.7062382261818789,-6.744020922276929,124.51950273693417
+1.89594103654249,-4.523964433142689,3.5558369781863908,-7.083987686553613,0.5798998133179656,0.8801620063429128,-9.377924051609138,0.9325155707002675,5.748441761710669,-1.6075106705879882,41.8075493060959
+-8.294585611553584,2.010472268436976,-9.99326168287549,-6.2620860611128215,8.854643560591391,-8.901736427906615,-2.3741246811483174,4.279178257463969,2.7057746828652873,5.769658619605291,-28.14151516367287
+1.9880446268084895,-8.742694945821476,4.022418011284792,4.767785762466978,5.718530886347446,-9.263811850326203,1.7793705937089666,-7.393168417107685,9.58644024542048,8.977880784973419,-114.91984785875889
+3.048139215676311,-2.3969299904303143,0.6940750860853084,8.010099086204805,-1.332873121858913,7.922738007066432,9.879274374413992,-3.8242288920556855,-5.197816920141484,-6.338728563215168,1.3371255319148876
+8.266026182013997,-6.646637112748987,2.879244447931759,4.323305543120681,4.101708848915077,5.08808834910994,6.7895041831464304,-6.413186281828658,-7.442879557579303,-4.188743528103467,43.44400329115274
+-5.641016715905964,9.412632534544995,-1.9833324877056735,-2.9899525429600238,0.6793320096433364,-5.288409923658486,8.739800657660389,0.8276547068275142,-7.541541474929867,5.8055297161198816,-21.311064960729947
+-9.5658949470171,1.8080617513739528,7.065202349826015,-6.750242849846715,9.664190898457912,-0.08638637785907788,9.75983910587492,-1.1287575254433535,-4.787434957552634,-5.84355430204166,10.04501544593703
+6.342190700601291,-3.7570733536641243,2.7503916481707424,7.314446476209131,7.006229999592688,-3.920188824206088,5.736841503317793,0.7461570997578426,4.426297175851799,-0.6362346327757384,-124.12583269979835
+3.923849806435782,2.8535171612326637,-9.324472353072302,2.653533474349481,-5.178826792151003,-3.003470127687451,2.263987813105599,-9.74017883980804,5.977693049708533,3.048684701438218,33.455424382272206
+-7.247736049210712,2.831493260432665,-6.144100114796669,3.886417633961319,7.619730740727699,1.8528887522395543,5.682921980597908,-3.8473837231740204,-2.996660638879778,-5.170541060216567,28.52915890935093
+7.366367073380047,1.7185839304976547,-6.671490530785329,2.337239756168197,0.6548101564740172,8.321928429058985,-3.867993340977427,7.110757450238205,-7.072489811182998,0.6542828673409495,-22.487410040978293
+-7.923709668485883,6.894736865636335,2.976558949926562,-1.471129109350704,-2.941907782766935,9.70942011039266,-4.321201669353034,2.558377288810414,-1.8801377305238187,2.607045635739347,-48.88473406006387
+-8.308372416272793,4.647693581766539,3.811560900595845,0.33894588095938927,-0.45507072441172136,-2.823498255757604,0.25678589058625967,-4.122170196782935,-2.452222969150195,5.248851660832161,9.941267278696253
+-6.159909958984732,5.122974266676139,4.858633951555536,9.75832450596318,8.902208933596093,-2.0266457526891846,0.06639755812197112,6.760288169549211,4.834634039827299,5.27154686338662,-236.82226701126365
+8.249017932530688,-7.687250258481555,7.004048584121756,9.414267354915344,-8.681893268373857,-7.431268577122962,9.534669189752726,8.235063355596077,2.784868956309803,6.066136177918255,-178.9694290847213
+-4.526532495898508,7.344370325013168,1.1437516437811301,-2.528134780412241,8.671906844410803,0.7675601680006117,6.496168554217143,7.714642905365244,7.847475076698669,7.095988700420217,-297.0137051751451
+-6.922679744483227,6.917797347893746,0.7530203163609572,2.5794758233257675,-6.460461448150978,5.908662688947128,-4.499624511244836,-1.8771357097825048,-8.36936250970577,-1.6933315044679498,119.848136390406
+0.354386301723959,-2.3970944996377685,-2.195032770959262,2.0658074230192858,-4.1180311392635005,1.3662162561272506,3.149109283383078,8.12545534827991,-6.245145918365824,4.990521066113864,-61.39833539863625
+-3.2733566522541624,7.387679049478071,2.8779628861594353,2.0657954891399766,-2.3205725699087387,-5.785997958063762,-5.525633813418187,-0.4150805647899358,1.0841121749408633,4.3636488055425176,9.778782116389158
+-5.285243182621741,-6.91727483137295,-1.2922184175392126,2.275315283756405,-3.6352834651531074,-2.443546395112055,4.587500823300024,8.507740116044683,0.8540217426909513,5.9344575628927405,-116.4027550670246
+-0.15098016797739922,9.785438543739684,0.1547671228695413,-9.27306672133879,2.2590528739412052,-5.431717167502312,-6.300676930005016,9.764838181019005,7.748338719038916,-0.24358952713980697,-59.19496591235736
+-4.456891194883745,7.620464333155825,-6.704379656739821,-0.49409046170347803,7.293495117232465,-2.711901916704178,-1.3228552835995977,5.729197737265659,0.2038207572022066,8.823413526562845,-132.3257843814558
+-5.060501705360365,9.023318373137808,2.320005766819675,-9.03046631368419,-2.658314302279796,-6.300752111678176,-0.0748491376409377,8.986323291571583,-4.013605946024712,-2.517592080104787,59.84240992342292
+-2.8870586483440985,-5.542388330644588,-6.045027037143244,-8.33614430617915,5.036710532723998,0.9480779953409879,7.126119831842733,-3.072600331696731,3.893427288856983,4.016372450339629,-61.48177411652951
+-4.886953496769239,-8.24297915828139,1.200178371498204,-5.208245618539835,-9.683977971565238,1.6663643971334707,-7.920892728244711,8.615536575711758,-7.519916275779519,9.448252757128762,40.832238304418475
+3.204290118645028,6.167150591448676,0.0680852604499993,-1.0234104506910113,9.26384642191816,2.811435214144493,0.38812089673775585,6.356562824443368,5.696592431358159,8.90083684308528,-265.9960032930407
+4.2276799450218405,9.472309589426906,2.66394821293489,7.586895263486404,-2.032626518154288,3.8434998731764014,-7.388863126207381,-2.1626986124972403,0.8139198955364257,-0.11056036788998025,-8.08319251924348
+8.070298692597014,9.999389259949837,-8.050566282920336,9.82553524933775,9.183821005414165,-6.655311276002312,-9.461592086281424,3.386519920153628,-5.381242432619187,-4.501488709452293,87.31558154231934
+-1.120433904229956,2.562031626985921,7.48606352978806,-7.7764075001560595,7.785469485915215,-0.8324509265834035,8.264934879920272,-2.060868835650136,-9.297766778427555,-5.950899082575578,75.53387278019963
+-3.671242983853109,9.012992176047474,-5.492090401117524,5.443191971063419,-3.9605029284557136,-5.172026797651917,-1.7153522399364962,-6.908203704397251,-6.00312214087277,5.783278768711537,99.22954133669383
+-5.327211354422923,-2.5103400850785396,0.7532609081584773,-1.1773233826995044,0.053395008887480166,-7.771924641536218,4.148135554681545,9.894277801117354,6.7332918912265205,3.8437336462647465,-144.78968287021203
+8.07259223024725,-2.2095857582402556,-9.916070443179576,-5.9351903011619545,-0.1452320227222348,4.745989091179994,-8.55482914504665,-9.002872019913264,2.757754322020014,-4.859288573840721,181.03774336432707
+-6.495237198550687,8.65637281944691,-5.8809878763369134,-1.2989025167112667,2.8158303071925195,-4.210091422698712,-8.48774420298021,-5.28103911207319,-9.952654517382163,-9.946571320595554,317.4030601947721
+2.9921576220920776,3.0084476213511824,7.973811150420236,4.148263629639073,-8.871017892584366,-4.152015028281475,1.56848142506276,-5.6306877614257544,-6.526001929249716,8.979893268678225,26.47899049163927
+6.355647675502261,-2.69517328623182,-7.5012932023285295,-6.592640123626312,9.048664595057136,-8.158909684887615,5.771485626387958,-9.574072503159531,-5.8425958622001195,-2.223566302387845,166.52802156509117
+2.042216590346242,-6.9718879890725365,-5.913375897858728,-9.510638737623236,0.28501221292706713,-5.06544789805234,-5.997091058951433,2.9967081645060922,4.244720766576686,-8.291563772512323,163.23353450399523
+6.992216626070045,-9.74511697527809,6.927493901103679,3.889047108184376,-0.9915930388549499,2.2373438059155504,1.6456374215102265,-4.139746307740686,-7.499414822396748,8.80220083362547,-27.567397369494387
+-8.058572758052346,-4.661061193622125,6.6032310896802855,-0.3483777569176061,-4.918951197849117,-4.252661475927959,-6.89998800001657,9.088004413190998,8.641610696883287,4.49010666059322,-94.39252219926439
+-3.6882649260389377,0.052665379866754236,1.792993372177356,-4.422222063122412,-5.609287121579043,-3.8776814942922666,-4.5346599080448,-9.804326026579355,-7.556799392624751,4.671613954225888,202.19718553989887
+-3.061231757482943,-8.456284087172232,-8.533049334471045,-1.0877879740187324,-0.9789461543972644,-3.559921842793521,4.258658161131461,-8.94352529335257,0.1859051813271817,-9.481547833059157,214.42321912379154
+-0.568335224186407,-9.112868101135136,4.2817172401875965,0.6730993260477547,7.915032120161092,-7.532123594074798,-8.734588869261856,-2.7881151385328273,2.156222999584758,-0.12016485817197387,77.84756183238181
+1.320314049004414,-8.471419487708161,-7.670263840173613,-3.0487126007934418,6.108264430310721,4.7702410102023425,-0.41413465933678006,-9.236895370721172,7.143668123387759,-5.942320456755137,67.1746198687352
+2.547686321739817,-2.2321180250877815,7.8888726902653765,-1.3162917145035236,-7.482485220511612,-3.204405702065485,-1.736735760278858,8.44549933957445,-5.892361926947764,6.443661578133222,-23.63320983268994
+-7.59220693032481,-5.148101572959685,-3.626207569021045,-4.193627658192042,3.6502379646510796,-1.8739759128726963,8.327031851830696,-9.196695471717824,-1.2073093466020834,5.209499061777332,16.59826247221985
+-5.339508486572324,-1.0030876165592217,9.60983985654999,0.48474079753717314,5.421919772158659,3.528840920145664,-4.209503250680542,-4.749213055815651,7.178491171967147,-4.227002022525824,-22.24335723808905
+5.642970668600668,-3.2137061801010858,-0.2987665562141939,1.3752454741957765,-8.03882784019255,4.829500180141057,-2.583815354219534,2.576104358674569,-8.953676627716051,-0.007563184158008163,88.62873595367618
+-7.072663865552958,6.373147896898709,-0.5645106111843012,-6.071652579363103,-1.689127753532742,3.8971434810683903,5.214476989552059,9.203186414288451,-4.521175143655148,-0.7771010999819383,-52.34066601738187
+9.483049716151996,-9.971321995786964,8.978241802387632,-0.4039141385167966,-0.057800108847054776,4.838925810723902,-4.812618439636287,-3.92617050811078,-0.22440548937223692,0.9471168378783879,16.90245812463146
+-7.608994375856495,-1.2584299884415917,-9.471313310590148,-4.282051937204534,4.2181533197702965,7.273979650567788,-1.551829433783407,2.206581869254758,9.491990920151354,7.074658534371867,-168.80954201312048
+3.5503238754922584,5.957190049505325,2.214036731515696,-8.051881573615269,-2.3260845203591396,-2.5316678340695042,6.522982647706581,-6.614619529857539,8.744252000016179,0.20519703375808218,-34.262030427041964
+4.985480051896271,-9.24469169918967,1.273285455722224,-2.391679329167906,3.667658272134746,-9.777659416940134,-6.344934408553149,-7.705681791761336,-0.5419812759829346,9.782466689563158,76.56261442749549
+-1.1311987099555898,9.967858430551136,-0.14015039422108577,-3.282191024767198,9.113247474898449,-7.886516508285142,9.336074588300027,-5.515237084032883,-0.480933917146944,-1.1805933678530622,-4.720748913304141
+-8.263724794351784,1.8153121494349733,-8.169535917172173,-3.58267817489615,-7.475387490702616,5.816861288364792,7.6237299327094865,-4.299544309663608,2.7740986386520095,5.479417373011266,-50.034528999557246
+-9.420340315865413,-1.8710580447748892,5.501510875878672,-6.959813092842923,5.48052055933722,3.2716228185545693,-0.040422407016165174,-6.875191301841735,0.9942775375624691,3.2567883189471014,-4.712971447541797
+-4.864919732281114,6.784671241352682,-7.91333843120584,1.7325009094287225,-5.71216482612277,-1.6095746249994303,-0.1690470961750168,2.6307339219344827,-0.037554210056951476,-8.131249697289018,112.21959953831804
+9.99125270841924,2.8090169027575596,2.770748396685365,4.4836242497027134,-9.264198731487564,-4.14143425926599,-3.755580919876509,-5.868268183342784,-3.386750641447096,-6.517591047125954,201.6974701522059
+-5.736505435175127,-7.389730325605168,-9.261141070167424,-1.6103654902210862,-7.99768757262977,4.508032188050024,-6.475223695017991,0.746121334562555,-3.325278247861021,-2.0361065285053703,161.313802855829
+9.408950139212969,6.482430261034073,-3.6817916140549345,-3.031038892413722,2.53601039526274,4.7670997970727775,-7.432327640031248,-5.554406858444569,-4.446693924998797,4.261177131446252,56.90526941228613
+0.29413806623021843,-9.411293223322799,6.368050044422178,5.883537501458909,8.055632841553956,0.7853127291889983,7.272890406014405,-2.6613568600891346,9.782535534638757,0.7104594615629023,-190.8111987609139
+3.72470546524025,8.774701856672078,0.07979708751637116,7.616242560846917,6.687250846710249,-6.805093045361512,3.957787452788648,3.9966600779020456,8.939498843993483,3.1756787771915995,-213.27478919936627
+8.173914152271964,-8.48516682043635,-8.641454635688772,-9.3804625785436,3.181128322156379,-2.122482567362163,5.947296823531303,2.7698638470729375,3.878963821932657,-9.212325920047224,66.21622969260719
+4.884910981609137,5.611730771568421,-7.712251515762436,-5.471516676448218,0.7332708195809423,0.7886914879623808,-0.016913771171904735,2.9264624989627763,3.456276811756114,-8.917759323714984,58.66965769741093
+1.1852990771960736,-6.461979901169741,6.149256412896658,-8.44253138498071,-0.007460676030115465,2.3628632179692177,7.636352558012143,6.763727661558976,-2.37100984777765,-7.8486052368850086,8.991467830637303
+-9.617665204174175,-2.3490093550606472,-7.070074409340434,-4.502721172208089,-6.514335804822837,8.264253280089946,-1.552996857433655,8.20961802736495,8.969770891758206,8.417530233045824,-179.86014802296182
+4.785825353731081,2.415957991622657,7.2563112366497045,-8.901884022243511,-6.645927771555531,6.989257559620301,4.247490772074274,0.4080584956983002,6.334344587192318,2.555663364690355,-116.15796837344587
+-5.402759125657079,3.644297163712731,-9.598788345994949,-4.037177415623978,-1.3155513526979568,-9.00067407904411,-5.82783448518817,-5.835352633950004,-3.996599260680802,0.8826106804011036,221.87935178857126
+2.1555757942731835,1.7968316342183233,-2.4169022175526034,-4.32416235059879,-0.01598594404513154,7.559230948368798,4.243042615680035,5.201491998453765,0.19191622502665817,-3.775895551837982,-58.2227664150178
+6.214253320781047,2.62353524807593,3.100892750580786,0.37303980772712464,-6.63985210796437,-3.9359803459532783,-1.3633147395971412,-5.189737801763668,6.600008991185575,-2.494039126345866,55.346157639153745
+-9.062175248549451,6.903403759694138,-4.974152857835151,-4.181339915625921,-7.428447250336852,-7.017594273413872,1.7314816506908426,0.11694285839508822,2.535823027730233,8.425981525385675,-10.189274769785294
+5.731217075511237,3.0880718354284387,-7.558552862498271,-0.5235105792175632,1.6532001696138932,0.4284421895680701,3.806187254749853,-4.260917463442495,-9.296320629094861,-5.025972286136151,146.8820136464906
+7.059497924484166,-5.1234776740483,2.107474798017146,0.6455892775162497,5.366224629719731,6.5821044741792,4.3452741985699035,4.935088101176291,6.295644508645337,4.554628979150275,-240.69066227156318
+8.10329856228166,-0.6084899063434546,-4.441853208226652,4.749485765487473,-5.128723788641869,7.111192821910757,8.392218230521099,3.4054656551006546,-9.21205684214545,0.8883770106534183,-38.42091689368047
+-0.38896423649118494,0.7673718754112868,-6.059782259792701,7.463716006829237,-8.585834223385234,-4.435907259840075,1.1049640600168864,-9.424698585273886,-9.256924663132565,-3.3456371456127543,244.38865186443337
+6.86182930362939,8.30594650955706,-9.05766465982714,7.92547616266863,3.286309234596536,-6.590434851915036,7.882674368777485,-1.887954784342758,9.877554473687372,1.8045419591038558,-147.80695725486652
+4.922215899423145,6.308539546052689,2.9123238102779836,-4.549035179535467,-1.3013027120080145,-8.608655178799971,-0.5854229313058279,4.403014071231133,7.314517407832377,-4.612346151213391,2.5701539730129204
+4.126822838595832,-1.0943495010806914,-5.193584274083443,5.3670689390012765,-6.805296237017632,9.570903715372957,1.2806709206905764,0.5130233154938924,2.918123742921861,7.0105847747266425,-137.00116097840035
+-2.4332255295176553,2.449262153592433,-5.5673656116603665,5.8147432595797905,-1.5875913158375776,-9.407241037383834,-3.1010100074455504,9.375530422910296,0.8344130890610768,6.238798616282086,-63.82390366701705
+-6.7024318737694895,7.4587059810918,6.031644551291546,8.91699024931288,0.5407897791801108,-6.933302547933062,-0.08500251503536616,-5.326287093524296,-2.812089518468983,9.02255476313371,-40.498138291207134
+8.183539537661112,8.74239850627581,1.348120624203779,4.544050403072846,8.94944379691056,1.5444342196192418,5.882869316316572,-3.8235320289155106,5.427252289000462,1.4160085341195683,-170.99416514538723
+2.135386730116091,5.521226735676468,2.68137684734574,2.990416724430869,-2.1640111298775477,5.850085157934766,2.613677284973601,-7.766260106607998,0.3250622391071101,1.8757608456818908,-31.50253505443208
+9.324897972783855,-8.090502296879897,7.695944408914556,-5.464272134577605,5.557681618961481,3.48712478308822,6.757242069158787,9.782888462876675,-5.72936378393933,-3.740841927809795,-75.9505130033175
+-0.1543422413008244,7.404811322647216,7.519402903048542,-5.308002466556438,4.94058686311665,-4.151508797527635,-9.241356387675557,8.291987361940718,7.054502445481838,9.226491647697372,-169.3397025463514
+5.207022867719074,-9.48495427867033,1.8073221531462114,0.9378236302309939,4.662918255696735,0.6948856542868209,-1.4005852429331456,6.431534862814614,6.244685651327668,-7.690792961914461,-40.04313532193761
+8.991282538158849,-4.012336268007839,-6.276296812221462,-7.004242386634485,-1.0408665752555568,-0.09084885113258112,2.5275826683180913,-7.150322108793539,-6.590801858822113,3.877598633167465,115.89253496473462
+-4.308466536792423,-8.479739974025017,4.3170799619836036,1.8343018061028427,-2.658944694836578,-4.775042054327439,5.5450019244811095,1.2162323842854006,6.881983697768213,-4.413726741732922,-19.67750713143303
+5.892588067386278,-8.022580090032179,-7.95562923393539,4.933179007334633,2.811082893871959,-9.760030174120418,2.318623311963668,-7.194993965232279,0.8738410063819191,-7.186398068654771,166.98921182493567
+-0.3672261382150066,7.454163011102475,4.340695549472537,-3.7350416880064907,-9.352929780538162,-9.131995340639422,-5.652642065176998,-9.335184123550448,9.269120108556109,0.2638009695274346,120.46171561899308
+2.482969115757996,-6.108080521508827,-3.725903187004347,-1.6029313604380468,2.676482654228498,5.422531188879411,-6.451802873358075,2.9658217136844844,-0.22551103625147562,-6.494623342814803,73.34228245122532
+-5.350776602336036,-4.285732722544042,0.22152304761590136,2.051561976690275,-4.177818191678919,-6.435712655741048,-5.72392463512365,8.801018475093656,3.732630689934837,-5.328899781760768,57.41655665552687
+-5.3916130870314465,-3.7329512640836127,-9.981347009556371,6.470943096395447,-9.774517841687127,9.016549473190125,8.60571331397554,0.1802591898047501,2.1638499309550863,2.4064157548095877,-89.87868982696189
+-0.01564075891593797,8.265199875002065,-0.7656915804925402,-9.300561772412832,-4.845989917400155,-1.4599766161649153,1.3812739845488853,7.4467069191559965,-5.467504815305746,3.6756612899559182,2.9937872094354834
+6.819934351015755,7.495166905194086,8.8604867392174,7.256464461885843,-5.609529940412257,-0.7944696688103203,-5.362335318990219,8.766441951515239,2.9709302102529533,-2.2511466179921413,-78.26216699679506
+-6.432299863157418,8.10357912451635,-1.6663316400680994,1.6565198015144,9.377819379697055,9.622988590469364,-2.6054133044461514,2.4931684216816397,1.267480177892375,6.011179081574811,-186.79948343521528
+7.000375482924355,0.5591585665522181,-3.310162893947468,-1.6003169284609453,-4.881493961307779,-0.5557809615425668,2.0351557982756585,7.301600809610691,9.969826549081791,6.446592493932726,-187.38293904049087
+5.686554732081321,0.47790495313474235,-1.837953638946963,-4.784990536128677,-2.2186795247018343,-5.226176888962701,3.5314919044841964,8.703633221959372,7.899458594698546,1.8582481295859044,-119.59974215474926
+9.64182021473687,-3.987129790038797,8.064189990545579,6.392163385405903,4.256213847943872,-3.5894179423494443,1.898293961283628,5.0050805767583935,8.422197078791175,-7.117784011512676,-105.39696199328873
+-9.473745524757051,4.922864404004588,-2.8382488837575037,4.4624202551426535,-0.5820204094252124,2.6330282530751625,-0.5223679190512409,-3.4630914644829236,-7.0279814506769505,3.3794572455574823,42.61115554267355
+-5.425454172387072,-8.836211968072679,-4.764526275294836,1.834814073889981,-1.7783599644903814,-9.783532399336561,5.615142137631304,-2.058104360852826,-8.275176650010005,1.417601680123517,139.0844489135157
+-3.5068625295141276,-3.2668633472150344,8.304630059784778,-7.294380292091443,8.876986567368983,-6.678490194344944,4.787645915535752,6.20304279347941,-0.6764255131140118,-4.701132792538518,-16.70202199020582
+-3.9492945319978268,-6.925136549976269,-3.2536289175690136,3.3043744442553336,-7.1768858614131865,-8.396252948333984,-8.059902193257,5.193644427390797,-8.21414785011303,5.833193228527815,135.54456924590826
+1.843089290366966,-4.709495816267218,7.73584147819385,-5.431833530478814,-5.716480879995959,9.173773553415053,-8.515741126087624,-8.84857568486948,1.4871303016233917,2.5290975165729046,74.88303280975
+-6.378221093838398,8.126860411484333,-4.9491179967464305,-6.628082493219165,4.500895815838588,3.1098178306810187,-0.3728236508362248,-5.795498354626353,-6.455484832798382,-5.626467691666557,155.83279085518237
+8.174520139416527,-7.132448524882444,0.030047694475614506,-7.977858951339838,8.331422275572473,9.981944098949235,-8.568471624096968,1.0785476117911186,3.392220403958821,9.71303249759605,-136.55423343712866
+5.516184217906098,0.6103443762415672,-8.485998364183525,0.09152196997096462,-1.9810222146951761,-8.543362454658915,8.662898392846463,3.61064048949719,-2.3549460544915313,0.7629951453886075,6.6244480333582905
+6.255297614488073,-0.37880429245658265,8.004551121695568,-8.674650773267462,0.5860758400655453,2.380859758658387,-0.17256401899697238,-0.17127137891871147,5.492004809828133,-8.824683106443159,32.87819051026683
+-4.069580815049161,0.9785856083440025,5.008215708259813,4.8990683634711,-1.6011497443614786,-3.021751428804249,0.733618690024358,5.851372753337259,-4.847354341140497,-9.012572031960392,78.90720466349241
+9.43763800955923,-1.6485362188418873,-7.697314091556244,-2.4431445758276515,-0.8353164224001719,-8.003150961421728,-4.648231591474272,-7.1443345493715915,-7.524341807003523,8.434109216020833,154.83274295033306
+-8.672859584615631,-2.631291986220805,-6.087498812992229,5.976506655555345,5.0097455111709,3.6765446013782244,7.669059871100002,4.779308236699736,9.879208735167706,1.524002059169527,-231.10818373983614
+-2.479215161261774,-8.946011661170107,-0.6792787477264217,-6.24476087218256,-4.479507483161158,-4.317110090489327,-0.5354862273684979,-6.761557408559895,-7.772370507690251,-4.921171037991061,275.35590247321903
+-3.2027024550508054,7.795094525998514,-8.019686082225322,-7.104718788760158,7.326208213772436,-2.9921293620738965,-9.46970553683659,7.779620723489062,2.6560396613689674,5.717239532959271,-52.089217017002184
+4.822527597607618,8.89106045756887,-5.183824615796587,5.291565934336527,3.2851270716706837,8.835960514498725,-7.9857441306413985,2.702956679485351,3.7521089673830788,7.213939053790135,-166.15464622355395
+-9.05370857616041,-5.9137030098133465,-4.598000516816601,-7.6874965862098925,7.200989346803997,-9.522077238517141,3.3389658636565867,3.793448370346175,2.3487971286424414,-6.378152026105206,77.99833014322203
+9.328133122446616,8.589786680006045,4.728946136693217,6.8498331957283405,-3.644359052830941,3.141095489576071,-4.552248768754179,7.090563975934224,-1.9388251400211298,4.494143039912499,-117.02013548919884
+-4.0953984315234155,-6.427441842460244,-1.670812433268094,3.748388668164657,-2.0288978546632186,-8.275171286200349,5.747196552224252,8.645034537182461,-6.1037309560017565,7.364748898972211,-57.73473375571346
+-8.770792575051779,-7.350347805888435,3.482435443303733,-3.1211340609903804,-5.515388237233145,8.360872955388658,4.402292656865072,-5.809881461564248,-3.2922335684976667,-3.7276956992676014,88.91205919777053
+-6.084841632596937,-2.1682113735477015,5.586824117381735,-4.94570115763876,-0.5732779555768941,1.7943348598058817,0.547773374524998,-1.6602434768235463,-3.0155401775523094,-8.260823143993075,127.83234480955956
+-2.962320767501363,4.319455496826439,8.945032748774649,0.369745463587019,-1.809547402247158,2.3364836515059606,6.716752821753051,-0.22794008721522374,9.242339270288785,-8.968207303901135,-75.55847576257314
+1.5797903664843593,3.475160481578241,4.179787633055452,-7.268105936940432,9.473793090073928,-2.5892202441608703,7.868517799719939,-6.7437930574333205,-4.58041007447976,7.4347453429456785,-54.48057377039792
+-7.230889069889452,0.759759842108676,9.936131418102992,-9.47170276871704,2.0541825631352473,0.544234405627102,3.028754436839154,4.789064443188547,8.497714207668972,-1.0534320910368988,-122.16343608587538
+4.550633162963454,-3.4714599079624153,6.297876844907238,-9.627268208313382,-2.4382645898846445,2.4644765203773633,-1.639932710355596,-0.7631365086691755,7.861285891831178,8.958094089326742,-120.55270660219261
+-4.355835342637231,0.3234664787692365,-0.6259160391368823,8.534230708149199,9.749479750773666,-1.1197596113232544,-1.9962700143157353,-9.238568368250323,5.373867043505321,5.809232435439517,-86.16525174017325
+-3.749055681096123,0.2615249727364155,2.5870620373703246,2.527649061303461,-0.5199460261150834,-8.392537311613161,-8.541445188823698,-3.191332005166647,-1.661831359207877,8.076940966502983,61.27854451743412
+-0.9088998054085518,-2.8404825281086366,4.699504486044641,2.5820101902629045,0.29190954869791064,-9.010891625384774,-8.41789988900441,-1.4586500946828318,-5.497519543671205,9.380062598025493,63.94488500299201
+-5.042552199004698,4.752860638033292,6.2472675434289515,3.695531510963197,-4.392986443382982,3.4685553749008324,1.3577586559790178,-7.958199115061328,-9.904549087440412,5.8989484010009114,51.52971933035166
+1.5045289383689098,7.649138198640076,9.659834693867362,-2.5814379562817935,-4.565061518914515,-3.775146923499162,-1.2256587396656937,-9.865719151317872,-0.41262670783941413,-7.498870316490212,179.77933258863135
+-1.79073355905645,1.0859411594201251,-4.254053937582465,3.1027788292330527,-3.1021293045722187,-4.03416388560461,6.364132054815719,-7.687142664479138,6.732324846781587,-4.873893496028945,48.015576419276066
+-8.415195351846268,4.59774271458945,9.499433239168697,-2.2721568827646044,1.8143697492889799,7.90727571161116,6.608591474073117,7.761139918041189,5.129969857834427,1.9657016290234552,-247.2492422661143
+3.9647611410796046,0.09323730839740252,-2.0745773173371007,-1.179579516458773,0.5381298937673962,7.859620631432231,-0.7403692681574525,-8.905384613775272,4.955965824234783,-1.9249989388056576,11.081307207090378
+-8.230358803649585,-9.06603282871383,2.66258689733176,5.902562385517656,-4.341608517981584,-4.245521721978833,-8.874364298678518,3.4866470025281027,-7.594215080298039,7.372805486480784,73.95342868184557
+-2.494653401567457,-2.888201134918953,3.1501263521483547,5.078938382806877,-8.138341426989,-8.635828425266716,-5.997165480929764,-4.829767135327783,3.7476980937299276,-7.048905328486379,191.81213466942108
+-8.167939140730503,-7.556476451899781,6.496959829268825,3.975535086841262,-7.7615858128117114,-3.589492187999652,0.4785504921521877,1.4097540577253231,-1.4192187961432046,-4.860509990423212,98.94201406156441
+-0.626135184130785,-9.648653429680902,3.4849010672506497,5.330720548452373,2.8678237769711146,-3.626437795024884,7.692259246770218,-4.107603080282384,-5.345389605199669,9.421417874691398,-67.83560519880503
+-6.7599172004378865,-6.588928307140048,0.18812394692535372,5.032342644163119,7.785310090774242,-0.23438568277999616,-9.388505799893835,-7.558538032343622,-6.3332597960469545,-7.274248403137427,221.79324948558326
+8.765409533635346,9.144415286924339,1.5503059266917463,-3.776067629842481,-1.6696278264672437,-4.919111440622348,-4.160463443584705,-5.799838208862871,-4.285275258550367,-7.302131957150097,211.83698926527126
+-6.890269148024819,7.942966532365281,-2.5486105069213405,5.376662002465363,-1.748122591419199,-3.311096471747088,-1.5357040531129806,4.734723755442873,0.4804652569782153,9.964682132823947,-120.95524031049524
+6.567605445808471,-3.674612103004,5.797631799148926,6.238164834012463,-4.723103382120812,6.596760157765711,7.045163185918637,-3.1156733595093966,5.506296437983016,-4.217915357332467,-86.51377237761818
+1.152563525408239,-4.237240488033764,1.7475845768120002,-6.430877578594232,-0.9804333136427923,4.263181762830208,-9.810825089814612,0.8880943177172007,-0.04828889977591233,9.760927207254277,-24.030377848290442
+0.9268682042621501,-3.219706610336641,-2.8236352776200113,-4.191098412163439,4.861440229290701,-1.2429167434242716,-3.7733488680929006,2.577798157816753,-4.258203864142964,-1.2042781305683414,73.62689578840252
+7.656869764013403,2.945764847287262,8.878702127841711,-8.223123390830189,-0.2608326196262567,-5.801151737787071,-0.4463828358821509,-9.784931046179846,-1.7031267710305231,-4.749906014020366,177.53490390966434
+-4.818600877735449,8.5520302546131,6.010224252846765,-0.7553601284811684,-6.27574809834337,5.165323137704658,-3.312498169683582,-2.7887353344694388,1.6860193196944717,-7.36926652904984,80.64595986760088
+2.8791316196981587,5.11318103468315,2.436112906556398,-2.154935491515144,-6.7797728944252285,-9.583672827913057,0.4232644148139597,-6.158710698417977,0.9598827991489833,3.45138976383907,86.323380052688
+-2.807210884759286,-0.3460225908197945,-7.3637582489501945,6.896763261748163,-0.45081338163077245,-2.568259961101671,-0.9390654114423036,-1.1601489778312324,-1.5688416663981397,2.25968124190816,25.565998955104064
+2.606978035124843,-4.892494315371499,6.858631926093466,-5.223016443987641,-7.891836500370979,-8.595726085115633,6.42281450151319,3.2533447073302324,-3.875713044513367,-4.204571732874356,107.65596367030518
+6.090957354004491,-8.79710653703098,-3.2254274824865847,-2.7405800217632192,-4.17923452080956,-0.13901866229908633,5.970314802028525,-6.849948876372503,-0.7111063417095886,-8.391857137568735,160.0439909024016
+-0.5076846510355915,4.2828253961771505,9.379314652122044,9.826028545606727,7.669424194673516,-5.257026315437172,-6.621710244225967,-5.527440213226837,4.409984278845879,-0.07445762422957358,-25.87536256773134
+3.323288952011585,8.804012205017376,6.5556540757905175,-3.50526122186517,1.7224747237512128,9.096403446539934,-1.4757520286920545,2.84894231039142,3.3793713567183215,9.113369671978905,-220.13442155137326
+6.834011476519002,6.955462118135529,6.501328938756803,9.245205378931473,3.6732591209898247,-3.5474648606925085,5.157464645487013,-5.573542477578024,3.8160818366451776,9.685628250663754,-193.0265555543083
+-4.684993551780028,0.5994048375633265,-1.1516950328525333,-2.91857777612065,1.9282615287719973,-6.141622470590569,-4.157336049746714,-1.5309895705657195,3.767994548363356,9.054767050335723,-34.37383393037243
+-7.577383143474872,-0.06806730585777965,0.0019125674307263196,5.445036659912422,3.0603431636455647,4.275717961758259,8.423280913860259,-6.931213196572443,9.912208630991124,1.95474511772473,-163.2766010868365
+5.658769826020309,5.9244898461128015,2.4693854481166255,-3.5413237923380847,6.744554861136272,-5.586014945807307,8.349282630036985,0.9023243648621126,-6.604138292809763,-4.123417831053706,27.565889501585783
+-7.454911324094127,1.2754384606099545,1.522885523615598,7.036245391512123,9.34469851727564,9.390047638369232,-3.909895833092454,-3.023241053790715,4.511829342795684,4.79886188509012,-164.17611370574375
+-8.532649634361572,-5.7262324531040765,7.256810927354862,0.4311505267211757,-8.461021816562479,9.499479738797215,-3.5523154400355383,-9.424828233833475,-3.1268371521823,1.1400372793252167,102.86021401950404
+5.83584978240191,5.074842152515733,-0.9661489296201609,6.7274115853062515,-4.501540861034117,5.590271391128985,9.791651555580415,-7.62413959763435,-5.671629644345364,-9.852786382112555,95.08023903793278
+-9.58379308366107,0.6196997633426693,-4.823116363587303,-7.5845339904842906,-4.332271187707255,9.764286684204496,8.067711173430975,6.968291219577738,9.182966351402865,-4.196977465894309,-133.70352836450047
+9.955620239363615,0.12204969127942666,6.480349774995846,-5.960651988195358,5.381604352861931,-1.2051763981517327,-4.63502156933377,0.33850761083973113,-7.040486594165582,-7.699850225231022,148.55426419270805
+-6.170329054205395,1.0217553188079265,-4.830514280416338,2.5496087351446994,9.20416371039148,-0.3510875345238129,8.83703841313074,9.04509775576281,4.606955730132601,-8.590639958556023,-121.42311473026797
+5.5548380770926435,-4.376651534970872,2.143468718156374,-6.491170649144804,-9.191027285116181,2.178584145507505,8.003933106744505,0.10882481472835437,5.256942136636038,7.666064131662074,-121.57967869160238
+0.7777511811991311,7.041398976618687,6.237890838475499,0.17863761011603918,-0.4066938728264491,-0.15281901998325687,-9.995031088642211,-5.932287899884081,-1.763037287774618,3.417497777692451,70.65425345282239
+9.89530962798745,-1.7506807840669025,2.0795498490655984,-6.803642772859899,5.1819652133601295,-6.806461321868622,7.992331477317968,8.523886206991751,-5.042852014079924,-6.263191777860772,17.209120318548948
+9.873444817133969,-0.19753558271445204,1.016516249561179,2.131422449626561,3.3001548524070023,-1.7924434364159159,6.976011161164466,-4.788882303561659,-5.150451988927591,0.5751215998552461,6.408280308245042
+6.563441525064895,-2.2369928201765688,-0.8775456686452521,-1.265680177967583,-2.384067840577193,8.090235948577853,2.0136388588801024,2.446013449514861,-8.057586545665139,9.588230147761426,-84.95981842873762
+-3.3877414077901657,-4.778721121316636,-5.012769044384571,-9.35744402396691,-8.49072877818556,9.936300563786107,-5.927703373168449,-4.3424012802816385,5.555418779509309,-4.955541940799324,127.3709041456657
+-7.866936642671405,-4.707847984098743,6.554115751880023,6.211122944200007,6.570189740988537,5.95822270735388,3.9284823217120257,4.806373560309605,-2.7161881299508273,-2.0207735872420596,-113.97008293967143
+-7.1775865230292535,-7.734782431146017,7.159332149946513,7.172186730198962,7.9013266592606985,-0.07090802971454035,-9.057375473883555,8.16876122111411,-6.2578040209316965,-9.884199055759078,88.91313260540636
+1.81617657152356,-6.213446917152014,-8.13813063565551,2.359215222201956,-5.323478049061201,5.595001861367805,7.741079228069401,3.679807756208644,1.3415971405939486,2.3259502887092665,-96.91943061472472
+-7.964762976316269,-6.348188665813428,-8.86232835601043,1.4721156575001104,-9.63759343816464,6.229348748754962,-1.6745913767534537,-9.291887265207887,-3.1761777648336276,-7.501118851178528,244.92685230535864
+-2.568432976142354,-1.0182207601130955,3.758696151934242,5.3403512036056044,-7.609323621656438,-0.08754973097485408,-5.1734074582154355,-0.8216417928225095,8.546907504020263,-3.167071105995789,11.992224993765397
+-0.3677773967029685,-2.5562031609858615,7.245038020630938,9.917317050915099,-7.680935155232927,-6.8295027208188515,6.573972145369236,-6.719869336041122,-2.5913913924908805,-5.723556292752148,115.4521450458878
+-6.296846308018907,-4.939724029412693,9.893124993311586,4.797569999148625,6.86325521403152,6.994006985184158,-7.875766379685738,6.394026893884314,7.554950762186907,-2.7420450228559057,-141.68279842630395
+-6.551514322572882,4.010130112070049,-2.3013461581351047,-8.604734892600947,-9.24616367353861,0.192155441162003,-6.784392932046394,-1.2216113481806468,0.162766756531465,7.873418751198107,65.34135357545628
+-0.017130647314245184,4.521982817475976,-5.516062560024581,3.2820362125092206,1.7573304982066928,6.485499646608625,9.465222846693033,-2.4574162532046584,-5.5859445445426665,-3.8778343689285832,-7.326786134353132
+6.384636413903508,-5.946766575381892,1.7775110881737755,-9.060883482524991,5.108729231655465,-3.898887559175075,8.58796826425766,-4.875167625323753,-4.690984995272354,9.800448344362794,-39.558661288865764
+3.2243914438065113,-9.717179301673596,4.579047273708685,4.475572198416984,-0.0718172509846493,3.528236944218137,-2.8964003533467353,-8.037749075394888,-7.476931156676487,3.5427348285612004,83.74175889604284
+-6.017527463317864,-3.271727758085212,3.908747301837079,3.154620299628681,-1.811468710462163,-8.669251013028346,-1.5377041026204208,-0.16095366055140836,3.7062508736374866,-6.109626293157879,92.18760650017543
+2.0458039496528824,1.6638894679202543,3.631888070656042,-6.763912844580999,7.457005622968776,6.737799247889318,-8.557108411255065,1.5579290001726487,-7.418011117204846,6.714329244319098,-16.888602739202657
+6.645445598607469,8.562455175970529,-1.8923990103361876,9.721839420843901,4.99553690899456,-9.191779259860862,-5.810587205062141,2.0099033183294868,6.099240855307125,-1.6488761823677023,-37.38581255082063
+3.709917135662699,3.9642730413060967,-7.819313144842324,-7.746558057135995,8.64354576322241,-2.409088622166624,-9.416177345095074,0.7579862765685785,-6.499018692728688,-8.52194662085147,221.39808828669476
+6.975913190621233,-0.958641089029495,-2.9710343918407545,-9.663736655393034,9.507977310320587,4.024196533761739,0.19551639284790978,-8.755929195372893,2.1555137437856575,-4.7050799888719474,69.83832965444454
+7.8465288248501475,7.044683029448904,-0.255230467803651,5.915685738922574,-6.455099703863009,5.067114260881249,-5.3128039063054855,2.8646381137270294,6.715058864389036,5.675606569775313,-142.02713162543174
+-7.219312392785325,0.5615114511709729,-1.8932022662052272,-8.87991284301859,8.13862236164999,-9.786655439318519,6.388712421165616,1.4624186577002463,1.6127596696855862,-9.16006308272194,89.33441261475309
+2.9908565498286865,6.514950355431517,-5.802054009536189,-2.144234298039902,6.834327800358069,0.20151207046385178,-5.8625017246288795,5.222735210128551,2.8782326057452945,1.8833393972163792,-66.86482885215679
+-6.039349695346674,-1.0450684429783341,7.1479459532925365,-9.068797314741934,-1.1031423623258663,-2.966685989077209,-4.211054858346081,-9.248984722230976,1.0936445463230893,8.333054362079116,59.87761917862519
+-8.53856012555196,7.768357883947694,6.721641594450933,-2.431340434488314,-7.919099660990492,-8.334663585987126,-4.0709032775525404,-4.50661689704911,9.624197675113509,7.48626180579117,-20.997583279852517
+-3.5891780449219346,-4.644732623920767,0.9487334662971092,2.061784854664841,-0.3604008516425261,1.4114952867889374,-9.63085338209683,-1.7588634519205382,-0.5912522116778685,-5.950268063115953,144.4278783446695
+-2.3629290698017824,8.125970658291404,2.017694123373228,-5.877044882253726,2.627399062029765,-7.671275890525897,-4.667686432530234,1.3663888837007376,3.812317502289939,-5.264763354198472,79.94114551759903
+7.2768779729198325,-4.350506919186234,-2.368461592448574,-6.977092092784143,2.8316302398469495,1.260997194781448,5.252755372657536,-4.291537630787512,-1.089323473157724,-7.70339814062694,101.95466386030158
+0.5637094800019149,-5.278010265335373,-9.251461940500125,-3.0002304995512086,-1.1061962426354088,4.818739589446956,4.995769290958824,3.2069174374240084,-7.0208836265251096,-3.001026899706456,61.81953980674304
+4.76314347822383,-1.3353691376663868,9.868912232504417,3.922967892981073,-6.589768068067139,-5.400666530597165,7.9091376052415985,2.2427258815913054,-7.80974549152986,-7.573531493122649,94.29430694553986
+2.843301180120714,-6.4930850419605175,4.934879354720973,-8.733412574921587,-7.909928504106003,-2.7306409402667886,-0.7158644748976561,5.823325337985965,-7.053918155969878,-2.8382963497332225,140.44937273693134
+7.437465732443462,7.30809639344062,-0.9878359868069797,7.673721363935728,-0.05262164579418416,-3.089804573974846,-3.1102518536743284,5.660085006910682,-0.40922309143102575,-9.098594938524666,43.85635030008749
+-6.099094335554565,-2.640184607237299,3.7353476551280007,-4.569065625453499,8.11009952842629,0.21230551512134266,-7.531262859566425,-8.985988173401786,5.08171027682639,8.55849693188759,-26.765329413055007
+-8.157673837946577,3.668598211481091,1.549474276899252,6.446619090110303,-2.0282377535273777,-7.09860028098557,2.5575217967424857,1.3109754410377605,-9.642900934885326,-6.145233849675671,146.0645773826412
+-7.747465392934371,-9.904166808178909,8.615921736979049,7.423075386701072,-1.5471414373631465,8.018475612300524,9.264118974431295,-3.7186604086888186,6.397455079968559,-8.115840031496543,-76.34302415550782
+0.5193184653864091,-1.6057199390324328,2.232930904966264,-7.258216297353453,-6.29854199270913,8.81034446478436,-0.1947344341274282,-0.3702139308556962,5.8204776126545665,8.949033598618247,-131.22753166087858
+-6.189823629603001,4.857161868776934,-7.8414602211884565,5.035607682881553,-3.109468456586484,8.726206983999937,9.772513534957746,-6.11625802422955,3.608131564662269,-0.02715587405530906,-85.87718246647952
+-9.386431056891286,6.056566602377876,-2.7268533338617096,-2.1757469649248318,2.4954989641440872,9.671128678604681,-1.0936703396024927,4.753921522251272,-0.7938409803388091,6.315504077709386,-139.63700131361637
+-8.75016693553574,0.2565671441154671,3.7288219592122362,5.079998148967755,0.642677812332404,-0.45795205123508653,2.24849795868004,4.063838617891166,-3.7289004964850148,4.573368276481062,-80.77840528039984
+8.905738606563812,4.197554351131158,-6.022618799821908,5.5734884942478,-7.318830582073048,-8.187623981993928,-7.5791661813769,-1.5689880424321734,-0.0782311154935611,-0.7022279779556673,141.27653482342487
+1.745079816375077,2.4754154461064326,-5.784905796514246,-4.654528418931578,1.8812857126158455,-0.8739649220620649,5.756651372774693,-8.073774633114768,-9.099893277568063,4.098159928893718,94.0271796152133
+9.474760442171188,-7.307883025620356,3.99263868078779,4.240316331571066,-3.3119950057272285,-2.0320329866774145,-3.2119630686752743,6.1019077303504465,-6.919194903427557,-5.239354636547664,96.5214172782853
+-9.653316147718341,-4.70524023251075,3.405548382580148,7.053501065456748,-2.2025789159344433,7.927475377590254,-4.52262270417827,-8.777246640744895,-9.48135713481443,-1.7487674093965033,151.8577540376431
+-8.970007752014219,-1.3540154017497552,-7.497885281184549,-1.3522312600233755,-5.717775637638487,-7.286928902612788,5.350616172547955,-0.3073063339990423,2.159518455419387,-0.7035303547207294,68.12488908311866
+-0.0031745354625356548,9.520675259153819,1.3792280846273375,-6.775441035864443,3.3116479719355296,-9.047160208980227,-2.3108781423833102,0.16783924397521188,-7.644867591940898,-3.7225120582571614,166.24488319964928
+7.724837823484901,4.9728590041161524,-7.810062239296178,-9.97738922201451,4.100211725873651,1.278910855323383,-4.3582344264356525,0.17340565176481526,2.276290495497546,1.0611756402687522,18.556364817527694
+-6.327385218994614,-7.960596521471743,7.8773750758568095,8.4346906145534,9.117239546518281,8.582438401466074,-6.079846628844681,-4.3802425865364825,-8.779877976413136,-3.395960578146846,61.62438812164413
+-1.9644974886097133,-7.564379435682811,-6.658387797248522,4.760517738075729,-2.716955402944805,3.492450593173486,0.4540183989014501,2.7529337506487694,9.616598222355293,2.2053824611684525,-119.70671339975758
+3.5846549146136497,4.542568681675174,4.063570226987363,-8.209300789679727,0.8836668696155203,3.5216254222303567,-3.2696325086082267,-7.201270033079881,2.4487889635550975,-1.6651812285262646,61.27097891564537
+-5.228228208937143,-5.480239442235635,-3.4733889823595088,3.5173593047702423,5.225054485612128,-8.345013267657535,-3.9473994399117696,2.612823160361728,6.057953132087355,7.570776748895209,-83.92816464168908
+-3.748201422582198,-2.800381942713186,-8.518485731959153,-1.3971539837950275,6.621315357540967,-3.5198729570300746,7.089185375180809,8.002933749929888,4.665559101834025,-5.836782383271557,-64.88717222350485
+2.537240292625511,-0.3771821420563848,-2.8686102912662848,-7.038585697661837,5.486576811933556,-3.616869251097856,-6.563281859062721,-2.0677533717382435,-6.7038910953611826,-0.9448205769080253,164.71012657872413
+0.48561248774587673,-8.472147184812124,-0.7270854962947881,1.3914570127185444,-8.873387738472946,-7.239639681908637,-6.220892038885026,7.054250620806437,-2.0471093554684794,-7.961902504850704,189.02111897067292
+-4.847950042400573,1.7324044864995858,-2.2663088648166396,2.917997491232378,4.033212012596666,8.854642952957828,5.27736056944196,7.462662962738776,-1.1998063316669239,-9.320744706512482,-66.13142049671413
+-0.8666200337977981,-8.830869050946395,-8.353724364476886,-4.705072010523422,0.6345372427611795,-7.333830640915897,-2.713311063194339,-1.9526799561613495,-1.6407145898469144,0.39332214137700383,152.38673403244127
+1.1552650744542792,-6.283453516331637,-4.554440871343733,1.740647420666217,-6.502289477069461,-3.0289792453862607,-5.363915419842636,-0.1264238799204631,4.253228454830367,-2.4539631133596074,96.39458235899227
+7.9335968928930845,3.721217716076548,-0.3220854267171025,-3.6911886287219,-8.694450919286352,8.567764328472338,0.7865176358857973,-7.039394143239175,-2.8271610561722404,-7.601943310426642,147.6457729795161
+-2.9607145549361924,-2.4487068205016427,-5.995509405883876,4.537370066646602,-7.754890543962521,-7.706846236400297,-1.61851288909157,-5.020015977448489,2.7730129390621117,-7.737602782698973,200.68955340801733
+-7.436662361219111,5.581724278757758,4.43932256924223,-3.4404550999764583,2.874293418907372,0.942360784816485,9.800373093066774,6.487355900007216,0.3455762118618666,-5.594956942282938,-87.92095209460918
+2.373040999267233,-3.342686548743403,-8.79706118355708,7.2420108091708935,-7.129796768469021,8.879977701960334,-5.279892639483266,-3.379485775388702,3.9979249061943656,-4.225580071443343,57.95298133383033
+9.191561312809997,-8.167708628788105,-1.431133203767998,8.958426460675689,-6.989600036766735,2.7526443458231475,-8.73355896475683,-0.5579550084997065,-6.508808878801329,5.9235755361295706,62.510341103391724
+8.468956443864473,3.0631451385841957,-5.836770465727536,8.049958101638596,0.10015940656275646,0.7088148142918183,9.979683512009194,-5.258674343183785,8.213799823855858,5.779030906301501,-189.24383833686187
+5.488361359577207,1.8750730763286305,-1.3399184868540148,-1.5852574993409063,1.8730440018164551,2.178233951244941,-0.5067182469797826,-8.308706032207384,-3.7373909560036944,-3.1219476258538648,116.74175740306933
+4.417965542143641,5.079065583637625,1.776471150275929,5.747373261935309,-2.736680074418012,-0.5898928112030544,2.2972668187467926,1.2964312034943704,-1.888290441501641,7.899819964071848,-111.34810711331855
+-1.448692763070849,1.5124715781260911,-6.672974617225773,-9.837067526079617,6.690479739675997,0.12634238395907937,-0.2837307825367641,6.801204436421231,8.566276609540804,-4.1502293369273975,-60.694331754980745
+-5.192555831744603,-2.780273606898531,9.040279725139992,7.561410604951262,-1.8902520444510795,-1.8455202221965306,2.069008312001226,-5.4640579838861285,7.066386521275998,-4.3363420419951915,-13.652414406487441
+4.8502873700558595,3.6385793470645167,-1.277002255936912,0.3484275768752987,0.3103430191376044,-6.168420599302653,0.1595726583894841,-3.4994675023661515,-5.5395492148403065,4.333579012424478,63.06352315136499
+-7.798754248553889,-0.30002537938225604,0.6655364231252681,-5.474885160715333,8.842605266175012,-7.284277152570553,-3.594113537712995,8.695891153325313,8.847635747537002,-7.561503985145821,-16.587580318070582
+2.190024605623808,-3.3269702027540893,9.410393323883927,-3.7627882023557624,9.556239652359295,-4.574935942612203,0.9438563050195725,8.921014994068289,4.615305574816338,-8.99847704820637,-54.97958468056284
+9.06537742056888,-2.735651599083353,4.137759863950676,5.865967564858206,3.318548283296152,3.0298752143750773,-5.979684376972935,-2.1413080785457916,5.725712402262806,-6.197906522199201,-1.212342147637255
+8.96620264668072,0.664400611901732,-8.610718953434445,-6.294342466857898,1.599010653646078,0.7605060610764691,-2.2541998687326914,1.5834600270728494,-5.758667214544177,-0.05190707872779754,87.55922547961679
+-6.527177960180008,8.754359621314581,-8.249877086623483,-8.297760933878424,8.642364687842196,5.247780531893631,-8.298215616722551,-1.2929826841339054,4.6379572948088725,-4.572294301309694,48.32155430286936
+-5.565360733118272,-5.467810549689638,-8.084118493079213,3.3009035323946545,7.612136303206594,-1.0676260381082314,8.906931516387624,3.2572708563104125,6.27861249818393,-6.181561705953335,-83.14247563288784
+2.437526474470948,0.6818544215869027,-4.282530931942617,-3.9036892420080904,1.9958797326813027,4.79268542653176,-6.834160699359108,2.254795652932773,-7.6594433605061525,7.043066021435285,17.53130515669394
+-0.11356551489102307,7.991161070994268,-4.748518768665995,-0.12934725269022396,-0.07487679491634092,-1.1556740711757896,5.536499782810102,-0.12638660754693776,-3.9657425318612227,-3.2676204122134234,40.64971557789671
+-1.7078041190350124,1.4197716675595728,-9.430756261353789,-6.978881252497578,-8.021653010173448,-7.425937112914007,-1.0300967046148601,6.254255401198037,4.927841518082207,-9.067532634717333,146.7428227022916
+7.055934274995231,-1.7242581800262524,-0.11629521400347453,8.1949673648385,2.6852487568383254,5.860888695575159,-8.604720657213464,-4.332554894592939,0.117476453971328,8.553143750762597,-71.7829914744996
+9.751013949633167,-4.98926359346661,8.981870000947012,2.990615974640358,-5.956501327188803,-1.0313463245694154,4.972205075323881,-1.3962172258955419,-1.973857534914527,9.090778628243534,-95.84339943667106
+9.042859513584549,4.784348683149638,-6.511841978122983,-3.8393773178251323,4.55484544635218,-5.446560200829422,3.6263838007332105,3.4112118533328672,-0.6139563466761255,-7.777252958162826,59.61240905146373
+-5.634236306891205,-2.8699882762782747,7.491278683148527,-8.892737304358478,-1.670271528492131,-9.329059376241933,-0.16314990609154423,-4.373219503362686,-1.8925451177561436,-1.3268880278647832,158.38411888677518
+7.758912955647541,2.3116381930799124,6.426980989743479,-8.680262971596646,-4.623506279552303,-7.916536262578955,-6.0759976901657575,-5.023706000970702,-0.9870354550351368,1.4317059511089192,154.2167784595352
+9.316979289247609,-1.4212208115576708,-0.08177195495686629,7.66797112925534,3.3326010373699,-9.986982700108396,-5.84743517296904,9.490585719652584,-6.508918501952163,-6.071176340553568,94.6708438488219
+-2.315632394152063,-7.1624479049298255,4.3470274155726845,-4.566961458749084,2.3516934970076475,-1.7627048204197027,-9.719147204762928,-0.897167132007124,-5.914129298916788,-6.495940216848717,217.9503320510027
+-9.00730892744387,-6.132206371530611,-1.6631667946938755,-9.072732307785907,9.868537570060397,-8.818682975754369,-0.3557440639524101,-3.6343924112063974,5.6786876953701775,-0.901647085906454,59.43799304862743
+-7.906999064013222,4.310451317763397,-4.117061790990373,-9.474977921348632,9.708979809666857,2.606106171975171,4.676738549477251,1.0010330533240341,5.5120579713352225,-7.9186039121923795,-22.385414574623272
+4.710938011919281,4.28933382360988,-8.316769403228559,3.6804590597573705,-3.022864124949065,-4.01182045536385,6.502393347761009,-2.5997958965155465,-9.689012468495141,-0.8482892303835343,110.72726915783366
+-4.787912067761086,5.179030347859472,5.6367415361692945,7.105283740821493,8.536768713082683,1.8138550712263002,4.434676865345361,4.260000604675862,-0.3704797640369484,3.5931297705140075,-198.0716774467473
+7.63732012096745,-8.67889764341779,-4.788446099796808,-7.856919256895587,7.582346153897301,-3.9364610847734993,1.5813387537316181,1.879519331071624,9.0782091333211,7.789045765315182,-140.36250614058113
+-8.383864717478087,-5.167704782676834,6.328507020539105,4.748115231632197,-5.835095274710101,8.307428888582551,1.7713530120135124,-0.12369647548034379,7.176103715263373,-0.6539311528693981,-106.11313272873515
+7.154125350858147,5.548676400671337,-6.942013879495333,-9.394097987104427,7.597325454887951,8.134587461048227,-4.3767098441913515,-3.8372652203536806,9.924878986588023,-4.6444143470909705,-24.424826511727925
+7.279789488035946,-3.785337799072701,-8.811423640112304,-5.873847791185412,-0.7706932192422355,6.273406153072559,-5.038462775613299,-4.350737488607894,-7.522661750773003,4.5933403677586675,111.7147797263304
+-7.205234484608029,7.188197450249561,4.266543367768265,-7.824029881492931,-4.815280047651407,-3.9325024402835473,-5.521264614001639,1.8357402639245435,7.283416051089753,1.6718190383981346,4.724743540512593
+-9.600531629168316,3.7880070188604487,9.414979271840592,-1.337218564785383,-9.140038791309589,-7.9204262085857895,2.4006901454702456,6.496222835855474,-9.080012628484377,9.306446687335301,-4.816767721829241
+-7.31664567879998,0.45288770441283877,5.901055951069805,-7.397716599095041,-2.186740764086381,0.5422274737807342,2.2810749282273513,-1.4196455486458337,2.1422386536053017,-1.2082073761054524,17.778085705453325
+-3.64190680998683,-3.45788573275728,-4.468282978086604,0.9646112764119996,-9.987238162171233,-6.5109172223008045,-3.457079917464918,-0.5516152419804299,0.27442873087389685,4.783327377093207,91.53889462575742
+-3.1569399092688233,-8.880214691926875,-4.767078959077011,-3.6652332755820827,3.9741604093437233,0.09877548510408118,-0.3961453532324999,1.038073369553707,-4.641875655284204,0.781771755675591,60.62238971212335
+9.29230322237898,-8.40365455512,1.0018006005510527,-3.6133297522722185,9.600571318286448,-2.798072542199692,4.322504529476266,-5.239641499009604,-3.2987967914881455,8.577639810359042,-52.46872692217531
+-4.825018532327496,4.910556138398697,-1.143426193240542,6.928066572747429,5.371473136110141,6.456339639662687,-8.53329339264584,-7.323051298902046,-8.343139874673183,4.416507459442758,57.29901233008173
+8.29192914771675,-1.0256574847481725,-6.373506104903866,7.316349466335216,7.857531127259351,2.196398171124938,3.335267872841887,-5.881715970128223,-7.765096197328183,0.336632233583285,24.939825925683344
+-3.863737755385752,-4.744542124986206,7.707545920896724,2.2258982191868237,-5.034628270406884,5.312657929630074,8.739034958379165,-0.6795579265080343,3.0859968592101628,7.384687902063776,-179.47289798353538
+0.2887611353227837,3.7189712081020687,8.538950189569853,-1.210291249967439,-7.913827377041667,-6.442120491899104,3.595929842089889,6.9751051064961604,-1.9184029317186813,8.44447428178778,-95.02783353810945
+7.836658525946579,7.029490270932463,-2.060145461918521,-3.2451055726994538,8.687915412265903,6.775796653052848,-6.773611075688084,1.8040579156018266,4.881853989856523,-1.381809601596613,-80.31879288959829
+2.0912285067512104,-2.3896779248198707,1.2779510935316618,-2.039153641593927,-3.7284856356584006,-4.978132171334753,0.771341817042881,3.493467292711543,7.398424125205758,6.094173805190993,-102.2531052568448
+8.81707186146124,-2.422801591501431,-2.034391727243572,4.1217942268987,0.9060995461665988,-2.559202939758216,-6.2445270362127285,1.8278773097981182,-9.714357769501268,-1.855005178944078,135.00030646473292
+3.6852288201252503,6.998776871981409,-2.8532485664293916,-6.565447823953678,-4.240732453599046,2.2986923877497145,4.239817952240774,-5.108149002919369,0.3757141962083188,-8.48420075463056,121.71700328353833
+3.6407137936551903,-6.859401745571557,-3.8885606586892374,9.937868207684712,-0.8599040114299927,-6.762231694960825,1.4077207653718649,-0.04087226972631086,-0.6049662003108458,-5.795383952095281,84.06809110480866
+0.5061601023297135,4.381386940696741,0.9227763740129014,5.986929230119036,0.9595486404113829,1.882734356082283,6.807459271349199,2.859661078940414,1.2648065092703331,-6.269589840555483,-68.28480538999771
+-9.008059581881927,5.448743538599161,8.198603414831368,-1.1690480509386525,8.806330579370115,0.22018723452369438,1.4363095725610675,9.551045332832636,5.052275789813674,-0.8155181821626911,-187.28294439535463
+-8.020650442858809,9.80317113080504,-1.8192734848001901,8.547160683251803,7.343571605437069,0.785490140007572,-0.5379244880890321,0.7707580109026968,5.845934536291056,9.734030867450606,-230.4857769707693
+-3.326667234952614,-2.6240546756637495,0.09806622300859713,6.791773346613321,3.341761220238666,-6.2534602871516,-3.7642684156395467,-8.885236300415379,-2.428862983330149,-9.489564389461451,219.62737807488446
+-7.0598600714890525,5.968137977068661,7.41793359006426,-0.994243146475644,1.2080988093382672,-2.935040534855633,-4.2578462158134815,-9.15032339350505,-4.912976068386881,-1.7461538308389257,156.8595811533161
+0.44828320160677615,4.691498978524482,3.4708912917334134,3.7135994259160565,9.04895920522925,5.1275521231799015,-6.019664939725016,9.532790023786966,-2.696897100076956,-9.97940237524605,-17.597601582845332
+-6.903230276676244,-9.771111311416373,-9.980260615596588,7.075591197195104,7.8436788068280805,3.4827462263034903,-3.4577247521546584,-6.68216581747437,7.13759192690514,5.543752626090017,-70.76843620132013
+7.62833040203952,0.5940948560219117,1.5400616925893718,8.469517617216873,-4.790078152841808,-9.070729170628455,-7.063570218896857,6.824914183450879,-9.392122560055814,1.7967579288382174,95.93792435398161
+8.718459846407704,-8.44553415491681,9.275122333107717,1.8742886407991932,7.816189228817527,6.844443680790153,1.6186754103655132,-6.097067585663827,-1.6746199017933194,-5.806417284247134,5.556644024256974
+-7.254459727135625,6.298958125121159,6.954742504815032,-1.8137798401475957,6.551051229450882,-9.119295455097365,6.356304165814772,-0.7325311968586989,-5.236412982155212,-7.6462131541895095,91.25881190771462
+1.229745955433914,5.25783029408448,-3.3165677198546195,-2.6552544604313977,6.495949552603085,-4.939775567791116,-3.2174218649612585,8.58608056217439,6.811623488318512,3.0376424259539347,-128.24418258046634
+7.395277587311481,-7.189840067221159,-8.94478979715011,0.4554884135029069,6.767088946660125,5.254492334512673,-6.133593426356974,6.66873201954613,4.801161508406384,0.4093908320354256,-87.20180280905234
+7.7422221039839245,7.7780677283437,3.591551274237854,-4.299046518577983,5.552539651568971,7.440941863594752,4.84306328194017,5.201072796683874,3.6984415305621265,6.707440394369415,-260.88050238407834
+-7.567804740843576,1.7581481052901715,-8.349155061852613,-8.15778966938579,-8.482586396498977,6.730130661073073,0.3539067965865872,3.766817701778349,-4.7507998653304355,7.802737061395604,-0.48764681925308995
+-5.766259545978434,6.260358357256839,-7.161974158524329,-9.140134403356065,6.118466655093233,9.597377425208691,4.349183180370993,2.6040497993998213,9.46239691277578,5.3583733739517925,-223.30107924990944
+5.107258164505288,-1.1163461537225672,6.521693733866931,-3.9200824024527137,-5.777316746142887,0.5033707200462612,-1.5206388560664341,-9.821791568479,-5.181954353504592,-5.588705519042579,213.65209629192074
+5.6105845041514275,2.759082679122975,-2.9593134276436572,2.089749949111641,-0.587999408763975,-8.58725825960186,8.99042870056691,5.143746100396189,1.9261309681838457,8.25823223628941,-156.87503072104622
+3.7328831286163955,7.296518426538164,5.528345972621032,3.9341401222279493,-3.167056112202684,-2.0053692472743667,-1.468432329962368,3.95702457760279,2.5904604018151667,7.071375311997801,-135.2805854462374
+5.719116053525111,9.948658039219735,6.293912935213064,-4.16834143680399,6.418219172782451,3.251531178101099,8.733444075685512,0.026717173066348465,-7.618867454168365,9.080424791744912,-158.60551463578565
+-1.1535233573490133,-0.9364497483791467,-0.8509644874921474,-7.437612734456027,3.4722921292633036,9.385828036706926,4.25207312930824,-6.220045180602303,9.129899531284147,-0.349397044925861,-93.19498790246584
+-9.766674928730474,-3.4520716484901026,8.755065737537542,-7.400241372006144,6.060030091174136,-4.794312401453318,1.0699131149631702,-1.5211012161384252,-9.21727121113139,5.433804281605765,56.007657452400146
+4.40586876536859,2.4007212393384347,-6.690013564559505,6.664557461011804,-6.270199839789726,-3.303453478394478,4.0532754174294645,9.927495799397148,-6.299355118721821,-1.8873420954584996,6.756184046358031
+-6.739975443028916,2.4541594393086408,0.6531108382581507,-9.331094153082184,4.2264717318257965,9.152647315500085,7.802552252109434,0.9420921888059097,-7.543361489182239,-2.5238358937264382,-4.000182545926038
+5.583561191371677,5.086394572708057,-5.910282815611887,-2.388092524311003,-4.5182784251841035,-3.106684123949235,-2.219138767061566,-7.283053812151952,-3.1868328978028226,-5.941497000789719,217.34045450944538
+6.257964235334141,-1.8354837865818685,-1.9854627692983784,1.023436282032122,-8.24989504480518,5.156385063097404,-0.5588039008099432,9.684857367096582,-4.0749644223074615,9.785385365446981,-121.89771665062476
+-8.981197226318567,6.5117931272583025,4.359618821522799,-6.01654605722215,-1.995378048039651,9.962339867214515,1.1927973409069415,-8.017597403378787,2.562212615689692,7.00173460156252,-77.31469829767083
+6.314329420051969,-9.42000565707729,9.62616541390075,6.015787607135592,-1.888030470124824,-5.776309667175865,8.845474115606995,2.0008541352804765,-8.664310831274246,1.90888153757782,-11.480041361349382
+0.7911064876441376,-9.41052615961496,-0.46814746220183556,-1.4571724248790607,4.2846772917130815,4.102879334771563,0.4921590954129029,1.5443833265226758,-0.4745108136214582,-3.451488659101336,4.869725094214876
+-7.446215944294458,5.735496316890152,-2.7551981061095554,2.893077496787846,2.7527755788156005,9.056076867402842,6.501084302521174,-6.513365853492401,-1.8159147297058054,6.438830546932611,-113.76876474392888
+-0.31731572985827183,3.8226478029135413,-3.922436541667349,6.795962315260288,9.678322082934617,8.610866844820574,2.6302364753161322,-9.902365957456482,5.9815031299239285,4.287930502305766,-154.91434479775845
+2.317897031801164,-5.592742373751916,1.7950290011951697,-1.6648154973123064,4.076891946617469,-9.818962440035763,0.7382352645252865,-2.7985988785141025,5.422612752520164,4.628136951241554,-26.005790574794
+-7.940857140269603,-3.733522207964801,0.24253776681670391,0.8450443357558801,-1.3523566005092391,3.900949619701477,0.8638790793152462,-6.510406429099305,-2.6831350805562915,-3.535695332834601,104.00674931116104
+-0.572160481140882,-6.118210134963141,5.49808346182698,8.453295009409313,-1.4281872609554846,0.9632616578395181,6.939815812985222,9.83446320949649,-4.1722893585659815,-7.208410732165782,-50.78684553674336
+-9.714404608785568,-4.743832658818132,-7.214556062087121,-9.607191483866737,1.8112822365734305,-2.8907055721414143,4.300906962195084,-2.8669586912557965,6.0942743537555195,-9.568224670989293,124.63190107786234
+6.626325758562281,-5.513974912146802,-4.30107946744304,9.27311693713014,8.286054838646297,7.023229116603408,5.3375832929667855,-5.476664902071806,-1.438752623904389,-5.478345301294556,-25.702713798544234
+-3.7118596727253483,1.312077899576407,0.44712845954562486,-3.0553875396046437,-8.12523899504962,-9.909682608358317,6.387002248192982,0.5628743613340914,-7.070412243086414,7.703000883851676,53.022456771963796
+8.248463341283738,6.456426212886399,0.36686138581347283,-0.4752504325092022,8.361568234524498,-0.771264236752569,0.663481781448334,6.422729583501088,1.398447148748898,-7.956708847587559,-43.32679636447796
+-0.9491064758329282,3.7605354994088325,7.383143014540385,-6.955727219516097,6.629004183553356,6.598943934539161,3.432010560426977,-7.892716173080752,-8.194539039288959,-6.364141113058579,106.19253950043971
+9.509200815681032,-2.499628930153517,-4.466563868670505,-5.705542890777924,-1.6206990418956235,1.0971189492488231,-0.0016134398221634427,-8.793817855435897,3.498647581720926,0.9872226183809452,65.48054625726483
+-0.7372843060914835,-0.14144866138357193,4.55139330830362,-4.639557317848537,7.1297521434219675,6.656640798779869,0.24685048978319912,3.6103435760611946,-7.131357001672112,7.4553391877593755,-107.50969801599233
+6.206229407287052,-6.334410773130483,0.8698069434505351,0.7639664887674424,7.577219930782942,7.708358352586413,-9.066422493928059,-4.724742426689151,-1.5533401759183652,6.267560598497239,-27.64039701443516
+-0.25635022119537165,-9.955457470275032,-4.486285105341907,-4.210780908573383,1.4082982331714544,4.523991883482774,2.6363547637981655,-4.272754160827703,-4.280230166314267,0.8042404330614339,65.73912031257414
+-9.241088418845184,-1.7519259659881814,-4.830465481575013,-9.581691011985974,8.203059134039082,8.522701536357198,9.343860990261907,2.0034030184659435,7.51693017419079,-9.507555879363142,-76.42766251200105
+-6.083191443029234,-8.555501370763714,-8.915574564355918,-8.861178064088556,6.948870503858242,8.008698022077061,0.2263680193139317,-3.0358451307282053,-2.5603700826185527,5.812683794198257,-6.525469353034641
+-4.228742217162889,4.19952585493812,4.130138966435664,-8.27727368745791,-5.475053051707972,-3.999731185952995,-5.880194259459355,9.658915454662175,6.202954821145585,1.3309056140694575,-33.10420583574711
+-1.4651330099365856,-9.33486854918863,-7.607981637126395,-2.441714101760135,-7.472828456181226,-2.1718440291603147,8.87907619781094,-7.079476146511212,0.48778647674526443,-1.3730490894016367,110.41772091780105
+-7.7485921791245715,0.3845024713838585,0.012460912666161228,7.3669636877140015,-3.812914388059876,-5.477879016922054,-5.475344887791776,7.866572463040981,-8.644330475641581,-4.050950827916746,126.8506177619113
+-8.681637923624198,5.014954223547958,7.9007267717573315,-5.807220980502439,2.6345327111663086,-9.293431883448285,8.439631744753463,0.2357076095183963,5.288904867689808,-0.4239660807611201,-60.82955272064821
+5.4784826759963146,5.310621073537412,1.8434601372760162,-4.29676475574603,-7.3536759590670675,0.3279835844917245,-8.090571953020024,9.979701370899502,5.64515946753207,-7.2094241325851645,31.17570009026801
+-0.8474292992205235,-7.344875146023351,0.6904805098917288,-5.517487070984215,3.4895017377849036,-0.11469951303483272,3.3773416983672133,7.644559908557262,-3.985151709556458,2.397196396314325,-50.651602474464546
+7.89407232673949,-8.680963312943838,0.5816744780168936,-4.672981705392923,-7.711954240714521,7.308926350623734,9.96187775408606,-1.2517870588298874,-5.29719019684147,-5.801461909600027,70.90917134045182
+0.21227708959745684,3.8647536702773655,-3.6476500295256487,2.5312320949614353,4.055707364723049,-9.938411669027884,-4.23586816837587,-4.377515998643564,-6.323573359661214,-2.6062159626302983,183.0146957415437
+-6.922361944770385,9.858259287188647,3.6905998566679066,-0.0402652504026757,-2.502202970274914,-6.787542854286928,-0.18097739491129694,-5.801033921613059,-0.979904662063189,1.9424998422249207,70.96135884072643
+-8.335788239760655,-5.772616420274788,-1.3304205092644161,8.311976197614936,-1.9158999099035823,-5.893939103768659,-9.100978211641962,-7.283176607223583,6.914905068872052,-0.07565470101034144,98.74344941423581
+1.2530878131951462,-9.771760494063695,3.378097391836714,-1.8011345113500399,-6.251945587894319,2.183117418847418,9.344374738477331,0.6740154008253696,5.662382070025027,6.997255916352845,-155.83804564057257
+7.166254688822162,-9.27776569995262,8.347226807962727,-4.9056109706214945,2.1123132515198773,-2.2122682602502564,-4.152392482317455,-7.943724381821413,2.367601930175549,-9.608692045816138,179.70810786226352
+-4.332102625108671,4.918672094246608,-4.133191847995947,-0.6590105269033497,-9.501385773989542,-3.92064389253463,-5.906424138493927,-4.380642335610389,4.410313570639552,-6.371632384086741,184.25820737343238
+-0.32580272181352843,4.996270740864464,-5.697946540398487,7.499685727306213,-5.760905738115709,4.124437050657857,-5.521216325493903,5.254839907149627,-6.461521898759264,-8.531606723839422,125.34392072163655
+7.6637973272918725,-6.882035606816417,6.094555768891324,-1.293960953999851,-9.62220491818762,-2.7425878681935245,-4.829181342214108,-7.709560938448677,4.14969426997883,1.6216870885960666,104.00808399404862
+7.386248140229759,-9.768717467590097,8.123134705203928,7.993848490911171,-3.520445632444875,-8.75223090961404,9.984978046156316,-5.492059921871668,-7.763770794864118,9.03269092941291,-17.618597863108963
+5.443771367625869,-6.279799004319924,-3.213359377854368,9.617013748549068,7.383571748366718,-3.061914146405611,-0.8914875207779915,5.044310737108337,-5.73474996197056,4.104246257577319,-59.81758731458284
+0.036995713495748817,-7.917806527784426,4.834076485891787,0.2844174405310751,-4.6538865502440085,3.2756650257497055,7.286650840076156,6.501471259727667,-1.6668297069279459,-2.580868160819767,-54.76216272505275
+2.1905621094182237,5.986951276344563,-7.415293611830355,-9.26411693101434,-0.22450024929996149,-0.9983239177641101,6.932054559143063,-4.33299291317383,7.911499956147303,9.71914524142563,-127.3632042880532
+3.1606064384646215,8.361393224252854,3.7835210540909547,9.585217069888861,-2.5350560838695224,0.9619747784776767,1.4995908205533115,-2.056143844092597,-9.809722340825912,5.181714633803686,-16.283637076760716
+-7.889415472988106,-1.6881697941734242,-6.184149799839142,3.959513485133741,4.340583987735458,7.15184810293807,6.3509996180681405,-2.7310514609892933,-4.229939913276686,-6.580071875177689,33.891317304246456
+1.7366447140711339,-6.928570138037364,8.333001333890168,-5.4569936172586715,-3.5903916158135596,-9.503985451828928,7.65754866309845,2.2634678066951275,-4.203910377600611,2.0216248911558243,33.46309345027764
+0.31610025775355544,-8.68809800027854,6.821618748997793,-7.756692265288272,-7.3803116896719345,-1.5429149377002638,-0.2806538615097165,-3.7792607659459687,-4.716011706577843,-1.45604294560302,166.9563065744765
+-9.000586857606939,5.907438035378663,-7.134958976962656,-9.219976326977566,-7.736543044272823,0.8974195709301735,1.4855972439165566,-9.256457364200685,5.837797800790243,9.515836029896843,8.15120907503991
+0.9658728363479985,-9.231222969806176,2.987226836336574,5.760665124156175,-8.787000919573092,-3.551675408081878,-6.627971424857318,-2.067712154238852,7.073104890910644,-7.875289096775326,132.0589640134407
+7.97767866535348,2.517760565536513,1.1342947479885512,8.95036774648101,-4.22060457317844,-0.3361975867284306,7.325408530338051,-8.770068465110732,3.508514635028468,-8.628077295393178,48.22870844787453
+-8.923499317619815,6.662908304314012,-4.33243140620861,0.3541644443899017,7.913755755303735,8.255184084145204,-8.161759512431207,8.916195142355619,-7.938752824497646,9.757890191054317,-118.56982545881071
+6.993963769978649,-9.953876795397674,6.325371165301763,3.392974302292726,1.8010515137664496,4.918683052128154,7.840062689149225,-9.333975665719397,4.229834960838668,3.1102814759799235,-104.38376950091477
+-9.570411053579665,-9.905274977494793,3.037325073654742,9.887175307464188,-4.10921520262522,0.38271296437035973,9.68009263577449,2.0727206875351234,3.3549063479318653,-2.5328751290805007,-85.60923968990956
+3.8379314769561157,3.3082777976416855,-7.268529359949955,5.2617046361292825,3.3284993134628937,-2.341200755959958,-6.058864314644281,3.481486291877336,2.1046110160879805,-6.340064713054224,49.286950433478644
+1.7141544481644977,9.566325352725036,2.591085651498495,-3.7890657234823277,8.597102977427685,-9.110069798169318,-6.43123853476977,4.782770197581289,-9.561199259013733,-4.562412736096828,140.01701446041454
+1.6536771263272332,-1.4446882124504756,-3.2082231139905426,5.658416348856119,-4.194405971918118,-9.984549422173965,2.4614414271737606,-6.96116508038161,9.014454124765564,3.59631941883247,-4.783747841384476
+4.828254840347881,-5.629893529571344,2.4857843750769892,4.4704771707729325,3.819039715234993,8.023347244168574,-0.09789655094563976,-6.247122281023723,3.59901782794692,0.35832067621421215,-67.93251103305586
+7.6138818390400775,-1.9157850426506817,-3.5978648974664207,1.5213564529655499,-9.535654012459744,-3.697342712674516,2.2132949449914285,3.9656250544740312,-7.222650625902343,-1.0098737500373645,102.41620121828224
+-4.484493063814627,-3.1624413939294516,1.176179119280636,4.17526187245026,-7.764903467357167,-1.1789515862138211,-3.948931761378418,-1.8842804779402234,-3.294456903925107,-1.0150191582632129,122.00727684775116
+-8.876100404999477,5.295393126138832,-0.5615671580540127,-2.1576647069358645,2.598112398849881,8.328522012569255,9.769020369642105,3.3414765361113608,0.11016793418075377,-2.1201939452365925,-125.75215197062744
+-5.074380627804189,4.596437534234063,9.47439046388057,-6.321314928440735,-9.378802353343609,-7.821460859712279,4.830058887560586,-0.858966734776696,-2.8446240609209728,-7.120796519211741,160.55207649249434
+3.8728374636785334,6.723127386653394,2.336812431215245,-7.064960284644339,0.22344160443308558,3.5976957298297685,7.907447169703028,-6.880553004796588,-1.2421677804674824,5.371707278532593,-57.914230762443985
+-8.29364860980684,4.1137822104317,-9.703906398131704,0.9653241646924471,-5.488881629672728,5.213015848552482,-7.413049930782227,0.4566510372771537,-9.746781810847532,2.391547938037746,137.17152812022968
+-7.152658992499243,-2.1781519195821963,-9.995528159836166,5.223879869887115,3.236729905934914,8.004605950597622,9.677560360139395,9.207348789449126,-9.508173193107385,7.043062223999749,-166.71880134182197
+6.767358878304175,-1.093620894051206,5.939665210339169,3.0582605693252574,-4.183722123879328,-6.449749972419941,5.941864034644782,-0.20630513827174957,6.095837173120686,8.977838974156198,-156.5321523030485
+-1.6817891923676398,0.5593836746965608,0.6383755166765681,4.4685294650381735,-4.314581869328338,-7.159219231486502,-2.8759807747025823,-0.55455580625283,-8.334468491658267,-0.9570256285580703,158.21157262118354
+-8.29245624025699,3.74714812830635,4.438459075305996,-5.675315262349114,-1.6650958583474562,1.0320833232982474,3.2186225490629528,7.152862240616438,-9.886022750196544,-9.968653013361145,124.40942614250167
+-8.184624517213061,0.6445023175102871,-6.373491078994247,0.8752933731671675,3.641018941249199,1.9517071255928031,3.5897791766073883,-8.128929095307114,-9.149214484379476,-9.893305012521056,216.57591461573827
+8.864628363987626,3.249824944926323,-8.668026793344152,8.070734659323344,-3.4746719651854785,-2.9927272513089154,5.993298976628991,-1.3438939959557539,0.9112502872661743,3.9424521951763314,-61.10616868201182
+-1.4287594521575864,3.1233817189335777,6.354161608017628,7.0016888956469225,-0.26930829615767093,1.2468913260098513,-7.829254221496937,2.0822050297945927,9.847512136948456,-6.899895959366726,-35.54507650362222
+-1.7259784748561335,4.161166294645529,0.9224479068423252,-2.8418953602142416,-2.1139596374473957,-2.6896288520070533,2.1605224479793783,-3.4554415294824325,0.7100829390650842,2.894157165090927,9.412494729403432
+-5.866958073945911,-7.3249409281199735,7.311023714315357,-4.1496870289001215,-2.1780820089759056,-8.262527382116499,6.021933665360651,2.046072530632248,6.179242193083228,-6.342730623441987,28.262295064558455
+-3.9626248508960193,-2.9024909074414795,3.14770053842373,-7.914464104518912,-4.302197269015247,2.9324727151048857,-8.288143024347072,5.750703483488597,4.564952729201437,2.654729492460348,-16.42069154542692
+-0.14927535736004138,-9.162261424888689,-8.504718260890325,-2.7708237262665603,-3.7588594271411924,-7.094345598001386,-8.629180911833142,-8.199176475981353,-1.9337170290467132,7.989809770700518,183.88911682843707
+-7.690130891650195,-9.538812798378554,1.73331473599464,0.43104981714941815,-5.677760491495563,-0.9215895070859981,7.406356504331111,-5.86387855795631,1.4052978194644572,-8.355171543190021,122.82962684624994
+-3.1219807032473357,-0.20512339723651074,-1.5055724433635498,3.005145344488467,-5.011046183633456,6.627841886114645,2.0674555094892844,6.435641836627289,-9.04540055501641,0.8968193719832107,-9.33066866141117
+6.821710904855102,-6.316136313707701,-1.5521392260915667,-0.32604955259615487,-9.852497695080007,8.028642249809764,-5.288476285520232,8.7603125245339,3.8199605799301817,-4.553904880209581,-5.058141789109615
+-3.119718539518306,7.847463324745565,8.628283320274813,8.43339261940299,-0.8695926835186651,3.345243522501453,-3.1175805920356803,2.365433911837691,0.8409702604118352,9.657750886977553,-185.5787297345185
+8.20896146863672,2.879565106283739,6.635785337625675,8.17725348170961,2.5322453974871806,2.6406143880715627,-1.416214814056902,-8.69658740531313,-8.948691166253548,-0.4325666707338205,72.88707354077032
+2.3443300388738186,7.524479245334161,8.811274621401628,8.097548737409197,4.0908595320522885,1.36634750684,1.8058846922133953,6.900514816825895,-0.141029089985929,-0.16931510915030756,-165.5622018645837
+8.138147304947488,-0.49962785616912475,9.406438990486755,-0.4681101965874923,-1.6102872398993884,-7.303524291727439,0.16058810639244525,9.005857233076808,-2.7758209173483572,1.866535470384314,-45.14904038616029
+3.676685274155389,-1.5309936170119598,2.904650780762481,5.780734355153648,1.7076466294409354,-7.5382771680777445,4.174014382892237,8.652624917371766,-6.050371674224182,-5.782842960490095,21.297263608468885
+-0.3926828387326964,-9.49579664934973,1.8572105646204395,8.24913060507824,-2.186560072830648,2.3846482251840784,-0.1330175982537063,2.0287404964921363,1.874861019179923,-2.331429612168663,-28.083051810026028
+-8.313962508222366,6.480788396457604,2.010002979087324,2.6115307119525566,2.0639209524820834,2.961898739444082,6.082334403787892,-2.647813476062333,3.392107896044625,-8.633815896411516,-10.463360528345815
+-7.152479539228434,9.636272420048808,5.807511294106367,1.1018698011394634,7.013478986456445,-7.626664486337528,-4.3213997664158965,-7.979760443785915,1.4900941852595562,-3.222231193142182,93.7845899084371
+5.388779713173961,-7.457875930649958,-2.8174395085603043,2.6998243738207006,7.369482834415297,-9.615940408196813,-4.365903831121701,1.9351300101597602,-1.0058756052893658,-5.140474520215957,107.56486838046716
+-3.4297410409326723,-3.081497570962397,8.286568208162501,6.75379720779034,9.30066571926817,-5.979911286578146,9.122675994006448,5.665709278524755,-2.66530769850422,-1.7357573718668484,-116.65427644409004
+-9.033325349737327,-5.347087061401967,-1.3014567584486336,9.612178148566963,5.936548387379917,5.458982523651851,2.966659820928672,8.771285112178129,0.6108018957652628,-1.1758357762904725,-158.38892692674014
+0.5001326811728712,-7.839579534255796,-5.35789519955223,-6.982154755088543,-4.438118467947185,-7.0428158153790665,4.57193585284079,-4.965719557186814,-5.298069213744563,-2.1325723186088252,204.38765135525787
+4.861865321257055,-8.027435914975758,-5.784868977962101,-3.8078737519303307,0.8304173870459253,1.7243445228009358,2.1468327382606134,8.66705032594316,-9.913589208638744,-0.3253941894058521,40.627540112710946
+4.718536012473544,-4.117509264745857,-0.4700470228528175,7.8431029441973195,-4.002832245796668,-9.035712981215365,9.423362858732387,3.1156845617491613,0.25145140316620296,-0.9182198080553938,-31.988197707173395
+2.776769171883493,2.9919432577787375,1.6679258768329408,-6.499723928085379,0.2518397970083086,-1.0867748709712588,7.970928785965015,-6.8602236660332006,-0.12172440019191377,-2.28020609041365,44.85436155218968
+-9.810227010977052,7.909941714347786,-3.3705374463244575,-2.563952752378298,-6.795942793301624,-7.834896003064844,6.063218340854391,7.64068696646476,2.681568121297382,-2.7057316977258927,-1.6159955579155716
+-6.107008207967953,2.1342296490497414,-8.975047541327774,0.12162434454776605,9.670659911485624,0.6473016839673007,8.154295422208016,-7.0418198083699135,-8.16631748903058,-8.246066369223453,134.74721236870064
+3.632118956594299,5.521783021452828,8.77817184985439,4.168929662590255,-3.5097303320109563,-4.107048959344112,-9.063256559651492,-9.407813108655152,-9.013314793242662,3.0896062594748197,176.84773061388677
+-8.44353045276602,-8.103602452773073,7.965652203512774,7.853945679908964,4.382492198238026,2.3904511353289926,5.625605104084094,2.872266221961639,-0.8302983303163058,-5.084184035815373,-68.39233391260375
+5.770854764225357,-3.6788840679733315,1.095294175260193,-4.460327873771954,2.991594322454061,0.9884495401169335,9.009703203930133,4.382630163765904,2.8677761806571134,1.417365490316329,-139.67791635425388
+7.026704924117821,3.8672420476828306,6.290392297866971,4.337042225809061,7.084438359371356,1.9267166185072249,-0.1659169455184628,-4.473276515173438,6.679577581171774,4.221845191269484,-159.96248018546925
+2.165350172191882,5.918426920298843,-5.585869081179076,-4.418475192456421,-1.6235849791285428,4.875944327434385,-4.359659536209534,6.404257539434475,9.09711294941334,4.7473916197385275,-147.31899101507432
+7.824995131611128,6.852755569252689,5.069614075395428,-3.2091020971962325,1.9252790107583029,-8.575119567327537,-5.611746726394111,4.196716485222054,-6.70211926431413,-7.020094852079013,157.55678840756633
+-0.576083875117197,4.857647116356183,4.4496660404844635,3.3387359560899266,-1.7938501909490379,-4.547346731423967,3.33826468682044,7.960850052593971,-4.6850352765294145,2.258042719821456,-63.81376814040513
+-4.408818884452814,7.275035990528853,-9.352231042773045,-2.8706287489039495,9.042575933787164,7.031156850892528,-5.399923149072244,-3.9315687018255674,7.243960529728115,7.038874853887016,-120.93900114930864
+-4.178527377895367,-5.155616066177227,1.856491320678142,-3.1824192622552183,-4.907334222708897,-3.6638893325317934,2.8861017808015887,-2.7080845659637998,7.682436018289707,2.8590506611239053,-25.082026963616162
+-4.725162107329705,-4.249917732163331,-6.5528280618030905,-2.3870134711423607,1.0605721985272676,1.5862953737721708,6.955234745744825,2.027483942103603,-1.3140843895088983,6.914335914433865,-90.81022946657521
+-4.4451665053103495,1.4245969304400363,8.742480943142677,7.519917143571318,4.8874844382239875,6.140799241679613,-1.28920560335533,-4.623102248974556,0.5338404506937211,0.2822608130988291,-73.98951509226565
+9.76580822221386,3.9757959802556053,-3.0070253669171954,0.25654626570036587,-4.654483059157064,-6.408916653112591,-7.156031058941236,0.2911146733114589,-0.3399552132546302,-1.5410403775106407,121.27435323311661
+1.003540887019756,-7.011361546682993,-8.085869572154547,5.364734369007762,-3.130848370927448,-0.23493474812181336,-2.7754477134078925,-0.1773939934456048,6.071785251577147,3.830938458050197,-36.38788038908254
+-7.760733540637823,-7.29385774157956,1.034443264981637,2.6443307516828285,8.926610407448965,3.238836410193686,-6.388659763364608,-6.578165231921358,8.296146198711781,1.997793893864348,-48.66817152992012
+-3.499787821829139,-0.8169544818808139,-4.970856530336045,5.45117188645007,-7.019753194509373,-3.106093161430483,0.11665044286535142,3.2283842974523425,4.698990823793096,-3.205175695391451,18.661430114338753
+-4.7737919241476074,-6.163266233037756,2.2922602809988324,-1.8647239614541067,8.75728413591675,0.27587608293150545,5.714287856624269,-6.038492139080843,8.603882754273481,8.218430300436703,-176.24648652343322
+1.1838898660874264,-6.243850546840022,2.631652136620508,9.765132779243544,-4.040229257546457,5.5789432519726905,-9.128479861824076,-5.846906860803633,9.468823696231336,3.0829879206645727,-50.5327917965297
+-7.770158956376935,-7.337113626675857,4.556251578040184,-8.659069146509374,-2.8673203977522066,-6.877802193828519,-5.288894972151599,8.75554833614559,4.221231135552726,-4.669590145126728,78.53172877473342
+9.934977375090066,6.172417631760503,-6.955921525620239,-7.167136553081508,6.088432724511108,6.7838227294497155,8.832456595119178,-4.348052790871646,7.015281085923077,9.339305665326176,-224.3270618202257
+-7.757165938023201,-3.454110023064445,-7.329829532027505,-0.7412438873205418,-3.798388672781705,1.3471304413498442,-1.668594593811592,4.9853537320142705,-3.7515162663564405,5.308250520150802,6.4077205991920305
+-4.543398809509844,8.152736599843234,-3.7456843839437504,-2.996336108616624,3.166934616044772,-6.033129847279635,-3.509048920569686,-3.8534175234658274,-0.11700745607159835,3.920480630870846,52.241959172042115
+3.0406942360033673,-8.845451746892923,-6.858733870119771,1.418592564054466,-7.52180650921094,1.7523400421412916,-8.802710268961913,-9.940843041009517,9.899259017430877,-4.519880307116129,157.3593735476865
+4.796417613718069,3.411201552008196,1.3207533727764709,0.3533297105444033,-7.377951196516836,-8.666069506972526,1.7106896568293806,-4.465762458184594,4.509997767176859,-0.34216763488788215,61.66431162229599
+-6.329112212528369,0.35820357441409545,-0.1418824562218557,3.0249967676107192,-8.967473304578228,0.09647390228195274,-8.771640386745434,-2.258765090213457,7.082818400249062,-9.972871458945585,156.52682228629436
+6.852515715150769,6.275269285951426,7.523546746784227,5.5136810976665895,-2.571736018481654,-0.8614347620103335,2.8783983558189252,-0.8507151218280895,-3.4488627756121915,1.3916840301630495,-39.40193913301324
+-2.0374107917552564,-5.0648827368015725,7.612968609546639,8.034690223807562,9.069659412562494,-9.778307094154764,4.135789673357049,0.6178580241204634,9.776336807277401,-8.856776747156916,-59.056152677083716
+8.135926735423379,-7.704559074711312,-0.6292769043839508,2.4969885397463187,-9.956525980088365,9.832103301993705,2.2973439792397654,-1.7788545367635167,-3.60129263986366,2.644755384076529,-2.3657375115342476
+-5.841337972217278,8.333150076825305,1.238269843492592,-4.254789033372237,-9.399646314177616,9.796777145547553,1.9780895632853523,2.425374751163547,2.6213335625225165,-6.6806236922013245,3.8117071589515925
+-8.24728867207157,6.656755302341031,-8.42071344324053,-8.89049394583396,-6.6420336381157,9.896408798429079,5.4042277748064365,7.46298865201214,5.708063181047132,9.621907192911383,-212.6688461533973
+-5.470807137027178,9.358312660246437,4.944965871229363,2.285090955517375,5.990535003979298,6.007711638875151,4.212398283535908,4.624157326948552,1.131984929840406,-7.030830900579645,-106.60694626409659
+-0.1185326382663332,-9.671780679431725,-8.954514193425107,-3.4431959390103173,-1.1566093936528499,2.3352030369127896,5.839740635948816,-3.977076929921144,8.673851877706934,7.999097833592545,-111.87271696967944
+-5.388871709104803,3.322808444643146,-5.758391084314251,2.853670050718342,-1.6250250068778205,-0.9081832228129705,-6.986408814950805,-6.933208992293807,5.1164556556659235,5.465967487451038,24.76657773104911
+-0.8941001536632687,7.981597250577335,0.5916526968533087,-7.367697952811807,-6.809522923742466,7.2721917787739,-2.1418765939912876,3.9537906784090238,-6.221416697527802,1.0022508606853542,35.49521876998095
+7.466917963295245,-1.7744094479747918,-1.0684727577172337,1.7529449011291298,1.2905011804821243,-1.0689074783406571,2.2940246513093743,-1.9730673088082384,-4.9945210835185305,-4.8659376872617655,89.46262789713357
+-1.9616244906511637,-6.634664171976025,-6.949687808069818,-2.797158916474045,9.7731498571254,-9.657786182853716,-6.701704259471402,-4.013372995618461,4.713726269527885,-8.68163626764141,183.72172713329286
+3.1311009707956083,4.753236714486933,-7.09110601511391,-3.435854634611528,-7.355114062984089,6.7413853807667445,-1.4402663273701033,-5.064655724196944,-0.4042814244208137,-4.804414189543991,124.10550775310583
+-3.552905877211079,8.423451519869152,9.374739692512179,5.071035070609056,-9.444649093049593,-6.727425105561555,-1.467198149940041,-5.958818401560794,0.12274046991937793,8.856611318813208,-3.0705357921663743
+-0.4877839587129973,-2.2301794401963604,7.923428947141038,4.810984813956123,-0.45673505264652414,9.709058899403313,-2.0236688780845857,-2.2795505536441474,8.80682533922637,2.3057073789749105,-161.22891897641446
+-0.6972929692190077,-1.435718781550559,8.802456914700372,-4.6028756414031164,3.72558157908498,9.579846105576461,8.512457132917746,-9.654846429258248,-2.629224064176714,1.6513736374956256,-52.45282862805987
+5.158577940787124,-4.207934677085601,-5.224963457599461,-8.198383421780997,6.915475715470518,7.894791335696274,-0.2863263903325919,3.8030101172166786,3.6492733692792956,-9.743963969340792,10.714187957729303
+-8.923910201858423,-4.270618993951725,8.815554325828481,-7.598145875858171,8.51387952608546,7.321330891817324,8.793080882046617,-5.0464340317008745,-9.29990437958076,-2.253310281721199,24.252325488898
+7.098763054700794,0.8605248275464983,-5.921841327505,0.44697576144278717,-8.011272435060006,-0.23566933589944217,1.5554970552472125,8.445343357353865,8.929100297066675,5.6136314067012165,-163.1208553301513
+-1.4849126343240249,8.00519537149934,5.334554409218429,-8.416203724733535,6.452637737543229,-1.471217267175664,8.589253575955322,4.227290951937599,2.0084135798243863,9.04596472657178,-219.04552470947516
+-8.393748319592067,8.823478359109249,2.0465316745141338,-5.262827619403683,-8.882553918913827,-9.596037040231021,2.770866060749295,2.507059797048279,5.058887660305647,-9.95568004021662,125.8035414286914
+-3.520830040034917,7.743057068038219,-2.6549010683062924,-0.45355605670548194,1.940055435183412,-3.4076255277011436,-4.855773205149029,-7.88036735573129,3.6925231205213738,8.360424875704648,-8.191657981573913
+9.488981150377384,8.112465450675126,6.164643017551765,7.580741440124379,-3.5474388675255253,-9.601381443706064,1.4983677194409295,-3.5202256850459013,9.797622566283588,7.227764967492285,-138.34697351955245
+9.560361308962715,3.5473026468947766,-5.75284218728304,-5.913922830322282,-9.98067548928589,-0.11696539005457529,-5.884792346710411,-8.258222150833628,1.7353674733508684,-4.977169645593453,220.20819723750014
+4.572043511194828,2.587655065330261,6.945803676303466,-2.893592867993471,-2.590105259956552,7.60890510504985,-3.843213706325641,3.4884032908013474,-4.056168725703313,8.70176175794333,-99.96543240142827
+-2.2759896706279625,-8.622347046611353,-0.7962081423408329,4.836415178627796,6.8243626824408965,0.9426640383549345,-9.54440291948747,6.6843306315835544,5.982899557267862,-8.08865494838863,6.821121900876738
+-9.217123695564858,6.39369505468901,5.777940124482226,-1.4793409308455718,-4.741949746137375,-1.8235552785626497,3.406439949433071,2.519469481657972,-7.4064939110245165,7.525431904295516,-29.80340342308542
+8.745072326048334,6.559149122788845,-0.7972308191096644,9.962333545890816,9.183912082144222,8.931852869887294,6.569569268616265,-0.02133276418486485,-2.817006206936634,-1.7569265281944535,-158.11771216776256
+7.939980015856348,1.013575357372245,-0.3576567592672175,8.687851874366327,-4.008780346151428,2.9773746925400357,-9.513940004364322,-5.0821488733733045,0.6573460636815653,-0.8477968590934704,72.59311042854024
+-4.794923399071087,-0.8044064999942502,-4.631962693614266,9.338291055037143,4.984079438639119,-8.522407174366219,0.19385898896654874,9.997307931518126,-9.780803753918018,-3.4306325336686894,53.24298712151706
+-2.6614215012445874,3.8685632387452817,-2.2922458787888456,2.2928889619223214,-3.7710841043962784,-6.872952123732789,9.80891630859404,1.8306938813170026,-9.015760544499846,-8.43903215624594,138.00623069520282
+-6.1394819810981645,4.150959144801936,-3.3217722386223025,-4.247165137726141,-0.05079776012389514,5.468307529567651,1.4275525962647806,2.5702077622418584,2.1023563223133057,3.293403603038114,-86.60906971103624
+-6.441201081364431,7.600640854297296,-7.192207601788274,1.1349402677927545,-3.321250955188788,9.486282974146405,5.952223269145362,-6.955477041484553,-7.325659350665978,9.383810006253404,-41.789085310952444
+-8.75928386228734,3.030244485975473,7.600222196084292,9.069597172506915,-8.712145349174145,5.278673625556072,1.2422991456289534,-1.2672342602048836,-2.661910881633014,8.242126430291068,-97.70775236905283
+3.89212237567242,8.370240950484947,-5.642062744242198,5.385898600369348,6.093548959841106,6.888214709580884,-2.477283714310301,-7.664869936529728,4.176804758489611,9.243835581959178,-144.53404434304176
+-0.06376875816149763,-5.765312404257936,7.585911827170431,-5.031477119443859,0.8131114527163352,-8.59736943089394,0.7708229397199773,3.1897533714757142,-2.8009419565101012,-4.3978630612586205,97.33755070906304
+8.886154460829074,2.00956098915956,-1.8360205684649267,-8.491080602249525,4.056459306644717,-6.576331062727041,-5.724999714909607,-4.9386199500189605,6.551922594782759,9.802197657605102,-27.995141051194054
+9.091168936802305,5.6437167553573575,-4.704418145368652,-5.1097231331108794,-3.838997054237725,9.10691933664599,-1.6371415473137274,6.91826126029458,-2.0450368906865224,-2.5362490143175442,-18.08713992564026
+5.431395430236218,-5.956973546366475,-1.9060168927169885,1.0125350200553718,-1.3668299538904005,-1.3306605235207103,4.583717232314514,-4.395305746393248,5.465801642172745,-9.677798442829111,77.38332789420708
+-9.633130493991757,0.7156991861492012,-5.641559135992809,1.0681827902729424,-1.4478280251647924,7.918518900981599,-7.105799076654796,8.389495867542207,9.702668025040232,-1.5321444416854102,-105.32585801477987
+0.04829891220236471,-3.9295952891425245,0.8697038149036684,-1.1597047253770065,5.411651491566696,-5.981179301926646,-4.705960834959448,-1.4970947273289514,2.622823697777117,1.1253369802707502,33.01600174870883
+-3.3438778947105674,2.1691566917677463,-6.618044209475363,-5.55169201451176,-2.1492568964289127,6.467066916104203,8.342791373962847,-0.04920639807644678,4.132081812669379,6.079492561116595,-139.1781789491286
+3.933849097189641,0.7279423974249588,-0.7469023807476738,7.134122995090699,-5.754491401736437,-2.7107799360883544,-5.6799831350198176,1.6313463502524161,0.5720199411730165,-9.244048678490229,131.40138577502157
+1.441151025163423,-4.047138117047357,9.290636947197402,-2.940681708509294,0.7770640331233447,-7.90968081158351,6.261930419594144,-6.776114419540759,5.901368650653566,0.9107863871336197,-14.47921339602602
+-4.435629935133003,9.837409967280992,-4.649241910199285,-6.143346771664174,4.413400031225192,8.546415386320511,-0.3821849018245249,2.3001588530711103,9.313333099329084,-1.9418740023964554,-125.85937605085016
+4.631115368426353,-1.9070372899284593,1.756549886958667,-4.63534628595625,-8.601012660988275,-7.592888287467949,8.102963120828214,2.6796203969815435,7.638115796178173,7.4471217735647866,-116.74114666553089
+-4.239161258481419,1.8324784181447473,-9.130378044338949,-2.3343005903096503,-3.6689706437728953,1.2324523520967734,1.6250388483582112,5.015733611736484,0.8141096723605035,-0.7891788514398623,0.3297112344860583
+8.231923084712669,-4.51440336954815,-3.22358608757644,-4.249481509700619,7.051971222422306,-1.8669978169325119,6.536834940417611,8.752707354151351,-9.299397292618952,0.8102479837911436,-32.826885114952695
+-5.10678097989318,-9.665677662974009,8.134146984770506,0.352544676951454,-3.8647455777456075,-0.21325484053328125,7.897199737656793,-0.7186661053344712,-4.495507697261449,-7.861204519941703,92.07560488922599
+-2.637402448662791,7.802432001477104,-4.803164741868531,-5.089438434452431,-4.209774877253915,-6.544718480702169,-6.135730148315526,1.3141703333893195,3.3141547317784914,-6.8952159826814245,157.22962213950007
+-9.590314715974362,8.98266483510744,6.135681904201682,4.1623917995608455,8.569819101952287,-2.7691916293816154,9.354370940513554,1.2526119150423076,-2.9659486212330566,-2.7469824797358244,-88.29312838848246
+8.179512327779046,3.583116211725501,-1.1370617380496006,-3.771804187369774,1.5963890631313982,0.9312140000648084,3.1234082384333406,3.0471110495476306,8.383038792827929,-8.168823309473396,-48.11272662873547
+1.9969761886925697,4.781212217556945,-2.9762200342553746,1.632845891301724,3.768593398893718,-0.5169683919298906,-8.89484376704912,-9.188968876114359,6.631864720859779,7.496639326445216,-20.680155568571656
+-9.242236044121139,2.4984714078506975,6.415764545783624,-9.336301314395099,-4.2094648864322615,2.8666913949874084,4.070688222969854,2.301380248899023,5.509747034895338,4.732797703659568,-114.13849085637283
+5.980247163241947,0.9573793735562619,-1.7070304240288547,-2.464375470047939,8.67868570825075,-5.029416636904727,0.8148694317132144,8.200125599423561,1.5527205819266832,-2.6220235205213993,-61.47386493968442
+7.238585770475201,3.9746302131347178,-2.0029311821406393,-5.856807665632817,-6.69772802137919,-3.555524035922004,4.890157166140787,-8.36548868174259,2.1251624690189908,1.194106689722838,74.01788159159402
+-6.972006149378018,-7.533242306314849,-5.937373408845015,5.913889457479109,-5.436326672092271,3.4547815109457236,4.420372201833214,9.53332549498927,-0.2799099554297646,-2.1857854210447347,-56.956788152663016
+-8.889050241515353,6.63276503981934,-7.968267538176928,8.672668315521415,9.534185935358504,-7.734849662926631,0.43540682782353235,6.074625604497594,-7.174106457174185,7.529865699530795,-76.28655368888437
+-3.0273113761151027,-0.4150882551548096,3.7729136941163777,9.1013696667764,8.882163764509984,8.931875748799904,-3.1946875664190033,0.8921572493224383,0.9012706601051912,1.20621854522462,-143.5987057056115
+-2.514482513727312,-4.615557557977688,-7.81116410987978,8.755512066694227,9.40086725604697,0.034069039193662665,1.810220101169422,4.014412941731404,-1.8081128130471047,9.592643495254933,-168.56866546291587
+6.106807561281615,6.422141123385239,-2.4780771234196886,4.385083531229497,4.203060440756459,9.558058871800517,-3.860513242504917,-8.612878464965066,9.409129867712235,7.176695468305095,-163.40221259763203
+5.160443921892883,-3.6231005767667535,5.291587222899629,-4.192718729878974,-9.784877129393445,-9.896104201004139,-5.571592496146236,-0.18410834601728876,1.917604526151615,-4.440256179440372,181.98372301542446
+-5.465771078246906,-5.065656670721288,7.716983332650534,-8.515573339617504,-9.724506554308975,3.3748191487072665,-0.45259306852261094,9.891470701992853,-1.243992484851597,6.087091407471961,-66.53863701505583
+-5.0171325728417155,4.994839492011113,0.6075377990172415,-7.606392079148616,9.2007224676918,5.997803139550733,-2.5732190768667484,7.810494068222596,-2.127057998296431,-6.228952858515173,-17.97198008709807
+-5.3454155272673365,7.416342221299848,4.600452583743975,-3.7902617372057446,-5.6609082606629695,-2.4436829546065497,-8.827829832129579,1.4311474475518926,8.331789777757908,-9.790664568414392,112.00618913198674
+3.438532484430701,-4.022870912609806,-7.588426849629233,-9.636771058358205,-2.1113013303216532,-9.40545818675641,-9.676200634532321,-7.383000266179149,3.3439984868526396,-2.315311391596906,256.4488665611614
+-2.7879696322171066,-5.894428418690341,-0.3491137398478794,9.225009128982578,3.6040379884436224,7.11999737389603,2.020772164239404,3.4296172347109355,-7.328300316879297,-5.107201205371165,-2.601372795924917
+-4.546690510869224,-5.037311570975074,-2.606267203204713,-3.867585121006125,-3.139591029570452,0.5244003919337259,-0.019833645179148096,7.437494600175658,0.13942521160303256,5.367189642859476,-59.95573968410664
+-0.8768374811432378,-8.503018464272236,-2.0961798366878903,8.848751622709468,-0.9261320066116263,0.40555938240930844,-9.993728782243243,0.020668522396187772,-5.52378583658821,0.24267537283306329,111.17257232523954
+-7.234022891465486,-3.513701445019386,2.9746608192194524,3.7074132574372554,-7.6110050955224136,2.6787186462569657,4.457095912740961,-3.795806486290154,-3.6354584571560467,2.219137227018404,25.350246200495086
+3.2423017636133133,-3.929453864092265,1.3232009354170726,-9.248840349519185,8.845540820737142,5.71550431043838,-5.550696340035779,-9.922873349818445,-6.394115859547751,-0.5874158303279797,144.00933549008326
+-0.6921840938803303,-0.3384569111492919,-1.6639271369872488,0.7118216465263161,6.5238566003205545,6.029157102488732,-5.778621100051911,-7.740591094544538,-8.86939353293293,9.732955507534149,22.85641709460941
+-9.61419942022889,5.91428602722506,5.698569547839208,-8.368981608188271,7.353753687849753,-3.888699450771267,-0.1438169842840087,5.575682172730085,-2.013434419782001,-6.919751869011952,47.9262975053076
+4.297259124541643,6.033427686537918,-9.13833515625729,-3.2535647764267916,-5.992514807740701,-5.883302294830064,1.7729764138570192,5.668878340507408,-2.8699962886309582,8.327631326966552,-21.726480434595576
+3.9148208006410323,9.723160560283226,5.997123076769968,-9.174972942413513,8.398792631162657,7.3943324879825845,-9.92461691413209,-8.289086914486779,-3.463037209907509,8.05333152650289,-1.0567113748499373
+-1.5006545950642103,3.3025076684701005,2.129122132288488,7.7854962233360485,-9.587107983965478,-2.6946183353287356,-4.136406297217108,-3.1339916750569485,6.672526080354384,-7.06857128816516,89.06201257711899
+-9.327615474483721,-3.9394587285117866,1.8882186393985112,0.879699719642113,-6.481990838704976,-4.9967413125307125,7.970501144158584,3.1323569307451415,-3.693547761417908,-4.436515099226408,70.41573429714238
+3.8830429576440273,6.950102322511215,7.245491985555743,8.523102681934562,5.419973543043177,-8.239567735501893,-8.352879417033368,8.752417164126523,3.98864084520272,5.675401311759483,-152.57031433089674
+3.199667967085893,-8.036960487503634,5.961832915015412,3.435016959578674,-5.0951413865550315,9.645294081452382,0.3837375750844463,-4.212536532334523,2.351080800255696,-5.830759838344887,21.338608673720397
+-3.564745386717185,-8.40543637826795,-5.428666770558022,-5.085202678846432,-0.1182082192612377,5.684992193454441,5.725415739212849,-8.677947901660438,4.1542531066979365,8.817119457595929,-68.98553366800908
+1.1984324150554615,2.3867559978957265,8.581242327074436,8.63674023716433,-9.47385189152371,6.015426216325574,8.707366390978367,-1.835045830601274,2.8374953920227997,-7.953072716758047,-43.24792891767399
+-2.6420951169450935,-8.448487831861787,3.892519395274223,-4.586845090503548,6.019900708395401,0.9697134116354844,0.005567918571023345,-4.004040021050628,0.7317309403031236,8.319703312121456,-63.925973567306514
+5.695394472907034,5.235923012371622,0.9846381223962863,-8.982722573380268,-5.432007064358242,6.459885059006125,9.26149871248882,1.5444669326412797,-5.008273313355904,-5.335039442082095,29.65400451043365
+-0.5106194333310965,-7.418958002751936,3.4091335691730085,0.058964542696073874,-5.110754645300624,6.808817858322307,-6.332763793441414,9.507685424827603,3.4247497192913112,-7.907852792097733,9.44181303907353
+8.216992685002914,1.8355402144106159,5.237051382383074,6.201000305544417,0.8180740408657683,-4.9080889847203535,-2.964269469345544,3.8946522587029153,-9.958827882953866,-7.2562648386553725,128.24884278605876
+3.6338239289957075,-3.256105827146394,-3.347778458454893,8.708130636018499,-1.4428001205418584,-1.77506699131043,-3.5909477665737533,2.4882974055935025,-8.883006529940703,-6.320517741071594,147.74065414546592
+-4.433888561273063,1.2349123114331828,7.661592500002672,-4.338401415724384,-9.408611289213741,9.859985414593556,3.7266412147730565,8.971194091246321,-2.395067881949895,-6.193409596117383,-26.335926416638117
+-6.777910885956899,-4.427294330215686,4.203980996394163,8.192431970350786,9.660666731716622,6.158391798622073,5.74692554979229,4.11199043870877,-0.329222856959126,9.936859110307099,-281.6953197817764
+-1.2163707385787048,-1.8983798284463438,5.83464135158523,5.7074234855227495,6.4305326832496394,-2.964808659525109,8.67623177544605,-4.347696508086189,-3.5097391025965408,-9.827930983949575,57.83606933337521
+-0.15806231055027986,9.130100436946456,-3.604719112049901,-9.719464693981038,2.84094844155949,0.4639166578336651,-1.1078346376204484,7.375498165610037,7.618149032182915,-7.815836559865213,-22.627383892632285
+9.993815068717026,-1.6706784064133084,5.8008911272663966,-2.024431700104421,8.816259116687991,7.593881646890535,3.8409525306685244,-4.183765306639023,1.5250423577527417,3.183142145685054,-140.67908832234588
+9.518819948010046,0.492762947530756,0.194903084874114,-2.2090473730273774,-1.327280206308059,-9.926006745751828,-1.5708263444073145,7.291290491672937,-5.337806606400395,-4.697719319939666,116.1252994088165
+5.229501932803027,6.046870207502682,-1.9162884154869597,-9.884589455024773,-3.4016456283257956,-7.308453506561339,8.958304866495991,8.100854975777905,4.5487684642866615,-1.7969075634542242,-57.98975497444141
+3.556574679621629,-4.581797786905359,3.6823443299811,-3.3950460313048025,0.579236767340896,-7.195886112116261,-3.515829463904536,3.7367052719237748,7.0073496273211315,-9.737138812513495,80.4965355618965
+-6.123810535260548,8.007169697762036,-3.9835867358839416,1.6380181276201244,5.398652622799657,-9.409002401425028,-3.365532555405659,6.263007567027355,-8.545570535949793,-5.950474579631577,138.54982224157567
+2.92035348544347,-4.510433323417002,-4.974229756673367,1.4251352740234813,-3.6894559216896083,9.021162792521757,9.575985045803803,-0.015460012934160883,4.138947623956888,-4.972857350868232,-71.11461332623796
+4.29099313634169,8.318271972001675,-6.7010966251970805,3.4481151596159676,-9.36581154083985,4.185557944383977,9.808298667620829,3.293839059111894,3.3211192394159217,-1.6977942545540103,-97.85961732394108
+3.94413689891288,-2.389903417252355,0.8950486604260477,2.87242602666806,-2.574373323635093,-1.3583961816231338,4.105051426981436,-4.629344619649118,3.2678053252666905,-6.873675041477281,58.75943636964299
+-3.1404336772552455,3.9273304692504496,5.866589440610827,4.452934921371316,4.456252396666667,-9.19534784407379,5.023168048116304,-9.7449059317054,4.788042203774319,2.266702230063795,-26.253641815007153
+1.1678210021108648,5.219468091523463,-5.670530166595937,-2.947228251519638,-1.7462400394333288,-8.284896006811039,4.605872182240147,-2.028580106284046,2.4819592409714786,1.5915772063852751,24.59030883490806
+1.2306707695399566,-5.123904955227749,-4.921051777830927,9.133943319390593,6.248028531563358,7.968110522677334,-2.0702727556864686,3.8359020834670465,-5.214023401692048,0.2139730193454703,-59.954770696334926
+-1.5944298924860933,5.765748433828641,2.6588840118741364,-0.6772673328828405,6.429638992516007,9.511611087378322,8.836215304122405,8.378874756365422,-2.1959915807715213,-9.781974882138533,-112.0902910221704
+3.678186790007978,-9.851969439801003,-4.082177979036235,-1.8632024535643144,2.247089651711698,-3.5406548922849157,-3.869440322410931,3.442978778208994,-5.465240533727624,5.7260483253422585,40.01795948027444
+-9.993933531255774,2.9540206314267703,-8.014144035996685,4.882312131809547,-2.3706017024252812,-6.17085945833362,-5.409131014721211,1.3377928411810358,-7.89775805669461,-7.689883133272106,236.04757052886794
+7.106859280187723,1.8538975826311654,-2.7849067302858432,-1.9254259458247125,0.5353031413508713,0.5646507818320967,5.6985403301854305,-8.946880224242836,-7.348409026813569,6.406408332565325,36.34223621077985
+6.690181208896551,2.736874174062669,-6.7237751810243696,-2.4867642058381523,8.761934680254843,-3.740679328566243,2.0256246282608092,-3.6010705868776416,-3.0047659014578065,9.661578582433492,-54.673775290823556
+-1.6531306733823636,4.85514937225288,-3.7856882199973607,-7.378147432478082,7.977366420867343,9.118863993769363,6.617730701410842,-6.499040534927949,-1.2469317409221925,6.3322059708729395,-104.4073163092166
+-1.9130233294489263,-7.5920343220798925,-7.399070654531648,-6.441627398940386,0.4861468213572162,2.5597259272280537,5.594089410252556,-8.90810672505445,-2.401028446196072,-4.02015613619329,144.81062653928035
+2.980684871594337,-9.40721164395137,-7.581620189236197,-4.276231981695715,6.817117407944771,3.1330551780518956,4.814201056420922,-8.157829638531924,3.2009959408500044,5.323588502021497,-44.4287726238056
+-4.9384915218971726,0.7793332938877362,-4.6842995934428995,8.870566918729974,0.11292755276034239,2.7104321647768415,-3.6345030781939935,5.2494024016729135,-1.7006983041950852,-5.724247940242623,23.8109625419905
+7.134639463798685,2.2412803320587105,3.2574865333890757,-4.514362315187017,6.726751512396083,1.1838021668859056,-6.888461369373156,-4.25972695616748,-9.233771300920623,4.647443881833229,79.04526620799192
+4.495882666702782,-6.058960072618145,-1.6901822360660756,-7.348781945776746,-1.4774235368102673,8.230105155699567,3.1937038842185173,-1.8006829174037353,-6.6502523618202165,5.801304385352566,-3.2786810129453956
+-2.4008572715685794,2.882535492833256,-9.326294010483515,-7.646812238735201,-5.364207141521078,-6.491714480533204,9.587089352586343,0.6929625855078259,-3.8920608232112985,0.47648724544681276,81.7503481553817
+9.351222852346346,-5.713453732949891,9.924099306007983,-3.02476946854201,8.331738489658932,5.000702571993574,-8.999565656093722,-9.885109097545563,-0.05873028780434053,-6.84765389843445,126.94231727023555
+-3.467138679588675,5.508575420771981,6.485890151164959,2.0635377200320226,-2.987116969566237,3.5858264874998835,-4.65929605089793,-3.2852464075593457,-4.688091354496551,-3.249378280997146,95.13065181579408
+1.1372422078316058,-1.1175136887863624,2.3854559318208257,-1.8210332884787994,-1.8380129157233949,-7.418902781946681,-9.294031469528614,9.963799703441193,-4.811447425297597,-1.7981889966606257,104.82183696487776
+-2.9596581775136555,3.5426903449594715,6.0247255679492255,9.65709333983275,-8.035805620281346,8.237556422753599,6.824078487794971,1.929198070992606,-1.3748245129760583,1.1074801817207125,-128.2132104322704
+-2.524640367998956,5.954814338899244,2.010668461881946,-4.32909442416504,-8.188755093816571,-0.8073829925168674,-6.767062687620946,-0.8423643923870294,5.424936444421595,5.297826062540727,3.2109763787125303
+-4.4570945870801815,5.151065607471661,5.626928964712694,1.7971384520278333,9.77616309022207,6.876007227410401,0.3388987090399831,-4.801399919441478,-1.296287975519752,3.0552561223066266,-98.87940786174714
+-6.715261212519019,0.4436882764995076,3.8681168631375007,-0.4535198379303407,7.498166540092688,1.4801365305844794,-6.262216396149594,-2.983451582280945,2.037164612979776,-8.758504011100236,90.14641659536414
+-1.5422566803755977,-2.7651439433262026,6.018779656023227,-9.664168522935132,-5.096306141162388,-1.5899611044099515,-2.8845033512419715,-3.823209933825167,3.941377672032871,0.12503273106142965,80.91324551525999
+-5.54010755885054,-2.4456015527850616,-2.3549957732566607,1.2720325698762736,4.83806208858976,-4.334712404707579,-3.476743253050043,-9.411969613647402,8.14133867450706,-1.511475065430914,59.727108253173455
+9.368393600270986,5.614786934378831,5.256189055737246,-2.866787667811792,-3.2527035178606734,9.884350109400671,-6.203664015001666,1.4557216446220167,0.9735412822131595,3.01507054502848,-72.31390327443462
+-1.0897804263496313,8.494357101423555,3.3578364902380975,-0.7221105400217676,1.4802185035376803,-6.418137131593513,-2.3974321858210756,-2.836727995042183,-6.4330434084863,9.456364672394459,14.475799718215024
+-5.873736814371666,-8.221376268684107,3.5220789930049423,1.0695611517824077,6.091717971927997,-6.932168486890227,4.223721642284184,-1.9590854354260245,-0.43318251496615945,7.623042653705692,-63.96528743944305
+-8.105093542521757,-7.694571955602165,4.505818579523204,-8.282599619909956,-9.47414984663461,0.7989573827528784,-2.75702447009881,-0.036553829446261954,3.569044047857741,0.707991129577632,68.96741147760704
+-9.768707147379361,-6.586337111384499,-4.470953501063604,-1.5690513619407054,2.8489934514794735,4.629688497780828,-3.95658482287212,7.665021251271737,4.538150942355832,6.348481454227088,-133.74150715680292
+1.8519411779269834,-6.874283475852487,-0.4655644768676992,-7.9667335388339255,2.008649185011322,-8.840307420519775,1.3212339277180862,6.767697641680341,4.334442623494834,-3.3883542620565654,23.04604580861371
+-3.00639764736947,-3.527003640830919,-8.182977557671391,2.089944844911704,-2.9193101826225587,5.19667048930126,-3.4348908954552537,-9.127876457753361,2.1712606188751726,2.1260407967838146,69.4341495805641
+4.0684390872397,1.3984193907935327,-1.0186610225232795,-5.371272029215768,-6.295552163944292,-2.0073115280321208,2.114722155210347,-6.972107061708559,6.573758592634793,-9.081834370581962,136.98253872401423
+-9.595558283613144,6.60277338332913,-1.1643993063908686,-1.4665635495030305,0.29439027023707043,8.595497510304215,-8.045689577216393,9.68938243015038,2.1685677456145314,-9.367637900496371,8.65961486404039
+-0.8712910285590092,7.9169625272152295,-3.731025978709608,-6.458028312579045,-9.687731787497786,2.913004598780158,4.795780969564081,3.8510037190582436,-6.630512806587605,-5.041061468879365,101.09797292682119
+-3.112421391525486,7.46486774759542,9.508901528877159,5.685254175901124,2.3961012746481347,-8.502397675491608,-3.2416167384766803,-6.355588433426778,-3.8586670029300563,-1.0003665671527862,97.3425334124447
+-6.696747849623477,0.8490928211252946,0.4983883321470417,-4.9968967702645735,-4.7507722629844835,4.982479699631321,-6.610637071467087,4.911367646429962,-3.9992691077788156,5.468407739863146,8.553061646161684
+6.740013937832123,9.562252882231654,-0.23278077769302907,4.362062158887499,-0.6843204200492581,-4.376444612866795,-8.882063742233004,9.390221302362223,6.745322004040279,-4.207563218800763,-41.468939501567554
+8.665608292593,-0.14039571275634044,1.3528404873194244,2.134811441529858,7.163278678793786,0.10285609176485355,4.338382827862484,-3.7864385816574875,2.33524919727518,5.155739416399254,-126.62912552037852
+5.534712337570824,-5.844078856470915,6.247690490968321,0.805552284423463,-6.178482658931395,-1.6924310881910642,1.0749169885382415,-2.3034599448954762,-3.1191056326790534,-8.058316331924466,148.29605609822477
+-8.50074020632958,7.305958776499093,-8.968301566068202,3.2003955392231687,-8.612831062324497,-6.592634288069224,6.571670382179898,9.495387856106534,1.7795926381101745,5.163505862934887,-95.18355124512341
+1.7409617865900895,4.742490076411379,-8.759848292818702,9.736387887951931,-2.6589383898050944,9.060995946051326,-3.359252660487797,-6.830096152349226,-4.608327916374691,9.871506976753295,-40.169102820586524
+7.101517718975003,1.841726959055896,-7.1504540909207375,-7.157024434404537,0.7064632994005726,7.050426829169605,-2.451303362697106,3.7080030536976682,-8.144821763884432,4.108886140314178,16.968264328190365
+8.94988640871685,7.152251083558903,0.5550206819380787,-2.9145955735747675,-7.519480476099782,-0.27627071320104335,0.8145768904990369,-2.2044613416383596,9.733535115767904,-1.217265659215896,-34.40784798790364
+2.0119105581279517,7.34212248015135,-9.519330965771173,-0.2795937765686607,5.791140803814743,-9.58320922979824,4.721274530110396,4.931302696489452,4.690851212038021,-9.692798692112774,27.854193493060304
+7.636538292112789,0.9277615138015327,8.383511480238724,8.310716163707756,-2.4815075295640665,-5.986413670571844,0.688116699325112,-5.58410052140156,7.332162296429281,7.0620133731047785,-112.24331878511407
+6.395011758054041,-9.53321900527132,-3.3045857701582637,6.385777208896477,-8.961327245225005,-8.007763545769874,1.9749431583402388,-9.781933999248407,-6.765289949673699,0.8642992887953427,211.0111550830718
+2.6878659326481014,-8.959844972297923,8.8911407407038,7.582382684873994,0.45193250223053427,9.174836287244485,3.4252080237341076,8.866301870755184,7.912340108041873,9.82038818451987,-359.2836827941099
+8.875424942342782,9.526575659900107,0.6848980637306767,-7.965624730098202,1.9513367015808125,-1.405070424944681,5.4299709168504995,-8.781844804469237,-4.91480820921351,-7.506555859200628,155.7616697679476
+0.9268206681124513,-1.4886982199226195,-9.62527997978839,5.760410560563565,-9.188886976607762,7.573957433961325,-1.3579698381278238,-0.6286938514987939,-6.221619321164167,1.102113969476255,71.45243861497572
+-4.490142852359571,9.104741994788316,9.301394813981105,1.5294067488609397,6.674717641051934,4.92374448616167,-0.9785239427565484,4.044731288594329,-9.47314243692496,8.253697823178573,-130.5511404800676
+9.368602853253655,-1.5348091178921441,8.84784334298737,5.711447733190134,-6.955637617923795,6.229673169913388,-6.968927023935034,2.069807459945505,-5.260809937965418,1.4124686416515875,11.643642762909078
+3.7322481970039756,-1.3597356493599166,-9.936434724182863,4.9725111056591835,-5.797121484667727,-3.064878830541118,-7.380750249881121,-0.9905383957428593,1.914596474986594,4.738644362273989,54.13743896061664
+7.593491285099501,-0.2299278872586985,2.9172236623815873,-6.6772591454975565,3.656527583499163,-6.082849029845949,7.203619145075799,2.7276718985437287,8.815645151468264,9.046274102692568,-208.9318739558781
+1.4777158685137914,-7.488628574875071,1.811626333757843,-3.121273806514393,6.131330497901799,-7.610078667897168,-5.836880027214725,6.513421202336533,9.829604405776411,0.8587192446054304,-69.70889187540436
+-0.4808707210164509,9.238552906687703,-8.396074684966177,-7.293791598471477,9.835524635141113,-7.571646471316478,3.298046880611867,-1.7371412089123517,6.669291392411434,-1.3908249881802015,-19.411502159759
+9.07821750143695,-4.5693733771356815,2.169103709102891,2.4848697616574222,2.0161880437888513,-6.5052479272910695,-3.7684328485306318,7.876297468164264,-7.550891424759869,4.421351479151056,3.080169111964127
+5.408211474760371,4.865532541596775,-4.537817418393823,-7.3751929648472565,-9.305724544040483,5.523780038632953,-4.417782698846762,7.130731958602954,3.8746675109515594,1.4089865070110985,-29.878923752289978
+1.5488377926712849,9.111385622738952,-1.7645460494466358,-8.259699877645135,9.154457910244382,6.9565788652496625,-2.334911883514781,4.813378352339495,-1.5510367670054959,-2.989554211827472,-44.05756229309709
+-3.43353841128494,-2.8073227610981877,5.038679395631178,-5.4368485340070505,1.828529023644494,-3.870070561642014,-5.299621631347486,-1.344027855130534,4.726371983651562,-3.920054150168375,76.84172851290178
+-8.084597826607673,-3.9712154464776073,4.123847406568033,5.360872707846642,3.6233307946607196,3.235253813542074,-1.9403179167448115,4.409764607632161,-8.046473686238613,-2.862319498168129,27.945252215828805
+9.106040968216927,8.45634851254174,-8.577693339989061,8.76491745443159,-3.9397545486940033,-3.908817981636319,-5.8906481306039105,4.150886183992466,8.764312543066382,8.105286810516892,-141.4771226799947
+-5.0055765903347815,-8.614332195997296,1.5747505704089804,-6.986072286734224,-1.8475933835052905,-8.220695555598056,-7.2206105460137815,9.03097660640878,7.478573537036144,8.214855995676164,-64.19119691740427
+3.4715432201857688,9.435218973028075,-4.497933198565802,-3.2027146272341733,-7.284080054710995,-1.6623841969512276,2.1649599474004266,0.3887044161338582,-4.50393662853233,2.4739906831370106,51.70030993815209
+-5.8237884034475496,-6.0454569555590965,-6.878038332840979,-2.363841433427949,4.240658356797622,-7.535556520060005,-4.8661990661349686,1.5768571077911053,-4.656174351990925,2.65543025908346,112.32635501439151
+7.652992023784098,1.6027204046343124,4.17747228140551,1.1684210535484119,-0.0092029137596783,0.06481601031689488,4.776184846737442,-1.6133366921965697,-1.36813520627864,1.5780955397033702,-49.11371572693366
+-3.752654516131253,-3.4380483524412275,1.6154618055813486,-3.8435703973748137,-0.9270258567266931,7.826345543108529,9.418604848781518,-7.356170332488279,-0.9417815195427792,6.955300130936443,-86.13369493961949
+5.53041882521611,-6.0044402647362976,8.272755126864087,3.3104809640208632,5.762318836018554,-4.933497323358765,6.885713614966644,0.1560608531061991,4.249670165129298,-1.7933858946735315,-95.55056381702386
+-6.932837173524615,-3.52324502781854,-9.378138887103757,-3.9779421869217146,7.362536613356614,8.772235868871594,-6.0847879465410015,-4.182484339362804,-8.833856602136624,9.483110699889766,32.64963898487299
+1.2761037710069356,-9.03733430079419,3.870107313867799,-6.275419331349694,-5.7340805272987705,8.033615837128597,1.2080100748868228,-0.6721787293974635,7.798087917407677,-1.2786232989996282,-46.74933070596139
+2.265463907387786,-5.921004847258844,-8.707254782616857,9.335025625266846,-0.7379543104875141,-5.641770097675261,7.792050970844347,3.8639952966496316,6.223234629710768,-4.813869694633393,-54.23478120031356
+-3.548517469106849,-3.695373693417383,3.801396975372411,2.438180318285683,-2.0736591384927117,6.946983212852071,7.025183873769489,-0.44673643494222537,-3.2520328069527027,-5.196955009049895,-2.05761663124805
+-2.8908661571919136,8.571003115682306,-8.227726673863863,0.2251972691002191,6.9900784476418965,-8.270206888489396,7.785083574563707,-0.3888472848457658,3.900108611299491,-5.71352867260376,-1.639041715619112
+4.458086622354722,-2.7783270762180545,-7.748541121391237,-7.484792844368373,-2.586160354799767,6.2329413484574285,3.4253773466914383,-8.772121316512502,-2.9593779269389975,-2.936679596337961,136.1844059628731
+3.77367997152505,-5.9634015077602704,-6.614307821284296,-9.510248566321835,-9.236358968959312,6.331337393697871,1.7773478154863165,3.744508052689952,-1.8703789829804451,5.292031715441452,-1.5263860600340386
+8.278565168627193,-9.643480392709254,1.1281095752153902,2.5346679983969134,0.17447419914099038,-2.8880152283361182,-4.030146524108503,5.8466080114754515,-8.483981255377863,4.9844411018057695,25.55771027751717
+-5.8600891307102465,-7.624337839577018,0.7232822773946768,-1.7928512731512192,-0.06387519814566645,4.91683149688523,6.128591589182351,-3.39695578072424,-8.445547164609057,9.609591778362605,-34.00928084389673
+-5.88836375167185,8.246192028851507,3.829783117782928,-9.743389291502291,3.745455639093882,2.475942545074503,2.1055141686530066,-8.740770473709212,-7.833262644565215,7.036285336191859,42.408538066957746
+-6.894644310089193,-7.548458620898739,6.003015347827669,-7.9103028886205955,-2.831951134587951,-2.417021185369832,-0.9846668192050712,-0.9218860968183096,5.668594005182581,-5.986780534772722,90.51005182456686
+0.6009313795012305,-6.094342925470249,6.667925542953608,-3.238378412748677,-7.801267566391436,-3.026666568105225,-0.303637388686524,4.132434387190549,0.736956124989312,-1.0868727018994284,38.559860983558764
+4.048365710439605,-3.4860968938208248,-0.6039653641024612,0.5454472748627959,1.2531645647502976,-5.89215166893373,8.15781497826954,-7.213302057046778,-0.8185687328261859,-1.7903475937212976,61.38925966827563
+9.396708948928314,7.201610150366557,-1.5714969824639358,3.0906484539820323,5.410850253733885,-4.785450400248736,-4.367043632433587,-6.944831550666157,-8.963543535836319,-3.6099942295559595,176.9506511548357
+2.5782075832846996,6.679701375386129,-6.250427964477991,-7.689096231418118,3.9576805484074917,9.23854414937459,6.462992803386991,-4.253704001331151,-0.45131366066058387,4.933659131617243,-95.19420334269884
+1.854736173302971,1.6888978936457022,4.837577872982594,9.62812079151381,-5.732191438270564,4.870198443201163,0.6208136735750025,6.5075691903479305,-4.414942367262831,2.36354746871813,-95.89493382517578
+4.903741653560538,4.871031597143882,-8.96350043228059,-7.1444958102856475,7.440676204877377,4.581404583457087,8.892701739503599,-7.990489286678468,-3.788225005643824,3.230062067926307,-17.49274222622772
+-0.7427658028652351,2.7509272494090586,-3.5331232951059754,9.395695292960136,2.892797489360257,-3.7107387101008094,-7.097582390262467,1.4466860625260902,-7.369557900086403,-7.845587149515119,161.86203035495194
+-9.384621294985108,7.617420901112468,8.833140475688756,8.809591837869776,-4.7614625513144615,9.559521064757597,-9.503198466844472,4.474184689328887,5.119620349330775,3.4956721869899776,-148.2472575945718
+7.200815964997844,-1.6206533601571915,6.043474362083742,-0.9129254617372662,-5.931276628470932,8.631204870983115,-4.179989186173074,0.48888443095976397,3.6804930527382274,1.8324056730533478,-63.47960464825505
+7.411128263729456,-8.515963341163564,-0.7939512841744678,0.9564974762152989,-3.9971134570052214,-9.817038280163466,-8.94193861887333,-4.408000177026919,9.901843774465577,-9.333932489993158,192.5861093670321
+-5.7334260415947185,9.995458876864078,4.977321144284971,-3.2759352405158815,-5.816372504102903,-7.560096264459688,-5.626523415853044,-5.3174318218318195,3.3708589222525487,1.3916707043206444,98.93135948300679
+9.557339893065803,-9.931198603341624,9.011542837073607,1.11614686957078,8.891472552990633,-7.44272994987329,0.07323879413681844,-5.4256281918065286,8.191423866729032,9.635400354173756,-144.04878340795742
+8.72691272574205,-7.916111152568672,1.5512592357798871,7.882606148424287,-9.75969404106468,8.926978402683321,-3.748401582679146,4.194359041590112,2.7624840939996087,-9.507070850947665,32.06768504394033
+7.589714986435685,-9.963834376753997,-1.0181665525762607,7.276052196881066,-4.706515453711053,0.5144890901171917,4.68194646220923,3.774859166286928,9.381191245356511,0.4860078668796386,-141.7216102479489
+9.769036312255274,-9.418826575131607,-6.20474555390266,6.925647942568922,1.960179303920111,3.783851903303017,-5.807290947459556,4.9182499186954125,9.201031349604339,-5.573923553336046,-55.05270798078115
+3.90713901312179,1.743655562968669,-7.992004946505437,8.12170530756973,-4.4190226429970325,-1.5310688800017336,4.257599936433481,8.207810497802564,3.1210750092240125,3.30180605904004,-137.27175045692866
+3.5099838052373222,9.045407410860346,5.850193063328888,-2.1559749985312737,-2.8739858944852115,3.34808721781904,2.567271120854495,-3.5008591288317503,-3.1186757758033923,-6.584554209627617,70.66719178525194
+1.7686471710134377,9.307822108885095,-3.700416909998556,8.669155025428875,4.746148799679815,-6.3024926103314876,-8.395387421625898,-7.35471443111678,-5.339276109076081,-9.15275588424436,230.83399393958973
+-2.31904068942393,-0.18054565099864694,-3.0724503941203385,7.240654924728769,8.235588807119651,0.8788320452827736,-5.431312059551048,-2.284826835946283,2.8349222557653153,8.774136558122564,-117.46709245673989
+-7.755141755305337,-4.226485922231083,-6.790144294005622,9.065969050384206,2.769125485969297,7.779605805015654,5.08573972980078,-9.850457347485282,-4.297991292555741,-7.532081190896369,100.62517913490517
+5.038018462902098,-4.413880522958484,-8.942124746303278,-1.8594939917247322,5.4219845209936395,1.1984940582325732,6.8473824137904575,4.100223476678013,1.586751736052383,-2.0952338595125175,-66.72386097288181
+8.486319374595553,9.052234371553418,-1.372689370190494,-4.017828096862255,4.294855229140655,2.1669142509801853,5.553552688166241,5.902607876142742,8.58856175545947,0.6634941273766892,-207.30870442335686
+-3.591360323738537,-8.712912716978611,-7.959289216188656,5.152538625316481,3.486298961442107,8.830296731044271,4.8340926913094755,-2.3242768501883537,-3.1024498747405738,-6.151308383471521,31.621283444405584
+0.28183832171352563,9.484124912370255,-7.827194917589746,3.453585607214751,2.5307950334623164,-5.840160757882713,-0.3778543047244942,5.8881893452024165,-8.95132982543104,0.14713424766624517,50.680550503665074
+-5.107506794495961,-0.9157575391991335,2.6332355766403404,8.442417553147685,-3.1928614234468355,6.04893147577595,-1.0255404461506656,1.517231216587147,3.5388452466363884,-5.950534244266413,-29.243844174226414
+2.850651069888228,-9.29605367870423,-9.43785233233193,-1.2467162329167136,8.86202404038624,0.5922675492244944,3.168132347500945,7.694287894676082,4.272494746168967,5.6897647583103765,-174.42201141619245
+-5.39533108899235,-6.300822657011276,0.8585514978172526,6.800979167443999,9.255535581508083,-4.023732408162031,-2.134023824359208,-4.781742608772738,2.2310085482544006,-0.1589785289478307,5.167243876885164
+-7.38672195650552,-3.2978198054609953,-3.751552080544296,8.521163578467695,-0.056775786989557986,0.06168152787513259,4.820667914495771,4.990088774057444,-5.9485138311210095,-2.216229045655973,-2.8982149645131243
+-7.59610980502096,0.7454783782347452,-8.864667016379364,-0.8511291905919993,-5.864930381908731,-1.4801944007164947,-0.9511178882316362,0.24034189598963307,4.145747498866516,6.225661864013922,-17.302639482167624
+-6.1726258140060235,3.211016543978078,8.666420778889258,-0.7903767074456725,8.509123301279812,-0.580125040189059,0.22070789230146826,-8.97142253595941,-0.9535131536268326,-4.136454223132844,61.59807286274806
+7.26535688219222,1.019714712609956,-0.35109936172073253,9.935377779222485,2.7210138041313536,8.051595551156332,-2.8813277381492908,-8.892847923771583,1.2928155720966772,3.3240330506399873,-59.38981782742742
+8.75845044336283,-0.27606919607177094,2.9221942832284964,-3.9691498585458707,9.875463848478603,8.830141627195813,8.29388987607291,-7.1430149440708,-1.364366965127335,-1.620892095737947,-71.81777202201135
+7.347198779160933,8.164700192412402,2.6981251731107214,-1.3311861050765206,5.148198287260374,-5.040094223023976,-5.091686864314866,-2.4910351646304707,-2.395237492684643,1.7639778136551976,40.36220400571992
+-2.5727627293335686,5.062138447134825,-3.3844239047364755,-1.6216867383991285,6.071661666096269,-8.157428042301085,2.7637339735373057,7.411709081787743,5.17081088013631,2.572944909623427,-119.49115330002185
+7.000950062305787,-3.1740024899633834,-7.910749693405672,-1.4025456044297702,-3.3729930781377226,3.453372153197529,-5.809085345697065,8.181259047267291,3.4223790376690477,0.4625004995580495,-31.455771618721762
+8.841446958038517,1.3977942703802237,4.9334616479422255,-3.8729775068625116,7.8488327493199535,7.563233818528852,-7.79655809989819,8.733265451704797,-6.124693256829456,-3.6598010029505113,-15.921832997431903
+4.081325381120484,9.177896383499242,8.659955328047989,-7.716806693799583,-9.137639624707099,-7.569810850790382,1.7969343624370837,1.6501244254327752,-9.656206252716167,-4.878016007752883,187.5666549694118
+5.9771225733701705,1.651592262851298,-2.989154410723922,-3.448314824671801,-8.082206838985076,-0.6143115192769177,-5.191851050587117,-2.3468077581527402,-0.8570454326037513,-7.58033968092988,200.13243501626926
+7.605289659895151,-0.9335555245643978,6.651523389549969,-5.315194737502187,9.132233693764684,2.8710698748919583,-1.9203411552238103,0.4394938838420148,5.4943502904521235,-8.036192367893708,-23.36259771723576
+0.4399199440536261,-0.043915994625787214,-1.5965676241359383,7.102941039485282,-0.9178622841869921,-7.584890715108932,-5.174113720007765,1.9287600015714679,-0.9723296893470934,-0.4442914977326895,63.92285457521697
+4.504767157864058,9.692427537508745,3.8846018958102957,-1.2225854745042941,8.15526834762099,8.789462978291558,8.956485628276951,5.455251696058849,-9.304732007760176,6.7364589032568905,-210.64825933129057
+-1.8450098697786221,1.6234301246101301,8.447240430984595,9.00230878337958,-8.809721379533752,6.022291293516968,6.958830055365244,-7.678524903350176,-7.458951682066155,-5.934443521997894,87.60479554902551
+-6.20335978066799,-8.69714210070468,3.286520578375831,3.6796506211232693,9.826701224839702,3.7559705526969522,5.807827610394758,5.37040343169658,-5.048684788032835,-2.41797107318108,-83.21129636732421
+2.5548897670553528,5.691562446226892,7.2390953698175124,7.089497378400653,5.809043111153043,8.441085363646257,6.32787053846966,1.863112611887674,7.4490138448954575,3.4589381634163896,-301.49289774427933
+6.455957964356809,-2.633349141717156,3.021611835660376,8.139384253812658,1.9479138496925663,6.563300597458419,9.989618867655349,7.234692718522096,8.649894786059312,5.318610975784086,-346.95873423973677
+-2.593169986090953,-5.062464475039974,8.97526945648654,-7.367993669283431,-9.978362377313122,-4.708697855448392,8.948712703067889,8.571831227499045,-7.004507952426673,9.508831214980857,-66.68423863238644
+8.209793998601665,-4.764042949779698,-4.818091877840962,4.757723912893567,-7.581601380294867,-9.402156334169415,3.2460777188216694,-2.1142850715588035,6.1086072527297635,-7.860822747316423,112.96739883836753
+0.2788965346604044,-2.7007550541949676,8.89241762352081,-4.889499518743426,9.51497660610697,8.160714563178999,-9.393770634197496,-4.764459419886062,1.9369564032077369,-9.288734436129902,84.40330740109444
+8.909997694564844,9.477756805539638,6.631311816714982,-0.44385333830211815,-1.536326376121795,1.0897936100058137,-9.985448049142072,0.9500062233628759,-6.7896097930327,-8.244625388140038,164.30350132793552
+6.635692937252438,8.23534989262969,8.272394100404323,1.9527733219004628,-2.0508925992129567,-1.0709479297967106,3.4314417887256154,-7.921745644037273,-6.1179434923599185,-8.807715007085266,147.07935063752254
+0.6250525907363702,9.251640401520547,3.8824733181845206,-8.432824242110168,4.733112198185361,-1.344615251884551,5.9031978222351045,1.2889912462240116,3.8114216675832457,-9.342450171998875,-1.5157022463100187
+-5.561384555108313,-2.848980953227074,-1.5665777538984682,-2.112990817851277,5.856949957842983,1.6806208256721522,-5.402008280655474,-0.30080594429910734,-6.7460258779606725,5.957879322364345,29.40320222015224
+-6.917622119409543,-6.431892978519979,8.356556365079841,-0.31343834036295704,-9.052114627359725,-7.473819887676878,6.525881829437418,9.142797276431722,8.437578708115494,-6.502610269536284,-39.6070468295212
+-1.884267795323018,4.327416143383671,8.376000018321779,-9.092283457699995,4.53299322472218,3.7222739891684764,1.5040833020254074,-6.6872457948707815,-6.920154598429322,9.91491248490691,-31.17104752221789
+-1.2027073173874658,6.028932375016362,-2.863281266530857,5.171475592467045,9.812865469642347,0.6106302684126352,6.291313819624664,1.9927994732007281,-2.7767591415332005,6.686487073485985,-173.49920022155914
+-6.513695171639295,-7.776804765509251,0.7764369367066659,1.0520214085507984,-0.13818499101774462,2.598660183886803,-1.7188809380421133,0.5168458824326372,0.8309263771122444,-9.995608540990908,104.50181145669704
+-3.727887550009963,1.437369338301402,-9.7209065270984,-0.008463119983976863,-9.337798311134396,-5.894025529737883,-6.7641601504767195,5.361307929803432,9.176317187815513,-7.401244464609884,111.40988745506591
+0.9868119561694,-5.3085696451766236,-5.085889923363281,-8.07818216957619,-0.22663110998273783,-9.766289619073259,3.6351732137563686,8.364373111535857,-1.7261367433676345,3.9600359165303733,4.015698311059082
+-6.451614050156717,5.654807886395026,1.0851705525534827,-3.2197324337483013,6.90374931053741,8.099889657984571,-6.741284601056892,-4.73973365792963,6.927707253879099,-3.7660956748176178,-14.591543636013432
+2.21487468049675,-6.1454770470930615,3.418777909117048,9.780312751425921,1.4006177261990005,-0.8804578259064999,-9.393304721596119,-5.392401940299587,3.999168996471598,4.603997641425894,-10.982950243204238
+7.261279374443399,-6.145208823334897,-6.652928087709364,8.323051877912423,-9.56508037917716,1.2776322446344412,5.482946966471339,3.670780888976257,-1.7553769838536537,-3.3541501565061638,16.97748112998173
+1.3914977803439599,-9.907436004886508,3.7808407751716455,8.991025546717688,-7.751374488182785,-1.8241002722195088,-5.5476288187948475,7.416931285460173,-8.93162933197772,-0.12666997004508573,85.77149389044315
+2.584127561287668,-8.334467176076837,-2.3072424433828798,-7.447650209894494,-9.99051017008762,4.19640797535817,6.453988897292486,0.792035374158433,5.520919136938025,-4.153539504614196,19.866770950216992
+0.6438752341974352,6.178163031846406,-1.4280300645960176,-0.8578780542805919,-2.2857158633672037,8.264942867311198,3.709034082868974,5.578777684543033,7.5117207650341555,2.9616472731922117,-207.4762226034435
+6.657057516125651,-3.420238386601515,1.2530381563863635,0.5048357319613284,1.1239620180534016,1.8817360647764847,4.1135056785134445,7.335456080923675,-0.8031147725961696,5.264659093039114,-150.82594731309933
+-7.000093750099041,-2.507427975523766,1.360363116249368,-6.755850894811211,-8.070995894399553,5.902451139327216,1.3291746118922032,-9.496640186273872,-4.748557356196869,5.478450570108433,98.23280281604671
+5.5639959326144535,-7.09120135041675,-3.215152833346604,7.422812427741421,-0.2735307877838111,-8.496675701539703,-2.762406348647677,2.9781785658464233,-1.5846282580292614,1.045742494725601,43.8090419157938
+8.942356645050735,7.422357373886528,7.164406890987809,2.8476401261407536,-2.8199396114658937,4.428237942581421,4.207728685959249,-4.340823329394747,-3.126662883095328,5.591538289261018,-88.8827622707296
+2.105415415906604,1.142491839448363,9.142542992918424,1.2745399726629048,-8.668470356952458,6.1053487636038595,-6.517912339853513,9.129696607141604,-1.404291242830149,-5.205255275379724,10.575947891669633
+6.528832151806984,8.592669854015263,8.106886222185288,-3.6882067696025667,9.35164771752239,-5.362803439397594,-4.984227323005436,-4.488289517715797,-9.637001815891965,4.269338730900993,70.13087480256664
+4.806172209077562,-4.384690705398899,9.558420369733,-5.910166729619135,-8.852776371965716,3.033431166036229,2.3847741255425237,4.062674919108393,-5.682513256781809,5.4436338591606965,-23.647744773952653
+3.302626929307808,-8.699142173157155,2.98384771980301,3.966559616139873,-6.345148660152631,7.972823690000384,-2.250254836922607,4.76215179089766,-5.239726235687002,2.4291480352017913,-22.8347663960822
+-5.590288963919097,-5.240395073253801,-1.7086860708558826,3.2471214782010493,7.763520854084858,2.130528904739133,-0.33537753247844027,-0.777718722703804,8.789375266871211,6.752191472728204,-178.19095551276004
+-1.883141777602455,3.1594567383376804,-9.519779432239606,-7.264933124296215,-1.7435330258815585,3.1720389969079976,1.944495631055232,2.027754138120037,-0.8102784349333692,5.209891822084791,-28.854760253988005
+1.3438233920746945,-0.15861458396888128,-1.2720589641876456,-5.840200318752178,-1.5228899770050575,2.878903974358291,-1.2862183874661093,4.275369939859122,9.304024801706941,-9.228468464372446,4.442531324286664
+9.34449584651576,4.9925859121312355,-8.77814587296686,-9.860996327097013,-6.1321518546180265,7.454180994017596,6.216340926375881,5.6905668384803665,1.2333055813446903,6.274408892636314,-126.981121931761
+5.309730768453045,6.242742388073637,5.682591113059157,-4.726869040712884,-5.435532160130712,-4.894888720209336,-3.2889098381545323,4.299802356992872,-2.6779800278522448,8.011723956959404,-23.64067470457725
+9.698686438605053,4.076593312648972,-3.2832607384792056,8.966996541004493,8.56610698832386,0.4492880332494842,7.192282356256257,-5.548088391388566,-8.145962374047818,0.1696380795795438,-18.613095384021992
+8.089417369425597,-4.147327179897471,4.231005694764349,-8.094681643631418,-5.053648516469775,3.050229667706541,0.8976870855326657,-9.185868630574488,-1.3425582925665713,4.967584514179785,60.4090644132967
+9.49182945304915,7.5302298014025215,-7.385778265222845,8.33035958657022,0.49323004810259974,1.60221351913163,7.4773277182114795,-2.86860157275048,-5.030181941329614,2.4002606591570586,-52.68879711898028
+3.678969364000464,4.839771602564893,-2.176356169288338,4.628638419713782,5.848462199232163,-7.6751948778215535,4.591002607688108,2.574775083390517,-1.4302105317435299,6.987502226672728,-114.42288085022675
+7.580727869126176,-5.841878514127732,2.9658306109763344,0.7998463610777984,4.313050410875894,-1.9819639381996978,-5.0968604586641035,1.1298362905456583,8.519229056812662,6.410116331783067,-128.39024407415815
+5.548867908959605,-7.841451949326008,-2.766349952484337,9.001916306862036,-1.5052452173356423,-3.8122877022711577,-0.4289054203243525,3.8047923367414516,7.1765322243116625,-0.7644931138713362,-68.52180968783104
+8.302977735501653,6.801314729289003,-2.0748648558781246,-5.077408352330448,-3.73342887405824,8.123546221734863,1.8840041414832065,8.104317035734386,3.8795487606388668,7.537672447729218,-209.45608746501534
+-7.938113186071904,8.74314715158361,1.9289095971281456,-8.66484817113906,-7.349021484640623,-2.8084089918921706,1.6597398689664056,-1.4343215647830099,6.171036487186415,5.045384368187278,-30.44921415156366
+-1.2835653501798538,-1.2329847825050932,2.2988365463547566,8.673455594042647,1.9897918181930696,0.08474622304409651,-2.136268848364591,-8.832332664602196,4.439617647473451,-1.7637544075892908,18.517924359417815
+6.800468646417173,5.015064370057097,-5.988215812725932,6.839427990432814,-6.771476444405977,5.825007592398331,-8.87984257603474,-5.6557465057595895,6.2610274402400705,-0.15629022233736523,28.51215336520229
+-1.2163987808506294,-4.40661427228706,2.803738334821566,3.283493036783456,-3.128676529838259,-3.240432001490432,-7.407777737266832,7.175469019334988,7.800733807138811,-5.438076925985465,4.690623213952931
+-0.23422851267233202,2.2366117121259177,-1.059341170817587,7.734911548346808,-1.815258060996856,-7.659592827823993,-8.698298449816013,2.596912359175445,2.5776080390672074,-9.716418516331542,139.76946462138602
+-7.896257579508523,-8.022048983901094,-6.79398876903398,-7.659200869843219,-5.185017123187903,-3.5678888086830995,-8.152133339164795,4.782934608555072,-6.415932788388037,6.714580734927753,134.86456778179667
+-3.7468791802671353,4.142612458031967,-4.721923705178719,6.579600718752749,-4.321991072428433,-5.029510022068746,6.742612363389289,-5.660620821622886,-3.5130027849574508,-6.601303367893272,134.0276166144134
+7.3069769413787,0.26477422024018704,-3.381904146367931,-5.555335081799764,1.6516346805901794,-2.2469216947231296,6.902692109429185,0.02615780824289926,-9.295607175589023,-1.4467908683244346,82.65670571625733
+8.489626563880673,-0.26154141735045267,2.2002001133676785,-1.5934145227515417,-3.03106507981729,-3.3496907490027827,9.63797396948837,6.064998389262987,3.1084221605857776,3.2857598479184613,-146.22155945422708
+-9.365321135228779,-1.8302081131279646,-1.5145117108405826,3.1413383313634013,4.863226504492548,7.5485507043980205,-8.727077562217962,4.837734301173078,4.792518507986667,9.99950881181158,-182.25903307116653
+-4.122748209560363,5.257472649662633,4.6444462475784,7.773130483117399,7.784059799210413,8.389892273023689,-1.179961293256564,4.135744373814452,-0.7397021928310354,-0.9169545679488911,-146.30480410874424
+7.804379769941365,6.302590199031711,-6.910684911336562,3.9234489334409495,-1.757766218236041,-7.833272181119229,5.517808957287718,-5.264512544283246,-0.5780856810171975,5.032507399985131,2.6704848349719033
+1.9066868236553591,5.307428359272938,4.556784917600252,-6.174207196998262,-8.797584321636023,1.5604074977568483,6.082230449038808,3.99172099257485,-5.924912568958094,-1.988674265574819,35.169023872513925
+6.721040083991811,-8.836293563986912,-6.881373543996554,-3.371371035437203,5.404991174898051,1.4402189799556697,5.23303817031697,-9.792593484157791,-1.4972088676908113,-8.513378345314264,153.49811999101294
+-8.72484384555284,-1.101422842651536,-0.04925517751885433,-8.46979447017932,5.495838115825147,2.5991583854570144,-0.3058140219109573,5.447567976627892,-4.674748588377396,8.884549762302132,-82.03670931076208
+-7.1160160005399025,-7.790546120162509,-6.82594991712135,-9.243769771329891,-1.105644195246449,-1.8760592913597884,7.321596977568374,9.159760382074843,-7.863290477965137,-9.292188566735122,139.3004866308705
+-2.367137763023821,-5.297341021013264,-2.6645690460942917,7.342659166135581,4.515014105987023,6.587328324926853,9.32688913129857,5.342275706311888,1.7112434878669602,-5.309985702167461,-136.4666910794238
+-7.089866408132044,5.765737191039307,-6.7518993473136435,-8.475079427644797,7.386573885000713,-3.777104133390683,7.491481116503397,-3.24287949892337,-3.917317504539186,-5.320998787485747,100.91747256460359
+1.1997996245021159,1.3620521854730283,1.2085887237514958,-2.9871755870068406,-6.972461969816983,1.913997302088315,-9.26626040455024,5.135049995921381,-0.05914066733321066,-4.645923941285888,101.8285388578172
+-1.2043426566742643,-1.9577432853637577,-1.681244980512837,7.543302689674918,-6.8829032994366095,-0.5179973233375113,-2.766810816253411,0.37871869612540854,2.8167397135919203,-2.0072393729279114,32.63141421651436
+1.8768299127172061,-5.077774860409116,3.2699030680888685,1.0712952837195955,4.134951491799567,3.902637687140784,4.599392035934022,6.8629843115712585,-9.978097198954167,4.682123084902017,-89.86616284087121
+8.814063019908456,-1.4618690534254974,-9.785314058811883,-0.18358326812182968,7.245110526302103,-3.0524340893790813,-6.786053968995516,7.232066450846544,-1.508194939117613,6.104339739129916,-48.582271038228065
+0.5914482557018141,4.33566737569058,7.799878315195869,3.754026034229192,3.7553354534698324,0.3143578377516154,-5.982299134820675,4.752687361920058,-8.191234628075142,-4.197415861511679,55.94099350618645
+3.4424483339132284,0.41283780425603434,-8.844812975996986,-0.6259677815320464,6.065794236635029,-0.40851564094433357,-6.15289292598888,-2.055600346747375,9.358469615692984,9.512335598872816,-119.68947726608243
+4.964740818014725,3.710062989970002,6.228227925899146,-6.883357745407775,-9.666451147939995,-4.500283295679917,2.3342041161793126,8.373405366637684,4.343736739641335,-1.1729956185619272,-36.240614266992225
+8.56471690567936,-3.9582108793386794,-3.125532822677386,4.970299575929582,-1.7615311352959662,6.769211514041357,4.40256968833459,7.9196062458547,-8.540630473554305,0.5292317085528575,-61.38296856155597
+-5.264149035217338,-9.005485813003473,3.036009572320175,3.8169267505834292,-5.218909897187909,-1.0811000859181452,-5.397191189801394,-3.0607185511658264,6.332261868552338,-3.7924399423026367,78.0533218384622
+-1.2647222345089104,7.215473379770867,4.800618832550844,6.621546186214184,7.581007261304061,5.777170856878677,-1.4828611373921508,-8.117506375789358,-8.453998629547897,1.6018637344401654,12.076780122876288
+3.725295830887454,-3.6191996034390272,-4.228027978358371,-8.876794273661869,8.733915081735464,1.8489540460897969,-0.025136433774561873,-3.3558099899530336,-9.78738436857364,-5.358475199355892,167.9365925725043
+6.797402925771796,6.3212971562347375,-7.697426724017571,6.449448764251566,-8.930964778409209,9.232253338336086,-0.6430776906775115,-2.264718857381367,8.801124838655372,8.719236282970881,-173.25253254312278
+4.883965135750765,6.320990079191507,-3.369035044190396,6.824886908814154,-0.7347222705461198,7.441133745961864,1.5284634991761714,-9.777099953819558,8.327527843121898,1.606849618428583,-95.72401928427732
+-2.977992350964076,3.7856844164667858,3.5857043946016898,-6.430301327367845,9.926643908989199,2.7892893418918185,-0.8198766113193212,-6.684695574043181,-1.4665935765310412,-7.31622060090789,93.59629033120716
+7.045140922849473,8.857837032048003,-6.195889503199908,-8.001771381889206,2.6516246874226135,0.12524861241156593,-4.74977890068514,-3.769824705429594,-1.3375930130368197,0.18158492060168285,89.41160128764305
+-8.427459259180921,-7.837965989796243,-4.084421018480715,-9.128749064207707,-4.163022800767773,-2.7853329188759846,2.086872310535859,2.8325624452919262,0.06518666630313641,3.4784740329145714,40.707352492735595
+-2.1853928695224867,-6.468394996235345,8.143721472663906,8.767388509945135,0.17629398884358105,6.447411757354702,-0.33761245425238506,-4.06109886245366,-4.929452328197936,4.684341742598845,-48.557155251774034
+-8.19230419743777,5.683775102097068,-0.3311546130266252,-2.2895904494217834,9.966083197261426,4.725575615175717,-1.9401472353998783,-7.004710581347943,2.1678692454359916,-2.607693062880354,9.219319597790738
+9.854568097484623,4.024154854442628,9.38734172723784,2.4766282247269333,-8.361696165187757,-2.235381089653379,-7.445462107564973,3.951616140128009,-0.3178674590492414,-1.042880524356482,35.95083244100312
+6.770063012424698,5.7435693363149625,-1.5912022854615815,6.527693852853105,-3.1719298241184557,-2.941334024916813,-0.9691112525025836,2.572945312476629,4.9226221689264404,-8.21380233260659,22.14382955774171
+-1.2053363445943743,-2.379641442865532,-6.417932816954767,-2.143373848193504,-0.49638950420783257,-7.640835327857902,8.835986227106655,4.573344940188171,7.988224976447526,5.632985255054952,-140.8729965202809
+0.4647129185531984,6.453234163607851,-2.2987686020682374,1.9799073416391177,9.548860371856609,-2.078220869071532,9.792287394790499,6.491873162556714,-3.4640403334870262,-2.389588331151624,-111.15196372514285
+5.888189091815576,8.037804066194138,-8.669852144883766,-2.1113453300420693,-4.252949449520676,-4.422135473319244,8.49492633854782,6.5375644018571455,-0.6980304490337597,9.55823646215938,-137.8044190353879
+2.2322629984263864,-5.814362643363964,4.274462695454126,8.272428152133282,2.4792578034230828,0.34619891211998377,-6.156115747611713,3.4722655336773522,4.690161380104058,-4.674212468755277,-27.589768665332496
+-9.480254615185304,2.95253680855182,6.544139689004211,-2.746878590723234,-2.530753724026673,-9.462317786992529,2.367112183277318,-7.094560349598145,2.040825188349451,9.002100042201546,0.1794060149496769
+-9.919063921861786,0.3539638094057951,6.062998843944305,1.856609926930044,6.979732888297134,5.069662248325595,-4.33390800773243,-9.167262861132599,-9.390118051670115,-2.1770225802414855,131.33797629309908
+-6.104898591121999,-7.177478442624146,-6.112807949858896,-9.417963551653287,9.451464801173836,8.853271835650958,-9.56769084753793,-9.537658413359267,4.445053721569732,8.009441050954425,3.449880630229004
+-3.758465169784899,-2.7232224385454096,-0.128208542497108,5.603595628539018,8.220129300508267,9.579860150634644,-3.31848780076333,4.907576172072902,-7.9313604088134575,0.8783963096021274,-61.68927648973149
+9.549907308532786,-9.461918308411104,-1.9991536383479924,-1.2804749405628235,-4.185549710327347,-7.691706153792119,2.8723976875913304,3.3251852731052467,2.574366134333528,-9.441210920811542,115.99880510795478
+-5.398850184199182,1.345279538683426,-3.8649003801289927,0.8794611704013988,9.358104927338324,-3.094892290703082,0.9783701640523201,6.594483696577584,-4.165186262157031,-8.58064651987631,49.313269244475485
+8.77681517972664,-9.457014267340256,-7.573200189820584,-6.723092987490293,-9.284543906830944,5.588854502715561,7.267663060422871,-3.6206456941719045,0.6202032033851124,-7.387966675698909,122.35518183577884
+8.442080854451472,-6.096613671269397,-6.949195301983552,-5.299885405298365,-3.902144818821476,-2.399195792770916,3.063431695784198,-1.3044328973656039,-7.434254202835675,-9.454041072427703,232.69554205385387
+-8.898680993837562,9.932231629924452,7.50946997708575,8.708681945182871,5.283009638966021,-8.045416164172323,2.123936785812164,5.592741871894362,5.064034418417831,-7.660093515909527,-71.14171391038862
+-7.779547937779054,-0.2707504968666097,2.2435314539335516,-1.0943090596181615,-4.024808254868477,-5.184143206902066,6.038111413450446,0.38740324778047786,-4.224553785552862,2.5737527108909664,28.79614060808052
+7.43584391062881,-1.861772930143577,-1.789546844333203,-4.05828544283203,-9.868270056967274,0.6469391326381513,4.7754799285438265,-0.3010459984451552,2.8294828022087892,1.1012769538025213,-0.3648399722653797
+-9.554652203473498,-2.04582989427609,9.193010895745497,-5.886953094851155,1.9799490808425624,-5.154475383821728,-1.087057429995737,-9.730436369061676,1.6634184114021755,-9.69221313839229,202.31969037790864
+9.734203515177454,6.295067205660518,7.705258242208184,-1.1961023774107815,-7.74526704876026,-0.21521196567579892,-0.5873964732938042,-0.4649028894187901,9.100183559516301,-8.931151076483332,17.960144314551272
+4.22233288968439,9.330336384586314,-4.48797013182838,-6.558613304919261,2.6821414462703452,9.925871691633672,-6.603548457510349,2.2856994914195816,3.6676363843180426,4.374873824001934,-101.09187000543291
+-1.8606484775700216,-1.645566149767681,-3.4154478384157216,0.3580602149796941,2.8835159273986344,-1.074898936124704,9.162976886817582,0.3631715474677333,-1.7038623429144262,9.762233681704899,-140.58442194307588
+7.629034366704898,-9.451657875412902,-1.0988345547944522,-2.4477530434288175,7.514758350674322,5.150065128993575,-1.7224097881655065,-0.49181331112620796,-6.052226183425411,5.159722903963191,-21.819769843439342
+3.91851993049505,1.8604156682843787,4.309263092637496,-1.9860547091728509,4.336221969675822,4.838592067218846,-0.503890127064166,-2.9235381704540453,4.270838104381571,2.0733280735641313,-92.43514142928653
+3.493412606010089,3.3557385008830387,-2.1195732108764798,3.2092358237463925,-8.26037865084565,-3.8305894661284223,-2.3684489749253146,6.867356519404146,-4.433439405488604,1.0741337421434438,41.25760028194773
+-6.2223803404981854,9.286029688452338,7.711136180171594,5.025844729053405,7.405523103379823,-3.0673679557704436,-0.5141719636216169,7.104605297486167,4.545641292817781,-0.7919468947018427,-156.1734298834962
+9.23981592371463,3.6764946232224283,1.081486199512669,-2.9473671053667716,-0.35458476181871923,-3.58143052263435,2.151371821592496,6.643145463154434,7.932102777464909,-5.343363340616724,-67.519088229462
+3.950330680583869,6.156966380423585,-5.0833544281854515,2.982672199938332,5.2039918397221125,4.171234940875895,-2.590859566104291,-0.9161664956879734,-5.066557711454072,-0.602781345539467,17.289645713481068
+7.635657639689269,5.150550107481406,4.888272026742275,-4.803711541620144,6.363102146309885,-0.4901558528228511,7.682039313109805,2.9891086420339397,-3.906714275931189,-6.797887719214442,-13.276205000135878
+2.5903448841964227,4.331462398713284,-4.303996953656779,8.191835931195419,-4.140155288373332,0.010593801738931763,-9.707302230286166,-2.1649625028570707,-1.1006815913292,7.89778768290994,9.68568390301879
+7.291621705969162,-3.9896000648543084,-6.977713737100284,0.4544366198741545,-3.467508954140628,-9.282158491064433,-6.693743865881203,5.108655557695927,-8.820194257358116,-9.206340711396345,272.75091452036077
+-6.420425795996383,-8.88173875196044,-5.935364475475211,-0.6265686706405638,-7.404792162947354,-4.6001047196509575,2.2774263971075204,-1.030930857051684,6.519686190452965,9.846816934037312,-51.49393156313435
+-8.361109404642669,0.23598734332793025,-2.102517468463714,-3.46188195798657,-2.130877724764264,8.315534590183,7.33162341448309,-6.565064243965308,3.5535419181735883,-5.105034296402922,12.022451380703398
+-8.312150730168897,-0.7479847486743352,0.8018298954793313,9.351088413464808,3.4869939857232524,-6.082938631852519,-3.530813874978953,-0.5760534467371392,4.533388657244695,-8.147002895603158,62.60920727403774
+-9.560073386300038,-6.138018120280244,9.465696157206107,3.314983570319505,-5.669421625137339,-2.2779159532729065,7.395459250008381,6.216462559665244,-3.3683733233204904,-5.376438168898847,7.661588937322861
+-5.610613291264414,-2.787797639646652,3.549571117038628,7.175954884882961,-2.308739693092725,-0.49982308081463867,8.699876827460074,-2.062388903615968,-8.578385888004814,0.3512501586967809,18.829084511072903
+-4.660933350440053,-5.7812269964834435,-1.0214288893904189,4.398614488417989,8.123881557128556,-3.808733230404102,-9.265285004860758,-4.5330567414579175,3.353010627047488,2.664956435748813,31.525438851804502
+-4.8338100611931285,7.918336224371623,-8.306955967578588,-8.293710155691628,-2.930849153624391,1.803947577577465,-3.845472306682709,-0.9607032817068273,-3.3900793688469677,-1.749603100203383,137.55634551180611
+3.6949016621165343,6.941970735310672,7.876836271529575,3.2100141499066615,5.17950875602883,-8.593971673379357,0.12366300657182583,-3.3513222648324503,7.868281438331732,-9.474669391576352,25.160282032365448
+-6.277330034775783,-8.327158152804815,8.487659042241791,-8.6193615005972,-6.545476676419315,2.770677376512527,2.808056635118714,-6.403336755367479,-4.559524158472044,9.670678564976091,26.94844648978788
+-3.8743381656447173,9.282928140804053,8.773219391520984,4.175985113771629,9.205439863596272,-8.928889962579527,-5.512900249704183,-5.614064139962284,8.621796628703787,-0.1448467719504376,-38.50010669397554
+-7.957998793151527,-3.4731560394586447,1.439306550389623,-0.4804276020589793,5.1769122391333555,9.230662076475395,7.094760802156371,-5.281543200859367,-6.892238307928407,7.128102444850275,-82.71480117732126
+5.331615776650482,-6.035384097559149,1.8434797312626694,-6.027276979397449,-8.374571134990932,2.772599350810634,9.727749818518443,-1.005390020723409,1.4117746251389218,7.6544859648073205,-95.24488738316464
+-7.942199043819606,-0.6277165725281253,-3.505834176868581,-0.8966862417559329,-4.4724855222110165,4.661175358253171,-2.486056605170075,6.826911112671857,-1.2134528405015699,-9.524120687081002,89.63055144080992
+-7.350338939914476,-9.03761961249252,-9.031541517604591,-1.052379736051312,-0.6235438025628448,5.847188446990272,-6.454566834918869,-9.652802522222112,-8.62151968820011,6.785494873573796,161.2234818320618
+0.016039238396017286,-8.925779916769137,3.5354949124724744,-6.785058365549553,6.7168618444173545,-4.6095901299634985,9.473282315667015,0.31193778055404575,-7.3946521099665,3.4691822125756056,-4.546642003262195
+-0.72291340169508,-1.1447943985593967,-2.3376660703861996,2.0472375758820505,2.5317076972346753,1.6071372937762773,9.238252311604647,3.470133952907264,6.033796657920012,-6.751696761565613,-96.27364888427151
+-9.682220878713741,1.6050588078333572,6.413206819431614,-4.53425779504342,-4.748991199857782,3.5074952488649425,-6.549145514313595,-9.789004432989293,-8.31698945333356,-9.138012571051577,301.40646160024323
+0.5089666150055105,-1.4352504950051692,-2.435222416454361,4.046043902195557,6.687370266158248,-2.527412862228382,-6.938771841056532,-8.827389599073982,-7.269862266448519,5.867531700446145,104.60778853530178
+1.366755030868898,5.227799056581619,6.223521124129505,9.656857587642937,2.32751282570814,3.6944743361253995,-0.7733259103384227,-6.4453281387192,8.717686618679208,5.4817188455771575,-175.60886849387447
+3.8244753596932735,9.669618600846427,-2.3755461404286327,-7.835207319776753,-8.536635638299225,-5.855627008633153,2.0713925609452866,-2.0433474260884665,-6.841610515937746,-4.797446385912487,208.09113042090593
+-2.8303235071367205,0.5067769795718458,-9.898810222659684,8.192248550757444,-9.25988054428359,-5.435477180948078,7.2634623673890015,-4.9387362063490725,2.4482585231344745,2.699195659101572,20.64617974806077
+1.8988649403446223,0.48669142296281054,-5.919030258930831,3.812484033047505,1.90727065227011,-9.238679997869303,3.301554421516444,-4.271643574794945,-5.0745778449711265,1.2571164595941031,93.35577000572081
+2.931285830604733,-3.569818042881394,1.134776323600275,-0.43147476943432794,0.38892355777986776,9.306462284881057,0.06919426053886957,1.40933603624809,5.0861098560258196,-2.4591088913846293,-84.18572711787469
+2.7299191935836364,-8.829808245042607,-9.545001366768433,6.611504914682394,3.0527243970644213,-4.159711763015947,9.219705714576786,-6.579864248275533,1.8660306861547915,-4.507286700886004,46.53847873884685
+4.000745565251204,-7.459096461877641,-3.008190944847615,-6.6305669116849275,9.939793604551195,9.098950721517083,8.333995447681195,9.128000046383296,-2.5329620739758796,-6.980359418084907,-92.87459330534962
+2.162552970412619,-8.312760498245893,1.843387064842641,-5.954345489043124,2.814973145915567,-2.156671621672588,-8.801436521251409,7.203043296616536,-8.354953022779167,4.347496032310958,70.49449232842157
+4.03134862517928,-3.143185871386045,-0.8224191744048737,-9.242844710151862,-3.215107069868517,8.514489621939536,-6.504374983504255,-9.270773632272235,1.2934093729167584,5.490430027341155,63.05595289208089
+4.726480939756319,1.7825073697566984,6.304931226291348,-6.023524640850231,-1.2233527884843198,-0.04211110733231438,-5.21988833617653,1.6454442249656465,-6.7259104658630235,-3.707730241666569,128.22957316541797
+0.4629237039323808,-0.41359229273263187,-7.340259668909983,-5.342154224997149,-8.689222674634111,1.6564651763863503,2.061117625686968,-9.171962352856069,-0.5694469559557969,-2.3294178320442005,169.05692045048679
+6.851662178347371,-8.12460742371512,8.078767201043762,-1.140220850216076,-3.309089830214482,0.44836910610528413,4.223945637407757,-6.117797478599583,4.0027081557814075,7.545116973666639,-84.48987004611448
+8.322342174444488,-9.821433928490983,-6.63868747032669,9.335506736595477,-5.816712570248885,5.3510490510412145,2.859631603434496,9.872425862729806,-7.043367869462845,6.032929886500118,-101.39762198469745
+-2.728794061899822,-1.9964338834297535,-4.000540078516341,-2.2227222378572353,9.577070292696359,3.0476086408315917,0.3112311966076797,-5.678784293709116,-5.335623508413052,7.674805071354907,-20.33866314676475
+3.436352088004524,7.716920254313484,-3.0921036539427504,-2.1024094534493543,4.965761420214719,-4.7881714082478455,-7.925471617621782,8.99622176890623,-9.086184256421593,2.042654079970916,50.9152701692776
+8.30811667287265,-3.0383506241377822,4.059948705182523,-1.5313623960946643,0.13845605034266129,7.723796360902025,-6.051204792429141,-3.4601538805372445,8.757647918337838,3.375713609759199,-94.26510108561743
+-3.9250331806035543,-3.021827729455955,0.1716786074916965,-5.975720379932481,3.4717739730131236,6.728272310398927,-7.236790895954113,-7.043556499386144,-7.891928661862691,9.068730322250875,66.51307867819851
+-6.031216426909749,0.10786176380311652,8.951282909592326,6.227082211671799,6.855712870117916,-4.753493819338235,7.993291067041639,-3.0070050969395234,-8.859283610837075,-7.517391078644384,74.77400500287945
+-3.684643695387979,-6.254045151543888,-4.717509279434314,-6.758237854367559,-0.1410300960847488,5.143207569494992,4.421591623667029,4.525454862486551,-7.777999075541498,-8.830879624131622,122.56642183636392
+-4.607122780710123,-0.9210543058703657,0.038541213502192306,2.8252476697447837,-3.645319169459993,-3.6858362981438786,1.1602460428939465,-6.677724110581997,2.7162093185963854,-1.8522343054789303,78.61465269031403
+1.5063276229123246,-2.347701275173173,-8.699162528548568,-3.3882833203136875,-4.737617425921938,1.450313204092677,9.447749711644233,2.480004376311955,-5.107790253370064,4.973591692463826,-28.364938193842345
+8.650602901404605,-5.698489514271275,3.657030006521651,9.943298156407456,7.918823779348861,-8.80843838306486,4.0293693473747005,-4.445475131481449,-5.544705905590903,2.124388748352468,5.582016414106613
+1.0115781360735032,0.9800330986639816,-2.55778175633784,7.525999431502221,4.698553343182777,-4.987955107323736,8.5099018375006,5.548442671845177,-8.787889077294365,-2.56473090689201,-15.094656258463756
+1.0913223972482977,-6.960415140243681,3.0720269271589506,2.0728399368916817,-4.2034327019916,4.0145414439105975,3.333801875395308,-3.7459730185051066,-1.1273747882071028,5.404265458669377,-41.466325806024344
+-7.8738328559412825,7.310517094607347,5.200239909516271,4.710689126811558,-5.573495947397944,-7.820172063829873,-5.897720161468807,4.7223458400700995,1.6853387850436996,-1.151886714404784,37.138740193592696
+-2.4337617037914883,3.056739113285847,6.124787514564705,4.1227564558182195,-5.479126119509072,9.52383645392654,2.875827979485923,8.04193505706018,9.457365113801435,-0.7917715508736367,-227.0504925133494
+8.528089978916494,-9.513086444091744,-1.3972294357756732,-4.776457978847022,8.872246757064438,-8.735804240041961,-0.07010826472034104,-0.36612826669289555,-3.6815737899031253,-6.550261434904803,147.66224132527515
+-3.537541404450384,1.035968817616788,6.6471736033395175,7.194523876003154,0.8623173011248397,-9.124244580389105,4.612409178468193,3.1437640981967507,-6.935403653890642,-0.3257910991851509,14.802521199692512
+8.006518863896622,-9.350322850896989,-2.077761117451067,6.839438158414284,-5.366651117964414,-5.279181313711893,-6.536311602848057,-9.566173526139725,-2.1591173501101757,-6.662119095141432,260.40136036762505
+0.6580725932685016,-2.1025008663815514,0.727762945622461,7.8456324964509,-5.445626933475989,4.403815445335571,-4.265320611137408,5.597855687049888,3.4703150725125043,2.9911967375448345,-102.26590016051064
+-4.447695847978115,-8.035663365061536,1.7692777085932665,0.3083666717546274,8.163151211849076,5.827939949594628,-3.139797651766343,-6.561598191301872,4.136772399017978,5.714250457515854,-78.44843036288103
+-2.1688853093491978,1.5169738522830634,7.220353283122584,5.391819402315536,5.123632260341524,-9.765400180307395,-9.4269268781111,-5.428562980264928,8.562652221177686,-7.633332633134071,101.0996887507688
+8.341095885947873,3.6947058839410074,-4.782489641278909,-0.08469433825921024,4.780394823019723,-0.5348191512367406,1.6948002266985163,-2.8980799761396514,5.232020523560661,-9.712696783890987,43.056850836006504
+-9.098581474808414,-4.164566503921911,-9.42037522495691,3.7959760164223333,5.857324849468983,3.135660384787209,-9.305782068146964,6.588548211625835,0.01962966680161271,-1.2151602417518181,9.620445834843913
+-6.901614136961413,9.128564072359309,7.418943980701473,-5.569697896506445,6.546011934078395,-5.618569104582032,-4.619768505344172,2.9869510251316034,2.6312726840633016,-3.53968937189874,13.07290858249369
+-6.367461002458419,2.906441533848816,7.549395937345764,4.882117881262824,0.020678285069348767,-2.070536437943844,1.125253351039861,8.967152723824135,4.823798475232635,0.6336320342253399,-155.26844583896022
+5.058583161066059,-8.515726777919495,-1.6995502665567663,-1.1720714549883393,-1.1289039468753659,1.3483819384203954,-9.09623679190393,-6.003534493954676,5.42364416618428,-0.18114612444894762,87.197777224415
+-7.706648623420125,1.7718367493567078,1.5255319029104064,-6.2863403905553294,-2.7193844094718655,-3.39842586809477,5.979475591000638,-6.118401295243839,-3.7093690325031625,-8.621409927539094,188.39772487633985
+1.2732330262580405,-1.360524107658525,-3.858907404965126,2.587961510089012,-1.0413416309146895,0.22638222313724699,6.589212637578723,-8.81516671620858,8.898893081394634,3.3557459485858754,-78.03941561903065
+-9.68026845641049,-1.431583066948241,-8.525355177261835,6.0630834465288,2.5276127543575266,-4.064178300354024,6.759324235772488,-2.469352600247976,3.298644035592768,-6.176134128174427,33.15371845917035
+6.473944685391551,9.416552532531135,7.179592119231941,-4.556744238614446,-0.5859754635474701,9.006994894339172,2.8236654705058406,-4.461396861260067,2.1889042525296265,9.223805317012166,-172.0516417140436
+8.439486983893707,9.377334797608087,9.514732440349407,-1.7893301223068403,-9.526386534472582,4.026184489067712,-0.7063618183414277,-5.69530738603373,5.128974392599261,-0.24069280921713787,-15.073265325160845
+4.901662515589629,-8.323190630979076,9.440453335419782,-0.018601397180220136,1.2629902940422877,-6.807258444436826,-3.711744857582655,-5.23138014876265,-4.532561329813927,-1.2533560774587138,143.40367265193166
+9.23792542658613,1.3255396448916446,3.297744823485369,-1.7558243389977668,-5.5377176065017935,-7.2352020438959075,-1.9340893823565475,-9.018506602374025,-9.50182539959451,-5.5804186914802685,287.1653411861638
+8.795096444473833,-6.738720540191741,-2.6064091833765413,7.408003313723186,7.015954299414884,-8.644218205851637,-2.3506187534941225,-6.876963570389762,2.6740648790441557,0.01583401492733838,50.71987262564892
+-7.515066243733822,-6.834764525250447,-2.961911514000106,-2.3903286859611605,-5.049389804240539,6.891981414214925,8.217409431064622,-1.9991281581710396,-8.966170609944882,4.754167669020315,18.59218896918179
+2.6983605231442853,-8.23064080328406,1.25293109691756,-1.2147199207681347,1.010499800076381,8.562802922850448,-6.291038377457063,8.05773204352378,-4.208436634697028,3.3157706433921685,-54.61272106422667
+9.490650848580595,-0.39732573374734015,7.724737299170852,4.299558520290965,1.2794829112372375,-4.786327150515122,-4.182963852816226,-1.5960911510218079,5.236462658320605,-9.073074484230514,62.06149879198328
+0.8910065813347634,9.35156524917577,-2.2212401981965924,-2.277096947965882,1.5628811082398752,3.770373907835056,7.247686541035461,3.4852362591743247,3.052139116638408,-0.4200368990746606,-132.99134076379931
+-4.515405424395373,0.746367504478207,-6.448297941812394,1.1766616647448869,-8.806164843506444,2.7986115469230244,-5.435146133567297,7.796401177171141,-7.218994555771323,2.435534438285394,64.7883399405068
+-5.410138093044779,-2.1043929850325926,-2.0298705656549587,2.234735144888993,2.9583437565909065,-1.6688993477294423,-8.08347525656619,-3.2842612250172176,-5.305648476082274,-0.4812838764142402,141.06548402311677
+7.348506532433867,1.6634876999976322,4.725571698983908,2.6341936459600768,-1.312847835092077,0.9073441684914685,5.647753228958015,-2.2198511457252823,-5.748380697962805,-7.333060791829952,73.08870531790441
+0.06573733593852493,-6.079983702020046,0.3571092287780009,-5.218695541750433,-1.1482892179215498,-7.917315506770293,-4.527521664503887,6.8351674434782534,2.8519610717219446,-8.587740634292501,126.0169724652863
+6.107631158440725,-0.9857851322098066,8.509029433914655,-0.21227210051749434,-7.980602269826138,-4.178173547933424,-2.8922753337664164,7.266873529134383,-2.9320420408376835,-0.09488757938229897,29.05049330987121
+2.9542081956750166,9.07972298776093,-3.2145060384939206,-0.9796172100879685,8.799544797663994,-2.5349973149944938,-7.67748847578093,-3.644381214754684,9.087780971332037,-2.9748418257553144,-2.9035262602476175
+3.711507177794373,-4.000234914675724,5.278713823410797,-9.107289974844626,3.4576116835152604,-3.1883070984697715,7.108203555220851,-1.0658111364870226,-6.7769883290039346,-7.954944304376339,129.3986001765983
+3.685054482072019,-9.838395587340408,-9.1947329673701,-8.524212658259893,7.227147511709782,-4.73316067355273,6.254217745845361,-4.598436420928438,-2.09302644238055,8.14930848434706,3.805886270387755
+-6.308964518573019,-0.06637032017014155,8.218524112080182,-6.9140545372562645,7.5860388521933375,4.758948705948485,3.720608658793272,-2.3075346961593035,-5.23520970216107,4.05743902475542,-55.38676574457614
+-8.609102547367549,0.42074796474557363,-6.00086115060501,-5.106282103720736,-3.0618679366125767,-0.18071872857911453,1.7843483870582633,7.919417875240466,9.870949704343385,-0.8716044232920162,-90.95345301450304
+-4.494658088527757,-3.3931158936595596,0.03741417801017555,-8.674144785535143,7.732449970503588,-9.695743832571559,-1.8690780702014331,0.20219252032432022,8.927861559681958,-8.479957569865995,84.53136160321851
+-2.9874055960984647,1.8176079154220992,9.669244208071543,-5.708551431700077,-8.941834104913548,8.213342898911788,0.3900218852771453,-2.6162429744975335,3.5297605638174523,-2.93581342202331,8.344554594879968
+1.5838677183072147,-5.519193468003616,-2.973434609846284,1.9928280296213297,-0.9826345911591705,-3.464244621850976,0.8056271177094221,-9.160838472523867,-5.9962249621650665,4.583680732535651,114.95842066466881
+2.623466392966789,1.5149778444678175,-8.501320272267217,7.378813677303146,-3.0761522997413127,-2.73690914610786,-0.2960107786711519,-8.217520056480492,-8.312131897319077,-2.9205959296875994,197.62415087104503
+-4.104266095084683,-1.019566581685687,7.221715786841898,-5.6066821634790625,-4.53509748239465,-3.445238818907397,0.9026884144191882,8.772964105223323,-4.987515696790135,1.5558441929283684,6.801559911281881
+-7.29537790900983,0.10230802600477595,7.177308586172078,-8.465899851226588,1.4111629593767439,-5.630334265298142,-8.557970662417569,-2.71150989074886,4.617823622638035,3.6330422465235768,53.66104005525506
+-0.8394980060713464,8.49989018968012,-1.7726733353420498,-6.968632109958072,8.586235703993506,-3.075911589654765,-1.4162725866220427,3.4603883182042883,7.844746584725475,8.535027908945619,-178.00614584412102
+-9.608064758812539,-1.6075620879876062,-5.428251313804391,-9.215325526998136,8.397835276602276,-8.989117903501667,-2.8366496425528442,-4.280042340765407,-1.9785075683929798,-5.321200769043362,206.18852333979905
+3.8642870858321787,0.13367790747022879,-9.823005499593433,7.19806401971211,-5.837303945995145,-1.730380999729355,-8.278744100406234,-2.4447540894737396,-1.5330280258699114,-3.4985126518150422,165.2976719287029
+6.92889822646459,-9.47348270114478,9.99437573651341,6.532140047712738,-0.6236947791244329,-1.8587642041642694,-1.5285788818043589,-9.70717672653387,6.0251342015381715,-3.481030497750117,43.34584136650351
+0.23727830562386254,9.684368742764537,-6.596502322824492,0.24849116732453824,-1.4138638173884743,1.2679036694761026,-7.63866546075193,9.95063577336065,-3.395684427616088,-2.529919589440317,32.866503827207936
+4.809046357855209,6.0484938736204175,8.530979876871623,-9.72374106198439,-2.462859239569888,-2.748638404830621,0.5831061023659712,3.8048211327031223,8.192290029922791,7.585589779815525,-155.9208594218647
+-4.760891077591878,2.159347651321313,-2.1835956641802223,-9.386829654514493,-2.9341410948810642,0.7628871357466194,3.2052987810460443,-5.855824057409342,9.509695241262088,5.0879285817190105,-53.87849506099373
+5.882714769270352,8.787489947539619,3.5809043348746994,-5.21488316128591,7.849854870908965,-2.6829601702700456,-5.291287669955778,-7.242047340719655,3.7043745182564547,7.48884099631383,-47.10217715588931
+3.9327144804409087,-9.135775195048723,-4.635103416455351,2.6087072813800694,3.3385588033817726,-9.698859795600717,-4.703319975619859,-2.102564121518229,-7.71377385453039,5.743383453758584,123.94780386073964
+6.117437710726923,-0.2994971291101578,-5.968209113811305,3.850498099506665,4.944623952287797,1.1762626216727545,8.118718553719608,2.0235654925912083,5.327427204729234,-2.3300742350546955,-128.9378839195457
+-8.155473348675333,-6.9542954791623535,2.9481756367758827,5.911957226115185,1.3567349600535183,1.560724899745325,-9.484560013385458,-3.424432220603546,0.9244212852780387,-6.788437179635292,131.2933566023616
+6.377163418434931,-5.854893709292637,-1.8956502436829958,-9.46841937647904,0.36752735213296583,6.6491761754256125,0.35450099705341076,-1.4847553296687144,1.779119149870001,4.278319625457325,-39.03958804017552
+0.8817135602839765,-7.689631553442771,3.7458796395006932,-7.230910647942155,0.003926845510824339,6.5918736646446,8.117512947570994,8.979241673869263,0.994468172970866,-4.964052073808574,-91.30474966704763
+0.10967062959829077,2.5200161776305863,-7.631504327821624,6.986832350075085,-4.112258543742595,7.166927129938063,-3.7426405358991177,-9.04018204107915,1.5504642980674066,-7.4521477300715695,129.85960469716804
+-9.089002908537626,2.8210142520487502,5.914753352509434,2.2219365508238753,7.987769655142561,1.4671101389104413,-4.386403253542852,8.525417147346468,7.366004065287743,-1.8415928272201398,-153.4685454208319
+-5.176749185416405,8.175476957721596,-3.0431351797057915,6.455092964201561,9.29521294784863,-2.6169334397480126,-9.32015992925879,-4.470776396884009,-8.372615499835195,4.470556935576273,76.5355297169926
+3.5142863174095407,1.0908382130420802,5.3467413426094135,-3.353236900025718,-1.182381484327124,-2.8190336907606395,7.379036686561557,-4.649606287683373,3.1151136058654294,0.17558291308624963,-26.04175697330817
+-5.534776219899912,1.5894036946189605,-6.893591815620514,3.510936989657718,-2.9979547964919084,4.160357140841322,4.349517811331123,-6.2464775303375,-8.933456295020603,-8.821995772630109,190.95696757923406
+-2.9057377249815253,-6.218888766286947,1.4240334272128585,-4.8471753544182805,-5.291328012763352,-8.771921699068638,-3.4967517328116093,-2.9528097632979966,-8.543869160750916,-9.614038132753501,333.44161133208
+4.661317019555238,-6.719241252982009,-0.08635363964485832,5.1627567892842325,9.904116998190212,8.843685317914007,-2.1455360667735657,-3.2803567525263833,5.2811654406241075,-4.675296724574021,-69.65348765892679
+-1.8844696043913456,2.5574082928573127,4.3625611750419635,9.282456520121583,1.1640449508170914,4.66535777873514,-1.0729598529098583,-0.49429168432266524,1.834328517831827,1.3527397702361155,-102.58072445786402
+-9.626072163483332,-2.046568152687438,9.912172451302377,-2.8340329030311517,4.599252339141908,-0.2562861576434594,-7.327471373368892,-5.697047045890544,-7.3365130601652755,3.335928955040668,106.41100987469785
+-8.775325920988665,8.86551598727548,2.8034973103101413,5.101668269653437,3.361345890885268,-8.957804633430623,-3.7967345408816833,2.2169802875751365,-3.9529385700637087,4.496280813537215,2.4248746668221672
+-7.055068223420456,-0.7541343287724112,-8.541155445795582,-0.396680677751462,4.625271220695419,8.426601523393701,-0.2869638257960183,7.954739164593958,-2.6354916155835473,-0.8242281918402328,-63.43483016774707
+5.334043579222614,2.1559719694583257,-8.596417168082597,7.527569670053356,-4.253354862707521,6.172516577391665,-1.462466670777629,-2.3534023134279036,1.1027496819993798,-1.4619245198681563,7.913954706204241
+1.0350454544365206,4.742239730676454,-3.2173317442073768,-2.884339760737278,1.076567136591009,-9.779967933643686,1.9202964271325107,9.309203020693586,-2.647582634633956,9.492295812211209,-91.02679234865452
+3.2644883130798807,1.9026156078267809,0.1800681202856258,-8.62118310600891,1.7839780635291858,-1.6947986030953932,-3.488784463000063,5.29165428380386,5.255011992873381,9.053665495120292,-123.56589012776796
+-3.5314683075954956,-8.348284801239528,9.42409003532649,-8.863975805548225,-6.458860186558413,-7.057435611907,7.001612386033676,-1.1438885089308237,0.041873025761578475,-1.885486003413126,83.73978042575106
+-8.410248441184232,6.628792028347183,-8.493431426904358,-9.85788257193489,-2.784729728686701,-1.5547380932434995,-7.605958899186258,-8.108181446037568,-4.46691375163965,-8.33671569388055,328.13362402018106
+8.581815510201645,-6.580819787223096,-1.3259030640796077,3.145492031304904,-2.9405879819886205,-7.138470789820445,8.578975369508298,3.775823826131688,-3.67502280051605,-0.2891328431215623,2.7602240482939746
+4.17772498704061,9.508032273027682,-0.3780851321342604,-3.1730111463044874,8.902003270999598,-8.909202326388698,-6.001951305197841,7.271814193545256,-4.994373067202613,5.801536758180761,-25.826225607488645
+-0.27766390514025296,2.8817270628537073,0.8082932061319581,-5.910941763547292,-1.2075600261276254,5.820954843133692,8.105625256349104,7.131703097642427,7.428987787984491,0.4421208779516772,-194.63966485407326
+-5.568804316108633,0.04912265327458254,6.2297472419323485,4.562286060085983,-7.641518149153277,8.825282156569475,-3.2453581330848857,8.899552011652654,-9.323784083081222,6.392418742630275,-71.15111044015669
+-7.310547152095785,5.466638943004332,-8.744657934245563,7.873940564682524,2.2132369300767185,4.667719437184021,-5.217735744053622,-2.4263986840132734,-5.255971127373506,-6.479371930584299,123.71097516812266
+-9.852740145814385,3.525920387038952,4.222136089273829,5.719614285397531,-5.869325529203344,-2.671281881418668,-3.4056395030816367,3.0459609479188576,-5.680623786140295,7.80927650426074,-11.140761267435408
+-0.6490132352826827,-7.465411641137485,-8.912608127006083,3.65946702969284,-7.928554025890535,9.09168039035703,-8.085480336565752,-0.1710826817222344,-1.1957812628403208,-2.705468538722251,111.83218577404526
+-1.5671058879793343,-9.502144735482158,0.8276975702813694,6.753592260363335,9.529303474565483,4.714474590916371,2.8826085498194765,5.668530430908458,-5.65274455916875,-0.24334718587674775,-93.85619683460581
+4.819135436259443,5.4614850127972,4.117844424710144,6.530523264355552,-7.975575199539218,-4.158610893452222,-7.939314550501839,-4.119400948316936,-7.864552514774513,-8.748167145893099,260.6228529567411
+-7.684013559205482,0.6142581313140139,-9.529737159881131,7.197470201726319,-8.491508467027124,8.143513680904043,4.69861509285455,4.235203359136492,7.465732272999192,9.134788864613066,-221.29586002257824
+-1.1082870164418401,1.1128599053230492,6.39109817872932,-1.5472276389559347,1.8506621968992332,-5.9528367003907645,-8.160290800003612,-3.6954259790983013,-1.252963567555243,-3.076692157108547,144.34865982912154
+-8.518333061015486,6.748113997880633,-4.809721239251317,-9.95741661726804,1.9455130585698455,-7.004712866589388,-1.6255497013614773,4.762863743632346,4.039695333245494,-7.759790151311712,99.82499975454728
+6.549482406099239,-5.260785206031029,-3.801463858359382,3.434074903980928,-3.829816082598043,-8.205266492088212,-3.522334468858992,-6.7746505687086795,1.9105573192820446,-8.94637030154855,224.51054322772043
+1.742150647122469,6.310737683491983,-7.735918317937751,1.3320178291869245,5.6788441784393555,-5.255924689178364,3.838518526736665,-8.786911419817491,-4.1563400059632905,6.014606699159217,31.34906356929117
+-3.6017329238990925,2.4195670886038134,9.813016550851275,0.7155039326823154,-1.2484216259556224,4.109239375258138,4.938247421003181,-7.300103098421429,3.508822640549838,-1.8874766971441437,-37.36688842293208
+6.084414216418086,-5.255458177265777,-8.745878448128746,9.963086446219396,4.485581476578739,3.1437008109829057,-7.758983753895519,2.281285195830245,-3.0541056281251278,-8.930919664122642,105.67242835440081
+0.5319223888341496,7.728079849911826,-0.22001605853096962,-2.102217357812821,-9.227833828147073,-3.347800928842044,2.3364452602066854,-3.8584434221093833,-0.34897701160397476,5.708189430102535,23.827175245304925
+8.329686566405396,-7.561784039506742,9.50040602373351,9.238166667528656,3.0480132748638944,6.63613237779156,4.141709409935026,-4.641250432953354,-4.839631907264524,3.487081662043261,-93.80984072647051
+-5.2674920823654015,1.7511297239789214,-5.472074796083552,1.0629644599722843,-5.1517410923004014,5.021760711944847,-4.643535848591693,1.4237660905704885,-3.412017854578633,8.303505715143178,-17.66733748858711
+4.322561546516535,-1.991713172566627,2.3218952079492827,9.062345578778892,-6.742768105906103,-8.564776333807933,-7.535361209741551,4.692713151572669,-0.513111985166983,-6.688531274258156,131.16017313663875
+1.5086094221758373,-2.0149362701632567,-5.236007517954464,-7.537474551603777,-6.69467174199649,8.471992266909815,4.809226108041395,-6.127885928166865,2.4305177729529936,-0.3415400335344754,31.69570978762636
+-5.252205322573486,1.3473873539482728,-0.8834411747555704,7.339915989354684,9.466004005570639,6.217185845625767,1.0673963989131852,8.108816353220174,3.088116957851945,-7.139817805675925,-132.97418383092312
+8.526177528090566,2.1289315612238324,-3.6136589052559276,-2.4635499828312324,-6.763515653398107,-1.855051117891886,-4.4903707661373815,6.879106325890218,-2.3326538363740945,-9.398733392851364,146.69619173307126
+-9.283752937581442,3.9922884271831527,-7.096264384696029,-2.187360944075807,9.745331954610103,-9.454165931494366,-2.587186757905098,9.22919764550975,3.589960202600211,-7.480401410549657,29.35836494261677
+5.087009659351908,-1.7909579328379266,-7.65362817749126,6.190255132307698,4.739373897271639,-9.688487135137176,9.171155441380526,3.256852483645114,-1.6642759610355995,-7.376820589039772,33.57492703120996
+1.1692815383720134,-3.167734036620431,7.9825498482787705,1.5560919613282342,7.6219798357418655,9.928446403982235,1.0894982806262354,7.43223541565964,-7.991241422205649,1.5905183040479143,-130.4954699609107
+5.437351384693622,-2.4860502208299073,-1.5801172421769039,5.097558205810104,-6.148035159395846,-7.388918654323648,0.5196992405557666,-9.658796964114858,-5.775241986776855,-2.3295918579984076,212.13710967205847
+-0.8239535484755245,-2.905619581273542,2.5062428600941655,1.365255343077758,3.4516695433157962,-0.8863398202217176,-9.862270276881507,-1.1725336028090916,6.387050089433705,-5.822906962883625,64.55303312895
+3.0533088277291487,-0.4430433445517612,-1.5974301302409821,-7.414049410906982,-4.5883941738593474,8.932738613393816,-5.784406155137056,1.0173834302438256,-8.58735829793803,6.785500803676565,47.17544488023444
+-1.475492876783795,-0.8394591824461717,4.890761748710625,7.341497668277199,-3.427174023303534,-3.8153541291039694,7.02614476006552,-7.747114054742504,-0.8950437423911017,6.2429345409147485,-38.79091737292461
+-6.46682923619649,-0.4211834700750261,-3.568265600868543,-9.108910645004467,-1.7388906954374406,0.9461496047977458,-3.6768402944552214,-2.910032130423159,-9.65328361404904,-4.697519036887687,243.41111379349772
+-1.8506082117317835,-8.657868356300167,-5.768600125704744,-7.727158250881296,-9.759551712335227,7.737427668142627,2.138667625793642,-5.858238893071306,-2.341859993102653,9.525549940355408,30.715233993588555
+-7.161544600475958,7.333682327368882,-5.545196273554771,-3.2169567499486873,-3.091145763605778,5.511602070054533,9.875656453912994,-3.0497402403434415,3.9603558020037832,-5.052126936179957,-22.415457377334413
+5.158900811310534,-5.05340672407359,7.317611116907637,-2.3607483002491514,-9.280031841229654,3.523355566336157,-6.656287592864871,2.9176903010158584,0.13492225352381926,3.7089674247207394,6.0594524296013486
+-7.7030402759917305,-1.3804472589375938,-9.916542900892262,-4.031116775808701,-3.91184533921487,0.30526027108950915,0.2998355206541259,-4.755724319105794,8.835577202012125,-9.29286652702833,127.43509894971939
+7.127769559160237,-7.021895489168781,-3.7031543622899643,-9.028025989685935,2.2693244679610847,3.4578050066794797,7.034759633859789,6.273223796738632,5.321432750015413,-5.630315810212958,-66.04569200307849
+7.036489966632617,1.723777063543035,7.058614645968076,-5.5428052669538985,7.158108814409236,-2.8870972152332985,-9.248323877705776,5.632766133985772,1.1912166948884062,7.070592399638571,-85.92588288843078
+-7.909853386793369,4.226309301088644,2.0570958830186514,9.271856535783165,6.751825182227897,-5.8900956537016835,0.459057255898061,-2.4957037796952486,6.732661395605839,0.7775610678603195,-91.30259842900294
+-2.937861296880764,0.7253119464163027,6.734355138126578,-3.0194552934240004,-5.923540778674578,8.177994281151513,4.765287267442435,-4.051539232327812,3.6618732463005155,-0.4478376467702927,-52.424794255121675
+-0.13628370279713087,4.8965271917365545,-3.009297683642065,-6.204576541123759,8.748328057087068,-3.5719365390626123,-6.9766806406410335,1.9958030094883417,-4.642120161759628,-2.070563032247117,100.59764412081869
+7.152609166806276,-4.597873796781144,-1.74442736515793,1.2168174645698593,6.2243806741811625,-5.5077728225504945,2.044455798236866,8.919995137660234,7.648586769162236,-9.4743159029645,-52.1697084405651
+-8.904760136992174,1.540760629533089,5.570878925759411,1.1393341987932648,-0.17818586868272757,3.0380072613068054,-5.150591508959394,7.974682449491876,-0.8131637281201165,5.772154859492877,-107.77841089694061
+1.6024397584302252,4.333949573947682,-9.304213641694938,-3.7705886672369493,-0.4267537459480475,-6.14330109618489,-9.119432470496756,-5.307860696725144,0.6650326352007929,7.151140046530222,104.21353416372608
+0.8386245931553549,3.10123455847624,-1.3606545169941153,-8.9803201345991,-5.043280597040251,-5.39967328960079,1.8008422882874764,-8.001017286617799,-8.042885343428768,-5.176405411145806,269.1876588459924
+-4.240694077544558,-1.8107603355712465,0.016336287309206554,2.4133337126565158,-6.545815644129894,-8.08635530181214,8.311730278242539,1.4647739819457528,5.676577170755608,-2.5572933912939066,-12.684126742664832
+2.762857234209035,-2.776419448609173,4.112780437934152,-9.726481995105349,-5.855759141951413,4.093542212724737,4.5556297413088975,-4.065490333167969,3.8049974383574336,6.51939065491733,-60.08299172547175
+0.04456949887096329,9.884223470468648,-2.7959427717337393,-9.903871634334456,0.11608278323654408,-2.266526772749302,5.653792309309528,-7.525080437621834,7.114952029227344,-2.4863305644120604,25.684500009841045
+0.7523982639549964,0.46014393730821057,5.706129590048626,-1.9811348771035697,3.763463608645159,-3.5374955162732458,8.716618503147426,1.0271522375695774,5.108436287389326,-3.643989419163678,-82.89502763748517
+-5.518693438488471,-7.695042830036327,-6.382372209381073,-6.670746863041572,-6.076114844733569,3.3126904939468305,-5.4749148272013155,-1.9873736749025328,-5.471629142011498,-5.8549864947496495,242.9621130104059
+-7.351389171427741,-5.383407226332524,8.646521270170906,1.1235247210726373,0.8660287282966861,6.733116118931132,6.200735975768062,-2.8706766331504663,6.915020866783543,-9.822577835406642,-37.153579195526454
+-5.858148558100074,-8.44382833610094,7.598453526094162,4.7489743293311815,1.6496214323944458,5.1624980370784845,-0.07672018087268695,7.485488653574284,-8.58804948707057,-6.46206074155878,27.71715044260686
+-3.94661587792841,-8.99617091068017,9.890317955307616,7.281328636915447,-6.842609283599881,3.7588696892263185,7.160197059605517,-6.975695426984709,4.054582751081119,-5.4469957639615085,1.644809382133296
+1.8661250477613933,1.3635341361783437,4.6816932895460734,8.62890386490389,4.708179831576896,8.826236965840657,-9.32415352587757,-5.818478721346992,-9.161603277744181,-9.151749358694028,158.89958204004157
+-4.772405695386133,-0.22413838550983778,-7.6270742621245,-6.61789135805545,5.171155694324703,-5.7368702648947885,-9.28576572389472,-5.2064660491277825,0.07910222446476434,6.113040109912058,111.87327658558812
+0.6807003118448174,3.647884314873806,1.1738843742539284,-5.008296048436083,4.5001794602634515,-6.689706979028003,-3.002956885073076,-2.1556486614314996,-8.19004933981792,5.106214507276448,90.50118764429828
+-6.9957911334937855,9.636557882033232,6.040913740077372,6.7075387720866235,7.917120666526197,8.82109246840921,-9.242762009874237,-7.242221012487984,7.740072390578529,4.884651096185067,-141.5110990817279
+7.97127531077199,8.043859257660555,-4.781038306206414,0.34087614139217237,-0.6690754521404307,4.70453102368702,-8.55074395325648,-8.939829025033205,7.279929256743715,2.2951423122820547,10.82413783056576
+-0.5299232833978151,-6.833191061229331,-5.233713249852785,-6.4146081916091084,7.935217146386712,-8.0931513450163,4.764718924616758,0.2677499593752408,-0.1328679997213289,-0.08421257815616645,34.42506711151952
+-5.8063289203187285,3.021969757208749,5.320180395900962,4.164782467053381,-2.8737067800574057,9.11389726406746,4.9233869488300686,1.3045120266624055,-1.4273273856681024,-3.5090975959108373,-66.57135340430554
+-3.3437027690556853,-8.3809693683132,-2.4534418855264573,7.577608875686952,0.32935102179029396,-1.1869307277939223,-4.314535687253773,6.0280017630004945,-7.375208045324754,1.8786568420844363,35.269132074635195
+0.7639232033783872,8.254276574660295,-3.947908627934673,0.13412734311540664,8.823241819397047,-9.393360892381462,1.511630043420762,2.656658461631909,9.495345589963854,5.967098776825964,-166.89331406011428
+6.637078462957753,6.741484936748829,6.819260983015858,-9.220758899661272,2.8316157028902156,6.643034425448803,3.4591918662778354,2.39975012889446,6.044582501484923,-7.220104823101514,-79.33770898763125
+1.1836321229193247,6.218709840595141,-1.411760982154775,8.349135395584087,-4.053081956198996,6.059776332611701,1.5750574899637027,-4.285332599490532,-2.7180947784209453,7.049730432900216,-78.35216207011162
+-2.5593989245360804,-0.5599239211767304,-9.584926042815514,8.459709030404401,-4.68821775677595,3.2888722124335534,0.9934674251973874,-3.9975777244949207,-9.353093519520206,-5.381545653730411,168.08641110999278
+1.0203388276032488,-3.184726999286125,-5.064556821875163,-0.04856626895752836,-8.898329719458822,2.966080476080233,-9.420476720612363,3.082884391279679,-9.53242404543829,-4.352788127209342,220.69069249539712
+-5.566187646376271,-4.888648463567737,2.1443182502179936,3.8985083936677567,-5.882782323310893,6.170599493502649,-9.07954642966753,-7.8207449610874225,2.518401327980311,6.713850259278278,26.16702375040698
+-9.012862438484701,-5.23637636536516,0.5563367827731014,-8.86027081429309,-8.805645258262976,7.665979825746712,7.4856439958443,9.824571847826817,3.1800532088043454,4.12801397126644,-145.68165909910314
+4.511097855219561,7.973975577517043,-9.138868321633941,7.500448498907522,7.613737792397169,5.822326930764414,-3.9515056874328525,5.804922790222308,0.8560843853691669,-6.853331229366637,-50.85259124769184
+-8.586415776034213,4.018299939163712,6.950383665785735,-9.600136227714556,4.384075552796789,-2.690071550400386,-4.609889002667231,9.674849110314494,3.090882600218461,-4.919807596270049,-7.823778614187552
+2.851368809587187,1.9174079785826925,-6.462847632979544,-9.752712506360384,8.866031073055915,-8.671470569209436,-7.1546128022915685,7.843201115278024,-1.408036312802996,5.173384006916548,11.098397201736505
+7.223519326094399,-5.472865205441537,8.182328125380327,-5.300145932922464,7.992772681476421,3.87370760300773,-8.361496500705998,-7.140042463492713,-9.376353111095506,8.075814443931048,59.770861181032664
+8.069446902536964,-8.4906558558983,-9.87790481754502,4.906795296216178,8.354860758849314,-8.091349924668778,-0.42253549952751657,1.1407672985755024,9.353304727323206,-4.9157297036536,-11.225955380662667
+-5.999916257443592,-2.039801060690789,-2.8146062093757274,7.371156138458488,-7.745741875214575,-7.772132284793043,6.904542911762919,7.720518597572392,4.234108617366974,-3.953079898369014,-30.759645964872114
+-2.2487416869293564,9.731502978771992,8.866744227831301,-6.846522198853817,2.218487729365326,-1.4558652683739415,-4.543824303986024,-7.506210014291746,7.430710705661658,-9.741802911153197,107.4500465439532
+3.9639214536282896,-4.435002100425367,-1.6436701178966473,-8.24362857507319,5.288221039630889,-0.34636364884895743,-9.946865468020643,-6.48917950160463,-5.9361805329453805,-7.436037405043647,270.67240492130907
+4.228012852214251,-9.880648795743399,1.549324240419676,-6.052460574839351,-2.8967192022146193,-1.5788648659272364,-4.597037285188808,-7.8095977694902725,9.599612916723341,-1.4481410034439013,86.30974491426814
+-3.4800124353206496,7.12717415352675,-0.876841071435448,-8.165925576218815,-7.201445922156093,-3.7765270480015567,-1.0402961097272012,7.858406216278153,-9.69284076510794,-4.163128204243566,161.1379889812103
+2.955878816501425,2.465419459978204,-0.44527898078716044,2.5666610151470004,-0.13360738486762447,-0.3882971673912383,-6.428982255621993,6.786811176755356,9.950315371797046,3.677780179387453,-145.40246531890628
+5.956859196211973,0.05121283582833369,3.9512653747483673,-5.737952303819576,8.63788518330921,-8.62137456131546,-6.0232166720042235,-8.393869145508626,-6.24436123880699,6.463285944624541,118.31471824882402
+1.9296172921415544,-3.4692981815643997,-0.36603573675306755,4.570982485760727,0.36149931730831364,5.568758189464869,-7.694087871420554,-6.439842593535019,5.24908956644714,-3.7239839107297534,51.266963120837325
+9.647986126381284,-4.369017184363448,4.855194069028048,-2.821281921939651,-7.917592079574247,-5.66843493051471,9.267590296312026,-2.0918288745771663,5.610268290011806,-5.534072457522903,29.28205645248605
+-7.224966548482612,-3.4292833484846175,-5.388368680455519,-9.405151017827936,-4.26386198988852,-2.4252422927504447,5.301377027615488,-8.193821935808996,-9.030260864748836,5.224859781084685,165.14316647820038
+4.372158630822193,-3.6302215829391637,8.46863176733613,-9.01785935302559,9.140389987020157,-0.3718473124002797,6.473488784521228,2.2472455662845814,-8.458436626003543,2.871417377552563,-42.58385103037981
+9.187538564692785,8.37233358511706,0.37448141742071117,-0.7855092523256313,-3.6432908757873017,1.8988728718403936,4.734413860482894,-7.201980993491737,3.9510021890825664,-3.5910968171260893,11.751149330197133
+2.8656148299166095,-6.145773627422089,4.923192944206334,2.0634928043979506,-7.578823258541769,-7.3361496765727345,8.162338014026993,0.5582451378320807,5.797230286726958,-0.40739669807701384,-37.193459801753015
+5.641891824666017,-9.842449024311335,2.8688055022691805,-3.7440625844215414,1.1165083335664305,9.663714197750284,8.117514397918445,2.1848932553254974,9.427786999317124,5.923070820656884,-258.4619560685138
+-2.697954657296253,3.38644015644739,-7.885386466080417,-0.8790020084027783,8.535194617929553,4.496153068054298,-1.59255882277767,9.82340574602636,5.766212629430127,-4.158985934781936,-121.29518233902886
+7.03652365922574,2.8304022322940647,-7.015642924659411,-6.030639337813792,-3.0895309771217905,3.87580842026666,6.3055811358593505,-8.409844609682736,-5.760925325496478,-6.499622220402488,168.55267753660223
+-8.510997447389101,-9.482197070807835,-0.8017611379072531,6.372540417518562,3.553728602972299,7.502744168037097,8.450388174656126,-9.621020933324278,2.0571683836222032,1.116375103601961,-66.11533522456992
+3.187726856084081,-0.5768694722077861,1.545591403238764,7.416262298321716,-0.42314009029093214,9.859294149296531,2.3210254383256568,7.526475151761478,-3.4283175838281754,1.9184820548017378,-154.52163235460065
+3.6073740447682323,7.364423910976823,1.9008157468950393,-2.680923772168038,5.669577204755047,7.298599913459391,2.371766374063109,-3.1332908765737444,1.0526818910645686,6.104764513738523,-144.12365234349667
+6.0246832276950535,2.3781618570873175,-9.152984214855906,-8.622997768297703,4.845432970418926,4.046827696471212,-3.3724367610130535,-7.712052831007257,-7.118728624023842,0.32576725133284246,152.70315862201977
+-4.834386254954741,-9.97119003101956,-8.560568821474828,8.86010622098465,1.408147366378265,-0.24703857266427098,7.630201964569292,6.920404474169746,1.112005371828142,-1.4637017256526486,-91.60622797864494
+-6.0714493199123165,-8.488409119846727,6.355269751341835,2.4248646495293835,2.589392587821744,7.190327520557405,-0.3016445075765417,0.47347412704400016,5.183530705590731,-0.5504877880542769,-101.60402379952241
+-4.9584373118514,4.017242809997798,8.034834661067421,7.325069460240714,5.508436097075986,-8.913320629076695,-4.052399627696248,8.758067826356378,4.1673514599530765,1.3424909525423545,-119.41782532545034
+7.729801884977608,1.8068843175310145,8.601426356144543,4.950530105059183,-1.9739442880305869,-7.742404730820898,-9.228551635253035,6.075827718924591,4.054813546018609,5.683930436740779,-73.68081446313838
+-7.369944926513181,8.726592891277434,-9.317286895898304,-8.439907490165117,-4.426214850211856,3.227780181704474,1.611683987823307,3.530661739727956,-1.836988426807089,6.38923795471425,-30.112924813013308
+3.371834714964257,3.125647937798126,-7.634418361160014,2.591693870341072,-7.870134392257877,4.8655860728930955,-9.707850708670168,2.6304807749762626,-2.1596228108581395,9.656773532277466,-13.923419666164154
+-8.583229212420589,4.794079375829234,-2.6516673321550965,-4.133408107164833,-7.280655232479654,4.703817785048086,7.996576689303591,-0.6486383789312922,-5.176891829070865,-4.592005695206436,76.89999710161732
+2.630755073822033,1.8127489510567085,-8.384474062316734,6.866023451344554,6.958505319820492,7.260911085328199,0.38104188746514556,-6.230074647456005,-6.215426150616135,-0.8254595687904187,28.143125273713444
+0.3575375069964082,-0.36773874463427836,-2.952239875807565,5.441574852040391,9.66754157139677,-3.7236467880090185,-9.000155030971808,-8.717211757140781,-4.09037552114611,6.269686623488637,71.53848069163844
+5.914702359194964,1.1001881650670842,-6.982701138042621,-1.3031405670139629,-0.3390788758628238,-0.9795549750240373,9.440417480448374,-5.916286463046387,-7.871060378591473,3.018739007237663,50.74247402243012
+-4.399210765022891,-6.348708753584765,-3.3512798931789978,7.250305900317211,-9.680136489479478,-1.6440288366854694,-8.67901382718408,8.59958540741604,5.501184629774,-4.482352944378436,47.385229331233226
+-7.552585937710317,2.19946527441222,-7.05830943373938,2.638586609742186,9.827228356991833,-7.085702605158901,3.111737448711458,5.65677968339684,-8.983257180191869,5.441910151392837,-29.699237453573197
+9.921220744190318,1.5570647455774567,-4.904066025135663,7.942560466366633,-0.3346622585270187,-0.8712564097079811,1.473289111463687,-6.743338518358031,8.236406300612714,6.346361369303675,-113.06347383137657
+9.509121453029517,-1.7626139365223192,-1.6451409815262896,-6.797015742038088,0.04220212996143058,-7.3950434776647995,-3.392894134567741,-6.056480350329054,-6.849753299345942,9.285287490346278,114.4280402252044
+4.954116165182185,-1.153511032470138,-4.846920916617883,-0.5137370687660003,-6.353920565394424,-7.384243668233987,-3.146354788731802,-9.940782106625258,5.178431344954317,4.650098005648793,103.26463422863804
+-8.299741804891067,3.922150918009115,-5.596364072624991,-5.292163182422563,-6.921939011490858,-6.078398984422071,-4.9297496441748105,1.7153552624942092,-6.6455633817964195,1.496423404992313,177.96232319610525
+3.4851277521996593,4.252688824690516,-5.565688507189767,-6.568005057503252,8.35660893135483,-4.898842888393629,3.7745917956611374,4.504316937875375,6.920906809305141,-7.667341214649102,-26.22655824560868
+-0.2353771627709622,6.181163308550008,-6.515651308774659,-0.37343373335946506,5.462524774770725,0.8832144296979672,-2.060716504767084,5.568293784158904,8.26449239234001,8.694853004034247,-212.2982992088391
+-7.86835868549354,-2.4783117018760814,8.513776542095155,-9.39935188835242,-3.37468921003252,7.618641607368087,-0.68124760788699,0.8961097134297025,3.493279154902298,-3.2590139638994553,-2.1415654607054284
+2.706485404857353,-5.588013764819593,1.343840640855325,-2.5918979903886163,-8.12320809192552,-7.822972079250308,-5.196183527850153,-2.187775545330919,-1.7561678730186325,-5.693162120380208,232.44476579430918
+-6.384556630796063,-2.5346470408805866,-5.844568707630873,3.65594703062464,5.217763523878187,-7.530454776398809,7.192955768937022,6.951976431920177,8.326566010517576,-0.8333393918903709,-135.6670223993006
+4.946406487225204,-5.933022227437932,9.222698309745645,2.899020901478093,-8.832191878334495,8.365906627310867,6.446575764154677,3.2511946919042978,1.5106238290244312,6.899627184403448,-188.11192201995812
+-3.2321949020138474,-6.080782874869934,-0.7457152084465624,-6.130287266114848,-7.751932911479704,-7.679325036984553,8.059198549448844,8.054816256048195,8.497295781040748,-0.7324940008444236,-60.33492431009844
+-4.1176364343055045,-5.816488644035762,-4.073411813388255,1.797548685476067,8.91100099828828,-9.045871938570007,-8.237275766496575,-7.5045809819141045,4.385227557471916,8.826929649159315,24.291825031573698
+-4.725819085953626,-8.239369362081279,3.2785782412870823,-1.2504870005022362,-9.0924398751181,-0.12208188517807805,-7.604140068880618,-9.452997306176862,2.7220552627985284,2.30915819370042,148.29582359757148
+9.23911599605475,8.344040329721235,-2.5066590603871197,3.1428934779058126,-7.936100711674188,6.7726900992840005,2.7640497497969774,-2.236509549090473,-6.704161906324931,6.768827428220295,-37.587729130233974
+5.147821318289127,6.990746795322775,-5.827029832619557,-9.522666211937892,-2.430475988522065,-6.464931479902112,3.106307251076339,4.6787600568241245,-8.409078493370131,-8.682151051487674,194.42103274447442
+-4.17612111049297,0.9538457446600512,0.09120416868017012,0.7813169190602332,-5.306700109242593,-8.192179654453298,-7.919782657342534,-9.42134244686601,-0.4992962877174989,6.635050464520225,147.25961065122323
+-7.799363286374376,7.424631621196978,2.457377107685599,3.16225291762398,1.67912245227684,-1.269621864884578,-7.803064701368758,-4.565915655722701,-7.225100495139792,-7.188945592298229,203.50391158254385
+9.324203163385814,-2.298793630102831,9.283454438038563,8.341814431572242,7.443117564900561,6.953033578815169,4.414031108145718,-5.562446224919584,9.993691295670237,3.095911533990696,-247.96583370651672
+-3.798169983414803,-6.7775317647682805,-3.5250778369097047,-8.781515090005335,6.892176183820107,-2.566784557095523,4.408517959097146,8.262912009269101,3.4268173400889923,6.968979745100858,-150.14625624921962
+-7.47553135563926,-1.7213698061240534,-0.20132583217108646,-5.503146956726357,1.4819989592542626,3.6855746206422135,8.480380352163595,-2.3289022255476244,-1.3447980326416986,-5.39259065286643,33.566810222608886
+-0.6751199031265132,0.04104893020510092,-5.922674091704336,0.5734317993839078,8.250234995626029,0.9705687801057628,-7.886822141498979,7.7739644356920845,1.099306456818132,1.0606356323271804,-54.84593425992745
+4.299183399225674,-4.605404963799879,-6.266260770320564,-9.594868355594526,-1.0914113490871258,5.262241829443337,1.8864825195757184,-9.767207354242114,0.6656268920160668,9.881912580356836,-1.1124241534791828
+8.879627966831425,-0.9891232976721165,5.17365948027956,-6.570734140311791,3.124690439382891,3.166809994817912,-1.2803938829338368,6.156878246255227,-8.93828567051882,8.08242618603362,-68.12321308637254
+-8.8975315131471,-5.191776870326459,1.0303572753992651,7.540372047430441,6.750802709050079,8.48419545220166,-2.3826276844965655,6.060648459012401,1.2393420559073154,6.874405261252969,-206.08969507533206
+6.594936856694211,-7.699465595037614,1.5373830579343695,0.7535289722225147,5.026618395215414,-7.58423584299889,7.553928904823371,-4.545687368272297,0.5867068643189555,-9.00462355635067,92.77323950473995
+-1.534441395789543,7.2622798743215,-6.436263576700368,1.1621624437358635,-7.024696714217495,3.118053142865209,4.442572642478244,7.867016699168252,3.5502871429515914,-2.6308465565909644,-78.85146197339074
+9.30749341452713,-8.314385920564217,-8.455144680011843,4.8626889221359875,5.159089712019123,8.062247766246063,-9.485368273320676,0.23924245962805069,0.542291664399488,-6.855704589312818,70.37925973578989
+3.869049181106894,-3.7535163454300458,4.839770375983021,8.847315094572274,-2.7140878347664654,8.833565554044933,-8.564652466756048,4.200202588854689,-3.40786363276379,-5.812547088383551,32.83567878290261
+-0.6952627431966163,-3.283237681616613,0.0034560415497852937,6.909138352994278,-2.689927101812666,-4.961260074195984,-6.265670153045761,2.67834813188929,-9.130880826996739,9.114121166246129,39.22582914224841
+1.7484001751243428,-0.9594196560191648,4.86362713968844,-4.545847396082461,9.244224025574768,3.2708389453194453,-8.181512241588916,-8.448877876821673,-3.8792967897738384,-1.4147660687356867,114.72267713918978
+-0.7101631193115265,-0.03658612121062221,-9.945020041012127,8.891413988645906,-9.270715114566453,6.420754412782093,7.920038325497181,-3.9982873668096497,2.19773545601583,-7.457989680680015,36.93501996823604
+-8.448747181151923,-6.5783694036376765,-7.245553044142521,0.3647884658575218,-2.507933525857484,-0.6504961278281374,-0.708038229648631,-8.977822053507222,0.6664874700369472,-9.954947415387492,232.17350594054207
+-6.728383480583464,-3.2086221586201313,2.796331699008525,3.516103581340455,-4.354692561706132,9.992499170010564,9.956705489985678,-7.553568618637138,-3.6708659262458965,0.7874675012504184,-28.072772364230033
+-9.03389364729264,0.021593740776324477,-9.72869251213275,-2.836374294905879,6.099763691579938,2.3591072118309775,-0.5235219506639432,5.42554922637189,1.3644453026287118,-9.296070712623571,49.429052401737685
+-9.847836494286675,2.301787950928691,1.8991018480835797,4.743924198766871,-6.2658268682033675,7.745826940285221,-7.379721099451919,-9.402243454240777,3.6330277223153784,-5.48946033740056,117.4144628121778
+1.6682363779057674,-1.4071023307979713,-9.00075664762485,-9.186051333866118,0.49196197111572193,-5.371395091798467,-3.5357651711783245,-3.357316848909375,-0.9738336538260972,2.9226869062535443,129.46401729753288
+1.2581226930814848,4.541107993136193,5.0691109022762015,5.970720078692498,7.127116769689287,6.414429479249195,-0.0646749470577479,-8.889385496470876,-8.91053089238069,-2.2039903711898656,53.531543191718505
+9.48321637845471,2.2787629203891413,-6.159882041300035,1.086477208481138,-5.433225656305702,-2.9382406300808928,-7.514590143724522,-9.407875661956544,9.845356164184931,3.07153388448695,56.32501438836428
+-1.4550476362722198,-5.35072632249086,1.7021224895259834,2.8530476366499213,4.925401173610822,-2.0081111346640945,-7.973395193397059,0.11171985757793657,5.357891739873571,-5.036586138941248,44.87329126141209
+7.8114037785517265,5.942284669154876,-3.257178156852314,-8.360043814919067,7.713940292467207,-3.4129477188641677,-2.4300415119472962,7.713239197910047,9.954372927617428,6.068787608879928,-185.93801111854995
+2.4738177567222075,3.0399114204503452,7.808322941535721,5.784709004852536,-0.8729082474013583,-1.1191921439791885,-8.575425954244409,-4.401294104213891,-2.820194566525831,-6.037759809824794,140.29964522414926
+-3.7894715014496594,8.485830194835614,2.2132278358961077,-0.0590843421063969,3.6241132142322807,8.342632579927923,6.8356510356527505,1.0282892575351554,0.017339829755886882,-3.221159680065082,-108.32934604616385
+8.53217042455789,-3.221560362653373,-7.753023180384582,-7.980702095335683,9.019450698595463,6.845786629461612,5.202426048961817,-7.844429199831245,6.800613052969593,-0.5282995504835686,-58.19277472290787
+-1.635771086293587,7.911710027487127,-6.409220297341958,-1.4781815830736922,9.230734504232878,6.24559465807015,-9.458491593949596,0.6878038722173963,-5.333175064588913,4.42508860732133,-4.743164847542138
+6.832525017641437,2.2232359069533136,2.8500511285565433,5.905317962988342,-2.733212066636308,-0.2825838105849865,-5.393233015421803,-9.721310909233374,-2.5364770656358715,7.744468272529311,37.11889433231259
+7.43569933133859,6.990075907184301,-2.1703932823443073,1.2330848410247963,7.0881152570550015,2.5833172059604004,-2.110258620892871,0.1558930427467331,4.481309229074222,-4.38169737378491,-49.630666929565386
+-1.2706007881393266,0.8396408825365764,1.695437504260433,2.1281742307243157,-2.664740765934437,6.0162538871494124,-1.6202918743600692,-7.608416684989274,-1.21464123718672,-8.228832480122762,132.98771615047525
+-1.0547262964447301,9.338112629574438,-3.1306641359687015,4.385553177534818,9.773630082530547,4.027479560979539,7.113590590615038,-8.577506583587216,2.4820768370970847,1.442236021906731,-114.03883120282144
+0.6981007364716119,1.2783933390373559,8.927829003982925,1.2337055083864445,4.360196856022382,8.019414433670345,5.300025307554481,-6.220935364700382,-1.8824612906688953,-6.197070613392572,-10.007679014045154
+4.583933228586794,-4.688056398831158,2.9443099614019075,6.285831335113288,5.591302624280474,-0.4701710310127116,2.666375912404979,3.8446010396745445,-5.6794726658678885,7.644275762200223,-125.07207318457291
+3.5344227263372874,8.312399040613927,-1.0831407695772333,2.505520869579241,1.9965186884311015,4.952543832807206,-1.0986422969290133,1.380113166234489,2.9933756253558674,-8.685369509048908,-5.983226909565243
+-5.115618607514227,-2.064210474190875,7.082305301596663,-0.638000438258004,-4.217758093929618,1.4189927986488104,-5.740222060138596,-3.0767424528588405,2.3695943650254714,-6.678011584700774,116.48017428273668
+5.571012027456453,-5.765694538324595,4.586340365182451,-0.8332148149961882,-8.043875594951324,-0.4638064806426856,-0.7229995692375435,7.1422140748982095,-7.830087148145193,4.372726706925192,16.387555031359636
+-5.154524691304099,0.5894305250504228,5.202372746269153,7.362923152693188,-3.556050779061759,5.995224504368826,4.409434594512955,-8.313619590702853,8.95770171027728,3.6308910661064675,-137.36540955885994
+-1.4471967980102152,7.771811448448402,2.58956249433574,0.6004532500230364,8.768787651484418,4.753189511117933,8.20748924468257,6.5071961307389685,-8.537378365098212,-7.11640090943135,-55.32753621294038
+0.27347274672762323,8.727871007115134,-9.886896280499203,9.65747151836978,-5.9956342799006475,-4.310263319434502,-7.274225008075145,2.4202366931096764,-8.637346174242102,-0.2870908194271671,144.2263990609569
+7.02952152836922,-3.2574075938017844,7.00307027330412,0.5426547137569093,-9.841311617442077,7.1590514983753035,-4.515325169337546,-9.34170635528902,3.0038307680605003,-1.0803743273158517,76.64518940396694
+-8.7120924285528,-2.751736627472232,-4.331964027525242,-9.998934042078204,8.355849884243177,4.633722750868312,-4.7884640828524265,-1.9606420906183208,5.720800690440457,-4.022342141986379,39.40105876470393
+0.49423524686248665,-3.9798377564097787,-4.993999227092518,-7.4292315946039285,-1.918513760297078,-6.106827259949159,-0.6767821727399714,7.711196973433445,7.92819235868169,9.573547935958844,-122.46818902259191
+-3.282707421181854,-1.2553753339495244,-9.375591590044701,2.4734687951527823,-7.408013354070873,3.2512337518615197,0.09140824395593716,-9.157137422418604,8.825656503365128,-4.798329632743061,86.36589148612731
+8.109029039851839,-6.403549276040616,2.087234252522445,9.24950289167249,-6.57060085106319,-0.6716314768778542,-5.217532682961212,-4.5488616822895045,8.712106206313322,-7.656244126919553,73.5976109557598
+3.0391615952661466,1.7570907900673194,7.096900946869296,-4.635789089507492,1.8926971407814341,-2.6745989511568125,-4.045227711520749,9.811204435893554,8.022636986038545,2.0503297607751447,-141.34193813486044
+7.685215812844399,-4.947458693063207,-1.9861324316179996,-0.3828196935954309,4.968452344944911,6.3435329182343025,-3.413867063217102,-7.004073696101569,-1.0724424988643055,3.1347204609459145,8.74903476988197
+-9.053659777665036,1.4725096478539235,-9.971902933517606,2.7663330426440735,-6.275328723885902,-4.071440265931974,-9.70018925403817,8.622645452638135,-9.355200918201689,1.0652859952690341,156.7229583377728
+-3.19584180804231,1.7105935186241994,-0.9012204131806345,4.357853864185548,0.6877147109804516,1.870932828005838,4.010292507894504,-6.963514932617938,-3.043486287794226,3.230363210680809,-3.3813851087286317
+7.312828841234484,9.10471045162913,-1.1114205665614008,3.555606588449358,6.021330661721473,-3.03914747822164,-2.51080296481363,9.092136624970436,-4.37633015624731,-2.225255844295251,-38.64442727922373
+-8.136243147037183,4.63119944967493,5.409812024854306,-0.4138741028958459,-1.3405077795010856,-3.1173860640529827,0.4132206234119362,9.917083710499483,8.278816133359701,0.7479806376079812,-150.7988774685178
+-3.3422513527693742,-9.192045058518621,1.6767443707266927,-0.3924047364004868,-6.515455980699145,1.9891940925612595,6.209281352073481,-6.090444604173637,-2.4358824062906925,6.379980269880172,6.162228495369144
+1.9676428864278428,2.1831907345379142,6.846264549770494,6.192125830857549,1.0406021703573964,4.316881121008187,7.150575425173682,2.793364590951861,-1.1001965015595516,-6.086094393444741,-81.45520119238765
+7.65632305429758,2.711974227154106,3.326408392741609,7.769859911477727,9.99863362349533,3.4885712323987472,4.1985106207309775,-4.165753097489732,-2.414592716219095,-6.0858621420016235,-34.328162895397995
+-4.147858261370841,0.15617693234012409,-0.7268193108838106,-3.3306960497076354,4.763360553515346,6.976676320960364,-4.038266229260921,5.817847337568929,-5.38496258071937,-8.816158768666504,75.27708876400659
+8.477046152143757,2.8069188182715177,2.9766681547356755,-7.635488445139524,-4.035784052924852,-1.8637792670211883,6.164491335082474,-9.844508138186953,5.689053332907241,0.7676067208989967,19.62444905124019
+-0.39386368690853546,-7.999541778995138,2.5045612229713132,-4.367113290727877,4.332851307344239,2.5779585054194465,-3.0484193293869355,5.20642423098715,-1.5776166751776977,0.9593914802975179,-22.62960856124023
+-7.124266460308344,-4.524487028713057,-2.7525119635677275,-8.988548803780512,6.266079490681362,-5.693553551022637,-1.3251890481740847,-6.894043738317217,-8.49628496488947,-2.7189624921065136,235.5274525571332
+-5.895477333512478,1.1304613579119382,0.22430950818468354,9.645741706783815,-5.569299697670093,4.5192400332987255,-5.376362525185003,-0.6430657542773632,3.068818192801448,0.6159867099279737,-22.226692898306265
+-7.269766234179209,6.9793448250340635,4.5532678810605915,-7.791471456363164,-8.952725946872459,1.2643103446896164,6.614562669353335,-2.205281523371234,6.738321029365794,9.001155281474851,-127.43360396632288
+-0.7561509793144139,-2.7972435553590014,-7.102529821275889,-1.1271715839806151,-4.798431459983399,-6.950352942460327,-8.535359979880148,2.977298683519438,-7.986182439590614,-8.361899350070182,292.8148728229206
+9.862361506472899,-8.306978750815574,-2.356950468329113,-7.379487257450849,-5.683603379358313,3.1197794742039275,0.935398500358593,-8.31358435400633,-3.2845287556189096,3.7171474285418693,108.56141486225796
+-0.9530617668830144,9.525430100076361,-9.632850255170148,8.410800814299009,6.688793386122596,1.769640073242147,-1.3642130365845007,0.4224240261169854,4.884592550781484,2.780918630640956,-128.33212217086853
+0.12339868855373304,0.700396098645073,-5.779158145246508,1.8042812221711757,6.345168794173253,8.038078689668922,-5.173071263211448,-3.6938764448484807,-4.436043195649311,2.526696931922472,11.869646919958452
+1.6686871080354315,-5.899430699711068,3.39506241022534,-6.965244519570781,-9.17996129980828,-5.263621014137188,-8.01061934060609,-2.9205596082820007,-8.547008873314667,6.615181863195454,198.96915870599383
+-0.6481861094836483,-6.543383526389153,-3.371310321314498,0.11275810713622825,8.78301418441608,1.8798252782877323,-9.451926870076164,2.2347065062273064,4.466339618602408,0.5824379279133529,-25.69018052105577
+3.0816059623133496,-2.7732110276073696,9.594818313731711,-0.7194772947644523,2.3212900523145596,-2.166268875150714,-5.66549100917481,-7.526943824871324,3.8495834834822285,-2.1312295263767966,66.98703795012068
+-1.8268546052047663,-5.537657377789467,-6.413981411820329,-8.28148394109942,-3.9820578255930728,8.129767779059062,-7.179115593425469,-2.0033204054973264,-8.610138057629337,1.9646734016136103,163.14867087577468
+7.799325643854804,1.113601201084271,8.022361108385121,-5.469245868599142,-6.11886456141989,-4.3125687772817844,4.771579265675035,8.774940621109764,0.12376071578136694,5.589934401747188,-112.34192392324546
+-8.321148953345643,9.618852931185529,-0.01687574604275266,-7.885796875616777,-2.839218057172208,6.7485336284997555,9.774418611993385,-6.6795035278178805,-4.2286149471850365,-8.802146020521647,108.9088450809347
+-7.999361378177722,-7.193748601053116,2.0591723852010224,7.286593321464039,-4.650794529598546,3.3874153986977973,2.2239619272769784,4.25273796430875,9.848946113549168,-7.8124741961419115,-66.76083818719269
+5.442469099799723,-4.193160460623229,-3.2094411253922916,-0.40946034251707397,-9.274370764756302,-2.9346713288708304,-6.134808271388177,4.238308940622502,-6.123857452220203,-9.609403739913025,242.39347125955697
+-2.141662881888522,-1.014555941143529,7.842306754096688,9.263802214165661,-6.916476735480101,7.928303667273493,-0.36308814560571445,5.976500609565429,-2.2262721637626726,-4.833140022947358,-42.738336283503756
+9.522537945149974,1.174114644730695,-8.669762989733128,5.283500035385382,5.147684945164874,5.319784927494173,4.481760473034728,0.8409498135782445,-2.6955136326646256,-7.443570232997214,-0.26605679264441734
+-4.365278880899699,-0.3308336050675309,-4.60745972479542,1.291791258346855,5.4654045926801835,6.130660864415303,0.8960168425848414,-5.572902451612947,7.986817743810867,1.4974069612122087,-95.27527676449253
+2.6398303523318267,9.50359459307096,6.191912988734833,-5.66595323623019,-8.30546433531023,4.933303710026875,0.39220912442267775,-9.350345161514218,-9.270679343104053,-6.463641968859781,217.13531784683212
+-5.917146684565136,-7.280534379127488,0.9775099576681212,-7.603151596472941,-7.746978477944562,-7.960727175243665,8.306902760421265,8.184227963973427,-3.0142507577239885,-0.8039378060349622,49.27081930066415
+3.3151563779400584,-4.62039416006685,9.963698281141077,1.8824975056296456,0.3197065040565428,0.959500302420766,-7.2780662422548925,9.317607962845385,-4.845456251535431,0.37343851217501056,-19.03364806736592
+4.618002065677665,-8.839497216938163,8.679400706335226,-7.381821449336727,3.944897646961305,-7.268946532199645,5.996921269736772,1.6147214343609728,7.095692245264482,-7.720143751912428,2.6559749196916322
+0.6711121434046885,-7.021661011163117,3.8390420531180958,-7.667346280169234,0.635615241635572,3.5624135961406833,-4.797594870136052,8.810329183477247,-8.445908242463226,4.86799134072333,2.0321493782796947
+-1.574429989467876,-1.8247837544616075,1.171452818656502,7.18429977623233,-9.17086418465114,1.4549479874209292,7.712274071137508,-4.188786404588485,-4.220133844544359,-0.5069580737405577,35.74827833960172
+-5.972534626846664,-2.0574345377633496,1.2481981990329172,-3.62551116418504,-7.890747110413113,-3.055441840981601,9.876247761207413,-1.0236184034955098,-8.425164262211911,-1.5295545739514638,112.10638820944341
+3.615577000376786,-2.114390335948042,5.780157583923202,8.299340115220787,-2.9243041892953925,9.29786301141869,2.9526585025543683,-4.6666326850671584,-1.0905096897019972,9.470689156999004,-154.7024711508614
+7.874406784026093,-2.242406004244528,-9.823193209177832,-5.145981806489481,1.2165981430887984,-9.991917825453822,3.1994049973508343,9.67845660247737,-9.54583855713266,5.103446584124929,39.07256244927359
+9.142612527869671,4.346950126015454,0.4524001923501775,3.0508254862969664,5.67290964585273,-6.23189202144575,9.384890052150968,0.8900150241031368,0.11996968532499874,5.540460955414018,-147.72710201834215
+7.298351472523608,-6.629792782262099,-3.460146636864083,-3.863311474359088,-4.320266433723557,7.074967785961088,3.742339201698943,9.978540047505087,3.7289653157647096,6.31737032895691,-188.27899319987807
+-1.1615457415161812,-7.364948864786398,-5.980131012616479,8.81711462147546,5.470902046730579,-1.5376105817387087,7.16353343352051,4.986281185245223,-9.212566991157821,-5.67234606812055,33.594733418387925
+-2.931754960057078,-3.302325106958164,7.067099931152965,-6.312845460007301,5.80918395996445,4.143759497691959,-1.7279916587888522,-1.6174985527662922,-9.551125778032905,7.120750801338131,3.655724362431931
+7.329019515627076,-3.2791019070382066,0.9723625327010899,-5.327345910595371,8.275339985284988,-2.8652479644876805,-9.92430334197774,3.4056356564419166,-2.9597156730755314,5.66267734174795,9.067079039428608
+-7.795510584439544,9.868604044775353,-7.534399325999333,9.83283783110475,9.718770226492126,5.819171216146604,-4.8688436763937615,7.221492793201934,9.334274784980387,2.2365909902835868,-238.6956335562577
+-6.7715180171677725,-1.9832586143941122,-2.736416556881096,1.928209089878321,1.1020881197959098,-4.995018130098703,1.6125925608970948,-7.856060067789034,6.8417554733433406,-4.857163399356774,78.31018207517033
+5.9978955505552385,-2.3042335400784286,1.8645987979878464,-3.5111744698069725,4.990140906706879,4.69201578545383,-5.195896172504364,-6.266409032589864,-4.618566714856045,-8.447889176644479,169.17132092908346
+6.594741133075397,-5.800683407775735,4.101294731748295,7.381644423292839,3.52984725169331,7.2477132978265395,5.732959034384876,1.1316740786843371,-0.8203232473892896,-1.7052074437677378,-119.47050325721443
+1.3624993787301243,3.102048296638502,4.011293890739918,0.9924215405292625,-9.80739771458579,1.0609342805453514,2.7068583782561118,-4.764003370652969,-3.2109683066377848,5.286815353323584,17.242519749742737
+9.088657872969321,-0.8161288628900554,-1.6951757144860569,5.3827497633029076,-7.523727269332099,-7.437221180867633,-3.123259236271607,-8.267987363421192,-2.1800900785934085,4.205017909431499,128.12850685758866
+-4.193842745864775,-0.31321726319334164,4.59066532813575,2.620978243422305,-8.395733491267674,2.1585766869347456,-4.701848810702279,1.092464046368684,-9.553293526796846,-7.846280999197037,201.9811794682222
+-7.452594838626636,-5.849888279726898,-7.342713777186136,5.498983320740585,-4.340373069568484,-7.19490046291938,-5.163203798816176,-3.17443537321187,-0.3963953746796678,3.72489665200769,114.25116632079002
+-2.4377639844968724,-0.39058573800977214,9.819843128808806,-3.943565470998147,0.8444035459623489,-9.252139189609185,5.240370267097809,-5.222981399128523,-0.5294094346406419,9.544699380191927,-41.29470962808341
+-6.883063835283576,1.3484261406826703,8.301286263482107,7.757284343712634,6.883184626174906,-0.6524657814945423,-0.668963610053428,3.9313339136435,2.333391801133149,-0.6627832587409443,-120.25727103698536
+9.809584698352342,-5.561380707568748,-0.4138016588240201,2.4393582183122087,7.530561216037535,-9.90518185791002,0.915924065698166,9.251992085092773,4.238481970169277,8.424986510562036,-183.74043388550461
+9.211113195491,1.4929365202453493,1.3749526255808697,-6.60340889764335,2.0900044255151284,5.216726322914957,-0.2867470859025034,-9.005090703540688,0.3908194544841126,4.0203867939444216,1.4304473621996139
+-4.529630956777531,9.752729943889625,-0.1721655849411996,5.983495567831827,-8.704063125539651,-3.739927034808004,-2.4704595234391524,8.149870651451554,6.15519009579163,7.097309417229313,-143.27096549065655
+4.505471700313198,-7.911239493821595,3.642876677241851,-8.291679212162553,6.042802394276614,-1.6296721203518283,4.354926391507796,7.4884644783520615,-5.016632396900562,-0.611903247517509,-22.812188678023254
+-2.933184448882058,2.972644030536764,3.8890135832279893,-9.051677897593205,-0.5372070774120852,-3.272826069025072,-0.5740885604881996,-1.5388327017492531,0.30979513955555316,-3.3627133878983306,94.26396040819391
+1.3188253489627688,0.9536850338939784,9.630494456541408,-7.6364559103070695,6.9064918711460805,0.36654138143980886,-6.665472555772444,-3.5291607175793627,1.3496438038611736,-6.209532960774151,90.11102964429244
+8.467018311158853,-2.122915199124631,8.656094261231695,-2.4872877150164507,0.8831155236511412,2.825429678091671,8.089701853382502,6.056705839169072,-8.713926009841334,-7.666596126707514,12.413732956383983
+7.971518764533614,-0.959948413923779,-0.922083256217674,-2.459646628125005,4.3806685385609745,9.026112345224057,0.11768956260689967,-2.835943346766785,-2.501814708825103,1.7142608430050865,-39.13542440442074
+0.10979833464732414,2.223682577400383,3.9737894429262077,-5.379082941035844,-5.573692042123087,9.134571955811879,6.299966506944208,0.8146225180113698,5.978872874805492,-8.244806743401725,-40.4615006346007
+6.357538492874353,-0.7837090835752636,-3.0644200304680957,1.6619984159890722,5.011079021550879,9.184600534988618,3.9198443497960134,0.13694428748545207,7.079806946664792,-8.945525717470414,-82.09661772776047
+-5.7762072101478035,-8.691489119454808,6.968914034787666,6.424546855481726,-6.571799932064415,-4.198783214524687,-6.712360314625007,6.548439574202689,-9.899821752669247,-3.802908427503926,160.65313357205127
+8.854255138627064,8.705682939907053,-8.245199772752635,2.352664691277644,3.729823416816147,9.503795179255835,1.1060971279471232,-0.4747496818986985,-2.460496170137414,-3.442619883860678,-30.93352154908954
+-3.448350767533921,4.361321270315228,4.149002410499644,-9.665433497379123,6.420707789962307,-8.106056617208699,3.2066001757687213,-9.838459549573939,2.0967980423426935,7.779854693356858,0.6991163017768478
+-5.586322704592397,-9.646409744868574,0.7211413901583419,8.761373291750672,-3.3935100278600094,-6.958523493562623,0.15872151374552113,-6.182462402209601,-4.658315271658687,8.569953831983664,54.84454578807995
+2.4296955569881007,5.203438032019905,-8.931214411953103,4.0107549337563375,-3.4996157806169848,3.445637308230294,6.487623713235198,-7.0121698381588065,3.1612630067741843,-6.514632517442225,46.46573887054759
+1.930590885695902,2.953723882634305,-3.7476798827448032,-2.725418090005187,2.9056416049316036,5.826331637593665,-4.53011399247309,3.1245472198844704,-8.72510266083225,4.072812273343189,11.785615089823956
+-4.4604427248416245,8.857400163835475,-4.488187511662121,-6.959087845122866,-6.946674482116677,-9.552242226193338,-2.3060262671792864,9.778820594171545,9.274265117620175,-2.252276513051359,0.037698909372714806
+6.693820773098096,7.940595779525683,5.610816519757556,6.482686834658294,-7.240685862252791,-0.34646436329055064,-3.4022663543304943,-2.990274718361705,-9.587478289905258,3.5815637510801257,74.5853645831313
+0.20844567191687258,-5.1969929949946225,3.075057953641478,-9.969844087372437,6.42713740020362,1.79305447284563,2.387933979552548,4.288295869823219,3.517886414891296,4.789392900304181,-129.54601930559946
+6.487113781632861,-9.70216628344599,-3.7814481512924614,-4.675590716436179,-1.3728240299041672,7.8167127853301555,8.046049189581012,3.092839039148658,7.352500083167377,6.2330546515990655,-203.53176367356338
+3.9086111370687604,-4.006663240819941,-8.604794978603516,-4.900365140579588,-7.568901748570425,4.180595104171482,6.404287912902844,-8.505809759938929,-5.132734627866407,-9.25198583831597,228.3011626926727
+-4.090798735132952,2.2863972761870666,-8.075895892793191,9.496095617295719,-6.204870430032643,8.179395263738314,-5.297131313868171,6.841823366300592,-9.32264705576541,5.566528862957596,-18.57144608236951
+-9.504417963584867,-3.0200221490578993,0.4985139524116766,-4.335242002091471,5.800137694532374,-1.821181515530499,0.6006651987359746,1.439023885876758,5.360977572934802,-0.8185795664613393,-39.117981485942096
+7.958402520903252,3.339944686351455,2.30746337286305,-6.441045229072424,4.061425058128321,-1.5439957082328926,9.947633154065475,-8.962221128563684,5.435957919884345,2.076870215925515,-70.88316699448549
+1.9186499316613514,7.0419222550044935,-9.611177550667673,-5.6632098967137745,3.1582064445543523,9.608689583304752,8.458099096297001,8.071007158243306,-9.953924425773673,5.850506741944439,-126.79944945728515
+6.986753816821436,5.395455836265242,7.321145117492211,-3.6218734031999222,-2.196109258856347,-7.904112047684661,-7.651700436445581,9.322723264815295,2.6850347305163713,4.224945949662766,-51.745617036943216
+-6.280955477880889,5.0650717557235865,-7.123442371244479,6.855553471257576,0.5870948728956416,8.436827514683543,6.854138362921313,4.6107878192077845,1.8453444354271253,-3.4046946494718022,-127.78262684714564
+-8.484251505046638,-1.0757887348505402,-6.613108973027058,-4.91132013696954,-5.856693018090901,6.656451502201803,4.091091355609482,9.783014093722965,-5.061686345161121,-0.8742381792066523,-9.597314697249717
+-9.438166778332668,0.1862239428278012,-2.0186604306855216,8.928044652746793,9.096322757204693,0.01403722306762445,2.79648209313063,-7.105686005191583,3.2402307835842747,4.827104567834828,-103.28420205360568
+-7.974256417602527,-2.705463999848585,-0.686661262249546,-5.64286044037148,5.994772310571546,-5.356194077785408,-8.838749637572786,-5.726512183543422,-3.268263740912003,-9.368509364273727,273.80888829353796
+-5.675226931834414,-6.524130259415903,-5.833031459342477,3.217831432724536,-0.26541040759882506,7.502774521209328,6.9570001991697055,-5.5322737191830385,8.211401838404065,-9.734191261713613,1.785139009923836
+-0.07231566637365239,2.4493232899391293,3.0117543471475483,4.692801534896336,-5.784627407711634,4.003938652773964,5.97361491972495,-8.274722313720646,-0.99229681242754,-0.7096107837800325,15.987625318652436
+8.132854419990412,-5.950595305481345,8.45144511287534,-1.8043513382151288,6.313171427752877,-1.378902901431489,4.015782641519834,-0.06520050514087661,8.26987789057792,7.431072864318116,-210.8104137687443
+-2.512667435326661,-8.738126282181229,0.05038614940906738,-9.10808633944226,-1.1477938280809763,1.656989441511223,-3.1237353805570423,-5.3748383653635035,-8.464560586709041,0.12148593253299422,194.82555004352594
+9.596884312806734,6.810632251947066,8.693579212665473,-1.2039829772944488,-9.370963843434588,5.555983754370972,-1.5740703107278686,-2.5434477343810125,-3.763303386681096,-0.5314168714643941,43.04142473692929
+9.246336649373326,7.209809632126851,-2.3577056371273097,-4.387017982446775,4.991920985690166,-4.139209056576496,8.067022498610525,-2.039366013021613,-1.4029828531022837,-9.094011568041132,68.1862393015085
+-0.47614673908049854,-5.6737646847397105,6.077194254392757,8.878118044532894,8.492405500865205,3.853286907529634,1.6551454919334763,4.910283024899389,1.3350550146058704,7.53218176465698,-241.57611275106615
+8.077614221416225,1.5312379232875961,-2.2668629313478084,-0.7123892422300004,7.6692942740911585,-6.832718426059112,-7.642426095984607,9.679490204739682,-4.851684428674925,-0.6019120106472631,30.614763592022445
+-4.277654439654692,7.794807007544002,-6.6362935184625105,-0.6228999960977744,-9.99621784162683,2.9590220177905313,5.3143359121367535,2.0660476029066555,-4.788462777952538,6.80408830533146,-31.67924416455532
+6.820143498621971,8.936670529436899,5.544039684710455,-0.5784296259127575,5.490153868131829,9.199186167367772,-6.130887959030775,7.53304094349472,2.0681992257912274,4.539659024305067,-199.1300501190508
+-9.901611455521198,0.3728053350439242,8.42056097629603,-6.42598682044512,0.1784702131398208,-6.173875406282421,-5.6742050917121745,-0.9253444154193669,9.179604055481159,2.3230410813187308,-8.975923681180715
+2.2305892864764765,1.5373007240038006,-6.481045284607887,3.1116629525687145,-5.774374299948526,7.884388555516903,1.8408533647075265,7.546222064427031,-3.1636508198405844,6.714610059983357,-125.13154218700731
+-4.990651561887127,4.159302878088626,-9.93255919049119,-8.327675775628215,-0.3485322705325222,-8.421758413459472,-3.776389354888856,9.187968370323178,-1.6226392175249105,-4.047732366066117,123.20327426748715
+8.598720876195793,6.271781566326204,7.431986280442309,4.990703054319068,7.100612813776412,7.89967849921644,-0.3093907889313696,3.7690871554426564,-4.652863844795519,9.21974190085649,-221.3402438064642
+8.853453562272364,9.598710037587793,-7.851547150639389,1.9268294520903773,9.330036943418063,7.827585437357052,-5.353153949656091,2.168610768491106,9.40821956488068,-4.015182958926042,-126.60413582493574
+-2.449440833686951,7.700302072453738,-0.366742983805326,6.498816067591797,4.730326389537227,9.449669420468478,-9.052561637620917,2.9982300536902495,-0.8292428218434744,-1.7868432822014935,-49.210531561350514
+-3.311187026425948,7.359034393832948,-7.022457194232812,6.7447654672781665,-3.500660188336373,-3.1795689148441086,-9.243294842788494,9.693781971310454,-9.064395358622033,7.353813686415176,18.39012256810703
+-9.626421347979885,-8.9871974501711,-7.3106564923349975,-2.4156601159071966,-5.50695465916232,2.3574856073395956,9.503995977395352,-2.039890298998266,-3.641675472084709,6.446875200118811,-6.238875044744529
+3.465925615447707,8.896451571699163,3.025456086358491,8.36246354440204,-4.32586859083032,-2.4569864237534067,-5.456354765680233,-0.9303755565777339,-3.4323468673296054,-2.378393656565585,76.98187412342104
+-8.564647789839604,-8.555288090299499,-0.5599451913466247,5.015875449711029,-4.978018479581623,-9.096168734415286,0.5555917517667552,8.532580330634863,2.024762061087695,-7.952838230162163,79.60843575516536
+-6.922834257062275,-8.627062144939535,7.16278069165668,-4.880370947368258,6.905903324453191,2.4452563103083613,-1.3304017134880342,-8.302904393827358,3.300345637652231,-5.210610852741333,74.4907161128515
+-0.21091123194834083,-6.075002253429274,1.5716954383780268,-1.1492339162474718,-1.376257024209866,-8.615194368756002,-3.6546687923069143,6.2113322117621,4.624907684471502,9.218840335077283,-83.21209575169895
+1.6432309014097979,1.2971977099639287,-6.122383987869473,-4.046219672581777,-8.666196669997708,-2.4436994850797267,7.6454908961582895,7.7509614797412185,-2.955946447091562,6.3681959450846986,-60.88632330459628
+-4.7454033119097865,-9.943626039191697,5.476957413515082,-5.780175555924769,-5.258776824821871,4.301563676976643,-6.869004820094988,8.665726224920222,-4.088274198374348,2.2481796819084243,28.937207887512358
+3.3881844824685348,6.4059744610064495,-0.021470470676092646,8.49208444678273,3.6610847883113573,-3.5441509610731803,3.5289584546379316,1.1087499970479797,-1.7111899845113698,3.762659743423815,-99.52428685945388
+7.364163046911967,-4.598949649307662,-5.490807655494709,-9.733062373222939,-5.46760595158541,8.192101156241542,6.142033473131054,-5.906531475438152,-4.008070000810622,6.228497529358981,16.52774416766286
+-1.6271748784736584,5.048568380344376,-1.8944439278620795,9.20805660407856,1.8106671485565995,9.307603935231763,-4.319901969809072,9.050814037395192,9.306697479451087,-8.555152123132759,-141.7480881890578
+0.4094975910485754,5.587350011496836,-2.3966240487784973,0.6543499529055996,-6.3177145921438616,5.446904391862382,7.995432578728819,9.68258205624062,-7.261538988956668,-4.45599569255815,-29.06745613595391
+-2.0814313319108013,-9.953679013676297,-3.027971483133036,-9.328267817510483,8.682221638142577,6.223260239217723,4.674847664023936,-3.4714322336115044,0.4869961844733828,6.306455510762696,-81.10836952055689
+7.478129474273549,-8.343406040039794,6.135486182270029,7.075598824619213,-8.185102776241624,2.9751454551134926,-7.661965033228377,-6.084618613809154,1.2527823433425378,-0.644580271393298,86.47476530415116
+-8.169888391524253,5.254887189164672,-0.7666359822209201,7.4881901735814065,4.99600154964946,-7.89775479381267,0.9079882137499995,3.669844008008867,-7.9904482890678175,1.0446986650144274,22.14629544403798
+3.7107242072963653,-6.790684863497052,-8.268769536132766,6.193901438222995,7.587242251742734,-7.126644444049182,-7.025301364884669,-4.429470988217153,9.274092265407432,-8.510461658590655,104.3613988002534
+-4.351807916057826,-8.841819282686048,6.453090929987139,2.7362495368772666,2.6534383302397635,6.2513917757180355,-7.921291752019317,-5.375721296751854,-7.724199377077856,8.552545165112612,26.767303828258257
+4.603531919467423,-3.7125779989635777,3.1122144029527954,5.42636843024956,8.94253786346064,5.415419274970024,-1.4856935945759608,-8.760421620730398,9.520200568510939,-7.8242974571474715,-28.78106984821983
+-8.87212061948079,1.2666137661688914,0.37115737159669093,-9.134809685981171,-8.111604421622541,3.787565464704634,-6.484558075061848,-2.3814249601097903,4.68173111685704,2.9567736356664964,56.01230203501279
+-3.3072960990124334,-7.495961540252547,-7.777921359949169,-0.6356482179282419,-3.4800554546664597,-4.800398278126026,7.957642276425014,2.658169058188846,7.412472071263885,4.191604193545331,-92.49030840901362
+0.20868307008151676,2.260870067173768,5.69078072562228,9.138906193979823,-4.129195423169374,9.758690142331885,7.330408656151284,4.314458335737235,7.838598737485,4.319578444471606,-293.29834267855523
+-0.9763469761646038,-3.3365261439762173,1.1381607756217549,8.085284633048344,0.5941794295198632,-1.48985488920522,9.44758242363809,0.3611503163293017,-6.7212424128671255,-6.463815682909495,37.354139635691354
+9.426676984065423,4.435896735457026,3.795339894022698,4.02572813170657,-8.714064883046222,2.2804744866539695,-4.043696294108498,-5.616128157948226,9.654981402067953,0.1781799600948153,-27.916665413195716
+0.7301202840153942,0.6173900638517638,-0.8811916067465675,0.09064230809542106,7.680725524412075,-1.4695629809721678,-0.9231948954352243,-6.039454306476159,3.995753088549767,9.37463838273483,-100.53090368366031
+7.736233622903843,0.19846600731041386,-2.8979320613871917,6.927176219062543,9.201149790752066,3.5968598208463898,6.259624382054872,9.277064842321774,-2.370704693811978,-8.859990369634417,-99.4868704000777
+-1.566133693351126,-8.12920815639835,-7.813563865576811,0.978341096041575,-4.189353383257258,-4.733964086629916,-0.415906769416865,-5.028032454800176,-9.911357079816288,-8.84423995734814,310.32731065363987
+4.083765887476078,0.2095128183947481,-8.60638319899741,-6.017323500803069,6.548374890679627,-5.772497258538651,7.986533739267852,6.449261484041382,-3.078552121771292,9.366869182718263,-122.57834539620725
+-1.87581663612725,2.1008499023045357,7.365193823030774,-4.819098863629138,1.7363094318391026,1.0663714457360385,2.798279345279071,0.15003325426502734,-6.095997551183947,-4.283058932172947,59.729571483662596
+-3.6457283997874224,3.909562041593133,9.295476827750376,-0.41525797752120175,-6.838008231909605,-4.025444135394172,9.498591131264746,-8.533741615954753,-0.003672080570016334,6.477732251214816,-30.58766824281587
+-7.116759193874051,2.637522817719249,5.913280279669017,1.4782801569151283,2.739622169378768,-0.7972697513968519,-9.018712331845268,-0.42508882125667613,-0.49970346053362036,-2.625332040893782,70.23317490628469
+-3.106986340756379,-6.012942727171174,-7.974674598570603,8.854098432532345,-8.842510969856331,-0.7242573877628522,-7.047170189027019,5.495109606798563,-1.2148412469155279,-9.46672604201324,166.46591049142418
+-4.622403622625204,-3.563489652704279,6.486337269942284,5.07724702237711,3.543758100313168,8.92993094980806,-0.7962843470452707,-3.195107645947415,-5.776823685647097,-5.222239813595739,39.44797362962545
+-3.854654846492236,9.398470012351083,-2.50252610060129,5.385023663727373,-6.771178527959478,-0.28922669624934505,-7.525294268735527,-1.8529514891784027,5.601543122893194,-8.224525071103033,110.22423852212704
+7.539621054913061,6.761529729764277,-4.5863180924148095,2.6142646423875937,-4.379080579261984,4.831664970383591,4.176941709109576,1.6652617913663015,-9.930245831907786,-3.8855829955147536,64.38311965131986
+6.414054965551483,-6.447576006125233,9.103624526366508,-7.639877753877702,-5.802785193200373,-5.164949468190776,-4.716901905179052,2.388839370799667,6.296949655727611,-2.7818479773422378,57.09954408734777
+-0.6392523536548333,6.470974543462644,-5.944078998860956,6.398056245408863,2.3216365636418446,-7.885705435541546,1.372208716331591,-9.146065718741509,-2.5951230579366324,3.3740892787557875,72.1106465821056
+6.958731032466736,1.9058778369760976,-6.868750848179559,-4.65669960650855,7.74584294070973,-4.241852809958335,-7.037490446504955,4.0377021805135715,-2.1227014666865496,3.3886407345585856,20.84931945624657
+1.9140487499330283,-2.852490419344329,8.045299093074203,-2.988451114133308,-6.50905446270813,2.2248046146195266,-6.222837399808119,-7.771150219332988,-0.2524953561448906,3.467193533125301,88.280113821286
+-4.626259915430293,0.8875762849430258,1.939436099692644,-9.3975709150418,-5.0461543943739855,-4.059465107749379,8.453820697410164,-9.1257622678525,-5.944068401112248,4.335518976611832,112.02634070894759
+9.324241547996602,-4.022807484306337,5.360426753549059,5.815750080078967,1.8966702193951912,-1.6295716301461183,3.281201521805812,-8.082934029355862,5.3212577130955685,8.381769626182695,-127.2663799479064
+-0.2904367087942439,-0.12321991547683542,-0.6628696965964775,2.9544482337685163,-5.320954959736888,-2.0729706426615335,-6.522003136406742,3.023615657744385,-7.546300494730374,-5.832540592256463,181.01752246020115
+-7.707328618815001,-9.681574394344407,0.9573054714018103,3.7980740998688045,-0.40836124579589184,7.904698777352688,-8.133255903575636,7.512236008660011,0.07490728092085286,-6.16655388136407,24.934659752040616
+-1.917194793665713,1.2103707097948702,8.999966258667044,9.408626678710188,-1.9337103414348378,1.132641125217797,-3.5011726804651255,-3.6180690328759835,-5.838571921103739,9.001371418663364,-42.87652247708251
+-8.535293316120796,-2.655394764242569,3.81272742785024,1.4096028016693651,-7.241733288150602,-5.812400827784964,-4.081408911173085,3.066558708382434,-3.5923580577499803,8.688154263196463,20.773272053925286
+0.8429826397816109,-7.706818427671463,-0.2353486456800824,2.5560403417184374,-7.754171929423245,6.344609690808958,5.6733587717203555,-5.368721039633186,6.942827290136943,4.830763222883889,-97.6296171536522
+-8.491324901950817,9.251343193615737,9.143525338252553,-9.95152650801593,-6.8578255962219465,-0.08044226293664858,-8.125698454972692,-2.455049934815494,2.287860875989145,-7.43893977147513,171.56155046655115
+1.7245263693170032,-3.6475274771997213,0.8894371188563976,2.356412407550317,-6.2253431083331705,6.391980892410805,-5.328219998865156,-6.36808465845445,-3.8431756893012103,5.820257850422397,54.8938001907448
+3.7487171795830365,5.423792160025995,9.22877092007284,9.727116269840359,-5.539707950983129,-1.5956216157228598,-0.9733389541608028,-6.499559129741317,9.740948353170564,-6.695054759920329,-3.025020979120316
+-6.794118318200257,-4.61353294404494,-9.055073598355376,-3.279303832117182,-9.60565623636927,-2.193176174253584,-7.664137644024864,-6.642605283918521,-4.949622531410787,-6.727852561857414,340.2843042146182
+-9.51930037755617,8.764734253412055,-1.2475887020288723,2.7016602472192286,1.294796765850057,1.2362236508833946,-6.300503185257664,3.8445575880294713,4.373118289042253,8.825062663259708,-139.96300878173304
+3.2355427176762874,4.8563304054055205,1.9899316415249135,3.697013673511309,-0.41896489965203454,-2.65069686511223,-7.6159461323435735,6.69012456641481,-0.056036137814117204,9.25569842533423,-104.74515298579557
+-8.771139562947061,-0.9923903014279012,9.133537216353604,-9.136811981077464,-2.2517494884136147,-8.134675299890347,-4.131603219668831,7.14261046322227,7.9732881447495085,4.958552564801064,-65.98912144530316
+2.6703179333393456,-3.170264488860124,-9.519758305651546,-4.467706091568083,5.145152230222951,-8.0951568277423,8.961905518294389,1.5053149128946375,5.10688717812725,5.246473808117065,-96.96272169559089
+-1.3479612392563123,-8.996175728852574,-6.604135639761797,-9.192923603194998,9.9071509213091,3.9827648421414574,-1.0819540409258943,-7.6387015890246595,4.844841297649342,-1.504678706417104,46.169114288076436
+-3.4621094963228694,4.9677384407554666,4.123544084304928,-5.468153064357251,-6.745880388942589,0.3313543448744727,3.192084197790792,-5.0044472805802425,-3.189163852717116,4.828116611281688,35.61024782683019
+-4.013768337439519,-4.273091362854496,3.572000682758343,4.706015118649343,-4.284878896761777,5.057658171820223,-6.675778259020431,-8.244010339603951,-6.724246518943593,1.7016306959552518,132.76901731503344
+-4.555475653776946,6.334358049062603,-1.6510949587250767,3.2784022585024397,-3.483724404834616,-9.138054538616595,-6.674846098078691,0.028007765705393428,-5.975740401366898,2.963840822313555,130.34529858148497
+-0.08180802636498008,-5.820710779762381,-0.4088385657640803,5.33109874365649,4.443881626087903,4.600398676353072,-6.674334833392363,3.042863595184604,5.095579631736564,8.874147422151422,-167.66041914883263
+-8.913570692819599,5.962451674521329,-2.637350886782235,1.3218350076380214,0.09238456966067288,-4.8293906603674515,8.750200701440106,-7.978340196406686,5.785730218463776,-9.92652455212192,81.40362735701457
+-4.988896499852686,8.496538938612527,-1.2516649779405475,9.427087701598303,8.322554470665155,6.137611354381076,-2.4023863936491674,-1.4743766530305469,1.1971723286973646,-0.45504524408070957,-98.14667623262315
+4.084992131411507,-4.628406436870669,0.49178855067467664,-0.5862509607040622,-8.010778202464921,-1.2634745693912985,-9.699595391580374,-1.0726264894407667,1.5384633623296273,-4.24443653159684,161.28712421207723
+8.385145224898508,-7.959263342032987,5.614145035507496,-6.610241269755727,-3.140909850279092,-5.106836835276911,0.05246415367841095,5.398271879128213,-6.795165789092364,3.245148128209059,52.05419991243217
+9.024457649644122,2.8598883141323683,-7.026568389102392,-8.500591834818925,9.63984661098051,7.462763132854196,6.4210068264453435,-2.0806267325825956,2.7566431638131617,-5.997770189066632,-41.93344687465044
+-8.598195920002851,5.108497845178386,5.339742256825013,-7.693558102716134,-3.2325410410966704,4.5367216241800605,-8.875583077726581,-7.5622241676380515,-1.5067405928453126,-1.8304347805773924,160.73676419709864
+9.33301660584907,6.899371894320215,-6.327061148937386,3.558389202536949,3.2813482553126594,-7.847840431132402,2.852830904412358,5.676197111470813,-3.4544396590721993,-2.855716752801316,9.894249833042192
+-9.68150941090737,6.634576781348529,2.99248292526203,-5.145136562321153,4.721380261227477,2.3014812491645076,-3.0502812487124653,-4.8813963952844635,3.815554290237315,-1.83235985107421,18.180675416134374
+-4.778646972294746,0.5868660518878133,-6.350758823060856,4.808000876544735,-1.6019072119098943,-2.33394693303268,1.6267755382686833,1.7146403197422466,1.6642130251910436,0.7033935008693137,-18.777079642358782
+-5.039294350580303,3.6664322465191845,-7.626681618379956,0.6844352156369338,-0.6771297965445466,8.5915882290915,3.553876382658858,-2.863900127069108,8.815373896097407,-0.10772299766450555,-106.1828381609951
+9.515472810393263,5.0668238033305135,-2.987310762233877,-7.7318704128391875,0.36269499963300866,-3.8979961067074043,-8.272231924205474,-2.338029478122603,5.744627396088373,4.246169935835827,28.32255453637812
+1.2956707822365066,6.20308760212906,6.9177056519573155,8.278186501382603,6.8558809090698,5.785213698976586,-2.5327105895764035,-0.09327062575245071,-4.415818641828986,-1.0233743534730921,-65.17068018011847
+0.2937153385627811,-4.88244582637531,-2.9040697626593803,-6.545270488957627,3.3265922862760644,-4.7497241744018925,0.24932374621054354,-1.1528348224815255,0.24114608541272897,-3.798604791891651,102.25101989427705
+-3.2007713256875037,-5.480902456573773,-5.651417907983394,2.957631598768964,-7.127431820081782,0.052914607326060015,3.628108687318492,-7.664855353178213,9.9593054298883,8.468110852284276,-79.8601326858686
+-2.4176522285165647,1.1549944495740339,-0.5761857194996356,-1.0877604320301248,3.593971345647149,-4.349013646743247,9.875576564307917,-0.9564554692903893,8.839829951888099,-8.32540597522797,-40.02690839343896
+-5.068687664504217,6.953152654646225,1.544640202421983,-5.010248581994141,4.375071583548298,-6.509340785950128,3.8077296827487195,4.2614050926926295,-2.1818308666597663,-9.291509748355422,79.17665228553427
+-3.168257155162031,9.90909838745017,-8.25965333764493,3.516637063020689,-0.5404460646368014,9.512601723955758,8.167982808845874,9.824071414017958,-0.8675973470534104,4.790639258800091,-232.41293789885063
+9.665413282382753,-1.7224023174329228,-2.923680680099805,4.150366747500424,4.785026792885052,3.1044229128436363,0.8761050263767078,8.229561971790133,-2.929309703926566,-1.9559244885733862,-79.34836874588919
+8.529707458635025,0.8153688159232297,6.813525053102172,-1.038874601384403,-6.0980045240861935,5.277856373384886,-4.642191042811765,9.3093066979462,5.8341038661995555,-8.390367552286307,-34.25802795022014
+1.1490338617454876,3.947655024743304,-0.9156389779338614,6.199950125593492,9.046558651414724,7.60341626197534,5.623330687439003,-2.4791818885341765,8.048276565403366,2.3469240775050837,-234.28139568042602
+2.9686310904272384,-7.359742021064273,-2.7719631500686237,9.307670436730088,-9.150690900980905,0.9807678279599297,2.568670562860216,-8.670481360176476,1.8440976171457812,2.743359493265076,33.44762433963447
+4.195283433218222,-0.3091584637155531,-6.857611234439592,-3.127671767242053,8.094211485777112,8.312229933879697,-6.1644735819215235,8.825420658892426,2.253617569294828,-1.339215011343693,-91.5295678605352
+-8.468217836744751,9.80548115856635,-4.906714667807986,3.8568789552945093,0.9281077184741582,-7.3393903202807875,7.946590963619553,9.603755907320132,3.0812379674032764,5.867948058313903,-187.38443981448643
+2.679689816137667,6.031293423002435,5.392843968824172,7.40357211074425,8.939253143848658,1.9731834915093849,-8.314324998085858,-4.082636989593258,2.9903553646328818,6.083920939879075,-110.24858620600637
+6.585318354970968,-0.8279752287550379,5.047384030439792,-5.0833498331713205,9.419846619880648,7.967303854882828,-0.10666460809666489,-0.9250030094800943,2.2950044110831946,2.658149685958855,-130.0327293779198
+4.104761485112811,7.255418590079767,1.7171727111131307,5.482609947179499,-9.181212320549765,-3.6611323530747963,3.0592862973771906,1.6642188628937005,9.6687499147428,2.5917362226714524,-122.5994552280133
+-3.6993999268267763,-5.230786779599832,-6.817269090086386,-2.0886778659357397,2.0809174203886927,9.586548618722901,-6.77371432122257,5.896293393815062,5.852544564367204,1.513177919341142,-88.97332137952124
+-7.005427590345903,6.942206745879886,7.385087832982407,-4.202757005361195,9.762267608487715,-3.206566740306571,4.167947002097545,1.4113516700198758,4.642086957754923,-5.310235119876241,-67.26477602335451
+-8.994907217561337,1.2045245088565237,-5.815697654673013,3.2087915676888845,0.029981929651807793,-3.5381104172638222,-9.228696251202742,-5.868905883014315,-9.700007261994838,-7.848780674195643,312.92351177269927
+7.974656342591326,6.241964464544083,-6.333985661389317,-7.382444229318093,3.499116393652575,-5.769109927531984,4.851213243727259,-4.014415872996224,7.824032982072571,-1.7292626645495757,-6.158092224968751
+-1.184728135787405,8.03286051383716,-0.8444348624324483,5.84407515555871,-9.97549921133907,-5.423352046909587,9.830826175415357,4.5307481010659085,3.3721709064905636,-7.434398299983707,-11.926390236599456
+-7.906062787469357,0.4020821936611929,-3.1019641513710505,5.70828628494549,-8.385230205088146,-5.013166659292829,-1.8871137350030276,-0.43525221710117634,9.186852789276262,5.315515527087149,-49.634042168912934
+4.824677315113575,4.470511048952803,4.6931044750633255,7.583444959232506,-8.939308555371728,-8.789310931978019,5.545148931355315,8.828531708401234,0.09192630557150805,3.5693177583665703,-103.42757644478064
+7.985244007490834,2.650545825159547,0.6433896107521653,7.049904842184816,-0.9413621896420321,-4.107341561575259,-0.4914575934249843,-7.945596993185635,-8.294644187277596,3.962322399131908,91.35133399417309
+0.3481510279678335,-0.5716070518319571,4.723897264765409,-4.689473720438135,9.108764658517831,-5.525439613421048,-8.82802169045631,3.6552459672565085,8.515739566644209,-8.867009028376167,41.24164396014317
+4.251728961342729,7.889694105816066,-8.031751686015593,-3.403353922743817,-3.5806655109164143,-1.1330821699160687,-5.781651230286931,7.9738851734124765,4.354433004549911,-5.981276955530026,43.00700413507011
+5.908810819906957,-1.1504728955034005,-1.046283037625635,7.376858432542299,-5.433807766338264,8.383570395755688,8.218454407692324,1.8746077888092483,-3.039994911662234,4.995569804486671,-145.72008725671506
+9.284292267991951,4.114551164154026,-9.473657190308117,-6.77710824776526,-5.502968822223275,-8.653881341350102,-0.8910083341610298,-4.660971180190721,2.0320817669171864,-7.771896954125015,224.48260092296968
+7.134428119472842,3.490349729058244,9.37156428563066,-8.098141799487452,-4.352989294687177,-4.586370558081859,-7.936441068754789,-4.973021428007782,-3.829399763073924,-4.478403071159218,216.69340964485846
+7.19463253560658,-5.443892069148322,3.4161289634898173,-4.719420498927958,-7.799222279322693,-5.80706308245081,0.8214693057515254,-6.085355380699249,6.913438748763106,-9.94504738106886,170.31085625308384
+-0.9535093936681815,8.439167187451817,3.0942039710585956,1.9994973345801204,3.4935024477537158,4.620142168778871,-3.600273132097007,-4.9863112218268135,-7.779005094427848,-5.700710993746543,117.41184795057082
+-5.357444377681162,7.256784327962422,-7.43665083470241,3.032303157927294,3.7876549427330586,3.0196073723883443,2.5887230351464408,0.8567202212150393,0.5894468206013292,-6.561601961665202,2.956189200470371
+4.991242893551231,4.040408987086927,-0.5766984933013397,3.569922488427697,5.970838381017332,4.893577318008697,4.376358456037474,0.7444492645046807,-2.4528829937228736,-6.511691024576063,-30.64728890419957
+-1.0030156202241947,-4.020329921682386,1.2534614262384869,-5.810180136623623,3.2206573361686286,-1.551193438461107,8.131124149842318,5.615939763458757,2.4434012641345415,-3.58345492436128,-62.756193917159614
+-2.9289720553388077,-9.829012527588691,8.45521833646245,7.687716174778421,2.279571876934896,2.2627422342971015,-3.3636524937011703,4.220561044053648,-6.548326281746252,1.8802282356267286,-25.056169304423435
+-0.2613604041985851,-4.741606721318144,-2.8022442914652257,-3.730131317936063,-4.331145343617873,-9.570195616951686,-7.876096501551073,-8.295996537604097,-4.644080561940966,-3.1699760105206387,310.0571987957623
+4.897438680147257,7.21904758108912,-6.228834919997248,-4.938170503399264,-4.512841819122377,-4.859235255535854,-9.911519559106768,9.920795705374676,4.90249725429816,5.984658896806119,-39.119395672492864
+-5.771877225713704,7.255320723978564,-7.244708974498726,8.457266968149709,8.98427410323375,3.2300571965815394,1.6873626571353273,-5.555352801421467,-3.7992988351224444,-2.130259043487086,6.715358794849706
+-3.9066982075094714,-0.34354158198915297,-6.631714367803577,-4.026913417105931,9.44055282650143,-4.367563361320426,1.2151277270402505,-4.239273725493806,-3.1979741416570895,4.268827394336466,34.695772640466295
+3.491868747401299,2.21321704817826,-1.9698416411325281,-5.021033446414203,-8.058758214537079,7.179299170403663,-3.585899505109056,8.745075469460948,-8.49124399000605,-0.8657753711532346,58.47636918929856
+6.6226253296463655,-6.094775856554822,-7.430982944720272,-9.311993700083345,3.8973164464421095,5.583419015534434,4.228292004946892,-4.631477172072225,4.247565571235203,9.411091447896352,-109.29328109615483
+8.662059861936749,7.215380379399439,5.444228456421607,5.603763635141741,2.3907646932091975,3.4105154204720045,-0.20290870578025588,2.0420723591982304,-0.09574401879366423,9.59377885427227,-200.81539215381648
+7.397868806310576,8.977745520564493,-6.2511438742437075,-9.402251682006643,2.3349893604533856,-4.519299282041511,8.067647458826915,-7.955261033094478,0.5579029084465104,2.7390641101551316,24.75318062495727
+-1.2185549326194778,2.8192347135935703,-5.4416900842505385,9.89360271369536,1.9907813328206547,2.521702917154718,-9.689532273493235,6.553053808567093,-2.3063641144330194,8.159569836544806,-94.51100898674753
+2.969797120292743,-3.0671012776145523,3.8231108191535146,-0.28606106203760584,-2.85635654134903,4.128874209267288,6.379906581289836,7.925919188375003,-0.2477658259559501,8.470680074612707,-205.03754552949601
+4.921677301303344,7.51746078903861,-9.090477317919918,-3.299314609939439,-0.9700627647822979,4.585236752192971,7.902415088851134,-4.875462844325133,8.129132425458307,-1.4606957007939303,-72.76776058666015
+-6.633785527497114,5.952374585231048,-1.8770553978884141,3.9232269202938475,-6.53295299261909,3.6816390043570224,6.302959971151929,-9.50533289747771,4.835780554172486,-7.997161894236773,67.28229540812481
+6.72600906270957,-7.024615544342225,9.176845251185611,-9.303912673817985,-9.166399078727146,2.9154849822139073,-3.2711294479295283,-4.198345216340109,-7.09515481533237,-5.746043994047049,225.81143475492362
+0.584709699009216,-3.4361326204750298,4.0377115560289685,-0.163334145732823,7.82557895254212,2.3144387203601924,6.751850141610425,1.3317676928439592,-7.372272141543514,-7.121350000025426,25.350872919146124
+-5.336823067189109,-5.606962111717868,7.5853736309401,5.481652605956375,-5.03026883639907,4.061728114982124,6.367258236574034,-1.7514142892483453,0.6616465805976168,0.5548366337650923,-67.24463678468221
+9.70647893439552,-0.8972701730778176,-1.299605285193961,0.7175635102361788,-4.977073811488378,-4.348618402574218,4.447777691949135,-7.252218385896878,-7.114343739346241,8.612874504281642,52.27684981868525
+-9.147645535104747,7.65388838850731,-4.632596706973715,5.528748667703674,-4.154314937681713,6.266802188639382,8.274491286059325,0.16685001856092674,-2.6390841205980164,9.396705250883258,-157.08375943496378
+6.254584245566477,0.65450656387537,-1.0884054569142476,-8.120010273150402,5.428416254453559,2.5544961761448604,-8.884386156180659,-8.49576561946093,-2.56688457162104,-2.6405593937527017,169.1811091890886
+-4.855049655674019,-7.0020412736735205,4.464784655192194,-0.20532253620830776,5.857132712635121,4.6751928275927845,-2.870828721437644,2.475927987212232,-7.493698694551252,-1.793349763331742,38.449383595554025
+-2.034047253662097,-8.525946240784076,3.2032569866002936,6.625088518826807,5.709864811079372,5.547026666745321,1.4256679694067453,-6.178781942420565,0.07411098667411853,-2.736284453752298,-9.08722953987346
+8.523050845158258,2.991664000703198,-5.6910612949708135,-5.520383835473421,5.718242838406473,1.0736586489500999,5.377133333418622,-7.124734458303883,6.1635803705465335,2.2263300435157873,-65.94932622352266
+9.441655949687764,-3.285126486370795,6.576630796838005,8.726787706413727,7.748513045719001,-3.6325967120709657,-0.09627996528489557,-4.788368401026051,9.115192719675306,0.6009132479644363,-119.98896707929116
+-7.344515788745216,-2.4299376396988803,5.4810154307313645,1.5784334056863014,-3.664316036589661,7.951539428491348,-0.24967705699538323,-9.911014225854451,-1.7601116044337428,3.6943051851400788,23.78051329499647
+0.8069915077757317,0.9242338962480123,7.988350289233976,-5.740048449805554,2.1731503827499665,0.226535411399178,9.30042924542586,7.805488399395544,-7.365171636674783,-2.3499508470075647,-50.34807785740142
+-2.895652969536553,-5.509758294989744,9.346714863692076,-1.7353948046170875,-5.36970204634259,-3.6841406482747274,1.520338264508656,2.9920552053287652,6.973738567511054,6.389455113642624,-116.34153536346066
+-8.989458266167748,5.028365421772481,-0.4107853300417541,3.8825277146221815,-2.3955790746902106,2.5385062174740836,7.840193176699151,-3.827166829761368,-7.878672950028738,9.603225342615772,-64.96122845734122
+-6.025323852673181,-2.6734715951648025,5.849890955298949,-0.49748624003887354,-1.7223704199874668,2.601337812725266,-3.5150567428732526,4.329232330025674,0.6235746407284459,-6.411761495982966,40.80790731740855
+-7.586038978797365,7.611494371149712,5.757307937394122,-1.0740710510164786,-7.23989579111779,-1.8582056604824082,7.456034603780037,-2.220860120668775,6.672611755626017,4.662826785728091,-110.71560258208982
+-8.941443647125329,8.406847254277658,9.193446631502646,4.647903342224682,7.468472350787505,8.344052106029862,4.045475752866048,4.101232438348572,-5.3698194925339156,-8.517310172851687,-66.09445532579144
+-1.6023696894570971,0.9431425052140119,2.0011191750215596,2.2366694101119577,-8.316166848676371,-9.398396470115006,0.23866442282537426,-9.54843817837325,-6.421935987749066,6.6564625098113295,151.96487208190615
+5.529968451761523,0.22691055780627245,-0.14389244326142858,2.762721778544488,6.1442662183543035,9.601290992031451,-5.667409941678711,-7.288713293296447,-3.215307454069587,-9.926817505676642,125.52404302225392
+3.2918401412173504,-0.10518930803042892,6.8628251617494,7.413492433392557,-7.963857499710363,-5.001093595969044,8.631214599200117,-5.420910779685986,-8.923363467545698,-9.147845723510466,173.4973205034233
+2.3083321565972215,-4.485023940824591,-1.3854505434333153,-0.6659440706783104,6.551886584398723,-7.902053849369965,0.8640964264186213,0.2991310046610951,-9.44959722703964,9.187378116929692,16.1435228700848
+3.409274659778614,-0.05676577007123873,-4.526786309919981,-5.837739557711032,-1.0853994958201185,-8.911825679880126,4.891790798272395,-7.056561291819725,-7.3438310996769545,6.002582705617594,124.52607621662166
+2.092540856715379,7.975261887896896,0.2811691801353189,2.7009498248503228,2.7311844632771187,-2.0257731739460416,0.12460472071162743,9.268249268158034,1.6294781348275045,-1.0279096011927824,-106.44427018597119
+2.987103076649189,-6.956351980970874,-8.490463841523258,0.4937869335252376,6.139607751920108,-7.752057355607864,-6.763468643365642,-0.6945549362882453,-7.814646942329178,3.8706807460114834,138.1639972619704
+-1.4564319036100093,5.304072685395111,-3.6429495079091767,-8.558510629500578,4.869527707954228,-6.416562764515734,-9.976543606580169,2.3362376730752143,-7.198269825995789,-9.018649993605806,259.5469476920885
+1.757873603673339,-9.355026856965774,-6.763360054885876,-2.073476419780167,0.4752780785828814,-7.993414039695219,5.870691844734726,-4.793139349416375,0.6103464258301616,1.2807383760064561,72.53773043705257
+-3.143101188672155,-4.182413396211777,-8.960769363805753,-1.0638152783295607,1.2292093675946592,-7.601671828442759,6.730534799010506,-4.176685003628526,-5.959135368323556,4.515443144304956,80.71436105305786
+-1.7429982989992543,5.215867980785804,0.5805046115272527,3.9252387766676655,5.874776734231986,9.834035567794231,2.437768043520876,-4.810481924610681,1.5450858909519538,-1.264424966369031,-90.49960651900797
+4.127347777924488,-0.7345364715788549,-1.1505851163697733,-4.380619100662226,-3.222965640418267,4.647098348984294,-8.929871946073796,-5.997657649547463,-5.16246929552519,-1.6225773489109852,182.64624145797248
+-6.226957963112474,-6.284397300452104,9.718150292362768,-2.583305037382717,-8.98716505794074,-1.1657677564568791,7.23784401519441,6.941035018833334,-1.3102268678817075,2.242087105048469,-61.50995653356733
+5.616862081902603,5.007152344093459,7.060140480738692,-6.589736226056415,4.529367524069929,7.832645709018394,5.723946315418642,9.17551877627224,-9.930791566927287,7.707271687021981,-177.77587051667237
+5.029330362189917,8.077253379133655,-6.556330640875327,5.120804139612424,-8.353830596892921,-9.895751284408757,9.548377892941692,-6.032731644279274,4.1861726952075955,1.423831416815966,11.16974223536125
+-4.386496032722054,5.511995349862717,-8.602234566061407,3.353095685544698,-9.674633921942252,4.11186260342247,-7.602606630565054,-1.5452116168033259,-4.656540352511726,-1.6430992734038252,156.93898026696795
+3.903911622161027,8.965033370530925,-3.1044508750556155,0.06649016356866433,-3.4121769222004272,-7.782256906470075,1.8565753834802634,-1.9231944249798105,-3.910200544834437,7.812068793322209,14.236820964475012
+-4.809240752576773,4.445904918616477,-3.5458261318880036,9.730710300801771,-8.671708423062693,-3.5316422749121856,9.90131740268162,7.50600486879317,9.314066318664251,-6.105785822347114,-117.10525123692221
+4.394369248296233,2.127555721442571,-2.74861982654264,2.186228724863375,5.832685188469386,-5.631109446685332,6.439737452560816,-3.724309605297629,-1.119377123985097,-8.315178694933284,76.55958171010018
+2.2555303500482426,-0.18218246871749333,1.1554332707907444,-1.4842953049937968,-9.617659119117608,0.9613695233228481,-3.9905194956656675,7.264391622852234,-1.602861917346503,3.7389504348208136,-6.8766366300324355
+7.115677607403734,-6.685633166372844,-8.181511538311971,9.30563107878262,9.401007355869913,9.698319165922744,-3.900080630298708,6.6773432290877,-7.136578654624612,7.472677481347201,-144.56683303100377
+6.14820087092278,-2.0358552340824154,0.3088637238638392,-6.895924254430065,5.124985616833668,7.314123371265817,9.5312136307017,0.2624242457918169,-9.982417244381004,1.195566826580401,-31.85198415612355
+-3.690541772286904,-6.37142443543921,1.0079623105376956,-3.9489865097852306,-6.245049793261403,8.339184346387373,1.5814403544784805,-6.407065032245189,-8.854324798515389,9.689235889815075,36.68507003321317
+-2.9130395477945115,8.914787893682966,-4.003034825239569,-8.539898966490139,-9.509628549280668,-7.955044888171909,-2.9780755494862876,-5.6874069417309165,-9.249282013237561,-0.20709055254096276,282.07758256189646
+5.365004796431416,-4.965082224980488,3.0589816962773164,-0.051848530093718814,-9.22984356025135,8.274818684664371,-2.0216605334683235,-8.682262182558393,-5.8126590369154085,6.741785234673565,65.11763301263365
+-0.7263368434927187,0.7621737617554758,9.703990735395909,-9.379555087716183,-6.448349301693288,0.44887547709540954,-6.630378102788179,9.63458558200678,5.198948390989971,1.8931523669398653,-55.91719264952844
+-2.9399696296043376,0.18855754187678375,3.0513690676513283,5.959527950383272,7.379495459470597,6.537450598694161,3.7225982691086434,-8.684433614289963,-4.547391192277193,2.2174315418688972,-40.348333857247674
+-0.1001646321569094,4.414579456416026,1.6848137953950304,7.9097699358809725,9.466919263390833,5.234066365195669,8.308577715073957,-8.794852844909336,-1.9649537491127989,-7.917484118872031,-11.57783913355667
+6.497576386504766,9.830643134583926,1.2856330011499417,-1.298818501986616,0.30351880857073077,5.808403725651246,-4.684079976237672,-0.8431003904609558,-8.645969062099796,0.7389101197577475,52.59543044880048
+-0.3917487005842313,-0.9660295558601861,9.731617139876036,-8.951064711976747,-6.838146330890334,-9.667920408849227,5.049940976846861,-3.5702753268077703,3.030131595429224,-8.584259846304807,156.15374156249302
+9.926074378390235,9.395795658310673,-5.331291622383456,2.241331492925489,-4.5324388304397,1.6418378801476452,-9.783510992316991,3.9029537757349364,-3.6824976603540205,2.2962139603842724,41.994399101869845
+7.977514309311545,6.739309260014408,-4.753170892575438,-0.4919384482447331,-6.518042343728321,-7.509814866996118,0.6681254617661714,3.7679228364738138,1.8907166164408928,4.874886591858319,-24.53139735657876
+-5.1782116986138504,0.9751637944826719,-0.9186135013414365,2.638939492619945,-0.87081120283093,-1.7537579679427084,4.6194666905270925,9.212031434994504,3.839099865362272,-1.359023704716571,-112.89385300788892
+-4.152928893005279,-2.8173287309573314,-0.751033886329957,7.391958538549956,7.3638233871747065,-7.83007316255814,-9.673739023021904,9.405180229986156,1.1567501429781823,9.461455154944918,-116.63928220202011
+-9.067760786114398,-6.701494753827857,6.209082696324915,-2.119202701779306,-3.442578891332211,-1.5982253191064988,-1.5837709164965497,-5.247854081967846,2.2051949232756862,3.6843656958039595,39.145982693570986
+1.7998064866870256,3.972973078369384,-6.047825576651851,3.5473267828898325,1.38799880926886,-3.9369649008358976,-6.294039510630007,-5.584616158276157,9.831609849365943,5.430078555404181,-40.78759072312467
+-4.749145624330849,0.39093519835425417,7.65043817873212,-8.74662020158899,8.898478649538436,3.6350208768140146,6.026115490084917,-4.436790164537429,-8.93997344689664,0.9217771531239705,18.034939247202104
+-9.746358882527959,8.352255307445915,5.197406503899831,-5.767006000684596,-6.639890087776614,-5.071739821165453,-0.8854881382467283,-3.874843310641578,2.4109648011140528,7.257890131214619,10.857801088482857
+-5.664489620217282,4.183596173997042,0.10010016115226339,4.348141678205999,3.630035271837968,-6.77499795545907,-3.2415535537246853,-5.716226010119254,-2.1760646390591765,9.038450955411925,3.095657169735829
+-3.082105305874099,-0.1850891207098826,-3.9876381713521347,7.353543085392323,-8.791998780673833,-6.080235229147021,-3.7823841833572613,-1.2988508340592975,-0.997931895146853,6.844768527434953,46.92931584876098
+-2.1330922961678245,-6.183740123213721,-5.775409679120333,-6.6949875398205405,-2.019110414004184,8.69354459960048,-4.352031612995773,-6.074936033044844,9.38923340658816,2.640492103199761,-12.430481833177666
+3.174568076038504,2.640589488762155,9.857967295969035,8.232792015468354,-7.117558025908732,-9.52646404037619,4.124445733925639,-2.107490843437576,-6.551635546271846,-2.632614714282442,98.90677974840433
+-3.937547756926456,2.2476923251402736,-8.533648404469984,-2.9433157795977083,5.098055146093654,8.722824678681455,8.685481080371932,1.0004175277267402,2.521289245213838,6.380662631035112,-193.57493642374726
+7.608956401433287,-8.616046869924006,8.762409349540759,-8.545598409562295,-5.749396848351449,2.655516881883322,6.174558619288617,-0.7059803084484706,5.557885784274927,3.4030403177242796,-88.18425450338896
+-1.2026740484946452,-7.150663093684145,-7.842175889138987,-4.42893211405657,2.8861932857459704,-2.219699549883012,-4.60645698932683,1.963476878345487,5.127921097938168,8.480936947454436,-55.438632157937136
+9.530330065198653,-0.8293462547006847,9.683198902654429,8.262410843928834,-6.503685421915173,-9.912006359949576,0.5867684889090863,0.5455057303316768,7.426717630092656,4.996487707151404,-99.92064203471813
+-9.195538976213895,-4.360552327119938,-2.081559713976149,7.171559638440447,5.548327704163483,2.288611698015346,8.495759002569564,8.666536338825805,-5.571283505519824,-8.111773560284949,-40.004397668156805
+3.038151847322683,-0.5709968527535336,7.324621591993199,-5.780937045432437,-9.195800340552179,-4.499045505750782,7.122389922923915,0.46800897349538406,8.934250650987412,5.005694945630763,-108.46560064029947
+-2.671636580893766,1.0801482993342204,-8.278808431568836,-1.5993482155539995,-6.939382797960947,2.220290984203095,-3.067126782012719,2.249989200134197,9.460159404669351,-5.941159430050822,34.16068430073612
+-4.527277723020509,-0.05566270735831491,-8.475223093906529,-6.508568896161626,-1.4510656704143687,4.7005479494301845,-5.765740388053731,-9.673697586763819,-9.913048186749059,-5.831070839648618,303.36927724001004
+7.869016380136628,-9.1703457037294,6.613932185802167,-7.926765616456921,-6.812785979735989,3.925023779192449,-0.6401317285866948,1.9834582795256717,-0.15864378828803094,-9.463075325628944,121.73810825743791
+8.985369084224308,-5.327667561837794,1.7052849858089236,-8.301770997401597,-1.1729346560337595,5.731657700634541,6.048518464780397,-5.265386641102284,2.8158614007128246,-0.4552972369127506,-16.919949701017465
+2.701072229028638,9.045929257685364,-9.130557752034996,1.6460645513989003,8.248688040985835,-7.547452145728439,-9.119137540915641,-2.9891499716462033,-9.234541693239528,-6.080503733143596,239.18119999391337
+-8.616111410761743,1.8215655058352787,7.346734348403386,4.5612378630059975,1.7290383206339643,-5.296214786072766,0.7892733391191986,8.86992256997204,8.30153308773455,0.5655734353975062,-165.2983687223097
+1.1488909152605653,9.76453427395078,-5.816299104639957,8.977076205646163,6.367064014923889,0.07956888976357268,-9.605455389354962,7.856933403323126,-6.252525935815161,-7.867825640243544,71.074243988751
+-4.017824899585552,7.344115331425931,-3.05038168036593,-7.4659482579970575,9.396363686134537,1.9269747445985264,-3.2854835803765914,-3.5965238034252223,-1.984682510376936,-0.3691173519640101,46.639480421481935
+5.309862542958912,0.06914243337819537,-0.41958322518244273,8.011453128115086,0.6346010726963103,6.3950372773978215,-2.922874334212653,5.998793958176165,9.943381125589143,-5.800354130244676,-133.11238130424843
+-1.1165716440089923,-7.800711087134946,6.542403907188521,1.7060291340369704,-7.642784773145683,-3.473988904421643,-7.190566805600708,-1.4897070860166095,-4.480460927385794,-3.827689642234189,193.56223606365947
+-0.7728100616042544,9.23335839492234,-6.1541312931371595,6.283680118880152,-3.5417032941816795,6.453866704080471,9.50051093207404,5.242591091768989,4.74455379676451,-1.5629473897065393,-176.22960882359658
+-4.353970815914607,-3.2904732416183746,4.860832559170582,9.230555008954141,-7.676189734805008,5.226528083525086,-3.2804461060823775,6.856725446691437,7.062726378154518,7.659555650627665,-202.49495584234438
+1.9742678116731338,0.9486494416261548,-1.4857372954657055,-8.566721465208676,-3.828571788410826,3.143289731238148,5.303500016994011,-2.8462731751689563,7.665356783539408,8.868560719101339,-133.54112615498101
+7.800710396835601,4.0420110557391675,3.210121488018849,9.184136392227467,-6.068321556392262,-2.8000993278084874,3.5341278053366287,7.697650862342691,2.4929673862815216,-8.421515083395189,-36.077502953716355
+4.063864109714961,2.943554322273849,-8.017770152577919,8.670723312375184,7.570721565021903,-0.7057907745640035,3.4390397169966747,1.8237322567232739,-5.858192213103228,7.632356878178257,-113.44177705914436
+-5.585019642362166,8.602651466985211,-1.8419719887282682,3.79067470131905,-1.4883778255268831,-7.184562079660141,8.572059019614723,0.24427815459722835,0.45270317190980514,8.480645269554724,-117.71262275581414
+-1.2293514878581235,-2.5561102644783595,-4.374512977915266,-2.5560887237543573,5.067197813748243,-2.8100887805096986,9.443365313706487,9.422777092492815,9.278359086525958,-0.3531369907403059,-196.56450805262347
+-7.726575873352662,8.492343437791519,-3.5250049273785033,-8.562920647701795,3.6898095400323627,-5.509737786997615,9.161871839091635,9.998319767276726,-0.5351483988713568,2.1129427128922385,-107.67058750461021
+1.740286491821621,-0.7623236785569198,-0.8345812704774169,-4.137107467142352,4.731457901155416,-7.363216307797497,-2.465967257431676,-6.818133556331363,-9.645281369392222,7.152826952628455,130.29597663056987
+0.0985924268501992,0.2344604497548164,-3.82614609225429,5.343848576100254,-3.502255614482277,-4.861149004516847,5.290864225671045,5.750338916219975,-8.377469957700674,5.86672700753478,-26.828052116865138
+-5.389046554842962,8.206607426475019,9.847164947400294,2.621823882121954,4.845354575939176,-0.23484978602233086,-5.386600668684515,-1.888471037104389,1.8692769109943819,-3.287775607186274,-1.887993216598331
+-7.252574941124235,2.885146848845135,-0.2631243499831082,-1.7808864244555056,-0.3383679096611081,-9.797187049698955,-9.547404264867243,-8.30446204154123,-0.13177466593666587,7.035339340998441,138.28457755425097
+7.224838632153054,-5.399938923499263,2.014718931216064,-6.463437295306996,7.499270288578641,-1.6274208041482452,-6.667823944572586,2.6889666987308636,-8.108072107996112,-2.8755716365529227,124.984726268416
+9.47286342761048,-5.530187988928679,2.7467915450741343,3.3380529517580038,-0.9145907870082715,5.4914592304613645,-5.339618065191272,-6.949012544242084,5.409178864484561,0.9645600077841343,-10.741648038549753
+-6.676996986833219,7.339568354718795,2.417810353645158,-5.118978029753716,-0.21205565601106535,3.1732367461623046,-7.591129942670913,-3.6792633657640073,-1.939750973443315,1.2072364394506208,78.78320907668126
+3.6147017666845738,6.611762827033751,2.600424541196771,-1.6195327216497524,-3.8398722794914075,-6.370241388660678,4.994050341959431,4.1549009334623666,9.44652528510101,5.010873147940382,-160.8769102833465
+-7.767658788301555,6.205716646898811,4.103600672800787,-1.0763446554310763,-4.3848147145901635,8.899835164143568,-2.904905237384865,0.30720277712461996,3.339639310509228,1.4178450096155437,-66.88075926165479
+-8.548227898349525,-8.048520439539752,-1.9661077647707326,-4.846042200115706,4.677523923251479,9.208016303648458,-3.2033646720387687,1.0866608361604224,-7.13502681124095,8.39118975343368,-30.41532046576642
+4.804182663189178,8.585857216815073,-7.600412336575573,-9.78125654959101,-4.307148469681923,-8.229806641406114,-5.917795090832771,-9.351397893755948,0.28839062165574747,-7.25995274313366,300.34231619785754
+1.645167567513257,-1.7508544111390867,7.745130395529863,-9.363791074914658,-5.237772036159445,4.577289546052921,-3.175951551569567,-3.4375674464724404,9.287608742779055,-0.0008661633601358965,-16.055210736508773
+3.335593301441455,-0.13784397618987976,2.932573667013143,-5.066762033443415,0.8225722517901035,-8.061850364294896,-1.8331242036562423,-2.6958300340367947,-0.8407324022222329,8.08304124514722,17.655737800986422
+6.639678518313314,-5.398685359759954,-3.181269195228069,-8.982140510411066,-2.962454319626757,0.1627600605882007,-6.813213547665886,-1.3164428421871088,-6.9296080293615265,1.52854161340358,172.45673694631125
+-0.4190428895077636,2.393364620173757,-4.771147995962126,-3.3956559416074694,9.628534611368112,8.487837519071729,-9.927553089014456,1.583924905513101,-5.170303507153708,9.625972194868258,-65.0621177906875
+1.0929671270110064,-2.564759915539565,2.411730023064953,9.60176353818375,8.682639905055265,8.94599175458149,-7.03278885500787,7.890559651564093,-0.7481767179699461,-9.433253910669677,-47.911366497150574
+-9.523774508166705,8.36935360492928,8.873736427023458,-0.9299468042547243,3.1527785707693767,5.0675847634146525,-1.2806580277874935,-7.976918458716282,-1.4574573625002452,-4.7793597543373245,60.175188553788445
+1.7984969522518512,-8.796461030477154,7.216706456319535,7.072316438361077,-4.777834779200727,5.149968270614,7.7300303839535385,-1.2635084495422522,1.5776844339340657,7.221833075978655,-167.786103462946
+-8.610521866305461,6.853242436175577,1.8846925322684172,8.955671229430582,-7.116874167828495,3.3746728438851203,-0.27099325353762804,-4.773025034667155,0.20514069777003874,-6.0372196579975945,70.11945609842789
+-4.048433745055582,7.2025027779447885,-7.485985230002701,-9.293218285462332,3.321283155048167,1.320070546748413,3.9394131507101426,6.654117612037165,-1.8449916336914773,-2.6952142390367695,-9.44129960163309
+-9.5712689018271,-7.601129707827767,-3.5661142998003315,-4.179427141283116,-4.748937223665606,3.516966868274314,-3.8523348126996337,-6.544956050245188,8.447038354983217,4.333459155355883,18.73468422958777
+2.5249909999027143,-0.7631498802267123,5.150227226488808,-6.838637023400002,3.5989383333080083,6.797784450016458,9.820341246410003,-4.987585819995006,3.6270093927759173,-1.3156295416812935,-93.23142756456632
+0.502219713567329,-2.7781217439620853,-0.15577462959261767,0.3926796884360173,-5.136663707423981,-9.261358066772914,-7.8562304994512955,2.18621332562952,5.759991622818075,-7.997590608378338,154.4088012055226
+-0.08054137150543816,-0.8720414739100879,5.915618488490775,-2.660120235022776,-6.518670921590449,2.93601663941381,6.138415489881184,-8.342916260775116,2.548526553071271,3.343741942768106,-18.998048634348955
+-8.012779080750462,9.532489981072786,-6.1665662726683905,-9.295568099908579,2.473902061910229,-1.9893663615857915,1.491424274027211,8.243804555499105,5.287091259988584,4.718253030831818,-124.16643829586717
+-2.7731437949930204,-4.986777341441508,8.118141961446684,2.4988988357506137,-0.6741552059025802,0.5086264234429394,3.37627253356634,-4.654571622224431,-3.028749905699737,1.563586994465489,7.659538016084254
+-8.643996292108756,-9.170893472461458,-4.646642579215124,-9.621309244216036,-6.67674317327802,-8.200912014242935,9.580849980440345,-8.609571036781398,-9.648484737095199,6.744726283855953,186.50366980993007
+-2.1220450713025563,7.139264074798128,-2.7743921546920425,5.0639119481192925,8.552348613500802,1.897178458607578,-1.1525270719501823,-8.48017242016761,4.348793791153729,6.899022433009643,-107.22373367979952
+8.61522994556853,4.856122669180085,-3.9532553622896605,6.357325537824825,-5.514623558115681,-5.964023737608732,5.559727759938518,-8.414956957921278,4.745090267534168,-3.778769975390013,58.67820480266721
+0.6054646572927358,6.178915782493675,0.8963097606018655,2.633841662723253,6.863504193878278,1.4877112179346486,0.11012593572457652,0.998033573362811,-2.448359725486331,-9.624598964510291,43.730760611716136
+1.9723523442166258,-1.184339252191664,0.8494488967566682,-1.0671310293625025,-3.879845053283719,-4.669226373038642,-0.9107520580598183,-5.5306607992833605,-3.3121584906433355,4.344933561533201,89.96868765243995
+4.902466451688361,6.508180264845818,5.148934485525707,7.11626149293685,4.615757593637535,-8.29510828781917,5.192287383251153,-5.968070178558095,-4.204845172020429,-9.687253769902552,114.95254147043075
+9.758581791107693,-8.912515925730702,-4.661415153132642,-7.957700462919616,-1.2088996901725269,-6.622103195566269,-9.875632527545623,4.8822926647436145,-7.403023818091468,9.572704138806635,103.63158581992046
+7.655687999821483,4.279419928506001,-8.244468525987383,3.8777256504805258,9.655910555589607,-2.1762025231469906,-3.277693247584985,9.595570086946715,0.5475908702012156,3.343873749016857,-130.97694112375154
+-7.0364424467822655,8.795634888976762,-1.4414217278308228,-6.397864846945016,-4.697747932422638,-1.5688090348833938,-3.228760036941094,6.753864793516032,7.43795283535291,-4.279303662602221,0.12444840547946034
+-2.541531280257756,2.432907553138064,5.832740704789798,5.4505125266808925,-1.8011675663947058,-8.913625463013988,0.24621997143341456,-8.607463520135582,-7.922857078288814,-7.658975638554162,239.1004503421901
+-8.914057465656388,1.7971898211330584,-6.415107176431391,-6.824077793915437,3.011576558449982,9.935712437859372,1.6124151939436793,6.760303358756399,-0.8907755469132028,-6.030536238773085,-15.600126732715143
+-7.313513754862226,-6.892135923937925,9.454562714020582,-6.6210439898856555,-9.351583534711345,-5.008517762754494,-5.587614320492767,9.735594613349527,-3.287231579852654,3.6769458514287745,53.90430930842445
+4.768986518648928,7.621682237318792,1.9179203937116518,-2.6877783510461795,2.5348261204006173,-0.923794640913973,-0.45142231050085746,8.166080413546517,2.4282616714807403,3.821220491773074,-140.4366910285993
+0.8164278353829824,3.5401733450634087,0.42112506488694024,-7.217363347551151,-6.6172973697904425,1.3337060301184156,3.7171066619980775,4.720361489207248,4.830720829234836,8.397849150377542,-142.11492429001896
+8.81067229107408,-4.847934082256639,-6.677960256450777,-7.164348070261816,-8.666505907272871,-1.2724377795960207,2.704035948686676,5.367947017873211,-9.380265827399853,6.710835180588928,58.29401459228337
+8.41392567926766,-0.5585520707775227,4.802308983880708,2.815663551917018,-2.6434482213499244,-6.348060699700415,9.005517236522474,-8.185973685156206,7.290702143098864,3.9238929712739234,-80.16243743365577
+7.4267561026097395,8.795283566644194,9.537673352644758,6.149240399172515,-1.4455784476398459,5.754063159884182,-6.179151678179746,-2.2404482863850994,0.6349006834997217,7.553938010109498,-122.17274317637394
+0.3541832144436863,4.814941708308282,-5.928115174165831,-6.855919841899203,5.438186589242415,0.6886953392192963,-7.862753655050025,-3.3798204080367023,7.62113901609752,1.9196163386464216,1.5773533561864042
+8.792498051176898,0.20084309891232,-8.504620938232863,8.997784423820931,-4.839380282850496,-1.2652394910876796,2.216080465952137,7.483507916557386,-2.1438439309170265,-7.1082873825123105,29.996314891805604
+5.717847410233032,-8.869794618584873,1.0825305522515904,-7.947353876049334,1.1526890530313727,-4.762909991588118,5.159227908285877,-9.325625347088764,5.016586661015616,-3.778441211842112,97.66553310110893
+7.911479567803726,-2.6118966604761074,4.661627858514043,-4.129990163678931,-0.37887038828725794,-0.5582693087712931,-8.8145692381588,-4.728124986187696,5.096917147475111,6.328524099895139,-0.26548231127294775
+-7.860695942051694,-1.9910265339515054,-3.776275631386221,-2.230987512239111,7.716340531728214,-9.543615713021671,-8.307222220781052,4.3756697664625355,1.4917667353243536,5.91919079405673,5.02641004541757
+-8.19175622544913,7.683777958086402,-0.6825983536201119,0.5212117194325105,7.538718601697689,0.709904895023874,0.8105679222725803,4.352868966951582,7.2273584802145185,3.333109286344529,-184.30447066508083
+-0.4844890718737238,8.661027830148493,5.001430321547364,-3.789749484151954,-9.270698994213033,1.0877285362668276,2.228228051216996,9.701841766803351,4.672259959405364,-8.080952154044132,-27.47264873502748
+-1.6321714629028783,3.805844231556319,2.623122588393132,3.802638739977815,4.406422137408985,9.4369021611309,-1.5187400151733543,-9.94808597419089,-9.13883369149557,-3.2104157246040432,100.35528625479014
+-5.861140522502463,-5.7070040708683205,1.0722818491997788,-2.7053569672788913,7.600462936608723,8.92590069461058,-1.7285960067701112,-3.5580546650116096,9.230621672637142,3.240078609351351,-138.15863501073483
+-8.387776931351762,-8.38612346970139,-7.613696878237857,-4.866817326816806,0.4274674415349655,7.197706661483476,4.069868086819541,-6.038159228508821,-2.448699454362895,-3.768586493535422,104.58958384040291
+-4.596792949464746,7.729934614359535,-9.494038771790493,-0.5090017023992965,-4.732812618983586,9.913491916186237,-8.064063921157743,-4.535986759452271,9.499495986361312,9.563944937151007,-100.37086486976705
+-9.188856047960055,3.575512122281763,0.9297240482439872,8.93230849205584,2.4672493056435396,-8.37351193155033,6.782101539583811,-5.843834005866229,-1.4286240032183684,-0.7815271265525325,24.38382727971234
+0.7414240707978936,-5.459203698035706,6.484501249884838,7.689427700590715,-4.709308683317854,9.614085350772637,-2.9238585561254116,1.7091876530101757,1.073850633465494,-0.1414606712205635,-72.57304809253276
+-1.2860675000141963,7.413185010429975,-0.357451880955828,4.087488522035865,6.083116236060788,-0.03801722569039878,-0.7004369015481604,3.381011202207711,4.280389210255926,9.664931841781229,-212.6519432109371
+3.3301427421406937,-0.6561990972542908,4.915254666794066,-6.867760383194406,-7.442916523790954,-4.830543958200872,4.519937956002799,-1.5023785836316828,-6.774873232379863,1.8854654198201937,102.94908441589138
+3.5619098803059512,1.4429831097443668,6.291253227844855,-5.468658788303102,-9.567391829145997,-8.310871326426284,6.107119466396343,7.6308590656462405,-5.178611822145109,4.875874041919143,-7.824039062102635
+-3.2416414603391264,-9.763901275433364,3.443662220214898,-2.14576475872843,-9.267469130021302,7.2503619708787514,-3.6126835156023307,-4.483623171802846,-2.618715301428134,9.56231572039166,16.084125003445276
+4.0827279279805895,-1.0385468905027118,-0.7487438743689045,-4.670621900727195,4.277402956342402,1.8158880653998,6.830562409104115,-5.102761858360319,-5.236146001548166,5.897161169071201,-27.86532331173844
+5.636367081066053,-5.886463668442092,3.308676058706974,6.0471523062152155,-4.887432461375816,1.0092366906395323,-4.164910370383195,6.173451929913341,-2.8027801666807517,-3.8007549169422306,36.68898467025895
+-0.6879923294867685,-0.175555117081585,-1.4005001699804787,8.458983556709772,-8.09340619083455,9.637398660658501,4.370511238695407,-1.8316108943722953,-5.941706962324734,7.01934484598924,-75.56104546385613
+-6.324537445814569,3.7860259470244073,-7.716758407923081,2.0623290666336347,-3.8203607304954734,4.515323412258184,-7.588811254892365,2.4895097608214622,-0.18224717506486243,7.718217004983776,-32.91179376988859
+-8.909182499541828,2.5281090148870655,0.0396333446680619,0.5381153978078745,0.5741090989274733,9.74884598842272,-3.620477364582255,-2.8718006008521635,-1.2635579979174438,-6.363132089116251,67.12468663373505
+-8.183090248169485,-0.2431328538470412,-5.78450195891993,-5.194579074851184,4.819629843907924,3.9037306744555256,-8.790300263508001,7.705292361913467,-2.964778472408618,3.541770580265313,-6.973181040042588
+1.6770606224543139,3.493251615621138,6.681237444633156,7.153595350186737,-3.253551099674503,2.7117912747844386,-1.936306543556996,-6.3935755090846325,-7.216346132355216,-4.512887082287024,121.35735408843396
+-0.50218237462341,1.5485470371318288,-1.7478539899155332,8.163315945101651,0.7488844538396533,-9.331891843059157,-3.258284835897578,4.518224015172267,8.143339964185293,2.4805830923763894,-86.95734287616794
+9.116932171497645,7.591676445209128,8.629271785009268,-6.148067807160446,-0.9620037268333648,-8.083942155784218,2.4839749264292132,7.584989707381866,8.547186886394497,5.2692384003181925,-176.63897193091938
+6.204770061155025,-1.7323444695169177,-3.6369177741856062,-9.275038717350652,-8.782358220162706,-0.6678745039022549,3.7565074904270923,6.212146040754998,6.96999027829394,-3.9876887330149446,-3.4021121663183713
+-6.07342056399604,0.17858584117593557,-9.823629118970068,-0.40808661791375656,-0.7507627943827488,-5.34280195563327,-8.005652861241963,-8.180560029138116,-6.505905841266573,-6.962636434539293,325.37385358693007
+-8.669945041132166,5.898871052733014,3.483800768178773,5.849999009705953,3.5363604397875315,-3.049520036967426,-7.584373744255506,-7.560128235048412,3.083810636469928,1.6554651601910986,35.5891045445757
+-5.932245522383668,9.224033445058959,4.2284903381697525,-8.811070662796352,-1.6963095171810716,4.428478717014038,8.528750247172203,-1.4092522245255013,1.267790554362207,9.51955347933689,-159.89876860617537
+-7.668037406073185,-5.655176275494305,-6.740746941287155,-7.575096786087743,2.695079984742932,0.8705008332397535,9.958045820492389,9.175374369434204,-1.9254433062244192,0.26592601523710124,-74.52795247596472
+6.818266262550616,-9.769333967967881,0.9285553478148634,8.47831315988504,-7.87671397341466,2.3137385509244512,-5.191026187424361,3.241661102932456,6.2038332011502195,-9.579183177419559,54.88099913612448
+-0.870537620419165,-3.640462224429084,-0.7234649890921019,1.9902969835728945,-1.120851144137971,8.78358726709038,-8.880677250902346,1.4619113617034896,-7.3505929591545165,3.109038211427153,45.03087911272174
+-7.920188555950705,3.526591015591398,-7.59613440335788,-3.2966801055243433,2.6667097749905677,0.07151795540456751,-5.017625994977348,-6.716221458496356,3.233583520544834,9.766150635296167,-11.151177797829115
+-7.280625709511548,1.1237537631602579,7.104731715113495,-3.438860543365674,-6.6518577687320875,2.0722680165727203,4.008757340075775,6.8063018530209,-3.2505731194022958,-5.198401675052016,21.078736766784303
+2.0533387329133412,8.465876741599248,2.984121076270485,1.5372361962522096,3.465004717757083,9.175669601026485,-9.147246403309914,4.851074969468854,-3.281848865526684,-1.952196656704297,-28.239883519345515
+8.25002780139892,-3.4130067449761192,4.958869975759521,-0.967815611044418,-9.765209464277982,-4.539116685180971,-1.302259794295515,-7.261588517248587,4.544386620223191,0.39367911553603196,90.13585826380748
+-9.341074175657278,-4.8056174945709795,9.006619731577942,3.382618162609621,-1.319308678662554,-8.135059477973027,-7.146860166646379,3.1698597376584536,-5.921480721557339,8.542424683786757,29.805570152987052
+-4.902864353005498,-9.848652357410002,-1.8869181517642808,6.083957915402336,7.118009624226993,6.031538161812096,7.884362312900571,-1.5133748809513792,-2.0630101411706048,0.01511015017363837,-86.75647317483053
+0.6424437529087723,-7.559688528029489,-7.5922544434174455,5.955940589490876,-1.9925301643852555,-0.3632375314389624,-1.6320075475523432,6.912192115347089,5.192528067383904,7.86791136389988,-139.93780157686368
+-2.6845664092383204,-8.786514501450789,9.312233602282731,-9.505362910965811,5.019460627182033,9.199413010036144,-7.482478822608392,7.8317479975205035,-4.942579805716103,7.321829186873159,-85.19925428830862
+-5.020980758159091,9.954187755608492,-5.254934561187053,1.5070009556901165,1.1640329498130386,-7.250666952353518,-5.259946476601423,-5.899893447759592,7.878154172178247,-2.546259236624715,75.31805642421216
+8.813644333916724,9.787401546931589,7.49278643643331,9.41730740677903,6.474330036215892,-2.224115024438502,6.01507990255813,-5.435198236613655,0.34190619138352973,2.061693912193152,-127.28192323026673
+9.463177067593541,-6.6102033017528345,3.8310059099671157,0.9797867500831892,-4.0667491586213895,-6.3715154770312115,-6.038878116744124,-0.41245962016495996,-9.55853448865881,9.990663416582468,82.31421277265069
+-3.200101701367155,-6.10895503182288,5.050909363291154,-5.109136921199074,-9.55128143643812,7.113675561216315,5.445287372037539,6.096972149853124,7.908851265420149,-4.798594874170763,-79.4765722480197
+-3.2228627659058384,1.2858226057122946,-4.459497433337745,0.24043930173094807,8.83330980178956,5.101113112407938,6.55543893320589,-3.0125018232823364,9.570400172878863,-2.263559038062619,-143.98619134752497
+-8.653976876532798,5.754105380631998,-8.113102884952596,1.5217230865219245,9.791482842295146,6.225073547851439,-7.858958040281417,-2.276651682124211,-1.8182180865901665,-5.623467795679453,78.41464242829818
+-9.277104689523624,1.3320128397691677,-9.141339238905182,6.422756979124397,-4.436832934927164,2.4945250113222284,-8.703837359667936,-7.048041789196315,-6.513422554108823,6.5298949083053,129.9120985335805
+1.114134896422343,3.7046768500143124,-7.8384005037365,-4.0540288080277564,-4.669776696258534,2.0267032537496776,-0.7465146425200975,3.9131265623615197,-3.016446643298434,9.338941337970612,-46.265250548173825
+-9.308197577858126,-9.905999707994644,1.7246550971976649,2.962564529018854,6.887758595330784,-3.724022382953298,-4.764669441541914,-6.638516285517248,-6.533421040639449,3.7992064149450333,110.53486273548926
+-9.546438176289126,0.05334609756633801,-5.699972422278559,4.9512148556280895,-7.117205970499545,-4.151046795459241,-8.47933327214298,-7.200371831198533,-6.479904512326346,-5.677069204189785,302.3934529263556
+-3.5015866516703897,-3.159963470619145,1.897420947553421,7.365220145409264,5.748245088925477,3.2653451188102633,8.680561596990767,-0.6697065263432211,8.607258540856682,-3.3377993389975824,-169.68170964610962
+-1.271111513293901,6.308987765192448,-0.2776738582819416,4.147476736727662,-4.8614711462722004,-5.104285249888532,5.1390056672386875,-9.065851442223714,-7.304412345294374,1.1884481146017034,121.15071011927496
+8.955233215289976,-8.087878343663908,0.5644417425803061,-4.4931177504767295,1.3629464924006895,-5.46485094308494,0.9309719455701093,-6.460052151122831,-3.3310024090111967,1.3606919095671621,114.09176785944541
+6.606649541714711,-1.7707887584470017,2.330236792346352,1.0624934762268956,-6.955534799517169,-4.314271930036124,7.519864294112855,-3.7121776118684013,5.141103212710554,8.746770943361398,-106.41616143137637
+-3.5983398960612223,-0.2522660793454934,-0.8992123120584838,-7.501443396830638,-1.5813390731640231,-9.64667295158782,-4.870468768298506,-6.6563111335024505,8.566899946185572,3.9704029646726036,76.66169903063084
+4.932036896444918,-6.875371881894557,-2.6282468366354883,1.2849462489091934,2.1423328799821917,-6.902737150181166,-9.529546224776258,-2.3030777359379084,9.384786695452778,-5.970324188468565,105.8728692701245
+1.5119453496216795,6.340566636740186,-3.538950000291774,1.506995104732658,-1.7084741090674527,9.061999871839927,-1.821206520896046,3.585794911473148,5.350005366357711,2.155152966269165,-137.11803695879854
+-0.6310039517488986,3.3398759138782363,-9.755607781703922,3.695389219289853,-6.650394386668211,-0.15916733597949762,7.781829352286797,4.552765362000406,-5.757703156476568,1.995210132862748,-12.592245277958554
+2.1301819832218283,7.788159090739,-5.430729090049389,2.9355450421714435,6.506895918458964,0.07324594693914666,4.482748402420327,0.24684866544054218,-2.2379549439158364,3.424512478177195,-89.969081110225
+2.9603251778637385,-8.27821309315641,-4.412146555982337,-9.869275164203499,-0.8740657244159333,3.583921885245025,9.897082500387198,-6.73934504562178,5.57586473603028,-5.793630204588547,44.349962676379235
+6.7518907804217125,-9.832440917805192,-1.0957368575398063,1.288649079027504,-3.28232656627377,3.6538946885570933,7.483897095565625,-6.362206803017411,-7.891487352704072,-2.149916791640467,99.69100140891851
+5.893973460390822,-8.30368483397933,-6.6376562325927635,5.416393347133798,-6.614881362576057,8.325287213686149,-5.905199276892253,-2.1497968976644377,3.2186552384963263,-9.82746204373407,123.23218603267077
+2.632094785387229,0.6532982388691844,4.279268771794897,-3.304151660792054,7.8926574469706345,-4.926597625781022,5.882676546861068,5.683465563020422,-7.257604477206414,9.392411319102,-125.83626157640568
+8.750272551200624,4.1114520236359,-5.681378810859796,9.360564598920988,-0.185917864375722,-9.05205222063424,9.769040912041651,-6.375436904991865,-0.7067213197353128,5.898043943522593,-48.43129737959423
+-5.382101798422396,-9.868600747683164,4.474565568246145,9.329692482835094,3.025782918820885,-9.135338719606365,9.533728407429239,-2.879954977547956,-2.45529072110769,-0.7814233843582974,3.944062417445808
+6.418989972246322,5.097380722282647,2.014086124617347,0.9275634016198531,-0.1115523204907487,3.0053492638385704,5.845965143897496,-3.314181502638971,7.750002407881757,2.058477612884586,-145.28896184624261
+-7.4315018742716,-4.93072519284765,-0.5759441531936771,1.6196737493596092,8.781045547587672,-4.71124324892632,2.554088536578756,-1.3048642138925226,0.20517679732636518,3.638307972117061,-45.83803292801541
+0.5265686677532799,2.8771018364980416,8.702450776811588,6.15305506455263,1.4380867751215387,-1.3515804211573967,-0.6458813341737168,-4.943119464889962,0.1872931381959808,9.167519087500146,-102.24191569371251
+0.5381111852031362,-5.060594770105176,9.528326878162492,5.8432960657095485,6.772408049914828,7.173450393403929,-7.855871976363778,2.48590614557195,-4.24918911368562,-7.728405944281009,34.1534928215061
+-1.9754324191290573,-3.3536572302014056,-1.379382962699276,-0.49500546525549804,-8.425511578160755,5.276300564215788,-4.737315460176861,-6.868529118681581,-8.935589677879571,-0.0009352957210184698,196.91609614432096
+3.109633348968286,1.5803320678149646,1.4417457278437928,-9.869935141178782,-4.1960697823244075,5.626587742848564,-1.588364553634134,-8.208247943562437,-0.5143299094835041,0.4174558990552035,96.5188838436631
+4.305545589907817,-9.837815827893493,9.307241681393943,0.7271126871152256,5.100201401621646,-3.5698319090183905,-8.88962511030365,7.660129548208614,4.145366904593349,8.280936637621828,-135.28072078095516
+3.726751086792448,1.7111341757360576,-1.6327018406189353,8.733364351071693,-7.49738130038806,8.860842480379915,8.897275951933732,0.42279877642997343,1.863516962733247,1.4193272409852642,-146.12720337866082
+-9.389124393664599,-7.865186421116672,5.242364578787537,6.8263898541993,-6.388738700727572,-7.501767218430315,-9.383953297491479,-8.557552104840823,-1.3170625728316465,7.565882774216208,131.59616028544053
+-6.896061015107248,-4.3981623332908075,-1.140334787828916,4.664396596049252,1.6189148453463775,7.452135765775816,8.516554251363404,-6.838109322579422,3.6879641045197986,1.9399116006722261,-106.50883721226216
+-6.476660904752178,4.361151733721497,0.6587668778743105,-6.677104051290252,-0.038620061567480324,-3.9200857637992126,7.356362970386829,-7.008885010925705,0.4706673227847302,0.1913357204841759,47.40266400509838
+3.4408116320194804,-1.7173932418788618,5.373557804958113,3.332965698666379,0.6503156684184175,-2.0236852906205383,-6.122357630737123,-0.9022508891030045,7.876147280077406,9.9180035567388,-136.69917165022687
+2.5489813322558463,-7.678107467354806,4.476802754291544,-9.350456735819094,-5.475227637599933,4.995198606672703,4.109176589047365,-8.356019598474502,9.589240537793696,2.2331111788774516,-33.506969346496604
+-3.5981111127291654,-1.8363485112352596,-4.365669586979353,4.67802945324827,-0.07946777010371164,7.7383398001090615,7.1232225286755035,-5.928412337367592,5.706635387043915,9.116423108986693,-185.7906449606357
+-0.188491781090927,1.5575303762379877,-8.26393597055314,-7.010582332600577,-9.089878945098121,-6.182350314062339,-5.9582424614718565,-6.608105339058497,8.148492421849767,-9.649132757056663,253.46253167236642
+-6.690800097284269,-1.1659455878758984,-9.825183951703039,2.6372332827479217,0.24795461877463731,-0.23817174027650934,7.3168417040460865,4.862948055995444,4.653042400801876,9.394459936075792,-194.63328931818194
+-4.723384211506023,-7.901075329627288,8.748735143487893,3.699985819794729,-7.295116296165123,-5.557495943417057,-2.5843025113827256,3.6610286623266775,2.4501349825884255,-1.8273278037958685,38.04375114523886
+-4.886652286357112,3.437385964357176,-5.726903342406249,-1.643937035433567,-6.0879737717758715,7.941118836921863,-7.207183946408053,-1.4830275280827565,6.760383106346975,0.42685317129818934,5.596288370170271
+-9.830202719937379,-1.9138531894287136,6.189937542693973,-7.658360695030955,-8.913645236772664,4.9625347176368795,4.139579535858435,7.190751319879059,-6.384385997244708,3.9745946467010818,-23.947690376432295
+3.1778859828313366,-4.383997906917805,5.231172260070053,3.4423399887469563,9.736487283440296,-3.113316562766051,1.6739616442212024,-4.523918370135385,-1.1297141323322446,4.751187226134228,-63.59809963550481
+1.8592030647287427,7.307674378543501,2.257992796753676,-5.1656861189245395,2.2406265459961783,5.340060241374697,5.79474321705856,-0.7987436456123542,-0.8583669323131993,8.380063159836661,-152.3995957059901
+7.711000437491869,-7.924734904419564,-7.076673671075524,9.603639321517681,-4.915288713847714,8.771522252929332,8.10029281680176,-4.821036774211955,-0.06377298891915961,4.923169118476949,-100.82398425988944
+-6.712633209412884,3.017258407718093,-8.486235262299594,4.785210196004912,-2.405707744077179,-7.444796504521971,0.13925809011119172,4.0492054618664675,6.639845811702443,-4.5829645424293375,20.168831336376822
+-6.348513558447273,-3.872156533568478,-8.9469503006681,5.859659269186439,9.46632963754719,2.6631112493945386,9.528305715328774,8.138751375651784,4.22049846774295,1.200184110530187,-224.29795505627527
+-4.529776284691868,-9.14631813140424,0.816086632593862,-7.581301156370346,-0.5696520653835968,4.803630729957216,3.255347769534762,2.527091889503088,-9.724451099135425,-9.851063411421539,171.20291089301654
+3.4304049879408893,-0.860606185914663,-7.138422905859308,7.502856118256647,8.427547298239226,-6.234805528764722,9.093165829164473,5.2610100138774545,2.3225793582404375,0.03770022223248182,-138.7478128344914
+3.927407025725056,0.6747720521440748,-4.827027002709237,-4.623535357187718,-7.265337591315772,8.735416593610811,-6.017029793530191,7.06880045667763,3.833093316970131,6.829875966597916,-101.44438684210401
+-1.803943388115774,0.2881700592407199,-0.26313413355874005,-9.875895267839283,2.152447790740335,-5.698015914094019,2.287447474697739,-7.809413961805363,2.2522236372080484,-9.449484138106826,188.3308915994606
+5.988627394687995,-8.821658335627662,-4.290631226940185,8.2636857989245,9.401045471209704,1.8453605457893563,7.542605473449879,-8.287321966379233,4.468315961406457,-9.958568427939024,9.732126675670202
+-7.779287121414267,4.2778773824352605,4.695114740576141,-8.835101798584311,4.988440042830378,-6.309914532209024,5.863269948817322,-9.075708452306522,-2.719325592511317,3.299495917840034,59.71272141481829
+-0.7017094555666481,-2.720015667541704,-7.6309289820133275,2.20056246953664,9.77587511194442,0.5218705872010299,4.13551177751978,-2.8465756682280463,8.44037762968938,-3.5925257396197785,-74.4181914361388
+2.494850546431009,7.172868506141105,0.18039675529300414,-1.5496391889019545,-0.8713006697556547,-3.7690946537829872,-8.105644343637426,7.318750306266379,-9.09319956194437,-2.3490830700097365,123.05980574276236
+-4.543330689575502,-9.4957666908323,-6.355540514757312,-3.682116848171042,7.014985688159825,9.67771281789771,-8.641838373736146,-4.878627911391424,8.979997819428753,4.051478797241492,-54.630455096735446
+1.6517148592261677,9.966717590479417,8.508816234510872,-6.726740250970038,5.139775684304075,-9.027719124365197,-9.628500373474498,-7.6153091579927885,1.1151194815400234,-5.424042433700979,185.2474824890327
+-9.738899127037527,3.6287984658450045,-3.121647137616572,-0.19445826298222446,3.6353568277643666,-6.2956826179544745,-6.300917392959522,5.8438072949247655,-6.1236626405054135,-8.086062530211676,169.38113416985678
+-7.566085273634955,-1.6099155479364025,9.947765051091974,-0.011136201273795887,-6.49517444499881,7.130400532454839,3.3629967526937232,-6.689098428723885,6.929120704632847,8.337870746784171,-141.02616994429158
+-7.691062827363105,0.5116644903875778,8.655274342577993,2.6681139453761626,3.8632075353875317,-9.07504613944634,2.937576442037031,0.918426559627552,8.069086920277417,2.8762248168011517,-120.73683098471761
+7.378622260966756,8.59122448742627,3.361106334404307,4.670863306891588,-5.155575153822689,7.5219551027820035,3.854003775525705,4.87866825582659,7.16581833048979,2.663293432605205,-226.45798699193682
+5.322349878245152,-7.8452285309298215,7.322969445386636,5.886068462414078,9.18071019082985,6.307094460786129,-4.101059658157982,4.4479441899657175,9.089577821467131,4.0468266147445675,-244.2990051481744
+7.162948343521009,9.313199017781598,-0.5554055729804119,1.0922728709334328,8.656223224835735,9.66125408465992,6.229091624912457,7.183252010264933,-9.445600627325062,-5.721030460986869,-84.93352288542529
+5.594352989227149,3.635015617455173,-6.851164297630977,1.2221934939179402,3.8788550189397375,2.0557985835065473,9.333562588214733,-0.4674640315741807,1.8490272965908572,6.459668674686185,-168.6510497401386
+5.514750882108812,-1.9352414673320206,-8.943462705758318,6.85664984869875,3.489141365542392,9.338479136320688,-6.279126884497832,-7.727966742357298,-1.3074446333177736,3.794178521046623,6.867679734335043
+-4.679701003934918,0.3961777959273105,-5.55750556143251,-9.676602810192005,8.97692447164527,7.383277425446986,-1.871950246676859,2.183028639716189,4.047700476540932,-3.033989496033014,-37.2917887979497
+3.473104332990631,-9.60628020107547,8.351692571401305,-4.700986820787996,2.43292167643131,-3.3350077684104784,-1.2383058905599764,5.269039936842974,-4.989750752793627,5.254461501297989,-20.73881240682154
+-0.8613267137015246,-2.3092255315748944,-3.639877933767619,-7.151850362814784,3.4527297476318974,-8.632706549741116,-8.301532403855347,5.280256913550936,-4.518791834882379,-0.4474541748221994,143.78036343397682
+7.522727917223624,-7.47192204311439,8.575328611573505,-8.376769506824782,-2.87063859391532,-9.703146383367871,4.89780982453903,5.9761601534166715,1.3824302240798847,-6.963239298772077,65.32695467499171
+-9.021664797878842,-8.031127925109923,-6.595579681854257,-2.1880166544308888,-3.5923202318703584,-7.2408803559265795,-3.5210917718580603,-1.65350135586106,-7.239570922309657,0.019805241741746027,221.3649230457844
+2.131047173545475,-3.931880104150618,6.844726295418435,1.19766567637124,-5.083578106282783,-5.428529614074797,9.09160116309749,-7.674818412374618,-7.468023429953754,-3.493677167568252,142.0814308776974
+4.679051380146793,6.090108502916596,3.759721635571791,-0.0012536754965108976,1.7565922364062203,-6.067011386115821,-2.2458879776838114,7.2956594729698825,-1.243952824177894,2.336417754321276,-51.62223894346125
+-5.864063667281534,-9.882464945073119,-6.338139649337336,5.498422617326644,-4.877035245607444,7.9355327769499695,2.980445729928225,-5.2735418619780745,-0.43509401426980565,4.732616204583775,-18.299908538546337
+-0.7842621621336643,8.349181309809799,8.624243045399124,-7.498693031701484,4.047366100067813,6.450526987045604,7.664329807476218,-4.2964640570609625,0.6490107073327267,-9.12149543090826,-0.8004292745361796
+-1.5187311132228376,-9.224964187086611,3.750574775249078,6.678512750257117,-1.5417500581126742,0.6724582755484754,-2.225211674840204,3.2082251356093194,8.693077476166604,7.20808113748439,-172.24373460466222
+4.782684354687861,-8.511793447125104,-5.727625054726097,-7.501059909521938,8.987268292059493,7.372380289201875,-5.229149713543886,-5.441737218992715,4.033612986902588,4.222155857357725,-23.33772063726294
+1.4255419754202237,-1.0146760771811492,-5.718705954447341,-4.086170207641057,-2.64218951156713,1.2767518447038473,7.901317931676745,4.599904831963794,6.635027743764422,8.78548884657619,-195.93626905626397
+-8.552115665770543,8.151989232694179,7.451298128422659,2.1957315680301748,-3.7799712722953105,8.615592872536158,6.463341117290991,-2.582694973761166,-0.08022108006034978,3.880104053035287,-131.34216857311412
+0.4248833417189868,-8.89069350738162,4.92448227610311,-2.885958288835231,-9.512073353387567,-6.247621016064507,1.9137902272570462,6.89224660784455,-3.032988312361984,4.199654791529921,20.050884817632927
+-7.321350549888159,-0.5188820540077121,7.771785707469762,-1.072816015652449,-5.177757361500448,8.283803896414256,5.925938381329507,3.48720751411445,4.236736782020378,5.300010435300891,-192.25816758580478
+4.808219470587163,4.0859696073199725,-3.786219861981648,1.807285886256127,9.987990454893625,5.921777446949681,-6.243659732234114,8.449015651707878,5.441978754320869,-4.304266238155807,-120.26374688899938
+-5.238174291783819,-9.141210934894934,-1.7037124410647908,-7.198128728541116,7.507587462726766,6.35539629990692,-8.405338033041183,-3.113140781715653,2.4673278537680354,9.317969703155434,-47.29447030344313
+-2.975971012213019,-8.426399647945617,-0.709144333533207,4.7641963864266135,8.998638216602341,3.8786925509062464,1.2154034912352052,-0.8204996581191981,0.44695675009566616,-5.698940729882946,-10.94617236041672
+0.7056252987803724,3.534842512953298,-3.80176677805496,-0.19811653195155765,-1.155049508628272,5.105944873421602,3.4699203098414944,-3.5861336134362043,-3.6080775385571773,-4.1990216246540495,61.15733915021457
+5.952706975706274,-6.831416380800239,-3.6849075629898342,6.863379488653374,7.84512475747974,-6.447928575479311,6.064267118639288,9.380495538324968,7.12652519922377,7.728839431732606,-264.51921595556786
+-7.133767913620925,2.1960998239813967,-6.277073529687192,-2.6334714581177,-1.3982079559927918,8.239999239241554,9.943946611130327,8.561087637600304,0.7095329230376235,8.704118711445872,-237.93575288296924
+-8.735767660471993,0.5184330076099486,-4.128012169532411,-1.7194336895795304,-3.7593154828947584,-2.611122587403285,-8.925023077596565,-7.091629348752639,4.059130910471875,1.955468637261859,127.60361441076529
+-7.973187351428961,7.106136016677949,7.318897454506434,4.384219054603305,5.3027609041156705,-7.581117559257661,-9.34238464247246,6.552754292279581,6.9190035084026285,5.403571642996576,-126.92782461541552
+5.68361296961365,3.738213151289669,4.438904214380795,-2.7865461358132437,8.236714487200922,6.232076835101143,-3.428900140704312,3.4107060606437,-8.409280751963372,7.122732998493944,-89.61760978020638
+-3.8301101113734792,-6.298551515224715,5.083392579467416,2.55201381985128,-8.789564226260673,3.836424408697028,7.880280501133887,-3.718837072868222,2.687201387992899,5.135435196814431,-85.78005885655188
+5.003036547404054,1.2321998705637216,-9.15601186498799,-7.852625978471847,-4.545145905587715,7.799119442484772,-2.25420720622292,6.869925798200612,-7.088779741373996,-7.381982511521783,131.16626746352028
+0.20392078620811604,7.6513687480645025,-1.702798663986087,-0.08664951383810626,7.036949248893613,-2.887227805617074,9.42250457615083,-8.063847182287606,6.1321428527032324,-3.5563999502998955,-45.61431134949672
+3.445870649217395,-2.180636331019017,7.84735711264455,4.09754216017819,-7.770353718931022,-9.728299187379646,3.3000815636360703,-4.635357147330044,-7.487756051303094,-2.065322207567417,164.04761015688993
+7.655539259503962,0.9419915461426065,-5.024524288938865,5.467105672318359,-3.080843943824161,-3.163841561012919,-5.51263050450302,-6.49041449471321,-5.791779557480734,-5.3424291853945105,217.55968142325068
+-5.713548673919058,6.46658914419932,4.655156887126624,-2.46198376084255,9.747719340320804,6.348700177312001,0.3671465551109532,-4.572787404924583,8.241767589303672,-2.908866131558341,-105.88006263331732
+0.10674630218917347,2.426679702049117,-0.3363132974634997,-1.7202636523713744,-3.0379213786379977,0.10191251687286629,8.426431095536556,-1.4145824992102773,8.697550184786472,9.445460536678407,-199.18847056119168
+0.12913907589702234,3.293432445400317,-0.25074979986088763,1.1152152581812746,0.040632597449092867,4.968589666882705,2.007950584151421,-6.452447234598047,-7.947363875704925,-4.162531457328649,113.74472592380376
+3.3279410591335057,-4.094582119122152,3.4310293653701174,1.5538973848451576,-8.958677074964267,0.482269554151864,0.5186277301487663,-2.400727968282488,-2.9117207048873306,-3.4830194946432025,109.99176119320263
+-3.4634562131001734,-1.073996154103749,5.536569969066807,8.069522985103905,9.4362557844046,2.479553275795172,9.090576048789758,-3.5596655096610674,-5.133701292294315,-6.8486635059042245,-22.090805356782628
+-1.6209825660459165,-9.249858825860306,-0.5933069792574064,-6.728863649117565,-1.4024260271835676,-0.5659021844842282,-2.1764631924435407,-1.771064800460489,-4.049913446725957,5.894083695133332,69.51065816021419
+-1.0673776519723943,4.233319431981686,2.9319651429633176,-2.1327524623060157,8.289958677010688,4.5637214327860125,-9.38527575658986,-6.378825865180167,-1.9529873257321495,-8.744390041666918,148.2866724533855
+-8.275920227961002,-2.1633083571741496,0.09247910047515573,1.8383971153941503,2.485267624551475,-1.32048357125506,7.71692100193313,-0.5968895866046209,-1.1282400924296132,7.1517586656581456,-106.57307452638399
+-2.954820015640316,2.020499066404733,3.124815327505688,9.155395301080967,-3.0581415716270444,-8.358055862830378,9.16780972337514,8.18326531739881,-9.706973796191285,5.370014828429099,-74.81986944802331
+1.010632094049575,2.9746520735294024,-7.422415586395175,-3.9627377737634406,-2.1651037482287294,-0.6175312491961571,-7.894918184999029,3.16513734298165,1.5110563177319625,0.8193354960503663,57.71266168743392
+4.449614135084565,-0.7330557066843668,-4.6422785398616835,7.502425198564624,5.555802693035384,7.181333308453095,9.841457267309604,-6.877791178861454,-3.9552979291344004,-4.752039730141211,-16.55035103812143
+-0.5658238836784824,3.7516473687868968,4.766750968540723,-9.936985109506672,2.5858469936449247,-2.421304221053251,-1.8177989929332505,3.4018056608003433,-4.71111086599135,-7.067711879319041,121.42196018353584
+-2.9242874876060476,8.330703635877686,7.894194091617535,-1.737285265095303,0.7957480241027692,8.180277152050861,-0.3705761548566988,-4.9204846126085755,-9.678091381197447,7.777856491112038,-28.492786404728626
+-8.696781495617481,9.664468127405952,2.3210961637585292,-2.6263133990007037,7.940294131984893,9.402545078143111,-0.9437228131006337,9.026975127922853,-1.4465784658537828,-7.4983046468005865,-77.69976892082856
+5.092328135761188,4.434623807496281,-1.6307199882169265,5.017105844945286,4.133017040663454,6.443506183483296,-9.720743587721296,-7.900199750116236,3.9436489136056463,3.7043672856735155,-25.944157850293486
+-8.234162277886,0.4144203675805147,1.2578748766439873,-7.433712549144684,8.912398409416598,1.4036649808981405,-8.121787332261356,-8.60413747929745,6.950227054465619,1.5005451499169076,32.31800454298712
+-5.6835860561098706,-8.308093893785198,-9.432598045776643,-1.3411274480104551,-1.10148024890665,-2.220540194475402,-6.317045719667775,5.061666500865847,7.94273756829134,1.619417935356211,-5.647289682017446
+-5.249272830044371,-0.014617164678198957,-9.82253417725715,-2.510615746012097,9.389217460152423,6.70493381041954,9.283589225461292,-2.432001649845008,2.637844428763836,2.034058718592182,-129.0660925570959
+-1.1104730265882123,-7.834687692179969,-2.1016971071731905,3.406432800898307,-9.38212920967187,-5.99578898117872,4.072118236011406,6.623472956886696,-6.482564209519836,-6.287472327473925,135.69480269639195
+8.084248430106095,-8.700192602596548,6.4911457006468325,3.7947112605241395,6.5033060563523275,1.492490655382539,2.949396940311111,-0.04928649045987665,3.536203858727449,9.935294230876083,-214.1200529886843
+1.2405742415633747,8.81603903959782,7.339156132989277,-9.605308205001768,1.2006453429872632,2.6178251118744167,4.0985470115312905,-7.185827543910959,6.225602866541216,-8.228179776318367,33.98452804035684
+-5.238736696933328,1.8794608319172967,-6.730980558853976,3.7064361621748776,-4.249622221343716,0.2026193182102376,2.8391607098496285,-4.0144510873762425,-5.908801051552772,-0.42743669754480074,99.59326301030671
+-3.6296693169217242,3.494691583937326,-9.173993421070076,-7.5284699915462046,5.170635367063101,5.500959252282542,4.2977959442004465,1.234695412239899,-5.194381644144752,-0.8593635865676141,14.14214007845962
+-6.950296053649541,-0.8154943836700279,-7.093683290328268,8.10747083221695,5.922736759841294,-6.615803076682186,-8.983021820907638,6.08433289424251,-7.654134675301767,7.890305044425854,15.162576683355644
+0.13893293470921275,-6.482364411852586,-8.577750573444584,-0.34954985220168266,-2.003488256176893,3.3089998136421395,-2.415208887826936,-0.2634360042232631,-5.878289238130378,-3.0543295886772537,136.3211493449012
+-7.524050307594361,-2.468794034704944,2.5836345455008414,1.3886331556720322,5.163101552012764,-2.5546155131754555,-7.746339367706987,1.5744932923102328,-1.6132342983763603,6.470944727919474,-16.3433632261471
+4.385187313194403,-0.5392803345794484,4.650138244506994,1.401955357199769,7.065823830052491,6.366685973197386,6.30771455482612,9.80266257773268,-0.659336516899165,-5.661072442870088,-153.6372659373385
+9.531269274718952,-2.99683955343373,9.714315897090657,-6.160451347141698,0.3256837316374983,-4.291022318795554,0.38352588211374883,-8.66883890534815,5.202898199316406,-6.465677424429808,103.20771194426973
+2.9136969833694693,2.6087973420448884,5.9335277537510045,8.161860639231104,-4.050563159391705,2.863364759686402,2.381386181014866,4.582680912128825,-3.2953346621630875,3.72552425617672,-112.89687355774542
+-3.577301440631604,4.742832487008355,8.796281512213627,9.285340619841268,1.6053951586101567,-8.211847947394332,-8.104155750521686,-0.34589469800091477,1.3546726255863573,2.883676688629613,-5.525919473371118
+7.808986379041254,4.5701635624858294,1.704402093329953,-7.256457872233526,8.162706066064068,-0.9396623251831082,-5.228044346834311,-2.250541101682486,5.73154921689091,7.59978204043888,-98.23214739102039
+8.806638592623084,-2.869510127286261,-2.4488027626448328,-9.966338679160007,-2.646164632576593,3.9837424520181264,4.141050162974871,-2.249706225120336,-0.8482776672009096,-3.1616153618493814,65.2523238031703
+6.009114914326503,6.193051788491886,4.876414169776904,5.753900504308145,0.35268283932121003,1.351129595240519,0.37238279406526686,7.197462855855672,2.6399239944537944,-4.064936705327713,-105.60834208870499
+1.716611822351759,-7.01257212723589,5.148754197814753,9.230851261423396,-8.296351372163857,9.342017455633858,-5.514784144813016,-3.19465580052692,7.883599780759571,-6.258174850101521,4.853285427112396
+-2.3724066752361694,-4.0978655656943825,0.8336186876205076,9.159991296704273,-2.979532460138188,6.734685468509962,-9.933752440307567,4.061300683928724,4.705013865795209,4.222979576811083,-98.39383688150534
+9.421351295299097,3.049287850677036,9.478038402890952,0.5965292857710014,7.388149782033584,-7.56468864419346,9.00622770064082,1.7820788719646452,-8.059253071160597,-9.896723505897263,59.85438330709676
+4.228181388949938,-5.339865460533472,-6.202945429243593,-9.679815278707444,8.224513229500712,8.342215420577219,-4.8908327212865395,-1.7394986254980327,5.110365750832311,1.3033956629663956,-35.00946912959669
+5.882543221843594,0.014389190927608375,3.897456902374714,3.045556494377284,-9.216964202279224,-3.3757481528779976,7.348495160064306,6.876633935548561,-8.613259125668982,-0.07964376602276557,11.060467994771889
+9.557198803072712,-8.134779449018644,-9.309690170946014,8.453956634954547,3.667551098230488,-8.69040874760714,2.965552089309176,6.838309350053078,0.9611626004360518,-9.822613160345458,51.93528542171427
+3.855583620989753,-0.29827668899062854,6.775157177345612,-9.074115613648924,-3.8858253738285375,-5.1838120136079935,0.9429497926582919,0.4926728116265777,9.978385550409797,-3.5877954905649245,2.7071064777369362
+-0.665272368348413,-1.1282854611738813,9.354425528464713,0.3170657856483228,-1.0996022343704426,-9.892526557541842,-7.032935153078568,9.675041035064718,6.959445804855742,-4.5940611585750535,-2.7465950184645047
+8.157727972824922,7.563959465760554,-2.049417475536328,-8.99363078768584,-9.542186656343999,-2.7231332387816853,5.588846271294408,9.587275564121672,3.323508431792306,-5.328729618582497,-5.677614752435012
+-9.364342089101847,4.381420260191908,-0.642358767684188,-5.555976813309719,9.663877779251074,-5.236138908536945,-5.740958867299469,3.602723319383214,-6.09446052604101,-9.295267109252638,170.47309343696102
+9.945762280763857,8.296142076601287,-5.084575251391692,5.747593744976487,1.8179994908465469,-3.540220414994306,-5.161234551414678,-9.630497726855703,0.10632530565060083,7.963776911819089,13.98773293907317
+0.6005285065596233,-8.971431714423115,-1.5518626426556037,1.6709577772217976,-9.574461346948695,9.798076845669668,-8.637018445342719,-6.740385694226991,-7.9231016502255525,-9.94153421337523,293.3871614273193
+5.555064336753368,-4.6507636507669226,0.5130806152898493,-8.134000270204423,-9.593483093628555,-8.445778952201401,-6.175124314329787,-1.154041514548998,-2.8122922856685784,1.468019352288854,199.97991218347283
+5.1640017660126585,4.612790347945577,6.395603557043714,5.359584100293102,-6.608516337788968,-8.292368780662123,8.12345580962372,4.097564993918921,-7.414505027162857,3.3364741378459395,-24.939319635327774
+-8.328983767512149,7.373342066078696,-9.74077529860238,-5.622059868689078,0.9465552122564058,-1.3733047409535493,2.3726029126412196,8.672939290852572,9.204495841076124,-6.146755380589584,-54.48318545290433
+-0.9779587989105232,-4.584325782109946,-5.788737145402187,-3.1714976390423266,0.8692491469665464,-9.770761460211713,3.6991030197591757,4.432640909658039,6.372213895031063,1.9038426495815797,-39.90969785985337
+3.8855533768989647,-5.413261038124513,4.013420269547288,2.4885383629690794,-5.027116771544793,4.806513435881601,-0.8516023951682894,-7.717993300859058,-8.606675451675676,-9.41977544647562,224.4155741889528
+8.251597899391934,2.3151525815644947,9.799216042084048,-2.2014764558096322,-4.795490573966608,-4.891677112552239,-9.037261585238305,-2.8186743938279157,4.593201606675148,5.902519134899141,8.701700760666878
+7.947262117203646,4.148805310582975,-3.7065425707445243,-9.913869840642679,4.361583575901909,1.0968483999189549,8.088287223790383,4.987403094440244,-8.208932968845946,6.583389287668721,-78.7958550281578
+-1.2734922644108426,-2.0945853360126643,-0.2112565108260056,5.636914082428781,5.752494567745643,-1.6691845536485816,-5.79602308494797,-0.4858654949795982,6.757232828206609,3.47727993130462,-82.47455768556443
+-3.9761245662303057,-4.331929990709917,-4.272816797342607,-7.472008154449696,2.208791622054118,7.548782027178735,1.5357083648000325,-0.12309422523016034,8.971303117181122,-7.692311505131617,-10.165153633117992
+6.988989134323074,-9.619296310210165,8.525779729662815,4.44040866219463,-3.6057378082468206,-8.660144516397093,-6.242981867836088,6.8655969515416455,-2.168308212255843,-5.948620434678896,109.91736067091233
+8.41981135280675,1.8207940090549979,6.401935154839045,-5.312783332890154,0.1128516871247709,-9.120346827577123,8.6336700684107,0.8689982414881503,0.03244717450797907,-8.084166436035932,61.13482253250461
+6.529014933550117,-9.05224715831573,-9.878896561035951,-2.0161588812768128,-0.7137372836409162,8.525308365509064,9.718492222626619,0.3972454686979332,8.183017272512645,7.5499954061153325,-215.1569345904083
+1.3378817838215462,0.1785182668250651,2.068318496594219,3.0499902040161597,-1.7313397410879006,-0.17883460435708098,9.080092347093046,6.450810355793513,-3.5553535391869695,4.163917631470815,-131.62791585666582
+-3.8576019045765353,5.140356622992859,4.595425019781554,-2.981205332927239,8.547494236528765,-2.8081314547837133,-1.387429639105071,2.695446940736257,-5.471963638655481,-0.7767537502607813,14.563504008938168
+3.7637276393552677,-0.9821198577526058,1.5845284391653114,1.7832629642952647,-1.815254607346446,5.637539456406609,3.653129114295237,4.019441627893283,-0.19124806946587913,-4.931354206459828,-41.90390536019049
+-0.82342650207476,1.0371700206536727,-0.36858815534675404,8.152302627625517,-8.202729915854398,3.3192340952169785,7.23236503299373,-9.460667789315258,5.59895157944696,-8.566325980873637,51.32018287053197
+0.9560671427199363,-7.987175495676047,8.513250974979279,9.968273282785866,0.8045486004930358,1.1801891952621135,4.576453714598674,9.054322668042998,3.9494277558471436,9.572055582133014,-294.04888278930434
+-1.7397025115368003,-5.320174459206877,8.438034300614072,-7.551104161882964,7.632365897040008,-4.069378299696078,3.7268419654517904,2.7683578849899626,-0.24540197625713356,2.1877481819871303,-61.398713051637266
+8.303075349716059,-4.906235920676554,3.7971258354308324,-7.0716798244394585,-1.2379870579990904,6.126899656263287,-9.576891667030683,-8.091037382092823,1.402162761744532,6.9767038054264585,40.43182529327069
+-7.255074537425001,-2.543937259343405,-2.9504801244160905,7.359663983830322,4.247870102443551,7.262865344564502,4.819219886333828,1.598586883418991,-4.539238860619223,-1.322459757267973,-61.88662013921288
+-1.87038579150562,-7.469382355586993,-7.324031239558826,-3.7612619014023996,-2.75867547384818,7.122832945268929,6.082047672768114,1.8449620592924032,9.2888662244657,-0.7151664528920798,-105.66797652591563
+4.852584585687598,-5.691984187643035,-7.926721742925833,9.355122970187107,-9.114418641345798,-8.111087999383992,-5.364076603454652,-1.806457893174238,7.111428706046093,2.9814721618777384,49.16717246077688
+8.588677679588198,-8.633130219049107,-0.8161583296851749,-3.5531758955608828,-3.805041766809123,0.06233970517748544,9.254158641858574,-4.65742626686557,-0.9137204573878388,-1.213939301282716,39.592751530767536
+-0.057725550462932596,6.533423124014892,-4.966041142950539,8.979445779002798,-8.836601569204,-5.098552434241499,-6.271988543284497,-4.12541857657541,7.577555031277605,7.904321325318257,-26.981666365454956
+5.700583502562104,-0.3971572121196898,5.09345860315614,-2.184389522586656,-7.615908117992383,7.435895666878515,-4.975146173884582,1.2389460507143846,1.747908660580828,4.599977997140757,-51.13717354601386
+3.3177206164796846,-0.6127638267715052,-8.421996702075663,3.7141590793503165,-1.2915581678426924,0.9353786852276835,-8.33210691735065,-9.474938236820025,-6.607199314352197,-4.444054896171446,250.40527505586869
+0.11920781711129091,7.773168392905059,1.6277871746503436,2.330482448264386,8.40125133793097,-1.7488063605218773,-5.898642487882231,-2.9366503293565316,-7.889614414086637,2.8642203292676105,50.31917977834727
+7.914437129721421,5.264267602045949,3.404963500107472,-0.4654633740107661,-3.6193442689450195,-3.029192566219241,-6.85951265928062,1.899877107390171,9.37448647573371,5.05374386110608,-88.86106112901471
+-3.2472134370459482,-8.126843577592972,-3.8207532717842474,-0.0776973181550411,1.4093593758997969,-9.215901416747114,9.734960136397232,1.8046637526325005,3.286153835483163,-3.9672240174718665,10.687279073671409
+-8.423105887783024,4.6493002321576515,-5.4168105951717855,3.33137103530337,-3.8560429733429658,-5.323872827625222,7.614287352395115,9.449790919812642,-3.2601512897159535,1.2387988652241066,-54.22205632863388
+-5.851167678647102,5.229778312390967,-8.021695948302165,-9.83801836739595,4.486745744390246,-0.571921037931471,-7.004331879051884,4.715739795205867,1.4272155608903003,0.24585329447532,39.27792329050687
+-8.494246462656418,4.326460102111023,-9.38456422385273,6.2529277287545115,6.624299580059461,2.5784008670087877,-3.2097349933124253,-2.748851817370843,4.338550767282494,1.2709525860748605,-49.00339776635381
+5.961639826634708,-3.5696844880203815,-0.610598117289276,3.133691757096473,5.596740349484701,0.048132004550045515,2.6946113064468014,-2.1983968922809027,1.097310246253742,4.694077301021149,-91.71550054724642
+8.88511570539579,-1.6952387649844547,-2.856182110991814,4.4200789719397715,9.4490282603192,1.9573405493127094,5.518557084163258,9.105802945386522,-5.507742902324408,5.378270581490687,-185.47636616433022
+9.219180366068578,3.687023254831534,-7.227737935714891,-9.09233535418738,-9.150243404638518,9.727152952939935,3.2749583810295224,9.92708430883729,-3.1871821982626636,5.04918221434467,-92.25163620394542
+-9.464720171718021,-7.01691822427364,2.1544114677719506,4.090046657477626,8.05992722332588,-0.5201890312136204,-4.957758055983403,-9.584318363293253,-2.7929137642524315,0.3891168570444181,99.75405836597336
+-9.682237462776865,-9.054034719099045,-2.9585452343422114,-5.990953995339403,2.1868535562046776,-6.095841608315487,1.8785229515498725,3.535346756169917,6.923130737840841,-2.92100140271625,15.303544736131382
+-4.747939982874357,7.875189946588376,5.095638851255792,-1.4772090959018702,-9.54846051658645,0.6758848157946451,8.355477341542421,2.703518258884674,-7.174943419410489,3.1515754200583412,-21.01139465563772
+9.544396039515913,-3.9802324607798267,1.017019746889598,6.2572334355901855,8.1483250993118,-2.3873443616672962,-9.847112859410485,1.0486808565881756,0.140781649438404,-0.0549235553021421,7.831691601981858
+4.797158791063629,-9.205878989137268,4.974920199404329,-0.4795341000338804,6.029191754078546,7.742195632343327,-0.5146803584722126,9.376902085890887,2.380070161810295,-2.5243800314940668,-140.19049791025523
+7.337668097056014,-3.000629040877434,6.378744432041277,7.337230423818775,-8.719145436862021,-7.245443292194322,-1.6080474769624642,-3.2196737841625267,2.9026250443242407,-7.107058900396382,121.91107797212241
+-3.4393171371853137,9.839635378056265,-7.10777285695694,9.898847676772665,3.614869589230185,0.3010815046215254,8.671304468907868,-1.250050680412682,3.3176978390839817,-1.1664666582956418,-119.77063821091936
+1.5637964819096095,2.6556403164143716,-1.8747577935564252,-3.920785914646452,-2.8211017085003576,1.5131182480257643,-4.111115136491,6.127876050179943,-6.514907782890145,-5.649134726631752,117.41902535771416
+2.1460664598241364,-1.58667540169241,1.207053178134434,6.216201248169173,9.702385192754765,6.273261525080507,-3.327386717170029,-3.357476514534794,-4.025718946759593,-6.995819713317957,46.41018665136917
+7.161781826155494,-7.938908678925238,4.91701306354665,5.7451492080219175,-8.191402799398402,5.898687589290901,4.460421069891575,-2.9212475155611917,-8.041252100584915,9.899484532566165,-54.378380198528276
+-2.600513676113987,8.363502650086666,-7.968929441883422,-1.9405378464693146,-4.821989787325807,5.052958999556578,-5.368576594987746,-8.245530968168207,-4.122232437260247,-3.321908379028453,188.77595798795838
+-5.408573214889019,-0.32633664260034445,-1.5778826762222198,-2.8531960803947265,3.0604584898497222,4.2910676024868994,3.703446943749542,2.5798984960827887,-7.676430712652628,2.5829765406864214,-19.05670018767081
+-3.093807039626235,7.9789469869414775,3.709988131010531,1.9190778944888587,0.5288494729174165,-5.577731080558522,6.8004820686172085,-3.1337117876893106,-0.621141589695029,0.21820864239204596,-16.83549915119151
+5.535396055374495,-0.38364340085953463,-2.1484959089108235,-8.193640283349048,-5.950610824001754,-5.816501995695065,4.191439982847276,4.21348813582926,-5.492536122103095,2.167250735675985,66.24459952205663
+-0.17738327650002716,9.138676777341493,-0.9205050991815056,-4.785033947742685,8.279424471472886,5.4227410098358275,0.6267043722704613,9.781426963035534,1.3905819301031275,0.4895856564704104,-167.23927213615318
+-7.205384017707992,0.028731470086558186,-3.473834586862079,8.41508337304573,6.173463552797558,4.908429741831142,-1.9441257706907122,-1.4476631642878424,5.632882528164,7.918664941279381,-178.46822570096023
+-5.359171361852968,-9.66068762681218,8.05973896913506,-5.8120618778834165,6.40192937069354,-7.935354691018763,7.968622229331648,-6.718081557935324,8.406363965781203,-5.38496128928061,18.565889623752188
+-3.012794231959839,-1.9353236676402519,6.686527849130539,-4.711109270443437,-2.7125557164008085,-9.988446574668162,-1.5615127952253127,6.35725905160009,-0.8890854818833183,8.706745507236581,-36.740926780845804
+1.7619044341451229,-8.979885181830527,1.8929881947280847,-2.131092986014569,7.876185591118887,6.483380739476992,9.697515580282367,-0.04698170225503118,0.6446481240781399,-0.40884167865074206,-124.90315573703006
+-6.614054218735599,-0.32762317402692753,-1.9442924184513743,6.4107098099642945,3.232729715669611,2.9384403670740444,0.10249182904484622,-0.28362611660646797,-2.159416814460924,2.1350187668560494,-42.78071798776691
+-8.542220176728266,4.706257489018744,-9.677444159592817,-5.4131733112511204,1.0944331333812696,2.268162769802766,1.1863159162191828,-0.6198403290345866,-2.6099382488989153,-1.934639389398285,73.72384939501029
+-4.9547294226824246,0.8435141327967011,1.5950874434446138,-8.344826084284673,-9.323314570090286,-3.4763779620639768,-2.1298378509314153,5.452816130277296,9.346257932723212,0.46849356823827737,-14.580810881702817
+6.610213680404486,9.696735083762318,6.8711452978857395,-2.4638208654087945,2.6698317496720425,-6.060686276006808,-0.15385712889046443,-0.030342030927887897,-7.87432546209536,7.281393204868591,-11.309642118548469
+-8.492759186981583,-9.19572348483153,5.351446189719193,7.923571398803528,2.3351570703251356,4.58086546574094,-3.022853543945363,-2.1438414240661796,-0.8656556142537974,-9.912636388763396,89.04538093397127
+8.126660086648192,-5.316733858759662,-8.816290184608402,-4.820204032216151,-6.54740977214594,-6.653200691335321,7.771937369160682,-8.23977935838017,6.6260584060383465,2.6904691195596286,49.43201993751209
+8.08561815364827,5.121205556285659,-0.24125890200056732,9.475260988520379,6.7467962364333385,-7.616101392924772,0.6542639498226221,-7.122246890880664,-3.3867021051490065,-8.725873651337137,130.21348313429675
+2.4605381948304372,6.557368695986963,3.1270214486075742,-3.4208211287544144,3.3196307920054435,4.9842530449065325,7.187851432032588,-0.9969015812737214,-2.4182258052667227,6.508286497009621,-139.01092778035493
+-7.338704658900537,8.721543996524396,0.1551556044124358,1.3470887259284425,-7.88544868416575,-7.755763639253736,-3.734164054546354,-9.34260762649453,3.7421992781452373,6.706930196185277,73.65505420879305
+4.244486881024045,-3.4118367162985552,-1.19046646849017,7.741168559668474,5.379511642817865,-8.425413683086742,-0.6342262234489993,-2.844183334807213,-6.8564699704308785,1.2387478210372116,78.28777960538078
+-3.860358353349509,-6.247751795466012,-4.961537280982585,-3.5393741789446276,5.849946950555518,-8.212950960424617,-4.779359260505142,2.371229042311309,-0.3586840312541706,-3.265007502142161,119.12063925137987
+2.787273884049055,-3.466435222643942,-3.717134091043941,-8.291096523829154,4.687396781914909,-9.0807146154616,6.370280483083938,7.978340114553379,-5.029849147538872,-1.332432288165648,32.25125544966342
+5.549462515168786,-0.6109395489048697,0.7332509158421852,-3.7514829728143817,-6.286349755744665,-6.78702330619142,6.648541122615857,-5.703937576598259,1.8530044936685086,1.7724995224613105,48.171730300783
+-5.584816982281168,-1.3631321719125644,6.671167717834788,0.7929958646241242,2.5770637071617153,-4.9788968000681315,9.192896575889378,-6.335740836455919,0.24854614831700372,3.9694923329525222,-49.759754063054075
+6.312179276340693,4.852440341869569,2.0798940186672787,3.0417042809662176,-7.966655039948174,-9.959296390271675,-5.7988964243633045,-2.9812866138917538,-1.8819793916259542,-2.1522839676839056,171.97543270345957
+-8.476385772671968,8.838512009514348,7.199513480876256,-4.6662433232286755,-5.806319776789389,8.28281925707611,-5.445155678211053,3.933964096865401,1.9195589474381403,3.6333619985101273,-76.68311982645287
+6.553865723279091,-8.20214927507321,9.669670883377933,9.960008207712846,-9.232203376739239,-5.802647319052243,-3.608739843376163,-2.356679171579814,-7.341909076914533,-2.420925497950319,160.5165792973304
+-5.362172926024376,6.6530821437987475,-6.229805241595157,5.108433887717885,-2.467153508481983,-7.141924093476087,-2.120664517587134,-1.1487927269056275,-8.691186752585695,4.223446739939618,108.79425889097446
+6.658234437111876,-7.169897345167266,5.160941323059451,2.9694587622725566,0.40355722617164025,1.5357085368300072,2.947675852575702,-2.2051349121411,-7.767043690857753,-8.586065176544553,125.65618255189132
+-7.9332047735808935,-5.660417047312691,-4.663650290094623,1.2494693259019152,4.859063341400938,-9.739151824444171,-7.30521324694805,-6.683445310235769,1.5818744259128459,5.478067157526592,101.07455988113193
+-9.594792850114601,9.436706948850988,1.5500024284199498,-2.228068936930152,-5.737840757869757,-9.95213742545367,5.5915937782355645,-2.4760923401805113,-6.6161016447689125,3.979628974562741,87.37913776279062
+4.592508091193963,3.8304106214681743,-7.278051740986957,-4.736524708254772,2.926315184930335,5.410025309199076,-5.343861306098161,-1.4466812930186967,-2.896240807894801,-6.328521322678582,122.91563353961186
+3.778897290301644,5.246582920435767,-3.706928902389073,2.7791941046569235,-3.4757813892180223,-7.165482068973454,2.5112634215061003,4.056034813649763,-2.8914641139852604,1.6815051779321744,8.400847372974395
+1.2586408606552912,-6.301464630857188,9.765181044110658,-3.7920096128997516,-7.005163230526863,2.6704744418603377,-5.026789509897065,-3.7812320358560503,-1.9594755335341518,6.2974995153729125,39.34952540811614
+7.577599386318896,-7.055132990997384,-2.4649978134650596,-9.640112980971809,1.6144892047727288,4.182255018587102,-5.923283476849233,9.312710697591601,-3.4845838240641336,5.907276406507565,-38.067636371583056
+1.1430935230844552,-9.277989963073605,-9.69022448308247,-5.4069886678799595,2.9510266487026415,7.560504147809666,-2.7797390943809375,8.90406371596425,-7.637235701870717,-2.6009340075048626,54.62406814388119
+4.256630086163171,3.150659970122922,-6.206723181336075,0.549374349587739,-4.263536948353758,8.47848871676148,7.242640743944515,-9.395063652304783,-7.093098298723596,9.745646839122644,-29.488141056349985
+5.8495132049886855,2.019604967227979,-5.295883717761853,7.361236385500678,-2.510939066320401,0.7293694970966702,-9.316588546669129,-0.3802783066841431,2.9701194622602833,2.8587867666358013,1.7395695319183184
+-6.843741584444323,-0.9768029619567553,4.025179727642247,-8.652407211310733,3.837185498030291,3.8096811774979455,5.571595661445892,-3.454806913764019,-3.7425399139239035,-4.089091040274154,56.353058196936814
+-4.613883164612648,-7.325240418610964,-2.6735454940224557,-5.477452059018892,5.906874150673838,-0.017096399237195303,-5.742975916581042,9.157398012918382,-4.175305015809469,-9.098975097815138,118.41523134206011
+-8.51108156927214,-8.602216924328465,-8.83703118204684,4.558872311052619,8.66875873480777,-9.259014411165687,8.774540741191196,-5.837442632685783,-5.482503402478745,0.8874136319002757,76.07838487258422
+1.222673331719244,-5.672084455167939,-7.761949923368718,9.965507581603976,0.1877458767537754,8.75015484098098,-3.087895182379077,2.121157623518075,-9.797028196529583,-6.528224817630386,101.44609787051324
+9.594734269815316,-7.640060693887715,2.880108368269334,3.873177308260032,0.3954286736023005,-9.335021725096544,-2.2344916673115622,-0.38780018569431807,3.924431350669313,2.803094103202044,-4.94935495763089
+5.122703564709514,6.962602478196773,-1.3988725544498704,-6.992891423167922,-8.571598895110306,-4.519470157996741,-6.320972429449814,3.1349070459072226,-1.277844219076436,0.8899220627591431,108.20071302140963
+-4.542258209304972,-0.48769280074639987,6.622021263809199,7.923193285791568,2.6957621751350636,9.96487537031696,-7.9141110540857085,7.775694359845186,4.509488863291768,5.1293976271790225,-214.50887296752512
+-9.54489174892992,-8.903233792243379,3.427477764306166,-7.400487498800034,-7.780953180420052,-1.646905215647736,4.733218303190148,8.31794987354007,0.0010671594577793542,7.266755276507024,-72.86335901188687
+-5.005788195250982,6.0141103439332655,8.288818266097188,8.13997428353999,3.7242750154762416,5.138606806329859,-7.02655599158712,-8.630562223433618,-4.356947893553635,-0.653326010803883,53.28763018377184
+5.486762691691485,6.41780660816504,5.149527280406694,8.806235361049428,5.876600241195895,3.8085068407098555,3.3071742141802862,5.73355513906133,-4.712409874145241,-0.2363480602014456,-141.47629605997872
+0.23513775259126568,8.96280781002111,6.7417148626847645,-7.579411908604168,-7.611066243360893,4.948778243435914,-0.4607193282413191,8.758655231202614,7.288860659953991,0.11969513039079782,-130.22676447831097
+-9.276806167318181,-2.5072501074874065,-4.86054644681992,0.49314602574997757,-0.01174118383812539,3.155314268529308,-9.27336858339354,5.573484447597698,0.7107498827567005,7.788808028187715,-51.787120306535115
+-1.355273831642061,9.428747792654633,-0.8349658570930618,1.4541620506744946,-8.237678531312941,-0.9917204206782659,2.5242014961088377,-0.16444683549513117,5.816179850020589,6.196636071111898,-100.99790251837102
+-6.944115937865558,-8.481506068949686,6.015271100281248,-1.282903071919792,-4.210743200866302,-4.479083773805719,2.314267133514649,-2.982889150568777,-6.258088265048494,-4.537110965167306,171.8480479423874
+7.4713453926850875,-3.6098576669594284,2.3397890553743905,-3.345017183686514,6.356176402329339,-1.3959881023609033,0.8886185026470339,-7.453425373847599,6.593012545417432,-4.7937293399062675,28.130195918912765
+-5.312144772012082,2.8897901825265726,6.1307411680503465,6.226766729764373,8.93892551512143,1.366575112823467,8.859069858081712,9.400320421705938,-3.892871852620179,9.573176128633726,-291.00474709007955
+4.674574976736303,-5.472259995315283,-1.8715545630593189,-2.205010712205644,-5.908193416453176,0.7619545419991902,0.21569035195308617,-8.322792350786345,4.9883227453889445,2.1484255637876015,47.384547525190314
+-8.192188441909739,-2.331266983217033,-3.0335712894841627,2.182424739399065,2.3320090537799576,4.927144154613369,-5.112276087231042,0.07016899437161772,0.43341579762163907,7.969455772017051,-73.77439316197894
+8.539041809725925,1.6298314233388522,8.360674929814769,-4.150067690464885,0.3261869757152547,-8.34456802847823,1.8484244599216493,-6.246668092271208,9.339848250751924,-7.158502450529065,56.74696887472593
+-3.755702397103442,-7.693777819782319,-6.82799944703222,-7.334698235541593,1.1911571730583725,-8.305416086945849,3.9526199006432483,-2.003111638412891,8.828745524122706,-2.9586205541195887,55.167111043376615
+9.266710715563107,5.1032510297190825,-8.338633693174094,-9.295043664570045,-6.748851593263172,6.480706837200909,9.580588252307113,4.30552348164637,1.9662187163163325,4.175432130495025,-119.42262396687545
+6.682748089822961,5.0858969168265205,9.021460213962948,-8.897443355769576,-6.466754320718799,-1.8482681892085662,6.022628801623309,-5.249838392670907,6.894645366736123,-9.690176539644945,73.2754532039611
+5.1603403327794295,-5.663083878039712,7.380843963092838,8.917090926022588,2.8995495778201685,-8.573498077046223,-5.074195268151018,0.4270253326830131,7.633369613317433,-0.812286608294357,-39.28353718320095
+1.6433670430593916,8.022327989169417,-8.719674335406673,-8.553367296414937,-0.6302274803769992,4.010641251604197,3.5248393722249127,-1.3909095801080151,-8.68273820175575,3.309146833847154,57.24755370143375
+8.71414665612512,-8.242779087151737,-5.986503521689775,6.984974179175902,7.317956374960861,6.071507508737799,-5.996626214203489,-8.401602573777433,-5.4852340490445854,4.909299192131136,37.95012769514339
+-6.052138424714255,1.3062186184943059,-0.6437552204330732,-3.219807425071526,5.473729899354431,-6.558514899283329,-0.3174468690425547,7.097040760632513,-9.623710257417828,7.25833190670615,-7.255371416458869
+-9.198509742016867,9.86581557343474,-7.642774579132987,0.6420798069291878,2.2066507076072317,-7.83777560102153,-2.805825992033184,6.378781057748735,0.47091932724146135,-2.2068473948180034,34.91262152216605
+-4.568009577338961,3.6741936066402525,-6.8034196877923625,-7.015048679730311,2.658377958083309,6.911689071952123,7.762163295525286,-4.126763580051362,-6.28209173368586,-2.2080810578501087,51.610844194166454
+6.054776691875121,-7.170649379285585,-8.930112869715622,9.876925862317789,5.49725270575925,-2.10945272068354,-3.847435517177067,3.3524264810595494,-2.982259738526387,-1.684455287933091,27.521117659166134
+-3.0400220598918604,-7.024799478093147,-4.201351156756255,-3.849668212910522,9.004040590652096,4.932902662902028,8.054442586584285,0.5655723390577849,1.3505383860929654,8.63495248855111,-185.3616180578448
+7.598659666462087,-9.794102714047161,5.047837416637795,8.303872656473716,-6.138973672507864,9.014686528377204,8.26064574909402,2.6937457264992526,-8.964216040861299,-6.408963284593967,9.31081019282696
+5.076273856121897,2.0090582304411053,-2.8133553463824956,-7.8376293115333695,-3.42592981157102,2.144202404960287,1.9076893018110797,-6.665466036160749,5.60818929303405,-2.493968090832399,53.39385146382646
+4.762187987226493,5.164795002231932,1.6867443794042658,-8.08904358677185,-7.543553621568866,-4.100397338260979,-1.7652544830909234,-6.940295647924786,5.18643954223214,-8.336763462567248,183.15110905100764
+0.0155518124133458,8.130311029182792,-5.220765625468977,8.843705048057867,8.554466876153828,-7.333878695260405,-6.722053329697035,-4.157448279660549,7.770326278649689,-2.469378291791311,3.0266648797631994
+0.9046522512834887,1.9342140545798348,-6.7415741572524475,-2.148837344376302,7.34872216998224,-6.411166268300974,0.40956744776543985,-2.4090530921780418,5.631165396239542,-1.4557380198239156,9.738689017626461
+-9.58348166582436,-4.012691242704978,-8.375914413094364,4.813398110185623,9.789814649510948,-3.3520068891037824,-3.527849461698911,7.353364819079477,0.3367186507603992,-7.891068662528742,39.48730177276437
+-6.038145154745669,7.353727617786117,6.108836175337158,-5.422785631304317,-7.6603069714228695,-9.319251695166262,1.8363732981513348,5.398211259405872,-2.5378129038749253,-3.8351426186137805,97.87063487209802
+4.451408526523344,-8.065651177359056,4.78525516720511,1.0864233942823742,-0.22791795781959445,-7.695543889959817,0.3663940328282522,-7.115348077889201,1.633045244124789,3.6075501752009065,47.43718621026147
+-4.629110327606723,-4.4922159089541385,2.6054545282713204,5.259510488914141,-1.8316673979066533,4.01592095520217,4.571486305014465,5.244414879224422,-4.3155973848847,-4.5099854608304835,-16.550212539909424
+3.1579225068817074,1.5478909809589858,-5.429384807120821,0.9574179734750121,-0.7495132749512368,0.778665703958672,7.1583868599513085,-3.0177832277077576,8.464181009824788,7.198937362796389,-164.6146522407943
+-3.8294977536422747,3.2119638070311107,-6.045993224699917,-0.9769547730286599,9.676153231828255,1.746242901965751,4.0608131933498415,5.437681319609395,9.054695714405788,-2.843155811356921,-160.25055548553715
+-1.5568847819292797,-9.332486628243526,6.184476273778534,-3.716216261838363,-2.053355584943337,-6.5564451057438085,5.360907112440019,7.412775631331092,9.799523912428716,9.863330906893271,-214.32449911543645
+-9.410296814982184,0.7732113544568886,9.640376924770882,-8.40672563305618,-8.061267206166603,-1.9541034524920309,8.618424954236914,4.338214709491099,-4.67864299696333,-2.5977764200931808,41.59509418473913
+0.6684873185232121,-1.3650836426634205,4.575941591494599,8.712101579771518,-3.3804601141820068,4.270866027907312,-9.79582068660228,2.839429352553451,-9.519789378542242,-7.237069267474028,151.8983650073365
+-1.9584278073070926,-1.989556926405509,8.88410569555079,8.62191740186984,4.771996331466477,8.193085643037508,3.5887940908048077,1.4327561723901105,-2.8597233076841344,1.768048697264979,-153.09298711805533
+6.133708099349824,-9.65571005153924,-2.943187796126727,5.048745267156251,-2.8467203833516175,0.1796264686814797,-1.4118207453854592,-2.411117585647433,-4.415584839340632,3.0555478414002613,57.25190976422091
+4.18045878524322,-8.936663209626571,1.7356728278911726,0.14388031936366508,2.396636782655406,-1.9507598632593925,-8.600856190021773,1.406571909876897,4.030019588961709,2.7303198763490233,-3.445981913175138
+-6.690414750140095,9.503214396235027,-3.7644801522487215,0.853183768091057,7.04993170486607,1.3704390490818352,8.135848264090468,-2.409427369586945,0.95548834800677,8.757095025966938,-179.13485405854126
+9.274614288841246,8.875977751869746,-8.534223932894099,-4.487472554430038,-4.954577976260173,-7.133550659346342,4.976191340934624,-3.127184028980914,0.7627312011516452,-2.1436914105050353,92.88045658979314
+8.092078954461568,-4.184887102534638,9.401910167804388,-8.449376617578878,3.9697539579571917,7.12881498855401,-4.8647503226415445,9.853337958842266,5.313244029936874,-8.566456827773214,-60.993032900199644
+-1.5623628606797468,-1.1104977705442698,-8.4775797211282,7.379183640800607,-5.529407631189467,5.499873847139797,3.188750114782779,-3.71264968090957,4.733469918943596,-2.975049863351258,-7.762185846831884
+4.686711270441039,-0.5339394726080093,4.00668154873979,-2.089472037004938,-0.5212702602067365,5.216734855066456,-8.161982341315285,-5.024207971160111,3.97900857305316,-1.023315303517991,39.23982699760156
+6.82144486520145,-9.879387363285945,8.047272043906101,-4.668438743432224,-2.788865590522902,-3.5973811110147325,5.362195822562934,8.444342605966717,9.489780323359032,-6.337001935978948,-80.78245132113796
+-9.792814394792842,1.9256615283779221,3.456529568260831,-4.044627545515553,1.0089795103005939,0.35672968475332745,2.180136690991552,7.469971439692438,4.380063814722906,-7.656645066854586,-29.914979428254142
+1.4479645187606138,-1.2478623743203165,0.31621717917362346,9.40094344506644,-5.905851651399274,7.980475999213603,2.311019309642286,0.5059515593965025,8.082604277768873,-4.524865116797465,-101.0301281679311
+1.493059106270893,-7.148989200496425,9.665639871380993,-1.992931537663627,-0.5004098268407087,0.330635884464876,-7.408914366340403,4.582229265744566,-5.147719480284396,-3.7996426557468777,96.18014925652722
+-3.914649708005846,-5.603544015548683,4.859035903121458,-8.652505884704123,-1.9158856018019699,-1.3854173035374395,5.955036905468251,-2.0979559637138645,-3.0027574456298955,1.7825263435975014,40.03081311934507
+-6.193785869511974,5.988049399384536,3.032244189443507,8.894615657184481,-0.7299830357700743,7.14364629580164,8.3122531377339,4.871613176973513,-3.00530418588415,2.3920344877055078,-179.6415422252515
+-7.844759748296317,-1.5558608880394598,-7.920522888438544,4.503625727314436,-5.263747532901684,7.481104612276484,-3.2409084113148134,0.39028381544560453,-5.295474216240286,-6.825975070822457,136.20792589855927
+0.5081037682221146,0.7771670938045783,-7.208608329298798,0.2375241839000486,-8.25519562846365,6.961249512259549,-2.1368168174141333,-2.3149500175343163,-2.528296502404801,4.864295611071913,29.31914031102692
+-1.8632029501154723,4.7433302195383575,-8.985793952225725,-0.15555923406172845,9.2799173837715,-1.9424841457934128,6.084782667466541,7.743028185465583,-5.780217035190645,-4.128441133143244,-22.374912510808986
+-5.483724781380978,1.6369508670343436,-7.04451076147026,-5.189500542897514,-7.953268401519451,8.399097975446635,-4.989373866646738,6.542032761809356,7.678882006642405,-2.896417426833524,-19.88390659808734
+-8.003424282631688,-8.383448486535727,9.79553886352596,-9.56283549402565,-8.10430342552322,5.03424902764001,-1.8772635190334719,0.35409696716469874,-1.4129640799188303,-3.4055392627875714,104.39287850211448
+-8.487077314372591,-3.3087618114106077,1.5787533772527529,1.31653808321621,5.052606130939474,0.22006395925327604,5.082051286716207,5.98483389699722,5.041291417204445,-0.5345937445922377,-141.62530477892435
+-4.678296028715774,-8.375715254843328,-7.010295044328368,-1.0581647799896787,8.780409265283673,-4.783579779331005,3.451011947968321,-1.3383438270201142,3.737770824057891,1.0528973182885792,-22.131975697811868
+-2.0131597705110083,-0.5384335158543152,-7.416181267009945,9.914424720701208,3.854121316544239,-6.148045428519797,-6.872441273565899,-1.1416284117758857,-7.530886770513236,-7.844152134029563,209.62775391590193
+7.854964811640757,9.906717115303374,8.828634035868827,-0.7082387135070634,-9.273075143796536,3.198577554475439,-7.377905414783463,-9.478654905920136,7.444639517947429,-0.9148959896443887,49.47123098005524
+-8.699094328838193,6.5877319687684865,0.9429966344616925,-7.103900311985843,2.1470936888432712,4.6523698568835385,-6.080173161782598,-0.2648553166485712,-6.465100294515011,4.453958189388024,45.1343069381825
+7.416268392509875,5.470571357620589,-8.09579928423328,-3.8157658759418855,-9.344876968047382,-9.550880073799226,4.552723911246559,8.567989435811956,-5.4288636313115735,8.85999860045628,-10.730245277250344
+0.1477131125256892,-8.667330507256409,7.416690185089461,-6.874319205519182,-8.647760861411752,-6.260741285290273,4.201750838022029,0.9445241683414674,8.540273930460579,7.907589742722127,-86.7797543883372
+-4.42201524006715,-5.143318704929049,-7.569952063966589,3.6033063246234565,9.985478916763242,-5.875045040652356,-2.5693023906729895,2.1579383000484875,8.91643807881638,-7.826137252337295,10.38401351922295
+-8.875102788277669,9.470985533614442,7.4098690187611815,-0.004716973876526254,-2.088491534359378,5.441833848204183,-8.785728355203268,-7.929726887670454,3.563896210643518,9.609963149476108,-53.870364457521475
+5.539298349289057,7.102400088855627,-8.00541789401966,-4.145458138558055,-6.043731725235095,6.4889160528512235,-9.430666294335555,-4.173093892855622,-6.494301499562156,-9.572194855183064,269.1585586925611
+5.185840854078272,-7.323093521256174,-8.52964386399256,-0.16384513886205987,1.8856396673119002,2.266284725000267,-4.21566800613816,-3.031245472086501,0.14582305335547163,1.0178582059376828,58.11668975251482
+-0.4096027226920307,-1.8957333936745302,4.814607071775887,4.98411371809806,-6.498773219871492,3.407445234591886,-5.340007923576753,2.2543862712080776,4.504196627796528,6.576479357655714,-102.16079164022584
+-8.861827342147828,3.411173389186044,-8.91616483462984,2.9072371801842145,5.7692699136268395,2.447714183139542,5.737471607527307,0.9433067530235184,-8.188701882601372,6.706717053216069,-64.48659273644827
+-1.5552640757376412,7.017047160372103,6.561004692776018,-9.302136371163058,-4.426983036088865,-9.957357731352896,-6.2926031739883115,3.280949846189689,1.7205684732881465,-9.311538359063732,185.33529503294457
+-8.850686939810405,-7.752165108900881,1.7536220833424099,2.730142276335128,-5.058117678847696,-7.644578579134603,-4.917586714709625,-7.194838135042508,4.040738460147368,8.282419325244586,55.1883017326522
+-6.688349406810643,-0.5610848433494087,2.159037810871367,-7.990670160616995,-5.984210131042456,4.018660110746812,-1.3007227021780787,-3.59951006361404,0.8145254572467908,-0.7218878276125995,80.1556926880639
+-6.33871130897254,2.027964326922238,-3.5620595702199953,7.96003558160896,6.529128741208769,-9.325111054552316,-1.788055852366699,2.617101112850573,-2.825960857125467,0.9204855783151067,15.725107334097936
+-8.589416486799319,1.0031733927911746,-7.582565903852605,6.520235256441492,4.390547804265212,-9.57731797312486,6.00168556011929,-6.813907581834542,-6.722625184919869,-6.772757581572259,183.07070642892347
+7.948723673645091,2.0744014650957276,1.776758084830794,-4.441052995311128,5.552550037985833,2.6588040815157177,9.989876911643776,-4.8312203848153,2.790805734670634,-4.661021929668765,-49.521193490051054
+-4.105086740216479,-2.9156815837037664,6.07195829168381,-5.880537179004756,3.4784734197066025,-4.757429048453837,2.3687520111915927,0.7560962462834642,-8.918061865343162,-7.770161390786948,165.48325070687673
+-8.8898132435217,9.151881795983424,-1.021310017515098,5.331416853557521,4.829056335717626,1.0601587703627868,-3.598350034170248,4.203407881164916,7.629597219325042,7.830993126341019,-210.5179035926583
+5.411417282421478,4.000914831404998,-0.4891094837500942,-8.580196779420643,-9.462764363736696,-0.39418956428710183,-3.0304602478583442,1.808879540286168,0.8582053579025639,2.612403249025994,48.54332139105911
+3.132733559121097,3.5901469334972824,-3.1971478577406165,9.771255565750135,-2.3822208252699606,6.741734911645669,8.782704003311906,5.718941564095235,7.43895977884449,-0.9134706407110205,-229.8877679239366
+-9.765676242214303,3.847925307186484,0.1979606273550405,8.247346806999115,-6.714079257203361,6.7043068460478565,-7.940584377906688,0.6657802835092741,-2.9490312071253544,-1.2738918681220746,54.168878493925504
+1.720361896585847,-6.277517707099625,1.4215155487676978,8.107222201932716,3.6232006519765503,9.787715889150164,9.966455572370084,-5.653897018324841,-6.832962332721095,7.3260337888211025,-135.12015261305777
+0.22943677376391136,-8.374161705595329,-8.635488993305618,3.3139729899573145,9.484718362258162,-0.086712688057895,-0.9100168985749524,-3.901529494976832,-7.582514919121972,2.7890219706240527,62.69333062035035
+7.164080068779713,8.17048427684795,-4.380983605984136,-7.993275546279444,-2.7477752198329553,1.9322337749381702,4.194419949727132,-4.962124227901268,-4.2672529505437495,-0.514411071711498,80.63633375850758
+-4.519043523032298,-7.524609365309307,9.06920997164065,7.7741457047176254,-0.8891299142971532,2.9595638720176454,-8.560856292877117,-1.366782741363064,-7.699972165178719,0.5512045105876973,86.3297309279224
+5.308585998203799,8.852553208858412,5.059097860203414,6.318886897440093,6.597193425119688,0.9329988236115994,-4.444445403623522,-7.338212411271479,8.538580609664017,-1.4488286026944763,-70.61196970840246
+5.200179419190687,0.7451196730165921,6.5056022863994585,-6.6462120429139375,3.426620189289642,-9.719269722279904,-4.5105565213589305,-3.740090912817242,1.1169153679729615,9.657259440117938,1.0283728221944577
+3.731153898679873,-4.810369350985693,-0.20676890678361426,-2.454017744210759,3.0096282920699235,-4.352794535762332,-3.6165044612881636,-4.482413168995993,1.1579226188248248,7.803696416300929,3.3636734227037244
+-9.216692884863239,7.021751277379689,8.094478247922314,-1.3356331236394614,9.15540720304535,-9.279299154161517,-8.04749468543785,-0.8095380297417698,5.028539949962427,-4.197656832294392,49.18369961026755
+1.6367590056570158,-8.760016251452306,-4.119904761445952,7.15735911085694,-9.636722855789873,9.877830796281959,1.6339705014061279,-7.193009265425017,9.961579396996697,-3.7581640284183315,-13.862309716681246
+-4.590715589121275,9.579808160157953,6.038083387123119,1.6069939342033313,9.150301213290387,-7.950676985448013,7.668363733213727,-3.8009434811589626,3.9771822167963156,-5.957036201737691,-33.01920486058295
+-0.8734650720648762,-1.3497977925268967,2.530253705940644,4.130106995935994,-1.9200933811088317,7.089971298812565,3.333922356635588,-6.762553938025182,1.858985644647031,-7.706499916548262,40.71511936080138
+-4.662324209710453,9.950741777928505,-8.363249631032852,-1.4566308156683228,8.828234461895278,9.735728934422516,9.275246733456669,-3.455989330512821,-1.0570081700996958,1.7552452714958755,-128.23530504319746
+6.3451755877430855,2.620108339452991,7.645515863057897,6.948147780292484,6.408708338112634,-3.4799730888468905,0.20192542553989723,8.039210918473866,6.176169668686424,-1.655699021249708,-174.4026110639034
+5.319754624039048,-1.4889182355201802,6.480393802275463,0.38463335419883116,-8.349737272365655,-0.22462505809318634,-4.472874407475025,-1.0333609610113048,-9.666199947560422,1.8978075927521498,130.9800521917746
+1.9184737937375473,8.076514586601817,-1.5135932381267203,9.147686401668544,4.657055819289056,4.183113770648146,-9.21166403507761,8.29320467859268,-4.477917380984122,8.090941775787373,-137.0574136519606
+-9.731008527795042,-8.573785814679194,-6.839255925817174,4.599244528912097,0.8884926083725331,-5.6225160417024185,8.050394488957771,-2.842666131041529,0.7669750244497364,-8.021876424634009,101.52205842859433
+8.73933843520286,9.253095755681839,6.111923990442079,3.2784890867325145,6.03317729404186,6.297624727581694,-8.84548306984369,-1.9497709187029222,4.1476743250603025,-9.18310584224541,8.825637499984706
+-0.3661715884647232,-7.5728712883843885,-8.975885743917598,2.044201914446251,-6.945986498688981,4.180915879972185,-5.789746553027628,-6.510999682904259,-9.01793443240859,-2.500567219701053,245.6870405627301
+-5.361603844217921,6.218760190723702,-2.8136887625683804,7.4609370521470915,2.879805597509184,-0.07429411069614922,9.657105694171253,0.49213932490408396,-3.2320424090642286,4.847983475805648,-129.5694275003645
+-5.6636050506172575,2.3165016382524617,-8.53239569611839,1.1222362506134287,4.221328648754583,-6.672736415593146,0.05574755569025758,-1.3936649568424908,6.707837708567583,3.812198518724683,-42.952923076122545
+7.957675098327015,1.865623939161145,-5.4012057881868625,4.457752024269592,6.513932738396193,-5.289415330024518,-9.32484018115516,7.227051287173856,8.199290613931701,-1.870035820810716,-59.152401434415175
+-4.813704158165979,6.871411043579386,-1.2538755980966187,8.430510590092757,-8.419328987002466,0.3063082572675957,0.6737163901206289,-8.420781087772182,0.8570205348279059,6.215746114173708,-1.9805951674016948
+6.133761916460825,3.3949242391582213,-4.941421374865529,-9.380480987864818,3.700726942631296,-9.841213454612927,1.3178155033444972,3.516896295055567,-0.8415343403636188,-8.078458338012634,135.3931906413115
+-0.49971953043297157,0.9121431070288644,-9.833439489805079,-3.1663821972084927,-0.15613047439836159,0.45558470735758805,1.6161653560663747,-2.6296839885245427,8.339708735140196,3.2485566787940345,-54.9671810129718
+-1.0292949271453455,-9.957110885321786,3.2205126729805,6.7344477276765975,9.762863878837667,-2.1049984970295887,-3.2029776957952305,0.3706326378482383,3.778955281004166,3.9276228599515517,-101.71268756870403
+0.4566677861376811,-0.08344807979717483,-0.6680320565208464,-1.1234626981210138,4.728611087773899,6.398573853109461,6.131986426975599,5.88956486232151,-7.212422289419191,0.8883525362067779,-87.39739449435778
+-4.713163201616258,2.317140666940134,-0.9316309166643788,-0.6428237512117896,8.375115016277679,8.656110101227945,7.958883001342287,3.2437618968104642,6.740933349931348,2.348773150240804,-250.8633445926909
+-9.077078324504164,-2.8332750178050126,-0.3172782482376646,-2.9634380838503183,-8.945551293318115,0.47670086950799107,-0.06726424971409628,0.6620054906757233,-6.561345219714115,9.898742960594468,27.63433052145669
+-9.738581634945518,9.83752333134272,-4.98471284418039,-9.343683223525755,-7.916498248073549,3.4761852378507307,-6.897900398235938,2.7040656711488986,0.6190681612108473,8.404814163269702,1.2966848512675495
+0.5107449569824585,-8.504687489083251,-8.838037110015147,-1.2267885659679334,5.824384784575387,-8.361855925242448,6.244361208129565,-0.02485789140337591,-2.4490374585152797,1.5230019723793364,35.25297376077722
+6.942148947418316,-3.7080158373335514,5.801545706683653,-4.183649882290754,-1.599955436349756,-5.511198895994747,0.6416715035158926,1.141816804866158,-4.232476136307248,-6.620090309486619,135.59462826689705
+-8.557196103630506,8.59127252781976,0.3523038139139878,-9.812121972322686,-6.466976671110403,5.31889894189889,3.640267525568772,-4.59360439048063,5.615006059248557,-2.036434756570842,15.888287783257391
+-6.29110957629295,-8.107807093236898,1.01950198887506,-5.94111922660635,7.6739919451487175,0.03785583840928419,6.297062103672548,0.2206091128634613,0.38700695403018237,-9.96612971253991,57.82977886443378
+1.6239284716154834,9.723922172656804,5.333478247277601,-4.1199009477923205,8.454426120620102,-5.3213624884160105,-8.45546882028125,-2.454034601788735,2.9662569488919477,-1.0926598452811964,35.62788226239199
+4.408181844087633,-6.902499215949252,0.3026246875967309,1.1751383225564194,-5.238457293454546,-4.451093512573783,3.7337424838734234,1.2898407460408334,-7.787105562019974,-8.811927396893193,183.36628714824732
+9.158370693695092,-8.100299044312129,0.7984253759508353,-3.558863481633603,-6.5192335829257,-2.451521627904072,4.812176112423343,-2.375641249509275,4.407703714694389,-8.206353799808557,97.24863986091742
+2.1653592312415593,-2.436011531236526,-5.780296659547101,0.028892857043498754,7.104597696394532,-5.037316879078015,4.903963237415605,3.917921121708532,6.7501798105156325,-3.342897325778267,-73.86810364651625
+-1.9611075592501703,-4.907070405398464,2.758349289991706,1.2381314345383676,5.1367169579875345,-8.31441078654379,-9.001460654585598,7.608641910441292,6.974375202620964,-3.2160503563178255,-2.9107140486432757
+7.398260085667115,-6.593817774405222,-3.8227513874249874,-0.9862605047535,-3.8447826344411307,8.376921555174977,-6.118043378296747,-1.8411493829441161,0.7065954230815996,9.056368042768474,-46.03197468851502
+-0.0080447692411445,-5.60350391859404,-5.609256669275739,-7.8603060827475035,6.761017180272639,-4.5443706163103155,-9.990568676093886,-2.217219160119046,-8.581140839120899,-4.899856906500641,270.2273318903135
+-7.680245684233656,6.134811506719999,-7.752411599456908,-5.265599186657477,2.359325658214979,5.829921659316389,-2.561716248901489,1.8355719415287153,-8.786363793414427,2.361419505795448,55.414883049322974
+5.359568166121309,5.097744069294277,-3.8109251926965593,4.983017754231279,3.8838776206747494,1.655590156029687,-2.2834929416818706,-3.560837093014486,-0.5609485005057913,8.828636389896268,-88.22864515842835
+-5.665882224352073,-5.956181462955499,7.016089707562934,-4.266413698709415,-8.619777024896138,-3.475287267260767,-3.8156019125755636,-5.805355556434771,-3.7322145461146006,-1.0134153774951082,198.33281750834988
+-4.454146916157155,5.450612463550215,-8.78523715655587,-4.610325410531142,-0.9302685506252972,-4.06303906788496,-9.487693792769159,-9.467961449695963,-1.8396206635974943,6.171373815699395,168.23127731633735
+5.940507499189838,-6.640012918870615,8.851960498849857,3.1655453746454043,5.446281677898432,-0.03418097574072965,8.641090045439682,0.6627857579718333,7.099429561027124,-3.0065185154728202,-154.32549966632197
+1.7390838215193716,-7.631591497561853,3.9841856113481744,-5.618012627022672,-6.338474186542018,9.73459155825611,8.896706369499691,-5.01033317037894,-9.353490919447907,-0.23082510633505304,65.03176431668028
+5.257880464732844,2.2148202298343067,-3.3261695588541595,4.321529867263427,7.480493895275135,-9.25030777132557,3.174193858523604,5.884002087646561,0.4729258658855806,-8.307824948020821,13.599757199598406
+1.2648016047544086,2.9177226804929512,-3.8715161136055998,5.289801260293279,1.5296818558744918,-9.514568669333062,8.010426840649494,5.38479693342744,5.820785424813555,-7.805125337196392,-37.435752532910925
+-5.063226663141052,1.1273445282107875,6.947472040436258,0.1704020540816109,6.787713210750126,7.98030727509402,-3.1417460025702293,1.3217709933112265,-1.379407763392464,-6.6569833606373034,-6.713990820370566
+-0.8268670562464675,2.3353689087028484,-3.0891183599597705,3.8322397370812666,-4.769111443276463,-6.283574140248486,0.9696984368576844,4.370839093124566,-3.0857774917231895,0.011423870769193822,40.793252516029575
+-5.190012756323954,2.25002330442998,2.054255642376799,0.9029297519411239,-2.2862544017895714,0.5670669868497313,-3.290071489114401,-9.164884034547839,-4.282849407630542,1.7700370305603608,119.79637266654272
+7.977440678397989,-4.3481651606449905,-1.9594917339364915,-3.328377384051109,-3.593223469877791,-9.591216020054038,9.498760939298073,1.1988790843581576,5.965055643307502,3.1569100091233304,-62.49457320822301
+-2.977592440305179,6.543142287231076,-2.6543929870826855,-3.776319824114742,-6.604501456828984,-6.324395458491237,-6.013260856311864,-2.181482270125712,1.9689609949891862,4.906455263906868,80.10158353828729
+-0.8545492942527222,-4.389644090228957,-8.69929941936382,-4.366793427578186,-2.140529146319785,7.775902570345973,6.3174123818329,8.370145608387798,-6.637077722983604,5.619506149819697,-87.06371120034619
+-0.7516545787615536,1.146169560596515,-7.729572242333862,-2.9269562693729467,3.5793030509986545,6.998026685536849,3.965613406122641,0.05454764903408904,3.923095162069905,1.0880403790959026,-97.72269628881641
+-6.863845431508326,0.04439498099704231,-6.734590421407964,-8.948147305105367,6.362910845977381,5.391422023531582,-9.67676469020555,-8.749987742881292,4.202912602242055,2.771614869365595,75.0255273860412
+7.268470512075367,0.19021567411618756,-4.823315328255806,-5.924442384965758,2.763185406458981,2.29306544789877,6.8923468746634615,-9.697465087318658,-6.824380221143453,-1.78445708604563,115.89153604248615
+-8.070290564363752,1.6789299660115065,2.1914771373816055,-3.8190268614428002,5.181103366097957,8.933772345540877,-8.235958681115314,9.207127125425544,-9.026987783369512,3.1444736428848397,-28.417594341496958
+-8.703219188985134,-0.18369232792824208,-4.677347692279408,-3.7614435255487555,7.0008733490238395,6.2566023444187735,2.407005533359985,-8.772409440356373,-4.515652768542468,1.2989671818618032,50.56274163142847
+-4.791269701165886,-8.516123577125978,8.271670694097828,-5.103671641913428,-9.174578047324145,-0.9146755921351923,1.0809104240628975,3.384787999743708,-9.408449149861866,2.8659039235277284,93.59265275851132
+6.452483992936018,8.29318674009011,-8.328315480325458,9.868518071305195,-4.303485670774165,-0.002226010905814757,0.9697513284875425,2.5232184543436675,7.621013540362154,-3.5628829417775987,-72.68234831560069
+-4.282157655653771,5.5136238222348855,-7.735945945718743,-5.502268130651751,5.339454448439735,-8.23108589138066,1.0381041418000958,3.519258392726783,-7.832974699787427,2.423777983302373,75.6660483104414
+-0.4068187287015368,-8.44802468844838,7.644781622468029,-2.661616464912715,-8.48819900640309,1.9967016066964094,-9.152055124292895,-1.4753431444268417,-0.0033175011610575567,2.8054047621588185,87.15007445581477
+-9.550320009853465,-2.529520721047982,-3.3144603791810656,1.069939908599029,-0.9487300521920194,0.3473730033160338,-1.832432801562427,-2.2792100932632464,-8.73954637490036,7.7571207283829,58.72332740845679
+-4.4301430668507695,5.232104631621413,-9.548724180255972,-5.554084017237459,-3.3150963579578074,-5.212212845061764,-9.786209427701403,1.7004025788106514,3.137585268662717,9.586127217526206,26.098713839286376
+7.324344847941635,-5.433270679959746,8.60416948805267,0.7608563170567728,4.411106642782832,6.331442327025279,-7.986896980226305,5.480980123920927,-5.256923583824527,-4.484431256815375,22.21156791359468
+2.6172599463480117,9.826351518810375,1.0820947931622715,-9.117799829254805,5.567533819362711,-6.877474313514719,4.557925468257964,-3.3667811388949342,3.3898949529496436,-6.489976256947568,57.28994157104649
+-6.618252010005317,-0.5179475557177349,9.912022474978164,9.498699457511073,3.238740029602536,4.234467025205078,-1.1050738768251622,4.924901739132501,-0.6319017044223862,4.184421862633014,-165.71696066199792
+6.740027815440697,-4.032261696869497,-7.614240466315739,8.650675157125523,-7.929596144850768,-2.587683768986395,1.4404246183051739,-8.356501549414823,-5.399893460409258,9.908331285007783,54.090380075192364
+-3.4351297599788255,-9.136485478935402,9.285416262052536,-2.566234962726206,5.349709693963051,-9.936929019343237,-1.8347394260793126,-6.209738446817489,1.8251350120949383,-9.036253242405586,177.3183679790006
+9.498542091050137,-9.163492669560302,7.409017640553495,7.18638745467564,8.36448947494593,6.8278838400689335,4.683263425022142,-5.873327410525253,9.19106889769817,9.100434488005451,-280.44863120892165
+-0.2801685981460422,-2.1980518696385243,-2.5471575195804386,0.42864157812344095,-4.9838518709198,1.0784158021092916,-1.3180687201388541,-1.7390188820612629,5.373253820638637,-6.754610695101113,75.17370580810156
+8.480789252931002,5.382047496820541,9.579560451120146,-3.819319415871909,-7.911445722415991,6.699664170256112,-7.006724269402005,3.394726227155771,-1.173966212058708,6.276263274617387,-59.895792861331564
+2.4734775401465203,7.895942398340079,-4.102197320685834,6.33408928614545,-5.908809243720654,-2.2432549650440836,-8.174279507925796,4.563521084645998,6.141625726587776,-7.046434720406063,51.194808892421854
+-3.003155335789782,-8.468438333239662,0.9885844155111911,9.70833416066503,-5.987575073788342,5.647591256873284,-5.870427650079355,-0.6382034012268467,9.912412769430109,-8.3473793239106,18.635409163057254
+1.8196566868619857,9.486240948704205,9.93254718345266,-1.6469217472035957,2.0012161607690837,2.031729621579088,3.613238883426173,9.037534525413598,-7.662335918092895,1.8549631335008399,-110.12444285507087
+3.0098438897198365,-6.328585290552812,7.008895865179776,5.4736443123579,7.0432545496665195,9.976010707180642,-1.4341489415500885,4.533093643533244,1.8665314123145293,-2.2108980228764907,-145.1270496409604
+6.76183282994645,-7.263452498446523,-4.3343659715005,-8.483570797581358,-5.359312680182184,-0.49314863594069225,2.648846841823984,-0.4861815526804292,-5.116685244286277,-5.809501383761551,176.8197893372074
+-7.661802347239672,4.72859076878223,-4.106078769454635,9.65736292558355,4.39854351362885,8.65550070819516,-0.9282768032794642,-9.257090554962513,2.547924797186931,4.849407801201526,-89.35990691284842
+-3.1474725542382465,-0.5256623298487528,7.144127821337982,-9.166320574394293,8.583369714860755,5.135991721633067,3.045264542555155,4.623256931158033,6.348515958990683,2.2452414205994775,-187.99213642958821
+-1.9988681474365966,0.05259127373855366,0.6502619878436766,-4.663789109889196,1.528600508546345,-2.6226640412807756,-0.6137996259145417,-6.709643143795601,3.6188695063697995,2.786282244577043,27.477712336351736
+-9.357139215904533,-8.965773675974164,-9.029018010492267,4.082789338910519,7.517335533907888,-2.9860961185535384,5.87541026809316,-9.129697148074605,7.150867310133351,-9.721494069009955,86.70004501329896
+3.508585299196061,-4.1209526546783914,-4.532187185309038,-0.2773965640528009,-1.8069659639669866,-0.8270548240787012,-2.014812048592929,-5.866286866032664,-4.36558957982593,8.888540352268329,48.87603581286277
+-6.592130961006015,7.781891979315723,-7.530426121653415,7.581769096840219,4.742390506230569,-2.8341489045605073,5.552479829758152,9.596363541993913,1.6410782844831084,9.779839570167507,-247.18646889613663
+-0.007996008211517136,-1.46143335035251,-4.76361071574871,0.0008545612946897485,7.3671818166861325,-2.271771881833673,8.67018700506572,8.116338736232338,6.664435360807309,-0.9172684810967136,-178.88465103531956
+1.8922187903005572,2.106874823873892,-1.8038729002647358,-2.781151976931644,7.576773857630517,-0.5628423158113227,5.560208950862915,0.38865230413162255,-1.1945097986677289,0.5535080361701938,-57.58429942842897
+0.9698299757598505,-1.322332137303841,-5.873844466608993,-4.203321261052578,-0.1644017380516294,0.18423634242867193,-6.615370173378636,-3.145279889571053,-4.18885561099599,8.73852346635456,61.620519903088415
+1.862383132777019,3.120205748609368,-4.625879021433239,4.583792548797733,-5.44388258805699,-5.61401103635329,-2.3170924571878526,-5.065101093275648,-0.5297285243991601,4.939524687142686,63.449270321977956
+-7.971122995189637,-8.999540986468794,-0.4556524603674661,-7.210375314306954,1.0715473768346317,6.1697098717450665,-0.441537396155014,-2.37747128024991,-1.5129072937541932,-3.732081110614336,91.13929178540859
+4.606584719103011,-4.550575714061855,2.6517601795002554,5.358099346111005,2.3048267875519857,-4.827766385089431,6.749619188744907,5.486230964421599,3.086827169808055,-3.149023850252468,-92.35111270711268
+4.864083389948311,-5.469382545370472,-2.149377106444248,-5.650616712930827,-7.533897909022174,8.020211727804584,6.010398600167573,9.195455456030498,-7.270970276981068,-4.098975267718005,19.147864856696458
+1.4406469498619567,-3.269184235802307,-5.826893769908286,-5.586520474013854,1.9850353266035636,3.004055595847328,-5.770710807649822,-3.1374540689203956,-5.985492613649887,6.52399599401795,74.46137382753027
+4.799463305470468,8.684035398405051,-8.7474881667639,8.181147447387627,7.8147159523943905,4.183528594154627,-1.296797072682061,5.036847867367267,4.575918452311072,-1.9819751078307513,-142.82812640432874
+3.144732074966945,-4.264881194864345,3.31545880099799,7.429059454664411,6.0765947952475585,-7.249111286566068,-1.7096638764956729,-3.030438798981727,6.223217920581449,7.204027282956675,-110.43245565529072
+-2.7887607118970825,9.069926259748227,-9.369396140273343,-8.772813724385497,9.993366420177747,4.972402270670866,-5.59568215836225,-0.6541897068339364,-9.951917423880335,-2.324171543361695,129.52224037465749
+-0.34936449634478617,-2.024839027510139,-1.7218764385146557,5.460298136328432,-6.783728238191085,-3.1072657898456812,4.05719151093783,9.579204079135506,-3.297513552120468,-1.7197718861439548,-15.752473347855807
+-9.456164254737466,-4.756449029777661,7.922789292216745,-3.581958358864754,-3.8765808108980027,-9.915031225076273,-8.79573417553593,6.029426075498789,-3.7102526776211775,-9.5333452307231,234.25732801534159
+8.691852363017684,3.7829941593476546,-5.3778611772759355,-0.7833133660077318,7.694444952582476,-7.018332643626614,8.81691534500115,4.446115577106992,-5.84409228444835,6.777633516455975,-102.9404425318077
+-4.151537578952757,-5.3000490431648455,4.188444464193848,-6.847678815100169,-4.866917941871584,-4.404068197849265,3.2231060290315106,9.793174157974224,2.5913279624225183,2.3411236618749,-64.28923661586312
+-8.890858182890156,3.3066955865482406,5.642693749995664,0.45396228372860614,2.087718297948309,4.137994306071464,6.705567736622058,0.5438350994725738,5.138430942243682,7.744946230171439,-222.94912549329828
+-6.123571022040888,9.889072236977274,-3.5234557071849038,-9.420050550340413,2.1273650108320963,-8.362195304407386,0.16305865049875967,9.327851893587326,-0.49138351549398385,0.01699734127694086,5.314651411241478
+7.070016538698183,-6.020619173413788,5.180851533989235,-8.489045382534723,7.585095228613421,7.565804742131748,-4.655048987689641,-7.27114433471159,-5.4403325960240645,2.1669844276296346,61.41012675233409
+0.6987179116945708,-3.12142365109509,3.70963839010102,-3.2836934701807263,-5.34997264399326,-5.070487522944207,-3.0713845703623877,-0.7869312581531474,-5.48351920946838,9.405759494020687,51.244329745255
+-4.940929715616211,9.29566429109398,-9.414169600500006,-9.885930555490086,7.59817129216721,-5.403968761725036,7.671798030079991,3.392746953180008,-3.53139204917831,-3.8002467694604247,40.32168935286102
+4.091457674719921,0.012499168182784626,5.107741490166187,6.832024053410866,-3.1942191570384315,6.33751822994096,4.326204198393862,-8.811194837480446,4.677409952128373,9.201031311308947,-159.14182739740914
+8.657191953587144,-4.052873584075942,-7.4629488122511685,8.93374247638802,-7.02601688180861,-2.849821530622516,-8.351636099858288,2.0650245687624835,9.72577200405384,-3.089932543474516,27.29012573970123
+-6.593915802898964,5.7673437997126005,-5.39050540424062,-6.012306262997238,0.3531974512265035,1.6826757917688417,2.659154456679531,2.5446744160203827,-4.546553158653048,-7.0411722522591,99.04945118233998
+-0.17114802529292206,-6.113690079187711,5.216875874341267,-5.676310791391767,-7.157302879139982,4.3441884805914155,2.889716711905248,-0.7638349751630136,2.5555965883557064,2.4075905787567042,-29.41680318669982
+2.240389888592278,-2.8413430161120745,-9.008174438516107,-9.914051183469649,7.36537297696882,-4.5182780200725485,1.8148499474681135,-4.73740527360828,-6.2616113951582015,4.2381684464743135,104.27037712508535
+-2.967757487012741,-0.17796190289916636,5.8316742428115305,0.8737316882264334,3.0591594264506283,7.01271509822015,9.035600374464725,-1.605844670451182,4.9001480812821985,-2.7886056047645713,-138.44568594575983
+2.304082800477285,-2.1669518427045187,-6.819353588078638,9.492103252667313,-6.938835915925507,8.129136135415884,-3.368955736941477,-8.52122747127032,6.932103572940602,9.24664958773796,-89.43761198579514
+8.713399396143899,-4.069182275881092,5.643797985511949,-7.951582592259063,6.619224647643296,7.517702745983177,4.061714881215033,4.171682533797288,2.382383522292564,-2.2074200316806514,-122.21750750282055
+-2.8089775442460008,8.07600395879823,-7.851881735347163,2.587482909972554,-3.1001415002447863,3.888702805747213,3.1822396573736533,9.405644071402717,-2.2182970526582624,8.32934846570481,-165.3273386122022
+7.741876195946029,9.70649248597325,5.063520887249256,3.4500144611982986,-0.5328943271152276,1.4734028937497157,-8.053016040968771,4.128043459998616,4.98338001929282,2.341106760749887,-104.90473127539332
+-4.758251491231613,5.648628333310814,2.6280358093456058,0.9127883376657264,7.1382504629506,7.0805744891826965,9.271218010008662,9.672066027947873,3.7687645447038376,4.706638958054061,-316.392945103408
+6.068785819856477,-4.497317653190567,-4.272371165210909,-9.358034200504743,0.1059570305100821,-9.597269181257806,7.454701452381816,3.9023151980029858,6.854351184366059,-5.62393769408688,24.911578808203714
+-5.794749724280659,-6.842989798070485,-5.123029491811679,-7.042564504712933,7.603479308713652,-9.77631396741412,-5.684102266391154,-5.729393249378585,4.012409725087959,1.1275423956242858,124.70867122045497
+-0.21395603266289864,-6.940387781283532,4.886129983220966,8.586082989385925,-1.5847308607120203,7.196301172056874,8.062072051854944,-9.975237913194078,-7.083926181944977,-0.22627687286441933,23.02325967195399
+-8.937064933966553,1.924246037396924,-0.464304983204189,1.8457658945777666,8.021395768294967,-4.545960405079452,-4.195367452532144,-1.945347936059656,-7.0669296244948505,-3.772571805013758,136.47703217855366
+-0.382536102533686,-5.595961683899007,-3.010990985284361,4.591669879554436,7.997143546090728,4.644776298205231,-4.963224948979342,7.03801711386742,-8.81924826978132,3.7448532336677753,-42.589949012881085
+3.910909067038957,2.592102042852713,0.7720613971901669,-8.63410891553376,8.70416163346341,8.537894536634772,7.559765770115268,-9.499825140923841,-8.992205789922405,6.595257080498089,-30.28730672042929
+5.676851623872956,6.142006333544199,-7.292310246204787,6.1989553181443435,-6.064297265146146,-7.5777577206421,-3.4732543438967323,4.595148674449165,-3.9498270896044985,4.176404661164326,39.984604797860754
+-9.252081612817202,-4.632459402247386,1.5390165602233963,6.536381148495238,-2.0989123486296246,3.123614085527484,9.85251904038547,1.6331660712127616,5.209553326852494,5.859051065111533,-205.10910213949796
+-8.914798915450772,7.934547652746964,4.821561364186366,-9.782855554513407,7.268745838677663,-5.587650730582703,-6.229145488580519,-9.775864628675254,-4.651135132854574,-3.599254992275558,217.65127005666216
+3.2075619007877276,-3.1054514597972305,6.14247731194985,2.592248277537481,-0.4754007670026006,-2.762667658515383,-7.45790950169126,-4.1167025625215015,1.9403408257973376,0.46085845925750935,59.26448251332701
+-1.3663276496579413,-8.439281757759327,5.565688378577103,0.7310065254924614,-1.5923704790114068,0.9249145832548233,4.260348704821578,5.834127156166378,2.3650506335493526,4.616068916148031,-139.09098534664756
+-5.0940114521780515,-6.245691874755668,6.6575392538911,-6.947739626335241,-5.604149496225994,6.683285064978117,1.2184144210957393,-7.616899131935084,-2.181822697505358,1.640836665087555,73.38301425191983
+-6.156774399713587,-4.805068245503192,-1.1569214253750948,-9.437974585173079,-3.439642399460694,-1.3575432136638987,4.359828902488301,9.549637936727986,2.561136147940817,0.28670408976813944,-47.43460347707209
+-4.014672277339681,2.757937406731459,3.7734606742921972,7.816620260956688,-6.6487442658700635,-4.077611414250859,0.9097622295995733,8.372609236064221,-2.397911523548908,-1.8401498008579198,-16.660891371422537
+-0.45136678171889155,-1.7165533796787336,-7.375433760801558,4.321546571104477,3.281134378878905,-2.946370638900655,-3.6477527177955227,9.986298203819855,-0.02990772620213411,-5.690803883071802,16.268556838310722
+5.91435545360919,4.411153903606435,-0.39835214302323063,-4.708580822900066,8.6209046165445,3.1396663263198255,-9.453498247333867,-8.504412510199897,6.618627231011898,1.2438240074933749,9.061647217010808
+1.5603610252543332,6.20367938196642,-7.657343726531202,-3.385093203255707,2.909540144091878,2.6418889764833176,-2.075975159445509,5.697395583841642,-5.463429690380684,-4.9851799509353985,64.24315157842504
+4.15024906508221,7.470541409362765,-3.3985819404369177,0.43534539673441897,2.6269960565137707,-9.967368410080377,-8.021554191504418,-7.802653464092968,-4.5510192360289725,-7.326989664171486,271.3621011719038
+5.752759865069046,-6.836822797606324,6.2917184916015945,2.2649627525181892,-3.883237734636744,-5.109711684760693,-2.641797328263269,-4.050783112578753,3.4780095367090524,2.7659190735570705,25.562742415134185
+8.621041730504013,8.841410167576097,-7.634322692751152,-2.5483994453070524,2.1978491877333584,-1.5378003214879898,2.328223325496368,3.828255810722212,-0.8631966228153454,-0.9584867503344019,-21.78555611357873
+-3.931619131711519,0.48954388456187825,9.409741417833622,-4.159978141552642,7.784268007149642,-0.5576169375080031,7.145865607625533,-8.003406136258695,-7.985783629459724,-6.679694202845843,111.82654039146976
+4.934385391401177,2.7078774068081546,4.273242073146988,-7.8563708818626665,8.250889081543223,-0.94324543368554,7.932174264838466,-5.860555951396642,9.731868008416711,-9.229400950120198,-27.61257099160694
+9.940211164394219,-6.1463359805137845,-8.319873421308328,7.872116689007473,7.925049699744688,-1.6252146141314827,-2.9965856948114644,9.54874997778864,-8.979774564515434,-9.46621509647181,89.22472211470637
+-1.5347409103384568,8.722495226424538,-3.3480882384295807,-3.1962525012280674,5.515045429933323,-3.4115892144665305,4.828338161234691,-6.333015702514735,2.909442989419224,-3.6999269097815013,31.50404533918784
+-2.375191646803909,-5.017596455770819,3.385220237734532,6.32461675405361,-4.68882199968921,-7.579650902609851,3.6867665955532636,-7.00526820702809,3.266416381759696,-5.5619164506659295,105.13297524336785
+5.937052585864353,-8.461322050057717,-8.255508724800912,-5.061628021606122,-5.271695232553628,9.620866010482699,-5.85071919562973,9.264239943663489,-0.4874212887867224,6.063950284258041,-61.94595537789131
+6.441080473518053,-7.024410429274099,0.9444149407730618,-9.831729159597762,1.6835612002416878,0.5065264799566394,-7.487911569185597,-9.639093532167973,3.1467747311210426,5.454949181382824,82.90651093362892
+-4.100104592687995,3.230997487132339,-7.329981910218257,-4.739610426483287,6.187968736936716,-7.178292715132557,5.659376211066061,8.04788001320281,2.789464041892935,4.428229369965098,-119.5775858548318
+-0.12108903222249667,-2.7719279116944873,-6.909708718471217,-7.617624759999679,5.585993117074244,-1.9248679901810117,-4.0409165863375085,5.495289685668796,6.717146986418825,-9.00670196106055,59.082043216464484
+-0.0771775031478028,0.9591270944413655,2.098790590750763,8.591490345051602,-8.750695797500354,-4.083093408349514,9.697100405175265,8.098716135392081,8.047584182131741,-3.787578546664272,-137.97998031096492
+4.049041924350512,8.114629593795772,7.76154336545908,-5.95232117622923,-9.072957165976597,-6.85902497536196,-2.720950214935789,0.022895502341846452,-7.191883108181276,-9.550142319698411,249.95326952266123
+-3.5647948258678963,-1.6677053880310688,7.578430778713665,-4.707910344726011,9.288691732643722,-1.5735085847179597,6.846029041906265,-2.3101495953863638,6.036658347503709,-9.96449448582558,-13.914422988269344
+7.766352937371581,4.0343985210363424,7.319541551973714,-2.712312108682431,9.728621347517574,0.7345547620584458,-9.056311892999924,-7.9414115138543035,-3.7386895564973344,1.2065902549645924,72.20584073143459
+-5.667710909103903,0.7469370240613915,-5.96876237935275,5.519105195507885,0.11580794308211351,-8.830199432678445,-6.550090598864127,-0.43832738845964725,-3.7004749732849773,-4.710327182412097,186.43671649325884
+7.828319344813666,5.851450141842376,-8.676243756688681,-7.262917644632094,-3.2605832991574024,6.270468418711024,-9.530361117637288,-2.2343123336335435,5.512958629063938,-8.9256650031142,142.19101666621125
+-8.162416283862697,-1.5026227852731244,-7.0706705860788315,6.090737927414898,-1.5222389560941951,6.739925424405808,5.531522264199122,-8.388094747909506,-1.5684847048769912,5.507588700557711,-34.15124741390432
+0.894848506507151,4.87851993625603,3.2736822075893057,2.019839811093933,8.737233888756208,-3.1253658145069174,0.7677370770058678,-2.654048469570811,2.6434708207079938,-9.71767131603533,40.16642927211701
+-5.910537586158524,4.879074981288252,-5.938992110889016,8.714351990779054,4.774441358535652,-4.673198562964389,-4.827472071125425,-7.451591750327533,-6.637837598205696,-1.123558147033905,150.75476101745434
+4.272215765078542,8.114415804305509,-0.9978118489096799,-0.6767082989317119,9.636575492507028,-5.120198568071976,1.6508829287082105,1.697155856318997,-4.233332695299207,-9.484974218102785,79.62000360649859
+0.03366491627528889,-9.988500188608286,4.513277058058989,6.043072355403387,-0.11362551124978637,-5.391368286298044,5.953142479707445,1.8259963503252474,-5.872032262711089,8.656103286741029,-71.4048349118357
+-8.73182021016278,-2.3244820044076198,-9.324688781417299,7.013099689255293,8.584627539329198,-0.8277361767465852,-1.0735734236386052,-1.6399364157215546,-0.6413627522991128,-0.10377877077053066,5.590380652111721
+9.975155964129785,-4.157092556157382,-6.452184916777806,2.7430439359868064,1.0432816997714922,2.9451369237277003,-6.946943201678611,6.426655221859221,-6.1452121107357165,-8.237389568963195,122.05587876786844
+5.836859077950258,3.5359305864657475,-1.8517949198111583,0.056433259266877034,1.3204031406593675,4.871616891422461,1.900370062534542,9.515935177755235,2.4274489195240645,0.3026293913140865,-153.71895575334864
+5.421961446832153,-9.18669260522262,-8.232519320649095,4.075988774851343,-0.12804732353075554,-5.129833216718662,-5.729610691147529,2.903503336674107,-1.2587110892994158,-5.320252737679308,137.1933746239753
+-1.3958319098110872,2.6928567242307078,-1.446790670127922,-7.485630437793088,-5.877593960152652,-1.8680392466374007,-5.597702098567703,-7.725559757480573,-4.522423598481802,7.971818433318436,136.5708469163866
+0.3395678282091752,1.1371606233482856,1.8680983849097244,7.619969067989554,-8.224250594023726,-2.9209022640181725,-0.43236036432633407,5.886274829595659,-4.230088884061023,1.74518555122541,-0.3039158851720556
+4.096425149103158,1.84777606240208,2.8746230367580727,-2.626379511428656,-5.10793497385023,7.399603368582525,8.17978739116893,8.564500818127943,0.9727060020224032,5.282233278383499,-209.05467548207253
+-5.570200003850956,-4.024486993768662,4.497888787800863,-3.94051665123778,-1.3909729807569593,-7.804529548282559,-0.17417153101639382,-1.8505727891297208,-4.2842995317389825,4.2756793967034135,85.81575533137982
+2.0063226452722094,2.0968511834177006,2.3529031367257747,1.3546099540592538,-9.97305366461192,-4.765807655808443,-7.366367990629577,1.462208848045059,0.7849829764250327,8.165951037160905,14.828377731481583
+0.08156982597390394,6.375792459454623,2.8700789804116456,-9.671914221307158,2.8913833425317326,4.168575630671134,-4.232374446333617,5.369825631574166,-7.964378686550859,2.443461978034984,15.387142604732627
+-7.691907162739953,2.9789643085659656,-7.398636211238974,-4.9660369033644525,2.8344923135236333,-1.2144716291230973,6.091866342379715,-9.939426621969815,-4.85174683413619,-6.610208645392843,186.81978162716788
+1.5429592851938545,-0.4789040766836683,2.9151800612081757,5.636519183200401,4.841042426354026,-7.147265518340598,-1.6172001883288534,4.229546448319557,-3.2173138263013334,4.75069583606823,-50.94303421243039
+-6.232190576447061,-1.622695753691974,1.8255096725336228,-4.010051274416247,-7.633213530674949,4.485489856956177,1.2116812479932038,-1.653706238415944,-4.4599951341622095,5.515885436107107,25.091627094780005
+3.2613478133019336,-8.173920373491864,-6.70477423929338,-3.774424146272921,-3.908505933328341,1.8847855851479856,-9.02703556684493,-6.424593069750674,-5.893553577975148,-0.505902876665878,232.8511885528364
+7.912005576434449,1.809528607341293,-7.007646139325086,-8.758346823502663,1.632282710776154,-3.5459906883285686,1.0198845663454525,-1.466994695366739,-7.151479190168926,2.020849264289377,109.64500123149554
+3.4628760226037647,-7.898728406207168,0.5780765831214008,-7.610714081654326,9.692621392366505,3.6593173993168215,-3.681500538657332,-0.49316271605326145,3.827416216119397,-6.9217351374971825,38.53606427436182
+4.720198892865419,-7.4210990055168224,-9.107474341322563,8.444046154774806,0.03502654818883233,-2.046329583684241,-7.257410273413969,4.4548537160467205,-9.885224484547495,1.3815143321718693,108.81057607407978
+-7.450698839556818,8.45922981780661,-7.828498624941227,2.133073508395227,5.5705965966850535,-4.4988024056625475,-7.9452586148090205,-1.7391925488644056,-5.042424454018423,-0.4875025359191776,127.35857991957278
+-5.736923439840915,6.533300192344235,2.933203663165125,-9.934028229343708,-4.894121404223686,-4.0479737421795114,-9.88747242553092,5.04434329441456,3.1191607771980734,9.085198246573265,-14.27684536277174
+8.950335141235788,-5.329559865762747,2.421927164141342,6.5206056147085345,-1.7312838563118027,-1.2600248451891605,9.596604637066319,-4.059363171460706,0.8629280227008151,4.716177397686742,-101.23152880965587
+6.0717867933218495,-3.6875821207231563,9.32602370930387,9.62174949612168,-5.108276423316791,8.035900101977056,4.390614565928113,3.2658419848710607,9.385703578522387,3.7507192586028038,-262.740256646331
+2.1761204964144487,-4.124431192790716,-1.0934233709884777,3.5169527337943163,7.579549265978414,9.489892245812579,-2.107300536444736,4.86403407148662,-3.554264036933732,6.9788532539403825,-157.58837800479435
+-5.321251456177533,-4.638381751673815,4.610766258221542,4.735234922311109,6.882055586399119,7.076021806033268,9.739177536917582,-6.856907862295256,7.080549534965224,8.975047013683932,-259.3110856935722
+-5.026647890570262,-6.128366695429703,2.214715739654729,5.2740322844740835,-8.263489170849567,1.7173204525811636,-6.50228139424666,-4.156422212331261,2.4773293968147136,5.106556774488594,29.689715037334032
+-7.291163106302827,3.061226313902534,1.108722182395463,6.431667851219873,0.8825628778503969,-6.596009270679801,3.8527855178623516,6.9243006453634965,-3.3849830911809753,-8.493805832721007,42.61804464033741
+0.6451825906928654,-3.5793884756865535,-9.572128101685248,-1.469339691437228,4.60173054889879,-9.079360872967591,-3.4394843877759396,1.6348513105796059,3.061500930918628,6.043880669482606,-1.0016969357023275
+-5.659438242820231,-3.6291081832773586,4.043087587467236,-8.208281616129048,2.477391335883361,-4.570313645129054,4.706309581540575,-4.690249031853517,-6.066724683187292,2.849818689861534,83.18569244383491
+4.7176219259215575,-4.101595843754627,-9.811450789231513,0.18958200407366954,8.315336548873972,-8.331787387366527,1.5866305681455684,-7.7235310350252995,7.003614886090601,-0.681196714219241,38.30522942849515
+-9.463678113310339,-5.1408841387582775,1.8424938638123134,9.965694545434234,7.919660129839238,-7.9865331216821716,-5.345550908822652,5.487631712503234,-3.634369415197831,0.6082158577060426,6.57136583761059
+-7.550391124762905,-4.407090801779024,-3.670129925557284,-0.26891058692968706,6.177816874106108,-4.449874158972391,5.453509947318016,-3.3060746372385097,-2.0219685713952495,-3.6904643332854326,70.62871310607377
+-3.563208062341998,-9.113857832527351,8.383130961749254,0.060517060924969446,-7.580674506662488,5.980602750277053,-7.509333321149734,3.8932219557695036,-2.343534801905185,5.1443984981025315,-6.934187449271128
+-1.945708688418124,9.594073130171669,-3.7268915283929482,-2.2525344490915744,6.680379449410605,6.911093676801093,-5.848937805561658,8.18438524949996,0.21098464581180254,5.1559871605229635,-146.66915897912338
+6.92432454959881,-8.544718614848794,3.258374583786725,-1.1240757624391229,7.1537009490635235,1.7691239867216835,-6.735368123467511,-2.1402125048022547,6.564132104933322,1.8897623391429241,-51.40598539114484
+-5.133920673150545,-6.358564259911832,6.617588319802518,-0.8663448125908668,-4.849721793381003,-3.3996959085918865,5.156145215865702,6.4505744861144265,-3.6007665071484896,-4.789381811426329,42.691565135361586
+6.919525204873754,-0.8097649490840975,7.143305725156692,3.429712691557969,6.93900234987153,-3.328171798969932,-7.901348004423832,-8.212861762763348,-1.0915962630241927,1.422485910112361,65.8201829415169
+0.6467034989651532,-0.07558959735830095,5.4642008495776295,3.1783751932714432,1.4788948226103105,-4.870803576806284,5.7976379135824825,3.3517770928807344,6.552195193843639,2.0761154531608073,-151.7065804925869
+7.713656013176142,-7.594243091381729,-0.25704188875401046,-9.495724011959528,6.130459015848622,-3.7647906129574404,-4.243711474680993,-2.3121451061670717,-0.06860413020331135,4.569421541181207,45.53527662173377
+3.478954172836768,-6.635736906590159,-4.559872773441025,4.63328588959839,0.9044047655514298,8.496564717916833,-2.592845350730779,3.704618226977554,2.8750021558119343,4.143781601265102,-125.85669091637367
+-6.198708270037536,-1.5576773432535163,4.109282000857107,3.9277200727623396,2.883804176261562,-8.574293701441073,3.0984617331134157,-6.532114037782981,-8.167076666038595,8.544853893664136,39.89767651995859
+-6.49431537424936,-2.592187481060355,9.096150673597641,8.06076702949415,6.63602917463284,4.743973756605486,6.979324589838809,0.09685960299864016,-5.301676313588571,-1.2782173945425046,-95.75050833303872
+-1.0147819811138237,-9.484754593684041,-8.683333153232857,-0.51252497079745,-7.8906647470430595,-3.5854610599418235,-7.843126218437682,-9.486049631669637,-5.177678484520747,-8.671488609805227,377.15416281325633
+9.804908890440306,0.06723797557277367,-8.232704802803813,5.803339089809105,-1.021672671367222,3.940753654775113,2.3243429913814317,6.9797724415201845,-1.4157572802194562,-1.5023932018424246,-68.77025256459521
+-0.5211104044874459,-7.421115926378182,3.05478106938581,2.8407428042691074,-5.012422745509822,-4.722671642410596,-0.8990050790403092,-6.416782291847552,7.015930956147198,9.021509096920571,-43.37342265803277
+0.8470815676067911,-5.6838769370596065,-1.9062457160779367,8.905373087440509,6.317663370401179,-2.0594045544757744,-2.4749392506175294,-1.3814172775661837,4.765683396998601,-9.224437803874082,43.081543163683236
+-4.436105931006047,-2.7808288102681966,-4.627265736357136,9.049728162130332,-8.86175541216531,8.544028121958343,-3.9038408694327664,-3.462528348922813,9.912261516895848,6.527387721069773,-115.4090047183968
+1.2601747633379246,-5.077613000325933,-1.4936553138364683,5.392132090520169,7.9993978916807285,2.253551162795815,-7.38206186097776,9.73029026764435,-9.20780318687629,8.322033579624645,-84.88474290394647
+-9.473609620388483,-4.413737362468455,4.287726393460687,-6.331297748999864,9.384524063259887,8.172940088936741,-3.420304608871072,7.248967320250415,-1.2413557253284968,5.9647282002980955,-144.27171201113777
+-4.885059525622831,3.51871068292416,-8.732856011028582,-2.449524495785733,-5.067841332638112,-1.679578258158343,2.501247768893511,-6.2036240025661815,1.0348728299822052,9.524388131665582,-0.199180453734777
+-4.044783198809679,-1.4061537278885305,6.6925584524651915,0.30140597008349035,8.012961024239091,-7.356203347371308,-6.283267066596525,-7.985718129235981,5.433138028105997,6.530218367806169,-13.815658876534778
+8.643135313043349,7.449579047888464,-0.6021167291093787,-7.611423919018581,-0.5055975062141238,-0.9060658864252003,9.665275139956151,2.457589011846286,-7.8819128547843675,-5.542811814674186,58.62017492541263
+4.970185258330499,-7.09632199688969,-3.9173372561523845,4.398417765651413,-6.758596845600636,-7.3745870445789325,-4.720639556469597,5.091723333008509,-3.281249498970884,2.225871481482724,84.28555765362428
+-9.105455145129843,-8.553227548251554,-5.715486945710026,-6.752772135734539,5.427785804495451,6.202562216832714,-5.526891456002603,9.15219722481125,3.2012947736103725,-5.916666647881272,6.321963058050935
+-0.12153320152284541,6.29409628713095,3.2544555219499594,-7.936119960142751,2.1554142952232658,-0.3760666067362317,3.7768484597437357,9.075363954697085,-8.476073996427434,8.327578017136767,-101.9719259785212
+-8.392783348934849,8.181724696532122,2.3601479702814343,4.155706014980458,-5.935663783564243,-8.702885352347131,0.405589724304809,-1.5217260518960218,-5.724210000800265,7.074028255993936,44.08922422960805
+8.99532695150992,-4.028610371615102,5.2370902519081675,4.654516425162669,-0.6639396147867083,-6.515603713738725,-4.067897027624763,-4.00112326306457,-5.060502600338741,6.87468353145003,47.68883316326521
+3.618774502623203,-2.088500180075894,3.3369586209099267,-4.387093621852161,8.5321969692523,4.520090814545037,0.3657987885990921,1.900479794949148,7.761269615715582,-5.824601639702083,-86.44684394360796
+-2.673630572770209,-1.1836924802618332,-8.906742452880147,-5.575844817871863,-7.163671245154168,-6.454031893091459,1.6500654446705676,-8.840267778375019,-5.551318269894021,5.6843571104639405,183.5759527195993
+6.222729424333229,-9.25160216474387,3.5787308980724686,-7.700002138669133,5.693918147084814,-3.316705233159092,-3.8292081621932783,-4.427278666250196,-6.510384017301836,3.078163998811785,117.12448206534513
+0.5896138963607989,7.716716535963419,7.649452715205873,-6.3333681371555155,-4.094711745231134,-0.9266343876648242,-2.876462627031229,-2.032450551760725,0.9339226246091736,3.842263461184101,5.261562964554874
+-6.7888683847018,5.625035188260002,-3.0392050930427295,-0.7805654632537595,-4.3660955949148095,1.7298023849506228,-5.82159782533072,-7.370309424238533,8.725338799627266,-8.658783858546187,130.37631491012814
+-8.559549218495823,0.2861254969635474,4.189040949247342,-0.43477591952802985,-0.2516258540523797,-6.269655560329886,-2.0354051681325758,-2.856943735128088,3.70049965777848,1.233275302188066,30.939659328077035
+3.8009835385888113,6.636370061608323,-9.051875345756454,7.709826721386017,3.603744967906004,-9.092987059763349,5.346786219659085,-7.4904329562134375,3.623754493153517,-3.143509078547706,40.68740809633523
+5.334210570036904,6.242488414591396,1.1535087107283237,-5.653349598302664,-4.534673343385878,-3.010442394977413,-8.165528083065709,4.6882108710539105,2.4955480219347104,9.21066228195672,-49.18370933771559
+5.400368465947607,-8.76800075101946,9.576238133563212,4.155782717161309,8.497390769028929,-9.968967972432964,5.128146856615878,4.095880591684065,6.941372019020429,8.542038476043007,-229.12140337114315
+4.8263512375345545,0.9862422445141261,9.845996037667948,4.970582201003076,-5.694013358090668,3.9940343232208275,5.783483355635504,6.908916177705542,8.87183601229875,-5.0639324276574555,-173.53261104664077
+2.152729699791447,-8.47030407992685,3.7939604492774825,-5.702927529141779,-9.1144833926253,-0.06465652763566476,-5.724902461673844,5.894381164767215,3.527815734582309,-7.677871077055909,113.6995025152004
+2.8032641056947827,-1.7768431280311936,7.212083188722829,-0.24084070446660943,5.220752159964219,8.023959733847194,-1.1047627277958805,2.9795164293333776,9.315719368750612,-6.754065708808204,-122.7425784630785
+0.08594342031333246,0.6297422825261534,-9.411175495235028,-5.639028982365641,-3.5103372091828855,5.96535953092874,-3.639236569390649,4.2690412049884845,-1.9767109440050201,-8.72373847844296,130.7602902900925
+7.806591194763024,1.7465069771018604,-8.2236045402103,6.613050743762454,-4.766549816233532,6.172871601586307,5.531034255847047,-9.552062996706645,9.030358618472636,-7.944772114832048,13.446438731934762
+-6.02520602814911,-2.3677664886852057,3.3292166030712456,-2.0649677821486034,6.031630371957084,-2.895467120311215,-0.9236710788417812,2.7718915479186523,8.295509334047196,8.79398376657244,-178.00322460833658
+-7.28769589914724,-7.428505870135762,-5.428543060176829,-3.296900303664474,-4.570645830129281,-0.5958416670419298,4.579689121574091,-1.777905131606663,-4.782189284780854,8.235248889761468,24.585412324473612
+1.660547644943573,2.6107672494466705,7.801070356979098,-7.174262888448899,3.640503446406913,-2.0718459397276745,-2.1766806557219365,-7.025585067652857,-3.3663681868914908,7.313497552168224,24.395463350166434
+-0.07290872817048877,6.171914144157979,-1.5476792783285886,-0.3106799521730186,5.584894816929566,1.797022073297423,-4.606145765868526,-1.1581189711017026,9.599884397732275,-9.59285636311675,9.528401755232471
+-7.510095369202863,4.441887993474223,7.395883752948893,-0.5194135441921133,-2.5767011390190175,6.668919083425882,-8.766946509558569,4.492861698359616,-1.5185250766295755,8.621467779488123,-92.18083880055485
+9.571515031569538,-7.6683835498113755,-8.593401285356405,6.941700523552024,-8.013889490671184,-1.7231053336186286,1.5421391568667886,-3.729458807730246,0.531553677247385,-1.07021316018459,82.28621019859186
+-6.36997229725659,2.1477325045365947,1.6438045792612366,7.778636149428635,2.1010479234795487,9.33963984917632,-1.835173081457846,7.466662787145202,-8.222866217928267,5.903609927647196,-128.9275991681407
+5.213147341787159,8.263360198235398,-8.281433234247903,5.492333199260591,-6.297557429714042,-6.695288127986407,9.025568923849498,-0.10526292771257717,-6.7284096821142185,-3.9442214420652344,94.18011649483607
+-2.247884752122209,2.7260212576359266,7.6530516305082426,-9.533117663643216,5.925738372106981,-7.320269063644389,5.578063035038971,-8.283932098864348,-0.6426115989356163,-3.4138039106982943,96.25536990764189
+0.10214432667861928,-6.950871361908666,-7.70131129841462,-6.188447625376017,-3.4303502594345447,-1.9272861724466206,8.884029995522244,7.172546961925934,-3.2447972786941848,2.856554539906253,-24.826753324927278
+-4.341243708586326,-5.470721314120757,6.726149448574892,1.5846407712910549,-1.2040136298165316,-7.878123891141966,0.8973722553725816,-6.848151631540482,5.558148914311401,-1.195028398696465,55.17389123221099
+2.5665120908469485,7.691553479009425,-3.2417575444058677,3.544890215173253,-7.639966145874688,-2.112150974039537,-0.31569331604146766,9.342663495108521,7.10935191019002,-6.724188319447146,-37.39768794927001
+-0.33278114781696067,-1.8784677245835257,-6.315040042333617,6.8960959134481055,7.698528552943531,-0.81019734388172,7.825475371449975,-6.365923914707179,3.010695219597437,1.3705297114694148,-79.63057049877001
+4.492270804725518,-6.519696973133597,7.439628090569599,6.340804319063064,8.526081820082991,9.32274084123331,-8.366651392158811,1.0802896561692132,-8.305066841033153,5.249286825106443,-62.37629171961053
+5.018036074688914,-0.7005929633573782,-8.790134249591521,-6.0807101762320315,-0.6997108578821276,-1.2979158447851957,4.683304428151218,-2.2816695626838857,6.604416222730938,2.61654428549313,-38.27758836031825
+-2.1198591740034733,-5.305942460204025,1.0100962880875097,7.260044552291958,-5.479539301325036,-7.188150143598266,-8.515483253461413,7.7871895111980365,8.90700283863971,2.4181696685066623,-52.33622555086952
+5.398633824806478,-5.896087766219209,-3.8352482680413025,-0.49834435248535813,-0.6603192282183112,-6.72478334476315,0.8854708991763416,-6.457141875044348,5.61259185126282,-3.422240269464125,96.72019453627728
+0.38408935485302553,5.5053735814242515,1.9363208329430326,4.747426230088385,2.5302726233974715,-6.632593454895133,3.7999082325724265,6.231855117703329,7.138678318300727,-1.3764379611618094,-132.2120436827655
+-2.333132258382302,-0.12619896644157746,-5.977553859079803,-4.60961969749161,-4.285512323137272,-0.7986195262856022,-6.313953502971739,3.2184517965780746,7.893328601277272,0.9866246865910822,5.19869963287803
+-2.339425549773939,6.320555409858757,2.5708597754804097,-6.628268895996124,9.522175195416372,-8.157254654881507,-8.639710684971828,2.2182914552863586,-7.360085359644066,6.504885994369878,56.740033432010925
+-2.8332596582526803,-9.92027878178394,6.636028679069779,4.229532547324499,-0.2315727586100258,3.337638210134952,4.53232039635221,-2.596438191574366,1.798864369079114,-8.417589333722033,26.725471822015294
+-3.7026159208433573,-6.205372158190348,-6.1767176199393,2.7851526081111633,-9.63711349211873,3.5599825004388497,5.698589768427327,0.19948056758960497,-8.416971632147556,4.344602381561673,44.481041711108126
+7.248563886410071,2.085295431904197,-6.5139560343343845,-9.205127203026775,5.061653734498835,-7.557161538722291,-3.8502636603151275,1.2854868448148493,-9.789748966369668,-1.4293262001218165,187.8484496428859
+7.185166947746597,-7.550461274303622,-5.025254202282179,5.19889990238668,0.6326822657773468,-9.939524088377588,-3.3067848771055997,-2.8001036890702613,-3.460661608936002,3.4239104543944654,104.0921282856852
+2.2141070762703263,6.9913232337711655,6.268794928085635,-1.813173833787416,-1.833335474913489,-2.6316435067223165,2.079763824825007,4.714617810060469,7.296827056706736,2.858785492185587,-145.54626200841022
+3.986917038845057,9.597196141844739,3.125618602637217,5.72430089539367,1.310854712057563,3.9898570593126625,0.5282053272208387,5.490041429887271,-7.199487633855495,-5.589358498273014,-10.224744408005531
+5.649417392504866,-4.192039135620691,-5.288810109459805,-3.846516849689108,7.686816857856751,-5.537182169647689,-1.8845100371476686,-5.866613380382399,-5.481730472585607,1.4248156355426356,126.75014945442216
+-8.203094083657147,9.98397063987917,6.590825232457176,-9.976262662427743,-9.151514020281152,5.066250857488017,-1.0190524272961121,6.925980572767507,-9.038439917448711,-0.19916072595817402,62.16678113023732
+5.544522675773442,0.160425689608521,-6.460668929893334,-0.7618109499066406,-7.0768231063146665,-6.206547352524209,-6.1979571126705775,3.016446707054534,5.645494887677072,7.755562577199793,-16.114314087029012
+-0.3379559310412672,8.670572395143243,3.9545004540962925,-7.739079042346894,-8.144129446728831,-2.679409774158572,3.6414949920159945,-4.26950442060255,7.4574123698889245,-5.206709289357678,56.86408500680022
+6.564269325404677,-3.411772298441982,-2.395020798469285,-1.3281127261422987,-5.753541227135286,5.424456442012495,8.62455270908807,2.89635742968676,-8.3071854698113,-3.264462946711746,36.78213198665711
+9.310466774243501,2.7105260558712563,-6.708155091819168,9.656440478801667,2.8090859972578475,-1.0875336883922615,-2.9799341932950707,-1.539396048633761,9.00215541197184,-4.518896763168378,-40.24225409259459
+6.412999266812756,1.3969185027100828,1.314381351905245,5.124209888704916,4.757209828426783,-9.669550599879905,-1.7264615023781338,-4.021688442364962,9.229275454913331,-5.02500508868062,15.105092904917566
+7.210720162675253,-1.1591461375584577,-3.878318564082588,-8.323221086878094,8.97760574053206,-2.6058096479464754,-4.573085143392072,-4.099677371894184,9.575683691819508,-3.131749947979028,24.081942423390707
+7.460210738046362,-4.628310489519823,-8.961404977041534,-0.3060640945403592,-8.060834341725496,-5.941969511777794,9.41160704150482,-0.5085764370930779,8.785128424690743,2.4138780983166597,-55.36625476344052
+0.809226289711511,-1.1063310291267037,-4.249574302400456,-0.5972835432675505,1.935113187606572,-5.565727498143986,-4.747555916485375,4.139804881067494,6.786293895634334,2.868047831607372,-45.51359376045623
+7.637897953253605,2.3500099834517774,7.738267896922586,5.73542909487921,0.626368691998076,9.293669330479549,-5.956415353771101,3.150908000318251,1.610703218820193,5.197968922664254,-163.61134600265697
+-9.263571561134238,6.600708717519764,-3.93056726682133,-0.318519448565302,-4.626735798997426,-2.9787969574673445,0.5322024983222229,-4.918938903833505,1.6357305808516043,2.6775569175712355,47.083535063543216
+-8.281411170836408,-6.080671885528441,1.9293091605505985,-5.958326853043008,-0.6276439430342462,6.923603177205413,-0.42864437998938465,-9.682404345671841,-1.2837214954287135,0.10737710734817218,95.17252060663927
+3.959833448191714,5.868021641446095,-7.117763289685579,7.734931794450485,1.1362834003359756,9.909482622910343,-8.421424646776119,0.6925973389297213,6.8183914303495285,-7.281076105375308,-22.32391045831915
+5.477241253018215,-9.247236634256614,-0.8006165264533505,-5.706423087344952,-0.2344495708158023,0.9904762769732756,-4.1150716392885105,-8.187386538087726,-7.001051813769676,9.11370147167859,103.72587317717401
+8.87592288164563,-1.9382687959574163,-1.7249090279449453,-9.370541338082754,-0.6691285046591067,8.154684782259686,8.595961559740337,3.4179110655847977,9.379976947377632,5.29160930542218,-228.9878530622586
+-8.9353793172538,-9.032752692947987,-4.269488978507335,-5.203068060163631,-6.789051641342832,5.482549947631544,-6.444961079286,-5.314812072630504,1.5004820612384528,6.77460952036169,71.60476678583974
+1.9561311156940708,-4.473782838036926,0.3769122069305175,-6.4402375682627895,-9.628000453855346,2.8385701477824954,8.03661172348507,8.201875847517812,3.305669213303839,-1.7259743523240356,-67.72267961906786
+-1.7297038604896486,-0.8645579331900577,-1.3882097912903713,9.784747879166659,-5.313318160686659,-5.123284704256871,4.261906616870139,-9.056752203405647,-3.205553596402657,-4.984207180403228,149.70653574308443
+3.6614159455579642,5.171748609626594,-2.856871933799383,8.329746236987647,-6.36523004544676,-8.873647984522721,1.9363390678245462,-0.26499626029155676,5.726872938091711,2.626118297826361,-39.06083642345608
+5.416016038928866,-3.0583644788885556,-8.359840640538001,-4.240423039412904,1.4474333091876934,-9.414617807196027,-4.546329807349587,-6.875774651249826,6.12713016073092,-5.39603998026247,180.33951307927737
+-3.7211115564808606,0.5669896949716979,-5.633023429173154,5.283595647858002,8.427649338374083,3.402366578293259,5.1538032199122075,7.0681045411563215,-4.889197758689878,5.842708720559369,-168.67543747440266
+-4.853676898001307,9.964881046078187,-8.153346562298925,-7.231658403611729,7.10089713238472,8.012556837270745,-7.2702089921319235,2.3183328363553435,9.530371610123517,-5.786446688288471,-37.38285990184748
+2.3887920473125956,-5.103229959544593,-2.2244817536660677,1.2243913223731084,8.799891157783247,-8.580872758042531,8.08821405283448,-8.85624397103058,2.568905323000279,-4.761413957127527,58.79584840701808
+3.1686300935911316,7.113785622500128,0.2602352590231094,-7.53621802754318,-9.343829778571699,-2.5338215256189556,-3.61328231064183,2.749005147927388,2.4347119216696678,1.2939427726081787,45.91193588094871
+-0.10247066861447385,-7.318547574869174,-1.230940913218903,-3.8919029323841525,6.932288273560774,7.3930480046316704,0.43701355796270214,-7.955897049199181,-3.7943799706758874,6.515472303527017,-11.072702432941107
+1.742194491098319,-4.091000754931191,7.007248412898985,6.211300970319407,-3.356096732233882,-1.483040298728533,2.983195303711661,-6.203605228180351,1.3782626856939761,3.9436254068403254,-33.047076388962864
+-3.5762588165786613,-0.9805069576201308,-2.8891017229976845,-5.522406424302866,-0.4060347773103201,-5.867705238933958,-5.740628564892754,6.599636837725875,-0.6717260916581402,8.09371479681017,-10.634730598844156
+8.690216304590194,-0.8631986859533658,5.639302606909773,1.5851738072247734,6.86519577421516,7.528138738694041,-6.889666879750742,6.76424131509505,6.760982436215704,-5.033350106875285,-122.87535881043092
+6.553876983249447,-2.6462997152493095,5.163645359600668,9.439135205045448,2.866387148385563,3.243859720831388,-3.8804184382494644,-6.248100157045064,6.55675130506713,-7.69524579438025,10.073554726168439
+-8.993397525308138,-9.896190439278044,8.477674959458891,7.284986299964753,1.2599748745513928,0.9026913290768213,5.206920846816184,8.620499689789218,8.685677399147579,8.45043639775408,-300.8120504488842
+2.973090491792807,-0.19500251146543413,-8.538493653727613,7.443086513664774,-2.602529370329534,8.24359654207064,-5.518103617580614,-3.077883736473408,2.201556128444726,-6.889267383139823,72.47407446583793
+0.14805523219740824,5.168425864313204,-9.937740172563744,-4.907781900737895,1.9151721186960824,0.3116153341878469,-3.6467144242967,2.056202365513924,4.480132519931271,-3.631828816183311,35.37223281165901
+-3.4691811189640753,5.977386361718389,4.262974527485472,0.9678723048567139,9.058611365409106,5.855921236464521,-9.285862596183465,-2.960248436213404,-0.2979445085439747,-9.05231087824544,79.55490239912999
+-3.693197869305158,2.6384780171622424,4.197107226932227,5.8328236660953365,2.324547661646106,-7.749534261965212,9.516817739787651,-3.103098196073144,-5.179190605815,-1.6433482352057704,22.095368747030424
+-6.196429923278934,8.682969044730367,-7.375869392665171,7.665674268949989,-0.952136033825921,-7.258390652164075,-1.7641937807324881,-4.595684821704311,-9.298407084677887,1.3207466591908457,151.62735028818705
+-3.299839718166946,4.7529507690786925,-0.4449324008579114,-3.9627566961005134,-9.396897708874729,-1.6394172177737043,6.338730002848633,6.044105356259277,7.2554256330917966,-7.51713738552178,-11.147510186624414
+4.1807235664012605,1.0615757405753778,1.5266503028747302,9.897506670330916,1.284171543718522,4.678619747829831,0.1582109575944446,1.8077801124287274,-7.441112585318013,-8.361095924009517,53.73287911325877
+3.6729131584663754,3.103301441898958,1.3869822986666058,-9.75599707152681,9.037151019781556,4.177622825633658,4.6307976374974436,2.9190365167608068,0.9957317584396974,5.315674256500229,-159.64198413403525
+1.8492309889095804,1.577124569564352,4.689643059769095,-1.500493789344497,5.892148391534349,7.049576961026989,-3.450507989984728,-8.898048080262138,4.985001986493325,0.17183678897984223,-32.74654516411167
+0.8878780884955484,1.9509183777863481,-9.560059846866778,-5.603353526116677,9.21510477171365,-2.6614274067569177,-0.6606752554169781,8.534116821818095,-9.84620747916795,3.3284951927940343,10.75323089897583
+0.3401954909760585,7.517214423327561,-6.708379438369498,6.545465740672793,-7.368157113778279,-5.424034501344021,7.119538246168117,3.7594033121599546,-2.5004060232524816,-8.082592102714358,75.20093311562411
+-8.96003190865471,-1.927459398946334,2.550544998908819,-6.832364255359719,-6.665947483946663,-9.810362321984305,3.335094262981393,-4.109723853718954,2.279768687789747,4.234591885473362,75.50962551155583
+6.481400028674258,7.2389996087992925,9.775988639069293,3.0992088510439864,-6.296884708023834,8.940196410735275,-2.1784441724039683,-6.723025753032212,8.729943195218926,-3.677988333207398,-54.3463813294768
+9.238793220938664,-3.267194217043987,4.54633235245849,8.845855510330987,7.128868275553963,-4.395247022159976,7.063663086679037,0.6682488715183954,-2.240190387646299,8.969626746048805,-181.53455474481817
+2.1837852627891707,-2.109562647988523,-4.490595374332312,3.9224618042887327,-9.63202531693378,-1.5023322337668188,-5.288623535622419,6.632833850774338,7.131798545434592,-7.642439147204101,57.085162023984836
+-0.568680570285629,8.08662818793425,-6.654614405516252,-6.318398782878523,1.4973784425964154,7.276893848659505,9.786294402156631,-5.236453031603052,-5.250561454953225,-2.9891881307304558,33.4874658489121
+9.123360349262022,7.811037403387166,-9.33866015078683,1.940869216541301,5.109572750862443,-0.832625471563313,-2.986491198336112,2.0746833214723037,6.627790063778414,7.8012163947420365,-154.99670882739463
+-0.15580662612922014,2.602810449983768,-6.827741822030595,5.998327654251292,-0.09524542631742516,2.0727013826541185,-1.5183617283638862,-5.539003320336528,-4.738326497318528,-5.320754795612794,133.7190335940187
+-7.06607063230587,6.5465925515288115,3.967102759769816,4.146809491727681,6.189846262087222,1.2206316576443732,-8.747388376254829,8.960250632648876,2.7594202352662256,-9.36931202707207,-10.9583321176078
+-1.5916294243171025,4.093145497168167,8.245235087476729,-2.143124377148491,-1.78653780152642,-9.36257201579048,-2.2760100909410452,-6.032596186964206,6.730141752091878,1.1426634557778592,37.644183796293966
+-1.475053435046234,7.845697995941041,1.982570046515617,-6.603060717134543,-5.088297102082198,2.8927886383883394,9.591381145895319,4.015613432427083,-7.243405576636334,4.56420331047227,-61.723303939621054
+7.1322422233702865,-3.1564018093792656,5.566989794526853,-1.9349390211920903,2.233845922309343,-5.358581517787828,-6.00408593545346,1.5693315875862512,-4.996587653113018,5.963425167976593,29.517033351134266
+5.42075458488169,-7.459637482200783,0.523507161796517,-8.3988014842312,6.474374858842613,-0.3213932188807367,-4.628228459119359,-2.8590339314387925,-4.538770678600407,-7.173696746364526,182.42873081008204
+7.571415496793876,2.9038437682070484,-5.999282234446579,-2.7247189624040313,9.205796062060479,5.0592427732419125,-3.768838209435046,-6.984123626653518,-3.869392552310189,5.620701232500329,3.5610606833789884
+-2.6075960183169067,-4.756492034130337,2.585814444328949,-2.5554229560757125,-9.612527789126478,4.599953967464138,-7.6534098483946895,7.28866294531155,6.130126313693243,-2.5684076906961795,5.12030646341176
+-6.432137696147375,9.04543135045602,6.986256266592892,7.564093980996979,4.489035624512551,-6.76400148186908,-3.708241857661192,-6.256016223808018,-7.4978656685424045,-2.4248045034734167,126.5585023132353
+7.159927605349965,6.466907407816523,8.85701802525043,8.57246710029825,-3.7055648886799775,5.800659993952067,-4.736722012144259,2.7147955102333365,-9.5262412409247,-1.8443669830511555,21.91230991199253
+5.106427236612423,6.9554822375269065,3.017110701823711,2.052708152069229,7.410849537710201,-7.013810023100497,1.8858466478971003,2.196672502438861,-9.97203651694399,0.907152117090535,21.78842868458652
+7.231785564363056,7.811435304638826,-8.019878703187146,-7.371579556953027,-6.641312862160245,-6.912094208750743,4.280255839020663,1.3544579693211145,-1.1358403138941964,-2.3977136416950673,101.30573218294917
+7.205622913866208,-1.1155644372752826,-0.1039805999344523,-5.0853321749840585,-7.6754171486016975,6.947299893678711,-3.202939168237904,7.341869537009691,-5.02369333266893,-6.333640161696714,87.38763710222582
+-2.7368986949936103,-1.552600329419267,-8.387759517493159,-0.12104812691928313,4.647726540881212,-6.028559946959399,-8.905795040697244,-1.153265708940252,-6.53182776453302,-0.20634647288651387,180.47040590981234
+5.4280079490832005,-9.493633214815917,0.00215665321662728,5.487302331465904,-0.3141569109065623,4.171501811111648,4.051352960515631,-3.5852121403963855,5.300560896427893,-1.865449000297832,-56.89158987782239
+1.2875038853960685,1.9746259248313924,7.359665933238581,2.7366928708800575,8.95350731447705,-0.24887076194618274,0.962354273480519,1.8247419318119151,-7.3231231348126435,0.38045097998966604,-36.910884365903414
+-4.6029982473273945,-6.874042085516812,-8.200439817661042,3.657607393089113,-6.220552956478702,-3.65786355679095,-0.665617602707107,-4.161568118465531,-2.2924326391239513,5.454060113533458,88.64913738252434
+8.877228673907798,6.277807257926136,-5.2369081938885405,3.267020803570615,7.28546677215427,-5.7604207769012605,4.379049786728151,5.3176061735361895,7.808317491593049,-5.130801069050324,-108.81784241889525
+5.215265095546258,-6.492675769303191,3.9965259340644166,-2.3075625822739276,-5.764484916599253,-2.8664223539390976,-3.5483785640231136,-9.903789711788395,5.496332601982308,-9.102325080229758,199.59371910221532
+4.456777159885192,6.816476228798742,7.884830567407846,4.37282217634343,-3.5952048512701973,-0.418028741444918,8.230081560814273,5.186150741394404,5.176481126955929,-5.835471342030509,-123.1841630398992
+-9.62383865462147,-4.543920988544892,-1.186579671688539,-2.252572252178353,9.695795582456292,8.561706238056255,-3.4139601657996854,7.996944127052046,5.901511372112276,2.544702748328951,-183.5414241790145
+-2.1696368610922145,-3.696080168539928,2.4252937027033616,-5.911168649952295,9.686326967142229,6.654724814480448,4.9991253692187225,-5.425735725936436,-4.425792712528878,9.780360089706326,-108.95530491646237
+9.24904654463571,7.063632491539023,9.319896800457279,-0.2792061115240818,-4.590188603392578,-7.457447476197485,7.705093128304936,3.9831395696708727,-0.0588306342669509,9.276887535065445,-157.32341950010218
+7.9681649768771035,2.2577333387948273,4.9499405406929675,3.314723573716609,-4.145686526070866,0.45261786457505115,-4.251491168777546,2.9233211578121887,6.1103196497035555,6.928921715374856,-136.89075200588184
+-0.36915901754221325,7.796639179176923,0.5611984337586917,-2.4696042312976663,7.452987868849446,5.805443014923506,4.794836142572758,9.322209507795076,-0.46215578648755473,-7.377762600800444,-105.18214166382333
+-2.5218329623631175,2.022554878035101,2.531594960454895,-9.42949854298297,2.681669217799776,8.432350108029832,-3.02709712703483,-0.2595308149614639,-1.6146967957256586,7.834537677988232,-72.39248442475585
+1.1100593238285295,6.904154157973852,1.5586535136733648,1.800322380265753,-0.013193987820656616,-3.3667244306589805,-5.004510057425,-3.0847997625235757,1.4951195477355839,3.5855163063052475,6.887158779841693
+-6.926263278135119,-2.3292490367866225,1.6373313738465,-1.9090858256406729,7.1780003504080785,-1.595603278175317,-9.429173735715013,-9.130363949893884,3.385226569198909,-2.74922064575871,127.58355595141613
+1.3578827517300773,-3.3800655788647394,-1.4132768474351964,-6.860741777341824,-9.30143322878511,-1.4589286881577923,-6.963279408973979,-6.295996730993267,5.475019071181702,-6.378605201384914,208.32807718752863
+-6.450156322377292,0.29678567074176154,1.6850643758001516,9.828705599453516,-6.871415775430294,2.6945242213070575,6.5407565743391105,-8.887080864905716,-5.646723929197086,-0.6979032624753057,67.09748612130262
+2.504605578967969,-4.522658760545095,-1.8000211515509723,2.0492588015470248,6.411904597120477,1.725293590155006,-2.9949695170134527,8.900701799931978,-3.0188339751641413,9.608587701867187,-155.1693051266104
+3.719982238387143,-7.712985487192741,0.7507630745294835,1.647306525288481,5.430156302966241,5.723203954570886,-6.707899834684454,-0.8874969221451701,-7.152493237404965,5.169011377512662,11.423215977390768
+6.741904638557228,1.9491819917193398,6.836316214602394,-7.68701378833196,-7.7820726593484135,3.773481584848999,8.424974670994134,0.07923571114211825,9.222739907640701,-0.19690298834245112,-122.70811754375629
+-1.351711796512196,3.458610825204247,1.1302067669718752,9.446243976319238,3.8390908086484643,-5.256060668373785,0.7169900905593529,-7.6321542052989555,-4.934135346869479,-7.958262593413059,148.40438914743183
+7.72323233450225,-1.5558287253701741,-3.685090848887478,6.098589711456317,2.0395603296687748,-8.287979275726254,-8.047324280406919,1.7254956633392138,7.648381392090126,1.192036559268852,-12.281803396016183
+5.135934437817169,3.9375017471833096,3.0641382816311835,1.0689339374441054,-3.8814748414435662,4.600887898997296,9.432579710253702,-8.557124978288392,2.8435945230072823,-7.658435905138186,22.245118243283212
+-8.011543939062618,-9.41544550771227,0.19309863527550597,5.035170439985164,-3.344261651031488,-2.8325130539544796,-1.8963778425017264,1.1816928442572783,-6.514474855870256,-7.564919278241464,181.0684264338847
+3.1364643542898207,4.065414863135109,7.710136106779721,3.1040899190624294,-6.497361635958172,0.03806380216234473,-6.762081992516946,-2.36614258933064,8.603846434232638,-8.279783398357623,60.84245574844171
+9.879603116237499,-2.83611414597595,-6.733510818614665,2.6913496630664513,-1.6323990574251002,-8.616742600998847,5.703642956286514,7.60920745991402,2.109184677454312,-6.607700327354076,15.012049601116823
+9.346208200219309,7.893617252047827,6.292532840772854,-5.519946470782468,2.022506441112315,1.8065325509478725,-0.48234723547021074,7.274031590126738,-1.926125886614145,7.363778992798453,-151.0636784561131
+2.294083581984685,2.5096496269283453,-0.39111350280317314,6.409032108857284,-8.284416189256723,4.842123347078355,2.903798743638084,-6.195692327118816,2.0792755492217885,-4.607104572597445,41.55951541463663
+-2.4513749208659297,1.9431206479242213,-4.768769175103758,5.063775276375846,8.450564006858016,-5.369680442604141,9.126277579078089,-3.168453842925556,-1.8540116809812512,7.846896054522587,-114.94457500561158
+8.369209536619822,0.8644919105265458,-3.165947748380029,-2.2185577320455185,3.688817734396581,0.7076731890224441,-7.994794757100596,-5.955379881935004,-3.7192602335868763,1.1856517921163645,115.5479820109777
+-2.6153647692182025,-4.484615314080425,8.60083651002826,0.15589681914715658,0.04130927509709892,-9.98759305044567,7.971072505869332,-7.318978510835308,-1.4236112055854777,2.5478363758196876,38.58841925499606
+-3.4651348041809937,-4.87328294570073,1.0296253825700075,7.953588245455753,-6.43837671429452,8.597446862331095,-6.145367482662616,2.9567329228977535,-6.900815714402524,-9.500393913563673,138.5809787693935
+9.372614231871,-1.7891279652534497,-5.176695938609097,-0.6321010060852172,4.278385767872484,5.954199398222533,3.5363841899877335,4.151010403584174,-7.805740937375322,-0.9472880046713938,-19.818875095814878
+-9.641867965104808,8.645676726932015,0.2344313892437988,2.5354603451437585,-2.683916527406063,-3.8764523675075946,-6.345680616968734,-7.8867411691774585,1.2476768304632224,9.370634254226786,24.297744074177054
+4.23896722707857,-7.017087970327738,2.1931903154339083,7.389579451574544,-1.382437233941125,-8.941583723334425,7.071231805572539,-3.7497610195945175,5.709416827253584,3.7450826414138483,-70.88921801411877
+-5.597953166505132,-6.215402510399118,-7.881296163248928,-1.4516870027185336,7.741906317449942,9.626212340443018,6.001339556235672,8.376565033043569,-7.03195954882923,1.8503455555844206,-110.3734011411961
+-9.731012833969011,0.0019297092146519645,8.528149668644897,-7.603028978334967,-5.808766494275055,-1.351618720674137,0.8935655535543474,-5.200000875649002,0.8608008278383839,-3.209187273291385,114.38430154880771
+-3.8008494559531703,-0.13633943048644737,1.6190562971050326,-5.456258215221057,1.9954418947366692,2.301980230758418,0.6545837829175905,9.444170945432775,7.272592104657997,-4.431513817571108,-99.3456497402599
+-7.642222437317583,-7.340084347263332,1.6085922925953233,-8.049746509204587,-2.1291187175530046,9.392431281321796,1.367464546552568,-6.362018559014182,-9.078613831053117,5.070431223956935,79.46260552217772
+-9.396039482458477,-8.017747107206768,-9.244846214652085,-9.152076735919854,3.10408478897658,0.45660021271536344,-8.305825147133696,-9.331899398078683,-3.2914909363684797,0.18757676252871391,236.0736232510405
+7.86679879049238,-3.061647229258291,2.52341246864612,4.4020374507293525,-9.378935585307183,-6.700934597964765,-3.954471468337095,6.08660271810254,-5.200196878964611,0.5234556792798872,85.44254870950007
+5.075724582352152,3.688521810465346,6.919706330845862,-1.1879414029233826,-7.84318996647875,0.7762661699598183,7.389168810158142,5.014554603952092,-8.812030828897022,0.17884013223050443,-4.605745353667305
+7.0608044721639995,9.494983984115162,5.105035222326258,2.0570499597957315,1.0480529348872802,-5.482851239487109,-5.30279704312274,-1.9881063178606584,-2.9753155444178825,6.373266658718732,-1.6936688216883042
+-8.312978062123124,3.304702160655517,2.5172375247431544,-9.916791194303197,-2.1655064267566404,-1.3112635402602146,2.7463824871865206,1.4811889163345127,-8.797701725400502,-5.642408305129473,160.2163435267618
+2.9066232051656438,-6.326931747800659,-4.209517148230876,-5.89812612764308,6.930187255795639,3.88896113806956,0.16798671075754834,3.9061877351112373,2.7956803280094733,6.5114066701571405,-130.8577230338047
+-1.2086306143928605,4.344629869428582,3.081490544358554,0.10790831818803248,-4.982415801665068,-6.905734771155232,-7.654094327565744,-5.694978508930499,-0.857658439509974,9.78366857083717,61.7123972603204
+7.156369743588176,-7.100874382936957,4.025359459176654,5.783412425738874,-7.587343554862784,-4.280475468505371,-8.339104730394297,-2.8408386533642305,0.8587462454162487,7.410214318085801,37.50904327243041
+-1.5877313102785373,-3.8053533282099816,-9.700922990297457,0.25350657308699454,4.593742870585833,1.9302468020185537,6.544986104769732,-8.594940022524131,5.988708595117123,-6.629823157390948,40.21962027530063
+-4.989156140439319,2.9762945562287557,-3.464706410540783,-8.501180443056317,-8.978736095872641,-2.44098811998563,3.5504705303816397,-3.3880229882660418,0.9058997910671818,-9.437042986081678,195.3341654387148
+-9.970572252657483,-3.9072310320393444,-8.312452287871627,1.3645946612326987,-3.406014410786209,-5.985339561272108,-2.015743262326064,-3.7899460073377678,9.877609222504582,7.830463818726747,-29.267610887194014
+-5.866616378056966,0.7404885808357986,-2.875518010052478,-5.382878944225348,8.405409826933415,6.807291315121857,-0.9517386286644869,-3.1714793670984753,7.103558978105362,0.12144471100496324,-78.04811504520084
+2.3952524200678194,-3.118721813397156,-5.807324871558874,0.7086610550650696,9.230455499198495,-2.7076805273769233,0.7640149268318885,-4.5281027165652565,4.577587120607632,3.959207856394822,-58.15886442648302
+4.597415476888256,-4.261336036716812,1.6365585562121776,4.733344376255184,-1.5015967870684221,5.81137151521586,-5.77934946872772,4.860056285583836,5.848375857982607,-0.8669244159654643,-86.2535627441513
+-9.731680749450707,9.304725711142655,4.9470695178311015,-1.4976376388355694,-9.878169528340052,-9.793518744259904,-8.77096657081059,3.1136917058513602,9.19906545159069,-2.2309319189217436,69.61941126610007
+5.329924791855152,0.8922262139479931,2.767801838564814,-0.41942751853924376,-9.574149094654498,-4.412029690738464,3.7909860094849046,-8.831265614349688,7.190905820191191,-6.459968966776433,108.24702298664248
+5.67122512673042,-6.929644932746237,-2.229770457539213,8.492143549308793,9.585773900239467,-4.173959814538684,-8.133390648061017,2.21057173074912,9.530985064199868,9.245957729513801,-177.02931556896996
+-2.61479389978456,1.915371191404065,-3.0128024351972926,6.442388290365717,-6.333235888532922,9.03530331195865,-4.725542005779393,2.5020301080102936,-0.07715359176723613,6.218888445508637,-85.75871110515106
+9.004384447211613,4.925281997972563,3.236164201713685,-2.9203758206309516,-8.325343432167358,-8.087086324565362,-4.012271251444764,1.548231237476343,3.7473350221113733,6.19616047645658,-3.500553349307457
+-8.204852117064394,3.4381942210168615,4.97997754859054,-9.274188628074999,2.262431401509417,4.529433973381487,-0.3961586429957831,-2.7031073586804344,9.760707191337543,-7.209758250050737,-3.2400302199688547
+-5.21442460799123,-8.042699431445932,0.05520217620823109,-7.942898206563518,2.628809673767778,0.49209791877877107,5.222353297249988,4.128882398704157,2.777409337668806,-8.536143504322325,30.178220458702068
+-0.3930391854730453,-9.650458760176946,3.5806745112359573,-9.469897875244808,-7.988596487082493,3.2825116135050436,2.016101962823069,7.373267006268196,2.3876613322764384,-1.7550709578575363,-6.590937482308293
+0.2529529151328247,9.548287361143204,9.831405743693187,-9.116343371358154,4.028416485807567,0.46919176918375216,6.704912989851515,8.513196889760914,0.686177574538791,7.93591681896115,-231.78809350849414
+-1.802225544892242,-9.120348070853087,1.4685787321311117,1.1801927488592767,9.856622152777677,3.5596045673068666,7.256510078105844,-4.043716542888223,-9.556085478719638,-6.599223612860666,77.04536775090524
+-6.187881406889257,5.258625791187717,9.013908123096728,3.029785755014691,6.324991588943729,3.78561228854025,6.873854704959712,9.556664659346248,-3.8328990495240545,4.259891441162376,-226.75813040980657
+-9.795411493325215,-0.865121728486109,-1.253272174454385,9.109069587169005,8.329317814194027,-8.69930444276054,6.143143869855825,-2.764726583321051,5.018906861951176,-6.491519364760854,-8.988554810313751
+-8.753878092344047,-3.9224378474278,-4.935671996403473,-0.9784650446540799,-7.60873557833972,-9.36586586224826,8.76590199001222,3.764483775983518,9.24658662843184,-2.639017269111681,-15.494999134537867
+9.048156198205247,-3.5424645699098223,4.665382654838856,-4.7748874237007355,-9.668850411011034,-2.462870008912692,7.980943740551048,-5.264943692362323,0.46755205984791104,1.66444927063085,35.02895896820286
+4.606888035378618,-7.835538880892252,-2.6770916493173846,-8.118993232653214,0.6997432995134845,-1.7682328887721543,-6.059115691110495,4.764733148123915,7.051352845589882,9.048458404251885,-87.82007875730457
+1.4660383913823427,2.5062107044807735,-0.14489820597175962,5.316602738246374,-9.17328454954802,-6.288487672878434,-9.046391274912933,-0.16644926096745394,-3.159612680602397,7.207074836912655,80.19133886416708
+-1.098050803785775,3.071800085433145,-4.1653171944426255,6.1395885986522725,-0.9647891279045595,2.9399284041676776,8.890980779314315,6.313751720594123,-8.255891461521658,8.170191650094274,-146.10032601558913
+-8.773912534451139,-1.2540011925555006,0.3132861557074573,1.5838089528585342,6.386928373708976,7.406473221875749,2.0570202136445026,5.720172624297959,2.5522185288053456,-7.330433888995939,-79.12203846067143
+3.96845508899877,-6.868332916045263,7.627072601383247,-9.435159911157678,0.02555883456938135,-6.596872966314935,6.216131800086908,5.981513538296692,-8.06240118669271,-0.33327997904623485,52.25446120673938
+0.6046304044737116,2.6490014074858603,0.8612316878055637,3.229745008717857,8.902699457140091,-3.975460941869293,1.0535906840140097,-7.654880355218285,-8.2912443729896,-7.047459443201632,161.12774543672913
+2.688190508209305,-3.8599236997399577,8.300586335856249,2.429412757668168,8.168419565450833,-2.132005911845063,-1.5403048508222539,-1.8369330500296521,-6.402000215962909,2.083074821681281,8.734353265314173
+-2.7984089644767374,3.5459193384952425,-6.5985612202657995,7.630831240085825,-3.161342251610557,-2.9014807559892675,1.2319782569336901,-9.582709877368456,0.23648634008098357,4.552561219419151,42.280167980246986
+0.8616841388572838,-0.02188720348169415,2.9708948924205436,4.247723599867214,6.375674332384909,-1.2325502751434558,8.737352532861598,8.8395015982111,7.375578485298162,-2.4172793919506774,-221.54518126593408
+6.658691558742542,2.650872582303716,0.8525682756953579,5.1309343819509134,4.348794341424216,-3.937167822868448,7.794628692516554,-7.110881527212404,-5.4954267501255805,4.917789436677003,-26.358282078844116
+-1.840964642664229,8.5438384253428,-8.508357012426584,2.9622176389736454,7.277371776412592,-5.9925033453118175,-3.748611035922249,1.018437763527127,-6.598956571357286,7.5536558716662805,2.7809360176812317
+-1.6536967635484623,3.128063964467709,-4.296842194869539,0.38446417680924716,-8.36090816789662,-4.8387691901711705,7.257497412888531,1.3535433076769499,-1.0124657634808565,-0.9541937373936804,38.024241343202945
+6.527637730845715,-6.318541797921178,7.630493878869242,7.533170303848724,8.28561973855156,8.183573726646365,3.661274140952546,-8.76051311832095,-3.9113367987162118,-0.41977935545912004,-50.99987140303668
+4.500096661125756,9.257269355704041,9.288448724341233,8.756355829727474,-9.10804710713823,-8.535152440121959,-6.071289485007916,-8.796885873937786,-2.507773114784335,-4.517933061263157,194.86346963889383
+1.4753538269405797,8.994398471066097,1.6684015099461358,2.7512349402519187,2.8517957107706904,-3.545191156870746,8.036966263604253,-3.792982825807314,0.1148845098334661,5.665441632408648,-107.93764630027607
+9.078219898105077,1.6492757245498946,-5.385286374185125,9.625246331020193,-4.468983613391182,9.098611415876483,7.634109667436326,2.9989841373174553,-2.7182356730682167,-8.24862393781042,-34.07402037357038
+-9.160024759049112,-0.7021997763720167,-1.2218054894433372,9.897064069178017,5.861905703494072,3.3558445892325084,-6.705062474423242,-9.250690212200638,-6.023326338034032,1.2785280674795807,91.44264578922527
+0.9953021742604173,-6.120070716161161,-6.14148975700232,-0.09476028518893065,7.610101211482698,3.7191994808208784,7.615537017288403,-1.8271584587239365,-0.5271299310077993,-6.2515597045002895,1.7955335911018113
+3.8843840179617684,2.412070783896305,-0.3502331184547014,-9.882608034421182,3.6679646216028705,-6.847959026059729,-9.532731273572463,6.273808472351616,5.771955362089301,4.265410001853414,-19.476046865609817
+-4.122578823691785,1.4156157414575299,6.550631421784747,3.3078203069675416,-1.0489446970703997,-0.7146133892526918,-1.0514152148871325,7.551031876309294,-0.3371632932371216,1.4278955451749464,-82.7025742471125
+4.541091697485539,-5.549986706060346,-8.08934419904735,-7.394384765626212,-4.033124630410924,-9.323841563314508,9.79794961272722,7.766140705039513,2.213006107438158,-4.0616307346464575,29.216724268281194
+1.7464953584032883,4.308055081598812,8.380003670953426,8.754826737959062,-0.0823324294314931,3.7251004542700383,5.363920719204776,-9.439625153189809,3.0609837489410396,9.591384775675948,-175.1842414192713
+3.3138433177597393,1.489817909359119,5.743337829369201,4.790177367948541,-3.801542465717578,4.395918847023006,-8.584738451706773,-6.743298368018625,-0.19126048540551333,8.841570227867095,-19.526000292717292
+0.18239554017412285,6.862144510122706,3.225610816177773,-7.056505506391886,-4.479356006278065,0.86166699636818,-0.39931144193546153,7.823544760575347,0.31606901536744836,-9.205775922015548,54.209185347944874
+-0.7973439624275458,0.9596757866990546,6.888039542759885,2.5363168428678606,-5.412402849393949,1.6013197169983329,1.6251503917276788,0.4556948791159243,3.8141392456103507,9.938296838668494,-160.43484036491233
+2.7791550013531596,-3.1685070960499973,-2.748418757105069,0.49075579518192525,4.646976471152771,3.218082930169035,-9.945184520103282,5.960041734451336,-1.431644739617306,5.12674014566608,-45.05938691274721
+-1.0784910072759835,-5.853522807073828,2.0600230880664983,3.4561716350632565,-3.6428006397381507,-1.0237939027447007,-1.475990241211389,-9.105234516681218,5.703283069800429,8.279718631139207,-30.637810298188576
+0.4049310764151892,5.196788711736602,-4.248259316546532,3.4105086671502893,-2.8823616070003255,-3.0611251255164595,-1.9565709626183403,6.565470388310477,6.666326656221475,9.396859866848121,-168.34311818564416
+7.9381929265910856,-5.12251563649706,-7.033374587081318,2.295580818011649,5.60744028680054,-6.8187462853895475,3.26181332901611,-8.408202892496615,-2.7397066343047127,-0.910953282902891,109.23579728753325
+9.285278560581485,1.0412638052699275,4.276700129924,9.920215006005241,-1.0639716695176227,-3.082538906655472,-2.0041545221106705,1.6560766875482291,-6.593193089173925,4.3283393675920845,-19.386508204486027
+-5.4353982634790565,2.484378166129795,-3.9245757018387906,-9.031171531665155,3.9103457271184183,-8.543682866612363,-7.897117058303378,-5.387889934773067,4.288812602572996,-2.654594773403789,169.72129077732345
+5.373518110904265,-2.281515306572559,2.4513437651266434,1.8397430210075116,6.592224339018065,9.890834547958953,4.346779096241535,5.8643621282012415,-6.133333582049434,-3.930532889217664,-87.09999446368326
+6.8855456266830455,-5.954392915265547,5.945247356521852,7.891986247429072,7.020115525132344,5.696993432887707,-0.7385498209331653,-7.546200573302628,-1.2919710880807145,5.5685779117482,-88.9540322515264
+1.9370252625234707,-5.810110665080104,8.161924222449544,7.621922478997538,-6.535005399205169,-2.964894702088159,7.823571221956551,-3.8535833997067526,-1.0811243162197703,-9.437226688149414,88.20463176260054
+-9.497003962238209,0.16109312744440274,-7.1700643345562405,7.365992396110695,-0.24670159262418778,4.804900022829699,-1.2122305458322957,-6.953108921054643,7.333863356636305,-6.995081013599416,43.50025779185168
+2.43445351006085,4.956695585296891,-3.993320926592512,2.338114941215099,-2.493504681726737,9.677657438007408,-6.11097078007488,-8.07265091616147,1.8807925682103188,-4.681292938570336,85.88703564284181
+-1.4927633605191604,5.456846935833686,0.31659191774886075,-7.13660966353803,4.2551453638005725,-5.942877690968094,1.0545833199945243,-5.801543738353732,5.076698989762809,-9.638062977197869,126.12716433105116
+-0.41255916270412474,5.84208500675349,-7.622673327114318,-7.269963500720911,6.334575377870843,-7.203512584619429,3.90119075508516,0.09179022643811541,2.9253264244919586,-7.095586097089425,73.34892407246431
+5.685289497720931,-0.9003667826853201,-5.542535258868981,9.651747769041899,9.244520540394658,5.973850727646546,-7.292198062105637,-0.29005978889304007,-9.128401179593613,-6.798139992966556,98.22024678170195
+1.105102290318185,-4.658438644193739,2.861481898224807,-0.9401713188655658,7.359276549860736,5.404284522497004,-2.5974615724328087,8.175610475928519,-3.913327777422966,-6.6709638073865785,-7.658902760809596
+9.386076013151332,-8.854750727424692,7.30481841115669,4.732328078589565,-6.578423797899696,-3.61452290046538,0.7161243486058355,4.3299029117417565,-2.028616978946982,6.344300311597941,-59.028106731414134
+5.1392013921683155,6.054966024684529,-2.090906658786682,6.644209426541106,1.232710568042259,-1.0951549594941734,-1.5423770999676556,6.404048900744453,-6.4232894666069695,-8.794423070464088,71.25091426097082
+3.5930679439028768,3.8513518745397057,-1.058965352057375,4.582038122793898,-6.833519940652392,-5.967734236280604,-0.29113277932421244,-0.45725618935255063,-9.02726149911651,4.17849085954116,92.30811174200679
+-3.1145191781726567,2.9626374552199297,-3.6091939885600377,-2.3032779214562216,3.011652508065512,0.6277253779338166,8.533051670116027,-2.909806239270558,-2.015998360343876,0.6402528166997712,-22.70073051679675
+3.028596850767691,8.487604369695658,4.524072917691355,0.3545859918229288,3.691052444061169,8.073641874219284,-8.246823694280412,5.546215636785215,9.354634978757044,5.613496333085046,-226.00279660513573
+4.392765578570163,3.685528331548378,-1.4139097986202298,-1.2115221070429105,9.973240580217727,-5.631502780056068,7.85689410141819,-0.983079752893341,-6.359972032227006,9.904288986750696,-103.95430656718537
+-8.546988624230913,0.8639118180321281,1.9783657576781644,0.7577078441992557,-4.898263395035151,-8.34782837643937,-9.22998936160952,8.199364918143441,-1.1766776805934875,-1.129747750355874,97.08831492723519
+-8.71257439710057,-0.14367084479541825,-1.9392955536285306,-7.077234863651965,-8.378848449940657,5.926195378766151,-6.50014296462677,8.09518684499718,-1.8878800374736193,-9.509348821228743,146.31590851165276
+1.0049047710298087,-9.575000442932009,-7.6936011421335575,9.743616901449963,7.348572069233161,-7.346878585219489,6.212922370475688,-8.548170715420378,7.835748239732285,8.582344494959713,-118.0955606745439
+7.25506585546756,6.889953465402742,3.489400845462971,-4.516839689303664,1.7358409397690422,-9.75117819520414,2.833018286322184,8.3564580899123,6.155056838891724,8.148550354220863,-184.0029268155665
+-3.8248729517435254,0.9089255898059712,-2.940824168063174,-3.625281875204518,-0.5007324592753926,9.578857436491937,1.448782486907152,1.0889429932866168,9.167223123317118,-6.083896964947481,-66.69677450436434
+9.258105513609888,-2.3866463835450413,-5.498640230063954,6.67875185705536,0.22009779309608568,-8.103995996621887,8.972696370663249,0.005292097505291693,-3.2233459737085624,-7.327214672760849,76.2675169728174
+-7.42562990374906,5.166180764545745,3.2773197123584197,3.3789961463720286,4.806539775864184,-3.8832778430988935,1.5524946501283865,4.616704957231517,-1.9846228413689215,-1.9743679425147764,-33.09328287906649
+-2.358177199072926,-2.624079394708969,-1.1359660514626557,-6.821407767933727,6.246148241516199,-4.832538819301577,-0.14749389580585026,-9.391770567300702,-4.102861646199731,3.7656098762676105,115.1337080074232
+4.712598198154582,-0.4811403919786228,3.9032592941154043,0.2978897581134543,-8.917622845380107,1.8515344593344052,0.8049587799958569,1.8793215631395377,-0.3750663672983201,-3.2491385015515295,35.73302010155396
+4.132327037551605,2.569885212790304,2.440378033727182,9.685308440696495,-3.3871948659385587,0.2401529714817019,-5.494062111476414,-8.03798254678905,7.456262161887455,-9.421673911765193,93.19331025289736
+-9.146804831238901,5.350484910818125,9.830541622032673,-7.279973413160661,6.547825092985913,2.0786813483822075,-9.676778519131515,0.82472802833083,9.163346142640545,1.3635803031200666,-79.39429549436858
+2.6989761497444076,-9.579263987996418,8.191611039603426,-7.93758243865351,5.283167292454123,8.310122025720137,-4.923505426154236,-2.4425295731456065,-9.567772051777194,0.3335596616879388,87.37327264194397
+-0.6193965034936166,-1.3446514621145078,4.230419035023855,-8.368416559468574,0.10335070112909239,-4.756511686639497,4.744092744363641,-6.872616036788437,2.8881170091617947,-7.425823086178045,125.58872990126191
+-0.42749275358122896,3.374176769129471,8.835144037185705,0.7199539575340697,-8.47514251167879,-0.09084541688718639,0.3134202722989299,-0.6300646286357403,-8.412942537587485,-4.214477417605731,131.60618328026302
+4.991950853502991,6.350552013532784,5.357243713448064,-3.1386388165180823,8.372077804062304,1.3708383557777704,-3.3876214182549025,-1.4570970280196271,9.325430412227444,-6.783072929602721,-47.98249844981239
+5.674574856371959,-6.227459983996972,4.078210893484444,5.627061044436572,-7.639952625767339,2.5681462038705427,-3.980849582992536,-8.225078176356782,5.2690746486867575,-1.0599324663753906,55.23729517772215
+-3.103383458453748,-9.764877171960741,-1.3970759857456594,9.813659674351708,9.190711756651393,-2.6539048939567,-6.589465716965737,-2.1300441442159035,-7.589297947341038,2.803399188036093,63.797159992118246
+-8.164246209310901,7.043628108851932,-4.194577927731132,-4.902866213173849,-0.15636468270111337,-4.733135103596908,0.00930738539774989,-0.45447978718519133,-5.607715431486535,-3.5506982385864805,148.63386622597727
+-9.983984997942606,-8.43544700403367,4.4081336194336345,6.612943059419553,-8.310716557563651,9.63124354295962,-1.8423906042968818,1.2032072760918333,-4.645959514824744,-3.2037198741149564,52.344396044045226
+-0.94434543375572,0.5702634630613912,8.100817497101758,-1.3022348074006995,-1.157990324247371,-3.8157521738559397,8.531228693304039,-4.1150117079011705,3.522613207193541,-0.48333069146481167,-41.07064660491774
+-7.398337394238055,2.4564117731851542,9.49437160775625,5.9811102191981185,-1.8466856102667917,2.4790189042064736,8.15864112723386,3.905736710136516,1.0173470980430555,-8.648027962837524,-63.293787061271914
+0.3577374758605134,2.668828563284389,8.107849046512325,6.661223401178211,3.021794018662196,8.799819261029725,3.1763002874970114,-4.069324649431474,9.44095448139974,5.485303481037689,-250.3739512549686
+8.369046714673354,-2.42968245478687,4.864919231110156,-7.733413664115618,-6.971500066478362,5.14160402407742,-4.658416925427544,4.999178762727425,-4.852812026685256,6.383870759417021,-7.837838745783294
+5.057177804865514,2.9543675702797922,-2.5882112448940564,-7.663733072792239,8.548379655727985,-8.050075566233017,4.635062789844331,-1.754291076392085,8.023731279878582,-2.9973056914148266,-24.76083174483758
+5.893543685842553,5.3640189322811676,-8.599797439042476,9.470211613997268,1.3012580535258333,2.3067897564568907,-8.518674484905645,-8.295310929496436,9.480926348391836,5.2543447515833,-57.447207310251976
+-6.950171294569878,-6.0841708452410455,2.5366542461609587,-5.051288121617878,-9.215757942394593,-3.2649364384930024,5.672894777137893,-4.143991115774368,4.889346819227168,-2.9320570441980642,79.92165116368216
+-2.168679971019112,-6.552394061107405,-0.2373768150956468,-8.935384878386381,-2.959206941820993,9.794691502024204,-4.393993494940769,-2.0027906910362536,7.760163289189741,-5.793421931693723,46.27771613145269
+-4.3152054168512155,-8.456989927803676,-7.150782106182316,-9.789240050142627,-3.3198669169270323,-2.302477853294651,0.07873565437033658,-2.6777371759977098,4.930018486926997,-8.056373224475383,172.4858399756938
+-1.0014264075709223,2.1497636748874815,-1.4227418512172751,-0.6777062411622947,1.092936766885666,9.451343635392444,5.645644855289689,-2.8194020459954294,-9.31374051922421,-3.534989989882218,47.306583118025664
+8.629360706409653,-3.1967878634255964,-5.523377650742565,-5.183390562563986,3.0279230676349655,3.563838594934221,-5.028997745654009,-2.6192162012243414,-1.8488379162883772,-9.908542923352146,174.0417118624631
+6.351134866551947,-4.656143168219411,3.3784768428674616,-3.7092701378768744,1.085257742835195,-3.9914512839927374,-8.74926647860772,9.584906801613739,-1.7641218645522083,-3.7714450137174116,67.08243865840889
+-7.483473698820873,-4.325610573981333,-3.7907103193526326,-8.080257034579281,-8.737756608579993,0.029665787499950635,1.9940722149172707,-4.205998662672772,-9.429678648728128,-3.230619801058854,243.38731558924303
+7.1312771766325,-8.753555917394136,-1.3506761643781684,0.2043012588336035,2.0083844644181514,-8.044874283167005,0.711052712983431,4.556328454289476,-3.321221200274842,6.218923640945173,-19.196088738592017
+-2.7776937421871017,2.4799045239402284,0.6188763607792547,-1.0170802403937995,-4.12606359997751,3.2794608996296826,-1.431767826872592,4.193202751270064,0.9366013351841551,-7.384244217747378,46.79083774749499
+-9.744255438265712,-8.155671371024152,-7.019416325029515,-7.250395806084513,-1.0010699615502983,9.471698369240793,3.4245954642329623,-1.6541852025400128,-4.359264760954067,-9.799409627143625,154.51523364597702
+-2.144377254066545,2.967043362496462,9.57091830540148,7.849177910746768,6.0253141449524,8.325200430402099,4.577771693345072,1.8540777463428992,-0.11481772960428405,-9.520172628670409,-91.43287271731663
+-8.432236765633451,-8.074095551697372,0.8732561379188231,-2.1334756471658656,4.147379306604238,2.8660563508732873,8.935073527593335,-0.845879367363338,7.971671092104131,1.8643154162097075,-150.54767620767254
+4.269932954940614,8.80788014609559,5.3297362195081766,-4.6691462458603805,5.842590833059194,-7.403419416979364,1.0470939022049763,-9.33951085517531,7.601866984058971,-9.308543925436359,92.21997953964012
+-0.17509894940807458,8.791084806657643,1.1513845620810836,-6.505747915988409,8.290526488155663,-6.621609365054731,-5.567400817887707,8.3127256989461,-6.477855514040966,-4.539631836059181,83.60125134223564
+1.7508301377560342,7.010693623058211,2.4676833610996574,1.3224745851083486,1.0734859947496012,4.57208941734176,-9.6569141617831,2.876682372193322,6.319515898564405,-5.348530143555845,-15.622320393154512
+-0.8389695113040418,6.597734025027413,-6.6559677353703295,1.5424820941864392,1.9411743385303315,3.1052074293997234,-1.4095578246076612,9.801719879021222,3.7825638972821873,-2.0799130822882406,-105.1850743067908
+-2.2594926647304914,4.603242934215812,6.733424681235645,-2.574724441075835,-9.671073572124582,0.3640368317830256,-5.979476999124587,-7.534863754364403,-4.706593547644795,-2.321613324085181,200.0132249586204
+7.231688995457377,-5.069273505245821,3.776307846618896,6.140669088139261,-4.2865211697004835,-5.017793003525728,-1.2914312770416148,-2.717359196148099,6.964630874478814,8.881158368344531,-98.07844521672176
+-7.926179139897112,9.317959805597845,3.7008313668700676,1.240321454602411,3.2573246249713006,-4.306000471583089,3.2941881287391883,-2.2825412676287415,2.136456333196599,4.158017831685719,-79.7000838033472
+-6.466994147156755,8.670949831494223,5.325867056714224,-0.8544128648623617,2.067365294783041,6.377307754557244,-4.138901178897994,-5.304323651124445,-3.6805291765498427,-5.088730168669395,87.23624037281806
+-2.6131284568768365,-2.241237600417565,-3.112460961832344,-3.608957945460056,-8.460430065767984,-9.656564918103193,-7.931891583870696,1.5131715260946565,-0.38183155224243315,7.311117492524916,108.12566942217923
+-2.8210531801434646,3.6402023162845287,-4.209964068921961,-7.700192001436106,5.499052609079726,-5.63736588480692,-4.431046949891946,-7.190162112302296,5.217909142480954,0.8285939973620504,82.25859561250736
+-4.161497770372959,4.426105432034952,-8.040104890999785,-7.327069597859211,7.185542105540685,7.353606225683458,7.597663115916933,-3.2640721364326164,-7.611062517278404,7.54730932486779,-62.49940946503849
+-9.58320439791039,-9.496663856646194,-1.049148693307007,-7.506334789884381,-6.809123131948642,-6.318958789591889,8.3681012243669,0.7568795324594335,-5.364420021531398,-8.291589043666933,203.8753446736806
+9.330574761755512,-3.636715726562265,8.825515995022604,-0.12626800761173174,8.714176507444346,-0.9247319629292416,0.4248022529318063,-1.2135539333689982,3.296007515296786,-3.284843630918628,-52.67170187826591
+-9.601899180159998,8.21470786701607,-3.3862643558997907,4.009235319712825,5.538755049306654,-2.411762850348176,-1.4769865871837862,3.9456108755856456,2.4776212847754087,1.2613348630234822,-78.91259963898177
+-1.6409576422165428,-8.61475077283465,-3.6747198425038774,-3.113286928975909,0.3546139835687301,9.383549569664027,-5.1449958719855315,9.862709765298444,0.8899953071879585,-6.512569612828254,1.361892559258434
+0.34164719304901503,9.012930808380286,-4.905756116836352,7.296760466288528,9.442116367158848,1.338857015786532,-5.514069289554988,-2.829769502715518,4.2390637338216575,7.240134096337902,-133.81245676775666
+4.733916313669511,-2.8747231649270644,9.375188699820143,6.124582672284182,-4.735563182882771,3.259630162055236,-5.540899513820601,5.866344469449045,-2.4808263089104288,4.666772512601667,-76.61179463183855
+-7.47432386076709,-6.629587443406411,-8.296876483758428,-2.955462236001727,-1.032813932563319,-5.402633001568427,-2.8651747845083486,-5.258611983295425,4.680991264222863,3.7730700790703775,80.6333247577769
+6.4412129233795445,-8.556601657296053,-2.5066601236964114,-6.368039723148455,7.40269968048386,8.667139263884952,-6.18014897990432,6.43211505803186,0.2786924044446848,-2.396954724159084,-28.939721378861883
+-3.919640495259964,9.940126120415549,1.9772099758416872,2.475360585558246,3.2110270160142984,-6.093882445107262,7.439427306204271,-3.755814751044846,-9.501603105553887,6.3881267895233895,-8.063273130900345
+-3.8157346326372266,2.339943663896926,-8.678799538565595,9.128274483753705,-6.159422261693961,-3.4005124666175535,-0.2900858426437103,-8.201612070055695,-5.971766494101331,-3.1283295392164856,196.35960866168935
+8.610035334042562,0.9942361972515479,-2.3263283199906537,4.068491053211478,-0.28752539515679354,7.49833672512154,-8.568461764421446,4.7497413248522165,-8.252230587546325,6.2926702033414506,-26.82288827931698
+6.556435959905138,6.336467668466332,-7.598371952496854,4.303919587118803,8.776050235361064,-3.5713055625159695,6.704765192369713,-0.622934308568146,7.95326358959308,-1.4556445529581508,-131.7569677086376
+-2.9267260414146,7.049340874304171,-8.83561777356209,-6.489497238780038,0.9268449667908785,-4.559234215192058,-7.067845167390756,0.46610682554665717,-0.40210736390014157,-4.710440522937141,163.9512317887422
+4.940786294943978,-0.3966173434229536,4.050172608986376,-0.08340216260159572,-2.6431593100056516,-4.0221855404433775,-1.679510208271442,-6.830305730274047,-1.0140576120820266,1.377468389075862,85.54508064228811
+-6.151690051587915,-3.835406839010631,7.66208427311444,-6.8409392245623195,-2.709220133084347,-3.2885579563340084,2.014787908731035,-0.37570257928836615,3.432312792000529,-3.604127929592551,49.61794223807964
+8.248409134090975,-3.111687414090616,6.10091650850165,-2.1519859644874306,-8.306641893632868,8.818171390425142,-3.8293750258962023,-6.987116733385346,-1.6724559655274307,0.6608142947990303,71.91394947187167
+-8.14070973353332,-6.574025933222309,0.0570426458419937,-2.065016796093375,6.19693017526907,0.33404670488800914,-4.797250994921123,3.842672804002496,3.763489743374422,-7.34485599359852,42.37527680889841
+0.5856993624692097,7.145253496485009,5.746901550042995,-2.383865260583795,-6.450563653474748,4.011217938275986,-1.6013669004320552,-4.184540217538126,5.730250873834937,-7.2922851220800595,54.40032784007444
+-7.464463263600278,5.3374582135308435,3.5939507019607486,-7.594344796689995,6.223945750579912,6.547141741039404,0.5357771521358745,0.833515503868838,8.666782507792403,5.5935074490194925,-194.9659118392181
+2.3592908260514966,-5.896137086216388,4.460781988269568,3.621135263695139,4.495522531566962,-7.45375730796437,9.379007086323332,5.369575969497198,-9.760432519701375,-5.130920806823706,37.77500340681621
+0.5304127298675465,-3.025350233363564,6.991548776904621,1.903135849968467,9.816940236892398,-8.396334469754326,5.159498111924434,2.0792602821269113,5.9683864085398515,4.33314880809867,-167.76615351093227
+2.813138570153797,9.612024990814563,9.987000667538071,5.726589277822125,-4.252048413157638,4.728071020177158,0.07681559693597517,-5.363799554979716,0.7968832684605864,-4.602978629446057,3.6089145862958567
+-8.858100902262514,6.5066504367682265,-2.386950805470338,-2.476937541822206,6.479275731870109,6.927965148511969,-2.479719901698285,1.848083160782219,8.858861151459845,4.869021046726676,-182.80032964229088
+-5.500318142615425,6.949056764970754,-0.2804228447621093,-5.91321629860559,-6.394444680699309,-5.882324291018901,5.864636440791884,-8.230095276970031,-3.3396897908999135,-0.7952041362137563,149.02903657584673
+5.226192448401856,-4.5819224689637466,-5.988536845718224,-3.769971250687696,1.600750184641282,4.279042855053881,5.669947681262364,-9.564304485174839,1.336013207164668,-6.864639704821309,100.57749799337333
+-1.964415148608163,-1.1476840923996368,-5.057825277014381,-6.34702448213794,-2.3556921718897894,-4.7810745957589855,-3.1726558056855403,7.524031098070559,-5.35092599307996,1.1256339094427203,87.04374058715061
+5.1197805526857305,-1.3912636070979256,5.774472130220564,7.417087569484886,4.392409489711808,-1.2023288057465065,-6.786719041991511,-1.8381729039037342,8.290857743012364,3.659212680745172,-110.27673341515421
+-5.340181089023388,-4.305360462366499,3.0797888936081863,0.7638651136858932,-9.194322586042293,7.569633146358379,-8.927455272816482,8.754815593838813,2.147829401437722,2.830933253833816,-48.600802107440636
+6.376024354806535,-9.93742144575873,9.241077172131577,-7.621947034049361,-1.639537876108923,4.0214118792250275,6.308913229642242,7.128957524110282,5.277550257005988,0.509212720066059,-150.3118250272622
+4.803260241115062,6.883845001625371,3.889937104680705,-6.900297252456953,-7.787034441159777,-8.688475672768268,-9.773469851926983,-1.660955511728961,6.557485283557396,-3.8321841871153106,152.86604473577538
+4.060995449911022,-7.46787623602434,-1.867038004951358,2.522108831012022,5.263366842386697,-4.384409806141258,4.249343475413019,-2.4959775615756064,5.195032570871776,1.0224953332589015,-57.3299386080337
+7.598753191021361,9.96644634834668,-1.3678226778653424,0.007050578018203968,7.356604085993446,-5.1837797104496985,1.1868019526068507,-4.749641742947834,-9.168744446267127,2.9658036805038623,57.05007872266397
+2.9793874676125887,3.1114017500661872,-7.711350336983182,-5.027860739594352,3.367182351878879,7.219975868630309,2.876600937514888,-6.302241494577567,1.6689982508474221,-2.162567334166907,14.133673511766595
+-8.002700774141083,9.87293376251107,-6.234854719410374,-0.4028740861159408,-6.672878072409587,-9.590486341917238,-2.363845347740734,3.726565714452632,-2.36601227657139,-2.315521744072613,134.36927659452513
+2.616935799217077,-5.074249072344208,3.225266777593734,0.6197200190443253,9.479555708352754,1.829772588814913,-1.4489707553778497,-6.4542645461970105,-9.37039593709612,1.2317083631525927,74.50465255301256
+-8.592999638032673,-7.995212626767794,-8.557252403397992,-6.566297635564585,-7.784274281423933,-7.027186648799835,-4.934786745354492,-8.440341328138036,-1.2889000405858453,-7.080422845999759,345.4772097588403
+4.743319549306035,-9.503125060579812,1.5497002099786705,-0.9651804626795379,2.6283557260392,-6.810571355186976,-3.798965994303478,-7.467400099572634,5.246300702624442,-5.655181348738281,141.37379995430865
+0.20951037989466625,1.3489626915506436,-0.19755091682231107,1.65839348281277,9.56433919998942,4.853898203469078,3.5538909195092105,-0.5059432581023171,-3.986171515964314,0.9671851479053095,-77.69918098858781
+6.677228408627142,-0.904585526372812,8.44532456073371,0.704566439062746,-2.8061112125462184,6.878979194347541,-6.427613373020373,-2.5302387903734314,5.5800954603714885,2.044919549247508,-61.75147069395648
+8.306246633990389,5.902019687535676,-6.473878532291235,-0.9348242057305645,-2.918209801075584,-0.09011987783402509,3.2750527608402336,-3.689130404731842,-8.78394377887738,1.3771409383907462,92.56370011800516
+5.282804496192471,1.9672712161442063,3.7538126166084784,1.3690481851878444,-6.77743407684919,-0.25904180661649123,9.564362584713859,2.1043764247448293,-3.314720556260129,-8.944272993618219,49.01259908169062
+1.6250695230197976,5.536661035626443,5.106462582484124,3.154385970152067,5.143820877998538,-8.183562063959897,-6.532600658833092,-7.84001998050954,2.7075246878679216,-1.0281509190483473,81.11084545680482
+3.393434160750335,5.212238529785898,0.3383095036927708,-7.011133650567216,-4.1620085311122335,0.6819963029612919,6.299721289132092,3.501952529782575,-4.617829402460405,-6.1640927189281065,64.69868754189449
+-2.5521553724011348,-1.6667448460026169,9.982572023967162,-3.1895388556512505,0.12748809341450507,5.479437933225122,-0.3006100485780405,-3.3715114043173333,4.976589807654175,-1.2881968197762528,-43.835649078322895
+2.576181535860893,7.124176540044078,2.304606684754995,-8.06705541336373,-9.144759343996459,4.931734722298646,7.3158339951490365,7.519240656708064,-5.266516354914026,-3.3392185261181795,-1.7790100553058332
+-7.445272741829898,6.525637088991186,7.830201438938163,-2.7279354180957838,-7.927770508417684,-6.458186141155187,2.277937814095905,8.149286030098883,1.7117573064915526,3.478228499749605,-67.73447812230656
+6.247887895921169,-0.7210174734822816,2.957935112273682,1.5590042775416069,2.8835100587747697,1.0957948845209509,0.7186089885653701,-3.7496272830387944,-4.428672004456711,-4.163521403975703,69.50657020036039
+8.980944504359353,-5.46936934078291,-1.648191485804884,9.881910691165356,2.247488385762928,5.770264200882613,-5.775374253455534,7.231762607666727,7.884158383208155,0.6345737942355156,-169.15297109009356
+-1.5719799026435988,-2.447397625038583,-4.011220693381459,-3.778491539261042,-3.6034278678492293,5.5285928213096565,-9.378144758582884,-6.266058014097777,6.824936137361068,-7.683564503686522,152.94136524964097
+8.308237999178072,-3.148575434977088,-9.202912680721926,1.1685233720269417,3.3461226821018752,3.800580811453118,-4.887785310352029,5.537358774426893,-9.462815118551152,9.212468744982337,-32.12733637938257
+-0.11052504490890902,-8.087775988730584,7.826249067180246,-7.685406686870202,-0.016563508089226797,-7.269488627754304,6.469343382173458,4.702170604429092,5.211492105555,-5.4473671949477716,-4.774644848986798
+-6.38814761632005,1.4090756220796297,-8.389557141926069,-2.37636717647723,1.7027206988072763,8.549477295955832,3.1859897513559687,7.36500549023847,4.675976187337374,5.820561495918232,-199.25517164874185
+7.5806521904609525,-1.6910013913216093,6.597080905486434,-6.3868720512246435,-9.263532135200219,4.556999370969798,7.864691303652471,-9.525537544130458,-1.9960540978801422,5.573135627359395,7.946413984808574
+-3.222983438893945,-4.615279395769543,-8.423425563412124,-0.7921312096608224,-4.643792807232869,-4.540795285275001,6.926668215050158,-7.8214133454058405,2.85688818535194,-4.852553573670919,132.27324516927615
+-3.522924211457441,2.94447748152729,1.60434628102901,-1.9790354473970817,-3.51225527518102,-2.4898702485134927,9.313722168126752,3.023611099098642,-7.159688389925205,3.071345226260651,-19.3169240881807
+5.423627383464577,6.001399155274987,8.572769715917756,-0.40492179004424367,6.128517539129506,2.1714317883531686,-0.8740091980920206,6.801267112711278,-2.3914702452503955,-3.6751149321298393,-72.1085050820825
+3.3131658728564117,-0.5387969813560112,-0.8051967684963857,2.4684084553282593,-5.826391232184069,4.403455916461601,8.852268668788073,1.069189869995315,-2.2489731204467023,-2.7071296531893796,-26.327353517048817
+-6.761271130032003,-1.004650761231396,6.389443605686623,5.063707610259199,8.09569992521525,-8.844760832079423,-3.3859605299337403,-7.161741076081927,8.207957374834901,-7.256397308641491,64.96470972398396
+-3.266704931580706,8.142105296397153,-7.009638045483555,1.7563001150024138,9.6452223619368,-8.789679100974466,5.18769971902441,8.557147819538393,-4.663597581136512,-5.573842343369493,1.8126321799298148
+1.7210496109378526,-5.422951912208505,0.17031572689710783,7.861460436109522,-2.748704240941382,6.937448146890786,2.072102037053216,7.85976473309586,-3.13467631837828,-8.25738563969081,-13.845887208799766
+9.427597532172786,3.7359190727526315,7.7266170822755935,9.784617582988485,1.1749866510226359,-8.124453573128989,-5.592792647677022,-5.999456921771406,-5.755349177656017,-0.7767682915931773,113.76522636788803
+8.119986058935034,-6.736595164945047,8.508452530692907,-8.67103940644834,2.120044284928757,-7.303538970325696,-7.54580215078062,-7.034597008162788,3.0069880029933027,-4.060499330774463,173.92186638494732
+-6.141144508866594,7.421062308969503,-6.968814943132391,1.6962853301612002,2.5649360964749124,-1.245077537272541,9.101683401216219,2.2578093783407316,-4.082896648127219,-4.667027293708916,5.707405056305471
+-2.1374971454421687,-2.7666599436070505,-2.4656007509309763,-4.949935083725146,-3.979819261394124,9.259221099517298,0.7392772617017318,2.3299456574088095,-4.025032845484313,6.390011955790227,-48.35469231711109
+-0.13784851938949183,-9.680266847231852,5.079407264544448,0.20733105301410593,0.046535837827714754,5.004928646109494,6.994181623511276,9.473479546627582,-6.982893556116531,4.999691681756506,-136.04576319625136
+-0.6253251384932956,0.18683218626943665,-4.801285978869809,-8.50912757332992,9.496641471332378,1.2674422757342296,1.3234054389001249,-0.18405232868712318,3.410084606233459,1.2410238640663462,-54.43455297108057
+-3.5017773616979864,-1.5411581941079833,8.841541411448922,-3.1787289283287423,8.914059133258117,1.8792053310636647,3.5082982192255696,3.8914718856963026,6.451241230166698,-8.861403593856746,-83.57680681185418
+7.933629938925777,4.247208762988269,5.082002137255055,9.515466488391727,-1.9031353717220423,-3.2245095339406427,-4.440226335261763,0.5993607599669937,-1.0547336862667467,-1.987413360697785,19.046048361103676
+-1.434358600896981,4.288531792191705,5.501849059200385,9.943538082374479,-0.14718676515961038,-9.785612696719525,4.623724292675961,9.873578782897756,2.2126407552553085,4.848519751100153,-180.56599392713645
+5.005376637110189,5.388550762828224,9.786691951978954,-7.083476427636485,-6.133568865973249,-1.8192681982826975,-4.341485371784208,1.589915751550961,8.12478742667821,-1.59770431003752,-12.028250339685833
+8.79701872779024,-7.771636826415039,-1.5224794910219352,0.16352288462637032,-7.6509138527425975,5.948550045968901,1.4796483514302805,2.7589409933687947,2.9085164564172805,7.273744141062373,-114.32536335863719
+7.6982861583583855,-2.76522467169265,4.233205187712466,-3.439522327429827,6.273828337068775,9.898216865535543,-0.8916538877657931,-5.022643592496204,-4.409293552344873,1.7833997643744426,-20.395062221057582
+-4.799284843056064,-9.032440248756687,-8.251919447460674,7.177306809567985,-9.350979394394468,1.4946430941412636,6.857342180064842,8.693694351952363,-9.184601119196689,-9.447070766692029,119.65428786519075
+7.743285032038807,-9.138621914628331,0.028393016898542456,-1.2455417075969688,8.259625149113173,7.934543147649893,-4.19748401987367,4.021813910558469,6.898514553812884,5.790517357480825,-193.08651147677142
+6.66254847664308,-2.3984662863533535,-7.393555437570054,8.495598938964342,-9.941933849360257,-8.205830891826801,5.282924692297659,6.415364841733018,0.38221725731077516,-5.887684626142862,56.22525322931568
+-5.233364727657697,0.7578947924499646,-1.0550719632135808,1.9834698698873687,-5.876460286251486,-4.334751439349849,-6.2435343228341855,4.135661717659027,-1.1317596889793746,-0.39252133908292075,83.46669635148345
+-4.580969261310573,-8.013201821029583,5.460505518942389,-0.055641934759163014,-7.259613514190235,9.55917674170969,-5.58578161345106,-6.387819775088088,-8.969448506793851,8.314705557152708,74.75655041147138
+-0.3525447489749145,8.112149266365911,0.6827413423265005,-4.977841219388752,-6.253022555169949,8.618767212880707,4.574335446387748,-4.469022478547804,-8.143652129551977,-9.551790998978815,157.9161417786963
+7.041952778891791,-4.548610886404736,-8.93969756514804,9.791281183532368,-7.75932781490861,-8.184399702717391,7.669132709296845,-5.721793206234875,4.498738250204191,1.6470652180081835,16.114840049735857
+-1.6157930608535964,-4.236424978996571,-4.670112572305145,0.46680510638307915,0.0926985248682688,5.783762291751346,-7.421980010641396,-3.4914965864901304,-2.6283692540699533,-4.0678156557955685,133.95361407164836
+-5.0410853881780815,9.166808412820322,-6.067503314216866,-8.70831329832738,9.226108882540455,-4.446929401118163,1.6312264124329867,5.405722528582677,-6.805321927657739,-4.310243149631152,72.40572968204768
+-5.9507119756204325,7.748878128568775,9.344654305319322,-8.707217009687081,-0.846735677459205,-1.2602034477005963,-2.8706689707790534,-5.519134352177632,-1.75364170922367,1.3603869086545406,78.7540850705971
+-1.0700771980594181,-9.724044157197337,3.82208216529045,4.832820666476911,-9.09513241050917,-6.033623910943485,4.407678662623285,0.2779450165960462,-6.697323547381933,-7.962241834789463,182.00651531002424
+-7.837522317356102,7.176249260688161,-9.549159903533848,5.171926259975228,-6.715677129187119,-8.90015918561774,0.31705288813907107,-3.6298283148920407,5.585772512467839,0.9408039992811124,58.88239635836075
+0.3903437031041479,4.213945073175958,5.432146193705584,-4.611604971186565,-1.2170902580049892,-4.666030283549141,1.7017959548189188,7.9840055391762865,6.677781631697039,2.8667996816953534,-132.84318385907767
+-4.229518040905084,-7.805365701989341,-4.395222940849866,5.394248911204558,8.660801557825764,-9.271913775534586,2.2610073877188497,8.271203739149753,-6.854983788222975,-9.256650372985328,100.21853932878534
+-0.013501049416482225,8.457693664865092,4.701685847480189,-5.381866089759095,-1.1351645168594215,7.749369235411732,-7.473835115109802,8.238884142546796,5.656144808330701,0.43146853849881817,-116.30858985425373
+-9.821568620729092,-9.067100448248208,-7.311265888678296,2.257434680582946,2.8600156482164807,4.108953391553001,-5.386488535350294,1.5515786940672838,-3.656421813876354,4.368188118176663,20.088546583596298
+8.031631990690041,0.5443421028424145,-8.969471204995397,-5.875564247938867,0.020482759551960772,-8.299129697693427,5.332858275730635,-3.0390454317437876,-8.38626636067724,0.6204858960517812,150.18341657191635
+-8.743488472465657,0.9942415792654513,6.032874884416213,5.977667653265888,2.4101614883109024,-4.102096864832805,-3.598341759626207,8.743389729478872,3.003797344995338,9.81073664183886,-189.40833192302983
+-4.662333563081351,5.0269999886219825,-2.590835287219828,-4.9405080571218996,-7.923925539660706,7.110059765633867,-8.736002186007493,4.778704546333978,-9.7426120603059,-8.637365931628826,219.46131694043046
+4.372248514420565,-9.478234921241464,-0.8038756435896222,-3.926806112275092,-6.903911723034584,1.9243490056449586,-9.820479652718216,-9.860317661034902,-7.64862112019864,-4.392322651414178,319.68884907803573
+-3.124147405715758,-4.421319843895555,7.436592044514998,7.986391557948098,-1.4739248932859583,8.341540688655208,4.529933092024445,-5.515968692200042,-6.953696164256133,4.914404387779077,-56.499254189962194
+0.08624457920249462,-8.954771709355366,5.514757364640692,3.643674006032629,6.449755021068433,-9.420386974167094,-9.876515898358145,5.735696766477954,8.427537138786668,-5.579000323729084,17.34814421430343
+-0.1980159519872715,4.858573131796923,4.611233719795129,-6.889181272936948,2.831665295992565,4.801329750480736,-4.3930191259895635,-0.9543910314155934,-0.0011052619473672642,0.8550368180091272,-5.490914066632495
+-9.58692519387924,3.9933679521654675,3.8289064189317723,9.427467944739615,-2.1265575395225778,-2.0529650278195,-6.807675203166679,7.236390684665055,-1.2544306692086238,2.715804575829155,-47.11262716440148
+-1.225902500505689,-1.2485534738788018,7.25622132268108,-7.421821010934362,-8.132462194749506,3.214983040668553,8.178996777096723,-4.216469986284411,9.01204698958221,-7.037444845820559,1.744909068449629
+1.6148633917397892,-6.571881410933107,-9.715885298185638,6.895946629902349,-7.094565517780276,-1.7554157935376424,3.63314055174887,-7.279408407166732,0.596332535719688,0.4256839616429353,86.00603035516055
+-0.6216038141694935,-7.482566568840925,2.213267626728903,-6.200929830098474,-2.3013783748388206,-8.391050151864603,9.893569016840637,-9.720779997914402,-5.242460495190686,1.0147256707428443,144.77261429258073
+-0.46650291760502727,-7.320853081877752,3.3383381768526355,-4.474110076366673,-7.812608497887233,-3.1769022981524553,8.00846176395083,6.384747765674749,-7.4764895853516915,0.48222498073333675,39.8589568588767
+4.800099642953666,7.677412416118525,-1.320367038491248,8.92108270822062,7.541809510179616,-8.331111487385739,-2.1552869971608524,-3.9480402020388805,6.201102128935682,-2.68779180125013,-18.85100356862516
+-4.7825278949330325,-7.160342435434892,2.6604900471342896,-4.659559904666562,4.60149563623607,6.178053493258853,4.019625794978303,-3.3712158949484494,2.666687961174379,-5.134689205480603,-0.9131120618030053
+-2.2119279843019313,7.364348432581648,-1.168579090127968,-2.5449986807251257,9.839115539754467,-2.665178144170348,8.038838242089124,1.5088437530118215,-0.9976890740130884,7.785647414102412,-165.71417606999282
+-2.7546629016269786,1.0628517186093211,-1.8151819945699166,-6.503859084753662,-7.290805667405329,-1.4874833818297528,-7.002201139059634,5.213884163345401,5.553622731542793,1.9020383784350514,19.176780287749743
+7.351672961898399,-6.179008141562687,-0.20133100529800663,-5.215813115813468,-9.600342955420695,5.077203310026355,-4.211974078091288,-4.342475759638349,-1.9450249746154058,0.3874248758331311,125.38404647784289
+4.206453112225061,3.1410601383996206,-2.077291354215254,1.547694174025216,-9.411370108600547,9.448354751013571,-5.974778201355393,-8.625083765824975,3.7586470570623653,1.1544192413747223,49.474242694357514
+-2.2065018430948813,-2.999600453544078,-0.6838420522703892,-0.36388978376121317,-2.4731390047002044,-1.4677555583140944,-0.6197069648480324,-1.4200683241174472,6.045797777032849,4.646189704386295,-48.94084464866
+-9.626704087328593,-2.465155063551292,-3.4894569275995746,9.919549292919703,-7.295297732577801,4.077632249608147,3.4091225776041645,-2.9094114912834423,9.646981659380957,-7.537367698985246,-12.115301331338133
+-5.319894503588878,-8.42761948793623,3.6558219269820857,7.44456599815432,-5.9188044619251485,-1.563843357379191,-2.6320454623774703,-3.1034377803994784,9.320324940849357,-1.6205323133688876,-0.5674753679554925
+0.1997097218032584,2.2437761911756615,9.038974644693008,6.260696682468778,-3.413754781090057,8.908418542659831,0.41301592089740824,-6.016359776268876,1.273363151192779,9.523631333069114,-150.20081888674957
+9.052276257905268,7.1264364143628445,-2.592699567363126,3.738960902489974,3.8996755970146957,1.661599022428668,6.9014386221000645,-6.183348913243516,4.360884152020976,5.111042681469346,-145.57077096612835
+1.266657303141101,5.331947942701973,3.492975683644668,-3.242780506051559,-8.583550591307983,8.024688066225787,4.279429612076305,3.398335769269989,3.711659835376677,3.2708763667115126,-134.26685451390188
+2.7279620478209154,-5.738284393838646,-2.8626982078009555,-3.030189674440611,-0.14465561464773957,-5.888972235955818,-3.8220397276337703,3.8075584666068663,-3.278423588004924,-1.430818885462981,109.36296047607232
+-6.452058003746572,6.974028404562905,5.1158660607851125,9.643473856577373,-7.845229683114208,-5.492649681415703,-7.755645378938438,-9.916598411305166,3.8835958701071216,-8.842231721995361,201.72220750106953
+6.963421175284594,4.635578715219141,-4.405309033850928,-6.877567855886062,-8.354024837995457,9.943010141570387,8.26352433893087,-9.75149475087969,-1.5544005270473682,0.8801583427113746,35.94474648430193
+-3.8584884747838255,-5.649219005868753,9.968417852925535,6.145668081563147,0.0547753239779003,-0.17916582028523642,-2.8677337157349636,5.024762236213012,-6.251240288647846,4.264079800888525,-41.294462532521095
+-8.808746346746608,-1.5674525924809535,-7.525639500314945,-9.033447182547222,6.307453371641656,-6.471071258618906,8.39116746425968,-8.45048361461685,-7.737678041372986,7.403992588691692,85.59155137306962
+5.309571271639141,-7.664426552970108,6.09724413256262,-8.168054250269162,-2.6245137068079005,-8.460145239196024,-8.250362294265408,5.531079240055414,2.990282334162757,-2.8475777221021703,106.55336735466084
+5.9428560791909995,-4.699260923883282,-3.2377106056946903,-9.291327630438904,6.63534039046076,-5.395617744869483,-9.725144985702057,-5.655483368205083,2.3059110625618118,3.6142512227726287,109.30630936077235
+4.609800527076809,5.502900914671134,-7.184768506257749,-7.9388915267830225,4.314601509321738,7.787491558168509,4.273912466886114,-0.966722207322499,5.971530195392763,-1.958958704333691,-83.87338725625948
+-5.901017552301207,-9.14294608890198,6.63909691565906,0.6207388968444105,8.444827201805197,-6.620649976031054,-9.258602440885934,2.318066907129337,-6.524621021312422,-6.8437350686792,176.7911407046182
+-7.789926899216766,-9.253877163782708,-0.6832479391756929,-3.8179993552241287,-2.4716243798482673,9.356848247962732,7.259466002726298,-7.181706030155331,4.778825398655364,7.1994588627601,-104.34662204817371
+3.8977283509047966,3.4991413276575822,6.611528073689767,-3.5476701772611596,9.149225173380007,0.5658700748349021,9.741500405334344,-4.068186296459784,3.8097491512203496,1.9370262790763237,-151.45985850586985
+6.017680224839285,9.584978422988492,6.696228408413882,3.57989289125042,9.97076067580508,-7.615391592579941,-6.8090239148153175,5.204719742129223,1.8512882148148657,7.804401665184734,-148.9575873073207
+8.459325682670297,2.5519767879564426,8.800155081223979,-7.834337652290753,-1.6979847640667733,7.675380179927458,-6.213963191266396,6.526554742931121,3.2209707804469367,-3.229782082359991,-47.778487158790895
+3.02869148875077,-5.317796160662054,6.6218747647818095,1.8587001522704094,0.0017776231167787593,5.317348111210036,-8.38388835709721,-5.190422626334945,6.594212583899141,-9.564735838660173,89.05982286714952
+3.0494744336693036,-5.723568165871162,-4.315481443322979,-4.505225115434985,-8.879096615466722,-1.9854616550320858,0.9522064917723871,2.027808492973844,-5.2341680253390965,-2.48709925078088,147.5450164701484
+6.477833622818528,0.27012898472986047,-2.823028434263939,9.038528586141313,-8.763700732191992,4.028241581221607,-6.603513557133707,-1.748625869257825,9.756297913060099,-6.948900838003023,29.915775642543434
+5.516355687665772,3.4842950123423,-6.673669245080345,-8.775561740416551,1.1870432610789972,-2.0540247301487513,2.6454595165980854,-2.728929523651713,-2.5939535057299845,-4.9514176895554325,128.66084804294294
+-4.454591491116558,6.472295200919669,2.2308369206993417,-2.361166881347687,5.970949041514608,-7.525484240545211,-7.328808310307913,-1.7780140471869554,-9.653258600145389,-7.034738212462875,235.8680032971487
+1.2769405881167528,-7.594463492333594,-4.764951003488662,6.484978482995074,3.7576603417981147,8.167838083311354,3.438493169301231,-8.155079200786597,4.085373287376264,-9.420242414310444,36.62707415259267
+-6.9670018748517855,-8.160969888595748,3.1427205959837123,5.43850167701769,3.849137231811326,2.0063697205935815,-3.103376930232271,-4.841157186396982,-7.742262507517932,8.866170339815953,5.248434446821558
+-5.110063402666743,3.852903220403765,4.980391985832668,9.341238098124885,-2.9255822696603406,-2.9746266191138893,-2.720616245600902,7.060234557950979,5.555145160517931,-4.353337731425421,-62.869931584491155
+4.382112882117822,-7.568632503892343,-5.6425499254965565,3.394415776037274,-5.313199194860598,-5.251691003312768,2.4590579056411355,-5.609738653189165,-7.377617626501594,7.270209748029792,97.02766136904701
+-0.46593683054940715,9.081638344748997,-2.83027965591226,0.7119931550628067,-2.2877982871072478,4.302387851526037,-0.2695116265098152,6.477796182184889,-3.9723296204812497,-8.264473817601107,45.17039128712188
+9.432704746080427,5.376821911995173,7.103227402037618,-9.759915054010875,9.18186251764173,-6.366380823049614,3.2148296115191366,-0.6690113061677372,-1.8872464452370208,9.047066412111493,-97.72911971130915
+-5.1423050626019595,3.4689918800154684,-8.908880873091622,-5.065412074594433,1.4017606452505205,3.639312711054108,4.21324116432257,-0.3025707082069595,7.474180062847817,3.7739638578513923,-111.12117589169209
+-3.7133532329422603,6.463743820462058,-0.5622471337548007,-6.387479622541237,1.2238203768280465,6.234831584442704,-5.143428821207154,-7.781197054619189,0.9299493340544962,9.982026316864793,-31.852506048068964
+5.64688500174134,-2.718280084228597,-9.513457348751356,6.238839732130019,-5.921563258753175,4.499540732844509,-0.19146784731687516,9.083697530502546,2.674993497686571,6.428043444775831,-150.49080178873737
+4.701274365553651,-8.419280079653152,3.0466970486669087,-2.7553816838374146,-9.869826042845386,4.279151001180351,4.341962178823849,-2.91479556554483,7.56614161736004,5.951151031379496,-94.50949750208149
+-5.24351048531895,-6.3338517414903395,7.570140278815787,-1.3949889590200804,-2.367019402588877,-5.990856296315208,5.718943469419033,5.667996368944738,-2.681270044781885,5.863566175834231,-68.8472219265396
+5.704300958633599,-6.585426752998451,7.270011923373881,1.5071649401376908,2.587214277415113,-0.8622641112166107,-0.23561264550416627,3.2955763826570528,1.0861050044646303,7.158688437335428,-130.16390941731154
+-4.494126874234976,-4.774885982998569,-3.752689752611109,6.864415062862594,9.844757222106924,-6.821337591308829,9.658120088435142,-9.368622563265399,-5.037856386206343,-0.8993268682811539,55.23485707187427
+-9.056102515861843,3.523726250386676,9.098261722113163,-5.658327440683726,9.444611995371853,4.404377565693918,2.548072758700106,7.2900101841313925,0.8802952920653095,-2.6832388692009856,-130.42893093770044
+-6.9116054250711905,2.8726027909971097,-9.780829303682584,-0.6319884496749739,3.9238129405233146,-4.036276788603166,-0.44333012099804225,4.634568354305804,-5.486139027898069,5.840955966018477,-1.958771713781399
+-5.928498301472285,4.271314992172499,-6.531351844553388,5.421609898071564,4.385069369563659,6.030320528257429,7.119505718499706,7.555562027961155,-5.391267171034004,2.1363010562973117,-142.78819365799671
+6.403759800628603,-6.95703242969736,9.905978372395573,-4.8550818551891055,2.7695565029712976,6.735594193861685,2.700988906331623,6.813003628913679,-8.133018627509585,6.953370319972885,-123.12348209067292
+-9.463536592439228,-5.252373989894831,-8.04445667371083,4.74739741346429,2.0806977109987046,9.03249221328277,-4.116168649431888,-1.4391779963126128,-0.09239607004428274,-8.23458458853816,87.65449539928117
+-1.7515224883184422,7.224547217253477,9.048864149580545,-4.620134368920099,7.381378336312096,9.092205855306672,-5.924238045791077,2.48381083718626,-2.482469060863779,-6.4163898492174525,-0.9286625924917211
+9.68190237759925,7.852520066124473,-4.228778296381568,4.2717770270840845,5.787199186127516,7.414359819615117,6.905129513618529,5.635353756767676,-9.159684391227072,3.6445600073753925,-147.99154356416494
+4.461586615575916,3.052696440592091,-2.0184125211287007,0.6956449254053854,-5.57136593331389,-3.966008368329914,9.4585936708792,-6.225665531481535,3.71541409274865,-4.5427041134090125,43.39010966116783
+-1.984758962591584,8.200805696260112,-8.917330687249772,-9.696635701176765,6.84739314485668,0.5154156695121581,4.781313320369178,-2.851198839761957,-3.888222474406924,2.972875446537049,11.992458817428306
+5.517414952111941,-6.334333169594517,-6.589037841152026,4.951355732513118,-5.624964012661442,-7.532848898851306,-4.247450233787857,8.442386980424406,5.293004573120044,0.2739994838331872,-4.841883299352603
+5.072636108498767,-6.321912827748268,9.16886460221695,9.889114529616254,-3.805897311549664,-4.112692550447655,1.9607482954836852,-3.068241893122856,-7.198348819920164,2.306428631410735,40.57007890707531
+-3.991166179636545,-4.355220340194688,-7.006704983190017,2.2738115734961006,2.6289061045668194,5.5204770493557405,7.7031017457629725,1.4487734930653118,7.763122321584486,5.024990016863047,-203.5433700561068
+8.948143202655121,8.067187064679928,9.620948354602508,-7.087678571146416,2.5327593537197535,4.514067034330031,-2.4069262089364485,-9.84378691510004,0.480211804866828,-3.052174170241566,59.503164828584225
+1.1518517125955552,-3.1852499929335587,-3.54677443432047,7.946545308016654,-3.026870629301883,-2.7477958944479686,-4.4495405724648425,5.696391462624845,-7.267796046077084,5.7665101356536645,11.769514158908965
+9.662073359473368,-2.3108375636157397,2.667212752826198,0.01349532220399352,1.7832005851942112,-3.942440403510059,8.032451689660194,6.4108632908113705,0.7687356160807179,3.379218680729179,-143.83489405625033
+-9.96004382285597,-3.7227849104904887,5.439144029670302,-2.0931967740519464,-9.46351789177222,-8.438283242954586,5.563452885455915,2.787093805935532,-7.598074027275674,-6.165349737523393,179.45498947810324
+8.735550865260269,2.5544112045912604,-8.648664612289178,-9.421556440916918,3.533766741895401,9.654258241767339,4.310114195664694,5.144055739537475,2.3975612215930897,4.955838043958025,-164.29616388864287
+-5.703256199677558,8.788017107611054,3.643631306531001,-2.415113786247589,0.9793748587884954,4.995783199587858,-1.1317560456657638,3.7369027396831256,6.014664740793581,-7.972967687920452,-40.80238429616409
+-1.4478199485472265,-0.5749565082584884,5.311929744713897,4.186347361041287,-1.1481783150227853,-2.1153672752454256,7.508985150657422,-2.865926282187865,-4.434472754675072,-2.5811763710487856,27.99192216896366
+-6.4330356092570025,1.3105002893641737,9.278718297873949,-8.24706484955373,7.9807251953591045,8.177261454838424,5.799512045758535,9.262624849487132,5.727365219796723,-5.624027475960133,-186.70051344903206
+-5.249373885835689,-8.884118001939072,4.502509403973763,-1.3403404319825762,8.691421707403357,9.885829467605687,-3.680599993316971,-0.814085530845936,-5.274397524525143,9.233920532126294,-96.49823412981968
+-4.240324460456475,-6.779635869140826,3.900776855173982,6.924172601647851,7.329558131258902,-6.306050410985238,0.8782582612384382,1.8873272113248962,9.247376532332943,1.3636172032317995,-134.88081701626507
+1.7648389561279498,9.917156661004348,-6.487509962475242,-2.4232398298523727,3.2731427244335087,-3.9707678309323846,1.3412261210191945,-3.668265619993596,2.829633699838452,6.1066862212706035,-48.318054119924724
+-3.6497025720345633,1.3645769839981048,-0.03539148372022849,8.348129906792021,9.761869162607432,2.8839036817689356,-5.583962930987072,0.7665889918388213,-7.695322001714089,-0.6909423673850124,14.12913121358705
+-7.3214756388480895,3.3542618477673325,3.1667543857743286,8.788773560292677,-2.863346777458682,6.824769752614033,-6.867501585235942,7.8256500282847945,4.5057087613310625,-1.0737351476031143,-111.25523589112693
+-2.771185822719129,7.557694056534963,-4.477766381699295,-4.789859876248716,2.2071043061721496,-4.787230954206838,-9.64613782286034,-2.893293970040627,9.99358720900879,0.7828877490817088,34.14905332365052
+3.3242873554526264,-2.2718799371919274,-4.5609556207590085,2.219694869110105,4.391032471470552,-1.6171122642036706,6.871337341625791,-1.1754336815049382,1.271332414420725,-3.705034063646986,-15.704540561024304
+6.311175089708556,-9.806235967675203,-8.546869293756066,-2.1739736772758866,2.4173564383430457,7.714659295860056,5.381579596866302,-2.3396467859553893,-4.322215483710212,6.411299221340386,-51.769977556208865
+-0.4917450151770253,-6.22368454409425,-1.2491982708295946,-8.031497149971557,-5.03702312359541,-8.84419233646597,3.1147708423334186,-9.49802968371272,3.5593515343363236,-6.506853716299961,217.7639169789394
+6.000324601142348,6.754746569872763,8.038378601463558,-7.255221866350792,4.473134517463406,2.082841272902589,1.313264116724342,-8.276715998814293,0.6489012498765301,0.2627316496669829,2.7991384514480857
+7.748473884102376,4.680356357562035,-1.6024894559991942,-0.11798150527689844,0.1156409348450893,5.2446618927074145,-4.256953210367518,-9.095186663972665,-1.527670571496731,-4.0287062232171245,116.31372958157087
+6.057153980175627,-6.807764229340032,3.738554906264855,-2.010599769187964,-2.5230733428040453,-8.343886501254529,-7.61580698581791,7.930377237268269,-9.548489727711402,-6.975531787570219,216.44178224805722
+0.926353755170557,-9.029954736247268,4.108929927579375,9.497303260767389,-3.27259366920275,3.1943681475222507,7.075545736466791,-0.7296996861387606,-7.632640495098546,-8.161811348833055,75.0976744803994
+8.540231756836533,2.457896235475736,0.8015839135050595,-1.5282228665447062,-6.806225114400268,-3.4412989054846377,-0.8341111764525166,5.844801040064018,-2.344847120639597,1.3954198314990518,14.734453809801893
+3.099712286414955,0.8921838220440148,-8.818741875701274,-8.070231928234197,-0.9334079652187044,-6.753215281585081,-4.529661983214643,-5.983024479293924,8.76647697310142,-6.99144622676374,171.4285298265923
+1.1670152620874652,3.5911264723788827,4.706674389163075,-9.201897547677007,-7.559407922308128,1.4681458120897806,-5.719056274497836,-7.910072294711612,4.781975981921535,3.0649586876255497,77.31921261493402
+-8.76683510624086,1.4708291717779076,-5.9608804831871005,9.031374826413563,-1.4506458775827746,0.7410973507868412,1.3982826166403273,-4.034266611423196,1.500753780868973,7.982391135204057,-77.10382396071832
+-7.411466755774832,-2.866004766964132,-1.2783013806627386,-8.421094942441638,7.182995929175813,-1.3547967967121743,3.2536725403256006,-0.7791868239221955,6.7727897159050165,4.29004785230215,-93.2165871905164
+8.382779074975975,-1.8741710959084235,-4.738379020727363,-4.48552561847948,3.0524286831058745,9.115537787249588,3.642845887841435,5.787970864598164,-7.752227579354869,9.362379079049974,-133.6563821155998
+4.692186802380434,2.0762681869778987,-0.3819587195162977,0.655641369291462,-4.0615468653028275,0.1418387219817574,1.9594837137201915,4.1716330877047,2.3879170068645728,8.540405453062336,-141.126087625443
+-7.746211464954033,0.47224533186263074,1.4843681458570468,0.5022056864557056,2.278887416993336,5.7119768504039765,3.6248672032530926,-9.70504606167421,-2.3776959672914777,-7.6977622862715105,109.2017299194006
+6.390915377548161,6.358684413725704,-0.20435965120732202,-5.498554946199867,9.5194854451371,-8.385772779488097,6.242088671098647,8.85233682558222,8.554397359250277,-0.8442002018535333,-173.00388902864483
+-8.302870771702144,2.9711242230736468,0.8408366782699561,-4.0677388548478355,-1.9966780352021107,-9.04845907481733,3.2284437724341286,-8.901513762909708,-3.8849223233860775,-7.888299991264686,246.99704089239634
+-3.3946315718291054,4.520471944263136,8.096727094298316,7.024808603713,-6.592189168092033,9.406667982207042,0.14584090949831818,2.3451495799009514,7.085060225971109,4.089346976295953,-202.51944433185858
+5.002365580614272,3.0762631658257367,-0.30487514976931473,-4.540717715793219,5.955947045235714,-8.883041728469543,-9.189651617795896,5.766364100593011,7.276060925729986,-9.32792266802149,80.96045337846404
+9.296110317123475,1.7359827504527892,1.1392908336864438,-9.92162173703855,2.171994033248321,1.126327374042364,1.998249685376996,2.470991912931406,-6.442382182080677,3.841572344421018,-5.019733540099002
+3.2445278110610554,-9.052266093575984,-9.517468270861295,1.3069432393019786,-6.665237688681527,5.51299744645079,3.7268177081627285,-5.132953717552784,8.46987238700792,2.0777489000573146,-40.58792339900652
+7.6709664352745,2.007304775873744,9.187746368559582,4.279143546048387,8.426992851122282,2.769221745016124,-7.8114793404568195,2.783557071281406,-4.301070691731375,-9.69915573065521,56.62559992053431
+-7.333157823675071,-0.13265303160175268,8.389206361624797,-5.0509022250316775,2.7086870991626055,4.107027916940778,-8.642443858367985,-8.936062280033127,-5.516922560121986,2.5762500497359087,123.9738144136637
+4.758411216860059,-3.789719785560419,-2.8897733765621147,-8.412563604655745,3.1376511478270475,1.411976860015891,-9.799485871673161,-9.41951352412913,9.381517229287919,-1.4010586139440462,97.90002147084265
+-4.511395067227526,-4.810433032138426,-0.31742926967922136,3.081304583467508,1.2121706166642143,-1.4658362404098813,2.3668654166979874,6.506383859813631,5.182779719753738,9.810567989016185,-204.3449053984849
+-2.7927612913571043,-7.030394286940263,-7.690865592857108,-6.31058173864316,6.942190484965868,1.595569139943267,-7.043753328553479,-2.886532562257922,7.192783939841321,-3.909007773796631,71.74834462727429
+-6.693017818736145,7.434102452507904,8.7803256813957,6.900943870204133,8.458820947541808,4.0361652600795335,-0.3034211881673299,-3.2681249324152883,3.378075615836693,-4.18877145691803,-85.0528024461096
+-9.947163768512961,-4.219623093098117,-4.420077399080675,2.937328971497135,-9.107351011165983,7.7246023244852235,-1.1048344542729027,0.9486524653419148,-3.3112760864293977,-5.522100421470981,108.06728216037484
+8.994413313602184,2.9736535235769312,4.931747727533264,2.1338415096305297,8.395492911144938,-6.9679315211186115,-3.676178457224817,-5.520454667686254,-1.878787383836873,4.916238561539772,2.3426609880657625
+2.6982416941619047,7.926521062763483,-8.892602249630915,8.31771251140394,-6.979620836461848,-9.648616907422728,-6.903614580391542,-0.37946012214924885,-7.232790237620854,-8.225809734476115,269.388244198552
+-8.465133728695491,-1.272597778193525,4.55024974218047,-5.006187603898587,-1.0690095403825128,-9.11561087403298,0.03767716230590468,-2.6717881771275342,-1.6270300396498882,4.5408053527586585,71.82327076477871
+7.363626791668782,-3.3471048726089547,-2.9056097619826238,-2.8143275452632355,-3.1710177990362243,-2.491027848185532,0.0565576742923235,-2.1515088252199854,4.283653494675703,-0.8686883354667496,40.39421078807366
+3.9124601850957452,-6.523773333117684,-2.10823951113583,9.277189712888909,-2.410914772052788,-0.4477155241233022,6.430851391692163,6.278802779860786,6.77940212055862,-8.163561033201654,-78.29333401503017
+6.338783749707282,7.617637474108186,5.7303595319359735,0.3474328845823238,-2.9407050254665767,7.333029590155473,2.491284792132693,5.347384911329758,4.4956559232699655,-9.483821117998845,-72.24417682445703
+-8.473741387616599,3.9996505176556485,-5.595069686486724,1.7735436447648723,9.860737225536834,6.521878160668941,4.392223580014751,-2.940998502325869,-0.25416479974080586,-6.210178145971446,-17.067025708907213
+-6.667859633875661,5.512452633049967,6.672792837411132,-0.42131022566617826,-8.713111383833514,-9.605229090514513,6.917230323838199,7.948903943834451,-9.048522535736996,-1.2867989446018124,63.9814702837034
+6.682535863642536,5.165529971592533,-5.477274616007879,-9.72172052685532,-8.126978487739613,2.203901218644051,-1.7799584083207032,7.940505431184526,7.033985069067736,2.9361859395332246,-73.65040155882761
+3.866960497037102,-7.221556567349598,6.183586018179077,8.827839338840711,8.695315300420019,-6.7226678036248195,-8.526218571711915,-7.056524951851868,-3.519626078606275,5.630276139285431,48.74171247617557
+6.503700302924176,5.464344457220392,2.704899609672886,7.599322629221579,-1.6116163649699522,-7.056584460640183,8.832025411005844,-3.049483992431248,0.9043179168451543,0.05627589426441704,-48.505496681241645
+-5.049154925527066,-3.9242666921376435,2.704937058880126,4.288020603185048,7.563801649913557,3.3095152950063245,-3.3304481210940517,8.537351993769203,5.399400018731198,-8.217496689223209,-77.02321268088419
+0.006387937537248867,4.983607234587872,-1.4034525811491716,9.87511312080516,-5.822859009012779,8.09006013392391,-7.097895746741553,5.851292783216211,5.330040701239385,5.720066474363499,-163.38894706801435
+4.398358354825205,-3.979181340043809,-4.618997585757936,4.439897245247366,-1.8766234487768596,5.422802724883495,-1.4167513534227183,-0.969308888486613,9.418771478320362,6.4671210840715565,-150.59886286175674
+-8.514765476957649,-1.6355523480655632,-0.050290574492128925,0.9192383793738235,-2.5107280945085253,9.877717119365126,6.031817704632811,5.3584785855061146,-4.078871366219734,-0.10105636605231227,-81.91210877162625
+0.15413361574404538,-7.976954927734798,-2.336162927790244,-9.322657241792662,-1.7155359484734478,-9.104625894853271,3.9138297694368296,-5.884088572740287,4.734289488222219,-8.279190617092997,187.28175329573435
+1.37625215477573,5.48431338498154,7.425818872584515,4.749086980713493,0.855479171504756,2.4320321477468188,-9.059777986948653,-1.9141298746356927,7.057604746950963,4.1097911504605245,-94.42908412199229
+7.376379293155764,-8.473396477414799,0.7147341252719408,8.939976667830315,0.5116225364345972,9.701635325915742,-5.857853035895964,-0.2832737497825266,-6.302432115499165,1.5702994803173187,-0.8640236667470624
+2.4093445176606187,-1.2612815895202933,-2.669887355022984,-9.903399775654709,8.34967094052715,9.423219809032425,-7.494097783830693,2.439106555549506,9.488733895452782,8.11868014657498,-181.36112594228356
+6.275984745253995,-6.868443290823361,3.909681846923365,3.3131008941708373,1.7760544897536823,-1.3027368560927388,-4.913333475346828,-7.952473590892568,5.917090680750345,9.81604941592494,-68.49683938626464
+-2.7198106796149846,-1.9433161879540384,-9.728356592080322,-7.90925853832513,-5.110034798541867,5.6336746299960545,-0.26339859619322503,6.645522289218033,4.3538130082998405,-6.645460573072068,38.75542316163738
+-0.3495837488427789,-3.314569364056441,3.5534270201858598,0.04524432538367318,2.7721495783800387,4.142257688742541,6.881786830008149,9.306442113904259,0.669859926724421,7.128551414533531,-239.31829947107408
+-2.5857663363936734,-4.802577284264178,-1.6665647421805319,-2.1047913977296773,-9.773210806854053,1.7456754509070849,1.2468584685845352,1.3007156655753294,-2.0264812451509218,-2.038272560445251,86.98317902046618
+-0.31792330252344403,-8.134193297910222,4.368869030724866,1.4662400536685571,9.607299595866465,-1.4194940805773237,-8.459605756942947,-2.9489717844542906,-0.11087664880859327,-3.1116226311978856,75.6500106759101
+9.350435249230708,-6.739928164814415,6.613599652987785,-8.860306587953957,-7.007144616241177,-2.6188234032472435,-5.673240785588021,-1.6814092920757107,8.403480534855936,-4.735469390170444,99.09466420648944
+-2.9497369445743837,8.439380923882169,8.986418304053156,-7.992133183536724,3.6362143867354346,6.771893751744682,3.683453270743644,1.6498446503769526,0.8031806120065066,9.791301375120913,-208.58645920156397
+6.093097958329363,-2.6064803728336017,-4.074733414865353,7.5394945054878315,-7.458709879381773,-1.4198056692753447,3.0118856897880386,8.204712615533918,-3.9685725305844155,-4.889762761412397,27.91389535667713
+-7.1829487096286755,8.807592940245332,-8.566820767496157,-6.605374837195037,0.655012672692048,-0.7777870720505864,4.818946705879674,7.916100495767234,-9.978052632258407,1.3071498528450531,25.86676165655217
+5.577991393569752,-6.539760473440124,1.7892819402096594,-8.962145438041066,-7.787215465936228,1.1307401196639089,-2.6454209407939455,0.41128223377858264,-9.360509114909236,-3.452481931467777,207.54590061987528
+-7.548463078766505,-8.323787354178922,0.7368100022846669,-0.2987777616426901,-7.394588187458329,-6.0441667020664225,9.601424186687868,0.6224049205168991,7.222996394949641,0.9078841237924595,-46.412711019726224
+-6.295141801941304,-7.52108722754423,2.788222541820591,-2.3077273520096897,-1.2562390892292608,-8.562954156883363,-2.1058322081876724,-4.034202448398565,-2.99054144629898,-7.810694375567926,235.19798106027716
+1.9586622119659558,-0.4687226824316859,3.6354709517192396,6.303811175736172,-8.69201405654155,-0.2039237220339274,-2.5243911100726524,-7.009144281831077,-9.36239519899707,-2.8877756975269264,197.84628584342227
+-1.644073328721758,4.70169667151495,-7.395458520922715,3.402169524540497,-7.372729346775733,-3.1766239103339866,-7.7622677697807045,-1.962359714444386,1.5438771881821656,3.9408817665565787,76.69902259899321
+-2.1332858384569486,-6.842128911554502,9.44009757499008,-2.362822015423023,-9.816739074737992,-5.533441772814031,5.561737494095644,8.49551053905276,-2.9774547214114366,-0.22871706819552085,4.587158641190699
+7.751004051623522,7.375606016031496,-0.02517900849824617,-5.494004909480241,2.29228511177473,-0.22152709359728018,-3.2618146479475096,-6.2346009150157,1.0405703589625515,8.51318391619949,-29.156236566736755
+9.003667860876748,8.57904102963987,-8.936167130706247,-6.266519395057157,4.903185768086971,1.063008413002895,-1.1068593819219363,8.46625701257281,1.4614831532576922,-7.666595162523214,2.5827097986646823
+7.886031233685973,2.5191933658548304,5.526017969975092,0.7495105612568254,3.6314759754482973,7.4011068276678476,9.208355948346892,8.445750277127049,3.3812927912566493,-3.625351553228362,-217.44257844126835
+1.0906720264223502,-4.665409797731512,6.995709448334102,-7.91113745098357,7.626871395007912,6.816488704867281,4.606203897362226,-7.3280795077404415,-9.428938414846783,-2.058662371166191,75.08444179076835
+9.600789529184834,8.15803716351506,0.1628846359439362,-3.8406838515599406,-2.169926876780439,-7.670393530109165,-5.238918423426844,1.7900481637688004,2.371275524116012,0.17983917391550586,48.24100488571673
+-6.647755071932782,5.164630556505767,7.487670521088303,-6.616589861199936,1.6120889648630032,-4.46334690404883,-5.164073433588101,-8.645544209494549,8.829202141038463,-9.585644607594732,143.85642788842446
+3.6008362652699466,-1.2174763284799384,-5.99963308859937,-3.140237286623493,-7.355197480887861,-7.521593431620445,0.5806730061067689,-2.0836202042600616,8.872057451352752,-5.128133666197831,99.48981524040998
+-7.169729345599194,-9.508641591334435,2.0686221983575925,0.6230543200127658,-8.727122459500823,-8.862884522506352,-7.708049405144958,0.47348572125820443,-1.1131439099251983,6.31475799500119,114.44947409746416
+-8.858894144439414,6.646414892656745,-4.529341659930363,-6.582187446751513,5.309630830099932,-3.99099803655117,-0.7365000937521815,8.835868130648022,3.911522102971514,5.345130136335365,-118.2028331942319
+-9.505559658245923,9.339721071403593,-7.459263235300135,-3.0484771466136706,4.450278747662342,-0.3833984205577101,4.738736028202202,-5.784408613225214,-0.7138143218713511,3.674016067411583,-8.597721254493836
+-1.7660600621432598,-7.197099382970185,-1.2294578157599134,-4.3198429814567785,3.377708757338451,4.984669473518128,0.24244271705678333,8.913455489255334,7.755046433290764,4.387455202324224,-193.52149513717157
+-2.7309975952914622,-4.409431211682177,7.055305065261502,4.341125301559772,0.44500763248446207,-1.2474363180553016,-4.490097547004368,-9.279786022132889,-1.4473258219562912,-6.942545896319594,168.97272200754605
+-5.7777495581811795,4.800630816936127,8.591851964920227,-0.027991225392447472,-1.3496539506775895,-4.668915662245214,-1.0322597514967624,-4.6361667320351385,-2.5164638750573487,-8.99533266271748,166.4817700642821
+-4.285706304503334,4.2012057894423975,-1.1102678998993176,-3.4510372702060588,6.940068399587409,6.683592762418058,6.102368585295334,2.128171331540436,-1.4944051949762716,2.4433005919921724,-128.631852236391
+7.246872326351341,-2.838739394815266,1.2729441945075437,-3.825825627690347,3.9685909927109297,5.600036516826141,8.794384101588308,-0.33895354527984756,4.706306300596572,3.2901793983703453,-174.4574391330011
+-4.853692689026916,-3.683426110266721,6.017336520978334,-1.0278114065614363,9.627892580143673,1.186230401767121,-8.269160477005714,-9.446509242539083,2.5662941626490055,-3.486078261513581,91.96506965996667
+7.59477100133312,-7.554509031212284,-5.791059309709736,-2.521121850830792,7.677984874276147,-0.5919096033873106,7.84992575601459,1.1327381667564862,6.880413396239717,-5.194143131315858,-69.91878720343298
+0.5718484843325844,-2.8587791584337285,4.578276131059706,-6.960479371353713,-0.4607055017697115,2.53428875792993,9.888502655366647,-7.702858802135277,-4.566519785618686,-2.8630021826109853,71.56097605957306
+6.298425646863331,-2.5819014594100076,-0.36209126440458483,2.3928643138201755,3.7905539140365963,8.898701212360347,3.662916381339134,-9.434980386785464,8.050565211721182,-2.8196296362352813,-72.10754681913829
+-6.761736019375427,-8.228404854236071,4.930857024976523,-4.5690839479847885,2.39051867088248,-7.941009794702854,3.737107208927699,2.669055809184726,9.083902516606512,5.409530755936613,-117.53261235254703
+3.2946464148723975,9.570791673754904,0.32762665939291225,9.786449658504567,-1.4907784611297803,-3.848023383829857,-0.5143885353515687,4.89897066310955,-3.5597704977835565,-1.9849263624535718,-12.771130838431509
+3.9854398691201642,-2.0361311446067765,8.814022338091448,7.5829262072384545,-5.774832674391403,8.702988471822582,2.0991437404606694,1.2869756111693853,-5.562067143786209,1.1854755350227264,-63.40432669091796
+2.4528697934406485,-9.038940372373645,-5.916747185043798,2.127267353268494,7.067314818525327,2.09157949079837,-5.711339264592638,-0.21386050461038142,-5.377720752807971,-7.575209165891561,146.24486598133214
+-2.5457236464326916,-2.225546065851387,-0.23997659184404885,-4.592727754490287,2.673116985727799,8.585148666779972,-7.559942714771659,7.825830503051165,9.988372750317042,9.678492746968992,-231.5865311882232
+6.284669014367061,-1.6835430561378417,9.657360997746867,-0.1158152221328379,3.081628256382365,9.868892496768565,-4.50915293493323,-5.497130856578885,1.030963667489988,-8.175700079140958,46.00012757863
+-8.679471620390792,4.148809679259234,-1.806370304589644,-0.05306305590356164,-8.105131707342466,3.9164533056239925,-2.2154174845584884,-8.28658301101399,6.981846254303099,-1.5314409289633502,59.919850922226054
+3.5946079875685055,1.8497710589655147,3.576384149894072,3.6603467605382622,-6.970372127812725,2.2738002128036205,1.9101778675068926,1.4063935367765934,6.29245487218469,9.425977440015505,-183.02026079697072
+8.825676006252623,-9.552885331126436,1.183488579429366,1.1271611344558075,-5.540989378222909,-5.959549866047837,8.055294161697903,-8.125949702524604,7.231304022123446,4.600711963024762,-33.56755106267724
+-7.9287742460652595,0.022122339843997363,6.9691370675978614,-8.947335464709354,7.859765985045907,6.056735668208009,-2.3083315805152593,-8.672364377151887,-0.9395322057252242,7.820780848749935,-33.93638225717559
+5.740864436364001,1.3019569316908397,-7.493163437091903,3.1289970123673605,-8.331972018328333,8.388478236074324,-1.2833068179717189,-1.0797652940274527,-4.479897007179858,-9.634650626733286,149.71327292889643
+5.81778528774068,8.907882519717576,7.622698085603535,9.966146092584541,5.551156038573253,-7.49347995278802,6.872357291010507,0.31699560862855414,-3.1505473098632075,8.414897989594774,-172.28611753881225
+0.7489180260740547,-0.6802011296384558,3.4726165164377276,7.741145089303516,-4.960063979073313,1.924064014603064,0.25333421096715103,-8.811718273358695,9.81610647348031,-6.750332028811368,23.72577245159152
+7.304993349646631,-4.374645567387843,1.1168827932515368,-4.763209926355998,7.357979422525349,4.987944322225402,3.706361715088251,-6.428189796222492,-2.573170302780501,-2.4216650141442053,26.980750381753058
+5.337816833467248,-1.5658466891299239,-3.7046865655193484,3.8815182355782674,0.35080816600631337,-3.775378843015975,-1.9908208519042359,5.563971460417346,7.50814803771658,9.668893558015625,-177.24840401833055
+3.3592294534075418,-0.6760367482079643,-9.321183325483776,-0.8830911957807674,3.515320356657896,6.847566019590525,9.960635384292848,-1.0947807299252932,-9.401106076553216,6.518698462857326,-67.50396127351709
+2.2038287027219994,8.827965173949522,-0.1906704110477131,-4.895748808742642,5.202882885263884,-7.7218570839698035,-0.21762585427538728,-4.576475386445709,-8.647551829376381,-4.689284620188303,186.43226634334601
+2.887017444838038,4.334602315638967,4.314325906550971,-5.049503196153305,-0.44419202570520566,-7.782406720590867,-1.07554042702809,3.5848320983443815,-8.155952749132174,3.542972324523743,65.42365252037273
+8.065593512549821,-8.51644849139539,-2.915136043268931,5.740052819749968,5.257882729238601,5.227648056482619,-3.1871291576224015,-0.9686156654813183,-8.014070599043489,-3.978491608414374,82.40878951652083
+1.4852765984828564,-8.663548859807177,-3.5575282028743027,6.396939529709817,8.099000063156907,-0.017155899940590746,-9.561032940069758,8.754306404121445,-6.123628192430934,8.974061397258165,-74.61457952993936
+7.661763149730296,-2.1992427833980543,-7.134065812870027,-7.693741549522879,7.769040554896662,-5.075308742701621,-7.081039084945033,5.709979802351652,0.9304746786730944,-8.584313705040959,124.62066724027439
+-3.764933906943746,-0.5006693155445596,-2.722258291085262,-4.302909526907424,7.758843510730589,6.457305733907479,-1.9873719176680393,3.006895321612233,2.9890101859141582,0.709060807550943,-88.7135643242542
+4.626292851567881,1.3372047286591648,4.595888620853743,-7.211353957396856,-5.6047944576002084,-6.207672809025646,7.643294108637222,-3.0992982478813724,0.2516971985012373,-6.925807894101328,114.5530166078645
+5.329967809728606,-4.87411260884744,-6.771849439078319,-4.067467271058403,4.145607264578595,0.4748154696902329,7.465084338766261,0.5324744918783164,1.333224541340825,5.898360988108582,-106.4093588306503
+5.542334510492372,-9.10177684743476,1.6683922832458653,-4.2138944513390975,-0.8479374426366171,-8.7661308264844,1.1739979456546301,-3.5647859152910732,9.180435174403916,-4.639156859412679,69.35550860950909
+6.725130535864743,7.060350026764787,-8.727088621338124,2.0893499672060245,-4.250801679019103,2.047483742787648,8.215418852626193,5.476085785501306,7.448909578381421,7.058889028886044,-229.1052171751982
+-2.0161316800824003,-1.4579902910570475,9.17315998724819,-2.074998576035263,-5.498757860257566,2.8000749453781726,7.485424895754031,-6.227831452875996,-6.449513550633141,-2.704909756190683,82.75686383271984
+-8.114908697771597,-0.9828720552373182,-9.702089334060037,4.461931095733487,-6.282555801760821,-2.943059158930701,-9.252953703382792,8.286132373232737,0.28213812178338404,-5.6632472775777565,125.34576380442333
+2.5766814077080524,-3.2099803358890977,-3.3249020420675923,-4.284924254003187,7.026322942136332,-7.075192090027802,-9.662753684359755,-4.141972258327984,-5.604222075347678,5.080284460982991,141.8637217266442
+1.2294624058855486,-0.9480955168797256,-2.4411112004650315,-3.4451393471214353,-4.822746320154872,-0.6023818660630864,-4.957747851077938,9.821408022511836,-6.981075703238813,-9.656767211273491,168.43006932795217
+-2.5624513630703727,7.756454891148152,5.019474044095434,-3.124612976124148,2.1505457601081135,4.615953558184465,1.6625103717136813,3.6865368832519874,9.974000194825836,8.604130024885883,-266.7716347417088
+-7.309688787082289,7.741679760710345,-5.729069131792201,-8.26150675530721,-0.22752447706697376,7.809237163404672,-5.679478202090968,-2.6469299745973784,-0.6855326059002187,6.223965339973652,4.104304260847329
+3.8659304961115626,5.9376691353657485,8.605249540793142,8.286246001898617,-4.81987271671983,2.3851371504427687,0.16638136363648526,5.183569567707882,6.080196860332792,9.295730980447225,-252.7247863762325
+3.2554817001511283,9.540063942777508,5.935941084116956,-1.882186177373173,-5.956810806344541,4.242333156317521,6.720682266353563,-9.550346560171965,-5.3939818862179045,9.344006870442145,-40.14039267874931
+5.584406473385584,7.8324393767355005,8.951795552067539,0.08167291082846528,-8.704522441566287,9.0626046246894,9.186698650435915,-6.585532755420371,7.695685189650032,-1.5553970752978352,-120.90597275347557
+-0.05292234072366675,5.329420865963222,-8.036418454761003,5.38557722475068,-9.16659395095384,-6.703544287860719,-2.2402080745245923,-9.461414219252253,7.205350736895424,-2.3425985287688267,131.3098393427829
+-0.04775049242534912,3.896060036740696,1.0936570200160922,1.096694463686474,-8.581072939930714,-0.7774688659785411,-1.8063522167900814,0.16422935539719852,4.740697283127345,-8.426627669775495,88.48120220487971
+-7.106410800980147,8.642840112095723,-3.125680587826527,7.040565483684118,5.121236067391659,-1.725034008610169,-8.418303849957674,0.5173191443660263,5.275763290493853,5.088594723013955,-84.40756757714419
+7.671142080518973,0.7991803121387053,-1.5044348387072448,4.419523785492954,0.18880233900907983,6.0094714378061065,-3.717829965421644,7.301750164718371,-3.967510039165618,-7.385794593723709,21.612904232696902
+-3.5669539465593236,8.724611419796952,-5.810028270542942,4.842959989903449,2.4167273774917253,-7.293839403490301,4.757360994507083,-9.647105774726864,9.64511103080019,-3.754823210797402,14.39679403010963
+8.35296733214368,-1.9613045590101574,-6.125296825398163,0.27676731514483244,2.1068356745529027,-5.372803203461956,-3.507160584937745,6.493831200332226,3.225395752451967,6.944800839584069,-88.08913686011208
+-4.507400968693296,-8.221876061507075,1.6921398202003912,-6.805857641104565,0.6794908997800642,0.9285682584080068,1.9314605285475661,4.567531153458077,2.0890110913308324,5.9486688113207435,-90.54770516950566
+9.761720610094166,0.0627028689510678,-6.0183016768375825,-6.9177931603249165,-6.891322775958568,5.478301953673128,2.334157224963249,-5.467783489901716,5.9701565951098186,-7.66951466946834,91.01638491482352
+-4.447732393275709,5.309404109487823,3.574014570270654,-6.3794158724707355,-6.268936420943138,8.7650391182416,-8.292066626810826,1.8008649047930114,-4.089821085715613,8.64659914859897,-14.298032629148205
+8.347760425804688,0.7112059200501797,-0.42293152510870957,2.807172152567654,8.942546875342313,-6.688735399909782,8.276765108178068,8.642808334823206,2.3914966581007446,0.4251560588114023,-174.33620616226654
+-2.643897984829806,-1.9098968693678509,-4.272367090238507,8.301222364882817,7.804310752055086,1.061700084935151,8.164454659195119,6.566772733881862,7.211597144282889,7.389806364266089,-304.0527846966681
+-0.6681322348530716,2.25382007900087,8.717313616116964,-6.216585998586799,-1.8591612989736217,4.304682871615933,-0.4715395238297293,2.1427471008581023,6.418301533838395,-1.7435146013769476,-72.20425990392314
+6.387317864615724,-2.5289808207269715,1.1908207239326396,-4.425945159182369,3.1516188637929865,6.877650969569176,1.408575062771813,5.487666317155584,-2.9664220829223042,-8.882154200886818,21.665248404775614
+9.622998872927056,7.199928090870326,-5.6208191152717735,7.33692150103119,5.5776336965211915,6.913598104836904,4.774154762264329,-9.186787477576296,5.50474535295036,6.273139653135842,-173.84575030208313
+-6.849545829816364,-2.8657307143198496,0.36898415399120976,-2.242130356110581,-9.35913593448827,5.4683883379650355,9.610669968688008,-7.983004641527975,8.569398321070897,8.221260096181828,-125.76893581809013
+6.113799275689589,9.67032988027676,-1.7835236311688019,4.082845498616252,2.3024905448967337,3.763232191482222,0.23495388911281,6.14758065243346,8.546094859673996,5.234960951518266,-246.97568756413725
+-6.0915937639592705,4.837609129463236,-2.6848257508362994,-2.8500903003242173,1.6690683393008765,4.933104142208469,5.1293780561875195,-3.2109448489471437,8.18257675225462,-6.289566903242245,-40.256571523960794
+-2.9266872876172356,-8.780942877240497,8.28513674276633,-8.224395356510767,-7.62178738252133,0.42575412707676286,4.844353917452608,4.475691079137347,7.064015663365715,-5.588268625274166,-8.854279779069794
+7.976265330162491,0.0036512343259920144,2.1993482855105806,-3.645550709067502,8.003166678741652,9.984220056027189,7.859300867242034,9.555944726545437,-7.06002985136857,-7.269080543733404,-91.72546558319361
+9.738518830380356,-2.7331800212089474,4.441135622490591,-8.225839974315532,3.3979884142131356,-8.014370375280981,-3.9701681300005243,-6.339575293564481,6.448299456661005,-2.59396558410794,96.62576376435416
+-5.076214679600495,3.476358533592785,-4.240997775073952,7.426004275108456,-9.3272932916699,8.770134824406563,5.806761599978973,7.978265186465004,0.8498620657137712,-0.9636378335155693,-123.10446611450432
+8.716144004995199,0.7273964224492535,9.098686342372835,7.759582127249194,-3.458997985153993,-8.457460452978907,-6.697926720442771,8.47429525784312,-6.795901417888775,6.224465935154669,-18.985564382322103
+6.137631455277337,0.29523687342495775,5.546218724383487,1.7106918643689517,5.285701034825781,3.186612870604444,6.913379550259173,4.421501900499328,-7.468205325942055,3.308544720788429,-121.87219802650638
+9.961691783914567,-2.863204931362391,8.783041492172552,9.480847672604344,-3.4739006805610906,-6.43850850073592,6.655969033698148,-1.4247228551993651,3.4381094174972993,5.798659063687559,-132.6541631937791
+9.998313537430903,-5.6676826068269825,7.205836517033742,-5.892518861783307,2.540037402862245,-0.07601568198953412,8.61752373780604,7.010266876800331,-2.0928124733442743,-3.351902608518116,-69.74690967596695
+3.0950383349780375,4.4030455979749465,9.22699987681965,8.4470112361365,-4.089577148269779,8.603311037020855,4.829819198940433,4.7160526372546,0.6760668008511828,4.5744117057775675,-225.0033070882584
+8.121746336643216,-5.012446099130214,-3.071469562468736,7.570867717385235,-8.86141568529452,-7.316840756919349,5.963821797513287,5.123489657782187,4.122379927781283,9.861820980599393,-146.47465055621643
+4.376906110275072,-3.420448434401664,-7.35005274609791,7.909244309445233,-1.2625294134425458,9.291395778652893,0.9715178569773508,0.8902000843727165,-3.531349099076364,-5.795438074036929,22.458861762592385
+8.577264636686676,3.1283353223484456,-8.501842049394392,0.8141680103532023,6.82148877741146,0.9900763208299757,9.798379756344826,-2.0187579085834417,7.059480090899781,-4.177668712393499,-104.05919300517456
+1.8298307833836458,-5.958973504021325,-1.0380868683119426,5.967961756517532,1.2293880378107058,3.902374186145474,9.803255529751143,2.356935347630078,9.331296146044533,5.899465125787831,-267.2548067400335
+6.779975915802947,8.915600435293667,-5.668278190035219,-2.5787756804375617,-2.642720663439171,-1.9965489084499333,-3.766073714250484,3.8567625147414697,-4.105079244124377,9.972324103286587,-35.26871741088321
+-3.351007203466929,-6.1636993008983705,-7.595945414082683,-1.8048163007925688,-7.331729802854737,5.760821054855299,3.8049639027063997,-2.4183621455665416,1.6240010290505613,-8.494706811753126,114.04894436367253
+-3.7215505832407114,2.4145066221977785,-9.694778746935945,-8.777949762556137,-0.42686312712017616,0.9065712662367331,1.667164860832444,-4.306633679425196,5.65348218631973,-1.2585610548603121,47.54867937178574
+-1.4778977777551683,-6.943501942560553,-2.881705322201744,3.4827677602294482,-8.55517983187803,-3.254979591391174,7.001662846190024,-2.24890676887735,-2.735919731783778,-1.9256655220952767,87.93396891951974
+-7.692076057560431,6.1407546475072206,-7.662694790078344,7.382887285448363,6.673215439393106,-3.766832070130135,0.882577861699354,-3.8565435148463356,5.193374558105186,9.762120991525013,-138.3620178228113
+0.7686264593386061,-3.670592955590475,-4.919026021221537,-9.386563619161665,-6.333556733226679,-6.125033214338568,8.392313057406902,-3.031197006762012,-6.681426904047656,-3.2319152196380108,188.60098051520998
+0.4382933140911338,4.528482114698312,-0.3371383628170599,-2.7682049439755385,2.5980138257680663,-8.260167651483616,-9.505814196384739,-6.036168435194311,7.867090749505641,-0.9874728169568003,96.86800789744221
+3.30756749771121,-3.9083590748927,-0.3891632111255916,-4.9222913357263876,4.966643702437863,1.3150668577825941,5.447471009845115,-4.433782938361661,3.1551731939531713,-9.199619730147855,57.29338780315761
+6.4646925534510835,9.906262874313123,-0.8751981690505417,-8.503259558959972,6.538041861112676,-3.5997980908895277,-5.319825455682141,1.6908475271840961,1.7466887093616923,1.5735540858360397,-4.420200772879929
+8.491621503508707,0.715026329720716,5.912430063986163,0.08751107778625533,-6.764126664293759,8.368189466232554,3.6659426641203807,1.8595987117747148,6.401367473571247,-2.0886204556713595,-118.09681807299563
+-2.866211372045935,0.9217750979793693,6.5520704431650145,-6.4395558876481385,-5.449275811706997,-8.678883043200486,5.246578327819142,3.3171047360657058,-7.353328550621951,-0.3946105937774558,97.19688255571856
+5.139423465938844,-3.237479956651217,-6.654056027999429,-3.6077403535461006,-2.2745667673064873,5.081109490452973,-5.840467397003019,-7.5721975992585495,-2.7191794101250744,-1.1129464126330912,157.60915616637243
+-9.609847577693536,-6.299170202353286,-6.354606645793027,-6.473146089601318,-2.7930340571729007,7.336122928397257,1.4221748720419503,5.381567819521374,8.818625182255861,0.09958846425876189,-92.68162835626015
+-3.140739360629201,-5.632062148359516,7.230899995144277,-9.864216100946733,-7.891172268458481,8.221534205786401,-7.878557441882101,-8.13883458888862,-3.431163773144923,7.471297318801062,103.0427426631954
+9.80660124618366,3.319503565302544,-7.214839849930175,4.410260379068324,4.413707642666875,7.488085936249222,5.944743539278383,3.380704044962326,0.10606140350325033,3.636629065787902,-182.4125802475583
+9.476685852526659,-2.677787186271454,5.489441417389342,-6.332126208928726,-4.75801764753461,-7.5410667282289605,1.185846580322687,9.252647291239347,2.5869174630234437,2.450324155357042,-52.62310329211385
+-4.311054317200476,3.882510540013402,9.760793902692225,-9.041438286740902,-8.85938228314199,8.304815847175595,9.305400168819187,2.9083107881353376,8.948247410010168,9.615443483233086,-263.9973439153932
+-8.790925820275454,7.466689006775442,9.769597588187489,-8.254346272211563,9.04383629454651,-2.645247575202365,-1.6835201129985466,9.728424727289315,3.3903464464319755,-0.921708958369214,-115.85112495915008
+-8.292895499245542,-4.994828867310157,4.247191570672808,8.157189189617737,9.93042330001753,6.875362976199984,-7.581016305027983,-9.441014873170644,1.5708399750596413,-9.840696983466778,98.38891013260141
+2.2387285958369696,8.133344043012334,2.245202136139337,-6.519735944985574,6.634116659204681,-5.2158747857506675,2.602053833315454,2.946335009793528,-5.4616995312462,-2.1980535954905123,32.000988674071785
+0.21007454430544303,-8.873609001199263,-6.085148109289166,4.983969558771591,7.770720224240415,-2.8720971523892147,-5.117962109612197,0.6682234660727304,-0.2612072241145169,6.345329876402397,-33.352257264909966
+1.2986886085867688,-0.7332424457547648,9.278588430471888,9.645726153559306,9.686335361601557,-5.968019894056818,-7.381761276157473,-8.442253764960213,5.7630428526065325,-6.846425467641368,60.06589347621997
+7.029162709514565,0.5322121650298128,3.924645436697183,-6.617029617444743,-4.034895591029848,-6.743530509768005,-3.5347861183850404,3.3592457254427877,-8.869324453914754,8.889174933028844,59.81204812881124
+-5.137272266343298,-6.9134457530564735,-9.778281131866162,7.086108427955189,4.964775737952076,-5.001824809703146,2.826721942420658,-3.9226502836097876,-6.9888248332263725,-6.6258108688445105,169.40252629037388
+0.6295055193084309,-5.747079670268005,-5.589555915985748,-9.562797210651908,-9.069292780133729,7.063238249904067,0.20364481284637526,-0.330917181128918,3.8673174633204455,-5.872745074641239,97.94331234408673
+-6.003018149070877,-7.419039367711397,-6.766969177501245,9.974901603601749,-6.5678991964641,-4.239337896116884,4.761907891793522,-9.836947745177449,-4.379935103565275,-9.816992786380416,246.31990542256912
+6.554149067002624,6.209573974992906,-6.570652441462965,0.9486984182522717,1.0694109740233837,-9.368956592970026,2.76671117948889,-0.9375404646856889,5.3377668677585195,3.5389067555691645,-43.76562480241483
+9.580892775149712,7.840716137360286,-4.884861252563777,-0.36062264948854894,0.8951344706342779,9.199839918744727,-2.521422536745246,9.10437649002076,6.362607114757992,8.97887233063646,-267.15669237202746
+1.0011148505772716,-1.973672453831412,-3.4383954545033646,8.816805440520985,4.164872886184863,5.895132555285649,-6.702614887168988,2.2008434064707716,-6.480029300469122,5.115977383960242,-37.86749322022213
+7.910074290504225,-3.410663972584762,6.7300299512798105,1.3665931466379155,5.35129882257285,6.427222925004812,-0.30955635314946717,9.981722034862718,3.2765862782852873,4.341203465699104,-239.2981442235064
+3.0903190340981967,-0.8721181489915497,-8.877454570523957,-6.532720408774537,-4.987552472106773,-5.244565051683601,-6.72591711378173,9.679511179229166,-1.1700966178697247,1.4875379778066544,76.42959149860543
+-0.12092285637952394,-0.6299890828979327,-6.892934895034461,-4.766748689485578,7.984358776926548,-8.381096894825735,9.738740876198948,-7.942580285764713,2.4435702583096353,7.622778640951955,-47.56934075223314
+-4.2977561175103745,-6.462400791260312,9.6577053357389,6.583985586706325,8.156935276627213,-9.214566811624572,-3.3083013383076776,7.13597874068201,-7.318828098995088,-5.986420237217298,71.15635988505707
+-9.948316017599115,5.138484955268831,6.141650008826344,3.71419594025995,4.749345491261884,-4.580614161245804,6.577058248273982,-6.653277716734349,4.10831128039133,4.754044391163439,-104.39069279829569
+-4.790378859059423,-5.885844657727752,8.113579356096615,-7.2214010368174435,8.662668773264278,6.007015334311854,-2.057880156965355,-3.7896538213873976,9.685717948940969,2.5838470110718625,-122.8407757449544
+-0.7720094906939035,-9.869647038867328,3.467136597952236,4.868270407419153,9.913874306717187,-1.2568454542193797,8.566278572972791,-0.38613214575498045,5.503673934890029,-8.621276169492143,-68.94872497471844
+4.904973690573331,-4.323153693373554,-0.9141703296305415,-2.0934196661516835,-1.6650505548568884,8.307898348887406,-3.967027161047507,-8.880140139789056,-5.60970534003677,7.173900155740213,54.99791791501635
+-9.27207901489921,-6.548669288719129,-8.581966591791147,0.6802620260558667,-9.911389308629591,7.259155092717034,-6.5953206357344385,-6.684427440277869,6.444766195450333,2.612590318176573,69.68848440023551
+-1.1173245448620661,6.987456542082979,3.3752749634444656,-1.6776696869236396,-4.379493455332904,-9.365193039672178,-9.383537096988581,-5.771450828478375,5.4731555760472705,3.6992534770759544,91.61750607629848
+-8.172199278378953,1.521455258528841,-8.59172447151093,-8.262017617545892,-2.1303535936807694,-2.1543463535613583,-2.5094846124174985,6.192398242277813,-3.332840422743113,-2.4755783275343157,114.51412807616136
+3.1250742890774097,-7.974077718973767,9.47970742045392,-6.023318911518254,3.195264649998899,-5.856434511642119,-5.364436203141594,-2.8596975127034385,1.3405097640818853,-9.497090716846623,175.09971614548024
+9.701002643407184,-4.898487348405252,-9.012485030683063,-2.0265693719000266,1.3030378449578683,0.18821524184171157,-0.5379273953986652,9.507574885163454,-1.5984612030733092,4.308577848760309,-70.60617486196428
+-3.5713959155963315,5.80070234707823,3.1964968343370725,2.367080834574866,7.565764193857991,-7.188962499717855,-8.746399834946953,-8.362068815318018,9.93522409519805,-4.565371272700245,66.25032688357363
+-1.308476067063482,5.737242250208199,6.386061425986611,4.3666666278279,-3.929732525590235,-7.233255638931933,4.5477114407832975,-4.622019987183377,-6.6890219997233435,-5.866435677676172,143.02628850779067
+8.694720227898161,8.381175974567629,8.019289067456416,9.67351998977205,-4.44674149340496,-0.23618072709535864,-8.171667602158536,-4.543108413751568,-3.9008055014017784,-3.018615663358335,97.22491757242142
+-2.2471681928188914,-4.383925463292233,8.532108619357219,-7.788352044705517,0.5270343371317487,-1.0481848786319525,1.6381655979111587,7.843205867041975,6.871369892306105,-3.300949649502256,-79.03532012863535
+2.864960057256245,-0.7772055183428517,6.580074226496961,6.044816848049757,-8.91743315636073,2.073890035600978,7.079627907341779,6.275305703321257,1.8756846189252174,5.901676890089005,-185.33779321849642
+-1.5519275747819994,7.7945213181785515,-4.459482758822442,0.529462033878425,9.53748492200029,-5.199788723216248,-3.0305183580579897,7.6896993244968055,-0.2337597725201923,9.766691329739977,-151.15931661272768
+3.8956968939297165,3.334517234438452,-9.41576953428958,-8.94929264344346,9.681717610868048,-9.990202455847243,-4.921451403304418,7.81821071540006,1.8517653230557451,-4.983681162054143,72.47292614428905
+3.048081144218322,4.513035143825417,-6.314185260907466,-7.743764006205341,-6.448607371041637,3.969301205381688,-9.957708230262664,-6.46728401002316,2.256091526598538,7.165281800921239,78.48845392504931
+-1.3253748913366858,8.493480262617172,-8.628883046342184,5.856633555484681,-4.622198141166372,6.509575492511884,3.614300730274065,-6.6196893858653505,3.0746909364054775,5.130808139505865,-77.0639819183728
+-4.393723661659125,5.53011097117089,7.340816997403592,7.759682686813614,8.211787184284034,8.18154272086121,8.788289235305747,3.3960050437784917,-2.0831893818197544,3.257174674768051,-248.26725486792085
+-8.0499480639344,7.487758613718798,-9.159289025821504,-3.240562957992159,-0.056355475566280955,-3.708382010920064,-8.638081527670874,1.8583037573986583,-4.541382195155126,-4.852389991716799,194.9360047633449
+9.445519416671456,-7.716325428362218,1.274805540561983,-3.8826663368721492,2.5780209602896242,-4.0444048625113815,8.01729823619819,-2.79083933984821,-7.872384112715456,-8.021680825610598,149.6544767035104
+6.254461292842974,9.619939266345305,-8.973030507500948,-7.315100455218109,3.925120264670434,0.9971735812960114,5.646190430203095,8.53199043318035,-5.883768254906303,-9.365796660031329,47.575480005561225
+-6.554625852072968,9.624376802096865,4.739312573887036,4.149335188232071,9.200743729556073,-6.384739030340361,-1.4543146485447145,4.875518560401417,-6.73909930183952,-3.0554745694143515,13.992397023306074
+1.7901760978707815,5.005091363939133,-9.8362562617965,-6.124559954912048,4.786828687371775,-6.8392182332194285,-2.5114680571021486,-7.602086673119088,5.547281032273734,-4.428812586783939,136.49454011487262
+7.8917750247977425,8.518490324306615,7.781805819672963,2.071645013354153,-5.60994388257641,2.488299094212165,7.0037720584691066,2.9081736036063455,-6.850418662054998,6.971747060658711,-120.15645116071133
+-4.287493138555152,8.257893070715099,6.233966831536176,-4.63667549892058,7.796012589259065,-6.61017423984452,7.886767961089809,-6.600625481942421,-7.096323571894039,6.143367441086493,-7.714811965396648
+-8.624380866983316,3.6601991733991013,1.591513843224177,-3.6960222998116343,0.5326612331266589,5.04240435456026,-5.323688732682004,9.87430808314619,-4.4795235931722654,3.8855779545492775,-58.56405782334924
+5.27948601815009,3.8043991444157554,5.783757562004133,-6.305278377154584,-5.375082037671963,-8.954183510967333,0.1977928901355308,-8.72057926278802,-9.889873806901582,-6.7628836747335574,304.37546450307053
+6.1783611744110045,-2.044809042027147,1.9743172906736928,-2.610426114877351,7.773283192893079,5.745637316229207,0.15507295986549874,-4.625518914985161,1.2219422060130425,-1.6478106336502707,-26.062361819997896
+-5.844969014031305,6.067414130781399,6.263585698397565,-8.791345221499027,5.301257658665463,7.9333404414509445,8.752144155528283,8.660737203873447,-5.078749038674806,-3.2498799891868746,-113.06170758077108
+7.044054307321419,-8.74802338286486,-1.0825124686127285,-0.4983706378092667,-5.202576675401092,-8.40950066815267,-9.273961204506765,-6.779635490050109,8.765185839475924,-5.850724321086975,194.34741717392436
+0.3159460455650609,6.897821800100994,5.865753718032638,-7.549609391609922,9.116175994479567,-2.9968244751027084,-6.043167760166881,3.4683962992454087,9.348723015085822,6.000024662774715,-155.93301131372692
+7.4239480606540775,8.45938204742019,9.370674720473705,-2.2005899259998873,-4.336075083918596,-2.55665832754038,4.057104019730615,-9.311154467983755,1.267552812448287,-6.874374138475757,100.95563302991131
+3.169425272620945,-2.1767142699703768,8.675420405972279,0.6335577992244179,5.246872698614418,-1.5812460422621144,-3.132571585727564,-8.676062966451738,3.4714731871250915,-8.523242326594133,103.91575702571751
+-9.999452069800652,2.4498693856073417,-6.851367030733757,4.743242417671681,0.2328722629549529,-2.8475346774043087,-0.33503213193545767,-5.063177065307729,3.6202177324014695,7.911026708365505,-43.01944261921336
+9.578186011839351,4.599280626763472,-2.0740909818439146,-5.941887759179925,-5.526662688516448,3.021648754667181,-3.8414426134856594,7.3942978333712865,-8.963078182657364,-5.094700899589817,123.92718509774873
+6.004048967902998,4.857575773841269,6.283852067868823,3.437234907618727,-4.223374907194078,5.279940342011125,4.218206640887042,-6.810418581433122,-1.4622737611280723,-1.8631385846918302,0.6007941767523176
+6.361827744824997,0.6633512261181274,6.990076268349641,-8.730461166942336,-8.971599532738551,-3.9403669171872147,0.3583534340978045,2.2250326166074563,0.898389938537929,9.654846958443017,-46.94803182680571
+-7.956058596074742,-3.609412973145969,-0.15002656166072992,-5.240705025585242,-4.854199447489611,-9.578006815458425,-1.8875916938409776,-5.264902063353185,9.942509354367196,9.350724690195822,-5.212547726051352
+0.9311254508941325,9.985589586034834,4.9801002199563715,2.1095651560825046,5.927105082929023,-6.618886008916607,2.512835811049692,-1.941650401837638,-2.715804490967526,-2.0376390889970164,11.986862374598545
+0.2935983562647637,1.855071349617865,-1.0832230015825717,-5.745890066036186,2.5638139633629575,-1.9480565026151697,9.69026491953234,-4.361277958697764,-5.600970317906664,-9.26284582542686,135.7287450815822
+5.190213072366219,-9.630918246180716,-2.590880824131634,6.611808020484591,2.676480531689216,-1.5296332158511117,8.557372018554595,6.924376431247037,2.205181019016036,4.497720380328502,-185.60008771147625
+-4.060931472103464,-3.9236304078518747,2.740760039524277,-7.5875686182532975,4.251164705813779,-3.0635519603625494,7.853844950207629,9.87150159960324,2.7139602303516597,-1.763682299538738,-106.34212157239321
+-0.7214321646067323,-0.6581913248141946,-9.495022883739793,-2.900812288029928,9.286104522024086,-7.6644385757377425,-7.928146866671684,-9.402320347340005,-6.5866421151263825,-1.0206501214749908,245.9517536509375
+7.0541888685992316,-8.896693064638065,9.88560021771127,3.7991551037494475,-5.386473455500398,-5.295148515321895,3.420970150272389,9.58139680579535,9.06679179835115,4.838338543829794,-202.38394882736293
+-2.907235218704438,-5.210217106028201,-5.454558840571451,-3.8653806460354367,-1.5992043931219357,5.200036998911298,-3.440183898647242,8.497111565946367,-7.004794872021911,3.2526371595160763,12.364547831912924
+-8.141381157552289,1.84464487624725,-2.547524682818938,5.41921356985471,-9.344239079607155,9.368437505960381,2.7133557607661785,-3.5416657259224515,-1.0303086668045558,2.5248101767736264,-22.23480498342409
+7.881772564762031,6.534086321464018,-4.723218565010212,7.1889063679111125,8.655300368333439,-2.935965930742561,-8.959224080229493,-5.7158735357874395,5.611106330328552,7.089024216579571,-70.45289601120955
+4.888963012511742,6.061917354120072,-2.345817609166365,3.763547210536553,8.803714792395102,-2.1345722440046044,-8.559960729622958,7.455248803622285,-0.25639720880523686,-4.568506296505261,-4.774894968356354
+-8.870242006780128,7.158414860216318,4.771456950999218,2.060012697932494,5.112099436294217,-4.609292759142307,-0.012105779698130537,3.21141415399939,0.5384019920983918,-4.494579544864299,-7.553364911860762
+0.7994307700884451,5.267204656167818,5.639435684200979,-8.291922369787393,1.1368518800198002,-9.437635289428743,-6.994511478158099,-6.852085373688366,-3.285841119980548,-0.31797402868738445,196.5216273626915
+-0.8170926444530946,3.184244509343046,7.839423658808171,-7.581111054936677,4.514020119388579,-8.533579001772276,-8.647942853444858,3.1818560067168655,6.434605051690749,5.570331391622294,-44.58201429073678
+9.860474022200256,-3.0634684889212305,-6.626374283777707,-5.52219975087368,-3.852985958413151,-8.497907361236702,8.43053891281761,-9.148806277583748,3.304598947092676,0.14107602848230982,94.00452120830533
+-7.128036656334082,-8.465657900567244,-5.190153076426968,-7.770318121972548,-9.061745156301583,1.6201697390589898,-0.06246527615641373,-1.8651185257728686,5.065509892446228,5.36477659811923,26.260411562112072
+3.560100447117449,7.081595446576845,-4.518765263312073,5.223020271169245,-1.9540043895381864,8.73492243790557,-3.305426113862646,-3.275056294010754,-1.0384226400614516,2.905486362085916,-34.70109460818225
+7.978880417974019,-5.360762875107239,1.4268651131379428,-2.9058234124580906,-9.368674599000684,-3.0673691770058698,-4.496072183638917,8.790530219106072,9.89037806216691,-4.0732755349431615,-8.82427685019253
+-2.4215825671148705,7.1425780562158625,5.233180412546082,1.0904247504311315,9.179751977663813,-6.443771825276299,-2.4973882577562545,5.858429549879311,-4.186821459636798,-6.885609892816779,41.92655942837167
+-3.4984201136892534,-3.5662876473174965,-5.175936546959161,4.545823936289475,-5.146225042319985,-7.38732974759404,-3.273264238587157,6.348604270151417,-3.873518546634902,3.0914636908301074,58.02882519536504
+-4.26414056978447,-7.49145963738105,-7.9777507482330385,-3.3220510779664547,9.035081224191561,-8.929216952101683,0.06114408097181112,-9.698674187251541,-1.5620625814255384,-3.939951183985033,199.54860756212094
+6.807310877587991,-4.621789651974204,-8.20765622201489,6.794132304138127,-6.589795160913916,-1.685941916145084,9.010167455948286,9.449164193188528,-8.421958552017546,-9.128768953710576,74.87786825913025
+6.969796463648093,2.172609240660943,1.1871823170893236,-6.696076967231768,-0.882742984306295,1.2817059839443967,-1.0384115301944052,-1.5061498058929623,-8.60478815650762,-2.253545246780777,131.1205885350899
+-5.585981040225798,-3.967951369635252,5.457901280824391,-2.4041776998546083,1.4647161593574376,5.729899700748655,8.257344983809551,-8.682597460165546,9.542649545617735,6.902275223274601,-174.39881585018216
+9.65004780547758,-9.747701673845363,2.1472934301236357,5.9781466560954115,5.267245746877571,5.562171591865597,3.5253356877768915,-1.6273386186127414,3.24581978209022,-2.782422133625113,-90.35067031061155
+-9.262942266116713,-3.502693079193022,6.351092271322583,-5.13772584967499,-6.129046969630156,2.3386573322530957,5.7298748615219,5.381815046383958,-9.73774063586389,-7.142472767504038,113.38849091632083
+3.9475666221653705,-8.841406890585121,-6.240038644999761,5.488532221147418,-4.847485819291286,9.818566197668089,0.6524736366788653,9.59843233219016,0.17125866060625716,-3.599065059067017,-68.17722139123588
+-4.467154198107714,5.759858829385651,8.21091506149456,0.6486650123629611,5.207651233576653,3.8150839535511283,7.658286005189141,-7.319417776871737,3.9591127004744298,9.023184719479456,-201.5941321219069
+-5.3755420777196345,-8.498075340871647,-2.5460278525524194,8.637363842383044,-2.2747967315561723,2.0674269368898424,7.528167545346696,-4.561324217968716,-1.085784898112263,3.973149082851186,-48.557927712857484
+3.57745012034971,9.307591156192622,-7.733980418024833,6.061005216549389,9.502967857512843,-8.035887824684224,0.15655239183614,-9.833042158653797,3.4043394481193134,-0.760911434927869,34.5956436853948
+8.895197757993332,4.427882755501173,2.169478530970881,-7.745444568207325,6.724735734601457,-7.338949756750912,-4.281919003961423,2.27120220382953,1.7099917724732538,-5.727660699008119,74.21117018988599
+3.172610569011931,0.38526009800855965,-5.01806889055999,3.9174695281779703,5.06553711441315,-9.192305857445167,-2.4210474373763446,2.771487676350204,-4.474330530628443,5.947494126426629,4.8292167112259765
+0.40092773667786963,-1.132191582788753,7.410362522282224,-3.807726166250829,-5.963854800753225,3.6938335399700573,9.93804593084985,2.9100108126609636,-5.764063508127153,1.5676874580272493,-50.05650999239718
+-9.108294256749812,6.231200820893745,5.486639137209066,-6.292763736329756,3.586439788741167,-1.3553094257337883,4.70196513009774,3.559671090212677,-6.452571450073446,-7.113500489898865,66.2026199510509
+5.548972809668163,-4.773143640083955,-1.8992156292341744,-6.679959437587552,1.6829814427212852,-9.04971376530077,3.226535202051526,-9.162842808448486,-5.1645611615092335,-2.619688640395854,209.12662646938506
+-3.5603496231668696,2.446599345465499,0.2102657345236003,-9.46205024336221,-7.100626359857203,-0.7443872440095856,-1.5960052836948035,-0.854147775138212,4.906120979809401,-0.8914511835859895,62.066186833007414
+-2.649365509455057,-7.049806905119773,-3.9875663732065236,-9.386611141247647,1.08642738456741,-0.9720406211322818,3.4237525522636614,6.770500040468821,6.854324969010454,0.32544678202316435,-73.0030410776198
+3.0493866525977253,-1.928135686169099,0.06148223503558592,-5.3621091038595425,-2.0362733848719006,-4.932988923507786,-5.7658569517461356,-3.5139887721568974,8.470292271858455,-1.4906014457825179,72.11252053294928
+8.691875453372738,4.191288424081401,2.985532491776388,3.244609246165553,9.656157530433063,4.348847803147042,-2.837789401396098,4.569740423878863,8.654398468484759,-5.430341991088509,-150.12213815913026
+-3.124478724604378,-3.953861999459609,-5.321738911424672,2.041318410480375,-0.5212649468198216,0.10852059086069676,-4.161064360149909,-4.344989365320984,5.037374905053468,-7.890009719609097,122.05801783613724
+9.203365246478551,-4.745747006401442,-1.468919959351238,4.379092396459637,-2.711425058787287,1.4660671810450987,-5.807603638926451,6.042701208674732,-6.157733768072733,5.449876710455868,-11.39051425762082
+-3.1268810864953878,-3.5711365065988576,-3.580906024746837,5.5145074029715735,-8.711410098325597,0.8304050190188517,-2.433500159004627,-0.32538558481238544,-2.351666444347449,3.3788716480883596,47.76420318135778
+-3.846346488287271,-7.213754963733788,6.214081973528341,2.0459389685528517,2.020495096594759,-5.806731228364339,-9.07553645969843,-6.380485227862074,-4.660431306233308,-9.788766423231301,274.4786045834449
+2.9766057173745186,1.73907729764057,0.5739582353614914,6.93513261222315,-5.9436281690064785,8.55700567541055,0.17001658499942396,8.62523443031491,8.735566371993762,7.667656201200728,-280.0753186190681
+-1.5009442350055013,-5.013137582572858,3.92357981745026,9.07204485007804,-7.137054732049104,-7.864051318566312,-2.5684087701016867,0.9443614337352568,5.375228993511472,1.2322013700140189,0.053016948300063205
+6.355280772714,-2.1127785962584045,-9.92432220364205,-0.5738251830500252,1.9541698957890064,-5.128815196281362,-5.503791136516442,9.318043388455505,3.1571939622476397,-9.475240798504485,85.24102481159153
+-7.227960197276193,9.975918651804518,-1.8580912007293438,2.529873814074106,-6.313825993340513,-2.5303397829694885,8.375826966883757,-1.65037632164315,3.7221141924092227,1.8668270276380938,-64.82707305281234
+6.585297749152971,-4.217674895450019,2.6599402172212727,-5.376287639941657,-6.323424646005343,0.7750678954334411,5.445713089207529,-5.9984412750650495,-4.566790003545853,-6.072726569171671,157.60624115943384
+1.688654433206076,1.573629947338262,7.614558136567753,5.42258681532344,6.428549084051431,-7.974715762024955,-2.334751470990779,-4.908964055133847,6.773376000491968,-3.341648793418688,-2.9231553396104033
+6.254474970306423,7.505633769179026,-7.197679317870767,0.45425499456652974,6.983285973632693,1.5187606237860818,-6.425910177780684,-9.293212391349307,0.36357257718314884,2.5548777577630855,47.98826938797547
+-4.232995265330519,-3.0317092559534364,7.461907607095735,1.5601067067710295,9.564200038301308,-3.427551402569806,3.7972110157601024,7.336979878348804,2.8032361983716125,4.558535342322319,-198.98483475376767
+-3.999848417916003,-0.9963068246259499,-3.0576242023716604,2.8430390710051623,-6.724178273740742,0.5745936657386341,1.000204411823109,-0.07627192868876476,-6.737375528056779,-7.597294296840413,168.05947013891202
+-7.3396816435854895,5.247012910411399,8.763595614785359,3.8878433665668832,3.3605515303530287,-8.645553874791439,3.619609588052306,-8.440765793335231,1.8650693446593292,9.82889311760456,-79.32916413996583
+-0.8297397139770535,-8.712604498171686,-5.15999586386334,7.465902958571789,-1.0191921230144585,2.9095581190459585,3.577283034363561,-3.9996714500840214,7.2519025796855825,7.312031565696531,-136.68620794868562
+-2.258118745763862,-1.7535097195665594,-8.87425025018584,-0.917961827693552,-4.627821437155797,6.075472775302162,-9.105428931073014,4.501175334376246,5.900202917788963,7.091305796620908,-69.91238376479167
+3.179305505397818,-5.284979201235291,-8.98983985094688,6.8811010959701875,1.1072601076485022,2.538472579291551,-0.1495314148278526,5.907227293328116,-1.2092517894378285,-9.673701106885218,51.3264726558172
+7.05843011879689,0.23641536046373757,-9.587267054070718,-3.247008750011273,-8.01895883487612,7.477568057991634,-7.682002289845606,-2.8953387296960043,-2.172281276470187,-3.1619020088436067,161.5662473912495
+-8.950820508905814,-5.995307484294196,-3.7910790829679986,-3.434602887091238,4.668488062837204,-9.6967874233745,-7.503339032985162,-2.6417760830614045,-7.864338955950403,8.17807459136202,146.84003137936602
+-1.0521242790029506,-1.4873348728926095,-2.290606155869801,-6.244100671870183,1.8879750632728154,8.891644972089752,3.736773517202132,1.7911538028348573,-6.784538176813313,3.3507704500187074,-36.53081596084962
+-1.5795688364863802,3.923186356320487,8.9021007892723,-8.693543514676747,-6.488461749796201,3.21908795361185,-6.9454886718635205,-9.870144407618035,4.625201217657624,-9.892090962470387,203.79137662022904
+-1.3618342985803067,-4.8970184259100025,-2.9451382343549404,-7.392088595936237,-3.9687554315493268,5.415142488673674,1.623232916304933,5.542029136576034,8.133757002617227,-1.0151423509020918,-77.77990544597813
+2.1928349559981752,5.029285265408205,-5.506082557788689,-5.393459569142056,6.356938793837548,1.8970667374179717,0.36743600321112346,2.588426107333086,-2.8914665096250114,-1.5412754820368035,5.119009848561336
+5.981149371085735,2.52899777378794,2.272239377348726,-5.012766585860565,3.1005073926516302,-7.652424852406073,-8.736105370076091,-3.265225339628679,8.608422201303554,5.051746248863962,-4.650457756886112
+-4.28431327197451,3.9096295142268,3.3609966126055024,-4.147026487889245,7.920750625675748,7.7054921824731615,-4.587750682079886,9.6442703020446,5.667972204119238,5.001926213695784,-224.57699054081527
+8.855156370953384,1.5076948593352935,9.12019595806983,3.191395725184658,-5.555609123958654,5.519469395304444,-9.387748468492385,-0.6712536447795592,-0.4037491585582309,-6.826002176523279,88.80011267783385
+5.981592209043097,0.6620596338137297,-3.5631969416409315,-5.526681856223106,1.8237951173607314,-3.6406341194800174,7.002160555075035,-1.1191623950732987,2.667964208228746,-5.253510542057061,30.667480804670802
+8.935493959713883,-7.757646210534903,-2.943982483771761,3.300197732888006,6.85508921409472,-3.385331401622429,7.972302845777614,8.356533905058992,-9.870991380718452,0.4558150143149753,-46.08782724140188
+5.149013633954464,-2.3804033474950703,8.457029269417173,9.755437567588558,6.599879661279148,1.6880126776408622,6.422515347895235,0.7656567684837068,-5.966742563226846,7.150516814284737,-173.83389497480613
+7.336547120259061,-2.2327871924561205,2.7279066481553005,-1.301616007539077,-1.3829962735992218,-4.6473363783173856,-8.620581024438415,5.24395061802079,1.138579275195859,7.7987611922547835,-38.283456056192705
+-7.815267904070977,-8.64443762665498,-5.643956446439809,-5.480939749799639,-2.1331761761985235,-1.8527210898827629,0.7522547796631596,8.307134106522295,-2.0063096805609493,4.7795537057280635,-12.73408843980578
+7.613065800741157,-9.119817218793342,-8.525965055836197,2.6257338841858457,2.983298579722613,3.6178291239586957,0.763375880462529,1.4149763496566692,-1.647228568559449,-1.6095551048656342,7.429348579904383
+-1.1242749061206925,-6.169981089881684,6.1525915294679585,-3.9313336362833584,0.27360347619501457,-3.964326150792945,2.6174577888996753,-7.9767829289632886,-7.534620303903452,4.874288187045295,101.01140650272393
+2.6123505857178952,1.6548881194969067,-1.2340149840206394,-4.091507096918557,9.376836697740135,-4.748609302230817,-5.549340670580434,9.674917537067614,7.579968008688165,7.823628795517634,-186.0631409313753
+6.224409173400447,0.0810332293406657,2.5921298176005103,1.9669042427095662,7.690891000336788,3.1884134506793926,4.9465137561677235,2.8887792228752085,-2.438843650148048,-4.828629825633657,-63.82226864047078
+-7.935243067939799,-1.3314755160800518,-7.978876774794353,2.4880509482918733,-5.887301235037674,-6.565495701383335,-4.368823085962394,-5.334960432832558,-4.468380355134793,6.235266195671043,147.30033899582676
+5.141192829351406,-0.35556545233269565,-7.6836761793191855,6.44210097907568,-6.366217439455348,3.012217246701492,-0.9725043918619725,3.660927041266009,-6.463260787495628,9.162702803947449,-46.0742148362572
+4.137543689455992,-6.503244294683999,1.642768495431266,-1.4614432180616954,-3.7461987675064856,-5.446993410105858,-1.9723095402229718,1.5401396502927467,6.369670435273083,5.549420942373846,-45.92490371445062
+0.23090972962193534,0.19696957816031313,-0.6474637285324358,4.154340562039575,-2.7549035177539505,-9.084343863760758,-9.200602090961432,4.736429219129848,2.8144999797728354,1.3909158730469495,44.07056048277441
+9.671412314454884,2.7248137685113227,-9.273545122632443,8.338577734343776,-5.665231909769677,-6.110131555809919,3.3770772246954706,6.750475104584224,-9.044443264517055,-2.9422463853058822,80.43220237354139
+8.568253080230765,1.064191901543614,5.172707467008837,3.6067292155315545,-1.8198215911607418,3.765811559718115,4.121663453203633,-2.988597878640009,-2.265971230451098,-4.6589537486654,11.362724000134236
+-1.6728981641182172,-8.009441242772319,-7.294883094939387,-2.541417518141038,-5.635301608807703,9.13590947698311,6.24415266452062,5.058775352305707,7.075792000686699,-8.240729675055505,-39.53514798394193
+-2.4330099984066345,9.895056409327868,5.562079246850984,-7.008097721858466,-9.329433201131794,-7.53072548306932,3.5707677506420277,7.9592271955676175,-6.883253493118373,-0.6776921959473103,69.48156126526601
+-3.7883487412246963,-6.481783009521218,-7.559419448447711,-2.6101866315572386,1.204311459851788,0.5058748541236069,3.7137902718766114,-2.602122037087491,-6.58040279941434,-4.7253242103875674,146.19665878391407
+-1.8793528806318283,6.217677330619431,-4.257288106847589,-6.059920929679407,-7.586730991873432,3.3077767945989467,2.1684158083165395,-6.749985332041463,-9.208623838060463,-1.6327221185240393,186.02820408337723
+7.199443847313454,-0.8378897715212585,7.251637203106538,4.82868992376379,-2.0742113370768966,-9.821365200049799,9.653159544870125,-4.077281431201167,1.5042455849840075,-0.3100504663302761,-19.996451578687704
+-1.2712984077561518,5.1544478837021686,1.6749662673708121,7.411107365288494,9.458071911182223,-7.000351056306899,3.254639863492339,-1.2110456528204172,-1.8838894463359557,6.349147599714282,-105.53576202740211
+-7.07196433941339,-6.007648163995325,6.857341454992271,-2.9467858253840262,1.1998545176658015,-9.46206341223631,-3.3425348948374856,-6.964611557098072,6.512365923318755,-3.6674606006677246,121.47947756775056
+-8.499802454003136,-4.7408066677379885,-0.6962630310502593,-2.6553823653584785,7.92732203371574,4.563458763469979,1.0907608217732312,5.556856111173336,-4.800225969798491,-2.4780174577788094,-17.532329843962476
+-7.314726283430781,4.303661276561808,-2.8287182596036065,-3.8662140934535927,7.71696869566912,4.9531665049957745,0.6848334931993927,3.527733033659748,-3.6545301680710085,-6.474118167804328,22.779575632966623
+-2.1287320233302642,6.46328021389505,3.2205808076614617,-6.564780729722976,1.9739340693687701,8.024391781301576,0.2814810085067254,-5.910148188899658,8.68777961989297,5.796687241466556,-139.61968077096182
+-0.9371535265176867,-6.505734935022305,4.004345149215595,0.9255320806354272,-3.9710431854486816,0.3987103369281564,-7.682246320195196,7.376774257328622,5.2812581095383155,3.6782872279363277,-69.74059155492932
+-8.279698765136828,-4.618962722457452,-5.507776985757886,-5.5959263783591044,8.298207649083833,-8.029442449170507,8.871556820564464,0.8345871060329224,-8.721441096303163,1.6288991853525414,60.29164454935982
+3.005248276738446,3.7890017333291537,3.7427710290713034,-1.1869521691155471,3.28766694356605,-8.435904438128654,1.240586314587524,-2.233849088041322,1.2544614060393,-0.44079117079404595,22.435986035302783
+-6.328082920702716,8.795834409411402,9.385451195033635,6.790483864787175,-4.385263774142665,1.6004383676345646,9.901592759423343,9.217518501478049,4.431822022477963,7.723272068890424,-310.1814150090005
+3.631771018612606,-6.703319336025409,-1.8285271817229276,8.85136376024332,4.45551590391333,-6.67725178563953,-7.500616577015389,8.66963700893696,1.0456105747049405,0.6710701590402124,-32.28237995070609
+1.0691565693221405,-8.465723145074797,0.6823921118609211,-0.2401785234685172,2.159176026717309,-8.790205219384726,-5.769017492527837,3.593869466100559,7.212288811867797,-9.071618105806515,98.3797264124109
+-5.275441313702636,-2.6500675516976835,-2.345035331284364,-9.409995434725708,6.408224884724896,2.3168515299909576,4.59093058139576,4.4701129507758335,6.324775186780489,9.739015342981096,-209.31493785577908
+-8.012100880855593,8.997425808121678,8.827572698204936,-4.573899658109333,4.189705943658373,-3.9626527154328772,9.2522153156569,9.480712800181358,-8.161013946152178,0.42459803553403175,-83.66430304275781
+4.4560198916877125,6.789059737343424,6.299829942452416,5.418856319257152,5.0478103951748166,3.212128058157786,-0.7285528052431545,2.495048275921612,4.15501668481308,7.87322078062485,-230.60165775556882
+5.96346047377337,9.502150414731343,0.1402484433369433,-8.049793399354021,-4.825071878674003,-8.005183569534928,5.944946520005265,3.6843749109096935,5.987434305373423,-9.987879975338846,57.29614611653242
+9.14243953229823,5.6611286083842955,6.135784469620013,0.4530237483102928,7.983487892717336,4.784941263670697,8.025763038580187,-4.632070876547932,-0.9278790927241887,4.702135701968868,-163.16354535826667
+3.691762992227654,2.3708812626704945,4.614249646705549,-7.588105865426575,-6.335360762745392,6.76814856628146,-3.511589050917867,3.1099897991568426,1.1417897462716287,9.821821653139189,-107.1349993116228
+-5.633033957628113,-1.124951888137793,8.559007132420565,-7.931556512888314,-3.734563923789078,-6.972506481638452,-0.9031555183367002,2.6404614677601956,-5.236010633443254,-0.13857260774830182,111.66215240926137
+2.360611271127566,-4.121494665652962,-0.8848722690690525,5.393889486357583,8.166894053632642,2.3640174281230952,-1.6943800212691618,7.251732912165993,-2.266559745565677,-6.616418609166271,-23.412550288460668
+-6.213660203996964,-0.34233366924709907,-5.768427295969081,9.349996287137753,-0.6779460419004368,-5.34555994905385,9.006373345429841,7.924310803991008,-8.302917217043692,-8.709350228332852,60.38181163349906
+-7.660006824822889,3.9893566769974975,8.329235503253578,-3.9879515840870994,8.904484822685761,-4.557655894974717,0.7826801637305758,-8.958008226396284,8.8459105791612,0.8677259826270411,-45.24288108866771
+9.811121090529227,-2.382694807658312,-1.5459239447824813,-4.937898327941152,3.0975975261600053,1.4131492902568832,-5.013680036514739,1.1732885272161497,1.653566474164334,9.727635773651222,-87.4528434455644
+-4.949667740325792,7.698485214051109,3.0578956310619376,-2.0192336320303372,-6.376174658505105,9.507590309463481,-1.7250816061369423,-0.5093439810514577,8.37654186223986,-1.9291445229799065,-72.31059817322429
+-9.973722667377878,2.529889995879091,-1.475964455813461,0.3598284782312655,-5.327209883431772,0.7709509160357375,-6.620599281636743,-1.1211735006755297,-3.515824513845862,-8.371927073426594,204.51067035202823
+3.8450736152164144,2.8886068973797263,-6.951194974333886,-4.761020313424369,-9.828976174138269,-7.821916032963707,3.5329881068803104,8.45156286902573,0.09147795772518119,-8.034119401735706,117.7474788438219
+2.541229363501889,-1.3102908440520489,2.102399894238791,-0.796658373421737,7.426562182613878,0.8997073032461533,7.201497551685825,2.3097738376614996,7.78087326542892,7.220669402434878,-252.67847803300614
+6.099155878074656,-3.5994277732992064,4.199028858890539,-8.773033842798107,0.0413180004882685,7.29643470753095,-5.043066217565451,-1.6194697037761174,-6.2312954483840866,8.848767378564945,-0.9183777447875369
+6.784295900159469,2.2705563971608456,2.6897593314948542,-5.016187645797768,-2.7251683630676315,9.453631672541077,-9.356095035765911,-1.0805901790229533,-8.575282703665136,0.7937817663416502,104.58382505444894
+-6.74990755686391,-7.29904019164038,-9.810166799270114,-0.8227912518171276,7.572043111530435,0.6363240375094281,-0.8061453079239311,9.228834993755957,1.5737041244293937,-9.643742160621983,30.162026390234566
+-5.802066012656304,-7.107305619667816,8.67004228753349,-0.21083417750453748,-1.6585712826937926,6.586699531583311,1.5772131313424964,-4.9134816824063705,-4.858249035654292,-7.9677065464157355,118.8568064228244
+-2.1970016411014837,5.136341984708874,-2.6576528410973665,-6.607642185612066,-6.996798586165127,1.2717829421700788,-3.348778586794121,-5.882307923062278,1.9288377108401256,-9.267483479019557,203.24703146805948
+-6.61927764621381,7.238124880655274,-9.75406661115912,-7.894103696759071,-0.9514903678898645,-5.409547981763641,-7.3552641170305595,-0.6701701556326389,4.830714945052064,-1.659167797146217,124.978608339734
+-7.955634798228315,-6.313260157904763,9.66166762353227,2.290386160622071,-3.422951696630725,5.864700023475633,9.602798286334895,-4.720695541933342,5.692507469619541,6.50368092270641,-177.1466592437731
+-1.9992230427837065,-6.170201233318799,-7.194248247101527,-6.315379173875295,0.3118568304646008,-2.9732554737577455,7.898523289193955,9.829193336817315,-7.243774845026241,4.47363389026068,-32.61551939392684
+-3.921050253498599,-6.593644109349031,3.3894689732171956,-0.48722780618072115,-1.0704624058749435,-9.505922873395088,-4.753655219088159,-3.97697020444989,1.6809739216200237,2.7916961938377227,97.17161118686133
+6.472631799332533,3.6206136031071123,-2.8561764851421167,7.8479774812497975,0.20777077153598666,-3.154311519800699,-4.414600822146111,-8.9144034370784,-3.1565657942169767,6.75210176399921,47.930773145938126
+-5.542430184095974,1.329982801128895,-3.7728248190639357,-6.611197935682355,-5.772671501288227,-6.114138461953176,6.818445658833097,-7.685246072036471,0.40529551918355944,-5.965173773236112,180.7809035640574
+-2.1610868888741597,5.187852942466411,-1.836150351140089,-5.310250082974326,-9.53246664248675,2.8748920798196864,2.875672757798702,-4.087602046304384,-3.423239191537222,-7.386366666290252,170.13421367985293
+3.754619720666441,-1.3841033545918502,1.5373040727067866,9.762011677775853,-5.762964427794673,0.30344910857313945,0.3289622105039802,7.476838655000416,-7.090352239390469,-4.082489825393065,29.21057337032215
+-2.4068939382672405,5.1720069555089605,8.062069328005174,-0.39046832341079085,-2.7610166067259967,-1.038412556351036,2.5070678884391184,-2.640964543345783,-9.175200746252365,2.692810739317799,50.841509607314975
+0.582865237643353,-9.20722983672622,4.967017597294676,0.3205749852206341,-3.0323892043353418,1.6861334767675173,-0.8255926147787895,-1.7131343648463582,-4.752717034355154,9.62804923746762,-23.36152710504748
+-1.8903593892745962,-5.768125728143911,9.729910360577724,-8.00170580058081,0.19725604216983772,-6.891746372290408,3.7487276582157802,0.02045958327763442,-9.470980826646482,-2.854024543638205,147.9096067943741
+-0.2735580999133913,-3.1034672931019602,-3.3457805614895886,1.8632098152120213,-2.1488900612985296,4.260857778316143,3.6622605444912693,2.4807768965562604,0.872897646293378,-7.905042551118944,23.633881993205428
+-2.1721064311947513,3.430109211483199,-7.757170494949348,-1.6320032706144372,8.805057096289328,6.1822800786165155,-3.1643310078853926,6.112828175237135,1.974181063571625,4.388322128217719,-140.3547236031589
+-9.63404253620958,8.623479086758914,4.895512525379717,-2.997255219471775,-0.36303100854772063,-7.934881034623618,5.982479821714954,9.487366965714523,4.926530222913817,7.433811309106673,-194.48912787866803
+8.114838465021359,4.705669653788378,-4.385400824411676,-3.4152765967397714,0.04978217644839189,-5.66572211721049,-8.734236392603343,-8.856504690111729,7.206033602214095,5.272372190622903,60.060680643155145
+7.857462864899714,4.31937415111334,9.33388962822843,2.147667329887275,8.744708734816767,4.014493641089354,3.941334532434322,0.7053056785594225,-8.695051792647599,3.745718407032581,-110.57171985169751
+5.204117392364864,2.1865677865949174,7.697297122115707,4.03044290544252,4.073650122342986,-3.3082107254760706,-2.4910697707993035,1.0428561461158048,9.740689772469187,1.2073461107355676,-137.0439811890441
+3.403136664904469,-4.757794750132909,6.009691281141841,1.1779687301837138,1.939189804579995,-5.651279931555466,-7.720360631919787,-8.506116121710237,2.5341144907067403,-5.198603374069215,162.03400391723093
+-1.3892585637901433,-9.21463419674579,4.812655625967947,0.1703881868096091,7.343551885302276,-0.2623843418527061,-2.3633482157254737,-0.06941773474408386,2.1259501350538734,6.598241292230695,-95.26390449585654
+-4.589083553615254,3.8095842374188815,-0.13670841757840835,-1.2606022444356935,-7.261181067321512,-6.969674331696673,-7.017062710559228,-1.1484012215092276,-0.004934768882591811,1.1432665353292037,130.65985420689177
+-3.1439525396554946,0.5085248936709186,1.6010338772512323,9.921302382559956,6.929861543378541,1.7334833632272173,-1.4244838077652355,-3.852846070944669,-2.850353452502412,6.229053845224124,-79.73381526368999
+5.896172217700282,-1.565057312736009,2.4867218555968673,4.295833644425726,9.587601401114107,-7.456507082680264,-9.67273886661693,6.281352891757786,-2.485303356404518,7.936595321596864,-67.27978234891866
+5.818167076917766,-4.829235084319665,1.9517833858232758,-3.5294395894134722,8.705248748541104,-8.225741468154217,-7.278785073851259,9.037585714401924,-1.061504912914959,-7.8195894667315375,87.51651577112008
+8.066565027743039,-4.3635704496787024,9.213432990880948,-4.020802650353261,5.687330760406342,7.51925400437131,8.006328775605718,-7.376110107086824,2.9455357911881452,0.5369589254495599,-110.12011235696718
+-7.508226232576414,-5.1633835219815065,-4.246334655425543,6.935452859471387,9.695273595993799,0.21263801184879583,7.7334374158599495,-5.1474568489971855,9.938685827791275,-9.211023447722006,-54.1685258911155
+3.1093075290778405,-1.006700791484394,-2.4500569442423537,-9.752859738544426,9.329378208270212,5.859761864855059,7.846159700617101,-1.4740940012909443,-1.7279842780130839,-0.7133809907612254,-53.54792351792019
+1.4978164221259815,5.811781379971146,3.124295164305735,7.33261693793837,-3.206655453264491,-5.843459059877086,3.46589451873879,8.089000731986415,5.104653303017949,5.526005129470661,-187.80944063080085
+1.5703664955155827,-8.229688463264148,-6.6041467748788385,-1.2062704388899914,-7.85172777155148,-5.8911130998680905,6.798123426466911,-2.1953654583174065,1.9870747424549862,4.412000560434841,26.75182030895538
+3.993025213523347,-6.9099664414434026,-9.978424484289139,5.315934136904634,7.040749751260784,-7.7569245200825865,-6.116645022474523,6.8443153103953325,-7.970112431093332,6.210675841886422,31.47304630922371
+4.842984584620407,-8.3764382741577,4.997745955142577,-0.21202457861106305,-7.0895702976750075,7.960455695628806,0.8389188146615911,3.3967328470697766,6.665525330285343,2.1197053945974687,-126.51924778128293
+4.018564529132518,-5.396911406654952,-3.7523205873103094,-3.8102378756936295,-0.6846716269006325,-8.701337692191986,7.632818218909174,-9.516441960900195,-9.56900820743366,0.7361020088454207,194.43591784001285
+0.3993911310541254,1.2367596013852244,5.2440591781924795,-4.625716079730273,2.7477158975778426,-2.0944771349819447,7.572579030215925,-9.969469425129505,-9.576332805693184,-0.7583690318831482,123.00323781015574
+-8.938392752994133,9.628284223390365,5.0975702826472835,4.409141531720062,-8.95452010961979,1.420663777149862,-9.136955272373253,-8.767676117938128,6.1458509657377896,-7.6383153758756634,152.32106235152753
+6.6846247314395635,-9.82328313856216,-2.2152197876358493,-2.208949620564178,-4.6749920241153635,9.797980641924763,6.7303502409711635,-2.3739057724108603,5.82671956291745,8.904319564955351,-172.8808853170001
+0.1534914005645116,2.1602330619454357,8.004063237449488,-4.01529237087185,-4.331640403345407,-3.9080153503084425,-7.472716173995069,9.066598690161108,0.27498494803184004,8.76461405230306,-73.56154018349477
+-0.9873087752482501,9.189057109147207,-3.1431082598234106,6.989999553147117,3.990370978986193,-4.780853500015072,-4.014069583698925,9.18591664428838,-0.3007593651877194,-8.572803346835848,20.035495868537566
+6.3901274646609245,-4.785470878182467,-6.242025356695057,7.321932094631729,-2.312594335639868,-4.510449101177805,2.8524978086826613,6.980092285123794,-5.444158014425948,0.36086687641812887,4.678200507512643
+9.113814979360061,-0.6162381602791811,5.369981690429453,-8.491234617731356,9.175357165821909,-0.3748942014608758,3.2353868447596312,-1.1986429182984204,-3.046958802412898,8.131700814971508,-95.61906633141987
+0.14646419437980063,2.100912071175993,-2.4663618484092598,-7.147931128970663,4.278662283010897,3.8159483119996263,-5.8733788236589834,1.1518248532521436,-3.1243810659590165,7.367694836668353,-23.125052933339433
+7.669097543327101,9.733559393138433,7.095703217566072,-2.1484032577685364,1.8040434946879702,-0.5784864134931245,-1.6662122460558315,7.414956730564583,-4.482607982922309,1.4350850238141888,-63.12651471631327
+-3.269913909732145,4.6834522546340445,7.86483450535068,-5.742653192750941,-3.921689558363992,5.059216286270036,1.0622869625039177,-8.109395371122542,5.310115600918699,-2.6132036641675094,21.28369091958507
+-5.365709656368822,5.497248414247331,-7.629494481294639,-1.8639164129435293,2.4844470818739683,-4.8036100548691625,-9.820133358966219,-2.000726700921742,-1.0301626802180563,2.5640407805996146,113.57801640230666
+2.707153653175185,-3.283006374894837,1.435994927738844,7.373294244863146,3.4861304140172855,-0.5101782114667275,-0.8885634937705666,3.3341850159560105,-7.905956953367584,-1.3668527852633572,23.641077392914386
+-5.0685523958075525,9.775189636829971,5.952080523385323,3.6168823792017712,-7.527274085128135,-6.617805980510312,-6.463397454685513,-9.223709323938309,-0.2492212056204557,-5.973622388915018,214.7067826071177
+3.856486095221745,4.934625856345893,5.416891766200525,-3.5564446876412803,6.237533708020326,6.47493038094076,-5.911000225983932,1.281930724060003,8.00525100967107,7.779679410589344,-200.89231601335902
+6.705331073691667,-8.896594979618683,0.8232639799940911,2.4490315394992224,-2.427821843045861,-3.916020327796781,5.7049216083571785,0.8817969874178178,7.368964718018269,-3.54005311338351,-40.07540065422839
+-4.095229563076708,-9.34699747266341,-3.440671259366632,9.511280826491767,-5.659798336028126,7.119384115089133,-2.809497455457426,-9.437298850519827,-3.9292466691597383,-0.14292407936506546,116.50707171874494
+4.427039335785392,-5.547630173528253,7.3289831337067675,2.3168845905281943,3.401303883778417,-7.755463983575879,5.775881402629761,-7.516401188422483,3.452236651837348,4.277851375932686,-45.85725024280227
+-2.305438312933339,1.480468590800792,6.025951186518748,4.1027537224348265,-6.861244575955306,-9.281921270073706,-6.961921141381911,-5.083366967040554,-1.2410016985556815,-5.43744780118258,213.7076630805758
+-0.4832512292815294,5.819572766828456,9.736086561165981,7.158676228421177,4.22780203846518,1.9088951971215762,1.4458794896151783,9.712673935054417,1.449605726837968,-3.846586569101491,-160.82834656076096
+-1.4862951995207418,-5.06023302837225,-4.96713147075295,9.788192399088194,-1.751489158927586,-3.9500211565663568,-8.062219115921252,4.834758133851816,4.670259344591781,-4.6496853846339015,45.50282566918264
+5.046603604869395,1.9573646291141422,-7.203746425206379,6.531249266914831,-5.91001010964068,-3.2600829873460557,-2.4210818419242353,9.880756219206397,-7.493362377906035,-7.878741981067632,124.33380643127029
+-8.267973089138858,-2.7161356005923154,1.00807734640457,-4.783884799464744,-3.4408961181635056,8.937814842607262,-1.844077139812712,-4.048358525046036,-0.0037074929887692676,-3.5092479078092587,77.76686983852274
+-5.304389112404815,-5.689307475116594,-4.734985476547509,-6.7175418827666284,-5.6784797176384805,-6.671592125704926,-8.125703251293444,-3.4412885731181198,-3.934246948236051,6.107121038256662,188.3804279461115
+6.482454370360582,-8.438860932410645,5.851000907893036,2.048606274160316,-2.2645769007029593,-3.640765097717744,1.309925686624569,-4.940349276622092,-6.147561361770633,8.29151538033841,24.084172148621153
+3.742835539714362,-3.5422944043635396,-6.520205949150359,7.580565922912925,3.809803789435162,9.704979457646559,4.974245230113727,-9.784420500746068,6.3225411362884305,7.9324547672113415,-173.6697452650628
+-0.1874158580173324,2.2242503114027423,-0.4899926513411823,3.385523898059215,-4.821141669008366,-3.867788989221581,5.146080314205525,-6.467294032297581,9.132580173907982,9.915953546309055,-131.53269469956524
+-1.6450036078192642,-9.605515883361061,9.00474085230417,1.610366512220509,-8.133301056972028,-3.373525080646864,3.765506114395536,-6.843296855810685,-6.610814683878237,5.124704610153275,89.11379016754769
+-3.3549464393026196,2.230726364011708,-0.4397010136146262,7.874219642277276,9.123219975148917,-4.882472083089553,-0.5205479000610547,8.0206006688129,-2.3297412406501183,9.398389197471676,-177.41499932283233
+7.9952519172988445,-9.66704042284848,-7.719961396275449,2.750333495573216,4.616198548017616,4.139541427324724,3.4554671976810436,0.7018572061468964,-1.1935186725783065,-5.491563379774704,14.286320926324539
+-7.221610040979849,-6.3467759360147475,7.626467561823926,5.861884517223432,-8.135238331893506,9.677650129814161,8.29243867819073,3.2233354702329287,1.0043461724698144,4.718014467130516,-179.45507730735713
+8.932084032410225,-3.051710881547285,-6.724046437898137,-7.904478760512648,-3.80681106925556,4.5831378109086485,1.8835827833336083,-8.831180315801381,8.367530211093467,0.6078957108107974,20.22458764427815
+8.571987664463126,8.252210447505224,8.984771006436032,8.79926230290904,3.769217114304837,-9.005791494686243,5.539061761565165,-2.1098757526476786,-6.939375800593027,9.530683915647714,-103.55265077580846
+-4.265380202064868,-5.476434230834382,-9.92960961772283,9.136788391608558,0.028898031512369915,0.4793012067402236,4.179935942193955,2.6893073940271983,-1.8835511456432097,0.6684033284855029,-31.5161974813913
+6.6765818503755785,-9.15538401258482,-7.267463839674022,-7.985891481379934,6.430037472242363,-6.512283202599605,-0.968231073847643,9.969681845369859,-5.160412520979936,-6.764523238907145,116.38228936866679
+-9.323738001082,4.813909931060493,6.075191171767811,2.5832134740750345,6.212003516429634,9.041651300231617,-5.74957396231873,6.272288452574091,5.588179970547622,2.504504659408311,-196.41153983597553
+-5.493582173778417,-7.25897565645168,6.487012636543106,1.053721038393911,-3.068867431193496,8.061132426906394,6.621631001652554,-1.4899616007255956,-6.573050557875826,5.920907190504632,-66.72100632270036
+9.471234219271905,-8.050293789589901,-0.9324705003154676,-4.264394462659324,3.988998468807241,-5.767751872206295,-5.102548327646364,-4.402703965762869,-2.1048170071584638,7.6000976692089655,58.75723587583154
+-2.770222731705285,-3.6256961849893043,4.963363232099221,-7.431325146117429,-5.1567939227638,-5.757175444672786,1.6232094311271617,2.1561612945547326,6.29979368867753,1.4016863488980436,-10.658145958791842
+-2.931957159742218,4.464273070464602,7.354080199124224,8.598829949787065,-6.538359338818793,6.4601024425482585,-1.8543598394415395,-4.51821060765716,1.3942873150497581,4.513518017231275,-73.56913484567497
+9.781674817968163,5.899238998879803,4.478156012098962,-7.470465043354466,-3.560706261421267,-7.740076727178948,-8.883606954712274,-5.9421329114888755,-0.1510115551182878,4.898831475589409,124.07414840053113
+7.8698083877503215,-4.467606910070588,6.81873304608815,-6.253420405310662,-2.060964410535695,9.783822903586316,-2.645901467420595,0.6222265443200636,6.747990829433357,-7.101402428537835,-14.887634007595981
+-6.924146987658353,4.795363304925566,-7.008301083004877,-2.4367578054123618,-4.552220275266656,2.9791363322952846,-2.233961967499274,4.653226022944423,-8.807300644287421,2.0353543825279408,73.48378074138301
+-2.3393945301605257,8.922602421389442,-9.481832759421243,-8.170728583714785,-6.555030814675171,1.5113240655973192,2.802779939585407,-5.524234663110188,2.5194262726001604,-6.0712076924586285,135.7513161715128
+1.3656905196057623,-1.1248184503830738,-4.052102239759556,1.5108526141476109,5.234218046788779,7.825061607578789,-8.946213609150334,-9.608184327044999,-6.776685494262209,1.0227051797633613,126.96644862597802
+-3.170044304820969,3.5328199197586474,-6.61826229533256,-7.346711281364029,-8.019160119668596,-9.899198771811342,-7.167595038193317,2.361733959283334,-7.132340579153538,-4.901526230343352,292.82881052635844
+-6.606524572900918,1.4371280309661638,-1.1390085595897026,4.906745932569332,4.584845568974886,-1.0620278456783927,-7.417999830280609,-6.20178697303746,-6.380695380695556,-3.257811983947878,166.44242036980577
+-5.957411619664712,-5.556401473907629,3.0883317438220748,3.49672729687303,-6.352037514839397,-6.819651651260122,4.206717594716758,-1.6303695332425772,6.637994790156069,-8.75595422385942,81.64311996725725
+-7.630596058268488,-6.721725476915383,-9.554086161665463,1.8857830646234386,-7.864253665256429,-2.279971747922469,0.04578059768091558,6.5351917124862595,1.2094719408451438,6.296955968972824,-27.272236531816823
+-9.267769377815195,-6.1378023809489175,-9.406149403013464,9.332218796437639,-5.645929572290925,-9.841978136322641,-5.305582179808015,-6.7772708741241905,-5.309089587659366,0.3228233260925317,238.98912910008607
+-1.8615478546471387,-7.47147849224236,-3.0285295003700696,-4.916787402133059,-7.860858710023166,-9.14160653872167,1.7387422502753602,2.5342156283522543,7.999494500975228,1.7380536985967487,21.44123212880246
+2.0953745863959528,9.058739192552155,-1.086307907783608,3.5560651098565876,-0.07284519806201262,4.2784252645534675,-5.404105637852695,3.2623445117026084,-7.038640453121983,4.3657878270354615,-21.96956419638605
+8.82264988861616,-5.531887736079117,7.880772573231791,-4.144795256830642,4.115415843770334,8.4548220997291,5.410430251811218,3.2538514109956784,5.402897254382999,9.475640641535737,-278.7658916145767
+2.442967823776443,-2.1414614610850435,8.248287022545027,8.97797044308037,-2.0874097855948204,5.750780581828359,7.653952543029606,6.154242899447793,-8.935498562425428,-8.631559186208,-15.521734939416929
+9.13712512830357,-6.231899437320143,3.9567167748066012,-6.454824699563845,8.801965313103379,-5.532103715387818,-1.6326335448777263,8.206048754693192,-6.295079319143195,-2.9879027757709076,42.4837879527001
+-5.978496355171117,-1.2920033254213115,-0.8681095245525983,-5.686799390955645,-5.874146518095986,-7.059940455260694,8.846662011574109,-1.967064716044853,-9.76746300452354,-8.035079781093717,231.77691314075844
+6.020945388743526,2.426761386938745,0.06424866812445806,-5.053207426925582,-6.751515671213822,1.1920310223004282,6.142674257789444,8.831154002871349,-4.536645284339389,-3.8707837971810832,4.316890348838189
+-4.7087233949121865,-0.870601735952421,-0.3309044432848407,3.399151864657479,-8.401473983688543,-2.1599102833724104,3.802109398933642,9.471979850846692,-1.6835522722434137,-2.26022154730942,-12.709783557982067
+6.388646304049452,9.205766366373933,-2.003268515749963,4.2774079132093545,0.45895073332521186,-3.456268588651754,-5.004024010427733,8.707571717151898,-0.40007404575576055,-1.0381068500435586,-35.06465043932194
+1.1646445905565095,7.863868365803075,-7.446581223097617,-9.671917798562275,-2.4234922363590727,-4.8616030438568325,-6.856196460058921,9.234086273792958,0.6291546690618532,7.043249084092285,-12.69905205033537
+7.7221132715121605,1.181574939554384,2.5263819745836336,7.370378980484887,4.4036471240299875,5.8198914678850855,4.104934472030584,-5.718354194614497,-2.364726813968352,-9.904880532404057,36.83652117435836
+-0.3786515818174885,9.970122053097136,-2.6672706577638516,-0.8198918492699314,8.04033946123319,-5.031361469172579,-2.5591129224375853,-3.9956913343756484,3.7751997204224197,-0.9578553151988833,10.549067208850392
+5.121457230062898,-8.829234696023331,-4.172250316306069,-4.512895571835909,-1.9914682141256024,-7.4347214250174325,-4.494868189988644,4.104052347563993,-7.526913997290037,-3.318067891122689,199.81624193250818
+-1.1330735821537874,9.60761737421942,4.61318080853763,2.5140682906188228,-5.1650490863090255,-9.41003403298988,-8.005186417916166,-1.7349907511330165,4.566044866692436,0.042679184911442736,72.82781225438269
+-0.4806299148053639,3.3657986764153858,5.561411997622477,-7.916444811449486,-2.6824567133743615,7.304794507737564,8.484578471074746,-3.130413861070609,-8.879726076019587,-7.413905428879406,101.63496868138292
+7.286658901547865,-5.865189524164869,6.544441032672534,2.1696113459224375,2.6548588665606188,8.377715948268072,2.286638355081716,-7.805415913821334,-2.4312771261678257,3.5644064646355944,-50.35234382176055
+-4.7232191397470284,1.2022820616861152,0.6248753063294665,0.6590855679401564,-5.164358115215251,9.7022357247562,0.036906458480603366,9.020267958938511,-9.605236861484398,-1.9070352235749577,2.2758938882155357
+-3.6725977168911217,-8.282970114769117,-5.596688892011903,-4.273758473362477,6.609304210428093,4.0975282792891505,-9.506242675038866,7.606424838087619,-6.721175265332779,-3.9283774927512827,105.72183326775429
+-4.435155565444006,-2.4328815631101297,7.69888011591836,-1.2952890148764684,-2.4401145842611283,4.380385789689005,-4.6818850863994355,-7.436201273827486,-7.843503157745523,9.25692397896916,51.25247603321098
+-7.908043902385964,-4.249162291059479,8.538007307479411,-1.4321251220778275,7.996835292512213,-0.8407033662248375,-6.093325778410494,8.003967443536679,-2.1081491435563993,-8.458903064289826,47.6360410331945
+-6.55824714285512,-5.770125018811907,-8.11844507025196,7.0484070160869505,-1.0575742637745567,-8.439437142143548,2.0870180234151148,-4.985711837257152,-7.864672445585494,-1.8476694843257402,188.10401283123446
+-8.335035891068156,-6.352254810193694,-3.145635691052988,-1.2163334229638,-1.4776670669016023,1.5867068663627282,-2.790608417963527,-4.85623964974879,-5.920638790661821,3.7114434326571932,111.46921020066075
+-4.782980423454157,2.6506523676585725,-7.853550124273756,2.5908045428362936,-2.541761908067144,4.286903785056846,-9.833163114152095,-1.130677062142098,3.880491299239448,-9.20658936064494,138.27048464032046
+2.4494078339254277,2.879694660933323,1.9905603154830054,-9.8178980746905,-8.653681859817846,-5.008078835619411,1.355770209497038,4.665867367170957,-0.16339539745707565,3.5862621953204754,20.701464273084323
+4.171456131731867,-6.079036028060305,-0.7932960032409309,0.16358407028075117,-3.010841283424288,6.821867469821066,4.206180842702221,-8.087365666054122,-2.2714369735172446,-7.66012073061511,119.61675577115479
+6.489459727817888,-4.669625479275014,2.2158427905747313,-7.795913998212227,-7.263418503631316,-0.4254092728557701,-9.842096391275323,-2.9425062099679677,0.8203420088830815,-4.385176600486746,198.76815457102256
+-9.467644841811104,-4.834873919117555,-6.578469004346279,8.231168718043847,8.906736954763769,5.358539574759032,-5.517186259122031,-8.25236372804593,8.140808227115121,6.231234538684076,-97.71854049959802
+3.433727132535329,-2.5653904848506293,8.439960911942839,-7.972143890696632,-2.2675043866694233,8.908832306276155,-8.991822345877264,2.9118080735954077,4.005279393455798,-5.243712270648917,25.3087370482247
+-4.061353596432431,0.378442014175866,7.077302092046123,-6.002115866470728,6.2854918613734405,-7.187509305877127,-1.6458968705821997,1.391438633656481,8.548793995954561,-4.99622422702503,-5.8414294087135845
+-3.139801251195631,3.5084173758621695,9.460938787912978,-6.076647952433232,1.2681495386361208,-3.126350314891182,2.1598424418867435,-4.291581059099949,0.054824677309273095,-1.6174155224245457,42.69684765865257
+0.02948565537768566,-8.838189122674223,2.6334709296393144,-5.053514677304401,0.08651381561331162,-2.1548637446894547,-6.225833598654091,3.5490030405273743,4.959382839703399,6.582467805230568,-50.092884968351136
+9.207188628857171,-7.632474365202794,-6.49389919237382,7.101563743529587,4.619069514279306,0.5431136855898622,1.4347747661886001,0.02740810856306286,0.9707044408078214,-6.866790630340882,24.01372066516944
+-7.582286126803826,-7.1513643874151285,5.5277201298163074,5.875864668717123,4.954778621867277,-1.9134621615510805,-4.3897550982995455,-1.328819944742976,-6.904154508996523,1.892675197193321,57.66385595090716
+-1.4621991939528933,-7.1641315755816,7.12105323741417,-8.78149694180194,-6.367538868316478,-1.9676846473614473,-5.8792241170973565,1.9474592277020952,6.243688933455552,-1.6271019723152302,63.17640540026634
+0.5462514659687479,8.010998425257698,-7.49300768639559,5.119156448975328,-4.089964815872101,-8.061218159864394,6.284654566538728,-4.397860796837487,0.9280655173328589,8.581049419141234,-45.42368826446695
+2.0003826318595674,-7.1597070565877186,6.940074128728213,1.406680920217398,-5.399661673637215,-1.5450643465836178,3.6520775372056513,-3.210438464287524,9.65354917828035,7.2558249629250415,-133.78960272856992
+6.3064244579576805,-6.737996723115309,8.226654314832473,7.059406079338846,-0.18762752279353645,-0.641151555690751,5.680240982627294,-1.727417833054703,0.0043505139257349335,0.7866254551808249,-71.08065378687243
+1.320867394197398,-8.682742644924526,5.2171753119103,3.7033892606179997,-0.727260401325085,2.544861109851897,4.440909231935144,-4.257991198219431,6.450009096700482,-6.3571620209954975,-13.275042919029138
+5.644480813588004,6.721720871972097,0.6181028144269174,-4.717162370254928,-7.758848279420887,-6.432997493685468,-9.144462375246844,-0.7468289646101978,0.8569792783460217,5.913326798501339,81.74279416775325
+1.0954580164033767,5.150250312994807,-3.312556529737174,9.767525525814907,5.834957145320214,-6.6791106977442505,0.592549866883616,-9.09163579517867,-1.8234498429197288,-2.3945150881892108,82.26432261491023
+-3.787262204956723,-0.220478325325979,3.556522491587315,7.995690563400009,3.6409102361816092,-4.163646469431801,-3.3785388662817795,-3.5641154981384893,-6.301981270027817,-4.074339510771745,122.28394821835549
+-1.2602038151167205,4.647635393781016,-5.870104629580329,3.9850444206326907,3.5071120391829735,9.526492488866971,1.6718108344191296,-1.1479445197065918,-2.261638690940415,9.088382296114915,-151.14815049202247
+9.608934688105052,-3.2626488588574443,8.430969181875001,-3.9497178950362954,-7.405508884846008,-2.4191080176166935,-1.7063683223071346,-8.283547160920826,-6.012580433522543,-7.815448995779537,253.4938046591105
+3.533077426498039,-6.517254720669293,-5.896271780533682,1.4733125384894419,4.196036537453567,3.577438015204135,-2.009814992799177,4.092446696539989,-7.6035095869672435,3.597557307132593,-3.9036474599358595
+7.1739504168336605,2.326437341237031,-1.3579595339838701,7.695957938657488,-7.538422985760862,-4.7745726613806605,-3.981181042302291,3.8985286211782832,-4.043662289930436,9.215041910336865,-27.015256947665904
+4.048119703418374,-9.271515452032519,5.881372262096027,3.3803704119084244,-3.3420332334538583,-4.863718996486821,4.425424062714325,9.086932041171302,-7.342790592598871,-3.089453417095369,26.293328649809123
+0.8411482289371275,-8.203918891262074,8.322686189546577,3.618749859568078,6.912145693391116,3.0836534082677436,-0.13215257855811124,-9.29189914060401,7.978179566632521,-2.291896424206157,-47.68855362285771
+1.0126774068128874,0.0933559874872758,9.877940094423636,6.72275296694793,-4.271974367411612,-5.322536963807664,8.342390930288339,-8.637299164316518,0.38223630057083957,1.1474340248565018,-4.763005818705604
+4.681470856838883,-7.892231140059803,-5.558211170961826,-1.1834690377703727,-0.8933329864151585,-0.4328621523446774,-2.2477733926875554,6.898767480240755,-4.616859212106208,-3.630643932535653,80.3744411083938
+-8.588702600439559,7.335746385308999,6.477927033910871,4.822170692862935,4.400108643860648,-9.59915462365429,4.960308321419646,-1.460119840137628,5.016338955943511,4.279489893176183,-116.57062302606597
+-9.593838923438845,-2.7182097042064335,0.35008781791939114,6.1913202872280575,-4.5298291702724764,-0.22956184194524942,1.9918771375749111,3.8511289773775137,0.41747255705725683,-5.921873698598219,27.44131513108164
+-5.478513496121414,9.37875725171626,4.955714868561958,9.294980939623947,-4.072403826541155,-7.846618371776916,-1.6407130096625577,8.887203524130364,-0.5157426642392493,-1.6343446596481725,-33.08487643901103
+2.96537370801208,5.153838084760989,5.8210456358401235,3.5341856230824242,3.0726077727671264,-2.127751868138472,-0.09107975297074855,-5.129018434369923,-7.985797203068017,-9.02954030317403,159.59920824369064
+0.9402298319536584,-3.411701577108397,-6.600236975957534,3.939512596138528,3.0572638249244033,-6.3846669586909055,-3.622213285410738,-8.994973692260377,3.9521704889338416,-0.759156537609027,105.85479460514372
+-0.6168198016434667,-8.831565388720442,-7.4232866907303325,9.12568412224627,-7.27831619925102,-3.067234541206194,1.066801585963033,0.99124608936912,-6.999946690951473,-1.6613139130888555,125.97877142522353
+-2.8809565454709585,1.2988681426428283,7.875529930436889,-3.511306306082458,-5.153633739096472,-9.792648601354744,-0.14977422882541447,2.0295314844716317,5.822626414925772,-5.6535313642763185,67.7661351805367
+-6.927822051484503,1.0163896472597234,-0.7978615057198701,-0.13648765128904783,-6.96544751805054,9.523013808302474,-9.730103906891213,-9.437432115732868,3.0303561937993417,-1.0132023847562421,114.82045005277503
+0.33663119341551084,-3.181639508540368,9.093630225200375,-2.0168836087756326,2.7480503494924635,-2.7089249668777104,3.876098377786359,2.1943371579516846,8.161903593718732,-4.4087094443124,-81.23875238176754
+8.58975204600279,-4.081252932513648,8.985909913972227,-0.7558498979806827,-2.084545652258538,-8.436753902356415,4.1977919138907405,6.747949557812502,4.783163491451732,8.595031743051818,-172.03603120947585
+9.73709196334028,-3.6786965732936694,1.8931733190757405,0.8314920423126537,9.323760500798137,-6.536812627608645,-7.796913964935335,6.11205911975242,-4.624469658101164,-3.909341614338304,71.66032708169548
+-4.580988661096379,8.343277820018136,-2.808526753335734,1.288529373178553,-4.414587754007933,2.0846081996969246,6.856628279221524,5.621614202883229,-6.846045354236621,-9.205367504598318,65.73508117573763
+-7.526302062305783,-5.236558795104152,7.4908346735495,5.493170072507356,-2.966935746157582,-5.653905775049964,4.0482608822503074,-8.15062368613225,5.708304320354181,4.078873759889358,-28.91359311681864
+-1.820755797465765,6.957684440779854,3.079179908389207,-1.849215542270417,1.1455851769539627,-6.187130606359979,7.597230534980117,6.178513804455497,-5.0726700554364745,2.0719731150521303,-55.882883145389584
+-8.74337884991924,-0.002753204558534339,-4.043381204093781,-0.7180930860484902,8.135689233253462,1.478842672074141,-9.963788418490985,-9.251250555532982,-8.635521017333843,9.900533237964943,100.42123762444248
+7.459313668644388,-9.833552626109434,5.746013592861717,-0.12714876489802185,-8.247649642149575,8.353819176261561,8.953296245096078,5.7382632792385895,8.60866871621093,6.86536623425406,-265.43347885628526
+6.246341562945455,-2.0655541493218355,6.6133783489202935,-1.1619587667340747,4.4906572775033755,0.7396342382906806,-8.754931797536276,6.2680210466211665,5.85962103041461,-7.947431158943741,-2.5757112486727745
+-0.1340779361777411,-6.3692110958385895,2.9018304049826016,8.912749236977664,-5.897636907371311,7.224967736296,-5.636530442804704,-5.746312042009865,9.629366508035943,-2.9238567703914375,-13.772161328830789
+-0.13652371716207146,6.935711768728449,7.026079730033638,-8.413223206146423,5.145498071518233,-0.05956252288728203,2.429404406130349,7.128978162374033,2.818346618723351,-4.289579459336171,-80.50419698491059
+-8.889707746505085,-7.30334960705624,-0.27469797031529186,-3.86294261744613,-2.6292316280919037,2.215297306670214,4.331768093068973,6.689775943716471,-7.23907851601981,-0.1052405675803958,25.949418408845514
+-6.6525520492406205,-5.646855647757361,8.0981093756969,3.959405889753469,6.646001815282874,9.436103449435038,9.314096984464966,2.123884731826551,-0.62355488955391,3.582322590277758,-220.16596741662386
+-5.7704845986434865,1.8915188613322087,-3.7202043948563923,-0.433989059217732,-3.5438457038308013,-0.860891454573931,0.32852770137119514,3.194235740622111,-6.184615778064484,-0.5375962321059058,73.99698080776905
+3.2192943695717746,-1.61830183563477,0.0846162040369891,6.91945388821996,2.3239541215414605,-1.2481552575367494,5.233792539340413,8.04107210720564,-1.891007801882989,8.544410856251963,-198.14129755769477
+1.975190134013396,-2.9193648058726995,3.7235516647303513,3.0378997074104475,-8.175942656958611,4.5258994657858835,7.54363309142078,0.29431019487635934,-7.267405624515133,8.160170353672225,-74.42558059864203
+6.488194940490406,6.663103890741631,-6.813247410485368,0.2773751283071202,-7.081793038148215,2.281114320543425,-6.376454572845547,-7.692247235037515,1.2716680115023116,-9.126574975752778,210.02515575454333
+-1.924655064392089,7.779659275628497,-3.546431249473927,-2.8943774284301127,-5.391050615266424,-6.382308100586165,-8.690230510430045,-0.8223937809150739,0.7900752707996417,7.681513751450069,60.52235741311492
+-1.1860911376161565,-0.631549191414813,4.826820618100324,-5.838314366177071,5.811405902401196,-0.7078941736117073,1.172755106338128,-0.007813806357865882,3.0844696486456624,-7.3205795204424495,26.965270386546827
+1.9728481997187175,6.848964336049226,3.1080039181613595,4.71699272841644,-5.524952472164609,7.400169273034988,1.1634947589768063,-4.298402195838267,7.048596555839019,-1.3704086518607639,-80.47117337725585
+2.560933494260369,-4.305154091419028,8.439349941637222,7.251026366361632,-1.7480681654663832,-9.963498570624335,-4.387580477861008,5.565658659533559,-2.0384442688433446,-9.816890913962816,126.84624978936141
+5.3468973739925225,-3.585238795304091,-3.2587512553325415,6.255870142584832,1.5715566366085487,1.9877886948065915,8.344377342859444,-0.4552126234568221,5.313068512349619,8.084373299589027,-213.68146029655256
+0.8522478737383876,-3.6890852005849895,-4.219149408452947,-8.355621696315085,4.46549098316448,-9.532780368553816,-2.629271959993964,0.683110652299761,4.681857960203266,7.484080136009148,-13.142405252137062
+-2.4430227414839245,8.701856899708236,-9.551908969447975,2.251356811468539,1.477316596981748,1.8268018692931798,-6.4103485947268535,1.3717433449427952,8.474535530244792,-0.9183778678981147,-43.02156451362736
+-4.381162053829559,-5.40950842014011,-6.235453424193964,-8.808737826696024,-6.8513069590143605,-2.8487732692822965,0.10603429009454546,8.595533259344402,9.581189696219967,-6.706481208546018,35.63409529693678
+-9.036060040588348,3.400904697429814,3.569709379751733,7.141263876912047,8.930521921334297,-2.520121972171645,1.2292038110300374,8.028510074487237,6.75015881811065,-6.570676872601863,-130.66346497702565
+6.705994326735363,-9.077105752777577,8.885492863448231,-8.151092151923624,-1.2315336096412954,-7.611757763137725,-5.399164114368911,-5.169471431002554,-5.798634606510246,-0.3397931294730028,207.4626899435345
+-7.769789067264035,0.7137790467423111,-1.613974508205307,-0.19807289417790308,4.916691066956574,3.609051839299582,-3.668147521793448,-9.2032723522039,-5.422028651916553,-2.83772349811928,145.52905018251514
+9.54788128346571,4.170904698168738,3.320227481201361,-5.5170154640935465,1.5979088584325662,-7.991628782734093,-0.9858295348795321,-9.004196341265072,4.803505845269688,3.917324185374358,33.888129913787274
+-6.133377287411276,-0.15211664473190112,-5.609678166463592,-7.202280296480406,-4.203441459835229,-8.850448350958764,8.933644863291601,2.5811374413476718,-3.22034861125166,-2.210132412429966,97.93351266420008
+-1.8252815831854763,-6.952358178129108,-3.610453801594007,-5.096368699043133,-0.7972121740167304,-5.591036527488365,9.234715390183801,8.18131454735192,3.807546220668452,5.864029172300715,-134.8483951451542
+1.232485294424699,6.580078060654186,7.08898678446822,5.1431641403896915,-0.44128732417054506,5.10310416415569,-7.056732488619646,6.862760711903151,-9.36689027230024,-2.3129346574858967,19.705173509054557
+-7.431490337669768,-3.811611285658967,0.16362958978023423,-6.600442035088559,-6.870930141016423,-8.620334697563493,-2.3823400225022406,9.835106112563572,-9.764396533976981,-9.055178229704705,246.3166669725337
+1.978486156087298,6.057655565648226,-4.785406201620415,0.5362849889048404,5.4112677516956005,9.093909272097143,4.129507898259406,0.29596442161752723,-3.0483583307848106,-6.12248530647999,-23.31936001002574
+-3.8368487971864296,-0.020199129050659792,6.845433851296489,9.268137642062623,-2.1044272672763698,-8.425785250422837,-7.256097091937401,-7.181570409346212,3.1442959011295213,5.75222438067573,33.45528214520394
+-0.23086814725282512,-3.3296644412927434,-3.2153322681054575,0.4617318460794806,-2.6983458978276786,4.237453981968926,-5.044045208308279,-4.333573259858587,9.857487952041772,-5.684781041883264,44.22882900995959
+8.736398702944548,8.339354318713795,-5.867456199180017,-3.5307523793044093,-8.455171669825543,1.2570221260523584,-8.33559666556454,-2.518222162242556,0.6258786815451689,-4.077563188333466,158.84224883992803
+-8.04298739323051,5.703441309216439,-6.041934062847316,9.290988029671436,4.039152210692296,0.6539324883735231,1.9675391315085,-2.5569106783106643,5.446862313469287,-4.7520606160454,-38.47330125352399
+-6.6035533352570415,-7.0071271009592735,0.9897901334043446,-2.8791092736658763,6.016069473574694,9.021854331260773,-4.5650990950758,-0.5820708340925074,-9.957039351252897,9.577234717132272,-21.04369085727118
+3.7688015500583805,3.9774626787305256,-6.924397605072885,4.069064821362622,-2.7401853352078565,-8.011570110142882,3.032009949327197,-0.5874901675990518,-9.05044594669027,8.720656974898072,35.577260421084205
+-5.14681116571321,-1.7797605299959351,2.265297950660523,-7.565124968306902,4.795700605622244,-1.4288540621502088,-2.5809852001585387,-3.790228286167303,-6.506128488906143,-3.427417208985928,161.35199963258407
+-1.8252682697373213,-4.668618040937305,-5.338943267974381,4.611310813078823,9.326585189996004,-1.7872955407861713,7.5576806567875465,-5.804863808772637,-4.727824048793692,0.27134026936555866,10.05976545892741
+0.4099461481254352,0.36479040186107925,9.615562549016783,-6.783846177082915,2.0207779599179254,-1.4658744919443567,-4.657838264095018,-3.7402795873670147,-4.798974784525846,-0.6638506917290798,111.85269117844372
+-7.228960256783507,-3.771473903817024,7.123424121070858,-1.95176518763865,3.544759716166983,-6.836702171915226,4.33196872135047,3.0234277194420978,2.5673009600756824,-9.015441392365917,41.238980091238474
+-8.960225857548789,5.920103138343973,-3.3189697256899087,7.838234045805812,-1.022639692968852,4.113329861918866,-1.6161868367796561,7.922510140627692,-4.878515507573738,-1.4423735105737001,-33.864159045478814
+-6.097802533594939,-4.0916758340999415,-6.017725558876901,6.428892905627633,7.402397201080417,8.858766494138248,-7.791877744716773,-1.9294323615425601,-8.535783583720875,0.7140312012182481,59.372475666414225
+4.604002503672153,-9.97412976276323,1.4238678798591664,-6.087565155257304,0.05535966450292085,1.341000239372927,-2.9704511827709212,-8.235881882461705,5.702638409935695,-9.102167779755572,157.1575066414645
+2.7452937396174115,4.704401257112634,-0.955231567193171,-9.468474578649111,3.71624157027884,-3.5157904027221476,-7.744884433630723,-5.557138122810697,2.473413212473947,-1.1106748769199526,122.66586595213546
+-2.454019086225716,9.276844425397094,-3.225039415831392,6.526493644271099,-9.757861390310625,1.1996209620818288,-3.814676063564779,9.768528653117114,3.829287571134008,7.319648834948493,-146.89190387167528
+3.994150412942461,6.066047329454227,-5.240960461332822,-1.8243322617383284,-4.076133007733849,-1.941160948902072,2.180092946314587,0.4752841517526285,-1.7299178049286712,-3.565939314497648,74.20123862358018
+4.546797825077132,-8.361523877842771,9.438621339483168,-7.689631213966662,-0.18096441539035224,-7.212179361381688,-4.7541094089062135,-6.674621435215533,-1.142157583729,5.93792554395341,99.59090863498369
+2.980340701246502,-0.19846792797700852,-3.5014273974191945,-7.129809039219628,-8.337244584113945,0.8347953787777573,9.97149541716679,6.913125795211423,-2.6980735840262726,-1.7375551936113176,-7.159222104486887
+-8.428437082372216,8.549979208181533,-3.4027727159385557,-5.847248120051638,-3.101657267239879,-6.0462572281382965,-3.897695217473147,-3.7448792478052506,1.39956197032723,8.412448948128542,39.97149326455804
+-8.645316865899614,8.594597093555347,-5.207938464522506,6.377784113020408,-1.958996263774282,-1.8562315838365917,-0.1678876635020221,-0.6360700913508444,1.2811935872176528,-3.9309634511940494,40.00652384974015
+3.619887687506458,5.060034907424161,-5.927044797352985,9.521775396428465,-6.111100313868356,-3.5348518805715123,-9.373494918078658,2.184817475766798,1.4408786384761085,1.2346437390528608,44.059944694542985
+-1.3329207386932596,-1.909716166384332,3.5811995536072128,3.6330868986957388,8.677414325050696,8.17701582923811,-8.314308906502603,-0.4904244970612459,-9.462400476584584,5.755108837424356,-19.50514341615259
+-7.6818793927413935,-9.079016967732878,-7.548789060803205,-9.22765576744499,5.600540365698265,-8.479461422656707,-2.6791499441164834,6.504076437940915,-2.6983435761728125,-1.9174885461684177,122.51700741827005
+-2.52813014270326,-9.752270215287595,-3.050636766476875,-6.3847466467417435,4.970651437640221,4.033001012281501,-4.728803995500332,5.501307079942366,-3.9124878790483786,-5.820909456525333,93.99022339621025
+-6.079982732634511,3.1176866582633167,-7.470037792185877,1.0839419455548227,-7.39828689927511,-8.082917835080965,-2.6339713242356777,2.465275242360283,-9.550125562596614,8.338160533343963,107.93429749224185
+-9.199818106211204,6.9886377303466745,0.20253086720399605,-7.625455790254536,2.9041402796525118,7.285402038708035,6.034745849724521,-1.5763060484525715,-6.852520454799529,5.203985523390051,-48.75733636501577
+0.6560686537657112,-2.745239675875746,8.687572863317861,-1.3988792055379617,6.86415042126977,1.251084015054904,0.2585757851009052,-2.244997527203456,3.5705775698653186,9.865324301389599,-167.8836319809822
+-2.9677789340678484,6.7063602976166115,7.548836463903883,-3.956968862491681,-6.496172276206515,-8.870743255108657,-8.799163355976447,2.5315537051342574,-4.841998123186193,8.937690671046305,67.61302196484938
+-5.664915963803006,-1.8378635971024893,7.4785106993829675,-0.7405181367297797,6.618370259507966,3.1643703929467515,3.2230809906128277,-7.12284658509859,-5.4838821445707,1.194456458680917,13.27888367558645
+-0.26851484383263236,-8.774205277420283,1.2069938428214688,-3.1760374069629127,7.782232758661296,-7.077356042980343,-9.428762354518156,-4.125091505601679,-7.128467504720644,-9.63840751180501,293.76472795239056
+-2.7628674074378012,-9.264061834452132,1.9751372232439324,-9.28535855935669,-7.117547075853037,-5.260044049614805,-3.0665185962260244,5.084784140424334,0.6018682892074745,7.414999931130133,24.198320012739757
+2.6719272161939833,-3.637561372800975,6.918547954855441,-2.2278128498876137,-8.753420545555024,-0.22394637193713596,5.291868726522022,4.8120040501424155,-4.583784037434695,2.247439290226092,-15.595667706519652
+8.513764431716456,-9.625855011711417,-7.4240333868168396,-6.0350865543211185,-4.789547630189084,7.19213293942251,-0.33613271477604734,-6.673170239667565,6.251666186529546,-2.644326744965557,66.90991048590693
+-3.37010834710755,-9.856408125721943,0.7930768590709247,-4.076687676890716,2.8280344875350405,3.4053367699517234,9.915989752957037,8.767903216933648,9.629321571333563,0.5064142060619292,-224.61674302389628
+-8.114436710893177,-1.2403145606758104,-0.1309583721276697,7.059965933065488,9.331791693275871,2.4600494023405095,-2.866019937504636,8.34794271118292,3.696495334581915,7.037732452283237,-225.62730964781053
+1.98049108811305,-1.4687751120517833,1.3250584171513213,-8.326416744971734,-5.6513356996383095,9.912113549082529,9.442265146406275,7.962056619333879,3.8389293482789455,-7.994573911021319,-81.21464332584823
+-5.762454276068965,2.364313857840461,-6.248343353158021,0.4875764897028878,-0.17680203323491517,7.6775823257374025,1.512787988546258,-8.458536679808875,7.928084676394267,7.333977576762713,-111.75876118905217
+4.595864361865408,2.594718131873117,4.471659518239481,2.8493034218256486,-2.0457313439038893,2.245540560213808,3.7105648737400365,-0.8293217118853535,1.8644153615059356,-4.230408478674413,-27.601488364368176
+7.705647326340497,4.583224557891854,8.544765879437978,-9.15896349075519,1.3914877677416126,-0.5572709029282596,-0.5449934105377574,-1.4131008251297827,-1.460493317235061,-6.224337558526836,84.33859962889653
+-6.148925919364416,-9.008266013287312,4.084677199002861,-9.920371295031993,6.743335353465644,7.227954280083351,3.0604108685810427,-9.827415602066177,3.9736707466800203,-6.741822864174807,65.82917002110884
+-7.771876640754451,3.9428556028723993,-4.542292629968694,-2.5024282270391263,4.03956728755126,-1.1809976990279614,7.573071910936198,-1.183552330395543,-1.8963215620415608,7.846008138872056,-91.94774663112972
+5.360319944464642,0.13609658592826257,-2.225349976148292,4.1549667447900624,-9.932054789687623,-7.545801871821247,-5.049768970086523,1.8537876197398462,7.364525388558345,3.353387996578956,3.5255083406654886
+4.769743564244311,-5.384687454482502,-3.0718760196100536,1.225882757297072,3.3216571557355556,-7.088614737266066,-6.014908617983283,0.3110935306636575,-7.430017304151084,9.66478751778041,49.751752271473755
+-7.743088936950839,8.027806297807999,7.713609155185468,0.5384218231037363,-5.498176826982748,6.293204660015325,-4.6378014347799486,9.897129698783298,4.713886651819099,-6.961064034350912,-58.650908290664034
+-0.6398341887515091,4.52506259221499,3.9680048387263267,1.3716000658665006,8.032186759469056,8.84627534218417,-7.943326573789387,8.196972421764276,2.795934776641842,-7.252875089879305,-78.20055561290523
+-8.682390063492116,-0.6148742140111341,-9.961020260239346,-5.064158531317881,-7.472231597135566,3.0907383095010843,-9.17617170282736,8.137136104826448,-1.1968800646733713,-0.3892855029084741,95.79321072881872
+-1.1286103100987144,1.487124952287786,0.24233125867703764,-6.994885883213991,2.645092867795158,4.472685701051349,-3.8912332462590205,-3.7131186772653435,-3.642942105070197,-6.746358587389989,146.98727931749545
+9.477971112913382,-9.598749696885278,4.413837121811833,8.842538011763711,-8.76540776194516,-0.9732164435351587,2.495111868345936,-3.9224598934586297,-1.3951750335540924,4.706237965567571,-6.608566278929809
+-4.403670504193135,-3.376887886443831,6.271099939167348,-1.1437751581357647,-1.3828972248020976,-9.915057119260704,6.502951467832894,8.577988313263091,6.5268340310336885,8.921850889606366,-194.87443978999679
+9.781618250183254,-1.6961954528788659,-6.674898846747674,6.2888424893279415,6.074183091811262,-4.215235448923417,-9.902973083794983,-5.346268387204671,7.3858149925274645,-6.672125759054753,99.0894646039433
+-9.249427054267729,-2.5571918483283285,-8.525026302670035,-1.6562182703278339,9.03752357376673,-5.846799230251691,3.4159620465292995,7.9368144228751785,8.990507632552557,2.8110688190255617,-156.19756580473214
+5.377956389251741,3.077229893173703,-0.6441405022853597,7.886195973267247,-9.567064375482957,-4.925970295948677,-0.8723928954258797,2.1396314337258504,3.1192925055284038,-3.9427192795382693,39.7938801228351
+-2.804762899822504,2.1202315048228493,-3.2401442599586816,-0.04424948574477172,1.2786758478301752,0.5178729536559912,9.139970630840779,-1.7385122090466898,2.4661210144220758,-7.778327185331131,8.432024745100014
+-0.2742315842218468,-7.1378462930589155,8.26104910568506,-2.6027741191903386,-3.8975044401165637,4.336474514896338,7.151182828722888,-4.161927799312657,-4.223724498411984,-4.31589285998875,61.35189275739248
+-3.392445663421282,-0.8096317791039542,3.6175906516659473,4.257645533117125,-8.517331673282094,-9.617257050689636,-7.7282054535961064,-7.392173922569576,3.526251385895667,7.689492346507794,85.19588666858644
+-4.134675193862587,8.922888846302552,-3.5836425605955013,5.616076838423023,-6.762730530714083,0.7203391506358869,-2.4046983882034745,-1.2245133398998909,-3.9067564908751162,1.3994563608971333,55.31692732195188
+5.136406582294715,-7.138298339775808,-3.5412503319339383,-6.486129555071174,-9.229507628212922,7.9210619306667756,-9.672701717556574,-4.515906933913207,-0.8727530460833455,2.032741618461351,138.83000822791834
+7.2776832334418025,-1.6352153164092487,-1.9467936100051175,4.081035414226313,-0.44703986654279104,0.6705191360695162,-4.893026851402176,-1.852171781417502,7.900247454300882,7.360617214477636,-108.83347869665981
+-6.120105907401456,2.1878636023721643,7.867214575975822,0.29335193425322537,9.94256630928396,7.826171615505205,4.943927803003064,7.729683671382002,1.3135929269514501,-8.23641444612033,-142.55210431650713
+-1.6302349096511426,5.188073704516441,9.87626663912649,-5.288936428616515,-9.33437926082991,1.7290867279792987,-4.784954426378216,3.029035645508582,5.840290555967207,-4.353629731163082,23.08272005371145
+8.544452656028676,-1.2802035414739121,0.8363951439509165,-4.265177891556034,5.0050764881763605,4.818706183975063,-5.4375895674219965,2.2018014740591108,8.09213884660034,-8.583237567409617,-7.801526933169943
+3.374929180976256,3.6312872733357238,9.724566902287595,0.8018241581560459,3.74496732799396,-2.4473338881944295,2.3671296809182785,1.7886895392840985,2.332380590006824,-6.881165280335672,-26.505313867305354
+1.718996694532371,-8.252121330966812,7.48186012673111,3.1205303662374972,-5.2320230384589195,0.7425978479575646,-6.427512712129307,5.754701874735728,4.222293742056213,-2.3669413060286715,-10.151317877086093
+2.787517536489472,2.29860345693667,8.016018858468072,-1.225334237038782,6.815212408793059,-2.181021011567088,-8.888670892881033,-5.061252619252303,9.935994211544594,2.67873405285882,-57.107184266692826
+-5.996469988458943,3.9521366762649146,-4.619788683278907,-0.4802778960228382,0.505709211910319,5.377993591282399,0.7490389868925096,-6.949994062393512,-1.7719183329590948,-4.727050448430563,95.64091636262488
+1.5099419108311807,3.255115545525502,-4.517652962504828,-9.387308532569074,6.527676147118687,-6.821152001651269,5.08795937298957,2.7936574447806195,2.9957754651734136,-4.4190965589632665,13.910757925074904
+2.891803682575609,-4.290011920597192,-3.0669450064800174,1.714968068131446,3.192846338696267,-1.9899490690652732,4.249637358748492,3.947302474254697,-9.932571115947276,1.9864166240250625,15.068256529346392
+5.002371570329274,-6.419619445276908,5.969170241856543,5.086050610771928,-2.8556565650464516,-2.318306469631952,-4.6330370428279615,3.893022520277407,-7.910582861216446,6.681538303574093,6.401571977615865
+-5.0023566030137046,5.294432321493492,-3.7634703577350614,8.713625853564773,-9.470986175745796,-8.783774178909757,-5.963546535996964,-1.7649440623431478,-9.380179036051208,7.034403933346303,144.64022864710898
+-9.899436331189836,-3.777191894976444,4.223484102283505,-1.794047307043829,5.863154873876724,-1.3240411433343713,1.7790146072282975,4.654958673140868,-8.718149952287199,3.2937931073119175,-10.654797909888234
+-0.20838788631990068,4.016761518121172,4.413702342756021,-2.30794689476701,2.950121139478219,-6.807155393571948,3.7996064489277925,-9.674558480949013,4.085041579194096,8.387045229611878,-51.70569258236615
+-0.08710749436699805,6.860520548220865,-2.828363441420225,8.465699679456248,8.059359265680328,-2.2615794799066613,-8.846891462142239,-2.2237888007485473,-1.7571924752034396,8.923469187958265,-56.27114768722362
+-5.097215725209994,-5.6973532017641375,0.08446192632870497,-7.22685417416135,6.198306316716453,-7.298567887218901,0.8134942209409668,-0.7622641519368556,6.142826938568531,-3.2832921796668124,39.80186861324346
+7.744370972783603,-9.053305574796092,-4.580444915629364,-2.7450053290838072,-3.770706429167352,2.3496554974719586,-6.585887647335602,1.3132247044355294,-0.1649824821998802,9.254189371280114,-12.705440446636242
+0.19834026231326574,2.316033672916187,-3.8312159603344864,1.41392985481539,3.4512696321704217,-7.533654844247786,9.710237401150948,5.466713402952054,1.5207481533486567,6.752106995347653,-160.17575949707484
+-3.5647191347628038,0.20129127896538312,-8.791955444977331,-0.13716813136525063,1.4405204939816652,5.670873897081474,1.5382074946577928,-4.867536234965206,-3.499202715656884,-7.259345875621683,124.79028213441092
+1.6476311271716648,8.23227860496651,0.6335269964974577,-8.350242906497407,-9.198619756132235,0.466462438397377,4.905013458005987,3.43286355150598,-7.793238866865098,-3.599659956099579,104.00207616713459
+-1.696765704974299,-3.646185690024466,-7.4227217018120095,-5.104448326026367,-0.3435915203758988,1.3811667059134747,-6.67173245431017,3.291906030445517,-0.5700495005424933,6.295452300024471,11.469452161115653
+7.9563744756887145,2.2510455317271916,8.412515002556521,-3.382470805042126,3.4352578890818264,5.142233289203295,-3.9303494437354636,-7.183125600646532,5.912234156520322,4.647718268050265,-82.70810803838306
+9.530076014120878,-6.594550865083837,-2.3498850455341924,-0.6113147402547026,7.762897013615633,-4.441080116461675,-1.4485924627552382,-3.917178262894496,-3.128957641023984,-5.240673218218488,126.93581601774653
+-0.9626789611946873,2.537992553334052,-7.045164193293017,7.158055491883499,4.144797535224125,7.126310678049618,-5.7367900239404275,8.724853083358578,0.9407747001261058,1.5512515042290098,-125.16394294907968
+-1.1652182128534827,-9.22022282082269,-2.159535620567581,1.1888388102390235,-7.766207829253413,5.745065660534328,-2.185112743864097,2.089286881709793,-9.258192266505612,-8.320202902180853,195.45049647153334
+3.1867033493602137,7.447889336844485,-9.980796365150146,-2.2782730758806635,-6.133083385561681,9.977349552563126,-1.496776261256061,7.917393613879941,9.442470855670626,-6.10177164312306,-81.59830130144888
+-7.561482630331254,3.7608855103418026,-2.444504766962725,7.982929270779193,-7.754440781066023,-8.780660923148844,0.28393644432146425,1.720356549290274,-4.314782557029739,7.473500306789591,19.13768400383358
+-7.879678375943991,-2.7678593941412677,-9.46412860574512,-2.8575503709583305,-7.214695792205912,-9.044730710816378,-7.640738902660333,-6.229871109111478,-0.08370941414288069,-0.11238007370448777,252.54740786240623
+6.380257326707315,9.335474506140306,2.4081365871819482,1.2366058081947928,-6.113606938770428,0.8982445084263824,3.5892592072815854,-7.8776986026433065,5.935523285047413,8.986907078673614,-113.95060468374614
+9.178263218618547,-8.344137891325328,8.925189951604395,1.3084091144980081,5.111951077597623,-2.588303193283341,-6.756719946448239,1.2888986356380538,-2.6084029806251863,1.1397365997264508,17.048868164219602
+6.748562369643056,1.873483033965857,5.788242099551408,8.509458442030859,-7.830859497034986,7.688861989807474,1.1708076340874185,-9.134215839128732,6.555978957714268,8.80659578997905,-147.584969643799
+8.244115461089343,-6.744483117371329,0.8914132878894709,9.784979418507406,-6.6631858595590066,2.598207480525554,-8.07725753685786,3.3943910896390705,2.6534925929748,-2.0226105378584958,10.261422247157554
+-5.059418507048894,-7.855591162407158,-4.287298895224962,9.658790470579914,5.1498476415623,9.20164079596952,3.834707143210252,5.793855590348922,-0.40034141455493666,1.4036643736380272,-165.6778251812346
+-4.289206316646941,-4.613884145138776,-7.059288140457893,-3.662456423844207,-0.09435186730857748,7.2615257076477935,3.417107075166641,4.45267800395571,7.403238497004487,8.61561163974675,-202.01656878136424
+4.439167928895071,7.916334368847789,5.841934700723897,-3.521812855928652,-0.7586953495816617,-2.4648707761430377,-3.296636395900079,-0.9172981112376011,7.747062453325206,4.159233626796659,-82.32271810075173
+1.8213332952662298,-3.257546591654308,-7.94608624029737,3.3748458592313546,-6.465707087595074,1.4979797398313877,-1.3962206672493327,-6.5645588430223505,-7.305072963867934,-5.790962462014397,228.32689201937234
+-1.264314791983081,-6.501586692061854,-5.948646125104089,-1.5098081358070603,-5.089556156053279,7.358234084007957,-2.8027424598360517,7.321721703733505,-9.328709913965769,6.332955524209871,4.175434170978938
+-7.097907880019716,6.508382732440692,2.424624634228947,8.636228965290918,-7.315101369975969,0.8170890008598275,7.699867404381897,5.053884053244399,-7.45887191465163,0.6028290846766016,-44.524217098420934
+-9.43166777773585,5.615045819011401,6.182022523646486,6.958406998153707,0.023170971163957166,4.603545255574398,-9.57107537788125,9.758663713515187,-1.0038396328035626,-5.795625032190415,-17.155637139718074
+3.478341767268831,-5.873062588798654,-3.210543307980287,-7.484487617404776,7.199828266992001,5.42856052860369,8.313609472813368,-0.093782121532473,-2.268208554778659,2.388511733773757,-77.96848359906872
+7.331787064040354,1.2054922036472826,-4.659982155060121,8.327793303908898,-9.6248890016611,-9.343642750498514,1.8483661594680534,7.0781546974314775,-0.07744664060688411,-6.027130640871681,70.1792351520299
+-2.4569736990350033,-1.1283330773620803,-3.218837826246914,-6.062824479015292,6.929771990726006,-3.1483865476759476,-4.668112139113825,4.302487401837423,-0.16439260371162723,7.1805125047330325,-45.91877494028271
+-8.844393088268882,-1.9986654003104487,-8.498591384552894,7.895191627767899,-6.535317699596776,8.059604043715696,-2.093134630326914,9.362560463929597,-5.52482503703785,7.84326032993598,-95.32341811238719
+0.9478336375510077,-6.690768854281444,3.860977791045781,0.6136609904514922,9.568705504293412,-9.049621289512427,8.688950398142111,4.611576779271644,7.156959127723255,4.227028327219164,-196.1011487054628
+3.985836920445849,8.934853433941543,-3.2964572240547163,-2.3994587355600605,4.91995708901457,-6.156204697488443,-4.760494036718901,-4.829191401706778,-5.34459252090981,0.4264594317274617,128.91617751311804
+7.684698989318555,6.049500934182406,7.903766995996866,-3.903964399517539,4.931017245944204,-5.14656223611035,8.93309567000914,2.7490117135944447,-3.110688027256643,5.426434545975165,-128.14630382098872
+6.506641204209531,0.5764964593629229,-6.606464087007151,-8.112089979745349,-5.874284918281902,-8.639683209883845,-5.3218565982721415,3.19019461692843,-2.9461957123695592,-5.706765016719892,224.45768893029503
+-9.095103237389338,9.829431145988448,-3.19366955909425,-4.392910758241149,8.039619555948088,2.18633457884281,-8.932670462127918,-4.511012108019392,-9.897154088326092,-7.78805592759845,232.26372843823705
+-1.9587269923663553,9.749043026400642,-7.605608584972384,-5.2233803723090455,-6.014873821646853,-8.455176760559766,-5.417535961347195,-0.079952673370014,-1.8575413570063737,-6.173214028635872,226.86977678347986
+9.931896362380497,-6.524344356868026,-1.2505391935484034,-7.362693474537966,1.6241770991070448,8.65784620195992,-7.316767316320966,1.8467725399033452,-1.9677427741940612,1.8503927292331923,14.996791527464916
+-0.4975690084326545,-6.0760219191681974,-4.534318204792267,9.089735266160613,-2.874270727539552,5.474809573956381,1.17873840516024,-3.7033071815552243,4.599682790100703,2.739252284002194,-72.9370400914575
+6.38781412396445,4.7261246810502255,-6.844474650808177,-0.47877515135801074,-6.872770012435296,6.846513059580996,-9.416938772937263,-0.11813249085842248,8.595285045189629,4.841858462539188,-55.43936757855834
+4.3354310122961115,-4.904428589405225,-2.0613998581497905,-6.739268507582299,8.564512969270686,8.862778053903984,-7.0543330964727495,-2.6580243644831225,8.420334348628009,4.775224543799201,-106.67771976196228
+-9.392689070333788,-5.703150925867371,-1.0605720184705825,-3.344830071557361,9.465773447886399,8.531466838656044,2.7611669820695295,7.892310167852623,-2.733019391349454,9.857205924698967,-214.19589130914702
+2.974988654248818,-5.629412243185817,1.73435782212634,9.013319810083804,9.958453349303163,1.7728641164340164,0.1503828101638982,-0.34905063766654365,-7.416187176548583,-0.016111711886246383,-20.86745973312788
+6.526664035171283,-8.63521689075193,-4.962945256519806,-2.233226816000322,-2.3981057016416507,-9.42805481501448,-9.570884132483089,-1.4828132327896304,5.259095601476931,4.785948053801514,89.43296658044038
+-6.446424222943659,-7.730247026771748,-5.6582588731872345,-4.089376844473637,-2.868353759185258,9.373491242168146,-3.513760438697233,3.6823254804123517,-4.071768006848875,5.369753933339059,-5.096284455633916
+-1.1252116406388968,1.6322513845614317,-7.220933849834614,2.521210895072088,-7.734281680066804,0.5104232451976709,1.52870549326946,3.7398207897002944,9.021450735449122,-4.845091468366487,-24.4827577145702
+-7.258295476615116,-9.376542221444105,3.3162502878227307,-9.640416122197966,3.796185106230696,4.346559356496929,-2.101430828456501,4.6650827333816665,2.837679845768968,-7.009986724388213,35.59265675705898
+1.3304382949657767,8.931127771963435,0.9304052434810517,-1.7111120887994002,-5.37546381185421,2.566269437816895,0.8118122460900312,-9.163905409120833,8.819688510562543,-8.887013938194581,77.06672792342934
+-9.653152364482473,-5.0155519081411,-6.65255473165963,-7.839809936729038,-8.608796500012694,-7.343222255218982,-9.945722650094355,8.928432780835646,-8.927581154902079,4.197714205108638,198.60410100393966
+-7.715628736314923,-4.748671109123639,-3.467194159275462,-8.38358850874593,-8.750905422441882,4.404451650629588,9.892765922490806,-1.5146940860771174,-0.9829344658768147,8.055742110595885,-47.38439357191272
+2.359442642983005,-0.09682235425449104,7.738936808002562,-1.2120052983711394,0.808632128899256,0.9425280354559828,7.630147932251072,6.96012335496679,-3.965957536540432,8.140598198683746,-181.486023755908
+7.199592770041027,-8.902028392191292,-6.34163321007533,-9.462079378046047,4.906215145167277,0.08897343281416559,-8.871760734572604,2.4120977498427365,4.342896996515986,-2.8218481595154454,77.59405879664011
+6.518476981437871,5.660690634597698,-7.160556878047508,-9.913138336429967,9.677992156947619,8.544563574025567,5.28259123521088,-0.5967438531633618,8.732351536631402,8.180573229540277,-245.72360716949095
+-7.987510191371603,5.704737767930279,-2.922136174483232,-5.419162654977723,-7.719375082228586,-0.9788286559388482,-9.989208698625436,-8.333300060750684,4.157975971783161,-4.367787949672673,218.08667882900383
+8.445550307476017,-4.438689484450484,5.682527397924866,-2.1795482373988695,1.475941699109382,1.2434969035844445,-9.868094181117364,-9.041057446749434,0.9371938547160519,1.7180930816943762,96.64584617885934
+6.200209998737107,-9.048294162557966,-9.805807350852177,4.679924106922153,-4.851038321278174,1.7568522036843515,5.578541341220271,0.7582242249285542,-7.663322577946808,-5.9601405169201165,123.00309366784191
+7.232974896801245,-5.263435748169565,-8.496882519882675,7.705794636577794,-7.573654008859297,3.576714709780071,-0.8088095021298858,4.539144449603192,0.9436132488390347,7.047689840844917,-92.30096336426148
+1.7559718755819809,5.308287730578529,-7.0955308246029976,8.608228941962196,0.20485006806206352,-6.643833512870952,1.8574128078775254,-7.949290507257787,-5.903185962953685,9.827043436624749,22.19543230655444
+8.40859030350068,-4.908566216341375,7.496975869329474,-9.365917168638621,4.146312102443006,-0.3294099927648886,-1.44081047832604,-3.1363852368860434,-1.5156135494333944,-1.2498864764671036,62.26587940944683
+-8.0320806948882,-2.7123839402586003,-0.9631319147717332,8.08736489940718,-3.521357886804586,-1.8821735914342708,5.702044943606285,0.477056660880284,3.1556497553905927,7.854904699092426,-134.0226630797911
+6.652370629338726,4.582638330228561,9.124191525615444,1.7780587212383625,4.902617726780852,7.3666249626939155,4.816583827656935,-5.25570519962044,1.2879862795148433,9.148024846322178,-210.69302275368213
+-5.133429787308015,6.186247913107099,-6.784027624815865,-8.242753750310811,-0.2848623992205934,5.1967497026462794,-5.592219801121258,8.50236300961158,-9.434229385558544,-0.7304639724412776,83.09296712016996
+5.986983445124176,2.2743081953812405,-3.3740817238596166,-7.7631730125953275,9.760226653877348,1.6694974824708186,5.141141804264864,-3.5478823508746027,-9.977289328771558,-5.732851314078662,114.82893280563621
+-0.7671181111057201,-4.8158006724694875,-0.14717263623351018,0.4908344314980173,2.9605299561360243,-4.236189610811785,-6.640641861758438,3.8072771662772964,-7.157849351156697,3.413348672858856,68.91648020231482
+9.69546793142575,-6.4281451564610315,1.1069370864364947,-3.0066675818628474,7.476241169257854,7.4092924076843385,-3.373728958568425,-8.11346750273991,9.610609073110947,-4.5927004890261784,-19.48797673326913
+-5.235261936713311,-7.6618035557555375,9.977020328924462,-7.835536124582698,-0.6540244793172523,-0.8868160170693384,-0.9490932250254214,-7.360762545014352,-3.2429901833540398,4.17851496219638,87.11036999562573
+-9.541063640819745,-8.376606772336007,8.77035174150825,-7.731154663318945,-3.5875095593258877,2.7496190576918322,1.572712110929515,8.403048987789166,6.938049250412974,7.747820482564183,-182.4914932134645
+4.251790882144492,-8.163102904218265,1.5926826117081871,1.1228055457487995,-7.645563639340276,-2.761528847825969,4.853174494724999,5.131883791894181,-0.8319684367114943,7.482330827390853,-81.17859655790937
+8.314554354063102,4.902334010253366,-7.413287817879839,2.976932226673017,5.30680561336019,-4.671448433993142,-0.2608763050724261,-9.35980595526532,-9.862286201823938,-7.146932334767026,234.32616432749737
+8.211506152016412,-4.422766093368324,-4.721344362776088,-5.633440495883262,-7.535162562366862,8.272736808814155,3.116586808102708,1.291202735485002,-2.45715230324129,-0.7082758213068185,25.611015576192546
+5.077952093431152,7.1524894085832935,-1.81710904254049,-9.389623374580644,-0.08480487778680601,-0.506266908229418,2.577413702609257,-0.6190361482200157,4.788730005509847,-2.401166009867659,-1.9217489084083468
+-1.8416487380224145,5.561338413610999,-8.205052515687425,4.475821437374723,-6.726937903653503,0.9906989095062979,-3.4418294788283554,-6.145959795735547,-1.3737287322861014,-7.125589247842827,184.89589203951047
+5.912660884987224,5.378686077789256,6.404105592490388,-4.016294098683868,2.2775370997556865,7.048498133512908,-8.783114076830786,3.6963438877748467,-6.630303757261453,9.463497706107669,-73.3846428793348
+-8.185923983978487,9.533544304122039,7.823435206637839,-3.6961018774137533,4.905054594322873,0.45555439808975473,3.293662562536992,-2.868139748375824,4.10946395157244,-8.37841045619038,2.628460604148003
+0.6898613225976358,1.6544604632238302,-9.643630025590648,0.7462790608232162,9.407287344262187,-1.2875166177268538,9.775813243176259,7.272493461355625,4.8691427176713304,-6.109094306547746,-122.53445934312471
+9.573968308657804,7.778779506476365,-3.41147968911121,-8.395618739372338,7.244428434065848,4.794792520983087,9.638604730604683,5.316317196364599,-6.962059557578435,-5.450337377791927,-36.04920263979458
+-1.9879903534512366,-0.7562167050885038,1.6918596948808218,-1.0225855155419539,-3.014141038461482,-0.5233411748303562,8.539353128557325,-7.559644707669282,-8.38323314715363,-2.448457468050651,124.37473727964259
+-1.8645718046875381,-4.127559826277034,-8.48659262093777,7.43410347478301,-5.21310347822838,6.432064992770103,-6.157722429111534,-0.750960255701878,-3.5279262489241137,-1.4857725638127883,92.65180811856085
+-4.987952540018341,5.317776224108863,-4.090081564768431,-1.3517646577689746,-2.065812459893077,6.830777854094679,4.524362124113148,-1.9622872886158516,-7.563200053904913,4.0800181734645395,-3.616213500389772
+-3.989667231401728,3.068189120360041,5.002067380459216,-5.3154714869307735,9.063688651262105,1.9060310828707983,8.98461202884117,-1.428433174432191,-4.384291923655484,6.002666228767108,-121.26959213505923
+2.2484562068250358,-3.715393420180042,-0.09157907228631412,6.205740923037453,-4.214656442199079,5.59257012737069,-7.765078983750855,-1.198427946302052,6.716709029779757,-0.45191207289855706,-21.020747158566106
+3.8701641911265328,5.317238709147367,-2.6552300898992542,8.499738626348295,1.6819785616598582,-3.9493497619642026,2.862563987714284,-5.086683655665563,2.7378867002013574,5.4110992363981625,-79.99055505394259
+9.356679892490728,8.302076204829598,-6.653717201029772,-0.12739938594153344,0.7231459095084514,-5.401975560315176,-4.4252881323988085,2.7853413946070837,1.8365378353558537,-8.343085603157549,102.84730987058927
+9.08586894121469,8.664088430359676,-9.256816995081627,-1.6835985253065644,6.02349985147193,0.7289934460929071,6.139462875609809,2.9624556086319775,-6.820025206562262,7.209007613251459,-100.08300593574147
+9.363241819241106,1.2486408490790035,-8.381950306549161,-9.96837669842134,8.266815337927794,5.2191110223367065,1.533451180397425,-5.576881760958649,-5.2648814327581395,-4.360604964320722,108.68053852288374
+4.937194022040283,1.9804907039774888,2.5094919078170763,3.059041627869865,-2.607114072865704,4.475600037621161,-5.546278137699153,-6.592244751711727,5.34837465386472,-4.392145476428524,48.42332409443275
+1.498080729125102,-3.508563375382008,4.124249529804964,-8.835346792806542,-2.142156653928058,-4.147266772561233,-4.871767435200127,6.888344811663432,-1.7491935558354066,2.2866086156894627,39.109851151124005
+-4.109573840069607,-8.702340277493182,-4.357173582816274,5.183742079106219,-8.901408432096858,-2.0248391703889657,-1.6026841186290208,8.790164674896202,0.6172946641233956,5.946764061938817,-50.57973635044386
+2.672397528157877,8.839451857299629,8.588845082451757,1.4954303307854433,5.331222784377809,-0.062365802671178194,5.600513623128491,-2.081080588491495,-4.920926065789479,3.383121610669635,-86.57550512435311
+1.8552047128413673,-0.4285153130990782,1.7764233840209842,-0.12612151163829521,-4.6176092174074075,1.8113639555921757,-8.3810805668788,-3.873988662440553,-4.423512562207441,-6.256896544769319,202.2612095255244
+6.829888828940542,4.380765758932437,-4.24501803089661,-8.840144236422343,7.643473018671765,-2.865159285572676,-5.910264692531864,-3.716096533138462,-6.883677023392818,0.05081755366777019,147.47732347236158
+-7.7838431078402675,2.326587254401824,8.423631894214852,2.550766957067545,0.6371521475013453,3.9176971589502174,-2.6746754294855557,3.9368677715088185,0.8462257246809224,8.500604629214358,-160.82879177890476
+-8.69924543396027,0.7024824098208327,-7.7778958336940445,-3.931754466460071,1.1765759958823763,-7.503555882163502,8.467580472817026,-2.335347155936476,-7.894559855345267,-1.5220426802579778,134.2558614080458
+-3.719723849875942,-2.7047691687824704,-9.000759286348384,0.8305390733248408,-8.859815747408955,9.507549962656192,9.048085564803518,8.509854439637808,-9.547821081466637,-4.203692076806815,20.190805996754584
+0.6109732938076529,0.4608985386374842,-2.0151936895591938,-8.748777605370439,9.218509866842135,-7.119444032680791,-8.165389942378065,0.3416451478864846,-4.671843573171495,-0.8954355468654907,145.32039896059885
+6.147889096037256,5.353109186916303,-4.963507888447958,-9.830940705607944,4.738662812308356,6.601792136644267,1.4312783376965976,-0.6938186307252558,9.149840047298634,4.975928529223934,-160.4244425693165
+-3.9818666434851546,-5.356429910129132,-1.9277583461158643,-8.210684333857238,3.966965707639263,-6.066585577036221,6.1971808091696134,-8.190418055794941,6.349695710173102,-4.801154933231735,86.82944677201537
+1.8554095170763274,8.475120459772063,-3.4398710351372697,3.7612755213190474,7.54982630339552,-9.554642920550243,-9.290341183210895,3.7911244354955587,6.267800385765112,-0.2938560779411947,-19.413168702911808
+-3.1839769501318194,1.8343873315929193,-0.4686442766455623,-9.183509129120393,-8.8022275680479,-3.6067690141964692,-2.896311566566503,-5.256807920901442,9.580593867709638,-3.751710193020208,120.61633380866631
+-1.80170068487701,9.134093588309415,7.812917906059463,-5.713227913766346,-0.3970386658288949,0.7591595808503504,9.877448206454126,-9.34909132735239,-0.2760165778874235,-5.426324829534657,46.990189379780745
+-6.912433496452248,9.60849410430521,-7.58418410101253,-5.529287797159199,4.573200352735647,6.546380516084868,0.9216848945805856,2.676048124477357,-5.591564054782094,7.774000365356879,-80.60437592080345
+8.674263902657117,7.193579799597368,-6.453521583363546,4.805509089982807,-8.433809695074375,7.613847197624056,0.6384442342678853,-2.1885081993683264,-0.5328960234374946,6.584395023346041,-70.08227778330391
+7.92174009501442,-3.40806352244845,-7.449148510931867,5.922343404225703,-7.655981711352657,-4.812090014546118,2.011830198494804,7.00422963433321,2.6918363641960297,-3.3044329002180395,6.5144626111388115
+-4.135073019313564,-0.972933686032087,3.317132381212682,-2.6269083490547973,6.535652110889007,4.948199018710446,-2.097647252551884,-3.4675370989943977,-9.54876522084394,2.411006331658654,52.58000531908702
+0.32429399803385994,-4.085543928316911,2.249251273753614,-3.7315985897344905,-2.8135829733608375,-1.495636791946977,2.034298321214749,-5.182975175471947,-5.405544569951299,-7.475305989987184,193.53339501221782
+1.1133612208345323,1.0842502218464833,-5.1897555647495235,5.540996974158263,-8.194143247911192,4.958288053791002,7.20683431499868,2.753910246085316,-5.706016639923243,5.909534809106612,-76.204145682309
+6.613531393298557,-2.410898865195452,1.954623505537434,8.106654805717444,2.381869237995091,4.087948687063081,-3.729409802056751,8.323658394205316,-0.16324687855094666,3.734855545569986,-149.6501303939798
+-9.932453738283877,-5.745001795512746,-3.177762437351539,-5.64635693978929,-3.817177931546847,-3.107063777963026,-5.045846077649854,7.172344934089152,7.557776711831479,-7.59310507654213,80.26243959566811
+-7.400828578416416,-8.028166356015305,2.477936391686957,-2.6311372894398866,3.3463599323888094,-7.363008909353752,2.8576834089199488,-7.531389097627921,6.630729460095662,5.658780867031177,-18.326741588401504
+8.562122176299631,5.825814126109887,8.896044390651447,-6.715369047884476,-2.83802150078879,-4.417020554251763,0.1909321325465685,3.3011622195185186,5.557388051957826,-3.6952520704818426,-16.30498866187736
+3.2871671872018515,3.863817005845991,1.9165428132400097,8.512555333217659,5.911918601586608,-5.641087827452999,7.09148752826062,2.9744583232859845,-0.6739259794674846,-5.084555241170556,-59.91222716835775
+8.73840584933858,3.0467726324432287,5.764682736870597,-0.005482039620152701,-8.144143111321728,-2.7291293467543176,-0.281687491164766,8.585357359167599,-6.590368595810432,5.777307299783116,-35.98000230564243
+3.43275313468806,4.397955210020306,-5.05106905790919,9.267007336012941,-9.672865090231697,3.55617286653791,-1.247032642873085,-5.88853505728586,-0.7690855802857754,9.224025532428922,-32.78168772125659
+7.470821150256876,4.3765071060873435,8.172548408791002,-9.848487588233088,2.71233898948664,2.983331627113963,1.7928407112528988,-2.008008400145045,-5.095313545237639,-7.692258911551992,98.28312129857076
+-5.592073178237595,4.943354362020247,-3.519976276435026,5.232677010561499,9.895216870773236,8.121120350869955,-8.077232739545535,-5.983607628108032,-2.6660068908159062,-2.7265982841843517,46.39615830185575
+-5.423377252704258,-1.0247023561615332,-9.297907101823121,-6.178869484875305,6.38186202824456,3.2624215727811157,1.9925975522077444,-7.72872113788064,-5.796603872373711,-0.34996642088239494,115.71715043848037
+0.8738970579855332,5.11410698109392,5.032815338230263,4.734099621719931,-3.431312762553458,-2.156886022691844,0.7002800675249521,-1.761521484125188,-8.264629928722123,9.866340320278672,-26.54284642617122
+-9.152948598502132,9.42936408473707,-5.215960705519256,2.698639116543906,7.22771019714526,2.8407991241066344,4.532842387494669,-0.1964751595053449,-0.10546560433035923,-3.1715936089235974,-53.01952409177819
+-8.565972194804415,7.259794615894348,8.44111436341197,8.328335033490916,-7.036435238577621,2.679772265970264,-7.684801469170921,-4.991261047359665,3.0942536077097493,-7.134983849186744,95.63747182445087
+-6.3014205994445565,-4.46014437115921,3.432569855623109,2.2289537289753936,-4.236134076876903,-8.51339810343963,-6.48504158585316,4.205134366680847,-9.691295399360726,-9.907902353140642,270.1105596758119
+4.177346732018972,-4.210475584621398,1.7091513640073352,3.2795773419977414,4.667880582520194,-1.4231948682654405,4.448428492222048,-1.7535310320497088,8.60587601332494,1.659738598283489,-136.94398228125738
+-9.440897718825793,-2.069110536715504,-3.079406587926894,1.8894208976520432,7.418061986860791,1.3018461197814002,-5.7664868135114045,5.33607692653606,-1.328013312672729,-8.519127328491836,68.42445226037214
+-7.285877806034444,4.739999478318444,-3.1285480771831486,1.7388527810449728,7.421608612989692,4.3971175748023095,7.976507494224398,-2.3383322554829866,-2.864484088494692,6.981737327419708,-142.22858960958462
+2.9544512987161986,-6.772068473234052,-5.182812656775681,-3.4166452170566686,4.614300245518654,-1.7718416707464568,-8.136838101882189,-3.1486776860070953,9.418491000533777,-8.322835187516722,111.07349459349265
+1.1091413704012432,1.004092737556681,-8.105126007109703,-0.8064871541003615,4.42501289921543,-8.842255687888175,-4.972062537909907,5.701557514493216,-4.634857492377775,-4.820879088347612,138.64835539665307
+0.22922885634622192,-3.376941050716038,6.4857961877993,3.5309499013783685,5.933493875703935,7.070397983522767,-4.983369548824883,0.35667389356318857,2.663815395492859,1.716523408930135,-104.22903591536189
+-7.379187738016276,5.57418679941315,7.5064482452030745,1.183807618344459,-8.635290033269474,-3.5266973073697927,-0.9814798291556248,9.854290114418152,4.364686623242553,3.5029474062801125,-108.96028900462093
+0.23035746653941924,-3.5936775537585453,7.677618139207669,9.904797820807632,-9.155581274484518,4.961198282558195,2.1082515925048595,-8.897333172927247,-1.9469087771019344,7.2547698851383196,-33.67901328924161
+3.130842826323137,6.6201147631201795,-8.245796506930374,-1.6057112225592696,-3.3665775302194434,-1.341423388113463,3.1736408280278505,-7.377615794403849,3.171354336355885,0.7258818620292029,44.41927637329411
+-4.031387250640988,-8.838294723237087,-3.87225571505021,3.229741732107345,-8.589293595267778,-2.0301863514180085,4.862092457193638,2.733652084320679,-2.6035731876605106,-6.669627673414736,112.84681104635467
+1.2208759057244767,-2.1570468390370756,4.669886711419595,-2.9039662817225764,2.728185117663189,-0.07899694874332397,-2.788864066899377,-8.94631537082909,-0.13307130398279465,-8.852673276946694,172.40580400749948
+-2.5923321853393344,3.8336907064129333,-2.3380213356377277,3.758238815516579,8.835959364710996,-7.083096828497018,5.671213244923403,-9.153467228012284,-7.111174293593074,-7.414019577682465,160.68721882843624
+3.2714225336991576,3.103016242853456,-4.2029430491720765,-1.446176841769149,1.4459949724466248,-5.038476838690085,-5.49004820312593,-0.8507518977409645,-0.5539724175496286,1.9216423580518027,66.63478318708373
+4.546370239193493,0.42274460733955577,1.1307136514413574,2.2398708688474334,-3.295250548745785,0.48717467322044516,4.357073161840694,-2.6273173861124,-5.785537064282997,0.35364939164359344,38.5011113581481
+1.9143355150264862,8.409954199391908,2.6047873744178784,-8.508441460166384,-8.273978150988345,8.630564592292835,-6.104695041556935,-2.0381769392787574,-7.091610795742422,-4.573619071069201,169.1082084367504
+-8.767716307518203,-1.6686787660177282,-8.353484714241786,8.81880308175556,-5.884080111287675,0.05104417008197304,-8.98077080287758,8.108267089637158,-1.7652959289144166,9.944618598542807,-51.17340078481161
+-5.7443160485572236,-6.462210196455443,-1.5845341521644718,0.5530115681521641,-0.15105718208075603,-0.3627386800132304,0.47109110552292055,-2.142350761695695,-7.493984179640001,1.0844279413552527,98.28764904704177
+-3.091162229556046,1.5858622154466873,3.8719366781841735,5.197155199743133,-1.7339985841725247,3.7194962851630686,-8.049375419753497,-3.3303511008897435,-0.7843897121688514,-4.3882123527478,91.20132000721135
+-0.4761754139480767,-4.102307589514041,-4.900534375457639,6.917179730148151,4.312489859478534,-6.42711369527982,1.7378444917312286,7.326336326180217,5.803367240007717,-8.599862659801605,-21.232148485631058
+-0.737184557389019,5.908176426509764,-4.7715575510014325,-4.266729118382592,7.902174047352062,4.299026409439648,9.910700893751336,-0.9247369428326135,-7.710396899565342,1.4278725313249563,-48.12793614750983
+7.288788636330175,9.764459755618747,-5.511450565986962,-4.759235044343155,7.284621666798683,1.8121947787546833,4.3793475553448875,3.068064873992151,-4.747189842303596,-5.043901449156141,2.9249357137933902
+-6.7310425357240256,5.000982316400351,-6.0268448672676715,-9.142135478099975,5.719917529846741,-5.851143578712897,5.40194630033541,-3.252613412067493,-9.457476191163273,-4.589392551670784,180.9424207392362
+2.292551729583945,3.6950441433857217,0.7084019755047,-9.792141192267076,-3.0130597351643096,-0.19789869090606205,2.3635385256613928,-6.817012108039126,0.9647995830458944,-8.825051022253543,164.1921816432218
+1.907180051524071,-0.3169632462090122,0.4004508566399867,1.8993348974932056,4.386589718217957,-2.967759154077696,4.414287104392711,9.54481527344614,-0.8412406503332548,-7.107967730435938,-39.107970532960856
+0.014122822539932578,-1.7998140265258078,-6.023387378100582,1.4027836596532972,-4.723312494926406,-9.384676526518486,-2.681764286934727,8.79325418790617,5.437614073754695,6.073681602583676,-61.130029258663534
+-9.19716182611635,-2.69699168609695,7.832467856479807,-7.158309067870865,1.385455829893103,-4.205545516130136,6.812750490142882,1.1155577645452563,-4.600286634549304,8.669599279395472,-60.33921456204196
+9.834389072375469,-2.3443910957394887,2.7816113103757845,9.057813355610387,-4.107382725654574,-7.3705643474565825,9.77390632801351,3.486721310697376,-4.726549140542469,-1.8878174056717456,-16.71895562789978
+-7.203105751852035,-4.957805810487859,7.710386181748364,-9.21930304202311,-6.858883758509144,4.298970494826522,-4.552449554319018,-9.456020796544195,-8.477135694068911,-7.022713999814063,297.32594277669165
+6.227544016890398,2.1735254894608924,-5.030764023328609,-7.279824636941703,2.741292858770299,4.132694350981875,-4.080750983888393,2.526593788076872,-1.9471123999263629,-8.436793429850844,109.33952938387047
+-8.343747650409252,-0.8812082139598654,6.417265008768207,1.5458819307942373,-3.9283651458425295,-1.9858687258829288,-0.9009862941848445,2.6229116272967,-0.15513034495218347,-8.653852174883966,93.2743769544408
+-8.49455687617006,-4.128032487442239,-6.237547581298973,-1.7869066431270242,-1.9365104511662734,7.477398228505678,-3.007958612548287,-3.7188754477789554,1.622323998948998,-4.232730000022576,90.20591179726739
+7.393347750631067,-6.458007111233464,4.454595874048772,1.2833369834600594,-4.679899476735816,7.018445093116544,-9.614860395095299,-3.1292371992613988,5.419077380606428,-8.510967930379344,100.26477434560867
+-5.298919440142309,4.167310603949897,-8.099251469615185,5.21677345985486,4.110431221790829,3.8673838183375597,8.549063050378676,-8.619982572937522,7.9907758917736675,-8.237146350427086,-20.574514220244996
+-5.719423915288284,4.611751125929833,5.757370735190051,-8.650397439508561,-0.8671118235906916,3.702411131644674,-7.649920851177658,-2.165795033302498,-8.225857739507214,-2.2948898543862306,167.89396882678344
+6.985997535276658,-0.7294382198716587,-2.0895149174183225,-2.9392987655993497,-9.618753403040897,3.7499340361563305,-6.925460239751118,5.736835428239157,-4.638853836182455,-7.044763473591738,156.30936784555922
+-0.7776531229964734,-9.075817418036536,7.614131580721606,1.2576061385951132,6.639563669041433,-7.849520166166338,-4.340683554070585,-3.6129641619492303,-5.590112673511509,-1.3217425714203035,131.80285564339505
+-9.158807962736253,5.308908916066115,-8.61653528149482,-0.0981419140813844,6.428468125912956,-3.9499204256541476,-5.3820339861234245,5.212554440137682,3.3494518369978654,2.44909126672169,-38.77432931226186
+5.787403819024224,8.115817538922016,-9.44139883544696,2.875484047628838,2.9030539514265574,3.471673690184822,-8.18040431841813,8.547076261252807,-9.743405850053193,8.780689959532115,-48.24362661245003
+1.3677239680478759,-8.014614312856342,-8.986971957799145,2.294127875143961,9.983755125825464,7.010395376556822,8.22846939879997,-6.145474554343657,1.8589239517858136,-4.312730082760899,-38.22454159642158
+-8.082211161281311,-5.792781238516236,2.095619502170505,-6.365411416137665,1.1468606350157873,6.310527386287051,4.9874565905708685,-1.9665383293503291,5.1820483817254,0.46674824750561505,-72.65575126335642
+3.228119959588509,-4.793760718952759,3.8191637118422994,7.555561687406904,-1.3154585534459917,-1.9796918853813317,3.1136595585321802,-2.9819081685068083,-7.957755804187361,-1.6003938888864866,76.81991941575305
+2.2518429275273943,-8.3333591654785,7.3025950276154905,-7.643765249990711,7.712895394332158,-0.5833988382248823,8.536725065633403,6.356299756691525,7.216227016766384,0.23045599714782483,-185.36732366030228
+1.9882184423493765,-4.634135839375054,2.2314423882779955,-8.252127872369947,6.90951629882904,1.5426794087175555,5.3450144057659905,-9.517204926649532,-4.111154519464984,3.1797304785833513,37.558150504847255
+9.36899857321185,-1.2702364297396107,-8.865209432726932,-4.5141324554774425,-5.8624250142167345,2.668659211416826,-1.545441544055044,7.480851905379334,7.446439120462771,3.2452194103640775,-94.31865543992103
+7.2474118505752205,-1.9993610277967622,-9.22991928156579,-3.054593986115033,0.006889586470615328,-6.6847270954019145,1.7334548050523768,0.6353163188404864,6.836777793578495,3.186304544142997,-30.264798477692135
+-8.407067821000709,7.890038234641825,-8.294765033889455,-9.71016588562942,6.125887386518361,3.005586077903981,-9.743785257036041,-7.452363928364846,-7.68021228455974,5.614630070530621,152.20988303890726
+6.768182058337098,-0.041051038141606266,3.6361143324947753,-6.438953804654044,2.2265407974770945,2.707937992028664,2.5890176545109966,6.782032779968206,0.6262487589201493,4.555090620228517,-138.50766130508563
+4.737510215651235,-2.0744830464447084,3.3760128319865323,7.650601835191138,0.39780467947652776,9.125763626268697,-1.9639772822450796,-4.652520594490159,9.755026168264596,-1.9894061117920203,-112.38459180326396
+1.5877109287928515,7.995498202638394,0.04500967663240152,7.001899687036053,9.4529766915247,9.031985137859593,9.159517978006095,8.824248440771452,6.171442583008078,5.9175128269543364,-392.8923502173931
+-9.208096820983512,-8.426933742088043,6.775751136519393,-1.9984964791623194,-7.40797824361813,9.91962602516036,6.447227353836558,-8.703377049199677,7.897233926964738,6.790386087206571,-119.61874759209726
+-8.658234310827604,9.135430397037869,7.317631461376535,-8.511615208272163,1.8837295140253674,1.4062950827464094,-9.921006569561545,-2.991818799612118,0.7279533085923617,-1.5133363666507926,89.94241768867893
+3.624896744610344,6.031877260247742,-5.468419891332803,9.971657197599594,-0.6112844307307053,-7.445029928075102,5.238641639885575,1.655259184297131,-8.191026040175204,-5.901214550232301,94.42970021885309
+9.937402707030467,6.57900417103477,4.887026631936862,9.572777130833398,0.7926091542075242,4.891850552037402,9.718513090870783,0.1242022281420807,-7.505314823507241,-7.858517491920994,-28.414108259855436
+-0.10378425440497052,9.534174964661714,-7.224759747877831,6.5570507166180425,7.766510120960319,2.2813091503554395,5.372827385723012,0.23103834737510764,-5.694423746960455,-1.3189657088076978,-47.813899880843
+-7.758073448069219,-7.585357500316525,8.447934905248296,-6.37766671675728,-7.465033929898404,-5.387133270305133,-2.9136200250203736,1.1464064601694912,-9.759712049981946,-6.375104686734345,259.4232245630006
+-2.3468145611532876,4.09159073316407,7.333716090321123,-5.076303749361126,5.3421387002837335,-8.30363729363988,8.358541955952493,-6.742209841702977,-6.068397688463252,8.25638392332956,-12.715973494882471
+5.339381318383037,2.0641378143352695,-9.321802691832051,1.1191313104351641,2.5095710631938384,6.776143418200862,4.2509401121163854,7.712434501738896,9.988265443472702,-9.414956952943482,-123.21318119725696
+4.90096778097125,-5.391608637178232,-2.1747421981446524,-8.531141840925594,6.93198759806545,2.8287779133583424,0.802214832308461,-1.1403779703978012,8.399264980590203,6.952764444584785,-143.4190356762503
+0.39191092495939994,2.5478986588756625,-5.359829985976406,8.029357846545475,8.853625996768868,-0.14975605868757125,-4.347397212652027,5.789012868008021,6.597432836503716,-9.253500709576956,-45.45324122805559
+-7.282776206343344,-6.227785621922828,0.3341193667116493,9.319090294205154,4.005685331326109,2.117950800684263,6.784667337655712,-1.3261670398582415,-6.299218831857667,-2.143451783576431,-7.358037704175631
+-8.865557891126418,0.4076010985037781,-8.724533971748656,2.0414294290144475,-6.540664819792519,-9.943679022334477,-8.375116657135951,-8.160117488351624,7.827421582089029,6.478873143790196,110.81231658485268
+7.13471407900828,4.653906996160586,-5.736403516219024,-9.72869498132445,7.628955020176075,-7.090836202673381,2.1313562505000316,9.219200701883164,6.470927513421345,-9.498877474978311,-4.039047220570222
+-9.503377970024413,-7.503997209193319,-5.937807818793299,-1.588190718192446,4.146811230254135,1.8856985367407852,-4.484402896959194,-8.36028763685136,-0.14828245549811658,-1.0770456905806536,130.6262097779572
+8.34785193299206,-4.82032100615127,-9.98784140400051,-0.08335625222115173,-0.2003774867131103,0.1999535859317647,-7.9533305037631745,-3.188321583251097,0.8691619578518739,-8.734652932594312,196.48055292591684
+6.060269983754276,0.9616913031799212,8.865608422720117,-7.549647574991296,0.8251602797390212,-3.933716910591294,9.00510666618903,4.147472511583197,9.820462209873629,3.007703953324068,-195.25935116723548
+2.339548174949524,2.2491761916434805,-1.5065724510673228,8.26580048323228,-4.58284131897156,3.0332729164036243,9.562731032121546,2.611850335344821,0.7496769579266971,-6.303498614613183,-57.92390800042115
+8.689403847461223,-0.5947411270363934,-7.639818136932681,-1.236254753491861,6.029362744634845,4.545405293794101,2.73187875713673,-3.162133143679917,-2.4772967566493986,-4.0475054134472055,35.51200707403745
+-5.312034048930771,-2.6343533455808354,-8.065600261434318,-0.30172535414859425,-5.83133179361222,-7.573117866008621,-7.400346321912141,-6.4161601535906065,6.116921276152604,4.036426187725746,121.48579369388172
+3.4671585954922457,1.240686247059899,7.902897376976514,5.85054943856834,-2.258692856363378,2.8205038731425836,-7.237832832494457,5.219454114706561,7.682391706846534,-2.4716245160135952,-90.70660248650363
+-3.7969911851489324,-3.685688940426961,-8.705721020869372,-0.7059995111817918,4.828117912837535,7.29154351544,-2.3659074006309044,-2.960120538673472,4.739268275509064,-9.368974792956513,66.70742947800855
+1.0293498718668137,-3.30257314466629,-4.1536726806628765,-2.931839564980405,-8.925267307245955,-4.484920479110508,-9.311731811791976,-1.498311726851873,4.791733576806115,-1.4947990613616646,153.77404240760865
+8.735536791092343,1.918794571402247,-7.538627446211288,-0.5066475152141425,1.0309884822189708,3.722499861672812,-1.5752292928812484,-6.077291486875698,8.222683281612822,2.8117217335041333,-53.61008058786048
+-2.6587239451453715,-9.196613256377159,-7.327290082839573,8.739638202545253,1.7225729533824197,0.8658690031198457,-4.967653669434697,7.747253207935292,8.426556737576597,-0.7991739405176124,-96.96473825982231
+-1.5653890003778725,-0.8390714258209697,-1.452556772575968,-3.159099197203279,3.0439917228822466,-2.337906530191609,-0.6819239071892991,0.589086586951153,-5.2296947306623665,3.733320760332879,32.22962618228763
+-1.2664966850515214,-6.169668911412249,-2.207899768388737,0.9204936081051462,-1.6060715263866898,-9.774522664854734,-2.3815557391175934,-9.34569148867839,-2.277474975285354,7.830414819612841,120.22893156888978
+9.795257345126567,-7.494113195184187,1.4283653921682338,0.9256178795733283,7.912361411115507,8.696853879861827,5.942428980500805,6.230245433103376,-6.046430374416644,-4.595458874217757,-82.46619572580153
+-1.540795972063227,-7.8863481557655835,-6.9427683261643764,-8.565349347510775,1.4127431199734364,9.282546259669129,3.2512857185319977,8.299462229312702,8.508376663263622,-7.185776421067378,-81.93428498587826
+-9.11221625623903,-5.508174286281662,-5.542147191130898,-6.383081236721182,0.3571647242665499,-8.966566132692947,4.151678191979611,-7.451991135877421,-9.310287702060636,9.310473016168837,139.63579282552212
+5.1125355641708286,-3.3706033805564184,1.044287802001047,-6.002729566739376,2.7576631735856627,-5.50849474919726,-7.428229521079368,6.827802081588265,7.32831457903508,-7.3740635070746885,50.26203995292695
+-1.3267552285905237,-7.294396944849422,-0.7197907807520543,4.096227235269135,-9.325992063314587,-4.682267204772696,-1.5523292529967314,-6.337692749713799,7.073991792114745,4.283512416480657,34.38966904832033
+5.666505300265339,3.489669869277312,-2.213238943457798,-5.927207192059168,-8.921140721613929,3.377300005150239,5.505180916498551,7.439709383012405,5.263972381156856,-4.561948455364318,-54.23064590413701
+-5.9424831543138845,8.26659513393141,-0.2382072079875619,-0.8986055693770334,1.3637995757428478,-1.9180969390709413,9.88413018441743,-0.26272780808011653,3.0416037303003884,6.875045105451189,-161.87179120399725
+3.6743109040740674,-2.017191151642499,-8.27554117018452,-2.802024895050763,6.949805679712138,-5.350985851065364,5.726431636076843,2.248576591295912,-4.1697287216427075,-1.1404946967257446,28.016561707927178
+0.8408187765207487,-9.164557394826392,-3.4010460247848107,7.369757796678225,-5.667949881203713,1.2343660515418353,-9.425693886226338,2.6043598808570434,-1.9219842183491154,4.184608535369135,43.79217182866129
+7.090998974351168,-4.4434830444507245,-2.6345844901206683,-0.37052739652778666,-1.4852482761392372,-6.70583887587137,3.3143015676358756,1.996921524815809,-3.519233607925998,-7.048380516007988,125.28101209189498
+-5.928497664438456,1.1008899713595977,3.0262198755980396,-8.409985820692821,5.063808095693327,-1.262792577668359,4.19040966506299,-5.448016807547114,4.673800783959344,0.06691647298783465,-13.862572611150245
+1.029821330718792,1.0534601932507304,6.421420886886418,-6.267277635596393,-7.677581867775234,7.683517834732745,2.060248481487912,1.7091860810725734,5.346905828440485,-4.530254168241483,-31.57597165363504
+-1.868181464960832,6.585999957614936,-3.109347269446634,7.138815644426781,1.2810541384408536,-0.8167957723205088,3.7583881524093954,-0.35468473843791815,8.414337329498709,8.148126956865731,-208.91444308219351
+5.041048623008502,-7.149398356176118,1.5266270014066619,3.291327446666008,-9.190927042137755,-5.879842017732364,5.566249696868648,-3.6157138996506566,-8.584216400887053,2.018424634367084,123.5664043374531
+7.3600901809416674,-2.698961449032511,-9.28520573689151,-9.766533630933825,-4.5569235957107885,1.5908088776800788,4.446671916737184,0.5656966642758965,8.384893091661974,-9.90258082314972,68.2964164019448
+1.5075693167683801,-5.0423160381112115,-3.7439220455169386,8.542488923757617,-9.444097284020124,5.400208458538948,-0.2896459424717168,9.718763360341867,-8.302077501507174,6.352888909138958,-60.49244625880612
+4.930955818393754,-8.327430010799004,-3.377378545013283,2.45018968995937,0.879148822468836,-5.626820990440608,8.648610039572489,-9.614704280090717,-1.6584169123380033,7.612122953261635,0.16716511171913495
+-2.1028916656603713,1.1334599617662966,-8.325333789534504,8.378732934310513,7.111354993125425,1.7925523019626999,-4.468513645555325,-7.059858464581201,1.949841613805512,-6.354164020092994,81.94881476622359
+-3.998536504326522,-1.0761853855527614,3.1724809685003907,6.740156358216868,4.820005138857539,6.279681811831712,9.812659227603064,-2.4697970493811905,-6.757939457520827,8.059285838279742,-156.8905215598817
+2.9025449956285754,1.6279075012977362,-2.6075073631168366,-1.7410197379917225,-5.058440701451041,-5.581916398947497,-3.8407167990812296,-2.8370535303678834,-0.5938609600637301,-5.705148488305342,182.61448428207203
+1.8099711108951677,0.45598918180400627,-7.152031610845175,-6.14109319820278,8.6771088757971,5.040448494521668,3.133379138278549,-9.996585000371464,-1.5091650013567781,2.8898856053953814,15.358369169953457
+8.725850681645511,-5.851166665486412,1.6395205279268166,-6.498141817636518,1.6489258491925751,-9.269417588034978,-3.500846913700175,-9.855936632271716,1.8829774663748733,-1.3874188449220237,174.72931990443186
+-9.819831527502846,7.501361984543193,-5.530588784904403,3.0253935160795176,3.6991719557276292,-9.211632029776244,6.557091427531542,0.33420263934972994,-2.3520196014901873,-9.28523273950282,105.24292804197233
+-6.658940066884802,-5.288737079829833,-3.1840315367494387,2.288886648557089,-6.330296783773641,1.6100087672900942,0.10586764109905333,-7.300046593323395,6.8034502883061805,-9.953573919779497,139.76145942865915
+-7.159460980019028,5.680125073821214,3.4187616243046137,-1.6783969512627595,3.017648779114339,6.030989191550697,4.828410169586235,-2.1903541453788344,-5.158572877342513,-3.5691156371518162,10.900427637289852
+4.106877882410487,8.466247689001943,8.291035017633932,-4.159011212974408,5.532659800838797,2.4478877636013974,9.128511840505144,-1.8336219954916433,-0.8653417304670863,-4.159886279411595,-67.37769286289635
+5.496595233357507,9.666563963834758,-5.693381395124655,-0.8956608947532985,-9.251474887200375,-6.731275332162074,4.409862690823648,6.891708940353912,2.7724724324633243,-4.805823760151986,23.074821148808976
+2.3326973144084118,-8.579227483960711,2.772889263487681,-8.65700990721763,-6.867135463067986,2.7677179823032416,-0.38573838020331985,-0.21583869172298042,0.1228415449925957,7.138300539654616,-5.877708815378733
+-2.677477630880316,2.6634827215388346,-2.7528057782808024,4.545622495658499,2.4271521323262846,-8.048911143814887,4.443485033024189,3.6516955211569146,-2.221263547214849,-6.382530137698721,51.1458082223429
+-9.394437440181456,8.955826681342378,5.176115786353277,-1.234376158495687,8.19375602968828,8.510600514406336,7.48836269229638,-3.784150887720892,8.066388634306884,3.702315345511462,-239.79666230013476
+-7.3404295015817755,-6.676120650612409,-9.336073051131502,2.6339153948850225,-4.863860314605635,-6.734015898756618,9.452021024558682,-8.61968944759603,-7.109408541896021,4.920701028114591,123.69821330708963
+4.23394136009893,8.562993485202979,-3.896503052061051,5.135883009858921,-0.7398312696386022,6.463832759561625,-7.297486542765461,-7.454412563980217,-6.9929020357227545,7.2713339026918895,38.8849739052878
+6.103467664055278,9.888843302544704,-6.40097860917826,4.8568282696222465,-9.819990231921487,2.14193137261808,1.9329664859274631,8.745230586358588,2.235768467276076,-8.507617560708937,-4.455528008791526
+0.2898427844050011,1.9463777671914895,5.246263006507892,-2.5245397979260997,6.739537371758568,4.049840009603621,3.1940758040226425,0.9670879294081924,7.245873892947518,4.225095893422339,-202.1757361436966
+8.933972536607868,4.502014436531477,-0.20630440179584708,4.6328083188625175,-5.821739003333864,1.093064732035025,-8.43160025811764,-7.532431368742052,-7.297759356684019,9.614784065640315,79.0919669892434
+-8.400635567469374,4.467105801626108,-5.572967068794272,-1.5731123277869252,-5.864141689874902,7.700504925085978,7.169623101847058,-6.666965871922912,-3.6691687818575613,2.829274364688106,16.630349247704185
+-5.7995926452599385,5.369695034484345,7.4641016983800395,7.679544673041243,-6.750226863515961,6.41955725348306,1.0909371643236199,7.281286491071379,-8.679787205698634,4.41915808812924,-90.98900474849907
+-3.2560763097676504,-0.6392753956273944,-8.604118044316548,4.186734115808557,-1.1503049686839018,7.156161338612277,8.335778034754956,-2.1231606570322303,9.371028354700545,6.656785589885066,-212.29252897879178
+2.9961089829365384,1.540871729898785,0.10673447990492635,5.207965728860307,3.538484217938902,-0.7444658596092735,-2.2456237535557744,3.569017849764262,2.5810059943652575,-1.541417499719453,-57.67417892310489
+6.824073674322129,-4.431106402192233,9.972553968151928,1.3257636318404575,-7.643113860654667,4.4732458139738345,-1.842151619900596,2.613701909656887,-6.542125838746607,-2.9051068898251997,61.21364051158693
+3.2994018742113718,5.576318021852762,8.577789886394509,4.015786603317501,-5.67599010268011,-4.353760954136938,-2.9890663430037656,7.1110585241076585,-1.5627458522935989,-3.8270402248090263,18.092531276479384
+-1.2725063701534767,-3.0050270547424796,-9.2911225627576,-0.711530315076585,-1.6054544877728172,0.753636197191847,-6.252055492117419,1.3628260701971762,4.131897365647266,-4.932190930762557,89.7679185250904
+-4.691930874438086,-5.729812370005105,-9.969361355104567,-8.265936972592637,-8.100030467005691,-4.223905010571438,9.55487811881278,2.622118194173859,0.9453154054758839,1.0368989653406113,42.013739219512104
+-0.4522557966770968,-8.784141982242842,-8.465446299155424,6.289197313920047,4.308161245898479,5.872277200649387,8.182110874567517,8.357832690137805,-2.120721843032811,-4.514371329266355,-94.82838601838814
+-2.6108136836586326,9.435160888663326,6.965637790726897,7.76967772416981,1.9397243039606504,-1.2287623665227065,7.2865231116831675,7.491613186279578,3.155366402083566,7.536582760683713,-282.0040885011114
+1.4121542197738046,5.4119525518303835,-3.636120035392967,2.5280530883427432,1.9148066685298537,9.405398819499016,-0.6877876909926139,-0.9624604665882508,-4.725082019625382,-5.769950341107391,38.4904631886859
+-6.892182817278609,-5.215679331391252,2.8994188318797054,7.1327213660738416,-0.9647832235887699,0.12215225760630499,8.911046232118538,1.6734602807240173,-5.8255875410062075,-7.102352680624124,35.418135223318174
+0.4919341339967853,-1.0266708186099294,1.6374535984457728,-7.4005537506062495,3.6850976568392335,-3.6459250222434503,3.9928685517900853,-6.369397498542124,6.815073108088219,7.722505550166088,-81.29334015472539
+7.04127903197363,3.2435317481461956,-2.048342763175468,7.169447039853106,7.782647018207404,-8.984801031986366,-7.072162049286286,9.744434240035948,-6.586217504560457,-2.8809301321172542,41.36217318661612
+4.23995646792495,2.4674988501921136,-0.8640196619524709,-2.751029283454518,3.5746445796874204,-7.980758036273949,6.6991153292971495,-4.687724188513971,-9.179372897666582,-5.054831595856055,161.82821677391527
+-4.879744984095051,-7.487027221433524,-3.2959303068943435,6.170355425159803,-8.822045572018965,1.8044851249537275,7.771709150357225,3.7458353921904686,4.168583992291106,-8.156508271434804,1.3553012394715753
+-8.091762789200612,1.8016149845618679,9.126890028939412,-0.19006735414829334,-7.168804418802264,-0.33116168333171103,3.368582869040133,0.8109938504291758,-5.946513959944875,-4.947374567609053,91.62556183680707
+-1.708560042378433,-9.893144786369664,-9.040915757633414,-0.17446024617298939,1.5304905725669693,-6.628997922458371,-0.9863278238938333,8.368064990577185,8.60225113361163,5.191670846152721,-103.82423238752033
+6.55815310464577,-3.73657919628136,-5.561776567864958,-5.839107292062787,-5.648263439456709,-7.682458657455191,0.8023007559656969,2.7221478330731075,0.9517204551265768,-7.951236124194461,162.48138538796783
+7.785336680228802,1.881121886149666,5.813199341953199,-3.178423261669656,-4.3295476341690815,9.145723805687693,-0.6241750390595691,-5.943757094060651,4.186456882067469,4.724441618842434,-78.0075609992268
+-8.347172425479021,-7.020724841088748,-3.162573877816681,3.4483325067387782,0.27574444146901245,1.9339891866879944,-0.7776713957456627,-5.282287582848344,6.129119195452509,1.6681078366743218,-16.256871257431403
+-9.233922083740655,6.436665775670971,3.641782281260997,-7.743589593944479,-2.161180291506779,5.780760990807721,-5.307296273004162,5.140353065375775,-3.4005408526455327,1.3733777457536234,8.835795446107628
+0.8876025833763612,5.756100382286262,9.850504481801043,0.4890751791834269,-0.6059460171342579,9.68368576854857,5.298044512075705,6.441573651973373,3.444855880050064,2.439871892693275,-239.94871525537377
+-9.287170143586634,-5.992991969687596,-9.112479959463034,9.414645680510178,-0.7389899110567044,-6.668380083657226,-3.663357070006541,0.7657781823745258,-4.07494039582933,8.477848815398012,29.078746746781484
+6.277125775711784,2.8738589635895395,-8.946417595494422,6.5692222482082645,-7.111865258836456,5.189375916627577,2.4504464839869167,-5.043739060124182,-1.095093642937941,-2.9723687491812134,59.016588961349136
+-5.363582680283095,8.224196249918785,-5.656426415438149,9.875799671027078,8.39133848062842,-3.825796139960862,5.885198733392693,3.545091912854248,-7.52629923842531,-7.799828076504456,27.038058352131852
+8.44462267832894,7.1846318891003325,-9.040626562253617,-3.9728908350628145,3.6666814709493,0.861348667753703,3.184740026128643,1.9409785624801312,-9.928577230118162,6.165199703459734,-10.108141592349966
+7.100429493008537,5.063476618371078,0.40034844683302984,7.707447966640473,-2.8993892000574917,-0.2844600819553533,5.370505505622189,-8.241911007443806,2.4297566701572104,7.433491487693809,-96.96290254400506
+8.520386543310398,-9.660193438336172,-2.6508100721107475,9.302689390669524,8.91625891958202,5.059302277139777,-8.47011839201432,1.6776078663987182,4.016373255845713,7.887968585177914,-158.67187210360302
+3.216547126120366,-8.474726739612741,7.722256492872932,0.13179473210474413,4.005462222186931,-5.187197795385572,5.811053418941723,8.693799094258994,5.50928692260475,8.119743579838916,-237.08859442899043
+6.263993957687505,4.571859195165473,-4.752890171703845,-2.4635813512605087,-5.769600300285289,1.1356889889815425,-3.8131447090805493,7.5740327603668085,-9.247698779999,-7.2463762093066375,156.4547880933948
+-7.5365120450542955,7.466204075353115,-3.174514942793183,0.8470419632970172,1.8124014123564058,-6.289708808984562,2.3266149225440524,7.4713423268642725,-2.8991697933015037,-2.639931692517561,7.019355481974477
+-1.3067239351849902,2.627449628791334,4.971135634338879,6.650889343400754,-1.4932609803441221,5.490600836086017,-9.58118125051374,-3.1498080843065934,4.173743303857611,8.415397483314296,-97.09626668071185
+-4.4145372322583825,-0.8656879026821374,-2.4408982779934707,-4.1368680730516,2.6447453279297606,9.440365200000722,-3.6082908067734,-6.9918765807282295,8.830701406851809,-3.091381686730046,-4.423619633390432
+-8.502964575355117,1.666171659444351,2.779716654587354,0.8279015899722131,-8.11918214351647,-6.1067732131137875,-4.744073817236725,5.6157479324460695,-8.73061437361681,9.694856031613417,45.25757773735598
+-4.412914169080098,-7.399295525597951,-7.488017714277477,-6.828865521418206,-2.7349150913884612,-6.907236475837156,-5.470561714752497,0.029227359007302223,-2.35957982927147,4.37383438956785,143.60556209547062
+8.615686657026702,-0.4301444935377585,8.427025258984917,7.4928914643045585,0.0032340982943868113,8.926435930992596,1.6257248956514059,-6.609097839108083,-4.267776076382566,-3.4539861821344564,1.7112026055106966
+0.8156845216216047,2.9752678455904036,-3.5422258389657135,5.891877909501164,9.452729194938549,3.2303447173171684,-1.9307868966349218,4.0291890204365615,3.4444466823489606,-4.523798919687456,-88.18672162328691
+-4.206613876192855,-3.49792479930646,5.052614214425272,-8.183813483595541,4.566458662309625,9.127403633754849,1.8767364572901446,0.02672916036445816,-8.900742424165141,3.9729435383032174,-18.32776831589163
+4.627690757805675,9.257162627517705,8.959544057290652,-6.134515636736573,9.88967982916559,8.758692953814409,-9.781294312029917,-8.978600015771041,-8.331204596320688,-9.38579961764583,184.9312339796237
+-8.181013764232627,-9.585505345519367,8.762932149344646,-6.87331728834555,-7.6411960817190305,-1.809546771916004,8.890233486825982,-8.247289820558867,-4.98260620342883,-2.426021175859421,153.46945151450015
+-4.404235787040964,8.27940949042269,-2.4310129689473636,-0.21393177298855592,1.5291382126137965,-5.5008763093639885,-7.4506486984552645,-2.2200616373459003,2.506561703035093,9.808498288823298,-25.211156203441856
+9.751540852469574,-0.24201705663147166,-6.219660802002672,-6.712072185593105,8.37793326694724,9.28721733898678,-4.016289164959739,4.339508549786801,-6.6688779542221415,-4.066614269105651,35.81962119777029
+6.427096780896438,8.12830992754489,4.528936807076509,4.050958739044561,-7.503835855121577,-1.4391701984546268,-2.272174984856097,0.7448010251469128,4.939776223161605,-5.16263160888764,14.804243706101627
+2.7175795301683636,-1.4245511782991516,2.2173331276257247,9.738773160569412,-0.43332124306060926,-7.039324557548953,8.77982345352808,-0.4286956324000246,8.65810034076986,-9.807184784793435,-36.127183554548914
+8.402485314187924,-4.974468904500182,2.205380279102558,-1.951151974816887,-2.9594611512198954,3.5573818527088563,-4.61851098790423,2.150875681869837,6.560380245777888,4.733432509516784,-91.56230042403068
+-3.6514921914454357,0.6434604246905984,-8.168570591666706,-7.4807766453481594,-6.716728811167991,-8.816291656058802,-9.244429547147243,2.036698325134809,-6.489154705716627,5.988430704457568,193.00056105473314
+-6.443905350070129,0.6746517391672824,-4.382845972202148,1.377577702817765,-0.2049680403785903,-9.16210880475193,3.3360198639270933,-1.8720949196976266,-4.196963429008768,2.004697562761817,80.79853636070328
+8.795414729195151,-4.764930684832307,8.452924380271334,7.205952368548186,-9.667453867785254,4.51033021944609,5.500063587977452,-3.7307500995376763,-7.091048432521829,2.7206766735526866,-1.2773500117110435
+-0.24516107088961459,-4.3142388497424005,7.6277603287839995,-9.636997936011252,-9.58203346875029,0.8220895139849982,4.747524674505317,8.549695125854651,-4.882343866909076,-7.562070100472038,88.30720006480595
+8.393494498039889,-1.0622713684566132,-5.726732578015071,-1.9663092937510518,7.5948095321185916,9.67539920787646,4.668345335778343,-7.169611637608195,2.6016811269080775,0.9106705802164083,-81.14568179893081
+-3.4997901810988163,-9.561658432310836,1.5729762557690652,-6.378962301471551,-2.8604733835040164,-5.371168231474,-5.029768381924944,-8.533945058601864,1.8105091958735597,-0.9139170669138763,190.61066604144844
+7.050341675747727,-4.090006183148112,7.6080051296498326,-1.376913451647508,9.981935725512924,-1.410112778676631,2.882588795317349,5.499649135812678,-2.640723761856796,-6.674204889178961,-28.295701782021414
+0.15153686189413929,-9.225009309089536,-4.064509775398262,4.0681761648832655,3.4812444708818524,-9.441681938505688,-7.702157539895467,7.503931503268449,-8.685962125595196,-8.977936848811536,218.84350148683026
+9.344844251768741,7.318536556549386,1.7480506315386846,-1.9007067992314752,-4.538808129395178,-0.6440978543957687,4.894705470560452,-3.9015121039960987,6.5662225044870715,-5.139866450525712,-2.886228716699412
+-9.50904761322503,0.612182527343299,-9.307814181791684,-4.006549767263561,3.2938611276544605,-8.537940620040345,6.073290055105978,-8.374688022432178,-0.9842617616879723,1.100612394279572,112.52114351820958
+5.3794428006119315,2.587762042399837,4.372140565607296,-9.931300570510338,8.911877001513988,3.0252131212580147,-5.819929562388424,-9.666585871061894,0.45263287126202423,-1.462261684811963,86.1158030618318
+7.030255286166023,-3.2812560747491615,4.137696649310079,-2.377499757772048,-5.790253512617591,8.751326224532004,-6.532227740391341,3.1587102401389022,-6.1487850126205785,-8.773557453792192,140.5360074282254
+9.15133204560516,-4.0635892084824725,7.587644389073103,4.981666216610783,-4.938640950162883,7.4737065267333165,8.289809238109566,-4.4306976223355,9.91928445455462,2.1065387083134013,-193.21075585618695
+-1.1332693762099488,4.168610346852937,2.9844007962975794,7.083256418964455,-6.76409964874906,3.625347710728386,4.648240227080516,4.5746667157924055,-5.972347877116384,2.458492868029749,-70.44285976078203
+-8.084863509974882,-1.340178036098043,1.352518429374816,-7.2097174485814985,-7.340930189331997,9.056711260070552,9.120440931128002,7.462688231658152,1.1754946180938108,0.7262733693504364,-120.4134560818127
+3.9538900888191164,-1.082865370662074,-5.2684582315109685,8.536618675900115,-8.213597043903974,5.831691412854269,-7.500654937560549,-0.9747333080914578,-3.355845429879827,-6.5704807743148645,145.69216806428324
+-9.471347016847123,8.508475289613592,-4.820854599701365,-0.906623910964921,0.3789333881077761,0.8477266055618826,6.309761331665502,4.57822668577736,-2.603606176857347,-2.937595527661361,-21.310842617801747
+-7.9668805265856175,6.7429264613786195,-9.952027693058687,5.162613143015939,7.089323232507001,1.2747963852522992,7.17325013891357,0.9405140028809389,6.233596794542557,9.826676552066449,-247.71648740877936
+-6.152924910367313,-9.752776765824823,5.395708688110991,-4.170134965900876,3.284407610950413,-1.9595318269518103,-2.2085955826341563,-2.249282753232291,8.009727462858995,3.510757419330659,-48.114718028267916
+-4.298527025551381,-9.338314261226374,6.189099223877199,0.7334338247114025,3.3796067781384265,7.87215126192555,1.085575441034825,3.46507279350192,-3.9952325902368013,4.8265654890081695,-107.12445425107506
+-7.963825892226666,-7.748068821577576,1.8813670223418977,4.0055252527710365,-4.195674207672115,8.114915545625163,0.7809894479940893,-8.03774528250409,7.1145001375063295,-8.655858654325774,58.90691633182447
+2.6653851179469235,8.79449293971023,-4.034020160901706,-9.26188709298965,9.437752388022462,2.686790874364171,9.452880074427783,1.4762141536352957,5.401805200827406,-9.947563281713103,-57.62385250547294
+-2.4218153455710345,-6.7331345612420845,4.002840913398686,0.2714648464410985,-1.4643309991607611,-9.207045024448767,-2.9761875338569266,3.437301452452466,-6.7173276900542795,-0.3128719890532472,125.03220341261941
+5.7371784585850545,8.195658102725275,-9.914675396866704,-1.8880908760265336,4.338388938155342,3.5770930522857314,7.994810233858072,4.593234857098638,6.135316224846585,-4.696041301501948,-125.80875132990798
+-8.927275008550609,-4.424851348732259,8.577263622318146,1.189854967448134,0.10670741908456405,-8.455107539287702,7.626042141031261,-9.974693314531137,-5.3754403547678065,-7.180612197603644,188.64482073446376
+-9.051913015328148,-3.042281047974982,8.873631706598665,-8.056680728176328,-8.32121249729013,-9.829089136736151,-3.0765229070237,0.17991206085437028,7.0419628427694425,5.422419194362447,26.964810621348093
+-7.325898749725745,3.949406000150346,-5.6923607383837505,2.646303183215193,5.314479922784237,9.566061355802628,2.0994089564683938,-3.8686203815322595,1.4787442090182301,-8.551745502392114,14.350881773476784
+-0.4545433330162574,-8.825735691783642,-2.6362576237745405,-6.146089022522904,-8.077690530251795,-5.498719038605648,-8.234418238898446,-9.418121953948903,-2.0404303224123876,-1.6178692417036022,295.06366363482374
+-4.061521836331203,3.021974666420404,5.247048321060628,5.12320547812565,0.5551692967638422,-8.729104971726134,-2.7094028599244657,8.352334053564576,1.7553129304946524,-7.356942901112613,24.44461876211786
+7.812699509050793,-7.791646782258477,3.083416741697478,-1.9881504049203902,-8.92230138971116,4.412895179501959,7.338939574230614,-2.3973127121905646,-7.7845209847679975,6.4905993571195175,1.4812813095649284
+7.311364308033308,-7.530797157486475,3.8513736223608297,-0.838265289716813,7.971646252580962,-5.357816191852485,6.131421391182579,-4.468387776068406,1.4701217365927532,5.557959966030754,-80.69467858421318
+0.2969875207886141,3.158187529538432,-6.508586108218353,1.2888304462276001,-0.8016867369312997,8.442151220890965,1.8829865360940201,-7.254262852598243,4.020246712842075,6.975464510128737,-96.7879500885665
+3.0936979743197024,9.384892394617012,6.5500863468349095,7.8896621033409815,-2.437690413124256,3.2266178824521696,-6.076691689544454,5.482726273045562,8.159372141331204,7.227456004336812,-223.52523326043203
+2.7361046892143603,-5.39157486740383,0.6584223502655018,2.787320926662513,-8.359739005713205,4.815709164414892,-1.1592767741532106,5.479799987078689,-7.664867939887063,-3.4531560313216336,78.77272484115711
+5.766836552572709,-6.06467842661427,-2.544592721863439,7.068362464650583,-4.695672146658289,-3.484137219604879,-3.240340163803883,3.6424735724785817,9.511435628206293,2.856459999346612,-87.257627818533
+3.6755439988322203,-1.7869934184131497,3.6784212568640995,-1.162008024695651,0.5052133464610908,-2.721694430944097,-8.884335124369452,-6.866457030815518,7.097236279900332,-5.282659917008532,116.88260537647375
+8.618417491973151,5.183301559528979,4.90198603739276,9.970719771487326,2.6209110450353013,-3.324831241829649,7.169223147145349,-9.661878163241454,3.217378215444253,9.96020480298631,-164.91538152905258
+7.650644742953756,2.69034881799467,8.786897824406111,-3.2339776609311643,-2.7117809100350243,4.820504397865857,-6.1030654632685755,0.5428994028734935,3.1282676533266685,0.18828895862509798,-30.732511443380716
+7.361569373638403,0.25814355678261514,8.147554864654856,-9.435210132850589,-8.690232900271281,-4.12929771068738,-7.27754143498996,7.7282291569740895,1.4262368056891295,-0.035820253682312675,54.39022365087318
+0.6740464790265444,-7.4271556395773,-5.735158686506814,-4.766875430037844,-3.4678456093742294,-3.1509268761182874,-5.112766380731388,-9.243932481109262,-2.0378048817198957,2.2974082689711395,195.30058643002639
+5.403296608728669,-3.4222215413318313,-0.8387483132696216,1.9527932636144163,-1.4716634415682672,5.372085602754977,-7.793522249751536,-7.955162492782377,1.7577899764965488,-4.586982269399147,123.33257490680734
+5.113346496459319,4.537127476878022,4.260829660046086,-7.588644488275897,-1.779268571370971,8.721964510723444,8.415097044005556,5.183159361392173,3.6374121679895555,-6.71280845828361,-102.36108933316224
+-6.235749178898107,0.4043822795760077,8.480538891754534,2.176488920453361,5.663237292717643,4.775888699499749,-6.737964451751703,-9.769497416918412,8.835942165741928,-5.971701046555626,23.307545537301333
+-9.677037886831803,5.034231045496933,7.809039964427946,0.6949843119898702,-2.753203138524176,9.913775885293493,-1.3526140601489933,9.532320327951702,2.6324740895186505,8.324489600801314,-242.67504380973907
+-0.11422914714676713,5.6896233197361585,-1.6031249156564265,-7.889016942166068,-6.916345831801902,2.4622173103375555,-5.478125124555609,4.482176337067523,-6.487698182980452,9.969677187262942,9.39807470205681
+-6.059928964940795,-4.506010370815641,-3.5629534472449187,-7.902021599529276,4.968010235000109,9.347613743342638,5.811085892088479,5.7188485978512205,-1.8888402927445913,8.534872369519109,-174.94252438002215
+-9.242670270111299,-3.4647031181656374,2.6733081767380718,8.886981464663515,4.478879657329909,2.923865476189358,-4.61666884808335,-9.044852378375182,0.9406905919702235,3.726248360212494,-4.624503419299287
+9.859207268395178,-5.241978952549104,0.7742514034393544,8.7377585098469,5.8591898933792175,1.359564544566747,-1.2351607533735875,0.18728219330892637,5.2246996696746635,-7.152513748191307,-39.12237469858237
+-8.161325174509365,2.789366181409074,-5.718222307427254,-2.474636509575563,-5.8566186052175,-3.70417175088106,-6.265299699887628,-3.4158618629047743,2.3650148348680844,-5.305594329953349,187.18220675000177
+5.045500077903453,1.2036585841843839,-2.907166564809527,6.416341484120771,-6.004764470126873,7.557018361935313,5.256471441939783,-4.891283241108426,-4.080305320804223,-0.6268115990713952,10.10216907989036
+-6.431555080270453,4.525673974197703,6.447566927570605,0.04722717457386061,7.345932932763657,1.127505100482189,-7.015985365520585,-9.164649621980042,-4.428531282140053,-6.016630419703668,160.72122455532497
+6.950312721204972,-6.200534837286183,2.0155168818583236,8.778664419120723,8.284877269453215,-0.24999040435595532,9.39523162059276,-0.014792546394046813,-2.161557840864321,-2.424971865455783,-94.10298393831617
+4.860601210539706,1.0695935230215614,2.139750508355611,7.679280016577961,-6.217333364379989,-5.110304464607633,8.299420921581337,-4.138372969739404,6.542138049851447,1.4778737980157786,-78.4368826201714
+6.272168883748314,4.82795756577493,1.9764228056436606,-4.037933835758789,-9.58478883183732,-5.0144781312387465,1.6130180813791095,0.7761736423349674,-9.073857172769127,4.204558978732726,98.05894073373452
+-1.0448852881670545,6.937932238345931,3.561786602175838,6.740850513614449,0.8311347726417551,-2.57075468094657,-3.3724784113467132,6.82961799121919,-4.283646073275287,-3.6604076978050126,7.529815295229161
+4.282257604818374,-2.458768076261042,7.4658521351471885,-4.290939388097832,5.3108967877588125,1.6950365473761542,5.7190111839574165,9.16569717020344,-1.8011306864155774,5.362707671043263,-188.77671963302836
+2.119242110498951,-6.258684551798643,-5.317339221908368,3.91105650328188,9.266040241117734,-2.37820988322885,-6.812084133995883,-8.234505232792422,9.072895906849965,-9.216597476566491,106.37081984638345
+2.552730555945504,2.8607630904389203,8.618705877333895,3.7845897212999446,3.7328576049731366,-4.102758017515473,2.929475851042087,5.133492882630197,-6.540555765387657,-3.7490474209341285,-4.389265001813102
+3.344040266203774,-2.9653573872206063,-2.1783515678429444,3.125716542506878,5.326631178394208,-9.34357586289054,-3.999704203663239,6.284606065216951,4.288095644705969,4.696672597619777,-79.07845150534345
+7.971057252704615,-8.493662934388702,7.619254071555894,6.376092045364534,-7.251573544522629,-1.1438493472351041,-3.448170808315709,3.837879561944788,-8.829477530215001,-1.9141470871642574,99.58469724773383
+-4.217066008331088,-4.773335683272817,7.888646975264604,-4.2160655385859265,9.510081519348121,-8.669400341071311,-4.11610558541698,8.170530864973935,9.92341161083107,4.84600425620471,-158.74154560705938
+-2.3361510640526784,-5.644708051461538,-6.253804707330108,-6.2973365105166685,-6.063084105542503,8.075605676335186,-4.561772289482819,-9.92056136809476,-4.295645731841155,9.556673042452793,98.08622036713557
+-5.282078065648852,-0.45370637366081823,-6.467269723979299,-3.687419735889712,-1.5262958718209574,-0.8576766881682096,6.277350646779791,-9.664857616710389,-3.4496244267429677,-9.321438279132892,214.74362853567047
+6.233216566074429,-6.677184121154392,-1.6734494027576607,-0.06547346539571341,-9.73107624536173,-9.934398193553058,6.4667033249401555,3.9082810045580185,5.659385661961343,-9.208405620099017,88.42256876356866
+9.93754413939935,-1.0312095598681537,-7.496299812198906,6.737312600258236,-5.537987144218217,7.908806182035104,8.352781835693971,7.503246376188426,2.245521122198173,5.863837056281369,-225.62649418023054
+-4.343521478633785,2.7381338492571694,-6.785066558741333,-9.08380800651021,-7.2581496767337335,-4.044598465522549,7.867738068029588,-0.7732991138074641,7.195102892980647,-3.840655377314637,44.531746925611095
+-0.3025355742155278,5.968274627062648,-4.5733963052824205,-3.2317975035247093,-1.10325770377653,8.207348088510555,3.7247887559192927,-0.5600142680312481,-7.277444331474941,-9.550895234123447,113.9287047806199
+-4.736773914652983,1.927880482912967,-9.768283227944165,-5.590412946617436,2.1429215174998184,-2.4882398881270507,-0.7525527908304008,4.998443012545632,-0.08532793899273416,2.1594744395911447,4.452037948306218
+7.335447573001874,6.9634229342943215,-2.066893030783956,-9.341212667680676,1.9514113711152903,-6.310347958763122,-8.537849108652855,-9.46625376567586,8.109845929791511,4.775595953011305,68.72288713856105
+9.834584995400915,-3.8946213886260517,-5.016271981267368,7.712241189828308,-7.706448154753158,-6.4072649949673615,4.9157113098828775,-1.6396119288049227,-1.6396257451117258,-7.138174167546952,127.63650578417744
+0.6711760735395345,0.9727973933661604,-2.9421174597205857,6.685022828613125,5.6103760895943156,8.998458413829503,0.9749423159536108,-3.4772492452818238,8.03977581527313,9.495139612799264,-245.76755586369023
+0.914896419314768,8.517354064205392,-1.755130088783694,9.994026158288033,6.072776842428384,-9.267749931363902,5.925784118835984,-7.402833493427254,-2.8855798623709283,0.3891692465415453,14.709111529241271
+-4.024850069783983,2.7314918947204525,1.4811855237770555,8.01187178108626,2.0241300568534615,-2.704198222830172,3.120127761324596,-7.9831215744449935,-6.603601907808898,-9.321961403770976,165.15836993341657
+8.738354922084458,-1.9839617971952128,-8.970576274375793,-1.0786130038074138,-4.326852841910824,-0.7826042095848984,-8.122250362717962,4.168418992248659,9.583385854064126,-4.9200313593764715,42.20171638840238
+3.042091684543504,-0.4382974273080431,-0.6895312690662836,-3.028429944733566,-3.6622577827406766,-2.994294968835922,0.19352149665130103,-5.231633007997232,4.341816889085872,-7.44062672116403,128.37264060394688
+9.69248948380493,-1.1986802547771824,-7.851248140408389,4.210630935162669,-8.367099339434308,4.707479003255896,-7.565435437130219,-1.888865247357141,9.004535796142868,6.266372259157757,-59.66757450973482
+8.13271802492669,-5.520289400083356,-1.167713579649614,-7.172639194247958,-7.210581102088951,-1.5706677786445433,2.5584554754371425,5.010080287024678,-6.736211659082548,0.0864317808664361,84.94311870890277
+-8.360414601020612,-9.278423935815738,-7.854750633954319,-0.22849965028407304,-7.557298160812778,1.689338831612115,-8.959545243391041,1.9156582665048805,-5.463199928745581,8.366353410882855,95.49775753376097
+9.646504222946108,-0.7337187486206531,-3.5169155611825342,0.9678669985174149,2.895182654049362,-5.253285443872235,7.121583312560018,-6.024831592831578,-3.712795663155286,6.758204288380889,-16.441739843327554
+3.2271592405895477,-1.0984285572735986,7.252420919122089,4.236477488930124,9.14155038521571,-4.710585644486769,-1.7317754937751184,-1.5675271769753696,-7.503763432760893,-0.3711097796685814,41.53667083390268
+2.734583504307948,-1.1650339072321625,0.2798151352411593,-2.014927255386423,-6.8610480368208515,-0.10584826524599578,8.155817136945327,9.290059191036047,4.692233791065488,-6.078364155388558,-67.13011813381036
+9.002605682899308,-1.9453639808547285,4.218786235571777,-3.3303218487931874,-1.4164464521214915,-3.6279369913741877,-0.10196927911096498,-0.016030925525560846,-9.71421982847939,-7.077535192268256,185.8019661119538
+-4.047824045959441,0.10762865932282706,8.767406256794498,2.6825910631531125,-7.573641923513326,4.507499508357866,7.422429307481813,-3.4221729373633814,1.4760565782864465,-4.023809461497507,-15.767866765745433
+-5.384448341460244,-7.3479655660236,-3.0555128565865908,-4.2754319282136795,-1.9027352872171521,8.777634521807851,-0.21085865429210982,-8.071781558617879,-2.1839206900603014,0.07867016700638052,91.78021274285845
+-0.543939792121706,-2.99900264564958,6.538170479323144,4.553254480412791,5.120970072331039,0.6695680455661335,3.9980735665164824,-4.151991901796337,5.809589464621658,-0.3910954965492852,-100.7574914174184
+-2.3092224681388673,5.754302285760593,-6.725932352680662,2.6210458006194104,1.811073032825452,5.156908415923354,9.476585602255392,1.6075562178644054,-2.010832964992557,-3.995370626555359,-56.70249153505996
+-6.985871941967858,7.5577464877125555,-8.169108893718896,1.6151425468699054,2.195645582552055,1.3627816190813724,1.5369064144476474,5.2663113113292255,9.241119794758681,-0.21205006310921037,-139.10975570793093
+0.2021045161141899,2.6520362642393103,3.9907929116676066,4.142745221986239,-9.007024902572685,8.684804217008766,5.642350713647735,3.2008268467622703,-4.606093620507461,-8.2220587554372,20.695501585151398
+-0.5391965487479022,3.4022213264810386,-1.1393714489077422,2.44912788914748,4.8508588149931775,-2.256217396525164,-6.538990089615291,5.409615709433893,-6.484109274779182,2.9558339000971046,12.83959971780689
+-1.5055309707132358,2.1197742439170852,-0.6094146234339637,-6.368591878819698,6.840402064148701,5.547918938610692,-1.1859159670626984,-6.832405439917892,-1.2634449495504052,-2.380943961244557,58.32125975811673
+-9.010725135657417,-8.828475222413871,4.344076965217818,-3.662661681011079,-3.126600478628807,7.027868940340756,4.416061652681185,-8.375647602410211,4.942299694703736,3.907642534864799,-41.60515544896002
+-7.10228039746344,8.300657422209547,7.8889136494617755,-6.301364650909649,-0.27263639177560917,4.3412361222306295,5.548629049798999,-2.05451919747925,8.527800650126816,0.8466439816512228,-137.1227204127418
+4.119803454453317,6.515381029510761,1.7292480307794111,-5.380746244323933,-3.5839915310315384,7.0540057013341055,-7.587673911836708,-8.839602090663544,-1.5407856888588656,2.9497125401792257,85.80316924563502
+-4.581534562430027,-3.8216070700042004,-9.202566257213693,7.7021402470941736,-3.49376777120179,0.6739297245129516,5.1898676149048235,5.323054236083076,-4.702573335245514,3.774907205450766,-48.81435749815697
+6.744055699585481,9.80524545580484,9.745444080696664,-9.525367900193661,3.772771078188346,5.8625596822036545,-3.883513884505414,-6.238447144491303,-3.356088968579014,-6.758424608135483,108.2164705316499
+7.3462732209273,-4.087591576682876,6.907803284956369,7.881427560984154,-4.896198279333797,-9.798845982960003,6.240412233213606,3.9448980708975445,9.810851309170266,-6.275423487456724,-64.97300341730403
+-9.678497401477678,-1.6656253962202539,6.0618300150049205,7.1576011461432625,8.68865380118282,2.254646279018102,-2.2314939683399304,-0.10569479392446457,0.8990558127147508,-4.845460082532938,-30.822794274087496
+5.0235224330242545,3.939032191000209,6.724297015515646,6.960038722518018,-4.266442079591406,0.7201161815490331,-4.154324817434054,-4.392755052039341,-1.3683975429583817,4.507497487208165,-8.322293153827866
+-5.601254323722742,1.5532456637200398,-9.742245335842982,2.913470856998439,-5.224757228327004,3.4977162035246967,5.361795238983909,1.8852900857079935,-2.966646705616469,-7.433770918949943,76.46122066795019
+9.344268259054925,-0.9174786963785375,-9.248096883565086,0.9722918621263643,-9.016598969810182,8.977093658007893,-0.9675568138596269,-7.177820077275035,-2.8631725853998202,-9.058805409030239,192.13746490829004
+-3.967282371111689,-2.5625364570046627,-1.1751013052155757,-7.091721783958316,-7.74730427291753,-0.7589193571661057,-7.736082876733463,2.617887352147197,-3.472665371161936,-5.453909671298318,206.65653963325937
+-2.3790460169939665,5.97644948854178,-7.989639365515839,-5.112039883365405,-1.43552713413168,0.9087671642878048,3.9924327795896453,2.321454065576347,8.667810598381273,-1.7877981705416945,-65.31235118367346
+-1.70060633286655,4.1819610756072585,-5.303712538029375,1.905180693106281,-1.006852021460396,7.204289544939419,-7.905720959264992,5.458043725186952,7.8065700973046965,7.230070428059234,-163.90968042974518
+-3.995800694099567,1.7233280690017572,-0.9079532752142772,-0.6255631493393765,3.637816933020368,3.3807809252483323,2.838220885090943,1.6552751207854155,-6.074449963260726,7.5390629156767,-83.09725105388196
+3.935575471044872,6.968767724680427,-9.188148169001416,-5.4622037555974545,-9.164081977188772,6.351308273294894,-7.888647338978238,-3.706621835253343,-4.7640867417428545,6.636786734628242,104.3141417847109
+0.30976768089328255,0.049788688075176335,5.1022529121874305,-4.132730019176738,-3.991338751128275,2.8431678264247617,-8.543214597473497,7.981146724595678,7.969150235569917,1.7861299700061317,-86.01681516806106
+-5.833696532629961,6.407958597863175,3.4229378921238496,-0.29825047535234406,-9.762383522914115,-7.016684731266292,-1.5893861281863075,-6.09863426784905,5.150625888793501,9.977858503607084,-7.227469163298136
+4.4485436170274735,2.639358270944092,6.613337948292541,-5.751820799380916,-0.932322955519187,1.2369958595424446,-9.292269723487053,-9.708862911017338,6.427115245963231,-8.085229795344224,159.75642409427883
+-3.052724683579733,5.514571679297888,7.284589875133694,-9.411954647263737,-9.382051721511125,9.89927109252278,-4.312947136179835,7.070377244665275,-5.463966753296646,-8.902205640294927,111.20416492639961
+-4.363809279755428,-4.921027470587203,9.433075021393178,3.6972305868776933,-8.11836688118872,-4.419526383699561,3.765449760601276,4.850125123828823,-5.245854907014698,9.085429583150162,-66.4628889954553
+-4.070864928970217,-7.287875470910232,7.561646913766047,4.317199685210779,-5.976949350462215,-7.604219179949158,-9.032700623233085,-2.0153706160832185,4.853288241224043,-9.23685809912721,186.84318706775284
+0.7466138876270967,9.256263236452256,1.6056196861411332,-4.283478515013394,9.27841232038974,-3.3691304954186685,6.3332293478906525,4.25439751133924,4.43723918308943,9.103932499440457,-239.81999967285714
+0.00243512147729108,2.372690731073319,-1.7859454896252913,4.027223828070435,-2.0849468642543867,9.747346341726523,1.9517253276301338,-2.23317100588329,9.643792351675021,2.4146986446900764,-166.71516988736326
+-3.4051063626403266,-8.770616134872464,-3.8457099408435713,1.8303024915716692,-9.354527197298514,3.073459981669484,3.159982270784103,4.616680246214086,5.778347836538131,4.317235492628924,-97.12360377476385
+5.113125867808799,-5.489274537022537,2.3204524781072555,0.7700847189227922,8.416621272936304,2.2314749110446486,1.4180304220499185,6.414678047000997,-1.0541419727011192,8.665158931046497,-195.6078450183167
+1.0104230301759376,1.7164222994899148,-7.719906440826334,-4.17407402583491,5.133007332270479,3.958810992333548,4.027658424255032,9.084078923483276,-9.195584942768264,-9.581960508613738,67.65370908395549
+-6.461074055182319,6.235011968743671,7.120376741023375,8.584856415597903,-6.174808456278289,-4.732090729340557,-9.83260145460498,2.3736277975361997,-0.9039122319927739,-6.628347800431009,125.67108150829786
+-8.163944405816238,-4.520086967837285,9.490160828372025,-9.43205456647133,4.334744839463691,0.0031649919226417467,-2.066589547760309,3.904962467750166,-9.673875343650272,6.9504536636460905,8.143336985655996
+-7.49845440652755,-1.5393865609938961,-3.8508850635634895,-4.252567213854766,1.1970843934670183,3.6010169537486014,0.6447498270339302,-0.5225960702181087,-5.512307739475619,-2.570780509762358,90.1530125073093
+-1.1264704690423621,-7.817553502056727,9.801756377464887,-3.8028699942599697,4.105297629939553,9.633409593843684,-8.402236013470096,-4.681360303789727,3.1753304331627885,-7.077578837826392,66.07323236804878
+-9.83718645791587,-6.599441472667009,9.384098590373146,1.0933791371295465,5.15506186281006,8.420845718452766,-4.109705504590648,3.689908927528267,6.310013342846781,-3.4144061070958376,-105.99541711226934
+-5.657224527904122,-7.814144856901817,-4.153763415402921,-4.9875047151019025,-8.448072174162977,8.662343910956631,8.63386212928024,-3.7330178169882067,1.9338723259040669,0.34797251747653357,-3.5286775265290418
+-1.1524646930670346,-5.609233142274261,8.796749439518873,0.7262034957877117,-7.869641149191384,7.096462905938948,8.191406969972846,-4.602841762737233,8.391192424577358,-3.784389845366074,-74.26312198119946
+-5.995633341411564,-1.3548460503228554,-7.003604338461065,-2.0745771208545483,0.5292498053277184,-7.182647749406228,-9.148016146367153,-2.3990272200706464,-7.905743937393275,9.036537009350493,145.38675181887137
+4.376718950030371,9.695523722811291,7.2152968827181745,2.669063696209293,-2.047263853512238,0.8803167942574941,0.3450392590368012,-5.884753420555371,2.9753302038858154,8.563539639965636,-114.82817215666928
+-8.219085449168983,-0.20507808133531924,-4.635892671707095,-1.6819087378562125,-9.456162386130558,0.5330414737490408,5.208713849840105,9.5123257279129,-6.374779544392961,4.763932439676635,-25.951053930667033
+-2.6222759252189354,-9.933826233106709,6.078608231087321,-2.691479481966532,-4.179073336359524,-9.077055387220522,-8.138601034285406,4.193380400898972,-4.349480730248134,-1.551268570550488,171.97679590519192
+1.347539841023322,-2.8994516662835257,-8.087601459597417,-4.635355110408536,-8.701099672879662,1.3246523031187385,8.694814857788929,-4.38209564336338,1.83133566722391,-8.964275731251805,134.043694178992
+-4.734040965057538,5.137069204782067,2.1261327720553425,-3.7664095766220784,-3.6932153413318503,-1.0519734431117822,2.966984906276253,4.232070907428456,4.689935412567488,0.277371472723722,-69.1549674626707
+-0.4142654774848187,2.5183301294519733,-5.640225073474985,-1.3056170118458343,2.688355747890563,7.4027657925831925,-6.164021966688285,-6.856568846310161,-6.197592414567126,6.923820744559626,48.24266360730951
+-1.3015308629394284,3.2162189201929126,8.539096675629452,3.920563293253534,-5.244460704747775,-7.9178588708653415,-2.8151981232340106,9.039843531430357,0.6741036589540461,-9.952557150706003,71.80943408039916
+1.5553495091027503,0.7026465463909481,-6.097240401604451,7.605818958856867,0.7703838911692329,4.56624562300153,0.3272412569516181,4.204993494578064,-4.361949604432116,-2.6683236498084506,-13.19804866730038
+-6.8663562873638035,0.188710954271607,8.479983566211523,-1.0472579636394586,2.169971037682459,9.669650932800554,-6.7530830291731885,0.5809931095610765,9.65360707492926,-7.601335047368211,-47.84843063122935
+-1.4482784897139478,1.4342819563072173,7.167421187373407,2.8665055290653174,3.0199086429096966,6.80665518329906,8.075613589021044,0.8529878623460707,-1.198604873144311,7.375429823135226,-213.73224549759985
+-5.874175056094064,5.874608801601959,9.389342368958896,8.472255618632348,-8.074083565924134,-5.200833591885461,-6.653031551952511,-5.316905804653176,-1.5067927279477011,-6.833611544050253,178.16353847755107
+4.4163618402917315,-8.733338000608148,-2.3345632656632476,1.8827992639020485,-1.28588106446051,-3.548067666070065,3.8828751323795996,-2.891140954566933,5.4211850250702405,7.9596408419221465,-89.59593888206413
+9.916820969861302,3.70564881183461,-4.964207242449962,1.9618507932360885,1.5694814080459007,5.206215639149134,4.4164158041401596,7.109827504610751,-9.55995915494507,9.004676727585137,-137.26466179625535
+8.253671249636616,7.056972310011789,-7.061801957205114,-6.676108881267817,5.66451876168575,8.736348099262548,-8.405420140453394,-6.17176706980147,-9.738018914392029,-1.8786890539011347,162.11270816931793
+9.376978738529198,5.717115148325991,-8.876216967832164,-4.410233445167733,-3.6042397287557137,-9.18816094941379,-2.841157308191049,-7.931523910964744,-2.266599854141833,-8.625326665187345,290.31104977997666
+-7.026315511044075,-7.779875688936144,6.000042647185304,-8.307903424655684,-6.627534258249561,-4.274691328456441,1.3400370179049959,8.84403265951407,4.702595039581436,9.031032171042547,-113.15386206143145
+7.900182046806938,7.646426008550289,6.377259689995811,-1.5591604597300956,2.5052943090396274,6.019188981250235,3.231972641251244,-8.874405861237069,-9.85533443923206,6.3244811517161725,-6.860275594089553
+-1.735794557593484,-1.7772616521081241,2.9775079109960556,-6.658947307758347,9.963661050613714,5.267976273172279,-3.4169933936926555,0.26223002656434513,-6.315785228355438,7.857459470189148,-54.89255162432531
+9.713665225502075,-1.574446139018768,-4.052136203156518,-1.1926191171679812,-3.48882460067782,-3.585242578436294,9.098594544895116,-2.7047224817119075,-3.978888968870906,9.306644702999913,-46.682397397326376
+0.6428282142519248,-6.982361751684529,3.069629295726981,4.68273955687774,-1.8644762017622774,6.436433508669173,-3.0722822864897004,7.542720447732401,0.1011789267088381,5.171375597934147,-131.4081759467424
+3.674043094777979,3.319777267835917,4.609333027602482,-6.069709084910288,1.2253648599712919,-8.234928963703553,-8.25564260820082,0.7074891164696839,8.06449282373987,-4.335176252085904,69.45700003847918
+4.61201449433746,5.328232274672371,-7.936478837498154,2.6419240869879412,-5.217805999789662,-6.798964422635696,-6.60392394274351,5.783866092241336,4.71068398122646,2.184136850629572,4.335412174149148
+5.618222931210221,-4.108459402022902,5.624427228941231,9.501218323692452,-1.6722062841452345,5.450556706393071,9.236308186285246,-1.0606795736596553,-2.816768011191657,0.9964345576968392,-114.2072160784092
+1.2949691754365378,-7.435884463915528,5.28117042474107,-3.8350427836468004,4.6764860948524785,0.37111098960444844,7.630271962614021,6.155595830398473,8.183306825447831,-7.292972385555734,-112.07780083605739
+-8.149834126735065,5.899862844315149,-7.7168711917197825,-2.2286794931089893,-5.0591601588270745,-6.337340433809453,1.3692631238622854,-1.9814295524401992,4.253724027589998,9.175746619738002,-28.54449680658462
+0.7867675261889762,5.147063585696361,-1.977554352638895,6.392771929316378,-3.153663272962215,6.465106162165306,-9.872931326693497,-5.828024586031077,-3.861235651120014,-4.29057016578337,143.52814123479757
+-4.468365316761966,-0.029937244008371167,3.6094073713872477,3.394245385412369,3.4378313935436133,2.4430659461602966,6.21336643102161,6.261513680485457,9.872556658527131,-1.3128099550159722,-217.3085606414212
+0.40837341398977767,-7.686734138799018,-2.5937186862912887,7.628803828630913,-7.247778088701457,2.975670210752508,-7.152052960468072,-7.842870278914489,7.102001351562994,-9.90063078869461,161.9946463658717
+3.9678002703116366,-6.318416042289217,5.082660024308514,-7.878774668020158,4.453226398645656,6.157505028429842,2.1708888227765666,1.1440284151525937,-0.7317535824878374,-6.127104944476596,12.461929132907537
+-5.061209576738239,8.529030990821143,-2.2338777003299204,0.4902453631792514,-0.7797095815395139,8.493428355177253,-0.8810523897248212,8.76640159256318,-7.433570701867172,6.147035297358712,-109.84027897075052
+-7.685708043843105,-8.452402437619636,-6.743004796231197,-1.8289665751514939,-1.6236592708971753,5.832059994068368,-7.784882368254859,-3.6530948592345114,-5.399777116188176,-1.5774991638705682,176.31462428266906
+-6.278587204237986,9.513520540620732,-3.003097189902806,-1.2775081317309578,-6.423882077291698,-2.027386313026065,5.728128407453818,-8.165272895351809,-8.47000781850911,-1.1897855404597735,162.18546283834058
+8.658599057487828,0.9434672726692628,3.2480872703993646,2.488125977555744,-2.1547230525574768,8.738004161196745,1.3549400881834917,6.218118332798166,9.048119269440116,-7.883872731474845,-129.4005609506187
+-5.884578103739249,1.5427177245244605,7.583197984368195,3.137023263919392,-2.0532010937681977,-1.8694200197677358,3.41503315551422,7.93739246151447,-3.172189925525035,-9.682410527418464,30.231464997919797
+-6.847190022374143,2.4999527304967906,-9.93077309018199,2.304692356687983,-5.657055118265806,8.13330173853096,-1.174641327879682,4.769564857408741,0.176763428793838,5.765564948663114,-83.95983844938341
+5.395226782098856,-8.501204671475811,-0.833045242891397,8.998688038141582,6.797237396835898,-0.5128035218563354,4.793368287010216,-5.189904772048313,4.325583948010923,-5.819123770881703,-21.245275185609735
+4.423299256310511,1.7706373111025941,-1.6302965181247164,-2.417018859380795,3.243424694574093,-0.9383098719016592,1.885670029747526,1.7634118832975054,5.74022838237934,2.681697156228633,-106.67945287828113
+8.123028676458642,-3.2291926529476966,-7.081930186692915,-9.241809776559078,9.105468218427417,-0.5256106892301249,-0.8091286271362796,-9.249832736830143,-3.8862942661724564,-5.622316591571015,188.50285695536587
+-5.24995800590766,8.638843644912576,-1.2704499301421102,5.489717104232746,-8.78224093266689,-7.179455877606145,5.442458875289837,5.315582500072297,-4.101891137843497,1.6971568443661678,-0.7384066968018432
+1.5175486235502267,-4.3152575682186995,-5.930432988263366,-0.49447067842510295,-9.474172710974491,-4.159497182360328,9.002176561332417,4.021550606734323,-3.6851897014390134,6.583381914114286,-25.615812875491034
+2.090803432422519,1.9152953409948403,3.642139007485816,-3.169065143559866,-8.440829471821257,-8.78939746296421,-4.7972718095468085,4.85535095485635,8.9890190104931,-4.651448841351455,54.88072921507002
+2.231787778226746,-0.6363338902345461,-7.337511117728233,9.27126257665793,-0.9379764647682021,5.639187565035666,-9.518971985461512,5.3081176102793215,-8.154441087725477,7.405720654336577,-18.081305871473752
+0.7488971286868762,4.397782284444192,-5.362897410855605,-2.071110981468187,-9.313075970552108,6.287481926484788,-6.171310272486754,-9.7077321944064,7.292103914618733,8.49539862589811,-2.6598850373934764
+-0.6147514623683237,-5.2596377693019525,-4.284307643986787,-0.3282499834647101,-0.950810612678199,-7.634704721758812,-4.641972337459082,0.5298008724525194,-6.921735788046448,-1.4264539824973288,184.6018322318528
+2.2766418862603643,5.995359390392345,4.897668771386739,-3.4939491793372413,1.829058725138366,-1.959519665072218,5.157489558350341,-2.586397059277581,1.5208745024421466,8.758447746879325,-125.33010841518072
+-4.6381237031785005,2.597624626168089,1.8191005616407518,-6.819288080701509,7.092792220586008,-5.0983325832013815,0.4200667799169411,4.583898650970799,-0.14810464188329098,-3.937896304035846,20.860574758782203
+2.947684829481745,7.823311640291348,-8.2491029757923,-0.6830662849467561,-1.8166308232397244,0.9285814839846607,3.6670259280447937,5.521043943982649,0.10535536014953939,-8.276063588516738,27.785111145709358
+-0.927690840740274,-3.229963769745059,-7.250782183167632,0.20196362435325188,5.614854396301645,3.5204952421229696,6.389053381318157,-5.2969182188756285,3.55926331275936,0.6007071014552956,-57.51149345648628
+9.06675934051513,-2.954450891614928,-7.280299210935757,-8.059854515179016,7.8746170783333636,4.544526704697834,3.7101191711945813,3.3838971835555953,-4.173025094031047,-8.244488282019622,55.18496186474381
+-3.9455648583903336,-1.4015828430038013,-9.823138471042729,0.019076176452104132,-4.4437155556929975,4.549359065667211,-0.7481862553095309,8.360253394131593,-4.3263496243776505,-8.81445447709118,99.485563249197
+-6.421877517542587,1.9776682124985268,4.363225981749411,-5.478874096558918,-5.3968095373859075,1.4507772556983989,0.9295252368532969,-3.4494743542927853,5.236799840229982,-4.223230666498448,48.95626610180699
+-0.02478658650895582,3.710660024514816,8.34120505984109,-4.439191052109452,2.417924448577855,-5.8885085301209195,9.084558169666387,-6.790494176339266,8.549010024516782,-5.2177993846677335,-21.722279395582266
+5.6527636208206555,-2.206000803337813,1.3054325964435298,9.906764888597726,3.5911328934526776,-8.950020157102399,3.3173394781609367,-5.467490833156903,6.800778400311804,-5.807451523096104,11.631835533537862
+2.6939577378652513,-1.3456351561703417,4.484279152574344,1.7652407770508893,6.371219064552951,0.9298486208925838,6.390851293588264,5.8888729509266895,-8.518654555503131,-5.401677557344886,-14.837117647938662
+-1.566310628086549,-5.371939272567062,4.976097197024176,-3.921095834782433,4.60083095747115,3.3179921263723378,6.844212276386388,-9.639672972172438,0.8874211663394949,-3.9935431598033655,34.39354290134528
+-3.186084103518194,-5.454253421862017,1.7424256781600755,9.657771668929856,7.564402354932433,5.257564587695849,-6.423698077458974,-8.323145193345793,1.0614629572648648,-3.2433953889684575,38.267314504773246
+-1.3866755627951344,1.1922531915091117,5.556586228040327,-6.992962531400096,4.609544205579034,0.4785122096409644,7.871447893088341,-8.05794435401733,5.402781032786155,-0.5765006465475753,-46.10135150544342
+9.466169326657134,-3.7650290841996203,3.7894408502304833,-2.189121730637762,3.846725728731224,-8.867326741623865,2.197620746023936,4.55058526625421,-8.842879977362221,4.250427910074903,17.606102504608256
+-8.733054961538864,1.517534997522365,1.6180683576207278,-5.496555223661781,1.2488628167833138,6.029890294893985,1.5804119875054745,-6.123407062669499,-9.909474429709782,7.8204119372596175,32.388315715128215
+0.5571730542686604,2.624257999020043,-2.0964262439926173,-6.83683479056961,-8.01322192642219,-6.49295892202799,-5.439814936842513,4.488283360438404,4.874159962832849,5.530717400048816,12.84834179957789
+3.8316935199686752,-6.705268391987653,-9.434055997900368,-7.788277251811513,7.562218873599534,8.0801353066708,3.8690730458773515,-4.060408607867942,4.265217662756038,6.272104685333355,-110.10954438046129
+-1.7200555868125078,1.0966030886562916,-6.779026563947159,-9.648129437185931,1.3233357936295431,-7.5290892739204285,-6.020291325798082,1.7085381779996767,-7.311883259204153,6.622292994354688,128.5386071455034
+4.945714497810167,-2.088754472409311,-2.1815822424204834,3.3804689377418895,-4.404898708964284,-4.405794604789087,-1.1353356458435737,9.318012214913159,-1.1010948587379854,5.443912335288264,-66.79468262070101
+-9.454994153623275,-1.8668853888611259,-1.9643641581297189,-1.5485847202613878,4.780966218126707,-7.457126047045164,9.352473306136591,3.0531230757524064,-1.6774885307170928,9.800919603551847,-122.90505403960752
+-0.16421866156258513,-0.14626349653995563,1.7421533291269342,-0.8306475871952901,8.016749468872174,1.1523016850081014,-7.313916370506828,-3.3682842434439753,7.26153040165398,6.372036161145756,-96.68560977909648
+-7.041836294840738,5.006718391084382,7.481601814650438,-5.85716378543726,-2.8173325053880816,-6.46131054217526,-3.2854036083108706,7.36697019249168,-9.848013067235641,-0.8103454291947565,114.42003804251883
+6.321537945133368,-0.7004148875148775,2.0545554540356714,7.752976613683915,2.974062996876119,5.496493403793943,-3.4124513835415593,-9.734597442846331,-6.881850596653947,-9.472641562828628,172.2910163344016
+8.743514293910657,-8.100738659155509,7.719521986888771,1.8493594023386883,-4.048249118647287,2.462467880305388,8.236745759172537,-6.7683423805877885,7.111393161692519,8.224902491018298,-162.9579425335341
+-6.604107594747511,-2.8705025284955066,-4.58504588519456,5.555157947430887,-9.374617232757767,1.24463284936702,-8.453559633240257,-7.128065769759903,-3.0301706658967698,5.837971335102791,132.3729230566882
+-6.375452800645133,7.097044838105471,-7.779324937023054,-0.5460965318871036,-7.736538427922513,6.43225127436756,0.18488932148036596,4.919973315671122,-5.218567794703224,5.878754262669911,-30.85206374087195
+3.654605815449812,-5.268262186380667,6.050260947641409,-6.213364677720772,-6.08092180640438,-0.8915664946261237,-3.3505900543739475,7.83244730269063,-5.694193900936392,-8.774559430765272,151.76152679768626
+7.028254429111216,-1.433185586640433,-5.874225222157938,2.87497639708314,7.914412223147911,1.4174417068049094,5.341802943645167,-5.19891090244232,-1.4681861036416,3.988990522289524,-64.43947198701566
+-3.8920947445983534,4.397400189344907,1.8324813349908098,6.947545551936825,2.523945798689946,2.4466025079492026,6.324028355902518,2.073532341164308,5.3145444950042116,6.514687738567022,-236.39515548738012
+1.1979720227754198,-2.1130182912096185,9.433561928974557,6.307421304097289,5.723990243887709,3.323282987191689,3.774315711366658,1.7159229597627546,-3.918222656819963,-3.1452614727187345,-68.48922264053517
+8.029069523520851,1.6634454405091526,-4.608071010256262,6.8879552603800125,-2.070255845810549,-7.467770924094335,3.1980429952850686,3.887247073903668,6.281432381559875,5.112057416474922,-127.24514134985493
+5.551553605443324,-8.435848312920111,-1.0415893321280323,-1.9225765965059605,2.7889183980885113,0.5052938799007656,5.607405663363856,4.6497074879472455,4.532744762175229,-8.829486526984944,-20.47189022695324
+4.121988056033854,5.936175540257567,5.512227661910762,9.103039680287582,-0.49128702260573975,3.871304430189384,7.075685349724276,0.7316351637476348,4.408839577890779,9.383436835627904,-274.5798548630971
+-9.855803907878721,-9.796382359052576,0.8732105432751469,-6.519121469932633,1.44703495072942,-2.715798201625861,-4.926380333969595,-4.716656910356956,0.7604384532898001,3.7578368430245535,93.03289604359345
+0.4899089926132483,-7.722002922024654,6.915949903134784,9.778092213434523,0.7564882858082833,-9.960362885992009,7.393856953468507,-6.41709550234779,-9.824535091968459,4.9917931859558635,53.00951335105853
+-8.692324824621032,-5.023501366357117,5.08069212715641,-3.2040586924659675,-1.0491476573267255,2.050772436459103,0.29556868726283714,-1.635564557549356,-8.094762616118732,9.861418233318526,-2.3952978195968138
+-7.951928898033318,1.3312898229288939,-4.879639539223741,0.3216363333473926,-6.433333838261235,-8.915805213336728,-3.244825636285298,6.878709741140721,6.809336787464744,-2.466127679498975,38.921305914212816
+-2.5633200471594275,-1.1471811397794895,6.979110357557232,-5.276062234974832,-8.575044795205685,-7.086557746116986,7.86699298766054,-4.40337938954128,-7.805153631521162,-6.56422454949281,210.7349325527864
+1.8145904342591224,0.21734648341585228,4.681298600498344,-8.552134442509086,-4.594087264014323,2.159216705281082,-0.08002366051389709,9.536868927394007,7.806521681519973,3.439916877780953,-148.66300261406096
+9.776174766315915,-4.996878741954083,-1.2709675617830918,-9.639318076090944,-7.5842741428109335,-1.9435614862781647,4.732679268966873,7.421689548319071,-4.548917855249714,7.467463734345168,-30.562140299609773
+-6.178470477169434,9.848446816681209,-1.4645494594417041,7.071146544535541,-9.802211938734402,-6.798557053696273,7.2261611332441404,-7.903122396583848,8.968056811920368,2.317638166663234,-35.23712622502515
+7.639399665416207,3.2612031562976407,2.780444453894644,4.11548915969596,2.5660817224707166,-1.8285112828691918,3.642846225188594,-6.515283893757557,9.489854307445263,5.438986018404266,-151.687370864375
+-5.757047333215541,-6.369233166098526,-2.8016932631559865,-4.000072281791183,9.647168935004572,-6.544903461798237,-4.210139385711109,5.110038348149306,-3.811144857800224,3.9491331667344975,21.46126482799334
+-7.667312750016699,0.274575878939769,-3.1145360183676485,5.47626191254748,0.3444849921918869,0.13745072357067123,2.2621919792893963,-3.398451641025031,4.0873943825288634,8.811253039088927,-118.2818655021598
+7.891291055459053,-4.046679717103732,-5.440997690866098,-5.155110635283997,-0.8575013554054278,6.075162417591593,-8.77813148381233,-4.1506898942303465,7.177715246194818,2.432203449300856,14.442531388246312
+2.2910970386877305,7.401256539933669,-4.047971633200717,1.123747629278602,6.462062118604175,8.176402757291925,-1.8241934057525588,-0.5871403601994474,-5.323872408326594,8.779707101511015,-109.9658530840499
+3.986272809857778,-9.289127693938354,9.789266922224247,4.811180928430394,-3.9798671173572386,6.097863307613423,7.578505584867221,7.121993911901363,-1.7572860521091793,3.609493197161091,-177.56275377728386
+-8.06889892782145,9.779397562872445,9.173277571103648,-6.876762367541556,3.5284015796170998,2.391855096048603,8.356499065682428,2.480990342740883,0.6921312549217018,-2.5692528411666737,-98.21668794120775
+5.910319382016871,5.757758009534351,-1.3184393183852383,9.035697719104602,-1.1164187300259143,-8.71227452260518,-9.81199886033011,-8.346534981004147,-9.565133777782364,-7.264621698966414,306.0803040236807
+5.767411476066506,9.456764522726964,-3.079319324624219,6.271565145004372,-6.051923595116772,-1.9838999938357182,-6.643908647478702,-2.374000330926811,0.13953326533881816,4.840571445462604,21.294825353476057
+-7.692946574638926,-0.08058112758523528,0.26461626709588737,-4.183689297826616,-9.976436337773434,-8.374818932705653,7.782068225226251,6.4134559309503825,4.134351384684423,4.575468124992039,-61.23676847452206
+-9.396565686360464,8.832155609983456,8.365072130744103,1.2417276097495122,-6.822649136085694,-6.214272184189749,-0.5424772699032165,1.7155219700575453,8.83916924881891,-5.532363240327971,1.6264053669307414
+5.339251735869624,8.907381158906203,2.572034426280736,-2.785932486103395,-2.8833069812341394,-3.853598890972114,7.218608130066205,2.159756423942587,-5.910577864435225,-6.563259056794893,71.26903730526277
+3.7664164597214134,-7.580978266093805,-0.30750078729574026,7.285865365559743,-3.720112776178084,-5.997392242766888,-2.8096642141359562,5.497404400320704,9.83983350566998,-4.211991801529475,-28.654706042676587
+6.003986394822984,5.216671283823054,-1.5315699341451983,-6.297980009134108,-7.389799738163189,0.5356095729632182,-5.84345937232934,9.694880752961248,-2.2249336275209752,0.8926132132259124,25.175811626185027
+-5.459001905720413,-8.64994209702785,-9.810094578551134,-7.8459897857896,5.557811730507279,-0.36441814181294996,-0.8001075920007383,6.98487646288662,-8.983627150246196,-7.923169978187858,171.62067920207028
+2.189559147068598,-9.769452732528752,-7.717819285274745,5.043503294526501,3.994175351722866,-0.9671104763991911,-6.80980813375784,5.788444534756296,-6.988159214767389,6.736665093199692,6.690959866566442
+6.384730976217328,0.9905631655824632,-7.190614452188575,3.6107484168941406,7.237410117782106,-2.123733474915581,6.961704846016261,5.163623576229908,3.310833783030789,-5.060354732670056,-89.57530100627588
+-2.9832909653367023,9.186629462080425,0.41129207643247456,-7.02071283625034,-7.411148739391549,7.895979860599899,7.457520319692321,-7.040867228945902,6.494884806515442,5.067713314608062,-99.34934985026088
+-7.135971551917544,-4.9813173270166855,-5.975947117596066,5.6894173611567105,6.480174606824194,-7.298598637127213,5.642131642226824,3.733322226964564,-7.396691279113929,9.546447671170908,-71.32961667295233
+6.143655597386289,-2.1488110741917277,1.2917375309211931,7.5548804185396135,-2.3711099110738765,9.847604401763185,9.377271921152111,2.5676497461646175,-0.8545546783143854,-7.248116831055686,-85.92858413574875
+8.614560827990498,-2.044928818933911,-4.412181785482884,8.751724204621611,-7.327806783238209,0.007878356047792412,-2.2924556052556366,0.7865626750041277,-3.5916615286063447,4.584238798915021,9.729448964300788
+2.365919125544822,8.01863889700153,-1.6561508255092394,-8.534850534622267,-2.806021207620646,5.340690152951806,-8.787339217699444,-2.6786514864001565,0.12112340902928231,-9.842985213462983,186.99789985177134
+4.114384320109354,-8.558622530491133,7.802310059551722,-0.5111681378982391,-2.8416414791037825,-4.84480226190942,9.136414998576385,5.116049440163102,-4.525214127174124,-9.267787415973539,66.34602863002898
+6.395188519018136,7.323448912509987,4.288923511828369,-8.341974092118134,7.04851042823154,2.4687675029500666,9.929966658368443,-7.669307061875362,7.316694288501413,-0.17413215491497658,-119.22939995220462
+-8.758930902358603,-0.6306208005243841,-6.807539866286172,2.3565701877032974,5.1027246810209625,-9.010054975495398,-6.426914214537338,6.457021475425513,0.12582752415680076,4.700740808987072,-2.7024041606884475
+-5.331452384266306,0.9728561967475846,-5.765703126948298,-9.826935863551142,-5.276279299924507,-5.287932877170731,3.822704277723874,-3.1740286366776305,3.0426676617125703,-6.15331296020811,153.8093640961239
+-7.445868889838689,-8.452272170964367,4.709112035876841,-8.1177640217374,-3.9554703038645855,5.815935189129579,-7.34664298536347,-9.530805267647274,6.251621043321737,7.05437597360107,32.34810473088213
+4.321924567990589,1.4403568306510772,-7.745539739975651,-3.067372691569359,-0.8782133649784529,6.90270817215384,9.052250292552822,8.087960091395576,-0.8024572456095624,1.2119140015283003,-138.14765427115452
+-5.188513039893506,-6.544852998151094,-7.665839906916596,-0.1429342586722515,-6.96003916544843,2.254903378523603,-6.266188469178779,1.3048355095788766,-4.94323341658199,4.128013747648794,104.28238668883758
+-7.989965479278897,7.096884032280906,-9.930376228721038,-8.24156956143917,7.376550482597022,-8.269077030372378,3.7125272036055024,6.324557673945231,-2.105371790379129,-2.8389965287799734,42.840513019202696
+-3.862880308293404,-5.072251703514084,5.581427667108663,4.589943934148144,3.903311948544137,-7.977895864443704,-1.7451799067963458,-3.5442480177685365,-3.0345612266002675,9.451052353177417,-15.808946880653437
+-5.609094641805459,-4.103743193181724,-0.1283305206958829,-5.467912177527259,4.4611018628442745,7.715484544451159,-7.987792211801832,-9.36691588726948,3.2096687553750702,-6.754605510987981,140.2818840131419
+5.222194423047803,8.996036259613243,-4.498965350722082,-9.65922482020533,-7.203743549204233,1.0114458956746653,7.364326052566574,-6.252095448801924,3.979692297283648,4.162588036881171,-16.498050298668286
+8.297767321643247,9.942436944771845,1.7531926074984483,-6.656229212171856,8.387326213212091,-8.595948875400959,3.6881171221066134,-1.338358319325459,-7.3146273151158585,-4.91497211665979,106.04720362606994
+-6.173053307291594,4.679926178823872,5.181508583094048,1.2693362770115035,-0.6505351497256773,-2.845173832861896,-7.289493867864765,-1.5335687202177395,-2.114685593598087,6.764619224488646,15.044875214322417
+7.797045014080249,7.9353508838855795,-0.9465234813282009,4.495073488866659,2.607412193434877,-4.533253677913079,2.0006617119298564,4.813683679106551,-5.550431604154276,4.29885923197741,-66.35605449886017
+-7.180295632159064,-6.700033183839869,-9.492801621000455,-6.537369317041235,-4.296286936385241,-0.9020785839813783,8.84521890013396,4.8576368724467915,6.870422432639147,8.367892633258993,-140.40779054865962
+1.617868287953117,-8.09683888822249,-2.316193592688389,0.390987549434354,-3.4485599565509606,8.31165556181746,-7.090267290799033,5.021188882604779,-5.101520053695101,1.9073510482865652,27.295368024836755
+-5.677386725741744,-2.375212908913651,4.852896757301101,0.6375819357687962,2.54399270431221,-6.167362158854841,-5.980877739701278,7.764985875340827,4.630997796589784,1.1700838097108557,-52.813462181777055
+-3.9689757514756874,-0.33116578804475827,-8.66279689788637,7.408042557714795,8.950927625100231,-5.334396439993143,0.10179835083090616,-8.19810342708256,-2.6090951066947476,8.27917848878095,-2.8890843801302495
+0.12431986886259017,4.951637873964188,-2.713441990196015,2.462434103265083,2.352999908174893,-5.654754547662176,-3.5631648446347852,-3.9810670123994374,7.0230180238228535,-8.326272573285854,91.02388088189039
+-3.9856144912933966,2.140484860175962,-8.293838599055793,8.731411063935703,-9.63260718748906,-8.123451850843901,9.581033025727631,-5.009877588042418,-9.289206653638091,-9.501723859797305,242.41586444600424
+-3.0956706777386533,-3.736458000577001,1.9942069921720118,4.364997284887968,-4.959114896401582,-1.0597512801959397,5.74712600659506,-3.261312670076586,7.7316644261945155,5.8194490334551,-119.25130790940706
+7.6817564343606755,8.111729663815924,8.087089907561214,9.77770447444831,0.4558915129239516,-0.3124561539519566,-2.299526765089115,-2.053749276094019,-8.648647770218131,-1.5980281572329935,42.49085829664954
+-4.75428650601949,2.3808666213802954,-2.9126009320896995,-6.0457823181695725,-5.781738909795231,5.30331901687407,-4.78836472820658,-7.741775794950449,1.6680787504501593,-6.2107387132732095,176.70461549671245
+-0.5973188081382408,3.7379945588482433,0.8206101952745137,3.3823922235825243,-8.427190187374512,8.87281171027916,3.239188936256776,3.485142572820983,7.011057268971235,5.044164940736371,-194.56062990849406
+-3.7747955158317525,4.113953262140784,5.115385708997038,6.1643963427385735,-4.696470216167164,-1.788752632780286,-5.068271552490193,8.047593725737691,2.0513333336787,5.827616039688364,-112.58821025657286
+0.9518944794279505,2.375187576948725,7.018857324282958,7.839305868918103,8.089303327825416,-0.10346227314001366,4.705279252039318,-6.858566540678826,-4.173335392036918,5.6278669278678795,-90.79026693183664
+-2.237162943166644,-9.468009310152844,0.44675068413193575,7.550525985603096,-9.520107687673075,-4.178361384329035,-2.4762879324414078,-2.938563153838891,-9.673643069726822,-9.046919615445626,284.4881712354881
+4.677154285549287,-5.112664624042091,9.237377177012931,-6.499893464604867,-0.3483012221219828,-3.44545097034225,3.813511355902579,3.32410829697406,-6.691998894547089,-7.953684763421425,116.405727504561
+0.5438418224311592,4.828730834945385,3.6105300260181594,-8.420046750855544,-3.1291504889723565,-8.548223237131548,-0.9446875476118288,7.887208563426582,-4.609315869263357,6.3406810406302805,4.659054859413311
+-4.331783783414441,5.523595482520713,-9.768171852296723,1.3346254474900476,1.651411450654301,8.491808075010363,-4.1185653075325295,1.8344537079407552,9.363641737103958,7.789509843757532,-185.89740814821894
+0.3378641268585625,-0.38048427545696706,-3.8639316690891867,2.291135549582628,9.571296204079525,1.6111224856132766,-7.12955417754139,-3.015867956069509,-8.173128125882041,2.3180728670074924,73.28279478354438
+1.5659675071778256,-5.679505143190724,4.289109243471827,-4.571303157248492,-5.4685048953355775,-8.6074989465356,2.539782123151131,5.446314332128363,9.574861414287879,1.5764757205885727,-66.76378655628186
+-8.7375652747842,-0.07395659271640653,-1.6371535942039195,7.410812671360667,-6.504108208415175,-3.741637433635534,-6.823459748750615,9.245439146278766,9.798111870268926,9.206888005598229,-164.58575740120534
+0.6580174141119199,-3.4694697052580947,-9.351223489191726,2.9527394676140073,-7.681279564703514,-8.791626095345604,-7.276872603396452,1.1565265335209962,5.6772310185546875,-9.743469843144915,205.71953335871754
+-1.612418085594669,8.687547254041155,-0.21028722457582028,7.470255430580077,0.8859262737972284,0.8363523662301775,9.879121602408084,-2.778156667029179,-3.1928721370867374,4.35059745357234,-111.9946401945654
+-3.9582064904412495,-5.247981761269058,7.322919489511721,-8.176418427392134,-9.114487831720801,-4.324262805962915,9.675102612887942,1.8383388109617038,2.278487556042581,9.218214982628805,-94.23185210592052
+1.48742135816061,4.378366102454212,1.6974472461869161,4.939609045963474,-6.00322327724945,0.785439135134085,-4.369272485622937,-5.29051537840955,-5.109345253549218,1.8340789732116747,93.36995912988272
+2.7755815951715057,6.1323089696941535,-5.59247529081234,-3.0663996122729165,-3.4529144419074997,-4.776392698917913,6.7915231172123836,9.200588672846521,-1.9822970261482786,3.150741725366679,-71.033008859534
+-8.073846837560616,-5.846303521667096,-7.808476920436909,9.983036005100828,-6.382796221959561,-9.786709857115705,7.954736308766233,5.861756807734433,-5.984856810871946,-4.1941412434841325,90.38588090244035
+-5.908152200227075,3.1085442918399764,5.150897986807188,-0.7105285635705694,0.19517259591585567,-0.011975280481120176,-5.000969364340118,-6.085295546321536,-9.218895229341939,-9.154577789455512,247.7722597501087
+5.959899763833237,-4.422846679431414,-3.6276879271679663,-5.434703741754847,-1.2512910668755395,-6.535912502735828,2.39809272928998,-3.177458722790232,8.738661922195213,4.949729716696051,-34.63749234294171
+8.720573901811788,5.911136253289968,-5.527019458025704,4.0656020065237986,4.152410637136201,4.15890794844964,-5.157326708059385,4.412700860239389,-6.975829527155493,-1.752209617425926,18.785109879196952
+-0.26383308005984984,2.215273608747532,1.6502631297858184,5.703661451197039,-4.0912390322540855,2.098872602411641,-2.7675734074535874,-1.9613148861983887,-0.8383159691646735,-9.376269745440297,115.83552628340108
+4.423337963056316,9.750159536558694,0.9663608258738021,1.9329488000354833,1.7689999610772933,7.3939271758082885,-1.3868188371384593,8.56925063660759,-5.055913207149125,8.93117987385107,-187.1444233816407
+9.285947560911751,2.0641393255488283,3.245902151798916,3.1891349202170494,8.147819629598514,-9.830759031257992,5.78002712813203,2.579035055791159,7.452713554684847,1.7354306483089488,-159.07876885511234
+-0.19506248639801438,4.945949160989793,-2.6380827914079275,-3.7467167954694536,0.3636383928490705,7.5613405221125625,-8.730995330601141,7.14233867274336,4.900087709115358,4.141392511025428,-112.70366907661405
+-5.722309964025538,-7.980141789890755,-2.807970476255597,-6.110623445316619,0.9310400102026795,6.837765022676095,1.5859312010595272,9.830247904128328,9.092343907379208,2.117812913826922,-179.65472517216097
+-4.897001300134183,-7.798795930688696,0.290399407589812,8.006841984460472,2.8035972745882187,-7.013983638391778,-5.863240169744253,-0.26954627771932804,1.734632483536116,-0.6889966799364,53.9764755935575
+8.352527529828242,0.38905075483489426,-4.646505878172064,-1.5626549517984611,-7.364382046240799,5.4457826755421035,5.253058568957771,-3.2388228128709984,9.912791999204478,-8.520985518141106,4.5190733791728235
+2.0586986750972835,-2.3571478157009396,-9.6263440412929,8.913265993220328,8.641893563218908,3.9669402261177944,-7.879099271289737,-3.292869546463708,-4.439002087625765,-9.34673460246913,147.60140482322674
+8.000044831866461,-6.997240123520674,4.865971129358235,-3.1429126786898243,-2.420857268724217,-5.881070564262791,-6.453304788074094,-4.0703204952109555,5.409069140572682,-8.104475522885101,165.38550187398886
+-5.681919400908997,7.281065887505866,5.831938180049077,-8.610220390602466,0.6009631616007427,1.9914959474628868,1.4999755498424228,6.1157062203321155,1.2798859370929816,-9.144962138993751,17.505314371009096
+6.339977519106661,-4.376153869865485,1.4640058117663024,-5.4160742891340945,0.3247554661927876,1.9145413087330954,-4.813046847947502,-8.822763398612665,7.2028725183237885,1.3697963741744879,35.62333787918543
+6.201017910855294,9.907931365811908,-3.1378491880842674,7.71841963110268,-0.7942852526533883,-7.383949861974388,-5.365333338376073,7.001262088028161,-3.9064884186057114,7.517791542295898,-54.31887773221481
+3.7251836820592366,9.323227939136531,4.009175543733887,2.62364935548679,8.919150321019806,1.1269331759106116,5.6552631087985965,-3.2435018666217785,5.0546294835439,9.503539457659922,-246.64748841914425
+4.830767664283922,-2.8836187817239134,-9.214684880104539,-5.44359860567011,-4.205021100948343,-2.122604920157769,7.340010272797288,-7.423341019658003,1.5787705838247246,8.455018587663632,-3.272783231993361
+7.021781517036461,-1.595365581428796,-9.857650191183458,-9.733764502173042,-9.880272741167932,-2.6229404873473916,0.11873860056401453,2.935854533542217,6.615297035527652,4.9751461383906666,-0.2917608992012152
+-4.088053575490063,0.11768930059301352,2.0163630028303547,6.529292324575808,0.34800614866230095,9.380919168703993,-9.876377369222727,-6.248316617309899,5.237582921020085,-9.996671849153472,89.99170106920356
+-8.96381888684199,0.6784160442574216,-0.49044062386028875,4.162525805869355,-3.7373723760467636,-1.3064603090029903,1.487703971944765,-2.380667997847541,7.9007975439386495,1.833402658963994,-57.76857565052658
+-2.864208169945812,-9.471762237401629,6.6348873339220855,-2.843421902606058,3.416971738483676,2.4485410026356047,-2.0690137713640877,8.340162747163989,-3.859200496285844,9.660988545491058,-129.3426008479729
+-4.065894314518843,-0.7352599878841914,5.2752564055427875,-0.7101391712390281,-9.309661722210357,-3.2052085112071116,-3.8590050221799954,2.354130031013184,7.066676207839038,4.968197382829576,-43.70919618293422
+5.162832203285587,-3.4454679787268483,-0.7255857340757532,1.9877136439706589,8.614903610369069,-5.903445839476181,8.775964098405103,3.3368105691847094,-2.875393520236198,-6.2511589162967525,-7.830863587165082
+9.370902677906777,-8.567682401301123,9.0532652039213,3.468033808118778,-0.5088616393060263,0.6112628130179187,3.79774212721826,1.7127420614476696,9.766024391842992,7.661616206310957,-235.15064044799348
+6.215152677364411,6.721957219068786,9.880373608694793,1.9474026322180293,8.758596477042413,4.803714706239823,-0.9935715642238385,3.018421335619399,4.492477882393782,4.112445917047496,-225.22760830496333
+-4.451041205282125,9.143376177794831,1.5545579405611343,-4.349083170752721,9.422939697750119,3.49627029473607,-5.596230140179113,5.810353781985471,1.2049200896504186,-2.9111349468520675,-55.2259170601618
+-0.5741671259689651,6.5076383229714025,3.623008389119393,-0.9470520772885238,8.41397280884628,-7.208927591923864,-1.802658327518345,-4.603190884297714,-9.454843720863169,-7.814223836508427,198.46152447419024
+-8.266745945745962,2.2266307333704893,-9.466518209309616,-9.216022956819446,1.624550088036505,2.2115849660585885,4.100141169734249,-0.9416995307422904,8.644983773435293,8.963600327942725,-137.07831595311092
+0.8941527574132335,7.636465139288813,-8.058087229217044,-6.524094250768515,0.45622630478695747,-1.6860140646270083,-8.596475254729576,4.284766717239263,5.201074731224606,3.7944842737907347,-14.819421891129709
+9.854613396283051,-5.1896550504784145,8.109664008896893,-1.3302130684254743,2.6487155687868946,-5.321042567710177,-9.319809756881575,7.467895303140324,-0.9885027098368204,-8.386848841354748,101.93365909411824
+7.282716307690151,-9.467992348448712,-4.376055133902539,7.016010844874987,-7.190625689495076,5.743629685348381,-8.154043930422022,6.518373617164281,3.7445505460042594,1.2888667031366707,-39.855195669724736
+4.221651861432045,3.634498026912072,-5.341557969819717,-2.9857659784383173,-2.878194068422011,-8.824256218334721,-8.929794389847567,2.912986489710796,-3.8007420345848986,6.523228891433577,95.37619840815331
+1.288932629953865,7.91102069289519,-9.864921698986642,-3.8361438660955915,-6.687270214907963,-7.417357351869709,-6.4529671027496205,-0.2074278991194034,-9.096872118483956,-5.2977648950320155,290.9432188644351
+-8.228433006066489,8.395376384562315,1.2551465263497685,2.078556499885047,-5.459260574057129,1.2835960509200728,0.7568727974200806,8.10292385695835,5.036672899718502,-3.165195452731755,-80.59815598962062
+-8.876303725431875,-5.669087148620582,4.198016744407038,1.3627764254850971,5.827759535228312,-5.2072889875656125,4.7729658564909805,6.91323778263484,-4.211637437968392,-8.24575982688065,39.8182100814181
+-8.864607909772193,-5.974868520922434,9.698766602437248,-5.019364639167543,7.609893363386635,-7.236517061356604,-6.41030389758622,-6.514271201988599,8.319133644864372,-5.571952827400821,98.60175606992944
+-2.7760367163687216,0.9017722311524179,9.57290754349831,2.869509971669557,6.793363867643487,-8.377430150734103,0.9098689775324842,-5.448012505397886,7.627857436761767,1.5488960860991297,-66.54714637372713
+-7.557763280068473,-6.435403656492911,4.119495894575358,-9.45103631572977,0.3409417626198019,7.486474213739358,1.2296826765164481,9.198952963462501,-0.24866635284861882,-8.476291427509505,7.122711161547571
+0.5622817458550777,1.6516242516154556,9.44302720830676,-5.556012674990822,8.689349520968317,-4.211635285722228,-8.975841570103436,4.084519480928095,1.3520462356963114,9.025045097436424,-97.1323154674981
+-7.660954220676281,-0.9398748075790242,-3.9160007820974996,-5.759632296143648,4.978069377021159,6.99945203280736,7.571377592933044,-7.917741260502991,-1.5000551268740114,-4.352453264901326,48.54764881514451
+-3.0895255176971026,9.33047087199718,9.542340612002754,4.608435148260184,7.029712295242905,0.8289208580423213,-6.828918536097161,2.151508856151141,-6.290521577054733,3.6758867254233896,-49.15882001611368
+8.69134142181613,2.9829504269096296,8.268719041517755,3.9108763674664493,-2.8416293065558973,5.501496495950471,-6.416477149202617,1.5983400391813274,3.214457974538898,9.790937156652603,-165.3840532730104
+-3.200903086188467,-0.660542059714817,-4.507305032168958,7.1096156084540985,4.353366709763719,4.54244369514395,-3.3390329043360123,8.316576485853805,-3.5957296397099303,4.862439499592206,-115.16500903351445
+4.265478722215481,0.20414644781796998,-8.464396128514526,3.040139369269763,7.625712519973325,4.299571523149661,-2.2646123136693896,2.7253745027085396,3.854290695125302,-6.194306640154583,-30.41231456237255
+-8.487923817184095,-6.6565817030431536,1.697231576877063,-4.845439879992492,2.3190591520468207,5.884249838115774,8.032844721410047,-8.950184039514866,-5.092846515881719,-7.577639441553701,129.61536824685257
+-6.983097862310894,-8.322490021999776,-4.615628910334508,8.613190531896201,-3.96808715223963,0.21891297708749535,8.297734758672185,-3.4013933733540713,-5.22052015771836,8.998104721239159,-48.7688055948261
+5.935862226812376,-8.529638854203789,-1.3341996738220008,8.989077833366446,9.019319901465504,-9.164509857248419,-9.580328417220343,-4.674757233532285,-3.6887197674037586,-9.793824761616365,227.67616864781732
+-3.4015486792966376,4.967884792244115,-0.03783187487731432,7.619805129530728,-6.248933302393613,3.6510619705017144,6.782055569639258,-7.377767758299882,-2.639330476760544,9.861725646748202,-87.3283663783794
+3.909619640834654,-7.647403255609195,-7.561041245290953,-2.5103197429164115,3.527051262449521,0.652328346980755,-7.299258207590869,1.2993826442402634,9.979763716018367,8.8143811999746,-109.95235581284133
+-6.030340043764433,6.520496590128946,4.925727918725076,8.86625279034195,8.452701333755833,-8.748424735130968,-6.84127115564074,-7.361575780867861,7.674624858130617,-1.1030170297621078,5.689733067354475
+6.9138584212629794,-1.810369084055321,3.3464614350556876,-1.9596472732068326,0.7931884890735419,-1.2771161479910864,2.6401095534709818,2.316945051277901,4.665406050760142,9.480114674623527,-171.3690928698122
+-6.666254874520705,-8.323190289388137,3.4102247931591756,-0.6561505429056802,-4.990932089240506,-7.352667248006921,-9.944391206648124,3.025723301170633,-0.32970353306777334,8.362102365154886,52.83720450002804
+9.674731320434741,-1.2036382043006588,1.0948433992967832,-2.138491964671483,1.848979664542656,4.927666980621015,7.015288977511753,-1.6148184449580727,-7.224088328608172,-1.463904401772238,5.786228833851689
+-6.995695513945634,1.4389896989644257,-7.21320891004342,-4.017687145713609,1.1034508828927292,5.518719686546918,-1.2710958457652244,2.592750121194005,-7.890832056355541,0.6824153862422322,59.05197818292893
+2.320131297822916,7.703762051387355,-9.179759338670827,-7.576828961093371,3.3676510234171464,6.149567874324182,-5.368098940728274,-9.222109899822293,-5.437526654660443,0.8096360894597532,141.99916267840615
+-4.273250551861447,8.895574406663139,-7.038098005574138,6.4587135416939345,2.5821399168787385,8.382202215656378,-8.215010207826683,7.8010860778896385,1.8226885523704572,-1.7773616120875069,-80.89394057865519
+2.5941384342922125,4.678929073454774,3.2800370152135305,1.1602622625784775,6.9661078595791315,-2.656251262393099,-2.802234586871548,0.37175688218854974,-2.8687008126950286,3.121566517190415,-30.439797232921105
+-0.8621583795700682,0.6747989789374165,-2.3271013128670948,-7.096375225661675,-5.9219034156952315,-9.791218508221856,0.35799104917968005,3.241259698435104,2.556477445945018,3.9670353336914443,35.44684433839152
+-6.15182446807252,-9.528536764525137,-5.39702296391283,9.09022231551905,3.116251006049242,9.52568396737277,-8.132337428965553,-2.143670879973274,-2.8226926374076244,-3.0760182904295807,66.09985850571395
+5.175109964387728,4.355276810411648,1.4544925234950878,-0.55086965652972,-8.28337948363453,8.396109546391951,-8.385724463816121,-1.2594486585453923,-9.822646075897872,2.9597790176724903,105.13019140469746
+6.778464678101659,7.076056275049904,-8.69761700200212,4.641245023437525,9.098273082470412,-8.074592261556433,-4.579894394085433,7.6110401857039545,6.951533894101836,6.10928802289277,-158.55012052443217
+2.096445949450121,-6.250383030127273,8.27359521495884,-7.482483127128415,2.938100026854462,-4.471700797595515,-5.717527191625087,0.688871280315273,-5.129517868082056,9.71399634144869,14.221032497131173
+-5.548510251109278,0.8324066192826907,-3.9519476468254933,8.406104496808986,2.050085287764669,-8.293999473447508,1.402307774720779,0.1585173938872031,5.132163031744992,-6.853449146138826,36.50197648738058
+6.341576697748468,4.630017205859886,-8.02741852945684,2.7110508025550817,-2.528803721372712,4.926004748885051,-2.460448074973405,3.8950032275133317,8.750810330925825,7.095152582899176,-179.6333244691152
+8.828231555474806,-7.883706955178718,9.903279873915274,-4.558964450691461,-9.791219777354454,3.595926534552969,-2.0486213675905574,8.199023662566315,-1.4334190222541165,5.215672929106905,-64.3307621055514
+-3.7794183553656913,-6.243569421903608,-8.770508761531918,-9.174378782259303,-5.49038426125346,-8.821843449211496,-8.124518423558666,2.231650657134523,8.976344087754555,2.5238962421665656,96.12270580051762
+9.601007311692493,-3.8292823293010736,7.28961508548692,8.286328652920936,8.154655291867554,6.371769650509938,-0.40514052329686967,7.796534062395102,5.2383874574273275,3.3871834105941234,-272.2510338538772
+-3.6139434077379073,-7.802810795009241,-5.202789558966003,8.650345764895262,-7.799713118015279,2.3390072097982473,-2.039753741110726,-1.8810146417284335,-9.10118749802687,7.073473657241978,69.69293519349442
+-4.3234068830503425,9.06777695673246,0.7942262902299668,-5.202774764531284,1.7345332143048653,2.5776829466628515,9.630287923712281,3.133390441677535,-0.35983365196046835,3.581183268874979,-140.58199735965565
+1.4950945664593895,0.29635901526482655,-5.644578024343161,-1.9775364866849854,7.5530737276633175,2.2774012910208596,5.6841240272158995,-6.526585211837872,-6.722007251050375,-6.047831904112167,108.47774529920025
+-9.321928951765488,9.005888608188355,5.440678755115062,7.959681524542015,9.6248564387812,3.2010762765730805,0.5979030959840204,-8.570008879175326,1.6872844802531928,-1.1119907933599515,-61.31147633663893
+-0.03317458802574613,8.252076537509721,-1.0991162620652095,0.8231106144016209,0.7549843415905255,7.923482123763506,2.992576683809931,-8.999767347826396,2.569028681501384,-0.9710295306560068,-26.68796652626341
+7.3225349030166615,-8.09661661450675,2.2052068315640017,0.9231486786939014,-9.508487628473848,8.658512070228777,6.992724835720001,5.205122958423618,-4.701456995137239,6.591437451008552,-116.38159986911168
+2.877350947140438,-3.090762814043102,3.841220991383394,-6.956825277260936,8.516212361540877,-1.3946606570320608,1.7945331424769617,-8.080605021476423,-1.7451859652498003,8.213859529483647,-25.034772887388424
+6.825527786695432,9.554149898331485,3.178653320061533,8.104468138177296,2.2700566812269463,-1.1365562593972323,8.847371036150003,-3.4936212793773747,-5.97493714393517,-4.180968755079135,-8.176711370516681
+2.1036023166792983,-4.899781475418434,-1.6744373068119556,-7.808724929543285,-3.2099807058462604,8.177450714505,-0.5228390204104683,-5.697774545367369,3.4847538819118795,0.1409643714681863,31.271526307210298
+8.434059348824848,-4.938368324421489,-6.871664099496453,-2.517436082962048,-7.996038938147811,2.924321441369744,-6.105471078191227,3.6606803144635247,6.894214685823751,8.263455983318035,-73.05735320470042
+-9.747398995457427,-1.4149736938114987,8.803876801196802,5.04814667972475,-4.431924409422539,6.943445739020517,-5.026938094063949,-4.0779687587753415,0.6089555654390599,9.027566294303211,-78.07965218622131
+-7.801686795795321,8.894172805865026,0.8666100164782153,4.429242312809809,-4.777876253767808,-4.7161824419839675,-9.032180143293921,-9.009379879974952,-0.6196298921363108,-2.1574098671985675,188.34970838122604
+2.4079882583563283,0.596778963520439,6.016303920501478,1.9382987595420142,-8.204459294347767,-3.591238168409181,3.0695556364806897,-8.062639694718705,2.7399640233995037,7.937986351324016,-23.929442821425916
+0.6169497157198411,-0.8662009888846423,-3.6045559366770186,9.216202768049587,-9.491612996714595,-1.134782874254343,-1.3653552369822752,5.492889593700561,6.463003367132294,-5.52057484980091,-4.537989231015616
+-0.5654855439754503,-3.8531639736069923,-2.351070717346917,9.156642945674422,-5.223624080213803,-3.036162173899002,-7.269330272740193,-3.7778523693132193,4.325342911562036,-9.063918540034914,160.16960757470002
+-3.542108907740791,-6.0445238719479395,9.203120255384036,1.9209963906635208,-6.5394798887447685,-1.0614147003704355,-5.5304870647965405,-4.326646989381564,-5.8719709759853345,-8.584296814515092,235.60585210309122
+-1.8423506297948733,6.127629386922879,-1.5358027251116457,5.988921873076469,-3.34899052108685,8.709009390016703,-4.417397816883948,7.925384314524577,-9.75515817039943,-1.0676511052875726,3.6137748884298393
+-9.597199835955042,3.4014122167142613,-2.448534900842103,-6.903350197778629,8.852980877914675,-3.87177715440038,-0.4743473209871141,9.621055038987855,7.6355184436370855,-9.251357303818502,-29.76791630233614
+-7.290267387454239,-7.631054442226994,-8.050329328697446,-5.713845095220458,-8.77079021346079,9.58094434452696,0.15443805840753555,8.875671472748397,-1.3168411899872723,4.279778395643294,-44.15088107969357
+6.070676817188298,-5.645676448035164,-9.68442438479357,-4.789073167569546,8.443471240236518,-2.3346888956453404,1.0964394676189815,8.555412275801569,8.667230109835645,4.24574749137361,-167.73328881728858
+-0.4394907770594947,-5.456035229172604,-0.26299561515281455,-2.199521463809111,-1.9256307050806942,-9.037414913533324,-0.6744657444664681,-3.6288423891314237,3.3303319572746037,-6.205907310446261,154.25698576972528
+-8.590373238930574,2.1260880173421293,8.55776895006306,7.916126659299156,2.9642694840944595,6.6222703248667125,-3.6061457170587508,3.9999855159975217,4.249400205410554,7.380079067524239,-222.92148869247768
+-6.245014144539091,6.481119361476109,9.33231696503965,7.512110426610967,-2.852349278683768,8.745832719741456,7.5665625928558455,1.9889273454920775,-0.0007577881189013702,8.244096653495824,-251.0585527189975
+-3.391465860331202,-2.11310832634126,-0.6372265054970128,6.180411426894324,-0.6226955696557113,8.507842476192756,6.425072348296032,-6.129997932834145,-4.552694603448995,0.6527115607196188,-20.837534142705184
+5.7842632544997485,-4.096166925223557,4.215373205551691,-4.57820251387316,7.031689710207489,8.431165038691121,6.864696293949555,-9.99522516734946,5.839597585049569,-9.29906820659453,-1.8630300637479456
+-1.385476650323929,-2.1212020913502405,-7.939098511240377,-7.200758860293703,-4.794333428474189,-7.526116857790088,-2.4697131597226774,9.58616969919142,-6.378415329651739,-5.627571752667981,184.99388408171922
+-5.7171501529355195,-5.883531897585062,-6.964625729558183,4.821155357726328,-5.245905064944694,-2.6862498033746474,3.654722615423951,7.151685322164536,-6.281104420869812,4.855353507002449,-9.420345662045307
+-9.067772159028127,-1.882407464197433,-0.8348472256643324,-9.531762842273903,1.9261331975776863,-0.9877512496292229,-4.372507769431159,-6.261233363503866,2.5364806806022067,0.5880918746380881,105.26367206630574
+-8.245807712884773,3.7680621994675945,-1.5298381208838019,8.535710752246487,1.5775016440154643,-2.0832769382941763,1.4249980907429416,-3.1999546569042026,-4.841208392667388,-7.34210486790527,111.82175925838203
+-5.13840241166344,-8.096934596586694,-7.16866293501865,-3.3945244516352124,9.020829962351009,4.496300091085885,3.085531649502087,1.0780709541857947,-7.599331698724456,-8.458984813362742,110.41380438167387
+-0.495529730359483,1.8220747063291287,1.466937627996785,-8.191338205874455,8.597152181004134,1.6188167440259837,1.1046292505236721,2.194062166291515,-8.099970836470177,4.383346201225812,-18.798102004738748
+1.2312488727691218,0.5780722984156705,-2.0838524963872684,7.095033276886906,-3.333265861450292,-5.990872830330389,4.400972705339081,-1.5003550022340928,-7.053362308972984,5.169744245586337,24.82938839675298
+-0.12886098272536284,-0.9139925737904631,-4.581565510283401,-2.5038996048007944,9.710268996590937,8.998063766087705,3.1362845066775757,-5.849320277374015,-1.25609660733367,-6.04380974137523,22.905828499847917
+-5.3129447054907875,-8.137022804247225,4.502551184242827,7.414188911189738,4.631950054721781,-8.680110110803472,-6.41506481399608,8.34932682729592,7.512291927256351,-5.528383618456245,-23.370457973402775
+-3.872836861600304,5.196199689446683,-1.5989906102951257,6.021179925282276,-3.9289957257238073,5.555459999608527,-4.130749026680953,4.858950355272176,-4.018574994567299,-9.881845628558626,88.81635079551303
+2.2519836183853648,-0.6173093179845024,-8.948469976131443,-1.2746461363529904,-6.923945641432818,-1.5655391266121277,-1.2617116822618235,-5.838110315121359,-2.9328907210302324,1.675377707443797,142.96934257670802
+-9.168885505478624,-4.0520456652281345,6.405932156709817,-2.557055056022852,9.22852487012419,-8.217879649451591,-4.132294532239776,6.7111886203049504,-2.149511909773969,7.593286224345974,-66.78719969876472
+6.109026863911096,-7.908302182713374,4.965257327241859,-5.1021845677113475,9.593423934818897,-8.65315799895785,6.620424205201538,3.9150160140230272,-0.2305870781647057,-8.734711616791264,35.360855652454546
+5.426886218448457,-5.725425071389956,9.904234591317698,4.301268884215297,-7.9448235039539465,2.663248647588514,1.9551047094921903,-8.677837116901806,5.261973387524956,9.581135934426271,-100.38361500415961
+4.7489424862370715,-9.784130317565513,6.484937492610925,2.7895235769566695,5.270276340956088,1.5542460704081407,-5.213426565314025,6.849427323756448,-4.19751644065814,-5.879810286361646,30.711984634578656
+4.455043020377028,2.786162064660207,-3.9340334029968993,-7.941431512428219,-2.3704885380809104,3.7005547149775486,7.782272985473506,-8.596814786160575,8.031206533059734,-3.9856894026763445,8.110180335994949
+1.1519792736845935,2.471239445811224,-0.9681865382443489,9.114552011262811,-1.2764990137353416,8.599372415334848,0.7614028378936766,-5.358576879956987,-9.038990210868807,5.507904490069622,-16.89823570728153
+-0.624913472613573,-3.617804574663619,-9.798633113380559,-1.5442266721707232,0.44832252254727756,-0.9430806057111996,6.93698221875289,-2.1300964021734514,5.86282523114507,-0.3121001831585657,-30.776691582411974
+-8.53606465504727,9.42492477315118,4.119887144719185,0.033425402647895286,-5.987169707029207,-8.908318306446105,0.2709002670257221,5.947847904942549,4.623809147215708,9.359808553219962,-122.06436125047735
+7.276631917643865,-2.601189932215855,5.572213888223175,4.643375478153575,-7.530792168044895,5.757750399032848,-4.588071284423045,2.9683842710236785,2.1653897341557293,5.244601621219546,-94.3872610344221
+3.8483939263781486,-1.874680916961322,9.475475715729932,2.505963446580368,0.0869026072654977,-5.617666757777105,-9.079524871267948,-1.737747683132016,-5.262090479733594,5.061972276277585,72.82165396707244
+-5.8281713709368095,4.652172154230405,-7.7812426887373825,-0.09516054899662008,-8.263565799656387,-2.2210011796886686,-3.8827750512711368,8.810636554232566,2.8403682190059554,7.2113316840703305,-62.766583680000444
+0.29831805051453886,-7.571580927101591,-8.889928318895805,2.3105560321151097,9.527466528981636,-3.8372807362691153,5.364068698960858,0.4364469878608279,-2.2985074089883595,6.078902202170429,-70.37769946750677
+-9.677836926777408,9.568483766511548,4.700754095552025,-3.9371387443012873,-5.468863870219365,-8.364168059415567,-4.7374774019513755,7.69733973125871,-6.590927216319143,-3.0072123417722407,133.95029609170933
+-0.08695884422733613,9.03756278437088,2.6125588535723887,5.770493444404323,-5.938230759420973,5.101015915457032,-7.759340157789594,6.753164434402614,-8.662845622042672,5.197842943754196,-19.565901269555354
+-1.571341434627631,8.952590239518656,6.004839031926393,3.5582125008476817,9.954445572202646,2.4640802629208625,9.356116759679967,-8.112599415017929,4.752159666949572,7.719358292008391,-230.8036424351436
+-5.2531740000541305,2.4052164005541443,-3.629056706147946,-1.8669568459586894,6.023535981536199,8.013312969003731,-1.8405126976168584,-7.96760491447478,8.195488538649974,5.523168755688634,-108.29786189837158
+-6.204492639991049,7.636616521926339,-8.834398576246134,6.14136676291359,-5.654281379990691,0.40361556531547826,3.3948585583647484,-5.611393489449199,-7.861611617253528,0.5956263111966242,106.93928683955154
+7.027619408202657,7.864816083560983,5.88070165197302,-3.405006111879254,7.714195823087704,-7.791657055651493,5.534560191640939,-0.07262531016574147,-3.4878200633349166,-9.346507497340786,71.29410329594377
+-0.2662723326698724,-1.499973639174328,-9.935487301922084,-6.561462949650365,-5.584107304727494,-3.754770132985177,5.8299341084555945,0.8175551477378273,2.683997979054864,-4.818812150377372,90.61777811444632
+2.897790381475913,9.932878099815902,-8.186282626308177,-6.878857049435472,-6.656840689282426,-2.7672133411223876,-2.8768536613122464,2.7494029083891713,8.020607811553347,0.749902233986437,1.0834572879596047
+-3.2274633015913134,5.786682546553177,9.64111345098005,-6.147856314961775,0.13127849738309605,-9.126291193724967,-0.7402947298363194,3.9871008751364156,-8.085710805609278,8.14012339796115,10.166610854862665
+-8.41420010199607,-8.649814353369978,-7.444559986689807,3.273662214756108,0.35970283964122496,4.343936817358783,6.086776902375892,9.061927587898804,5.503013216839201,-3.8983799371355032,-114.73212541004938
+-3.100153236705956,1.335697885908309,8.04834691856801,-7.361150004776096,0.17176574983837067,-2.363300937688302,-1.8654987268049994,1.466553633213854,-7.502500592505495,5.412562729639301,36.76531417301582
+2.6326604077148863,4.750775192730634,6.828116057265088,2.3428260097372533,-4.683457564386604,5.5885195445970375,-9.800639170600984,-6.9504286593919655,-1.8544897111825986,0.8169608859278132,83.8709441762648
+-6.984732644703162,1.2813729710519706,2.9540217460855267,1.9230624409964348,-8.194489760037488,-1.7476165259184029,3.3860174341009674,7.854400748490065,-3.05411948457351,9.064488017563697,-106.44835009919306
+-9.393636969408497,5.569774124377678,-0.1024193104907245,-5.753222438733195,5.948065117800001,-1.066027329640915,5.187988827833099,-7.4212228412403025,-3.5465116975256072,7.029634338914472,-13.710865524934679
+-1.6189106694498179,8.77385867874594,-2.0244434296564506,-1.9669004357208797,2.021481388724513,-1.0782840687915596,0.30466629625803376,-2.064131648767935,-1.3333938764869036,-1.4508682886120172,39.06772744672724
+6.745510176078941,3.7796765021885492,-9.835879118075097,-4.75824062200501,2.4608221124187013,3.221808071932515,9.388333633339645,9.36704091798445,8.680160898017576,-4.615476725966463,-166.8128276467504
+1.441465597244893,8.700224491920153,-2.836513908597218,7.443833626047165,0.9507473363381203,-8.089228942232253,-7.951837770730799,8.417153980075089,-3.159334564982841,-3.5141931992973774,58.489669365522694
+2.3388766117719295,-5.258289978231934,2.4372241095448532,-3.930315481467226,2.8897411132093698,-0.7962052170664524,-3.84792614786696,1.653138916988559,-8.934100699944757,-1.0708653937975798,114.92144089896968
+1.1038300978387627,-1.9025177297538254,6.742836217911394,9.41252014813383,-2.2451136478435774,-8.464714216632688,8.472574046354351,-3.7182276320541074,-2.8417707402624037,9.516276854591357,-88.4055481297557
+-6.2387108499450905,-7.048251596203108,-6.111582732184708,6.932321219836217,7.270959752803097,9.882979733696754,6.758812134198504,-4.392948166680868,1.898181337363678,4.686879260725663,-156.9544722234155
+-8.952912802655108,9.35006201655597,4.382574780772243,5.887708060072942,8.907026959229551,8.146943772855748,0.12339970286716184,3.2719890942033114,-5.738050340783348,-9.679824065048251,-14.75655005939717
+-4.850614447594501,5.624109093509693,-2.4477450336855355,4.1261103406964805,4.396218279078821,5.788857808633243,1.8328130474755344,1.9457000112086864,0.4170531596548166,-6.692751682094819,-34.89335405924804
+7.364362054312443,-4.8832502252588235,-3.714329906116103,4.346610699028117,2.1336158501396585,4.773248391827016,-2.343489677611652,8.352609609361805,0.30764161282824,4.694891717043963,-139.5372159743736
+-9.07790281737154,-6.8931503447455045,7.227168326503229,4.092905900322328,8.072975327785555,8.970454855543196,-3.9516827947442446,-0.34879267885141507,-8.076188435480132,6.2752945295250555,-64.95128237181154
+3.44274815635921,4.175984638952657,-0.7303979126632787,2.4879318740823275,-9.089766166474968,-8.655936063167022,2.2401859361723386,-7.933147279482937,2.956065555093512,4.077867815214926,61.46461449740526
+-1.6350969340927635,8.19447601734283,9.58643768745205,8.317135905907314,5.27870698775359,-6.16690218874896,9.203859233517484,3.8243988763491554,-5.471136182973202,6.062094772715301,-169.27387590624002
+3.360921601154827,8.843876454402178,2.1491661582389954,-5.905297626525994,-3.498595041967827,-4.142612785721214,-4.914889513371183,2.5729030843656053,-8.748267785063097,-6.22570172021033,196.78261663236123
+-1.4933594675149364,-1.2990996341919003,4.501088833322877,-8.078799655490972,8.945006933756478,-6.04471428051037,2.031563780378629,1.3967204034906788,-0.8877401051967637,-9.823158671426505,98.91044756133034
+-2.808371066626507,2.6962768236531387,-1.7419418309985857,-2.8224637605039082,-5.1374630392029585,4.710879270930244,2.7447030883458923,-1.4568999602043808,-1.7220353341758088,3.2182305651043763,-8.540566171453843
+9.576969181998091,5.277038077191594,0.47894937570988505,-2.1822582112101974,-2.464419920250447,1.1061127497348955,-0.2804918825902236,0.6423711485116446,2.134949686983263,-1.0281505801764967,-15.750098006089093
+-8.400680643344902,-6.4666860463391895,2.3175087644112846,-1.7863056467158267,7.606817444678137,7.299445200188799,2.4691127764520804,7.356408221713348,-1.1653953041122334,-4.903771130889165,-73.67192018710867
+0.264913691674582,-8.141031875094784,3.611652664363847,2.5444326370441717,-2.5920353975851684,3.7690403204112677,-0.8596657694053045,1.0502042859773564,8.427313752707445,-8.26682038243516,-6.950524725262402
+3.3059025222504967,-7.761209518391268,4.944025648124026,-2.669128477020579,-4.285953611408391,5.06824709059776,-0.8266390638104903,-2.602550383508102,-8.295161782840427,-2.6729335872317073,130.63272017121082
+-3.3609154806657493,2.7427312355499134,5.536069170443136,-0.25138429161473796,-2.266135217459988,3.6383744766455983,-4.900895341996067,2.4142670783385944,1.7843851899873542,5.063096966865725,-77.03572959376822
+1.0475794054913035,-0.5706202209715405,1.2111505636188236,2.9524070652149415,-8.764111795455811,1.8562798975255368,-6.2682475297762625,4.175138344830504,2.9788218550545897,9.895577869555602,-93.37313145214418
+2.83511875932118,-5.394894192794455,-1.7805570896993261,2.1677417255453024,-1.943599473591453,7.790324637114459,-9.313960170902346,-3.2393422315146836,-8.486878540040115,-8.216870617567196,220.10315544717938
+3.1241931095887665,4.213022426530662,-0.44101977634738443,-4.876269293275324,8.298693278584427,-1.5111592335450075,5.5317375267781195,1.7623324241739757,-3.7114578761844053,3.598222459488085,-75.5058919083272
+5.180557332850723,7.693528805845576,-0.8024567064906396,-3.6018311955991567,6.886631044955596,-1.3422390539571705,2.093379651509566,1.7487010737211328,7.273706314699302,2.77688134136,-148.87050911449154
+-4.435600911455742,0.46730555954126896,-5.69748885284076,-2.998537491115423,8.52758381213931,-3.0196301926448887,-9.02854946498612,9.484172642298498,-1.178301348741646,5.52532891159723,-45.750588743920844
+6.9426000854651,-9.219192061856267,-8.441492112832831,-6.584968438376939,9.689771166742375,-8.111862167080364,8.053422623302746,-4.836167253750516,1.5680737623737206,4.821984779573305,-12.969529019288556
+5.402156448357673,-4.804294225859939,-0.5153040883063831,-7.769593465439386,-7.723525103733504,2.159524696890265,-3.7179903618356103,6.615827045126252,2.2739283015250145,-6.00957733600922,78.66539815868545
+-2.812065677865072,6.06905116796888,3.838024005262861,-7.693353918141241,-9.02468937310013,1.3437735532781603,5.591896307931625,-9.871834679834093,-3.0403200156437693,0.7504633642561598,109.42736599241483
+9.426986094419394,7.846735259190487,-2.8264813103788544,4.035609951646853,-3.970488277774409,8.429949011193564,-1.9452775147140433,-8.91528890086402,-9.991765706903248,-3.065368653667293,146.6853139755934
+8.990526443170797,5.776180257280712,0.35331284357681403,-2.0763745134131217,8.134437693436944,-8.579730064387551,-4.703298659384288,2.0877358444726934,-7.756014054034203,-8.836726204011311,174.8887517237622
+8.665110213811012,3.802076040519815,7.473305292772892,-6.49524400402867,7.5321770064482525,-7.381209231946371,-9.400482224990581,4.5660323709025015,6.84978502485065,-7.3251733749196335,38.630168612429614
+-8.580638713199374,4.6237665312259875,1.6181670627196532,-5.554077457780123,6.0974795773575785,-4.315381740361373,-8.416244256493655,7.325738146179588,2.5628518469292816,-0.2789039535090265,-3.7964785810785884
+-8.794850401233864,-8.234964946818561,-4.65915150466383,-3.0248279807373035,7.764055664265184,4.202282433928588,9.699756353247144,3.8822578768100646,-8.816735977437338,4.704492795203931,-75.3876647409011
+-4.400831485569839,-6.176794360299482,5.176896684062983,-0.3405257711384668,3.6557390187434757,3.5918707817590234,-5.982000290549094,1.7613237669820725,-7.308752929715883,-9.18798199588969,151.62088756906
+-4.009280612931776,4.750138755141373,4.3489678288383455,9.500284490081732,0.6453643189176095,-6.768222064675924,9.357242831063159,-9.830153078309198,6.466342978215362,-3.11775346392021,-30.59726840871378
+-0.7269521962843917,-5.379405506686295,-8.830217124201205,8.690949819358643,2.8019810802895773,-2.227578728056634,3.03544052842015,8.09115676933035,-1.499032525362265,6.83338953668126,-134.44476327499464
+2.804296182855317,0.7188727125609251,-3.2881010741145555,9.494732775756153,9.496538412105062,1.905755291933,3.6481839707229113,2.358846129401986,3.354366847330339,5.305102576166627,-215.18091309747655
+4.886491879630115,0.20787543825293575,-4.540773916967131,-8.804936788802056,-8.116905032867535,-0.18011979459576333,1.5067373028423714,-5.414263449384553,4.58362142341906,-9.41202231002446,174.18190758190025
+3.696993514701905,-4.5532072411949525,-9.49643383282584,-9.57569676646874,-3.3395752652764688,0.3143405670493493,-5.340835016740488,7.64640363545094,4.603973261755911,-4.663797498959424,71.9325455393656
+-4.465100873228851,2.49066126502983,5.868007621847844,-1.3929120611395174,-5.849449103479067,6.325100953943512,7.8968243180730795,-2.154892147032883,-7.261839426533192,-3.667434268176417,46.440203522914736
+0.34137334645157,-2.703611047448453,1.4746497764096,-0.42295578818689394,-6.716490168509999,-1.2912965177832536,-7.929358905686068,4.240543943914314,-5.4378197422432155,-0.963129237549365,127.41749973137541
+9.648145910620178,3.730192972229056,0.8913706225005802,5.108279180934012,-8.789797757428808,0.28992498374929454,8.497152062766212,1.000517937174561,-4.609861326553981,8.175818256408425,-103.09287952469029
+4.4829810566918376,4.617731176941701,-5.409882851894572,-4.83913302529321,-5.5484044711679665,-8.630838675100367,-1.4749695643384597,-8.219133545911927,-5.502070502537961,0.19710604599064485,228.29013672240606
+3.5774546440560795,-0.4127163796874833,-1.920496304538526,6.482370936660518,-1.372340721644445,5.286648755354831,-7.652827427391797,-0.412525632047136,-5.823017961895262,-7.823356992072217,143.398899002783
+-5.111049202892046,4.537839879844398,1.8464347779097645,-0.1869535825687274,-6.633437104306019,4.875891397940388,1.6331494436118565,1.9126519808374587,9.108976347388397,-2.1566978037102214,-88.29727086544506
+-0.6941003703060189,0.14428014263039746,-2.827558462120612,7.807206798010887,-4.681979048733103,1.657743939395222,-4.723001232362378,-4.8735107059885525,8.531172805137324,-1.5341569770740726,4.636508218767152
+-0.09932183100469727,5.415252677950257,-2.3688345329577754,-0.0606915099937666,-2.96786641174531,7.621462142687809,-7.9789706504083036,5.189585031819384,7.689360573601707,-0.1338110420055938,-84.16010085885692
+7.542138590796535,-3.3635313682796775,-8.354098809969132,-3.8847020090693385,7.044252744322357,-7.7488905319968415,6.476995562860031,1.3257732333461214,-3.7822501701240885,-4.921814150410455,81.80609084650662
+3.4424728760238454,3.140289384301864,1.09482531372459,-5.195951589036476,-0.3645741092101962,6.24852281191528,-9.553234055526747,-2.2651732039096784,3.097726088004029,4.779007119267067,-14.790616675664507
+5.151517569247037,2.026753315677079,8.343861190170633,-5.373932994360409,3.7037597398366806,-8.844593246256284,-6.1295959783729455,-2.7345357103941392,6.92864283827856,-5.100890031078458,78.60685192478803
+5.3039799787191555,7.318156927671304,0.7763942399334733,-7.607706501604731,-1.2522553550361137,-3.535858983670088,-2.6650315080626585,4.779279369484096,-7.765548724795717,-2.663150554583016,116.78516479095458
+8.781560827184517,8.391385645755076,4.411031161026546,-2.4745188060360324,4.9218044303413055,-9.31869851023041,-7.149749669574685,5.9941302406965935,6.844895576615739,-4.089787070748523,-10.883440504507838
+6.0660742836502894,-8.540438351370256,6.885852270864017,-0.6232531660216711,3.3608323053421274,-5.711914078503126,-1.4504389675802032,-2.0956432199319863,-6.269780948034011,-9.409329522212879,191.59082756988553
+-3.2543756217329367,-9.03087669322649,1.7390961459897114,-8.15226539798771,6.739955954249941,-7.6798322477690295,8.53971751894939,5.956591229648927,-4.1785764720339085,-5.945486992524998,54.407725427482546
+2.30171471397276,-9.83231208692054,-2.2812189599116484,-6.947557114600027,-4.47079178848492,-4.339392083467535,1.8283615182573842,9.589899524326045,-0.35578704120720284,6.281925384546159,-45.06191988846686
+-4.337045524917318,-4.857543940590028,-2.6402672240370295,2.6793992463626792,-1.9850926480556508,6.181811515229965,-3.7734989547015862,-1.4891114808368844,-4.382830903460821,1.6443911469758454,48.87523768618528
+6.757909978962391,-1.3459565036472876,-2.138637753591228,1.784152995294388,-2.1408169358668605,-3.5982791601608,0.4848890195967104,-1.777287810815058,-6.421183396871166,-9.60566555665233,195.33880223296782
+3.047191216856455,-5.7071617118330735,9.021920756526285,1.3106326504801546,-6.530929933347682,1.05171358517697,-5.1091969953528675,-7.62965536564079,-0.20657344479801498,-2.066015880062997,125.10273173907562
+8.761891908353983,-1.4904736421130504,-5.446046878277924,-8.189517707476611,1.5800444031254468,2.34303644818304,0.025539087500381363,2.1181914651030453,3.4860704871135706,0.2685695309327718,-26.85826219102777
+-4.837089348381509,8.766350886510477,4.619781742813025,0.7256955698424239,-2.9561819729757843,5.017058602566906,4.216575454380608,-8.985213912338004,-6.3835603037180055,-6.195735466434577,120.44107901044624
+4.856164662624183,4.138800014275876,2.6214041568986435,-7.926340709872699,9.437370082776859,4.8960701619767395,2.5423553829260936,-7.610691985414171,1.7652011185484873,-4.322036795213872,9.002687150784112
+6.13615206914946,9.855057250517156,-9.4012483080453,-0.6591274098717803,-2.4208824704672383,-3.7462410585767514,5.524815313163107,7.344132372192065,-8.675251150847496,-3.107538264098495,54.915823693527905
+0.5287488224514769,-9.44707220026141,3.170639925100669,3.1224594427305097,-2.5848778282898732,-9.467816742000458,8.992601964141308,-1.4465631496670683,-6.6339685391104375,-9.479684884665126,172.54434625259623
+-5.264775600376002,0.8910257111397657,2.958161216721966,0.33153847581212537,-7.545991295543361,2.2967141449271944,-4.142381770747945,-0.15021073543086239,7.29454974385858,-5.031282768098906,36.25153246032094
+1.8129500318407743,7.387796540583809,5.102302066394189,-3.1626056884855003,3.930628501036275,4.2996761889746065,3.640005005615572,-7.3340941725264,8.777606867811297,-6.034465876674508,-46.57801698877582
+-6.467977009589754,9.804253890999114,9.088950548759684,-4.49231971559485,-7.1274600760487195,-4.123754848984811,5.0275544176003955,-6.945326127463232,6.739922471044395,-8.86502617547097,90.3873461721687
+-0.7344863759781561,-7.907423116390719,4.877127619507117,7.8375568209137665,3.876715681318419,0.11892280560535262,0.23678840231974307,9.976244415600261,-1.3401648713266678,-8.803928166165862,-28.026898050405592
+-0.28733631840233365,9.690711307939786,-8.678688018584978,-5.915048921594213,-3.250186811876681,5.13112984040138,5.244988213201111,2.6582169388963472,-8.152513060245514,-3.862777802797712,73.80903227864806
+-9.399114216318027,-8.775077308365574,-6.153223515731694,-3.391554098031495,-0.7254698065132903,3.9833386927067327,9.381707911835788,-5.054740211091979,6.354743205651268,-2.465369538499531,-16.44470083691885
+5.312272949230756,-0.6072661599870144,6.272651208814606,-0.8275111834885851,-4.007869121705188,-0.02372639371708063,-6.53567716065186,2.5268592516923416,5.501443784436908,-1.6084332959956882,-3.7795661669873293
+0.623231483848945,-9.993639671719027,-2.180480671707279,-7.983307359269995,-8.241472095319946,4.483622124465998,-6.62381965891607,-7.153755323172986,-8.031765938654159,9.83264769783725,152.53349346963017
+3.968332603055864,3.609276552843481,-9.961184778760622,-3.0917704637561316,-8.848104887124308,6.767321417388605,-2.3557867270697486,-0.8322512815216876,3.147912681974283,-0.8527626088873497,41.37889553385149
+-4.9279934132685295,-8.107500612586751,-4.223941616239646,-6.382001030593683,-4.628855737262403,8.067130747356606,-0.1387176350246766,7.267784797616859,9.444739238930044,-1.5778080333721256,-88.6812185622592
+-0.43882533198970064,-7.424564448118202,1.7420068067734396,7.083246118084025,-4.212933335256253,-6.449199986538883,9.326148130645835,-3.9924561486180665,2.788620867051692,4.612148107530394,-59.37337354767388
+9.210647482778437,9.262268472931467,2.9770578157997085,5.356126442891287,2.6762249741719923,-7.9733346548963,6.349526143417088,0.557120098057915,6.956381149622266,-3.605803614388079,-96.28989787966405
+-3.0942254779878975,6.506255467554681,-1.5696811421014445,-2.131334638617337,-1.564103283874747,2.625081616708662,5.535442367151315,2.9376386064420013,2.763481014636693,4.598436509305335,-134.84568563833054
+-6.785864248734132,0.3447123111487338,0.7684346748461834,3.449190720337749,5.811937913550915,-1.9286666764529992,-4.791499243704765,-5.532904668710197,6.311765409281165,2.2040083268136312,-25.291166256784113
+-6.696446746877682,-9.95264916367669,-1.5617814233139105,-3.0059551197039025,-6.172262224276121,-0.4276457097035058,-5.789037901838814,-7.585413070490025,6.463453554080603,-6.717714712253473,189.8647018164725
+9.255006109317655,6.304529576109889,8.640388912317956,-2.628341927192037,-2.8519533325776147,3.1335243866067874,-0.004303956034441558,8.357194796316293,-0.9984642689023882,1.4317063295572208,-110.25429884328875
+-7.962606285012701,-8.825849987777385,-5.3949045129159945,5.061545317167891,1.586712441920246,4.580039119375892,9.056908598505657,-1.744393346617803,-2.462991132521959,-0.8333356647668766,-29.35502449690129
+5.306037516352696,7.351682486574087,0.20073897525991535,8.161430239858928,8.533262477105247,-3.9275618327564876,-8.263162024446268,3.7749693475693435,7.814778617477376,-9.695782466552549,-14.571791432836175
+-0.5618769561388071,1.6227717608004522,7.7828830502235125,2.1185277237809297,-6.2170736704584995,-2.4365752732966994,4.564620678741569,1.3587922830706733,-6.916342666663597,5.105594008585079,-16.83078606033788
+5.2406415454721245,5.5626794930998935,-4.637850039071139,-4.560271967407705,3.339484623444411,-0.30130400095912835,-3.8098891461898288,-6.842711760339386,8.092110743744252,-9.156442306505216,104.98324627254664
+-7.359607469327947,7.286912525200586,1.2245551764699059,-1.74089748110827,-0.2970534993692775,-2.6177443839858916,2.6033592621783685,9.306859517196845,-7.3562187265834655,3.7316355561201076,-47.190497165060485
+-4.364086955967852,-9.808478701477865,1.0168985968164401,8.015392961829859,-4.76446905720024,9.496197217465072,2.635851138083296,3.3118375877621764,4.5761729883400655,1.5221351218381862,-141.89348637952958
+8.891923321211708,2.0215229681135183,-5.094919075833946,-9.697249542227805,9.907925617227551,-0.021577182754306534,-5.368259045235204,9.587711309709475,-9.37322271184103,-4.375521387300074,83.40359721535316
+8.885923346245338,7.943073907862564,-1.0366296138595366,9.891226470460513,4.406122473480297,-3.305013388582476,3.407402318734265,8.413012808209535,-1.8155721262184743,-6.4248323108929695,-70.62235403443051
+8.125501351713114,1.7592388423253102,9.420150612149634,3.8914227798437784,2.413824007929881,0.29556988612531754,3.15028749029695,-7.266438099153465,3.9864008487218094,-9.676224636985058,31.420216993514757
+4.1458579190242,-1.117007436911519,-6.546768290303033,-9.512014639576316,-5.893867779410817,6.5929203218857975,-7.8876700258812305,9.616194159786783,-4.729938068223727,-6.890845783192043,138.42490137537123
+-5.106664890569245,7.9406225969676525,-2.570489222476775,9.530213937887002,-5.338650952639108,-4.562438204936039,4.492006097886163,-9.1233485461727,-4.061416723707034,-3.071797718350908,125.18423226062403
+1.9393284324051585,6.94021861004031,8.445876582034602,0.07691756058217925,1.1948699220123604,-1.5679355242120807,-2.2017789430588386,-3.812062151498803,6.765040786523846,-5.3962631405028905,5.106395918805369
+6.279732741223993,-4.586142643056763,6.4336754494389,-9.075968319052524,-4.529525646253163,0.7826274820354784,5.0968775037645875,4.328327372083756,6.810757560753493,5.644477909724324,-147.01823746722468
+-1.5540576648341964,-9.337176227193027,3.6402417463621295,1.7318955828348837,-7.008909258467375,-1.5084958785257463,-6.647871937545076,9.273028544302562,0.2744536147040799,1.1646848936672782,9.356258394483884
+-3.4393275466293005,8.181038834900704,3.7060977440818377,7.468045701150441,9.017398062937463,-2.998022175354369,-1.7886757589239655,-8.20375198778656,-3.084106121905268,3.4297160857989573,-5.187933260070662
+3.772688059518723,0.6542196639042586,-8.350230588504006,5.968684871743035,6.522329550674457,-3.1840403540390994,5.739986292436312,8.40698642230853,4.253242314775967,-0.20673672673944266,-158.25688023809315
+-8.797760292183153,-5.054087555541356,5.338144539410507,5.396054652124613,-7.716487374025968,9.256745878209863,-1.6048776825960664,4.377938057949673,8.468155420608927,-8.647155563882599,-46.17664557017237
+-0.17942786347908468,2.579231757134506,-7.8425823972369475,8.516620338999669,-1.6825958652748407,-0.5701883241028582,-9.851271091472748,-6.892029979782739,-0.6408825247291694,-0.8101347706441242,137.41153995266194
+-7.594919636850235,-4.485238660173754,7.08840769772209,1.5358731512615398,8.725430371411102,7.810449482952482,-8.532566714380234,-1.7950190661234733,-4.707528278512003,5.694251906539824,-38.342707804130136
+0.7780044954191689,-6.892691566230202,8.304347202906143,0.632492781886953,7.2088146166613365,2.8802039949635616,-6.6150150218103665,8.420988490421738,-3.536119045174304,-7.748930580601458,24.161992999937187
+-2.4563380257057243,-8.820072630192522,-8.341648698172076,6.863644242181017,-1.2266627294449894,2.13246402030435,-4.562429620122752,-0.9155972879023322,1.3401314804478726,6.526013668577557,-22.840887386455055
+0.17888633018429356,-8.825214244437731,0.18305302505100984,3.4671137236783767,-5.946735742830733,-0.4812923838440253,-1.065682136311581,-8.902281283257881,1.6036116587814075,-9.897340590610499,201.76073707673498
+9.461989688647785,9.138664114864168,9.234936476511065,5.861015323512131,-0.621172325468542,-8.249233812678904,3.1609863909079183,3.046360660091414,3.209149488173826,2.529919773210414,-123.65247043710256
+-0.31544380671677086,-5.297799581638349,8.197336026276522,-5.854332671250995,4.380521373201622,-1.0207588731003003,3.9534969112250207,4.5526354719817,6.675228550412015,7.534476881707814,-201.32616469017614
+-0.8343878525634962,-4.890798123134581,7.187677400823514,-6.972812540501581,7.162530330740735,6.054035604009826,-9.62887439763218,8.202277222734187,5.001981330648835,-1.7964135091713063,-76.63983668420748
+-8.754380708357193,0.7656624333282536,-3.881321125560808,9.031147642833536,-0.49727748274762007,6.754361583390473,2.2206349366525946,-3.496956135243763,7.099242562113492,-5.674488167366272,-46.87402755606447
+7.678467112700453,-3.337824834134735,-0.95214451159644,-0.16283272362114243,7.27527531958528,-4.031388654419043,2.0836314727124328,4.3638129420926415,-5.280522148504128,-3.6080202250540094,27.969881774073652
+0.6060004698874044,-9.826103465226534,6.356570547688314,-5.095332699979869,4.3088764877211165,9.798509393534351,4.8492559550967425,-7.7761629238970364,9.664417445140083,-1.117067421827227,-104.66471045536618
+9.764713228897087,9.2239274481542,3.0955725969236236,-4.0073678612264345,-6.096678313459687,-3.464526794236402,9.976979544698096,-0.22706332354121672,-0.737554239185394,-2.377910260132403,-3.835733613772276
+5.541456211625066,-7.806391166926685,5.853126307351262,-7.107789458698082,-5.241749446360635,-5.101859590080251,6.198547368358498,5.9108987192280775,8.322582837258368,-5.424707182205348,-30.827075658851513
+-4.592008072036671,-7.630229642318353,4.332859367890358,5.166909059941551,-7.382146081303061,1.008914059481909,-1.5695663836632634,-9.648399623991308,-0.9919010998574818,4.1144185799319155,76.42951133436536
+-0.8136105251217218,1.078873551384787,0.20508710268776875,-4.8242155618940075,3.940102608216751,2.440556561034155,2.4872796594844626,-7.107526369940215,6.924937787303755,-5.94495296100527,22.34349769246732
+-9.419229593760736,6.470574142883024,-1.9105645317236264,1.2750736103629823,6.638953296811687,2.152332557745249,-5.714948929123449,-6.88511637267535,6.839905368337917,-1.288524005439211,0.9838635803146862
+-0.2671527931216078,-8.07410975016822,5.2422723546504475,7.162467510804113,-8.120318906001462,4.614731423118168,-8.001528471082915,-5.19130128336249,-4.7211025719564415,4.856231919412934,79.82246169635978
+-0.9657013455225183,4.570819323761446,-3.0855015321621626,-8.265272742823054,0.9794201675671288,-5.224248055204852,1.1353630389360347,8.5454278326775,-5.526275796093536,-1.222613674408668,49.9643381870546
+-5.402373859510632,0.9257141722329143,1.975475657910184,5.048580970860577,-3.8518539422957665,-4.887399937591896,-2.8677660811348193,-9.888834757670287,-6.420324856461628,2.5008248908967756,162.05853281370304
+-9.483897609705348,-6.19112932932584,9.932837405821875,2.9500236983647987,-3.755156714807759,6.350282713260363,5.588865672688781,-6.816416140340649,7.41722091528227,-3.5108367963095177,-52.366085335204275
+-6.244716030042527,-8.406225414089143,2.374283416072498,8.908635884846909,-4.436092307808193,-8.39751043258374,2.324037296124417,2.7028556865742015,-2.929656201763593,1.8823170449193372,25.91102710510506
+9.792948278198612,2.2824361285341976,0.07805294924922546,1.0636973102226066,-1.0320321707466151,-6.086117530449593,-3.3314761852360597,-5.4986418893527915,-9.543610795805733,-3.291160204601551,212.4974341560363
+0.06409323114004994,3.2041225073965096,7.028052139924479,7.874685128715928,0.9325150222933143,7.516341093863106,3.9142035851799406,-8.83879858817979,9.803338238478272,-3.259481705645906,-117.51521486634805
+-5.226450110720846,8.774662139003615,-7.998725244083101,-4.3804941754502895,9.582184716489007,7.610691834959516,-3.742830557125809,9.31418379305222,5.297853788041151,-6.239841667513719,-94.89967336821269
+-3.043973741267074,-6.7455752751887506,3.410210967127869,-2.9275902906569162,2.834920487468402,-0.8326425521566083,-4.622217236302442,1.475329106076897,-2.7483900548999918,-4.476010376635589,100.73753502551598
+-2.377007117476646,-7.365469177776147,-1.4510799737279423,-2.4611453905822955,3.0677484399572674,-1.8066310333825353,6.580649970333452,8.88507615475045,-4.405443401843292,8.657587800658021,-134.46137060782124
+-4.429129851110886,3.700230060837193,-8.036643442524603,-0.04015569415151132,-3.096616158325367,-4.225942583623397,-6.8668671737686715,8.93719655830507,-3.415736939325955,9.691224202720353,-23.540168380842903
+-1.0591856652858112,3.3568383980640393,-3.78643732081265,-4.849277730431016,-5.013766658843477,-3.4463498923009483,6.8267092967188026,7.485797840304804,5.887671834099233,-1.835182975548586,-67.43000431137389
+-3.9738087669154476,8.873563585492088,5.052915682705965,0.8514495659520471,-8.989911765556633,5.944170739065813,7.06721478234593,-3.7214458506563663,-5.377978845113334,-4.782288146173064,56.65085871623515
+1.3983043302844012,-7.287665672171178,2.8922093023152406,1.6839679591887147,7.182237225269931,-4.234553575140188,5.879863644714527,-3.6894156634782838,9.623741772489433,1.435271663173714,-120.38378065707005
+2.6872627670260174,-0.3095593026157628,-6.366570968851757,-7.4403121522497955,9.398998327881413,4.08856469873224,-7.5406280017278,-9.895622592781647,5.725105197712354,7.2476198393810565,-13.354309584619891
+-5.073724382355058,-4.965217248447393,6.7054507675145665,-5.042841731348425,-2.8936196071728593,9.640804453784584,3.6811599600106137,3.2794412919792126,-6.001968041067882,-6.956059502827476,46.681457573091194
+-8.168788494295733,-2.7259318235496455,-0.38290241145773507,-4.154226670161951,4.2187583972530245,4.02149469477264,2.7346165421018,-5.250073850023029,-5.7561096662128115,8.989214737108641,-25.808746036167097
+9.83005787050449,8.663719848761058,-6.995154632543574,8.416689636856876,9.515354119298838,-7.027150102297972,-4.197162677944957,-0.8162182747162738,4.480316274428519,-6.969773688965624,23.20350518652212
+5.712630953939057,-8.774858437770783,-1.0905957824141743,1.445544209091314,5.465504797612589,9.504316918287198,-6.205037066083737,3.96001889445609,-5.526993869086157,-2.508590907298054,14.97065985019173
+8.595015641247588,-6.264830592042571,-6.907830854518,-8.116526156326128,8.126306936691092,2.67756589590318,-3.1757951059764,-0.44220511780210137,-4.706413515931429,9.681766838286489,-25.357167971119843
+3.876100794053461,-4.759400095430251,7.962248837067152,5.7066172990647175,-7.850395222217528,9.625045047994265,6.674060021365056,-4.867667963520352,-2.443836445881844,5.920390938646922,-101.72736810762349
+-4.410055832914446,-0.17738577314468928,-2.544066751269012,4.033528364753371,-2.703126011830528,9.205786286785926,2.520267696866738,8.466964270428193,-6.266327607644701,2.2475550327429383,-92.32389217087673
+-1.8150286987295705,0.19326156951291473,3.385769981884592,3.695342565401507,-4.710298871226026,8.55759049726062,-4.461808554509146,-7.933848931263969,9.995528735604442,2.8393323675971827,-71.58243125159728
+-9.214177410227764,4.806964848882416,0.4039298611486508,3.8789275151147096,-0.10320442772747906,2.208802073776075,6.4547903938366264,-2.7055689386289195,2.5194639945147856,-4.045895323874548,-31.24395824765605
+-9.83293575060073,-7.857941905933352,-8.365973085303033,-2.7618157898284723,-7.10553085117319,-8.093254604264907,-8.018356968825666,-6.052332633219695,-5.622626792108765,-4.4120281359479385,348.7086099728644
+-5.910493153059136,4.269126130006655,2.1640410530197385,-5.4213688477487,-7.266956523321657,-7.860328993357184,-1.3578264855435696,-2.209517471743916,4.571390195320433,-7.223823105811862,157.18877958646053
+-8.040202009194191,5.525190595373566,8.594797293748108,-5.225786662110192,4.24532993704725,0.2151503880016814,8.762949086161886,6.377094758953932,1.7803198052597446,6.518973210559187,-220.76519399347254
+-6.058395067819722,9.77535250122654,8.343081199397757,8.441084576260877,6.394404073402193,3.8126046654754475,5.519770556515686,-7.522607662756256,-8.894599938807552,-3.8723930774193738,17.21023611748647
+-8.245816180398515,-5.99135450239933,4.86322334461414,2.4845555828861587,-1.5340125408559802,-6.428808730800304,1.920883206668218,-9.663018649422588,-6.825569632844266,-3.698893769112095,207.46582184484126
+-9.405795391892429,-4.989491128644459,-5.243855530621355,2.1057862968700314,0.9897020976506399,-3.790512118818119,8.386917548877195,-8.122840774657885,-0.3118882982714277,6.565668210325349,-8.355388328279362
+-6.971107165058994,-9.746683878149849,-6.672469367720866,-3.643244067911857,4.830025785538748,8.008850868525068,-2.776817034334438,-1.8035797907824525,-9.435323673779621,1.056407537663373,100.60441771096997
+9.734517047997082,-3.1051400535932516,8.368196092459739,2.8433831825182865,-6.834795634800699,9.868135080466281,6.235384273873274,0.648932590614093,3.645272463088809,-2.9698705787728086,-113.6868160395759
+-7.172407303085007,1.5622459670985944,1.7037387516499036,9.79685430240467,-6.350583553507255,-9.94629984900805,7.844728485188128,0.800648027842501,-4.019604731026984,1.7945392587698006,10.972539338222562
+-8.91998742096225,9.628058183952831,-5.59658962190499,-6.104591090273626,-4.676870790414734,-4.655856907043095,2.8037457822636136,2.7023367379038454,-3.5082839030092017,-6.050462019288241,137.78330491168074
+-3.535819149248367,1.7413524623960397,3.4389374494577463,-0.067156469657641,-6.581982257667358,8.702467552049885,-0.7210702469011632,0.026717273164706956,-6.322839020162217,-8.446541009744852,120.62085273335258
+7.7967355043134345,-5.009907815532695,9.564733872742945,-8.386629230178315,-5.522275417333454,2.0005663324056933,-9.144721586202722,8.7443546028906,-1.8787740248462437,-7.931063770354405,116.21143825109291
+-4.526974331250841,2.7897317939070976,-5.563618807460533,6.392969172108005,-2.846446328837182,9.52607570874331,3.612656414826243,-7.45461661971494,-7.093871189529319,-2.877271171638913,78.18448551970582
+-9.165803102299318,6.416856567260147,-2.6465705968143105,-0.86845952637155,8.737754093015218,-4.45132018951406,-4.969873918109837,8.38376449268203,4.79677813345154,-3.73799036883512,-44.62920820153965
+-2.6783474083522463,-8.466617918331838,-1.878693201626087,-1.0617622696665352,-3.6057939578112497,6.8274001151452035,-5.132818963199082,-1.5087022509186898,8.455935066561906,3.682059338222352,-54.72179359482826
+-3.589811899911999,-1.997477583836511,-2.2726215038290998,-6.494110046271963,5.225600097012888,-7.426191545050593,5.847913586514089,-5.001895792954707,-6.256894652364258,2.0057443007698272,97.87603514016426
+-7.495013429215187,9.748164709901967,0.21293496423393954,8.584452594471276,-3.868345634503896,-5.0613719715655,-5.965819790926881,-3.5947345152146437,-9.392907352275126,7.727904558248515,83.22171646829152
+-5.506566533182971,-5.341510924820836,8.319966540746407,3.672141047619104,-7.698501136121367,-2.5879134960901484,-1.4421279441647128,9.475729642562214,8.813171116965004,5.790808206723641,-168.96648696054075
+3.425399950136514,-0.3676623348844865,2.7791987878896163,-3.9945663836289502,3.949220464331291,0.6233251286370023,7.044664428803202,3.5853129658144955,-3.0822880422632837,0.23520056606263884,-67.04518246313748
+-3.651055667701153,9.24068734842853,0.892666516765166,8.418419934430279,3.3300137297334675,-8.314671086949847,-6.265482077487727,-8.973923115151175,-2.4559457558692066,-6.671214713745346,190.35144338104686
+-2.8351473689436357,7.897724719474944,-5.071415481465031,-6.064290063347595,4.775812172330644,6.529895702908169,4.598223274732025,6.559246675677565,2.9823451826873137,2.9395774438139943,-174.02606993439218
+5.087713858900842,-7.492472911884674,-1.2444423893222978,6.619948786860272,5.127184797116334,4.003227419644013,2.0539005306827818,-5.149272500660016,-0.615029572315775,9.821192272935985,-125.19098893671912
+-7.31658623551054,-7.274704952693584,-5.667284225551768,-7.085286513795661,9.365858085846384,1.9199778186541039,7.673220863899948,6.556551903435787,7.025296867749049,9.816581090470638,-255.45244109166458
+-8.169115564061675,0.24107651989527357,8.033358807712203,2.2445614071691478,3.5224446064867876,-6.071774807067709,1.2689091712506317,-7.369613044733743,2.9479631538437645,6.200987453333491,-41.13342145859415
+9.358733546471116,-3.557011914292627,-4.492320062014796,-3.830029276048892,9.23194357860078,4.833389183617614,5.257668866836498,1.4471985842784285,-2.1248298503804097,7.982365664631428,-154.35135708800047
+6.112709650397816,2.7962795700981347,-9.391198246266953,-0.9650917356129907,1.803503224321339,-1.2590149694090735,5.602715539814202,1.821926254871702,8.34958734987673,5.98457944546487,-166.4034642268487
+0.8804915211447106,-5.269878565746398,-8.159913353331847,-6.185882511401138,5.72423521154702,2.944946866170146,8.351724805842606,-5.748231326404161,8.640052118379417,-7.503968861003834,0.8562891586799187
+2.653059215610618,6.019582483327834,3.646854301499456,1.7797781677558167,-9.826679492490058,-5.520092924870452,-3.96761954639977,3.777968946844854,-7.991621818592495,9.626337787390394,26.007315932943595
+-8.696201833826787,-5.509987903847824,4.155625173470616,-3.385516883766333,-4.331900717662663,8.313188605955936,-6.081932273618689,-8.17391530788045,0.5282435550948628,5.429382484317422,44.82790998797387
+0.158077598086388,-1.8063644635933795,2.683081341388236,5.400687129068156,8.631055535604332,-4.691953244058045,-1.767680996117702,5.295987469682297,-1.6086537560134961,-8.262728644053771,29.185033986901303
+-7.084255966464925,7.231679115699903,0.6282157358580953,-6.693657445111474,-6.663096806974467,-5.632216779093369,-1.2608660970464225,-4.427741459023922,-7.828969798620871,-1.8527356384495453,221.159657051595
+1.1204187307556746,-1.3805953303695806,-6.312234235934788,-2.486718874504672,-4.973268782214251,-5.807711390373907,-7.848897467173083,-2.8306413659665375,5.281991035775695,-7.322237382126482,196.45357870120225
+-5.41496923604043,5.209761857345409,4.049892230220468,5.228711919162152,-5.735638840706727,-7.826169530552751,-2.409153391201715,7.907505903337899,4.325536951449449,3.102958893523353,-75.25980252532456
+3.758340153230051,-3.0549233485564775,9.898644299260633,4.939978087775945,-5.701477701009916,-5.681833237546425,6.313472173968153,2.209139590383522,5.914096675042773,-0.8924437383506834,-86.99639636762628
+-0.3275043173488079,8.214070038487424,4.206632803855353,8.26528422122696,-7.825945817215447,-7.894025957127209,-8.068209562570857,-4.733290664335785,4.018001336677413,-6.422016589566455,150.40591214242238
+-5.802899252192628,-1.6377743283700719,3.14565583458156,6.969505705617534,4.733126308793107,-6.655918106053306,5.101982894939927,-0.26777503343898834,8.849479617147784,-9.626000236609771,-25.186503905073316
+-4.473015405290928,-3.533237256945354,4.354767471571499,-8.888585174823687,5.243000638123307,-1.1428803530531284,-1.2901493726815727,-6.40385183988294,4.724825379112232,3.3510379459259543,3.1972912169198096
+-1.0732358561146138,4.800189988471438,4.373507158735177,-8.152342594744264,3.016803627446447,-6.031239112944156,1.9419635834780635,4.845840974897129,2.9564770140830055,2.2796479061815056,-67.06986578886317
+2.6147678285667486,6.7427753040461935,-1.6800741549723908,3.090231061062174,8.5480344366111,-1.369136780193505,9.25621978713492,-7.904660512545815,-3.5665313620332606,-5.821950744033549,35.08314741591849
+-1.1428435494887923,-0.6199157365655572,9.945149048923462,9.316507148756944,-3.007382480778291,2.125129542695159,-2.1857316455934517,-6.823983012564668,4.08467748647748,7.00482995682314,-97.1206788458299
+1.7514646402734901,7.99909184682326,5.72608391240371,9.089795436423454,6.1220396385130265,-0.35343077235828746,8.286599339776725,-7.099996219893862,-1.4558785782253425,-3.8695164416849215,-46.07418192897107
+-9.1734372120169,2.787304788040348,1.5735147375572378,-9.184436102650883,-8.753178822518022,-9.405455058734216,1.596569369781462,0.9594509026402709,8.926248897568808,2.860837942556105,9.830619100207075
+4.353622123385241,-2.977518302774107,-8.123330097290683,7.094446670444309,-9.64275474306467,5.688950218445119,-4.0135634475686,-1.5008029341118,-5.872714256711777,-9.586309367294955,203.80102098668442
+-7.028630352259768,-5.098877181052551,-7.512939395203242,4.356076785742289,9.98861884343279,-7.896118769322733,3.534700287604917,-7.698799072187608,-1.9508219903868018,2.144900107157053,56.55669894562003
+1.064789878114949,9.188937760549562,2.2378078612194074,-7.028781497850664,0.9518237168490518,2.297356853673147,9.994905188776716,-9.651834482708082,-5.124930881990704,9.277191006512002,-52.21965795405494
+5.75776020454729,-6.319245764931837,-6.909920585357829,0.15279763267868507,-3.5427467600317386,-9.182200665325515,0.6961014914343178,-4.694418817790147,6.467361009543115,-0.18383527425562374,79.95830560418833
+-2.4454941282007447,-0.6845549563551412,-8.550286513024288,-2.94684359232128,-9.653668641554896,-3.9222635367474012,-1.7366734836682807,-1.003313389926903,-2.9673433618547596,-9.550736963362782,259.0307688476784
+-8.582121636069786,-3.2168316207220315,7.461151205768468,7.712149395918113,-5.48692095714395,3.492507810954526,-9.334701012428528,3.183568653104849,-5.286998723809832,9.104069105036302,-32.22148453772476
+0.6167056184826203,9.125525643502467,-0.04117817983604555,6.949534864260583,3.6508152988772724,-0.739532757304826,-7.425701407300334,6.902482331784913,9.687502630605342,2.9971125476022964,-177.09163730578172
+-7.796389723518676,-6.425162860628692,-2.650086975473014,3.0018210671773704,0.6557539043506666,9.125708815806277,-5.534849774887887,0.575606990444042,-4.939413214586123,-3.2654181337223465,73.24739459161452
+2.1254374664222597,-7.466185913234746,2.2372105528740005,-2.1306118734452717,-4.309016436034112,-6.072731147267274,-5.68735024505568,-3.598730844201148,6.228915215635704,3.0127788184142124,58.57215467165417
+5.282570471994871,-4.861433041046583,6.23895865286711,5.589465078380176,-8.552929963906273,-7.613144549611695,3.105639537829563,7.74810055700176,-5.2938628538340975,1.0468160264784654,8.828555247168632
+-8.571365214350013,-4.7345395296928805,9.70249016980212,1.5965622410948699,-9.511579185574293,-7.962254839059833,0.7224925241936475,-6.537854028236665,8.79660518184243,-7.655704657176412,125.56969577383364
+-5.3726513252558945,-1.043861435651845,1.563287063638401,-2.3957050949954883,1.5182791898224601,-1.9220075553667826,6.842733231931377,4.054917841662126,3.2703033636065926,6.5928636496979625,-156.5353259282261
+-5.0600236916107715,-3.208077241468199,8.619724317149227,6.514420520114646,-6.058056924038677,4.503734017439209,-7.790687157347804,-4.57343532644116,4.641574302469211,-6.299287951592967,78.10422682577205
+-7.567656729467654,2.6516674877751423,-8.741709305578315,-2.4514112468375893,-0.21818838433059984,-0.33141797899634007,-5.056422818316715,5.886397084911992,1.218950690912377,0.6728769514956645,15.108090668951316
+2.7919234878446053,-9.026136757832408,-9.162886908809378,6.491461519022305,8.164210526642508,-5.856841039342145,9.049604801765842,3.540752016682789,-8.360254684342763,-9.623558151292357,94.26474411459023
+-8.013797866587073,9.808783707628523,9.203538502621795,-8.785766495245564,-3.8438024728903653,4.0802212524511265,-5.938066793999752,8.573763451194647,-9.112241643785628,7.445132143253055,-25.200016049012522
+-4.770827994375506,-5.215634376791711,0.5114081206297816,-7.722190365858081,8.16118180430589,-4.563552697035589,-3.5081069317434155,5.29539262136934,6.634794447390693,-7.700828372069079,33.98331998758665
+2.2766782593571655,-1.129974953906594,-3.6518005425790245,3.9730149926814473,6.347190632001456,-0.17559841642657892,-9.279290867921508,3.66086070551382,3.118813348736793,-2.4240826365636314,-0.6201298374055756
+4.9286934885496425,-2.039057791790233,-5.924710850883537,-0.1945203905044024,5.759159248874155,3.974482111677269,-2.9954867540332253,1.495509349260622,4.633030540631184,4.061146355921372,-103.90840194510693
+4.430657671264697,-3.6461134980234933,0.7910052196809492,-4.124344722675537,-9.803777189794014,2.6765554891717347,-8.315527103580283,-0.06577276903557028,8.130522268361464,-0.2900971630532112,42.236249426758
+9.248258706232935,-5.02561696546691,7.148226727426685,5.163190703612203,-1.0512107146404137,6.9790832679660975,-2.6057980709256645,-2.5464764697590425,-7.1357877668708,5.911257282165991,-30.225429296065354
+-9.3144478416922,2.466318599146906,8.077574485585863,-0.19263449855831727,7.613163762866426,-5.1483643346436025,1.196169837735861,-9.591256484344278,-2.3439395386910533,4.604674174380765,20.249802165027464
+2.3217763906797617,7.475209470668069,-7.399197766892291,7.038382870921016,5.604579862811203,-4.688763485206566,-3.1769030005077625,6.58799924799151,-5.709118495212435,-1.0128051661788517,10.439933098322209
+2.7829521015436764,-8.399386397764118,-1.686784637420764,-2.4520349476604664,-0.905503375048311,-8.889055490733682,8.680344249669895,0.7970483952867946,-4.799480184397192,-2.0812079154106966,87.33504658433989
+-7.7783969247565405,-3.019753136095127,-7.682113077308297,-2.2772167108498986,8.857293431662864,3.276697791950949,-7.626179968980962,0.7319045358387455,-8.294556548305824,7.9820163197184835,28.184255963784157
+0.3049906455575391,-1.377088638746684,-9.614341152974594,-2.278148272336238,-5.515039477751261,0.13429635689472086,-5.9698943570221825,-0.008957027079665725,-5.826701136865326,-1.0918346745311847,174.83817889432854
+1.3569037269603368,-2.4694202179526537,-0.7699967500723814,7.652764243148109,-7.4803191794344,-7.456087263094771,-1.7855559554385914,7.038842803472541,-9.856275465379763,-6.079081127207848,166.9934203813415
+6.360578600637656,-8.665638181864853,0.42994465977931773,-1.1779501417103377,-7.874028532016732,4.770564946065889,2.0379775086447682,5.955957644240315,-0.1906034515280841,9.98695415737366,-131.78157683226328
+-1.9874725838625928,-7.119443896228283,-3.574173700358776,-3.295187085568083,-6.2452915650277285,6.097028968617602,-2.7308821227151747,-6.879077830903794,-3.503596472447279,3.868147883435087,105.87590067517515
+-4.9959853667305865,-2.714192620519924,0.9743574802907884,5.026585667542756,1.4314362381827905,-9.340345448737787,-2.6192334616999635,-5.465781861062505,-6.791553665170298,-2.6239163655264175,189.20392969541047
+-2.272772417407052,-3.315126161273243,2.2219144116814293,2.786518392207349,-9.042563636811614,4.295684871321743,5.388961245940913,7.5080655028890275,-0.7308695437752677,-8.877421686143723,11.407487232844442
+-6.871724988711212,3.7519143388499843,4.591356413094259,0.16531686755236974,7.308758147482585,-6.568777891631439,2.8512230839106567,2.249016103860957,-6.282783378383126,6.29514408129973,-52.87052393540916
+0.32711786161730094,-2.510025544072143,7.786271234674274,6.195132115507816,-4.923346746150267,-1.0416994254314105,7.689029801747999,4.910899014353165,5.054329208993023,-2.931235765596072,-117.55795205676743
+1.4908920082569588,6.076340899185002,-4.963144891896983,-4.55921807404859,9.887314537529798,7.289503427440702,4.213832716708876,3.2936811424664447,3.556850169270087,-0.8529856541845349,-149.54083538050511
+-1.2674179086741666,-5.784082532728498,8.264561492762308,-4.210141533497829,8.075655984555727,-1.281724668130657,0.8634032662645441,6.179734511920392,-8.385530545825153,5.174250886216951,-56.18223263277434
+7.755443998129355,5.4146393942496545,9.037051301929859,6.924977690216938,-4.678750570710763,6.28981242410481,-6.907075167480223,-3.2445929091334436,-2.8694296799675345,-2.189791228306983,38.180678665739826
+0.7157659486816659,-2.127281816089528,-2.484090291579204,1.8397268347659557,-4.047239858582041,7.340311036766478,2.4413358889614245,-1.2030955114489639,2.905861479881018,-8.17287352083595,31.33005907920395
+-0.3839089758432146,0.0806506754255576,3.9015419640886906,3.042019537090863,-3.0395552064702946,9.946128935711965,-0.8092244277115412,1.3695795345251827,-6.42806524389073,8.302820040195225,-94.46524850599936
+5.55759180974426,6.194139015479221,7.543556298345891,-2.7570525497182974,5.601467176748407,-9.868682867003034,8.462737866527718,-0.9700086372836858,4.917664996451991,5.532050679381091,-145.54779797353194
+-8.22579670143329,8.42929993504639,5.868893416208287,7.545062672482457,-0.8681298762130285,4.333915708057563,-0.7572007884700827,-3.6601232206555245,6.1254442601596875,6.057993570912901,-155.58425708442226
+-0.9922640321928999,0.19479089135742367,-2.6427641996564843,9.268381491372683,-5.84823585970428,-1.9289253991358257,1.5694008354866984,-8.803843803702474,-3.2181644280560784,-4.035793516075623,144.3339898378833
+-0.6501370553168861,7.902372009535594,1.3938256675081218,2.9149259452704324,8.948353793975283,-9.743632037156013,4.686297245501432,9.6529263708136,-2.525900864467314,-6.43237699866865,-36.58607954994828
+-5.746156081375437,1.0421602665199048,2.0475394156651183,0.04956103122475852,-5.586889099259562,-7.17467510537295,-4.044317004102327,-1.6915344803104748,-6.944908205193325,4.1890953938265945,134.72311383509208
+-6.582451479898975,-1.4645169108423284,-0.28565155497581207,-9.328285136624718,3.0684321602002584,2.0495081306787033,8.749507313733504,-0.5885131494972451,9.24811223782019,9.945902369311632,-215.62576160028212
+9.334471415246789,-8.978063957071843,-5.240651635669784,-2.3898986918932086,4.81950791227804,4.125205674721936,6.748102609943205,-1.247050747718661,7.2872357437251996,-1.2621214540658277,-101.75186310426717
+-3.048485403693022,5.394929687041909,0.5372384180122158,6.02210263879182,-1.7058419725850227,-0.27634626318123745,0.43199088805244035,-9.283978287150088,-5.791420748748807,3.07054378615623,72.64298474453223
+9.58316483463485,-0.9355637036482145,-1.7167412178930652,3.7011953759692218,3.681442692006016,-2.043602627295804,-2.721083857379085,-2.446490949201292,-0.4208319606063582,-5.785032480532486,80.20829562199698
+1.4744035808078304,3.4122904214270156,-6.236338195319984,-9.980302121928109,-3.569827561147614,6.865073521053098,-2.14507421034303,-8.830014394453409,-7.6247816835238496,-1.6597743316338054,200.93561991230442
+-3.3282260826490795,-6.170319984406884,-6.793350710224115,-6.505435484879518,-7.305085690497862,-3.067145270447853,-8.09422440066443,7.159693701147008,2.0785746275249295,-7.148369856817405,172.51418020185403
+3.3282683051379403,-6.514748368935164,3.4736664357879454,7.3764475463417645,6.757614517563133,-8.329454030135155,-0.13796806043942178,0.53815311729698,-7.91284498680832,-8.987242076866846,147.45682076329877
+-9.749407808657802,0.7323737875853031,-8.697383722226629,-3.5899829652633475,5.242676818062842,-0.5360296861760849,7.812432532069189,-2.1851197910006714,5.9299068993832815,-2.6005724855290047,-35.45615608484689
+8.875101550878636,6.382659749983198,9.45341059031977,-0.9398208054231572,-6.669869371199564,8.90396004229817,1.6021565822242123,-2.3074484006392537,-5.41301327662199,5.73438739779796,-65.39446904474917
+-0.06270641636821894,-7.349934407166028,0.6905990798137007,5.039828553407744,-0.6793923796505474,1.165153719542964,-1.8662997590658081,0.8473700527388184,6.296827611696929,-4.225968390602235,-16.3484513099027
+-4.969707519124902,7.406082341959889,8.273691481272552,0.3336901532800707,4.167988302961552,-9.9444067919309,1.8609601359785222,-0.4386467637416147,-7.565930375084589,-8.611369422345774,150.46048670616122
+-9.941365592437702,-2.64147643525535,9.10085154772062,-8.953647889681562,-3.834763381785744,9.798659764952141,-6.481381277394771,2.611134866218594,0.42825004348289175,7.602808993393899,-68.25892851466534
+-3.632625125582958,-8.718468339009304,-5.449683250993431,9.187083777375808,-6.933399305286374,7.385190410881224,4.547949551419368,-6.213522242753968,8.957993508050478,8.744830810963911,-155.47241907816155
+-7.172820867026617,-6.391838118313517,-5.481289850324602,-7.311445986125904,-1.1920690754404295,3.8296827148712653,-5.995755387521391,1.1767695406452017,-0.06803010870678916,-3.690132274985778,122.59451811593432
+8.830229524350571,-7.5484193221051115,6.672758883652843,-0.567875662157995,-4.764205486082014,-1.5362406986113286,-4.612906781388726,-9.74201504799316,-5.215126195781242,-7.536244473242595,258.7315186002292
+-6.130358473771544,-5.209143989581264,6.204918181653372,3.8161412337934864,-4.441681622781452,-3.894220196587297,6.003945460372961,5.406875174487464,9.514831244207695,-8.408955033943235,-55.417620566184546
+-6.994350894997245,0.4467986326574547,-2.042385547723886,-0.4921443219305921,4.083872771458614,-6.312204897882124,-5.556292087300148,5.315083428485725,-9.14518828871701,-3.641532607511715,150.60883232627833
+-9.364107390690444,-3.4864753250338953,-0.7721237464077269,-4.262144415223242,-7.51766182835839,-9.05812132970808,0.2993886976468718,0.8732184462891679,3.9658702254685485,4.28918701375661,42.89967813608833
+-4.2502814411355345,-2.1942787977180367,8.120933325092729,-0.1346873698852069,-4.773779581511737,-0.2605873532788494,-6.850905231057,8.288394563072698,-6.742716749319171,-8.317607884560926,138.73794479930748
+-7.506761914541242,0.34320361575423064,4.8827782428207644,-2.47462720743747,9.870618101347773,0.7287885743621758,-1.0626550937825252,-4.238804927409461,5.021107912783278,2.3667557013444274,-76.1063803574953
+-2.123250650149038,-0.41866427919932336,-5.8989725420371775,7.0163571563413285,-3.153750558192523,-2.1697964600072184,5.6695682658931945,6.174989432053333,4.173939307209458,4.728764180434874,-148.71363973806828
+0.009494718227771592,4.042220951522539,-5.845256655034747,-8.900419949846041,4.953152910024072,-1.0385899954604838,8.35952398274253,8.94366573265578,-9.137354485644146,-6.773620828962327,50.2968401188691
+-7.176762982297116,-9.390254419464046,-1.2921872745316398,1.9222741467215432,-7.923324025195062,-0.29973836277808585,-2.790480505348971,4.0640635424389675,7.755982759514617,6.724256524901422,-83.5753180164304
+8.585765612806098,7.8120951486892265,-9.652404559192618,1.5463650811178242,3.6833805089464344,3.774200710521287,-4.3039077115054685,-2.797416819630525,3.8342978399241456,-5.159347732320791,31.487864013391043
+1.1948818486175816,-1.2092591577255174,9.678502823702967,-4.628473636577217,-0.7926399106394544,-0.23530182322057058,-3.064756607490533,-0.5831190080994975,-3.3172153829002426,-3.825481340144612,94.07620360786346
+5.056751249377253,-1.8043182955321502,7.357722178029054,5.659155384987393,7.111772227198134,-8.054035710425477,-0.47271388107561263,-7.000954957819811,-0.03195371043620776,-3.799763085178458,67.56900437262343
+-7.271447847766903,-2.92993845168545,-8.998897924313008,-4.877850624381113,-8.246687494014449,1.9479658696804991,5.90004878259686,-5.278473532061437,-3.5217136339856436,-6.992041750100412,195.38525101711133
+-0.6032395939052537,-1.2240450392581814,0.2240318927651197,9.813155539317336,5.536741780229639,0.7650325681726811,-0.8167857846090198,-8.955854931535017,-1.781433684703575,-3.7601720963099083,65.63881028440626
+-1.4700968718226104,8.688304472127564,9.774557426542609,5.148478739814866,7.166964171325518,-0.15193784164723834,-7.389908159933807,8.439749807096833,2.3480125716715605,9.538567163623526,-229.77250621554487
+1.791121640681106,9.330433861754663,1.2518071146782184,9.908761558259187,-0.46562677475156855,6.800993078296389,7.9118226387649315,7.607709494964676,-7.343363671200054,-2.30527965272763,-126.01133481333424
+1.8314452437939388,-4.634903903500991,8.064459490530227,-2.4449503232506853,-5.916105102889491,6.088765821772295,2.8719408235393407,-6.7412104953468965,8.988137628734343,-5.008546630442348,-7.407715308006572
+-3.818852488483686,-0.9788221664071206,-0.665936137409735,-1.278704576682037,4.164552087535678,-1.8606999240348676,-1.9555416941231196,-7.424224290929422,6.007395165010849,6.949929351149809,-43.351090092115506
+8.557667587389748,-2.1688836818264123,6.288843144672491,8.035938631711186,7.113262180732405,-6.108345959064286,8.768990976879534,1.1625488551271301,3.0958620604910947,1.0545784178172046,-159.79367298289552
+3.039065585055889,0.8448257019390493,1.6706887037789375,2.1271280889858946,-1.941185243974617,-9.087913808723979,5.373599731131689,-4.19302437553956,-1.1792608732493792,1.407913616393075,42.86324109326687
+7.260051360505797,-2.8838238698680785,1.6820002799494516,5.253517065141566,-0.6001512816273169,0.640905735912678,-4.055791366584494,8.609589484775794,5.470072814596221,9.542061141946746,-210.43469955349406
+2.2031707590387373,-5.407642348961859,5.52090901385834,-3.387548215137892,3.8234778883263787,-3.69699824724822,9.557874767540373,-7.327231616205481,5.916187057179685,4.054015911228889,-91.00700459868867
+9.210088056814206,-1.5846381716864166,5.668076605163346,-2.4126121878164963,1.8399023401895387,0.44916186719871076,0.25764559538952403,-5.9468097134866404,8.798975529026816,0.34313783587101465,-59.44269714604662
+2.114473723344039,2.477008435419017,-0.5174089456577047,4.417602422469993,-5.599774451173762,-7.899521360104593,5.222562853510322,9.96823658076493,1.4342680133660757,-9.563535484280578,22.265455359527163
+7.543797042538738,3.8498643111596564,-7.263448193085599,1.2515977081616558,9.03170549173386,0.837918725161646,8.281544964773985,-8.231519808572576,-7.414164133931786,0.6263925427519457,23.199659358575026
+5.405847037385987,-7.6401568740067844,0.5847152265363764,-6.113565722626058,-4.38721750593102,0.384851769347927,0.7669632267469573,-2.352835960300912,1.861995506641474,5.100854054981756,1.7929619563857246
+-9.37979867600409,1.1319485460472078,0.000947783885487663,7.1375276149078974,-0.6913252476432863,2.653282728479709,-9.720111209817354,-9.820810745392983,-4.843578874182574,7.223959062819607,87.51964671974324
+7.836880167695317,-0.48398967109378077,-1.2044712798078328,-0.5995682035998118,5.791862950084354,-6.721184058095835,-5.512005583827455,-6.552094043970755,-8.739789373692481,-5.210048009753625,235.3722235143897
+-7.38213157849591,6.672023926381545,-2.542213210082487,-6.204790900195385,6.501862797718346,-1.3780760644478063,1.86303591449968,-8.523721874964075,-5.1842670330179885,-7.151183545874,179.34702457295515
+5.145497676591948,8.737476029295193,0.34053339089392676,-6.174999623990887,-6.102532391833401,-3.2087185279328767,7.275170758220815,7.053991245866998,-7.758599517104434,7.115223541637484,-53.97184577261654
+-8.688564431585332,-0.1763594603894214,7.931106261966574,2.670621507955031,5.444083693908568,-3.713990146238302,3.6336663529796853,-4.5880295341898165,-7.786976400256698,4.034489510821507,14.080061790556474
+-5.932591355157961,-7.086096403443358,-6.875174392638568,6.517456136583871,9.825433977569944,-2.2790729303578394,0.9512344730057598,9.801048596052766,-4.961721245849091,4.734507019083292,-105.28325044456629
+2.3814678328536765,3.6696949528530465,5.373172152292803,6.542869925738836,-1.7816896566142315,-0.9904409716534701,-1.556809148348548,-0.969055816637383,7.046892004911731,-6.581299226019834,-12.064706920811837
+-5.202859921290011,6.099188068435066,-5.327309463789478,-4.456514368743727,-6.284457056249558,7.336581930920483,-3.664890748138281,-1.9081207494330776,7.184152357430811,-9.376801286453688,87.7184694104482
+-8.652499851983205,-1.4878081862615145,4.472331962221993,-6.122863498617308,8.78161087022892,-3.3494012518895655,3.27581027853312,4.942235239285424,6.810081230764928,-5.339806950945292,-68.17618960005701
+4.061179745411487,9.631003661485295,3.928995258191259,-0.8281386673068458,1.5374398273199485,-1.8175426971843134,-8.378284572509134,9.187604928815748,-6.271721014172245,7.4665426548674745,-58.258851454460405
+4.00399910447166,5.307200697864321,8.309747234832228,-4.257512416122244,9.084149692275004,5.163076047155464,-9.65987335175659,9.822547727552617,1.9915269573406835,9.194053590765272,-216.88354256019062
+2.812441718227865,0.9878640697331154,-4.548452300326902,5.202630913150507,0.2738632470746061,3.0243307906227623,-7.208830147682981,-6.3308009555657785,-1.942746630044181,2.3309375198379523,67.23067417392802
+5.2884522432499,-6.741561714698001,3.5949030320593645,1.9032585033709637,-2.9157621261789934,-8.236369279223961,1.786023120137592,7.4262310985645,-6.535607878013829,-2.93836652582528,73.48468117260883
+5.441616086245977,3.5380463543114105,8.975578279972808,2.6597676117924673,-2.7110734838352246,-1.0209001349904323,7.524473341896405,-8.598236300773344,7.878746681245152,0.39325162331424135,-85.70788629075741
+3.3776296885864876,6.928644228731187,9.380575584643164,-0.7073819543378979,1.6667071377456089,5.264424700312307,0.7640229447451663,-5.3092342975669755,1.5705871349875133,9.829540163745943,-154.64337713847226
+3.4705762396125905,7.293341864444054,-2.795828528555331,-8.878997447963602,6.831867966946563,-1.2950264148660606,-9.30012689986504,-8.11177500457585,-7.978341528345125,-9.037759754809112,295.459812298504
+7.351702000407084,-6.99716640351326,-7.738551282093072,-0.09393171626033148,-9.596022074350136,8.048302948772806,-2.5186890460360845,9.020286776686685,7.819208241748061,-0.8449808589053398,-83.86354854548641
+7.1640127291647815,1.1637571472905028,-7.706733741577776,-7.2103610915629535,-7.96747834110501,9.566420725051575,-2.8095243079625565,0.8565456271665095,-3.543589140268615,8.601821224786239,-12.283626920074116
+8.575653898618885,6.216218670646261,-6.982658433510219,6.657254094850831,7.734030617960988,-9.048158575665822,0.28694935292608914,2.744460692515862,-9.855699256457118,-9.215764768996998,149.68304070376817
+-7.805919457611756,-9.254553650089685,-5.544301196322174,-8.161124818996557,9.281008992557624,6.815744000535943,9.576402320132305,-4.7490333850914705,2.5031866165204075,-0.8151786840478126,-51.715656245776906
+3.5080031849076887,8.632259775252402,3.2447892545729418,-9.414869908264885,9.373297729894364,-0.6489808624584126,-3.4874527316792014,8.675451956565766,-0.4800104311176545,5.760437130900041,-129.8514622111375
+-5.6249552443822015,3.5979550212510047,-1.724760598935966,7.934472009659079,-1.5805877059202378,-5.333911474473087,-9.542144120857571,-3.120343233462546,5.620969259820649,-6.874128084960915,125.3737691322458
+9.852136785758134,8.952547205756607,-5.833975750548941,7.9612551349250165,-1.8493182264850971,-4.818242629024874,3.4441977046843397,1.1779295754647023,1.3315275247159986,-7.5536919610666375,29.74350903149678
+-5.176239347205563,-5.775152860653778,-0.7595021439835459,7.763334753713096,-5.7502327521842815,-0.1104161007002169,-2.301615850527843,-8.33650466602985,1.9113724587491565,-8.71722112113898,173.06531676510332
+-6.462972771069739,5.295023647159889,-2.649042409255211,4.775446344326609,-0.48478329937410525,-5.382021693323431,9.570810225372666,8.309051917811912,-4.682726308367355,8.621453222625945,-154.79066827200646
+-2.89740014471487,7.19054779452291,4.834725062116898,-6.372769718917699,8.141434389047323,-6.516147901606864,-4.835587758352267,1.7198258428234325,-6.89248045767441,5.9214970537015565,23.483131769345913
+8.430869114277204,-6.766172482108246,-9.787284181177396,-5.150461842788186,1.0684586226255899,2.986564158683662,5.922464430210681,-3.0334705886010394,2.762626025736157,3.036060385699235,-36.31177444608702
+-1.7650987201990387,4.748838499587274,3.416285940788877,-5.388854394177997,9.514599571388656,-6.3460086100559,-2.478404319845444,3.946123535899426,-9.033976497080774,0.44777921385502184,60.457412337110206
+-0.9596978534263845,-0.6365154146599461,-8.605247952970952,0.7167146731866336,6.279224704048858,3.047000017390684,3.6104726575563717,6.812471181928577,-2.468579932780701,-2.508252147816421,-53.484862658628685
+4.937286741682416,3.101076724241092,-8.895615010537966,-2.436296785239318,-1.2061095281862877,-1.0469448833901396,7.590200237545717,-1.6603190003128665,-4.898337392196059,-6.416143270653761,109.51744689001487
+-0.6648828616848057,3.434303935072607,6.835003526030317,3.382005341085459,7.190303034159684,6.2113641352576865,-6.269190922718549,2.842392201988986,-8.855374149022865,-8.376292700442097,75.39027009893779
+6.808273376875846,9.850392378909783,-3.233179614592978,-3.221591734812299,2.5109603587479112,-0.569240193755125,9.723737444566575,8.810259598740096,2.5951483468957393,5.672083131614805,-228.08479540011854
+-4.799301955264812,-3.784530957870058,7.657401304573586,-8.939056729494093,-2.9944809203441003,7.5298182092583055,-1.3016562688904254,-0.02201232266879405,-3.512098360101301,8.643517257628838,-48.092537372263976
+-8.0744221552221,6.71891625573296,-8.87430925667701,-4.835427099292133,-7.998509588876992,-8.394915526286837,-1.5816629686104244,2.4817303243132827,-7.964873228078002,-6.647374085349902,264.1536940118316
+8.756702451092476,-8.055732154423696,-1.8494223774037866,6.584103845387597,-4.081807630777403,5.727820539687249,-2.4944711482638304,-5.609556112751964,4.633573528307706,4.384296406678008,-47.07649877617361
+-8.493930371089096,1.7904174950969898,0.9221963386630239,-1.3839285068597462,-4.84143775820942,6.3833158273476425,-7.597345868839249,-3.2943276640614916,-3.3159848707230277,-1.9225047891645208,125.80489326493462
+-5.16341055785124,8.421514905247475,-9.40892783620226,-0.28717325361037105,7.30670832982806,7.425695932672809,-0.021576240634504362,4.2783118664956294,-3.29836794524077,3.5822749979658597,-100.85694798429012
+-0.8910370251970012,0.7411666553448626,-2.3582247797920175,-5.036676055017657,1.3546355612679162,-5.254672846459496,-1.5047564474191821,9.237327186871553,-9.270160892537842,0.006545179571422199,74.19844030596653
+5.580264305177627,-5.674428338590456,2.3602086380340603,-5.268629343660423,3.6555191153697497,-5.634577827014329,5.324421338412641,-8.996866665981425,7.9734998707922795,-9.80263999851572,99.1103947693254
+-3.548982808820187,0.23863869220635214,-3.531812141050823,0.28649879059242656,6.438131419218176,-8.640296443851911,-5.277336546962951,6.859010654650168,4.6630866611508415,4.102399773910658,-64.78652239647523
+2.448684696762007,-2.0375762365666783,8.628410450244246,-9.884453906430906,7.696696440069839,4.145447305344616,-6.1490332432216555,-4.898396780005514,-9.45587916322864,2.6348029490621294,97.35778935683607
+0.3998873812974102,-4.750845293080794,-3.0114869587163917,-1.869143851960673,-4.466460299004115,1.5421422203405366,9.984135200512615,1.8354825670700459,9.832510823101636,9.708418576386144,-227.4978375514371
+-0.4160089442128423,-0.7310740883540534,1.025165624322999,-9.028835685328641,5.675595719025736,-9.14866906975531,2.2778053913191765,-2.0064900375658334,3.775664862432775,-8.516704402005512,116.13109156942629
+-8.486165947549534,9.855363735431332,2.4558732515244297,2.34293508560252,-7.024808224170633,-2.536182396909896,-0.8870758751565488,-8.044514449059543,5.918297521696276,-2.8126911953025457,71.07723807685936
+-2.95698798069568,9.843437129862924,0.6926593711818851,3.2913713194335714,6.98179299112555,9.406957595474383,1.6732229150040068,8.43762463792958,2.560387483544959,0.5282542248611488,-227.33402943952817
+8.961597275675368,-0.7740670427024865,-9.525504321555749,-0.9113432323933734,-7.466814420444885,-5.764673811752754,-8.112944107163344,-8.200802958878377,1.4737811810676038,4.022814984288685,168.29832629894423
+-9.266466406708648,5.899747432338467,0.13736789605991895,-0.7766590290864994,-3.4641472541186413,3.666306555860883,-7.5331761750038195,-2.020737299686153,-5.888510191757983,2.5911296404144157,95.19329439710579
+-5.818615282091373,-9.387545366193562,-8.032488923619379,1.3906334425446465,-9.811173587163871,-1.298582613128545,2.3262914468151097,7.957576052387719,7.5387407267604996,0.6412962689764279,-49.81583622981674
+-3.1529804466255063,-4.313318234712273,7.225036367504245,-6.635015227968051,-4.693937848202594,3.4717427967427095,9.911657297939287,-5.643811739867819,4.0985806485973075,0.4449927161383971,-43.03886969396758
+8.679877214120408,-4.774687059250278,-9.44599047917131,-6.897006422552002,-0.5155492397325756,9.159661726440811,-0.2621997721220626,4.9481254794632985,4.324353789738302,9.161536808524684,-160.82601276620755
+-5.856540129996044,-9.236355823750682,2.8865241823658305,9.181520418408217,-7.640547435103445,-3.7134987355023275,1.214255628228278,6.003598477169669,7.834916830948247,-4.984949549121276,-34.73109780735772
+-1.372679201538205,-6.128241241240627,0.06033605186697155,-2.8049368689369314,-0.894346944111799,-9.819384953244594,9.669173199498843,7.957714523334733,1.335860831245419,-2.110422290623284,-30.888145214824135
+-2.8743101817033323,9.096179103355325,6.764357794601308,8.527288109909081,8.267350052590139,5.540923710777889,3.23772310049947,-4.088939579951876,0.4266185538502376,-5.874339714824412,-76.03819673013132
+7.794852621947827,3.4655694334338905,6.4281220386105264,-2.132017288243968,6.147889606343813,1.0196675119623788,-3.146625742779441,3.0907509699701263,4.077789947782673,1.9844728266111145,-118.6569549014902
+-4.16298467235176,0.006551207047955643,7.241981041149785,1.8955949986619491,-0.6012667834805585,-5.243899564278789,-3.805125565113827,1.2197921294459424,8.630146419874016,9.724523597962499,-145.24760008805114
+0.2352140059415908,4.8264899265283585,-9.969604309187918,-7.6447952666884955,2.8478227505633558,5.797641912144678,1.2367053604098377,-3.81989688916327,-9.995103475078187,-7.30081985654569,189.2788428046208
+-9.538443266014578,-6.163182647571055,2.8418971902448686,1.4486858171033368,5.480058134222956,-7.182277605014445,8.564110120800548,-1.3091576222474033,3.8353359401857734,-7.410353763278823,16.62126895495038
+-2.6586742025991317,6.9988668070947835,-3.660087860691157,4.747860270237812,4.248383825386927,-9.537335360802748,9.495518936066196,0.6532294083307355,1.1529887766618896,-7.664486211661023,14.326398885097351
+3.059494726346925,-4.812297349527121,2.7853499996147413,-3.5451776373368094,-0.5633203847808743,-0.7302090887916157,6.762430759106959,-6.822105547098431,-9.459666532887638,-4.497404195738222,159.97523341372047
+-8.931401215388748,-0.17603118566309472,-9.0459698591026,1.878146278498709,1.1622892749851332,-1.053292128399539,-2.938960007633491,-3.9488433307599924,5.924766510683154,9.966578430071857,-67.6884399634111
+5.248109728835278,-3.6582117449875984,-6.898468784940597,-7.7561276858522294,1.0788692988559645,-6.470688633918469,7.7673055715553225,1.303849489726563,-7.182789444521898,-0.7231046972491728,97.89727795512403
+8.689498774821928,-3.7877361837609302,6.864794317613592,1.5022221907829891,-0.9886520881156025,6.577459514032626,-1.9050957404275248,7.377221945664816,-8.333280546523676,-9.895740772210749,69.01984711821873
+-8.945451970697878,-5.317865492672988,8.719559961054152,6.029301986640336,8.781262643163119,3.6086064028403064,1.8352383302050623,-3.0296297681467355,-6.49415011382422,-9.394991967209098,72.16556429287839
+-8.865445427380209,-6.291254920311262,2.5138048118007505,-2.6975672636181924,-7.8358196440527506,-2.352212158131981,5.431495317155585,-6.8364788769541,5.605053615297646,-3.843798152837492,85.81206797089908
+5.041556805738134,-1.7662077851451063,8.75691879166014,0.4471991136257514,-4.037412053381648,-3.8441897067984176,3.5106959767171397,6.469058081393955,3.467333686867904,-1.550279154767824,-74.80781976547378
+-9.809956645200948,-5.175394248403489,-4.174708117713932,-0.009831738977243987,-5.830849781925906,-1.460369561355186,6.728221347200918,3.819780915575577,3.1783369802922956,6.351290618920173,-96.85723012426584
+4.392711030893892,-3.486236101834106,4.4007507953457425,-1.9317749836101683,7.3412271732193535,0.4627416990920197,-9.963410005451367,8.750658518526695,-2.9394055726249357,8.147319305626867,-95.05726224899455
+8.399352622248138,2.0204601417171997,2.8360752799628486,2.8315057529350485,-4.087124356329945,0.5123838420764582,-0.3441749386691262,-3.6390855668842237,4.592866171120464,3.741395267489236,-58.66789042177693
+6.067945223052275,-6.267010506900164,-8.584689626860024,-1.4008451361623364,0.19858043677097648,3.416368392852931,8.22865982720472,6.583990427391755,8.457829505353633,9.58275900660204,-261.8798360563816
+-1.0237818132630427,8.424873116464859,-0.6196032090009473,-3.9738726733388985,6.240193878043359,-1.6449349669890534,8.28090098116215,9.677384120946302,-4.93537113541575,-6.6727879622813795,-40.764878554352165
+3.3399031644521515,-1.980496478564766,-5.881162046795425,3.258974130186587,0.543063964254118,-7.7869404692639925,4.8086907214562675,1.9056414350870865,4.3988669910794,-7.712178103861012,41.453292229725754
+-1.254825395142054,8.35973478607432,-0.14170302636238752,5.705655076072902,-2.126016651797986,-3.159661776500662,-5.080760518893499,1.6536339862406813,2.7659424534353416,-0.43549219608452594,-3.3604847831393445
+-5.536307498663364,-6.852195667487786,4.7141701740703645,-2.5498757088613377,7.758881712669636,-3.5551037982329547,6.993591115495084,-0.38567011529900164,-4.167686829015585,-0.3856572662259117,-3.2888414476209182
+2.4042211513399336,1.9869082990309228,-8.236712661182127,7.430794207514529,4.806213179689096,-2.2423653439633573,9.769317333905338,-0.9286273608965323,-9.270448663008642,6.494684880590585,-61.02141460937217
+-1.2522572550048072,8.801833770365757,8.833299486150622,-9.036102471637495,-6.663418682914641,-5.371011913110868,4.775755794248216,-9.144459631942244,1.7304219203793814,0.19653582118112967,84.74616724623624
+-3.296024916402285,8.086907133296158,-9.472186121059107,7.827557819034836,5.49004370947908,-5.369195715858998,-0.4318106768784524,-6.081385077929584,7.477872357519795,-8.589196925985911,63.318825617433305
+3.8235657861825167,0.6576699803036679,0.716651460620028,-9.711111977864626,-0.8969212348935174,-3.8034493060466756,-3.410521583568946,-9.873212677080643,-9.92214518883264,-0.8714698984967617,263.73415151102364
+-7.354968823559491,-5.920528535921812,-8.386245954983323,-0.3484763976831218,3.078997873684768,4.318372143908558,5.343916876528583,-6.751574534470737,-5.603614227279139,9.190460234129825,-17.34150425498242
+-2.5065173484970704,-5.222614706455293,6.13868162137071,2.170573688186974,-7.858249446345469,-7.39260318802216,4.502192669540861,-9.964588683027953,-9.271250312318633,9.610649859838771,108.61433256643024
+5.150222595430973,-0.9280201305332225,-6.19881605637898,8.379874357677114,7.2178358800530855,8.836489262264946,9.688379662942065,-5.720685083892021,-1.2873460892288668,8.697309589446187,-201.25058640437905
+5.576452263246525,6.59817913720574,-9.341933812427314,-6.535857784186829,-5.566010584545722,2.113938147889083,3.790323087659362,5.563864384535986,7.424628134997377,7.625838102895857,-159.6894069981204
+-9.057137085709934,-4.33405966254818,7.515926308229497,1.0855736944397631,3.1545355235169814,-6.17858193071654,-1.882458452539768,3.5809711212426576,-7.056347623742274,9.081825919317936,-26.69612206704879
+6.8306799295308345,3.5238705978262885,6.1884405394059545,-3.8929907903775796,-4.458255804476967,-1.666579858225814,-9.305682012588202,7.304637109570187,4.018626632410438,2.8935291765925175,-39.636382926121804
+-9.385615147395098,4.008136358069541,-8.10041377157815,2.82486754275316,8.413696623082611,-9.564458525124447,3.081566683905319,-1.654779403794484,6.363817249847443,-0.1840703460162607,-30.090409919150815
+-4.459418499156625,-2.4460357965221213,1.430148828824933,-4.0495538065965615,-8.907866011391118,0.9333884915664625,3.126610017272473,7.854890360640018,8.905015958533138,-8.678136224835635,-14.564280693597665
+8.525015531457274,-8.022000376948197,-4.074729960192032,1.7466023076222914,1.6616288846969396,8.937205454635448,6.397600775816324,-1.032133525845771,4.6031480072464,-9.180225934087394,-31.79869477715893
+-6.942681360824679,-1.844643324345152,-6.146162612107493,5.683527361462437,-7.097438126730209,-9.756054619616751,-3.546111853810725,6.5762806028223775,-8.153703680866531,-2.098005804095082,171.12854738715652
+9.393311404264846,-6.881405163476673,-1.9635705365645317,0.6140550087106256,6.1808581779131755,3.620190941409731,5.610489677566502,9.282294724396017,5.637601918931914,8.484297376687216,-290.30641325420765
+6.678320440773621,-3.664571789137945,-2.2328471815771844,-4.550093821599237,-8.834150335668454,3.948148834512555,-4.199415562197169,-0.10608869128914344,1.8319207760822387,5.09325606028246,13.033135029500045
+8.27556779485586,-9.137835850209122,4.093193295618988,0.2728222912600642,8.029025688241225,2.759349077615727,-8.025542499694948,7.760710033581089,-8.455336301146023,4.006291503329207,-26.586503431454762
+-5.13521401196384,-3.569691176379628,9.362669646286822,-1.8139685561652508,-6.0606626636165695,1.2221377533373046,5.275285023656364,1.4462189252395619,-7.97030665535821,6.776612129118904,-26.937978353205285
+-9.94060773063859,8.924274864496006,3.368879135266436,-4.3378853716883565,-4.728208657329516,0.5041655180384708,-4.243721302312666,-5.666203315574263,-8.376025633311013,7.426228149403951,99.26683218710666
+4.38442969654597,4.425700138746286,7.353772898777264,-2.2949715488174416,-1.941497665967713,-1.0571847096455866,-3.300966945624415,1.5759242628018577,-7.320557354176856,3.483335564799419,35.44681010859774
+-2.1917318719383716,-5.031650565231709,2.973395499284268,4.870198716993648,1.118938196926571,-4.068873817990017,-9.817365679507063,2.51861807900708,-7.869431426849596,-7.449848788671121,200.53962232438676
+-0.6599323420723602,-6.219390258689557,-2.3342161397425376,-2.008725602090491,-7.519232966699782,-3.3998495104007698,-5.308231690590075,-8.05299168299551,-3.7595713886763416,-4.669326713009414,271.7246633819172
+-8.422328605685623,-8.619401912734938,5.246527966369654,-2.8764290299412454,-9.55718745308465,8.452894392421932,9.88536188770241,8.670490312764185,8.534170158213588,-9.395446241392095,-99.78748557746333
+6.820154474189339,1.9941949944554893,5.146029992929773,7.75475348290734,-5.951990787773731,-9.181655733516141,-6.349490356961605,4.829063785405074,-5.717931922505217,5.943434411156696,28.20030342441079
+1.581631589302872,6.824333811297492,-0.3074144083496333,6.901943236950244,-5.946761084285306,5.331920195198658,0.8675425814093374,5.113579527095807,0.23772893669371298,-7.038935072838086,-19.293323513755094
+-5.7018872856112175,-9.821849666632572,0.03716582345311803,5.048318068816213,-9.72899208906098,-9.426717154029692,6.177656944256588,7.492056109238732,7.934964199528771,7.531045195225909,-136.49679482848714
+-0.03339250253784565,1.4395818220247847,-2.478695995166176,4.972484373016448,5.601742971500034,-9.258998593421255,8.610174416212871,-3.931407085740244,9.950957893976003,4.825991504390865,-150.41178764788984
+8.868193464079638,2.128840771940521,7.263754642274547,-4.943652387336794,1.5565167944316372,-2.4037867371217714,1.5154742472687843,4.203333230864697,8.661682482139124,9.885459425066408,-226.2842468766354
+6.368542866467362,3.521219162790543,-7.90467722981486,-8.855915291487026,-2.092790508483122,-5.444320583512374,-6.002594580581528,-2.1944206041435743,4.410689383331425,-5.142596776300246,163.2389695960501
+-0.9046675806651949,-7.282993526309984,2.906580350153525,-9.119259618009076,-1.8568717834361403,-1.1492170050477313,-8.124813379011107,-2.1395282274069594,2.778586775185057,4.44262525228681,67.91830140610548
+-3.43641053961133,0.2342904508665744,5.3944969444937385,-2.14471216630997,-4.682678378428095,-1.701420912677869,-6.607265491136243,7.814243969604647,4.304183284583996,-8.716824830478874,63.70981891028632
+8.927077990968293,-7.469821275807009,1.41237639305001,3.949182048922506,-7.3156481926535015,-3.3650924899920964,9.376988801519843,9.238506948730043,0.44584064599128004,4.795453820145061,-145.04281843842548
+-4.416394962983887,4.640304061279943,5.313138837931339,-2.8017987439543357,6.0173644663924115,3.1973220851903017,5.232799493147904,-1.4760022945295126,-9.828917373681534,-9.865302087958636,107.6134652098079
+-4.9569190312796945,-0.31619163328993505,-8.557889052273866,-7.553358410105706,-6.365946641097446,9.32757688567396,2.538295239565802,-4.688669184735961,8.44790025095378,-5.0565487995395975,35.76503093215177
+-6.545392709093751,-9.816810349233322,-4.1678882213088535,7.076895484696237,-0.6112855082481139,4.182217462482088,-7.4835093739701275,-1.2562042297969422,8.302062786913474,-8.217646429162098,61.0276581589792
+-3.783155953248971,-9.016619686274849,9.71477559137085,-9.668309904185769,-5.478784369286607,-9.886951045402057,-9.666387315732221,-8.49695343706713,-5.0939554409801735,-2.6813526536106203,329.79080699187364
+3.2368290803099575,3.6954701370862297,2.179487802670268,-3.536615546098578,-1.9299379416159557,-5.082780489728506,-2.9560920358542186,-5.95905062595433,-7.0235889973700605,-9.423101773739011,266.5186702833928
+-4.365792978653005,1.9471511504361727,-1.1244197594801686,-5.605854878582068,2.5494839136807967,0.22972936945724998,-6.720790448183644,-9.54148930001599,-8.476535547967412,-7.0126631639152475,285.0013745693684
+-1.7494432180090214,-4.580888249863908,-4.627965899028825,-1.8084697286337925,1.1114067311498932,-5.021852787720036,7.974426200740295,-1.2845712498433381,-6.18622700183495,-8.438280105723218,154.33620430525846
+4.8830774109124775,9.23294716298793,1.3182152393618662,2.387196303735444,4.7040188066991835,6.98790734347603,7.082127882663183,-1.4401762332092227,2.2428252326050258,-4.901970433656009,-107.79923958759268
+-5.44714630705597,4.243591611895634,1.6895365149256092,3.2704020996562755,-1.162714700616303,6.104979339629071,6.973964858176522,-4.26339228449498,0.9935062802430661,-9.782913738035274,25.79723700224542
+0.2043235157533596,3.06857305879221,-4.737526365876512,1.9802771136892594,-9.618178576118908,9.581563714067482,0.76727954548933,-6.701271624671239,8.98083062657853,-8.787774149373757,50.094158673775844
+-4.20771225166993,-3.2753271668950545,-1.2781278232481141,-7.374657293234595,-2.5338175805079155,7.34544367970122,-3.197148290033236,-2.2712098815461035,1.7503383821644891,4.084196178641739,-0.13612289768741964
+-3.8117735869451974,-7.835458175193722,4.71913658471673,5.9408791686854645,2.646364157269796,-7.2899418856635485,8.821355099548141,4.545572619038301,8.722743281335658,-9.624387323358937,-64.34770370880804
+-6.66844756923828,1.6796593616242972,5.385710381362754,7.2173377941439405,-5.916985278047173,-7.988701907106959,-3.409806001004818,2.8422459979944303,-6.5503273451218424,-8.861151641930366,188.43062124949577
+-5.653279021067961,-0.866982016374136,-5.350860432588362,-1.9170199017350575,-0.012543747566879926,-5.839890051494314,-0.23513777346155118,-7.150606669128861,-1.6511159144694143,0.8942998054271833,134.46678665220236
+6.674413896457607,0.7302677913058497,-3.0479085160436825,-2.7254390352933044,8.399712596117572,-2.2069015912853707,4.996991822785972,2.0910824208570578,-8.685774893337408,6.438006761662962,-50.963837634309215
+9.14424798514013,-5.980973837815506,5.2698003204623545,-9.402141130165123,4.285138300317961,-6.457686993077121,9.046141020348577,-0.5738858126461666,6.757926567623402,-7.189977907486888,-1.7693677050038412
+-0.9836427564819861,-9.609397797768812,6.927693940690361,3.0743616119768835,-6.918988774204218,-6.309415873804188,3.5915133952604084,8.088629498133717,-6.554769217543703,2.634559404891288,6.128576494777868
+6.7034130594205195,-5.466211933141092,-0.2209225453741004,3.3914893713304473,6.878880097721765,7.517538730653497,1.8614910251360173,-6.593720923533867,-1.4311406099928736,3.4777491343218214,-66.97544247929923
+-0.810246138326316,4.084616203935914,-8.238047777798045,5.073535495407125,-3.1507791258895845,0.004382642475513343,-2.1790799562312158,-4.060041780701804,2.7306870430536523,-7.318710504873939,112.61232496197664
+-1.667045704438177,-8.343900718143484,-0.17941875581908517,4.708491397210506,5.662270591190472,7.682176819227918,6.076712944193168,7.813650396762702,7.897401105188648,-2.1160044042564707,-225.02422500314154
+1.506763605127186,5.2114559435691294,-0.7209138881451738,2.276859043753212,-2.970473120368773,1.7370674090164506,3.018968792214267,2.7607539772262357,-7.790863619973615,0.2225005416113146,14.612195592058153
+8.38959337893,5.053233160434834,-4.32764257342336,-9.29855187302068,-4.0326248065703645,-7.778920419292403,0.9421759190154,4.723938712755206,-5.282441849097708,1.0727781118634883,93.26196402239084
+3.7801888959416874,-9.296411325954832,-0.9308580188404769,-2.142515210992022,5.42807891807676,-0.43870152764644343,0.8863641525746524,6.652336242611909,8.49130138444892,-5.986145860436531,-71.06134924489449
+2.9623822971013913,6.773998821641851,-7.152939001269758,-2.439840204550081,7.7301338674268205,-2.2255450497871143,-1.7471316487552158,-4.41337514568922,-9.026161274602396,-3.9270340679729765,160.34104937710313
+2.3234410504543646,3.231870615187089,8.843236485868102,-9.99397649190854,-3.3609014064160836,-2.624465094580557,9.599213243538713,3.343969592803553,1.940646716123573,1.4492316429364283,-85.47542019358548
+-5.001408365355009,0.08186943813247138,-9.943317540111371,-2.8101202615055176,5.53450940737121,7.770674310999636,-4.1168641009628315,7.434406599684507,-7.130514658478154,1.4312417198018679,-5.027581162532767
+-1.5912694534874094,-9.384792505384546,7.959160537967744,-2.551460624770152,-0.9356640945895234,4.661913950443766,6.633810762238612,-1.9636831824338241,4.833523440771163,6.122840701467817,-148.3799280900452
+7.227183599346201,3.940809570904309,6.4492819896532705,-4.730276703219483,-7.631033216014316,9.171346293721637,9.486917062276873,-2.377043995651744,9.15274296750773,4.05824697580683,-198.74200830907688
+5.089675036466796,2.251262113193553,7.228586801867465,-7.052108728163773,4.613654984344282,-1.8686931005005358,6.848830298562831,-9.746093112244882,-3.870607930321397,1.7753467538062973,35.62218537538567
+-8.383922934279875,9.583087619263637,-3.0307182653370313,-7.823474391450949,-8.917960262266096,0.28660405560820834,-7.885355937235965,4.112709146946467,-2.963310136736015,-4.041230396320275,164.94918460558182
+2.9607856080655726,8.531475059114417,6.434705734293084,-4.09791214786628,2.376912405467382,-5.194539786251742,-8.605992893724586,-7.781072341584629,2.2081964967511714,-3.801571430272994,140.77509522910256
+-4.48017918150295,-6.1046358709315225,0.6358050778425461,-7.284476529382817,-0.024376117397579833,-8.547152234922326,9.836465450990206,-4.185935018077447,5.711040318884908,5.735321227711722,-44.48497730939649
+-8.031746936320381,-8.226165640394584,1.7393455988077577,-0.2864297681462702,8.817888282021695,-5.8860746339187635,-2.96028856283834,4.938549488598198,7.207877952481443,0.4988001191620306,-73.78727414817811
+-3.55540244434587,-8.940608069439111,0.6504310983566941,9.458729009357643,3.5498589732253993,0.7573070867160325,7.979724350255593,-8.80478593291243,-9.860634632561764,2.5929378474886366,40.38048766633005
+-6.797427959270004,9.400553359046068,-2.9319518370261677,-3.1724686232469934,2.130083797607454,-3.4174978998407424,7.500113756038054,-9.909446437447693,4.452915811021361,-0.5101523436195698,14.015355071207969
+-1.1188455325527102,4.42498387961936,1.0412370430671092,-7.937201200375357,-5.563047903288751,0.8066069652202423,-6.252315386316227,-3.6049379624665145,0.5333660457459133,8.25989113227605,32.6984280228763
+-1.8687558799750459,-2.6574283103140206,7.697686217234432,-4.354431250004652,4.8728200548570815,-6.256200801409257,-0.39712985154708225,-4.764239012794387,-1.212411172394885,6.224477010872289,7.086405248369502
+-8.154705131788289,-4.468429127940512,-1.3535774378897325,4.848667240782365,9.106211467455868,4.658093720257053,-7.254548195781149,2.118724585706737,-6.102373410114154,7.422902596955341,-53.832824335684386
+-4.758102321723698,-5.187134162607839,5.172322591286667,-6.735205347968098,8.413771384352186,-7.5456732462313525,8.34567309629126,6.806658984725365,9.968030951550592,-4.292434041331985,-125.91347910742114
+-0.307263712802468,-0.5990779571890337,0.7315762441150397,-5.270558104764351,-0.24300161148627097,3.236963724605304,3.043779562466582,-2.373920939044065,1.9292286047939733,-3.279721290249711,18.5640024456
+-8.622388758722392,0.5922623583799314,2.7747074016889584,0.9940540552846944,9.196446053332636,-1.7407155680939157,-2.796558899328141,4.866442138275826,9.304890658387626,4.293450368518137,-182.85852892062994
+-0.31458547059092234,-8.988650025194424,-3.3247758943071704,3.5203148515839655,-4.282351510609052,-6.961308972178337,-9.084913907250376,-1.1934700675162069,-4.280737426741428,0.7682919023729573,184.18103738383417
+-1.3359858247933332,7.199004477821662,-5.073158118061755,2.9779566866398532,-1.1576246173532012,6.844309597329894,-9.973391420857723,-6.885132051061165,7.695624286613292,1.0378611119927883,3.037718634156204
+-1.3361064823731894,7.894881397323978,-3.7746277416709373,-0.5017955392343643,1.8618463451835443,-9.069836511087123,8.248720029696337,7.1669169986094445,1.7778377112335608,-2.2080001136138505,-61.58932709786468
+8.803209063738874,2.2110118916213484,5.276016396972578,-9.198164816000618,-2.4405164425149706,2.173669546197705,-7.613348070052217,-5.270614288361378,-3.614294469524768,8.051942795543026,56.91671187902088
+-8.822748404903546,-4.142297421487404,2.9133739722672614,-8.999590710778877,7.3956923787272855,6.317759698063734,-7.523785428842837,1.2360702248314648,2.713587302048992,3.710754636020124,-46.67376028012307
+-0.5504115512920982,5.105084263953696,7.759065916109622,7.088470920771308,-4.273797995759705,9.227641709375208,-9.31954727970634,-6.939391496398823,-5.038891162408065,-2.382692623628788,98.2299888500709
+-7.742836909335365,3.582748924547583,-1.3780458821194541,5.803794536338367,5.792423458542286,-2.5450983660287507,-4.034164569029734,-7.815596046836646,-9.2949537754305,-1.0764247388963133,156.73137911181684
+-1.106095510982279,-4.892445566144284,2.9558555653764684,-1.5513349802784338,9.931647307543104,-2.753462702977305,3.88443310438227,4.9660570186253565,-7.679269557202852,-0.5293350592417934,-13.036192694325159
+-6.2572009700735,-2.508640979706307,-5.427879543532121,-6.322015476485845,-1.1612222174122677,6.727661017497013,6.735399970291278,-4.207694082207134,9.249900663679924,7.064354109348983,-144.72785810246933
+-6.321577358400859,-2.1101773400084567,-8.593651062071832,3.2344542976080692,-3.519987375967226,2.3552803746679984,-9.083301405367587,4.133459683500886,5.371366919754779,-0.2598474419126573,14.636792392709058
+-7.990153406411693,-7.227888612355384,3.145607228382976,-4.431772497705659,-9.234672302874944,1.2962553602880122,6.478217327673534,-0.5622417412721514,0.4445956479816604,4.198898480135959,-14.320293150079637
+1.1245707818107142,5.019356742350764,-3.6024708174535713,6.31278988277823,9.196031516121694,-7.887016156313605,-2.4038095504841506,5.805716976788133,1.403316463809634,9.233448845557406,-155.71361459752583
+5.344543211620869,9.764716215044471,9.627257397916079,-4.183355867717862,-4.871118480160293,-1.105003979201209,0.24159355375345637,5.326830546586838,-8.288613330751737,-4.385304984483865,71.67918042307193
+0.49631813520307544,7.498079490313239,-6.445655738693901,2.0775098009043824,-5.172636276072495,-8.946274233076657,6.7106546231958975,-6.281905895311541,-3.630749459239384,3.2941258611527457,81.95120156134227
+6.036315492317024,-6.547416577805267,-7.97852058707104,-3.1863329525940864,6.368523468172002,-2.4705426364240846,2.7199599042034817,-2.0086924291928665,-2.468733319793288,2.5053929358734273,25.458493566575196
+8.034428130879679,-4.046981897484825,-8.390849847346871,6.350640370962804,-0.5615051518172476,3.7298134398452887,5.0307121765368334,-2.710523316347888,-7.461077305500147,-8.403283311116173,120.80790187472094
+4.097553501128422,-4.550168365287157,3.1539362229591905,8.475849855110617,5.436374763903748,2.6388790007376928,-4.41397698863044,-4.272247159745,3.2915322089438126,-4.130519978286666,-0.23981153744440287
+3.8527732366151435,1.232799156717519,3.644236610431184,-4.066402410190417,8.986212415225959,2.097520590918216,3.8371890055640456,8.174450391036833,-1.94495266826322,-5.7004511747053055,-72.90800820193044
+-1.499458986744624,-9.007769189809984,9.993886440649913,3.89180919805737,-1.3955228057147573,-4.0520534410021884,-5.730982498898425,-0.07267693056828284,0.7056255477785012,-4.919941710802442,92.31111899277349
+-0.8290379464860709,1.4942101287166576,-2.1617864984214186,-6.5857437623009885,3.2614826801918606,8.913626861604802,-0.10802818979913642,5.452344580933519,-5.054157716510453,-2.4756294062227213,-8.04471193185643
+-7.556288145186423,3.2701824558635284,2.375346587610556,-0.2615311836243528,9.873032237669586,1.1958391064923046,-4.042757150571406,-2.564637039834561,4.824319067886762,9.718979031396845,-149.43917132016134
+0.2074716313987146,-2.453060866843475,2.4046007815581794,8.191171733792435,-1.2571889889362398,-1.1360000389627678,-5.88589290922137,-4.265556298544027,-0.3847240306409594,-2.9179094218412804,90.00901685340703
+2.175071967695752,9.539182462968828,8.054136974102832,-0.530422675612503,4.468719447316188,-0.35351402541894617,-3.5381506412567654,-8.800361397044774,7.405649503659683,-3.6903467651341515,5.721634030844015
+-5.792793613704237,-0.038168402883722585,7.680991740184966,7.778124869434226,3.429114047128816,-0.5326792570432892,-0.7304756991061967,-6.436218505053657,2.761525480569389,4.65840528856808,-73.92073912733903
+1.9588942804894738,8.585379061251526,-6.165277347236671,-9.394039943991519,-6.737259181167692,8.44772073430578,-1.3897200104101226,-6.3310723359123156,5.860733997452829,1.8798283671644267,12.816634611411839
+1.0183438885593943,-9.886396572610533,7.065277820647657,-0.3199625039311438,9.67653550149751,3.8630204276028834,2.5052003857445193,-2.6537686403135963,4.229594974817912,6.176493554962157,-165.75874960612018
+-1.5223765329508376,5.246205792231223,-0.3029307753874688,-3.5136712399123637,-6.413733760291496,-6.735030500846831,7.42889085902539,-9.971532205135842,7.331030817067972,-1.9645337368428084,63.954312598111414
+-9.717972242448838,2.1454681093165995,-7.785824080298864,4.603534377258884,-0.04266781368901018,-3.7111183047858187,2.455164429533887,0.5980537870671299,5.012575497369587,2.546221476358177,-57.01168420321801
+-8.302571379698449,2.3173901626116256,4.528919917791585,7.603207613335234,-0.016242647022843837,-3.0947731864960804,2.1688689391726323,-3.122665461064422,8.624627745348509,1.1275448888091422,-97.43615126643238
+1.328124152467125,-4.675930149025733,-5.2774195427698505,3.6262518208369743,8.802485283918575,1.6898163872779537,-8.111623274267725,7.716476708038575,-6.997328610748424,-3.3863998450606836,50.94864859126775
+4.104033556815175,5.616320362590956,6.010976795121568,8.282670027005494,-5.258885530029116,7.646207212370914,8.960316084831453,-2.191534512954405,8.748237363206906,6.931658910829849,-274.9919565770192
+-3.516447198022019,6.666696463358226,4.408301222851369,0.8548837558801847,-2.4069681850219005,-8.534141975384792,9.827218573295575,1.9848765920628342,2.7634883653999243,3.972948818933555,-110.45397140278179
+-3.7630495034006994,-5.767834996983792,-2.7670648205800163,9.682239154570972,9.923089801784414,6.585596343519069,0.39715147898095715,-5.745950449851196,3.912736501111831,2.7134504905934675,-119.77230049174776
+0.44011155900036014,-6.788962869092163,1.364582653773898,0.9972232864739139,-2.808179497943406,-7.161711551536665,-3.0503752739888945,-4.835603006854578,7.424597184926456,-1.01321095816169,68.51832680020843
+9.80635244855681,-6.045127773680186,7.2893821588374035,2.0958204507649247,-9.739279076909908,-0.3432319812050988,-8.745490994826046,-9.055418216065465,7.3305982014716164,8.934243420631597,4.076169145200068
+4.185181296971923,5.7793645251377175,-0.7071773117629565,7.869478639673597,-4.585827323316396,-0.14859737695136932,-6.340425656778221,3.1263096735314866,-6.794068625343115,7.935595019000912,-16.46944918781092
+3.014133556001206,1.4923824013720788,4.277033879282282,9.927980725054162,-3.473881541379089,-2.535616700938348,-9.273480513017667,4.78587581856355,9.358302728076772,2.980757102115079,-109.63483228431105
+3.6761588457247574,-1.5982527151910997,9.990163939682047,7.23397640875522,-7.078412579312106,5.432335862213904,-4.333380080943732,-9.438639423218993,-8.282685801926027,-5.361352199649907,180.08088949935134
+-3.548604414146874,1.8445549061784128,4.795674676382418,7.150370294566466,-8.336379449678695,-7.7349389406339935,-9.227865999333329,5.054194907648492,4.110902101196865,9.594410425680502,-60.56457506032791
+-3.545712156098446,1.9384129653783888,3.7031367721687447,-9.178302077876959,3.2528571764167236,7.665951480047369,-9.818921618963115,3.732116352534951,0.16500106224461186,-1.5999564136330857,18.95073042349775
+-9.801417857773087,-4.0735925890031925,-4.727347018279458,-8.868396926002793,2.9717572524572544,-6.004364081254916,0.6051956576033368,4.699162023643089,-4.673555613725762,9.626248079504247,-4.027059431701121
+9.698589945551122,5.5603938254438585,3.3541334930629496,0.07973299737231043,6.406693410898361,-6.882697793968866,-4.380797448664162,5.009802810325173,4.473422950747413,-2.253978717503775,-44.81125792828971
+2.9835338770239317,-5.875990165325344,4.340781072978357,-6.6075134893274186,-2.609273883713974,6.334693306149757,9.712447334106166,4.57753399834276,-3.4216423248893846,0.2968497479101684,-75.98931661904382
+2.013975280217286,-4.778129890618565,-5.751318311254991,2.109355298823943,6.8647740583558114,-2.391120619337288,-2.5681757633521385,1.6576298930026057,4.04950409132784,-8.233630767584811,50.882936586505345
+1.712806138401568,-8.431827588580422,1.761671301663419,-6.80781195422655,2.569287092685415,1.2516718256023696,9.977205290109275,4.676532386632868,-6.406596769966802,1.1772912716259598,-40.918188155117875
+7.435122472502201,-5.249975147909374,-5.584272322422203,0.7956456284471813,-7.6767987471167505,6.837421151329632,9.741091060937189,5.502897505142239,-5.453972442862767,-9.658487082150017,51.108922411769974
+5.031935286430449,8.10554386013781,-2.4560018094028546,8.716685445235115,-5.670483592677728,9.836065533531418,-6.520155849988434,0.5082969078442146,5.555028144583732,-4.025438376482913,-43.73705958932593
+-7.130058230614429,2.7802602786787123,-6.999209203038113,-9.924546366982998,-3.1297140022769976,-9.177651032985693,6.4725504482000655,-4.088260975558153,7.901499086782701,-7.839917453582242,130.79249023607508
+-5.013989017030318,-6.784851350359846,4.252104648753856,-8.853089491039423,6.889551471251131,6.225263253005167,0.9216822569979355,-6.549000924338541,3.9099299450250324,7.785361175134689,-93.46905102602346
+-7.288885921884267,0.9122047268995392,-5.746690933613541,-2.282647647652065,-3.717570924198088,-7.834818144268134,-8.702130998181559,1.1084592912839542,8.07169297744571,-0.6361470622826482,86.91633503290238
+-6.452749835941183,9.330111800789581,-1.0077132387266707,-4.963005181189455,2.6103208343299977,-7.784912141051768,-9.09457370162962,9.982209369722794,0.17265080166924962,0.4800035247287493,25.796326545466254
+-9.777841471002017,-0.3373545647423093,7.18247277100865,2.80658651380995,4.327112577280731,9.329757727125331,-0.7045347149267389,-4.152945796034877,3.9264124679297385,8.311597916786543,-177.04887351088644
+-1.0245668634846172,-4.460993635831823,-3.8530436768958154,3.0822201634227953,-5.583744546947642,5.4609832973633115,-0.13681412733228093,-3.848913708772699,-7.970169554576905,-5.580776980783848,167.83833850079182
+5.135673398909272,-2.4635915425200827,-4.984151441377003,0.6438142566538563,-0.5936651514471647,-7.7812788853217985,6.036560270995189,7.1670373212423355,-1.0226480778595848,-2.1597317364123803,-4.106276720000044
+-1.393670520206416,8.425277715246004,9.663283507350876,-2.2726744581173253,-0.7748377193909683,5.265827742167124,-5.964982705630069,-3.0455072408016837,-2.356548872050095,7.426311369858956,-46.78799402194494
+7.792068981399359,-4.068982618739508,-7.023398990935821,0.38157219028079226,0.5835613370802584,4.454867710385491,-4.006856645782766,8.64877296351211,-3.371204478677121,2.5704536157486446,-42.34904701955043
+6.088623197967566,5.6131011500081796,-6.307733647269433,-8.532581060116902,-6.227233035186119,-6.2960009324039445,6.908135986338575,7.588976916376005,7.126664897746151,7.572050069099441,-140.23862367872923
+1.146586173599109,1.459758049749531,-4.648056797663154,-9.359323485727518,-3.7261922529133673,2.1129053027803546,4.99552910058092,2.0072604686446294,0.4213414841114749,1.8525511619510127,-16.16316323192261
+8.622415535317485,-1.4871292791815782,-7.916369466927449,0.048647036191589166,0.024189895604795897,-8.721977762202481,6.48117674585746,-8.315101281711561,-3.281169940949611,-8.31523353420193,207.96407595253237
+-6.867669555739826,-3.3229631105484336,1.9991756670842409,9.643388215738009,-1.486996969078016,-6.6980037832438155,4.875179845121935,1.2822686898136992,7.157085695717395,2.0500385325299297,-108.98641651529293
+-5.004764647736739,-3.1198107612119608,-1.3141147628155392,-4.920172240703242,-0.5069772932522421,0.19127793191386244,0.3034418528893057,-9.840621908265607,4.646351146797844,6.916137766257329,5.551835542061981
+4.938380068666611,-2.260434553223716,-0.3662885054660281,-8.951634264575816,6.244224888605219,7.42154433556437,7.044240435448621,-1.008565301652058,2.9399546415989053,6.139493303011799,-164.6847771063236
+7.735525383043525,-3.1286718826946536,1.3720349668485299,-5.527804373022027,-0.31885656125012707,8.170325825534883,3.0416879480924464,2.58332078904417,4.44820670102525,7.072963146179565,-180.92051649308306
+-6.467035276635351,5.512407468088596,9.333996887027606,9.142748342613409,-0.17289283318818516,-4.333911474908858,8.719994610773004,-5.166688531446564,-2.6744500127356585,-3.65199665068473,2.6069374231413858
+-9.972529008707712,-6.346449017696543,2.7944871274329275,0.8988588226907557,-8.665821749220806,7.118145781345051,2.1652118837107404,8.84185735138098,-1.9745900057445076,-9.29150336952748,40.112765430358685
+-3.612962957151362,-1.724482847986708,2.135880848784366,7.919504127244032,-6.483467906370399,-4.043062413518093,-7.470578360091087,0.6697832439157114,0.9163464004006694,-7.404988317755114,141.18956990412434
+3.3760788472239467,-2.786392835392253,-1.4133163882468214,-7.583809560095894,6.618492952769057,5.490903231842639,3.130825582155392,-9.607614607242734,9.913581481110699,4.6105214695180425,-106.13921562675782
+2.9648657306484894,9.403521864339588,-8.58241124436942,-1.497496734560626,5.674567456137753,-3.511890405019009,-8.021117182542195,-7.116757112877212,-8.319615450795382,-3.6445959672518113,230.75304739258914
+-1.901039592014837,8.335412423283977,-5.484469513348156,7.680517147168507,-3.0469629776670226,-1.1498344458809528,9.166339172213585,-0.6905383101430895,-0.7433728576353826,-3.752567894425025,-17.723993876392733
+1.6302255969917345,-1.9995814558789937,-4.348374805552078,-4.161638512187091,5.7480947530517,-3.537139590136509,-8.75952550115336,4.64283181368536,5.985526227647653,-2.877938099689874,27.577207848803326
+2.8615716130937408,3.2033247015805633,-9.487338972239183,0.5104380671100617,-2.4154688278711167,-2.9433514573558117,-0.0523854709090954,1.1022868052086676,5.2074813290880995,3.5969847429254576,-40.68019908585662
+-3.5229855165421253,4.7300003515544535,-6.675546229707658,-8.660132154198761,-1.5205540789711436,4.53886600857196,-8.910821977773814,6.478290831607387,7.410577664965119,-7.3177477571116345,49.75639981833666
+-0.8932389124211948,-4.154560842382937,-0.011852608526463637,-4.9626715669754535,-6.326410500310063,-3.8847502424641767,-4.401989448316952,-4.12067523826914,6.7850475916280555,4.761975531176576,42.202464597120716
+8.723292626485232,5.187052669819154,-5.588189058859201,-7.30395168379367,7.017593433503482,-5.511722428912265,4.8958399869276175,7.024655999431973,-0.6715644487581862,-9.45281379949305,39.13686282223089
+1.8505543962878446,-7.273850247084597,0.058858127241674385,-9.897941262510328,-9.692167703476699,5.077427458088586,7.715208189762295,-0.16489228174659587,-5.865057883283098,-4.557247999961367,119.64826295694158
+1.0756900321546015,5.917446117480594,2.1057017999663397,3.583992159728946,1.7136097350088342,-1.0144034230641163,5.107019908050042,-2.0861627959183338,8.868862579437506,-5.541244864121868,-75.44004173319394
+7.225743558792617,-6.404015253300754,2.5085971950713204,-4.190746829127203,-7.893063290122539,0.5813584023417251,-3.3345901946931944,-8.458184669535498,6.150806892367955,-4.382545950363353,133.70938862383963
+4.39736623565576,7.979902903506835,4.143101219193475,6.132481427264125,-0.5696619389339874,-1.467270409483341,2.807700437304239,2.018626972013724,2.2360663193153774,8.046908241934895,-179.09961063104183
+-3.7735422534576357,0.9305816880063955,-3.5468463364418135,-7.497117847665777,-6.041549688871067,3.9519750346884064,7.579331743562145,8.31757052979694,-6.503786006999118,-4.039744638719053,31.329776475379393
+-4.996389387489311,5.565942657508474,-4.0882102541081,-3.5781069925979803,-2.8421140404984713,-4.820146958584299,-6.273838022836758,0.4615269924338561,2.3159307148347352,-7.11987229003838,156.9716350105663
+-3.0678202276585975,0.9185487513630397,6.10431738079102,0.22299045943838136,-6.647581728555865,5.87026019381841,-7.983717736247584,0.8324465437503825,-8.644042022377509,1.6264277030250152,94.48285229006355
+-3.7112514169948874,-6.315249582034015,3.4934866919780228,3.12846426060698,4.673798597338276,8.356321007618408,7.199695993209458,-8.420180222901209,4.9103652444932555,9.564628480417426,-200.46935659366807
+-1.0327596624399638,-0.5911017781159855,-0.9887879591335236,6.771120031341549,2.1792631664825413,-7.618934870142611,2.2309386235399153,-8.78281886104022,-2.9070464856690093,-0.37625299045254135,101.94875858246981
+3.711494447071748,5.9654780599915185,-3.0179008063868196,-6.028867468297003,8.426769469191065,9.544325767863647,-4.365661386683293,-7.3792345098126555,-8.572406253249232,-2.7701469412582957,116.94059897987248
+-0.7869168454767395,-0.8227424106969239,9.927154570630481,6.381330294048304,-1.9259335385208032,5.488944328946439,-3.1277295015310713,3.074956942243603,-4.820465489891932,-2.2429658243273876,-9.208807727297375
+-2.3841273435077315,6.483370523722312,-3.763015759127335,4.135933057737359,5.181947926599415,-1.9467848897870255,-0.9407861341952262,-0.4226506589862966,-7.734456061415827,3.389979841114703,19.016237745788178
+8.509870753672535,-6.189923764465597,0.13585702411957,8.856345672341067,-5.695923686390341,0.18122505986240212,0.33496884255376225,0.9508435449276198,2.8028757463799914,8.20745947313484,-117.5274210916649
+7.865719690204738,-5.379194384421386,-1.3504822420415574,-9.261267766185906,8.629868301746125,-0.1325357806346239,-2.706131510973626,-9.382072591331195,3.322667680429754,6.619802197619837,2.8996339694960023
+-8.795253557777642,-4.4663334693322,2.8446362041739492,-5.69729531156378,2.6061312747295107,9.274291329542354,4.531162782942468,9.22757866947024,3.648787344858211,3.4370014614288014,-205.88033865285232
+6.398894349308694,-5.001386246321166,3.5962372770199114,-1.6688432938899278,-6.640417905463658,6.465159973323697,-1.0154423889349573,9.936226022611411,4.084771405171974,-3.913144420295125,-72.51404863632294
+-5.878997039979312,6.582563522096569,-0.4635795989104752,3.0594476822131322,-8.966234932314759,8.450208030576059,7.65686296741138,3.0982950581426283,9.107451981645687,-5.404691482300487,-126.99955582535095
+9.36967390408942,7.472852064988109,-4.118203946042554,-0.8275145168627995,-5.656989115269219,-4.580725481749399,-3.4894087715089017,6.377441830853332,5.751509246893898,-2.8591183569447542,0.27331242208619244
+-1.3712895235028033,-4.316552060792298,5.099708864012557,0.82151158894747,-1.6913794532674054,-9.786429679113631,-6.155602306695414,1.7025284783972183,-3.2074913042364672,9.525247219519217,24.580969901568515
+-6.301569654979973,8.351507196547397,3.144378504585137,7.5229481323985725,8.929480565534167,2.694844976110744,6.627321535160274,-9.916131336428315,6.706063711502046,5.733942155922613,-192.2529839171221
+-1.3208896191624664,-2.8756593923273988,-6.922880000338736,1.310474394544614,3.89926830745434,-9.817616411278392,-3.2529725345361715,9.053121181292072,-3.0000663601513566,9.241238145784223,-50.09760072508793
+0.04544851144081541,2.4428624601869076,6.913555641837494,0.8388445363019437,-2.1745817043362625,-5.071272114127701,-0.7279867334717371,8.975350889109194,-6.17264218892039,8.82084202145333,-84.05902497199091
+2.889881682537263,-8.79286524957472,-9.813564866278696,7.372997832943575,2.458070750198329,-5.421051156241803,-6.279779346599799,-7.022528218806274,0.632309585671702,5.043686756066339,81.89790758839439
+6.133364621429149,1.6648444389138217,-2.7980831214767554,-5.3641379430917375,8.17217649846771,7.673807068449879,5.239082536600224,8.493109826114214,1.2917449833956929,-3.08035348360278,-148.70753662738468
+8.174767283376577,4.6656259587054105,-7.437812046266994,4.851981805462189,-3.004189360087699,4.937217521285486,-4.669355471290828,-9.11121097395739,-0.005871920133209141,8.161423292923477,-1.5657240379854827
+-6.609253136224076,-6.357360338112192,4.209264119540395,-9.472313318475134,-9.637800239533522,5.372632727080989,-2.390008193879043,-2.0101777308788016,8.899165327150065,7.331918441027945,-56.995734469514126
+3.2387743875376462,8.754034446245367,9.576712954254265,0.45858321758288856,-6.100439014351036,-3.9947315757676893,-0.7455376644470824,-2.6088022397478094,5.662884058349831,-2.940519375781514,10.75635549421526
+-3.9869456242453882,-6.175525471500989,3.906239015438142,-4.911862464705321,2.560482108748734,1.98494307902513,8.119400719631384,-3.125577096923573,-8.999457366394667,-8.680667228991263,139.80331704126186
+-2.4251652093584397,-3.0596240655230345,4.197027093802861,6.346503760916842,-2.0689664139308572,0.29974174386078856,6.449138524601508,-6.65889168089622,-1.3817427736465748,8.084133575612999,-76.71641511517417
+4.749406379436188,7.790114446735346,-0.4190919218847289,-9.08339902718322,-6.605621487724688,-0.395621768843597,7.702624496125276,7.854041040503019,-2.583699173576508,-2.035985947028869,-17.647244637147658
+2.869752923193356,0.15459473268860657,-9.552960357710562,-2.3418717712285075,6.7074516285215635,-4.542598368310591,4.636087093899524,7.035435484076331,-9.109472362528738,-8.092339229976325,106.37084753780776
+-9.397980633411285,1.5136424131921555,6.253567432234195,0.5396114379327321,-0.9240244163424571,-2.601969861305784,-6.406383950309353,-3.0633048202325086,-5.146075937718864,8.91113354493578,35.934361715200374
+7.626851006829494,7.054970614214722,-9.53771738641447,-5.375683008929855,7.607238689012414,1.75034580538461,-8.452554688302847,6.840467925740727,3.26017882674303,-7.2263181795869595,30.25747014651713
+2.1489005823635843,-0.9127639723330594,0.5499053925216946,4.62354153577712,-2.9219647278368455,7.620837963046374,-5.56872350173858,9.500097730053959,-5.528870633457467,-3.4296592024458317,-1.1619828415210556
+5.926314727461939,-2.4420351692247544,0.6559588247238146,-1.892086039523908,-4.456952591099057,1.4068274854991425,1.1740649758901522,2.828310653456967,-0.21706601738466835,-1.8466306775776564,11.8219563493826
+0.26187193886046733,1.4634605483616636,-0.8353500019606819,3.2839563863710697,5.146962101160968,8.646581878421971,4.94727291465014,-2.230374752157489,-9.857602295158278,7.803540706217824,-94.15949767415033
+-9.01425427874376,-4.666299971772794,-3.2993179020117447,9.878880028892581,2.173241397652814,8.421936265505447,-9.03396120612455,-5.585120297594006,-4.13852061696713,-0.1454678763500783,77.28932256290591
+-3.1386162100268544,-5.017483357804446,9.886344310716078,-4.115301067274142,-3.424125874537609,9.302660670965535,2.8899729887041303,-5.334093832337259,-0.3392382840388075,3.4872260790752585,-44.85906492074061
+-9.693948802830867,-7.703091161294971,-9.702034952455609,3.5986800334209956,-8.98334385896743,2.976982538075006,-3.567800974541444,-7.599081403212196,-5.865248730544046,-8.991450676936864,298.06799235428764
+2.553941787286762,6.610191395521438,5.750342273465194,7.745740556002795,8.333771125998563,-6.919878079566484,-0.30970971912882783,-4.181046592421125,-0.39117208046054674,7.3473784584157675,-94.90535980967698
+1.3256486572797699,5.887159828456685,3.1845610689043857,7.285948443478092,-4.948092894642315,0.14888977092057054,-2.4719678960910896,8.221417906422978,-9.216532557940189,2.398749058804639,-13.65136153962407
+-8.393723450491407,-7.8216769983860885,-8.844426419137685,9.402367760342297,0.6745790300700372,-7.109440363068837,-5.370893722618481,3.899817384780142,-2.0014466506825213,-7.565974487040692,156.3303942244414
+-1.0212663895678142,-8.48063434708739,6.5533812763370936,-9.59086666575718,-0.14685744410910972,-7.093774613291921,-9.898944139800758,8.735767937383425,-3.039013626857119,-2.637837584761089,136.68607931098222
+2.8596622069907474,-1.517396229783139,5.449838944918282,-9.504801619964148,-6.903075724748591,5.499225491671629,-9.632662612311872,-7.95556845592648,5.767794470395245,8.026756854366152,25.28851500940222
+-8.202436918877323,6.0722004865858175,-1.1512668934435477,1.0286327518540284,-4.108920428430187,-2.218241504200531,-1.9908399509208197,0.7364017733503125,-1.8579264601964307,8.09597847161643,-23.25848567402389
+2.702043955269018,-1.6418816741466702,-2.8812387974829567,1.1453349143337133,7.945989933077837,5.1752347964425915,-0.4045534556974939,5.2257158128642445,-6.022569498933676,-8.446473919995052,37.2619187555457
+2.1257354516700877,6.5601377862636845,0.4520623755364417,-0.6932599518997429,-0.3634208229081626,-8.671978451735802,5.811803345350706,-9.95969295830301,1.1348808963640145,-5.1865414514246355,123.92688076297175
+-5.822193615894104,5.285273810604614,-9.459368108205881,-1.6422174010935886,-4.42469910906371,-9.576803878230812,-7.923388705326655,-0.30667582707927465,-6.950847684679271,3.4510815127114625,199.36698041415136
+-7.700290892389397,8.78844005159423,9.767621269793382,1.457426807914799,9.312309527615724,-2.1842341547481237,-9.657079037663943,9.044230319964221,5.622822009511561,4.122707274701456,-171.15825945549838
+-1.790326070974273,0.6077114631838332,0.2300137429393323,7.3525778336202645,-3.836981194479434,0.12766711790667573,4.260980552297299,-0.2032598260771601,-9.289437672306216,-6.720197773522239,114.83975920402109
+-5.100771843874861,9.431414957051372,0.6904354718995442,-9.604391670147834,-3.8438663146581997,-9.598515140845112,8.783342509403063,9.792843132369809,1.6508885986876365,2.1527395131453786,-73.60925031518094
+-9.812593897430661,1.5941192096062373,-2.700251953596453,6.41334978454392,-7.1443054153612096,-2.381226430474457,9.516162934576984,-0.9549300943615635,-1.8976881001338008,-4.029006336161713,40.24861302098523
+-5.434744279969699,-4.81820693542609,-0.6381389610919763,-3.3323628404060757,4.576521878901431,-1.386629663279364,-5.040723349737581,0.2952837411507425,0.09536594765932271,-9.023786153252136,142.30922242753272
+-3.594141621358571,8.263957112695842,4.7288157871403165,-4.56344389913292,-8.254282356881149,-6.32128093506743,6.268489212898636,3.1115554912119614,4.280504617370246,5.968418431324962,-92.78174009343834
+-1.5562196545316986,2.6258412817524213,1.601322394575857,0.9792707066572337,4.5264701992374,-4.448479956648235,-1.936397645161465,1.941772469015155,-8.68800792243391,-6.81602722331788,139.35830799853832
+2.51703658553883,9.685650066924016,6.371009031865265,7.9364794206508655,-6.8097994937063095,-5.240528780204152,-8.2164019060973,7.364992110858404,9.17459676618218,-2.407862851642002,-63.53741909415507
+3.8084991901303256,-4.953078873895064,2.1776868430713225,-0.05418890534937715,2.497968971251081,7.567348146592787,-2.5316597591750334,8.47405827268581,1.0156094437450625,-0.34497301448227047,-110.13472701443169
+-1.793298440472444,-1.6935838735162645,0.7962839887619988,4.685330328022204,3.972582715640849,8.578076437897892,-8.08137340902405,-2.6389187856235807,-0.18528712767971856,-2.037371719101011,16.88566005317703
+-6.811223819401131,-4.62718844799179,1.2189136598362693,-7.987334789100061,-2.2248908257805278,-3.7443626627132476,6.244848029082712,-4.699673267856417,9.402995157700415,2.341599157905563,-32.835106046972115
+3.3895525827400053,5.573495613413284,8.938353366220351,1.5454049834829542,1.471019581864439,4.14533407779566,8.262401543346847,8.493132314108745,-7.757047378973243,2.7933960844021177,-160.32555770557917
+3.2455878262176663,0.5578244102263308,3.21801850548578,4.904889143048992,-3.0754356915865833,-4.5999661175043265,0.03953692770816586,-2.297383342418562,8.43298003569522,-0.5411872198212864,-38.954934785983966
+-3.513706053425125,-5.7658189878979655,9.338699186562602,6.873459168821849,-5.863474101205046,1.438364841531281,0.5132728243136242,-0.6284356432147731,8.052135126303854,-3.899258329125712,-48.67263719435052
+1.1215728966131144,-6.409795361794652,-6.824164830736372,5.394890770247964,6.857669846924996,0.3279418781750931,9.344034836860033,-6.350260720450358,-6.59016078443456,-9.68325000699661,119.6304506838939
+-3.872080051953546,6.575155921158187,3.27812338207067,7.826516114110702,-7.808343821818086,6.49091691468751,5.2695702613367885,-7.472051890363103,3.3413770184143288,-7.127321285005972,17.299489624150326
+-0.23792599565570116,6.516642399248984,3.813394354381361,-3.898399546778295,7.211162462725927,-0.019891089924934935,1.2819008339742632,-4.268571353089385,6.276260786165335,-3.2009466473729,-40.57295935080255
+0.41952660150597065,0.27998804464420823,-5.5737184775190585,-1.9223848960081602,5.623776537640346,-6.313402622199207,3.7171391764520934,-0.1757501006367468,3.394531886421288,1.446449859104375,-33.21943222760028
+3.759883739134391,-6.194463535972723,-8.539215073017509,8.389975786774562,1.748261613930735,9.622862115121972,8.165082134856203,-3.5093224366381626,-8.309069569147557,9.834166620684172,-114.62876964478376
+3.16729635793938,9.017460405993985,-5.43727139236667,-8.770768359463542,-9.381056954621318,5.578921775999747,-1.1234204594587394,0.9120059472152264,9.343817860447032,-3.796161901204438,1.5269199166998146
+0.22991874624024966,6.821444836858291,7.514783225125148,2.652979038127188,2.8514758997861045,-6.400926915015754,-1.895278487761607,1.867854680655321,-6.899587360187047,4.624411875957348,-5.608734343751752
+5.400866715213734,2.4593596378273164,-1.4317443010176811,3.2579967052349046,-9.587540594196325,0.04009557978533751,-9.313324320329528,7.547567686174689,-0.7447038783471038,0.3663707659409754,39.39528366047263
+-4.781116141940663,-2.775395889815151,-9.313690160735772,5.5963679164930475,6.40689773485893,-2.183623570787523,-1.2858961210906439,-3.156279967381437,6.877870534520429,-3.5249667432824805,8.002119505854845
+7.975303112421093,8.11091579084887,-7.118079230227754,-6.829271068104392,2.7133660479919097,-8.992317428955358,-0.499624418301432,6.293204388063041,1.9142927140953692,-6.345187581549014,68.19856722637388
+-2.086902968189457,-5.557547448038733,4.847480792011667,-2.5328226182306746,8.243554330615897,1.3041239301373575,3.1869433816837,-5.451740632931625,8.439568701363207,-1.8092456135369273,-73.33498166663448
+6.531198713879944,8.454669616381612,-5.645022388563388,5.363598708911022,-2.6547783757940135,-9.777747079313917,1.930297372761025,-2.639501690103263,-3.898368211999721,0.18827211090254536,87.95473785415791
+3.3291610427715224,9.958187074878264,-0.7377340101383045,0.49416582998424996,4.286691070407313,-0.8857710380804851,-0.5823893576552086,-7.611498398399661,5.661549945832627,-4.152816124175363,20.848319145887444
+9.606116656114448,-8.993319549072838,-2.336660880204784,-9.715651437839693,-2.6542906420155443,7.249082880316074,-6.425335531981899,7.134874090860461,-0.6560786634669857,2.85110195150323,-7.470390285679379
+-5.515353346253478,8.716047397682317,-3.210253600464641,9.622170094641838,3.1635883651238617,3.105487965139111,9.183144027300811,2.147556603118086,8.226717170351822,-1.1066737534623305,-216.26351104571023
+-2.849467895251596,-0.7739599950988607,8.618236014887488,8.073076545050299,-7.860655987392922,-8.34148532210429,6.592277601444707,5.530432573058466,5.16426495787734,9.224713478105649,-188.49946621270402
+2.3419118218864377,-2.6124027435983233,9.498696826734015,3.2736211009031413,-8.501688576694237,8.777348035229974,-9.39164074763319,8.00655700565333,-7.178480480141682,4.093709761521738,-20.019747514782782
+-4.976212849768742,5.807249921768205,-0.5514500189770177,-3.820351941947302,-8.9690762989456,-7.990454426548541,-0.09475514628834558,-2.7140194475635138,-4.99238891927237,3.379958780642438,139.898605685339
+-9.938327446730398,-7.971942292944847,-5.948828492374815,-9.42634825535195,-6.7785356648720585,-8.119066411319915,-0.0413572027118958,-0.7229349674013186,-5.935515803743716,-1.3393861586335487,239.52254948958554
+-3.6635066274969996,-9.138124318079369,-1.6765498160905756,-4.902743671012486,1.131546879787988,8.68200454511912,-1.9903322239851806,-2.4291319525301236,6.6761670530929536,9.910902520286871,-132.43923373696973
+8.6533011163435,1.7086982977734833,3.354130921631777,-9.844987469898388,6.793388613221863,9.702940939219065,2.141691137114974,-4.932927977067692,-7.6559341526131615,5.32633141316756,-31.572147100031998
+4.434512096316327,4.540168713839221,5.244811615832665,-4.394235860330604,2.098072878937285,8.391537113660398,7.683532885490473,7.190734912232529,-0.8723572575891847,0.8767761294196208,-181.08120966762579
+-3.699903409276377,-0.05965144338199835,-2.479817361187875,5.619414894298876,9.8688353546642,-2.971054370025825,0.43369533345977596,-5.561994117719653,-0.506986891300576,5.724646061894294,-50.19857431695231
+0.3279047932703216,-2.185298653289538,7.074081018622134,-6.961854121558035,4.356662943431193,-4.669251565999552,-6.783190351775037,-7.659850261022731,-7.523283090975223,5.99850433326877,137.17743182007504
+6.529677590447262,7.05592427906722,-4.751770999313292,-5.681887223383216,7.473368935637643,2.4090973561538465,-2.3698506312461953,-1.5843404976785136,-1.3260354184335332,-6.096298477351903,70.31797551064943
+-7.807878231827834,-9.996421352220963,-8.751801978626192,-4.6583403024458665,-6.221924562612693,6.226664943811679,-4.282269643772592,-1.4109964865287594,5.447759452766179,-2.3628388921579346,86.6437588321684
+0.35094340190888973,3.8874410657451564,6.966977249124621,1.965802223148565,-1.261503703812774,3.382446659417575,-1.0730438782252705,-9.526874491089348,1.6172836668805668,8.095998535115145,-59.151862236564796
+8.379616998103902,9.36378173442858,1.8681297259976826,-0.4118848648941942,0.11602709392799726,-6.383836767649029,-9.148284309553716,-3.5979128572849106,-1.7930069464031617,-9.014561040353016,209.24472549174158
+1.9822355661441504,2.98319835666931,-5.330125560516159,-8.866693926413287,5.30474029437886,2.78605654267547,-5.382177574075005,-2.0817067707237635,5.616089676652023,-4.954135136161748,56.84443988211431
+0.4349764461507699,-1.2606940658102883,-1.2669186668887655,9.279084428353496,7.884366398805609,-1.4738674268341745,4.3878047807097476,-0.33377844241426535,-7.584178097005259,8.237790984608669,-100.17251688469626
+4.966829701193973,9.702538715790377,9.911134355765384,2.8638811560286803,-5.524403745858351,-8.621508892580376,8.981976723783742,-4.024145812090261,6.538326397973593,-5.826520101926766,-13.758194022841558
+0.004002678247374547,9.454092864837119,-3.5309235119138793,9.743711458369784,-4.488516617660578,5.088087314873944,2.583993680539709,2.6093703004198487,3.767561843930234,3.211758369041995,-157.5840563792766
+-9.654384474986317,2.7084415952177943,7.562397193959853,6.555414709515666,-4.629977956118059,-4.6715789346986325,-9.582177774566759,5.298262721434597,9.41994434181995,1.1471360418450227,-62.353448312821406
+-1.7080348620241592,2.237671523399569,-7.693800585621659,4.02636295771506,0.22535881399136315,-2.5828665175132715,7.927491163823883,-6.1266053432327405,4.281515135005565,-7.109683962590587,48.372881884771274
+-3.675680393499159,0.24321637959526132,3.3253578724593646,-4.478223891689752,7.259148820485137,-4.502376879705818,-6.779361614980324,-3.939588320066032,9.603835306558464,6.8903471523741615,-70.49644997244383
+9.623885987373878,5.2874052276251255,0.23168883078438007,0.7719701041179938,-1.5804491103780771,-1.3929742674775047,-5.3018354872841655,6.11528874063509,3.575682792480157,-5.392819391571422,5.647006607301289
+-8.075905897140995,-0.2284103255495884,-8.404007897123492,-7.319279355325303,6.667755403928284,-4.216253695217802,5.612192552303485,-5.516207583460466,1.207450534708081,4.461491663596757,7.864574677148701
+5.45554780599989,-6.053011520755074,7.854296189370233,-8.517643179429504,-8.917807520702468,-6.680857953483656,-5.490992828968267,-7.566559240179802,5.458828997759955,4.7391285607304745,108.34545196620482
+-3.629940417959032,-3.885724578593488,6.666078086137112,1.942466840131034,-1.4798310682504168,-2.9649444622919696,-0.7960912599624481,5.558510792980065,-1.2342787126382526,-7.676946074341386,61.90214855972694
+6.224046272114463,-0.9527494544422388,-9.298411514707617,-0.6217584887470373,-7.120121299141,3.453502936567423,-7.293586665092082,4.462370778397638,6.565327379625505,8.490219936828737,-84.52818811531125
+-0.5584247342781867,7.948680696069614,3.2313980413019316,1.7026916430437167,-7.066617107737332,3.162355657608027,8.781168403669259,0.4090142433488064,7.545260622497009,5.223058024848013,-196.5739033426173
+-7.52626258987428,-2.4439786829892163,0.8442111382085171,5.447458230820357,0.09568030678952066,3.052303183339684,3.9095882873664656,7.0127792303245196,-1.824259032185207,1.2327522624785092,-107.6574541398333
+7.635308362540288,9.714285803277418,6.525006153043515,-4.85979206188444,7.994334242423131,-5.043436444538518,4.070415710374949,7.34952602506576,-7.580757480973546,6.7453654472281865,-119.34055573680706
+8.519124173070278,0.9472778643088575,4.970009589332052,-2.918266023396485,-2.5347116364744826,-0.9390842220598561,-1.8308976684058575,5.058493654651182,-1.1382177526369008,-1.5335291029643328,4.728067153414356
+-6.740387586467946,8.819889116759501,4.028132233690755,9.098483378664596,-4.974152696900653,3.096363446310517,9.381735226737177,-6.627735097988044,-7.033292238004085,-6.767626348395055,68.51060153626086
+4.13394379106069,6.994731213288161,1.4418340311392575,-2.3400370800292847,-1.672251522509216,7.986028715818163,-4.964002463173182,0.46041052182088205,-6.786690100389421,7.19116335352645,-29.211032731782684
+9.961513928214213,5.643499391115787,0.22758417301798506,-8.974731339823432,8.580280277370441,5.255276452940034,-3.095536803249812,8.242981580048212,-2.075788316426186,-4.412700228924871,-37.08467961593745
+-2.963119866297508,6.373767220404696,-3.6887191252813922,-5.08830372609931,0.357989815888482,3.1829831295461175,-6.281489467049894,-2.4442153727766347,9.757944062717518,-4.846873571039949,28.34341483637833
+0.39316218633849154,0.10344325452084524,8.089286200096721,-9.09994558367063,-0.3935658558946553,1.8716252157805346,-3.620723210483523,-1.638566100103085,-0.3790030936403066,7.36447996145936,-26.91707557316729
+9.941378219803578,-4.193693898160218,6.025507574704911,-7.56122476564266,9.94380543279986,-6.707698738703092,-1.953301051857581,7.2759986575966185,-7.776947782563446,-1.7534243944577588,47.105711285659154
+-0.5718804221249729,4.370929595994761,-3.480093636465751,1.4740971750680854,-8.25911080055908,0.1769197432050662,6.10680075971946,0.43009576011475703,0.15499504306363265,2.9584532385119844,-37.935117424082186
+-8.5027908848212,-5.821338978208582,-5.445368272406275,2.7044014210013256,5.452919509875529,-1.487876919377995,-5.2651139238707145,-8.651503447728214,-7.811422430178854,9.873420014164218,88.021995599315
+-7.602850254150841,-7.499899487768033,1.2866681806747904,-2.4033544051941202,5.860202406741566,9.049172389428222,-9.877303563729619,-4.8938128956955795,-6.403297844253453,3.5040374885501913,79.42127464491621
+-9.871399254716248,5.063951408609226,3.5391184526496944,1.6499010435143058,-3.1238918221374967,-9.742917155023045,5.991517757313607,1.0301237727223556,3.298805708348973,-3.6529268603227116,16.77920084680406
+6.070977061111316,-6.789672813848744,1.4527162074873878,-3.4788168069570458,-2.9114646952433665,2.3473982399146665,-5.505681754146494,-6.2376151436498155,-5.63507055086093,-8.873644047125708,248.9676232062403
+6.265725998639189,1.130533716810509,8.18392311475192,-2.021435728371892,-5.715530338576571,8.634791120013528,-0.03686578352910308,-3.2211444544389622,7.394061712559057,-3.3738187598913694,-52.221641919248924
+-7.021352289255363,0.04908111375895752,5.5281431240779355,5.708491485060277,-9.419666366645309,-7.236141542788907,-7.661640584262573,-0.02917423496177962,2.401789016125957,1.9022049751128378,74.73865915313583
+6.2167909193319755,-9.636936004208552,-6.02842191625408,-6.04380627587628,5.723336961104755,4.065433067320818,-1.8723675102739779,0.824296094154604,9.75326127358935,-9.431997106919368,19.068815822395212
+4.457503095335498,-6.589835781220845,-3.9098511513764156,3.414753636019656,-8.429473784847426,-6.476534356551442,-8.248176101728411,-8.565874281592949,-7.3494994162115646,-4.202448893776487,325.52889734478987
+-6.7057218067344815,3.069687482577743,9.831354626230999,5.128705857181113,8.307338402127378,-8.229036308069105,-2.546715599935694,-0.8515807786544061,9.910285117258738,7.987525090806851,-182.11106009483888
+-2.499835367343375,-3.3091318767677724,-3.9156176414113597,5.062215343008494,-1.4350415280080386,-2.7320537663009126,-6.678475066585263,-3.254105653765458,6.425209142094339,-8.108784489200803,122.96874374104492
+-9.6041654794181,3.265317464058375,3.6572579233077818,7.481319591526545,6.943995937345438,6.985740591615457,2.4021908525505475,-7.89884269102568,-8.917238747157247,-1.001258391842923,25.64943766485214
+-9.226976786761105,6.518380507074035,5.745119992704534,3.64436414972362,-6.348537841475137,8.558440587117166,-6.527877050428068,-4.185833597091273,-7.103750255865751,6.009072228028279,31.060135584399465
+-9.214502287043713,-3.8391294813504118,6.203842825258786,-0.6416721737328213,1.0122500559302972,6.799194952458507,8.214152299274451,-2.8409425827810053,2.0932640113071144,-2.4452020919211037,-70.42573030679173
+-5.100602848661222,2.882932618386169,8.507676271197752,-6.735470291161372,3.0094690604358343,-4.545484764878818,-1.0424330419082417,0.35482498032741505,7.760202145855106,0.5822752531693043,-54.10712928347189
+9.749900236533222,-9.082274968886669,8.010513818599328,-3.318652370150339,-1.141810204860858,-8.255977640428815,0.6762017921176611,-5.389571576066887,-2.2318414224487326,-6.774239391377419,182.6714218757001
+6.451182433881089,5.647011370127646,-9.805417391218235,0.008712009351654615,2.158192992101813,0.777702488355323,-3.0000496911028174,2.3173817572924027,5.354479588441539,-8.979989905273282,43.05679470345556
+-6.017537389073819,4.050357019461677,-6.793876816402646,3.136127569107827,-9.463809637407092,-0.9642758620419012,-6.545485973878673,-3.590127409052881,-2.24635235931681,-4.304070190719105,200.35895850883392
+-5.79354901330694,2.498924755756149,-1.3136854034310463,2.559875868595911,-8.293134626928731,-6.472834987676697,5.026227499941617,5.170727856284946,-7.179734945050775,8.495195976986434,-18.077085035178467
+9.88841013559874,1.6545034555895377,6.625125181785691,-9.771283578753154,1.9036015046961507,3.0354311148331847,-2.785030134169457,-7.210528412345278,-6.646235143714505,-7.2963922353506465,193.24986424788744
+4.128787701392628,3.2892527733719534,-3.512465204403985,2.721190221773082,-9.101397221936162,-9.108812383434817,-8.88931479436062,-0.870134145216761,2.891617956049215,1.7749595803926965,117.97081977957349
+5.514125727602009,1.3736865069394155,4.345076899405567,1.7918187061054947,-0.4562078096442601,-5.615788633078756,-6.836621632775712,2.5512317573144028,7.822988047601253,7.627351665054444,-108.78656677674668
+9.337125988962303,0.4753565565773976,4.353033813147091,1.6502825705835211,-9.4166462453462,9.877423576413724,5.299157239757362,9.086317564273651,5.554700521492282,-5.07813799850765,-147.63444472250333
+-2.621661565777891,-3.7443004976345895,-0.5916872547851959,6.99504716752082,3.1055349049913206,-7.159525931712323,-7.693803801641734,0.9697926241197763,-5.546530770556243,6.934489566268375,41.51439989943047
+-8.231803658986047,-1.8811410592500333,-3.1939368838033144,4.117951551750549,-4.9989594928726895,-9.531217954237565,-7.4489525044059635,0.8045806104860587,-6.924404000853867,4.001029023925571,158.91309875968426
+6.66747835126853,4.103796152825259,8.19669175763406,6.012917980010942,1.0326259661813175,-2.759202813746715,-3.0059400598983688,1.8098289764094622,4.920611915707989,-1.2222349907049757,-75.12084204495437
+-7.591427716512498,-3.837448656875495,-0.5227673837617064,-7.213146952036277,-0.8567395335752859,3.6010512223293034,-5.469201565618562,-5.372814282622875,-5.5496506760188495,8.393600711202563,79.62458932946264
+-7.732331229922176,-4.360076070768823,5.044052661746017,-6.2430569300958805,5.8152739191318,2.904080328297287,9.094683687590631,2.3944885336442367,-4.243875369243419,-4.178976882651348,-19.526268582220315
+5.012522319778386,-6.460230962924416,-9.065261011697904,2.9285223643288494,9.310897449088484,-3.9465808198925023,-9.961074407716222,-9.623387690776237,-3.9013955836922865,0.594357856970309,180.14966814680537
+-4.023300868005128,1.746103961129517,-9.252015158459699,4.621666771880446,6.536079549071829,-9.6216801946513,-7.317453776582337,-6.572746489546876,-8.875841135020284,-0.13527204588410946,223.90613155653617
+-1.2443579947282046,3.927014937642106,-0.9676672904298278,-5.31461476539474,9.17824261240552,-1.3472947288123849,7.346823914226642,-5.696445853747052,9.46683301964785,-8.091169648258266,-26.746338825518954
+-8.838856024068617,8.947705933372417,7.3307405022447725,4.113446811659561,-7.4498485124789715,2.13057593079941,4.087020964275283,-7.0742947659659965,-1.43257250732296,1.4730856096377765,5.679865115225172
+-9.41680459336852,0.3923304996241539,-9.581040939029693,-9.943706996557584,-9.9937522855315,-5.6544243570286845,-1.3397098354111558,1.9977211998505662,0.18129699846381797,-1.1781983969606413,167.8544887519541
+9.837771278671603,-2.6085908453707374,-7.627160248799159,-8.628440846349037,-7.33540679220223,0.10568047583560558,-8.680630795392059,-3.5453536147558773,2.364299738062816,-1.7263202836366043,177.76419710855475
+-8.567350732800898,8.867203534363439,6.803383424227283,4.707215011911321,6.91326682772088,-3.1601246102448632,-4.295215572590461,-3.09513473234327,-6.1116079963077,-9.348622013425755,142.31702605861514
+8.643348972387074,6.402907278513408,6.520633290896929,-9.163758146358782,2.453359463548488,2.6265258391189383,-3.968882660534643,-5.11327142414369,6.530223512363071,-0.13861069798626335,-17.726835412475165
+6.192099026164035,-0.5799194891244674,-9.045484885603885,-9.244990222708132,2.5199299841945955,-6.264310722292121,-9.429661102576816,-2.227004348048627,-2.4999614224182287,-9.616867346816234,290.03258919104996
+1.4195228559693729,1.6705000801865033,8.575943956519774,-3.2207035545984786,6.179139684222809,8.554340459858897,8.787794855772217,8.496923521875805,-7.72676179594937,-8.718205838976958,-69.20746353780218
+-5.063639539515618,9.85232721587412,1.9718562428908637,-6.855251437427299,6.334307620578976,1.1020952451546706,-9.398025202734427,-3.1809825539315395,0.6057518887557989,-7.914722623801788,136.94451449843288
+2.456142080062309,-2.876478328140777,3.4537060510363515,3.4267030984761804,6.691717786032292,-1.963571038545766,-1.8829436528659627,-9.477873050375354,-3.237770617963651,5.474698612568143,24.283309130338473
+-6.715952835923602,8.202722826416931,1.7179522601015895,-2.338291591897619,-2.259582771663873,8.59004157184711,-5.263507326065895,5.772411444970304,-2.2050246751968516,-0.39895760593854357,-27.875419998762542
+-2.3791452232813137,6.815223053551474,-1.1076588856625902,-4.386113544460999,7.919725796918189,7.571148578955098,3.735632032934222,5.081940915865628,5.740792637524081,9.564166330632455,-286.1222189282656
+5.677693701384692,2.2998134144512683,3.7085657715732645,2.6641387432562236,9.647504471626476,-6.249295392079892,-3.3401364043244186,-6.7145850630776955,-3.795415929640953,4.360231410566275,28.724046631222773
+-2.8080914792474565,-5.386651906017075,-8.644610588036128,8.307384678392902,-1.7446203449763376,-6.481043138282255,-0.9859885759712084,-8.361902434056045,-2.093270853777105,8.745858594947036,62.84811846394147
+4.41253809631683,-2.71737772378017,-8.359048961714395,8.674387636556197,8.364371732012737,-1.8239884478090573,7.268914088263432,1.2659184274013913,-9.179068549806244,0.7610399911506072,-21.67421068850452
+7.786177459677726,-5.161664572910758,-7.296179116779893,1.7869158506119898,-1.0156659224618214,-0.3955812997909969,-9.548419945528321,0.7903037405624103,-6.8130566499880025,1.0038484067550613,140.35325560596104
+-6.577419307611447,-6.319275357048566,1.410758343327676,1.769217156675147,-1.2429204073226563,2.625464823363499,3.1473873045400502,3.928705561200425,4.85130319981169,4.9878892238140065,-145.82518748498154
+6.615313921411103,-6.750001622700237,1.8445884492414533,9.083682949497751,-2.7771614797582433,4.469021557598647,-8.513068813321201,-2.6430554383519156,-6.999097291608534,1.1447202373055965,87.52623545167886
+5.607802528217418,3.6756365094420995,-6.49458814009741,2.122748079430412,-1.0364404968392638,1.9743007122004452,-6.664281760243651,6.846298065283307,-3.7852707338404423,-4.538403041111694,66.25334530690337
+-2.7366462985620665,-4.858031836989456,-3.211498599311109,-2.486971282142567,-9.348973478443263,-1.1238932698573234,5.084423666572231,-2.3143136812681986,-8.893948374499665,6.155003859484644,89.98532893400014
+-4.756872163722406,5.6875436808101565,-1.094966230406882,1.700655436055869,-6.0226207414150785,9.612881461467193,-1.618654324393809,9.550529512647286,-5.867971988489156,-7.845400436087546,31.978393817496478
+-8.504522101666435,-0.3012301318034405,0.37131258019178937,-3.2999978614342673,-4.52850823283055,2.8036562285466027,1.6594417306057108,-7.61825228103582,-1.4797946134059825,3.4392263627656106,59.409739315245325
+7.941941761733402,-4.637292413254997,-2.4730434385320432,-1.4780589913635578,6.910632081781191,2.7119608781087723,3.10160754594085,6.896502036061367,-1.1701724088934373,-4.075556995610768,-58.160652147427406
+-2.860002665364252,-9.735663840492954,-7.847119300822882,1.5176390719095734,-2.48269477720094,-6.600882675304549,2.446311342337768,1.0057863101027698,9.413408334698206,4.11941505920292,-56.04896764355611
+-0.24865916814627465,-3.4022642863997987,9.978789060083631,1.8320768037278645,7.288354047046961,7.863120070697436,8.8188717816708,1.7881689025893222,-0.14535266870534302,4.914181306534866,-233.5235162608271
+4.085233106330673,-2.503081403405487,0.7295357895479637,0.6611187744877456,-9.156973246561229,4.953259801163794,-9.156354075458474,0.3128162099704057,-7.901776281932856,-5.671386538737306,205.43024997410942
+2.68004309703193,-7.7577727601745465,4.015023274902183,-6.337810400346839,5.483279597643007,-3.752690189031851,3.289596636046346,2.3481663629136107,-6.4877865152089935,9.767356568343153,-57.22464548329177
+8.465636569812869,4.9291429502256,-9.452574043197206,4.908116943903917,1.902065706543976,1.9806295003776664,-1.1863507187493005,4.420846154527254,6.336415069310874,9.919679299681459,-210.8839789065876
+-1.1328413793114622,-4.766876288495274,2.804157546230781,-6.86846511690341,9.371848027364491,-7.11979880544614,2.0859603135248306,7.137192465574811,0.07712960760752896,-4.412935473727037,0.8249260482394504
+8.0428289866828,9.65088803908063,-4.6309614062955635,-2.377706806187041,-0.14343734677238595,-5.801932782168624,-2.1063146629848206,2.088675993963851,9.679870043426446,5.464106535077342,-108.26205156775566
+8.009488446350666,4.119869880438703,-5.186741045503982,6.703566749428555,7.688486592770085,-3.8180251231683338,3.431433293209689,9.423609362949456,1.58955566738749,7.460988312189851,-227.37787741656317
+-2.7212995093422343,-7.608018760581407,7.545432434222674,6.34738787707231,-1.6032549945521501,1.506148401645706,-2.540747645127297,0.2339869730538502,-2.8415320796156474,-2.872810037874205,42.79328572116643
+6.5708528906483625,-0.32281409294249164,7.338121500836183,3.8756598482332794,2.3197842373161803,5.2961355795392056,-2.7097341424691357,-9.316453929758868,3.539489642565292,-9.83108746777811,77.47220968941794
+5.6038937749897055,9.889248508452436,-1.327988162876419,-5.440232826097726,8.590890122307748,-8.664640961021572,-2.561505603261074,-9.54595615448644,0.2583372240739057,1.0646205362994432,94.35588637516425
+3.501514784934885,-3.532792283079611,4.205182166179471,5.786483434831382,-5.101861900584838,-2.9337154850658287,8.342548691263392,2.1125959759696444,2.3854924441947167,0.3249877355226838,-85.74698423202308
+8.215397005029955,-4.78461494213648,-7.013081554570533,9.407848008308488,9.627133026554809,-7.991074335172721,-7.517172951826856,-8.59380321598077,-1.9216125695041808,9.186648807586595,35.47505915320277
+7.334463076626592,-5.885914446313068,7.508956379188636,-1.0046293027252529,-4.393880599060154,0.7035996240049425,1.4678510669321154,-1.2724393692458769,8.261610306683654,-6.42197711711646,-2.710348971701796
+6.487363834902203,-3.8569462313030134,4.170538960004011,7.381829969978084,-7.662416267319722,9.529045499549099,5.277098710252346,0.29236318647070103,0.24325239835465418,5.184553325820409,-150.7416915304659
+-3.090654937715138,-9.669316737327458,-4.835289337357964,-3.270298897901429,-0.25705619275107505,-7.322228995477009,1.0949632277687882,0.03749997684639128,-2.0605245762081426,3.835961304340858,70.569930329077
+6.690297912335021,9.47499755499262,2.092281461322696,5.247821892729472,-0.7884309188587602,3.463391702452927,0.6955578470720525,-3.170673866743483,-6.456070072567243,-0.4155107047663864,15.421554713539102
+-4.559757772390065,8.957384998340247,-3.1413091219153455,8.050060710101604,-6.627795364402374,8.893667701068635,-9.612161835822626,4.542477665612639,0.2037397095337634,5.550845737053864,-79.18074284686142
+2.5821413113863967,-2.983420659930407,5.556045691798044,-5.653792651221579,-4.107987301935068,-9.552556849145201,9.011496603395868,-9.02221417775049,-5.062365858383046,8.651742872697206,58.76368537219766
+-2.2951601812167266,-9.584215204765254,-0.3311174176505016,-8.023724025182045,5.810615124045788,6.088913893698578,-1.3729384236673936,-1.7792140138523127,-1.2711235704269885,3.706325588106212,-8.889999586074333
+5.230033977313138,4.387034970343333,-6.021950919080544,6.269751673271793,-9.542514512423793,-3.6477317095335415,-5.136044990993316,1.9167387428021043,7.2623535012424085,-5.902048327987634,65.94412549334378
+4.697331643912337,0.45818665044237816,6.018750803134103,-7.616700945141099,-8.31850391764812,-7.094460555566955,-3.420642708668409,5.730190858053907,-8.578532875947024,-7.293192736684285,223.04614970110362
+-5.132863479407459,0.0441636888600172,-9.251783266151296,0.41839106311932994,4.4277386564282395,-2.7783096129702756,-3.310511917581156,5.00936942629888,-0.36935830762723,-0.05672507116669667,15.726195251502052
+8.384945716569208,-3.480579804445263,-2.6631207161423665,6.2595457167763,2.162040578414466,-5.274453637651504,-8.805440143934193,-1.7170188226229421,-6.3158364835715535,-7.473146995288371,213.0715887057102
+4.4041201578262275,0.4700007461031541,6.024651832538628,7.570991616873803,-0.9926599886777621,-4.208586216445647,-3.175097823062818,-4.292390276118303,-6.414164622054517,-8.15254360718801,175.12766681804234
+-3.793837988976665,0.9145849149592467,-0.8408138315694869,9.045074860494891,-7.109916936002563,5.634632698477717,-5.773661248714614,2.333438266702108,9.146551186260684,3.563602825357899,-122.53341895107158
+7.082801296760357,-9.710726183342862,2.0739241068553538,-1.0435198179799965,1.5320987851851964,4.320347032805325,-1.5046464967816986,7.388975936344688,0.8591633747828786,0.324751748261094,-79.5962265017417
+-8.096082970916502,6.138940156960273,-5.518756254535204,9.55474693164324,-2.0484013951273017,-7.225885921611872,9.147624099443007,5.575231525566709,5.239879987587699,0.7696748782397878,-132.99432790422676
+6.103847215243475,0.48699049740434264,1.2593858928778467,7.58165324751455,2.5145560209553808,7.2509080928820495,2.12676886525639,-5.87296026202496,3.8570880356534265,-1.1464216430301488,-85.54539815479471
+-1.3831110630891952,-7.3032158437207,-5.722350934168503,9.121607900153128,3.130907149736595,-5.929614851800144,-0.9347195815540887,7.2147384575532865,-5.055583821855305,5.838750198912739,-43.744066346185434
+2.478500369730934,-1.4977194752153933,-6.62597330976851,2.398417710689833,7.73680153810761,1.6315814613414448,-5.888140602916367,0.966751682294662,4.572043713557501,9.330790464598724,-135.2479891219726
+-7.091964793458477,-1.3385912234125397,9.563029800107927,-0.7184970680020153,0.2179373582095523,1.6679750706554208,3.9242302220806846,-6.783168657002003,-8.826968750041829,3.9628326679261283,43.083287088511405
+7.908073826551361,0.7717980187842399,2.2519167584198785,-4.692610705867484,-9.647897365704328,3.2435464775645384,-5.691236232447066,6.797730744637056,-8.425913301282277,4.4765589612938665,51.69028002131744
+5.944117433810828,-0.5382072271532601,-3.604943308749604,-9.50991295068796,2.491800374812918,6.423503302200897,7.929804013344008,2.9330970373586784,-0.6197808213475042,-1.024394026753661,-67.22374551793978
+-5.097365173989208,5.2663606540332015,-0.4047457250284059,5.419158595356654,-1.6251046894505738,-2.812685833833042,3.6317144057214223,-9.214486835756041,-1.5726591047118998,8.875318578867194,-23.6332766295916
+0.38090884411707604,7.038534688116551,-2.8640597630634312,2.6242274545750965,-2.9126090720554565,6.565254762843617,-6.642375057987904,-7.275132861774671,-4.376777398869558,-2.6018714208933558,132.399246445487
+0.45297345583551696,7.940332712610805,-2.6262409770576522,9.72514736733395,1.748312892729238,0.611785634179054,-6.32705737151646,-3.9121405169634227,3.6871208670355093,3.0359806694310776,-43.87541902163461
+5.607282181433324,8.189113671084993,-2.617500070121914,-9.985255255846957,3.2681577531676687,-5.33102701668454,3.61910648126899,8.084793163428063,5.5809342406341145,2.474564189855961,-119.20367143425844
+6.880127285345418,9.287961136853548,8.076607709998683,-3.7969506750864213,-1.7285549186914073,-0.34709993758877955,9.54956297830865,1.9865789024469427,4.733630576928192,3.888215764388403,-184.47398276269405
+4.3213078266225535,-9.307823527934394,-1.8398566685228501,-5.788678572583741,-1.2290328263775008,5.704824283925736,7.025408987513872,8.25512514722323,-1.0849514361630241,-6.27504182591405,-24.57460735415687
+-7.665834308441828,-0.6022539216588529,-6.161156012825808,4.282596444079418,-0.9371324284469518,4.6649421449738355,2.293817655577939,-2.9769937304953986,-7.084092045368251,-8.85725773474439,150.3830606153821
+-6.075047856254701,-1.414625718180138,-2.5285479204036143,-4.744393708996382,7.9679189891185835,-7.777744682160446,4.942986473213509,-6.517871151374488,-8.475884503876632,-3.2563779743179277,171.82707982691568
+5.867331711657558,-8.154894102360341,3.199267252005422,-1.379692632200502,9.77580919402899,-8.390818477731287,4.034794838063354,7.174557661086287,2.319851462531455,3.2322484636793747,-127.28558889995632
+4.245441480912254,4.709746217324662,4.637241059356687,5.6941422576677,4.53068988874594,6.00694743826187,5.920715384734761,4.390983321108541,-6.650699574687058,6.372471319486747,-186.29913063714656
+-9.669592942376674,7.5739680223686285,1.233173731489372,5.802535387967085,2.8311635094324905,-2.7441550659776026,-9.850904346456842,-6.576811453811846,-5.660384887468051,2.644818029247682,120.01623336627289
+-1.8263123190023522,4.070938919293865,-9.746852852563281,-4.013400682765155,8.986191260813452,2.931940314131398,8.472164463861589,0.08253303372459664,9.473756987296554,1.1573903659491092,-177.71853526883893
+-8.740405029427261,7.66951852372272,3.760661691973588,9.217415934164165,3.216245768432844,8.633072655783442,-2.8070828876432863,-4.728324313558225,2.7072787338748183,-8.925429732745538,3.195609089372338
+-8.364130070396838,-1.0088731457182032,-9.002921212441805,0.8104818028048455,-1.339508386122914,0.7135686385168971,-2.6644992041904203,7.902909010459016,6.986304688192131,-0.3128415553719921,-64.59168097559503
+5.210913324252687,-2.8777313837170815,-3.107880266415457,-1.810621922865836,-1.9082167637751102,5.388789280688502,-6.927539614680169,-2.7001933448574866,2.3356241441234338,0.9662623330913633,37.642543666101204
+-5.765299169818081,-9.100393291116147,3.398281371112495,-8.988791882477505,8.344673515065711,3.1814714103104547,-0.9680105820641516,-6.93300217297219,6.2424077652880765,-0.9821054786564565,8.62068742732202
+-3.7298736288087553,8.101989120946282,-1.1918488814713357,2.0356948558725363,-8.390532945033893,6.2266118956668315,4.126090103382955,2.856497569590437,-8.797300400911448,-5.03058563134984,67.9871969965705
+-5.136623001659782,-2.5608092994344167,8.816900205359552,4.019986133216717,3.101277824792268,-1.3042813940997822,-7.346296464939597,9.704604326961189,-1.7552181265960876,-6.251675337031344,14.998467600965846
+9.368400410298106,-1.0004172707986103,-2.194047377354027,-2.245709826178761,-7.78943531343111,4.241610381847558,6.851595283494953,-6.490772650362873,2.045467804639376,5.261756624280823,-40.85628308492262
+-5.741013567937221,8.196725968084792,7.125558913554486,-7.316233041953877,-2.911761860295903,7.463790797733831,7.664058214027936,-5.397202470168159,1.18830457100904,1.6238911147423352,-66.27596369726943
+4.781264374994403,8.23965595000972,0.04614614940149808,-0.5336412077111663,-1.2919302940816624,-4.598092941763408,-7.927357850948534,2.8366853310317253,-6.564546090073091,8.38042458591283,26.765927731129665
+-8.054862662687128,5.102140685371282,-6.208294976162964,2.4467834460890825,-6.876678911479295,-8.488926446597215,2.154011920979013,-4.577590815687915,-8.051795814744,3.3542468751104138,155.81207770235477
+-0.9005516018155268,3.2285614512891736,8.906773892645408,-0.013145662692009008,4.512355839194726,3.5534356006527146,-5.244946238871839,-3.4533637107854953,7.785563678246074,8.47035683394337,-163.8516713961206
+0.8682929573398823,-1.2253032750588222,3.7933393457874898,-3.3921431096870203,3.834624016676984,3.460979591377882,-2.181731013766419,-0.1447670109352206,-1.010457962050284,-7.005511459203671,62.84538073981792
+9.628126798950028,-3.5821168695608074,2.132186092055508,-2.9819137862975698,0.3902449397365326,-8.969847235409494,-9.188411019346214,-2.5141379955618537,-6.254858564778916,-4.62070496132381,246.01379380035618
+-2.8221832214615805,-1.0456783751462329,-6.047439219716402,-3.907453833934813,-9.509707967145193,7.646117259192755,1.9345097165545377,-1.9365348865409349,4.109885489437833,-0.4570913915222907,13.516557200087455
+0.45399351397261256,8.219646215620921,6.562792473117456,4.182619251536714,8.498762376838316,-0.7108712106157133,-6.501458860294756,7.52926590693434,-3.552674804010232,2.486013596759691,-95.8374340234154
+-1.3415192012172628,5.064573003855141,-5.417947309508535,-8.692172391691075,-4.695635986144177,1.6344502274833284,7.420412850097177,-7.381233650309296,-2.8106884663953147,5.654804103661235,35.17752185807844
+-4.806443473173263,6.283006739242376,-9.957993939162517,-7.088602178129671,-8.243798573983641,-4.386509660763855,0.534136299854453,-4.6727670958507055,9.206453412911424,6.988137436934458,1.7567529873419598
+8.19056498601765,-4.771440352937859,9.095284986093722,-9.415286564154258,-6.266487442987119,-1.169172285045743,-4.0140108382994,-5.310027691940691,-7.6580427441758525,-2.818458996635247,221.22271391482238
+7.056171185305478,1.241563913896524,-3.9545071445038027,-2.730960439848331,-9.681992586190738,-1.1420837834960684,8.132294751723709,-5.70273899628019,8.465631526676313,-2.7949636599711924,11.996212784862392
+-3.848149037078654,9.723531120454258,6.931978335231959,0.1184162372780162,7.076071854080006,5.869236672062077,-4.311993081534478,-4.255654774602329,-9.65949945259995,-1.675289661334971,63.74070138836126
+4.553785585087377,-6.617527853080059,-6.137782174001838,4.457916119956932,3.7478927384921734,-1.150967866456234,1.8928463657017214,-8.19221261653961,-7.199214789922608,-7.982048813751208,197.86988723946897
+-9.134668852148337,7.838566197049881,-8.85757788492204,8.522302653623484,9.588054410498328,5.322482717807249,9.267402036681895,-6.06684191686454,3.5694781289360544,-9.322865126371822,-46.07709327937971
+0.05007185391529001,1.1820997823932555,9.663608341637214,2.069907829825892,-9.94662774529191,9.927547286590961,-3.811690137010275,8.005725659296326,4.0938003587505545,5.180354288903977,-172.5867571362943
+-9.414143282933516,-7.710723580333245,-1.6796866176564307,7.177821914249909,2.015356384203022,6.515704636470126,3.9846121819633007,6.925263334307377,2.8749993792187034,6.451066932208553,-219.45447284553396
+-8.5094108328922,-7.347612716878853,-0.5532470061402095,2.3395707696344425,-7.9726941895564,-7.162296319421491,-4.057018695073946,8.8047244101024,-5.834923404209434,7.626259943988178,36.52761538855457
+-1.5950910568153343,-5.642528082212717,-7.1736218363301045,5.215174287548243,1.6300545213539763,7.311177213353295,9.891926376505486,0.35349301297111113,8.690002230732834,5.5869750722737805,-241.40747435859413
+-0.16599320343876123,-3.6365403574206123,5.930040038336212,9.690635147372639,7.939290472287064,2.8307494230177177,7.107561155411046,-1.7693529755235704,0.7582619479427444,-0.19118822135718805,-142.87654494113593
+-4.855677524058608,7.54480777030709,-9.262069229283066,-3.7186106530299057,6.494199806532244,-6.650766412214056,4.327001722743367,-9.072320105005101,-7.4530550972634835,-4.274977311001469,195.2567744447657
+9.374113757625954,-7.848786465648976,4.960457343953291,-5.369660237037852,-7.46691240933086,8.829402754944354,-5.951956538839466,0.2515788947375941,5.519109757337173,9.461688429992547,-103.82377320061389
+3.4464985070830534,5.93591921296767,2.5666216017273036,-5.536973047915983,-4.226335059557577,9.138749938872401,3.15718337288448,-4.33743017531598,8.412323707924918,-5.90527971572369,-35.12158989616669
+-8.147456629315679,-6.791900508274244,7.07323819798787,-1.7814195630620966,-4.431243010718728,9.417222893927327,5.821036989231693,-2.2208324085578335,7.000447901696809,8.804364802189326,-196.60135379808392
+9.104162847544817,-2.7424085961034406,7.29930484573628,-4.856741935290709,-3.441712745496408,0.3984727475025718,1.2072824872487486,8.44883326769347,7.7337819623602755,1.2383296573217462,-146.38481613175162
+3.6234165128749996,1.5047463736305255,-7.9680306642841225,9.68403695686636,-4.674310662133476,7.517870075830421,-3.9148174717902995,-5.696665329362595,5.261692683769866,-6.073063633765303,47.476429313814876
+9.459520273801187,3.8732676030639834,3.4101835816967463,9.983688705837503,-0.8925334433843246,-3.2180366707492314,-4.964938861722164,-9.624546891928807,7.849848222546212,-9.034310496155593,90.98511042583225
+-7.651815286493009,7.993935721530803,4.722491350268696,-1.0966705887694395,0.7181956236442799,-2.7691881879826186,2.614692057026309,-3.99068175289667,-4.91593455441929,1.756131154427265,39.56535927805152
+-6.176728638821658,-9.304978352218518,0.8817015924887484,-1.3420378079392248,6.315503056238949,3.2275531342111474,1.360487044998413,-5.861454211167294,-3.985229434108568,4.767732601198511,5.378568423978278
+7.270059378147764,9.047931357605572,-8.617368020838995,7.677395152105692,-7.6831659149397975,-2.4330411958335185,-0.2149394285047923,-5.198584575425469,-7.683571132089568,-9.72829798031849,235.41970775434882
+-0.21177381451252364,0.7703474259059351,2.9504626555519,-7.102937968565453,-5.345255795289012,-5.885588454147149,8.125468414910715,5.687759335961324,3.336807041467895,-6.218853938380933,13.113971915511577
+-5.441355022403673,-5.613494126507228,-4.066567739354183,9.632873939963712,-0.6014913574041425,-6.64469486832052,-0.8491300958682024,5.351363722623512,-5.946220105645754,1.7503809159406858,35.37222727369134
+0.7606776420573036,-4.1124259526401,7.1887222906333115,-9.696294539309068,1.1059134691324246,4.362159480954686,0.8829220982629171,-1.0075456068320499,-8.36335967916506,-1.1866055807587994,85.69035830193572
+0.21552162849604706,-1.899788050189879,-8.544373438832586,2.6260121800696212,-8.891620823245265,-5.84115940854407,-7.426693000276088,9.847431053545767,-6.893497609276311,-2.5911266807800004,163.2129567091311
+-4.832702130862437,-6.302846075883551,2.933225101291328,4.101592963925141,-8.07445237892683,2.225789648921863,7.820347596730201,-3.8394908002872463,-5.243715037299996,-0.26460905350095487,48.48292798376869
+5.239735513253931,-9.357286975903085,6.269000027880358,6.791487621506067,6.786192356557406,8.48218484726183,6.012187400871074,0.7745337173203026,3.733460790598304,4.560414871458325,-241.47120724455152
+0.16922868514156697,8.072997811459537,8.0418104133018,-3.221235209007074,-3.443169246373896,-4.0661317544030995,-9.043575835792462,-9.543764254853302,-1.980792469793884,3.231141765490315,141.80577171868057
+-9.591517528498114,-6.2506990288915265,-5.289044371106597,-0.6934924737267156,4.213165475756108,4.327533899207438,-9.034561705683936,-4.741716621602581,9.19815785170819,3.32072924636162,-18.10026373288357
+-0.07650731174721592,-6.684910890670393,-7.072378365338976,2.4974973535026534,-4.150662765316784,6.967563265428456,3.5805261344696726,5.35563685750062,-0.9915772274814483,7.622051579482212,-128.55068991050595
+-4.434736840582185,7.806026179434699,-9.984272866631262,2.7138230324244494,-6.160942908077082,-1.8705308958108002,9.040356441779611,6.884052461220776,8.730927993695337,-8.751559790285878,-55.74941356199221
+-8.973310307629808,6.6360786007860195,-5.663671808072152,0.3584631549900652,-3.6972040492482705,4.780481720965158,0.2443875048780586,-0.43753052082018185,2.5658702012114176,0.33253161067002823,-19.995589644044927
+-0.2509475040172693,1.9680226184079408,4.740316575440207,3.227117403297537,-0.9951294696832513,2.0243020828679437,9.38061839091494,5.753044225293513,-7.429039289487411,-5.449103973883769,-25.339270671243856
+0.5121637746552654,-3.0076563270836343,9.443012776227071,9.350959075917405,-1.7467812900788582,1.751797031837934,-4.900901955328621,-5.750275583093563,6.955594757474413,-7.2576277435810255,31.755833528194476
+6.4067758571694515,-3.72195530168576,9.154702305490565,9.499543583095067,-6.039505638240403,5.911143668488135,1.045035794867406,-4.186242771986799,1.6052499829387479,-3.32255469504402,-20.92538662369135
+-0.3757746198960432,9.91030987769659,-0.3332579921683432,6.065575832183281,0.8266475639223025,0.33124709519634754,9.079012911787764,-4.494636146797612,9.578586887633376,1.552694795635432,-174.768794871656
+-4.82620253435072,4.23871356211921,0.14413412253520885,-4.220046238930728,0.36473020157821834,6.162080463788955,-1.1874184002908872,-2.5420111757777675,-7.724037941781596,-8.407034898530569,160.03936188123515
+3.5683684993266174,-3.767934178862764,5.000226782868761,7.671564302184953,-9.67266133487927,-8.400952969804742,8.84755763350833,4.919096003836092,-5.958186487604791,-3.1295951320750626,43.62111128388123
+2.3883283321826854,-9.053026988301124,9.67358108649419,5.630662523778809,1.666013811772673,-2.6600819700422607,0.6975913478473172,6.524765916733757,-1.6826088417857599,1.7105282366991892,-83.10661029923936
+4.965079275631918,5.113119776087731,-9.26077296295751,-5.115087721832216,-7.699657964296749,-2.6166806633838346,8.537700758554118,-8.308142654679841,8.386828710142868,3.4678312255716515,-12.64834874265512
+-2.3765133501383207,6.423625234457577,5.983455427142816,8.124124857397826,1.5424345062205713,-2.044106149958753,2.727356791309765,6.628036040424991,2.176499632722182,-4.1727408594552085,-103.06584018397024
+-5.81575882339407,-8.573167362944211,3.652304033756082,9.211633686609646,-4.369607863313276,3.0718365985042118,5.768367996850278,7.5027188958608,2.5198851132905764,-8.467506276832232,-57.06627302769367
+8.55086173349611,8.845725054220086,-1.319310436825638,-3.1634154836229644,9.727600440225661,-8.828741503320252,-7.214648727132502,4.36880343026091,5.238603958495574,9.219596878085,-125.21590704767893
+-7.147510030333408,0.771867750670947,-8.913372329793695,-1.7626522340596007,2.3227354025820435,8.576508221854361,5.8797704106440545,-5.357137538897197,-9.579579827677172,0.012762359251061728,68.2031776246808
+3.915705532700382,-6.739517595836373,-7.935393243271851,7.723527211399359,0.8830156148652546,-4.895457130594529,6.407498981215058,8.490534281228179,-4.373412531042293,-4.646437778136292,3.520675874986734
+-7.862723006852772,2.845529102604709,9.60969682424573,-9.078175333475606,-8.847953973096697,-3.24414909323675,8.753161176434908,9.98318802365205,-3.189372052582926,1.1597415162774816,-47.32486188822706
+2.2594628903177605,2.8813123713159405,-1.8719920496889686,-3.612226186090135,-6.584169721741913,-0.693498108551569,2.435650974495789,-7.075188818449185,4.88951043741924,9.450473882608408,-46.38177359046825
+-6.144412673368591,-8.71232554086541,1.1974126743653546,-2.9359580038422406,-2.7761020422273153,3.2828111854605346,1.0689706235200314,-4.976625424671628,-8.439736766675905,-9.298598146213198,230.82394053209669
+-3.3666382298558695,-6.217403622346476,0.9679357526500443,4.487499314664738,3.4977616705131642,-9.76135980375043,-4.709494054928324,2.887650911176305,5.02230403217437,-3.88712955413,43.3090287267272
+-6.606325476493547,-5.011907382331922,2.4920638895464187,3.4256937206489124,9.824648366455978,8.226087066051681,-9.458829033696736,1.6199911440667347,5.135896557948934,-0.8518005579373833,-84.67152197013637
+-3.0627330388080365,-8.914978966372818,-8.00061285674076,4.046565168084484,-2.0342623591747744,-0.0855474595152228,-2.278839004821167,9.159362106573063,-0.8414097430854239,4.982507554509885,-57.31630801548045
+-9.099275962323635,6.08877554911885,-6.097982864221443,-0.9720212535649386,5.843487295768492,-8.484869300615125,7.817668482847826,6.578735775255062,-0.25013202087511566,-7.276740057943389,10.861671895317864
+7.8160169680041,-0.11346900992579956,-8.209238848976913,-1.3832063969793174,-7.132188312866569,8.568027162035943,-8.08763108020325,-7.838812665372334,-0.04438110724613864,5.789799661798014,72.66961598930071
+1.1715153506873976,-1.725063554773052,9.300940105778974,9.928916344272036,-3.450720234002098,-3.73432762023308,8.338386420599557,3.863060324107841,7.946616113604151,9.758781153271716,-279.4135557205746
+3.1412796198984827,8.99294818498374,2.9779412586483334,-1.2202805274375161,6.480572631161228,1.6514737168543125,1.5662424723453738,6.343877021018667,-4.764319161990606,9.61339517669586,-179.71910551796793
+-5.22284485793551,7.443444548293039,5.6847321940293245,7.332487562598764,4.895900335080947,6.739902397015081,2.44981620000982,4.897707592918716,6.8140771294011255,8.199778479829057,-316.9531994959091
+1.6504083752518595,-1.9718960446317513,9.892243737712128,1.9712760269324026,-4.780518462529207,-7.873899634238535,-1.9439965450916086,5.773866394578338,2.2298422646821603,9.31997987741191,-105.98896806786951
+5.578615647451752,8.195987164956781,8.247221504430463,7.49987083603915,1.190544941427918,9.616556885701646,-5.333375117151364,4.840711650636836,-9.732017575643416,3.185923584965633,-81.9353918922195
+-5.550530764863173,-1.27237377235919,3.84220339415402,7.2042140941383925,-1.5710155250333613,-0.5400994293455486,-8.677179929188522,-0.28988448587245585,-1.7429717363660613,1.0042882164683697,51.335520909268475
+9.625314187209257,3.4229210249872977,4.544165390573507,5.494717112480341,3.4571302121532788,-4.38088261350893,-1.6652097249492437,5.379251570319594,2.3089385915055183,-1.6245387635848374,-75.37371480361195
+3.5511295264287646,5.797943738445417,-4.339739438780277,-0.4783316351594169,-9.455461971809669,1.6390365897403436,4.9215318892384925,-1.7540468682083676,0.7058548773815088,-8.179407363922342,95.72050691756634
+7.120532571144331,-8.661616501482953,-1.2475634186201834,6.641465381423604,2.0248539424381895,2.5439436373771063,-3.91131424702426,5.772736747627631,2.244997538491804,-3.3754155732541546,-40.31279498477832
+-1.5821349677648056,-8.238321255400486,-8.037350606810714,-3.130502750647346,-2.76931673246938,9.808073703709665,4.961266798673407,0.9010483955819959,-5.897726142126776,-5.914439023356566,83.32561642560073
+-5.141928252647028,-8.72981906126544,7.3675051962087235,5.739773368381518,-3.876825623570419,-7.868808224428776,3.5544322638045145,-3.2380801965708828,-8.313683339282218,5.85808600771167,65.6129062146071
+-6.3763604114563055,-6.794171605734222,-7.180995526752221,-6.6786199951614496,9.085978163215806,0.39380363428267007,1.4867352160644298,-8.175901855426977,8.446320885033982,-4.030223498876479,43.26666639763078
+2.506352054906984,-0.6588162104063455,-7.606082322377166,2.2293442308805456,-3.9794849076831307,5.804064448423148,-9.94092324913359,1.007165790910245,-0.7244619905471916,0.8534762651822336,60.39238943871359
+-7.290701267071443,-8.956182807727043,-9.325040579858662,4.440059377344641,-6.444353061721295,-2.762864533944449,9.175983075579872,-2.50729499229591,-2.343001024384772,-9.830780335843397,163.20290603990708
+2.5933549678300527,0.7369674709543106,-8.173983636081276,-7.025857131459874,3.9947550776749186,-3.9943451682014275,4.843875332186456,-5.926296054665123,8.246109174299967,-1.5657738727807535,10.801032015336064
+-7.062205837370465,2.9612583932025194,-4.841593839516363,4.626877002029062,8.38699792238465,-5.864791465514967,-2.063159920719486,-0.49772740899473034,8.768433528831443,-7.283352188716091,5.006648581909857
+4.248220663349831,-1.0650369665187553,9.523670526195813,-6.091377349710396,-9.293000398776998,3.9411699485339735,-4.946595229091459,-9.701555628504748,-2.8768713823154313,-9.571204014864549,253.36195180412
+9.149591047546096,0.6510248310712052,5.342442155495273,8.74490941441493,0.7496878946491625,2.168391041986686,-5.798141835451316,6.598137024059847,4.344006732185348,-8.042612545629492,-45.181787310969995
+-7.812557230803323,-0.4437196716041081,-6.494991891349207,-0.9567624269120656,0.7145076547531648,-7.462064879868288,7.824036392192304,1.486191650977231,-8.227645648095962,-3.3424312231354425,117.8759580453797
+-3.731455429151831,1.1111200083453787,-8.798265971056358,3.817911345628995,4.387583568434921,-0.25008229049602315,-4.4832729233164255,2.83561955607879,5.5101927095157865,-2.698635309308346,-18.677683449703018
+-7.7828630573515305,-9.094991845814151,0.38225153787045274,7.931775944603681,-4.609441472178137,-7.602756303138898,-7.723305123820277,-0.6856686557467406,2.272864149983691,0.02802826613896192,103.27369699633932
+8.741909243639878,3.9599670830788125,7.068551684611406,3.5675293555985665,7.787376887116544,9.572594036857032,-9.242684199626423,-9.3819067762218,-8.672212155515384,9.609971208875013,-23.37279235315735
+-2.8953812084829256,1.5510273380673167,7.1614631263795525,4.768388436176856,6.502811050861723,-5.34394610774322,3.743204386628627,-1.451651624582675,7.923387996566344,3.7468888147422486,-160.58883872705195
+-0.3994736616579586,-6.1790853073558765,-8.510390379800228,-6.052197426266421,4.666215224682119,8.550790154778426,1.6370199020254694,9.859686496394296,-7.518436776521085,-4.260359357170294,10.948698886368183
+-6.132763272760718,-2.9239253881412175,-0.5741158252796774,9.953014115045441,-5.7421606691757106,-2.182676817992295,7.489866647408054,9.93528071743988,-8.38637047742083,2.100081610654949,-58.85785534614158
+-8.290887231626423,1.1475321209604816,-4.019610528081481,-8.404492308000343,-1.2067723049550083,-8.965603218926365,-8.688573403247126,5.053060366778848,0.01052982019112303,5.375336372151873,81.54231598977647
+-3.8268909979362764,-9.115389061256874,7.5594848405521375,-0.9414275339150224,-9.970810637993594,4.928981321211994,3.868696614644931,2.3485422984537063,-7.659879286118949,3.460944746312835,15.475652480255732
+-9.642269636552864,-5.203864061527774,-0.8213425354319082,-7.550302715130535,-7.620000615813252,-2.359265612052772,-7.83379172556502,-6.313970581834651,-7.716344739414409,-2.2413424416660455,306.2199672814329
+0.07062819065491777,4.195653828226189,-8.022401642398542,2.565595646936978,-5.029335019105112,-0.5264839729051163,6.486558395409965,3.4538350885813407,4.424534210710256,5.167119487632856,-127.60285453416387
+-6.231261778920119,1.5961488582394678,5.266503476028507,-2.802492923368778,7.495282075835767,9.410215047783394,6.795851548526885,4.103175911489176,-4.189403944062322,-7.691052523126611,-58.414126839141495
+4.5271034901245955,-7.081202936872617,5.556274170099811,6.332449371514734,-6.605587419615116,1.6492280242857116,1.3260143862019347,-7.4356235357112865,-8.82461256950371,6.889802648106458,55.16287308222672
+-5.841781746968955,7.122360669405376,-2.5078962334774557,-6.4845560856957984,-8.720539165040929,-7.003592399913304,-6.729895278044282,6.338298389618631,1.8418685846261673,-0.08911880412734385,94.53384138056084
+5.869944502849105,-1.136333659860882,5.425965361784877,-3.664690465885634,8.074374016048637,8.258017341361592,6.729465798354186,9.25457552708541,-5.911055082120706,7.3153096943603835,-232.3458295943072
+1.6691613539661576,-4.896722641573272,5.8184738694993055,-5.9138019270422575,-8.79703354515058,-6.915608147706321,8.905298546081067,-2.2959162168732927,-3.1788167697607506,-7.649778208478979,164.38973596728252
+9.800105150572984,2.724284389013205,0.11458497944450974,8.462864948852642,-2.4476759832176787,-2.9737664362714944,-7.868895664637949,1.3344359501015335,3.2867902233131807,9.353295221525372,-94.4815332285561
+1.0151235152849303,8.976998033489112,-1.6324374763187532,-1.2972970325192956,-8.882990341493521,-6.450716076913519,1.4471969409627095,-0.7051182803274214,1.843418488133286,-1.3291905788506053,70.17600972678734
+-3.753436910702983,-7.300676155292436,-2.585100239675502,-0.7952624475317394,6.699950232607598,2.394473498587748,-2.797276635716379,-1.512365638588824,6.94200158974555,9.814343301190727,-144.57201763080272
+0.13486209248898318,-2.6709130737238773,-9.945242337641636,-3.21280614967576,-2.4517970777070075,3.3098767944135177,0.28452775054213175,-6.50531900679103,-8.035024366495158,-7.937768914727661,246.02228989334387
+-0.8065209583500055,1.7361323997641076,-2.914409968186824,-4.8725736484965365,0.3783294565124873,1.1836958566394795,2.994806444142233,5.209172593179812,7.303819602523205,6.863357848133029,-177.22314619651195
+-4.4021125621705774,-3.644465048311243,-1.2448343398373019,-2.9515611152250565,-1.5760084530040341,-9.172171049433866,-2.3599701739113765,4.817502814879385,1.9410693831055803,-2.0994324202727843,74.16478960268982
+7.75573223259634,7.587248811763563,-8.209892271474802,5.902203835711899,4.337805766122653,1.6235814262604409,-3.8322127407386186,3.710593310181156,5.290887983234731,-3.26277473061932,-67.80170226156042
+7.481399924498467,-8.682732698797292,-3.229512230786822,-8.538295190773182,0.6628214768460605,-5.911623290852672,5.419509219916943,2.9060976097284485,-6.080425936599183,7.479987202854128,7.331706025970721
+-7.4740081192750685,-5.857299674685457,-6.9590087840477395,6.206067439684782,-7.435646599617181,9.382097670965852,-3.6375405645195014,-7.104053700316406,-8.782724950424146,-5.213795828621373,213.77066967390928
+-2.8596763109440104,6.766084214264332,-7.382708213687916,8.965091352664682,2.273529469870046,8.747125480861065,5.337051887010482,-4.868221727245148,-6.189678949586486,-4.142585686626017,14.562765648908403
+-5.386363096799959,5.019417610454536,8.17306934246168,2.859487266575218,-0.17072131809669377,-3.4030834080050787,-3.1581013794686386,-8.172152766209893,6.288302072524539,-3.652853037679342,52.08788223929088
+8.21558720387262,-2.5240518661596045,-6.406828955969582,-2.368667467010215,1.287864378393766,9.580483669803286,-6.531346343314411,-4.956658337257906,-4.163048259991903,-3.2909821958109275,120.90241794687917
+8.155881981071007,8.240397053937574,-9.22748757955728,3.0712484200790846,-8.873821012871641,0.9649175860024362,-5.747666627988228,-5.708568215912351,3.2627230870341495,-1.3592263878453026,103.45749217915791
+-7.375535112984224,-3.18005824086262,-5.042055208765753,4.849774573767314,2.7836416262217023,1.329540430403593,0.49448609878167904,9.645768148779785,-5.374047704899403,-8.031287487174472,39.51121721025857
+-5.698951728447885,5.661608864258394,1.3682679047870305,7.263523586344725,-6.797759256142215,-2.1235741647435225,0.19872648633260326,-4.34711180137416,-5.718445914700787,9.707508291047988,-0.5294386533396025
+0.44059436053375034,2.196629070092384,-5.769953446518872,3.7344445832369533,-8.10795791453464,-3.2491194663814826,8.644548720894011,-9.68972249706076,6.495768622179845,-5.090490247464157,70.41752096970775
+-7.404098443534311,-3.3224515318250014,-1.6488201006605396,6.184423442517801,-3.9215917420326485,2.0061670284555144,-8.81914483241179,1.5508027164790783,-1.6679885403380768,8.54932131012814,-16.34322785042614
+-0.7506950888803576,-1.5291949317964981,-7.308436090433828,9.858077391811682,-4.629674606716732,4.539922171222457,-2.9810837131354995,-7.189332053682353,-1.85726298425974,-9.602524784782842,176.76218296025584
+8.867459274730642,5.0429961675003625,6.6356339383273415,-8.384510630098728,3.1930541400637846,6.934766169628213,2.3605737641449087,-4.74674116295909,-9.304980123965072,6.5262937226539925,-19.23240433583631
+2.901467832626805,-5.150361878087091,5.769726381115701,4.064492999855931,-2.340710694377761,2.737923711656247,3.7647596161834107,-0.339298421019949,-1.6324966031036259,-9.488591470531933,58.37542197456338
+-6.634323377406968,-6.017724380241161,8.87159040395128,9.16306095946127,-8.473696212092934,7.416952350217545,2.7816005511418007,-3.1363053073162073,-9.06936863580896,-6.704930260383197,111.72924048561903
+5.764442085902488,0.12559109065721996,4.196480756561927,0.3507368828944468,-3.557866722973584,-6.385086055630113,4.961910588496988,-1.8244834756961281,5.223940161655143,-3.218461152323675,5.555210308214809
+4.611515083603111,3.0606413430406887,-7.220284014833718,-2.767761422119701,-8.926178720378314,-4.49890796431702,6.5752383470477715,-3.524121143476737,-2.660965816497296,7.744750551952815,25.98377829983017
+-1.2735394220950425,-2.8099585194207455,-5.911609900754984,-5.323532878455481,3.22934498123564,1.7932892368885511,9.759379841496617,-6.96738204161459,7.181090170052819,-9.936604568957621,45.03291733919107
+2.0034398856500135,-2.770932861854596,-2.11177497043326,-8.631880351398129,6.610255293213527,-2.545719662334065,-2.2333731351061026,7.688204568012935,-9.622042716877237,-8.669503961377023,157.84633523725088
+-5.721479995477359,-5.846380233984647,-1.288746865185968,2.2138501055528015,-0.2160603154755525,-8.884240589510092,-8.813701167714898,-6.298678500050896,-9.335131335598962,4.705058686586476,218.83282153418978
+-5.388284449203207,-4.675378764994569,-3.849773054644612,-7.219788975905043,9.80219595332067,-5.315912675501746,9.064108078488346,-6.944056532825655,-8.110559941735339,4.767607558846294,58.68557288962629
+0.1097957316933873,2.1402578126570027,-8.671815482590315,8.818368262839627,-5.802275985679898,3.0565348172060847,0.05012125585814431,-5.9355617694203495,-4.947717301604957,-3.3384067532418893,125.68203787927331
+5.838190931807253,-6.503147400677549,0.5988810460984251,7.295534037103593,-0.598046885730692,5.192939904946778,1.6047010593491629,7.678362468663877,-3.57997238496619,8.820608888540288,-176.29332551334105
+5.326592581489013,-1.9332174856919382,-7.803685054133713,-4.247472113361594,-8.845425746575856,9.224694936481043,2.98154230548473,7.2644318932958285,6.269583310642906,5.677245604051135,-161.68686782585107
+5.8239391436074435,-8.474532897160202,4.309467401829437,-7.113473637632195,0.481484539785626,1.9243438699792548,-9.18048561085367,9.809200673636237,4.0866566861542015,9.389273917810247,-128.93046744598297
+-6.012816656520701,-4.481267398536939,-5.053961031087613,-7.300509134967839,7.344220461861943,-8.917833658611636,-9.998752065076996,3.6826954942868806,1.2296858573022962,5.8131390182226905,50.55367071222265
+-2.1769732670502484,2.430290548434162,4.412479514050844,2.503031241606941,-6.359847599347193,-6.354869956243645,4.279936302584362,-9.026589255721891,-5.40489461538233,-6.93671967492498,207.50051012821797
+6.536687096717935,-0.744050253575872,-4.324982769462419,7.837745701881575,-3.541016051660093,-5.206253128206065,-7.080619493348703,-7.028118702088639,9.73942342825832,2.58208512669698,21.414237633485534
+-5.731509452764718,-0.1454889096689338,-1.8174743496200363,0.1413246891432074,-3.4137751849891407,6.166213066267945,6.539182993861942,3.044203033905404,-5.91250653544098,-8.150312627089784,59.06732219703897
+-6.31234431418023,4.9238217083839775,-9.078105556176059,6.579563767005199,-2.6950797246210167,-3.9929607937562017,-4.386039733783931,0.3555771279038944,-0.6996462970310047,1.5415913336119846,56.613802804941294
+-3.4676983531632155,-6.654100762178805,-3.4565308871699374,-4.49493817756588,4.259724863634677,-5.144705427623768,4.807813240559922,-2.0810186613560067,-0.03176225139781996,6.547018288179382,-23.467743742093695
+-6.465931109104068,-9.138237089394238,-1.0946394717917807,2.6429297188540035,-5.8281948002494355,-7.539598176026498,7.246553884810432,-8.436117734786215,-6.144645357430316,-3.082098449720938,198.23514825261125
+-5.309752797768379,-8.92833181195525,5.9680472534901625,6.475003714410857,9.522321529721205,0.4128757621011614,-9.50211430161865,7.373088100392584,-8.100598751643805,-5.84209255639246,71.98270263854867
+7.699868126842551,-0.39788217389921776,-8.087638523596166,4.948648003781846,6.9722915876461595,-2.8932050291816025,-0.544892433906714,6.756984096039886,-2.8658841445542316,6.309257727199055,-103.64803630698788
+9.498967667867182,3.7608949970091166,6.823807587412205,2.8836805998617976,-8.342653281490442,6.654922299753259,-3.265600946448357,4.897136533060113,-4.009503815657498,-9.468240329850971,70.74460525479135
+-9.964474226828203,6.412987396534615,-1.849994377885087,-4.2011302546386675,-8.302387145806629,8.113299882268787,6.276593408324443,-6.739959591672411,-4.132676794727113,-4.23683878436308,104.8709131763881
+-2.1513208228818326,4.787715844206904,-6.836097620947951,-9.868239377526775,6.7929676656428395,-0.3165770431080195,-6.165519121545763,6.16167934712051,-2.432523319015798,1.885226355358225,21.27869774485952
+-3.5066795985927346,9.737098263728235,-6.975519034543338,4.4122462970125405,-4.912417797059536,2.1627088202359324,9.6604460109989,-1.206607769483945,8.665690145699202,-9.346913653876088,-41.2664603445706
+1.25292855139155,2.8636989456195083,-9.149063464642591,-6.571922450508798,-4.5339031796524765,-1.6567882940205192,4.8815088394997375,4.120854321109122,9.497656130357035,8.53460654495144,-154.83747475917025
+-3.763251334234168,-4.355529985662471,4.372947923500085,6.38804862930942,0.2955044606966273,-8.92024912471835,-1.7052408347844583,-3.8879303349237704,5.670542603356883,-0.22411026086459618,23.69955659914027
+9.020395164430713,-7.2854042497410765,5.9929330815612385,-1.2818168138304409,9.974386145942105,-3.5359358962836263,5.196365564353633,7.809437813857594,9.744754109307653,-8.788795447897652,-131.02062549341375
+-1.1537350371207178,7.577290434964392,-9.515172366099325,-1.343160411922275,7.870357635470498,-9.308360510668077,-5.767776121129112,6.604140593388184,-8.300878795576923,-7.400872084809976,176.11263608521062
+-2.8166506716211903,-2.5452342669109695,9.995796433244536,7.9565598830360384,8.287297539635428,-1.3750350310095927,-2.4988830646573246,6.005407789180596,-4.408627610008937,-3.3550091443493346,-40.88100134906588
+-9.420323515087464,7.273034103937461,-8.019418769216863,-4.237942920281482,-1.799973367473775,-9.470458737852645,2.858793701710838,-4.852358388199636,-6.413877013025888,-8.615522851186363,267.49703957667475
+4.114922468102655,7.3153830541509794,0.602891766414202,5.140690660428955,-6.156982544305347,-6.1491189928813235,7.493093452549953,-5.402355727863226,-0.14806163083694424,5.630354347044788,-34.46997527077779
+0.8946982046891505,4.696519870103133,-5.9837221212175855,5.597521605088467,7.366727805342572,5.080230928401422,-8.709303406976076,6.602787833858987,0.9309055671458677,3.3411680109063857,-111.8306714397444
+8.301833972079432,-4.977337434901596,-7.329967139678606,-9.759746728274585,-5.525068183356137,-8.267962700225308,2.290855798808591,8.867630838709292,-4.391295580725849,9.86590760541965,-2.643980579802854
+2.8727134924954045,7.373514592371809,1.0858838383579084,-3.9573992347701425,-1.6622709187456675,-4.005561767600616,-4.190534834483779,0.3589987335807021,8.660105088569463,-4.287851100236035,22.91530029320699
+-4.124132033365511,-3.211587129925655,-2.947076411946432,5.245459867238333,-8.910368450892264,5.944964865049487,-4.196370336308027,-4.426630223955826,-4.895917402624434,6.43362627111566,55.350783517325574
+-3.2858880399919443,-6.275418894771354,2.0434838127185717,1.6125340095642304,9.227319981537152,-7.5217212985250015,-4.3242362898467785,3.4099236222100138,2.9351142335073144,-5.865505502298438,39.280293288075534
+9.176715999744749,-2.7483228799449377,-7.74773052117423,-4.315099284618573,-4.885820963752359,1.4499003086510132,-9.160038332328268,8.337230977390512,-7.376202493147295,-9.186600983875762,211.33518188153133
+7.629659216583007,3.4629697397882375,-8.687695764914876,-7.126926701468223,7.27491736841448,-6.310734618595529,-5.049034737793987,-1.4548641182034183,-7.2658697667519,-1.2077410280712764,169.82543890844659
+-8.527015345163777,7.50746162456251,6.207632489116836,-2.9530795304032864,9.562583105800037,7.030703250743122,-4.686560057358681,-4.321533610357966,4.957559984598598,7.579677250168835,-153.55023214335625
+-0.8598219314179234,-0.47172716714695584,-4.3131987827637674,-8.575966936631543,6.14297336841616,8.712678349001468,0.28037838494349154,3.2700504184809476,7.111880707941262,5.548163042402477,-178.36901798046824
+-2.5148862961578122,4.664688892554974,2.337668022181074,9.266001126176862,-2.272624180214471,7.728214499213706,-4.785193090643489,-1.0546091422617332,8.269031917010807,-0.3239571676444597,-111.24222557685124
+9.406014506735705,-3.4578243818176935,5.469183356726342,5.847622249196096,2.4786619676773936,-6.507142512135218,-2.4445000807551076,-2.4689467030477252,1.7106091306183902,-9.850076068458604,107.39107341793483
+9.759038716143687,5.593701493686956,-8.51547399885243,-9.399649125164265,4.861977287183028,-7.266809413275297,2.055406391124903,-8.032215738321097,-1.0312748348193623,-9.869658701892428,221.9770391867464
+-4.690338166301402,-5.862078206022776,1.4236898878866655,9.119991926052977,-1.4684891638080866,-2.768595706049155,-0.26371868380025365,8.041846389133134,-4.101385559323694,-0.964120390863723,-13.087686355302269
+7.9060758008882175,4.530185558180544,1.9296471083343603,5.664979268646704,-1.4344155714099949,-5.9167672060566945,-7.1891035575635875,7.089389075391825,-9.80717408547343,-3.14612112018666,114.94140817746258
+-6.577487637505628,-4.198118010307774,-8.764457171021721,7.419123677037143,-3.061583622469204,1.6786017201604242,4.696381218534613,-5.256829995636394,-9.29409531772894,1.0339867610391362,102.26747736224301
+-0.5399732313713423,-5.2313904977445596,-1.0342066948196371,4.514775102499837,-8.877675995866248,-7.795376897583615,4.198030532696895,-8.803908617142625,8.405562911943194,1.0178672284735213,46.65358559466043
+-8.814916305068731,-2.011566869580983,3.672489986431271,7.856290672566242,3.549281353671987,-5.078210921953472,3.444348120908989,2.3529101265054275,0.20639906166112,5.690825642508626,-115.45546473397224
+9.382699094255013,8.339203983373384,8.964592693427223,-8.212134665729183,-5.697661788118684,3.3477289989019754,9.888667623716152,-8.80376503941915,-3.15874971336497,5.715131587910641,-36.11533741864597
+-3.652356781038333,0.5915175882331991,-0.6674117986356598,7.637071929569927,4.230185073198831,-4.452158539600736,-8.606808617382338,8.716732992328426,-3.2776253680408085,8.435378335319069,-80.60277561670877
+-3.067537056888774,2.6471237870797526,-8.995796375292556,1.2164871439071256,6.425333244218045,-4.042430847178862,3.047035962276712,-1.7948026355946256,1.5828478057509265,-9.8020831492582,92.0775810627056
+-3.8335569012857573,7.988624914297637,-0.03836296115411253,-4.0970900944858375,-8.584008203615765,-2.142647529435313,5.782553245166389,-6.738415313593034,2.058251959827133,1.7787535136261878,39.973367715091726
+-3.0152984475571065,2.1475254323258786,2.3998121012328744,0.4019023288471124,-5.809224070843674,-5.614884724410958,8.92688101664336,-0.06353971156258797,1.2031539652157752,-9.228806299714522,76.01798661746646
+-0.3055700620852031,7.608652178999826,7.7925567651791035,2.182103839314633,-9.979082468404783,4.07201503915754,7.64015417548523,-1.9771791807712868,2.0182278024416034,-0.24217015834034017,-71.17260794613956
+6.953244699222189,-2.4222046016497334,1.579886665424186,-7.4739197453165085,-4.641907749566663,-5.998802118286819,7.033353975210903,-1.519345547602502,6.491604198284149,0.9132863682574355,-18.70121041503693
+7.73398848248354,8.624216239839983,6.579416763621784,-6.481423310171312,4.131516692958039,-4.022276701019221,6.0164897831140385,7.945539801864003,7.618610554395495,-6.74132501300714,-119.32312851959496
+-9.307664178287043,1.641824793851041,-3.28786549023818,-2.6902357837238666,-6.736779725415114,0.7480087045292017,-8.003760907597364,6.715496475056715,9.464523805571217,0.9630621875615164,-32.59070774624394
+9.86873529519832,-1.2295169001138206,3.401477915048021,-8.600383283101102,-7.459381995486975,-3.0411484992607907,0.9022383860447225,7.8841324037344425,9.99532270072548,9.541359960674466,-178.85051600601352
+-2.39721975160871,-8.607246328968547,0.9251481629859337,4.808866292453848,7.727500227955561,-8.351859153127716,-1.869845525951206,6.889733085146103,5.413690814714749,4.636376500203204,-124.7040567677804
+1.9995556123077907,7.387805465060106,8.716721003902133,-9.693793148208144,2.2731629886141835,-9.778045788038783,4.513572211116628,-7.8109417227456195,-3.8958282840990477,8.390791624282258,28.58398444439459
+5.768448613844495,-9.738231267025409,9.433644142228928,-6.0373152737232765,-0.47535521617403376,6.403800112093503,4.550379228286891,8.556489017051605,3.360937822875749,4.726852354358813,-199.87288840578495
+-5.728755093877609,-3.4923275779916896,-5.836094758069972,7.70539161677517,-6.674044390852769,2.4692102527454285,-5.529061412890859,-4.202704691057555,1.312350757285583,9.61903471570926,-15.185987260569084
+2.489847740126838,5.432613371419772,0.07010549914204578,3.830107181095088,0.28523233757786537,1.111001378860641,1.684472352026667,-7.016915652960192,9.513185440371192,4.955088027548305,-123.74230598517717
+-6.579539717237521,-8.386370579111306,7.9026189883052105,6.272644367244499,2.9657287256636056,1.6383990332089993,-3.3684162139645735,-3.7497702109552566,-9.307059193246507,-4.656911467887239,136.74194711197043
+-8.774740458297396,8.214618987579234,-9.42504063755047,-6.509658372830545,-3.571253830721255,-7.212405011266718,3.279419361595959,-8.32110697288906,-5.7299198290329905,-2.3863053927865985,231.08562712702746
+-8.765916727302876,-1.5328859656021931,3.235733809800443,7.872347566991258,6.278784508814031,1.1799513405005135,-5.398909562525902,-8.644591895083378,7.538978632123747,-0.8027233504397091,-17.52255760298822
+-3.45784226187009,8.492322425549442,6.866550807838059,5.3718456695604,-1.030930383673636,-9.383172966779087,7.20812523240606,-6.379738462190092,-7.92630477173506,-8.145676796817536,163.15151461688114
+-1.677154083279282,6.228809228146492,-4.6731536039949955,7.070722445264321,-7.577497674954987,-8.904517321668308,-2.8939096100278694,-1.5519935008892527,-0.6237794874582403,7.245872448442605,34.901210772842006
+3.0662293127035767,5.491975390213286,3.8023269746520083,2.4958197471755716,6.316741187535566,4.467563926991556,-6.890255196398964,-0.42668969691963987,9.938021242219111,-1.2323802543777895,-116.07528071943246
+-1.1272353246234634,8.624206998925285,6.533903836564661,-7.451895258775469,2.5402829381013703,0.9762825611665837,7.203340005923387,0.7510767944504271,-9.316776344461314,5.7695212490093635,-51.191574441697696
+8.16868020973206,-0.007657471357178647,4.270731727312242,7.779571361528383,6.66615555063276,5.77740374239575,-5.324703848059844,9.338339119009444,-2.359467501203396,3.4354635235656406,-167.57905506405345
+-8.534891451758162,-2.904683131771588,-6.207596380537856,-2.059482546206506,-7.437864341979987,-4.794559436854604,-6.505955454308914,-4.265773538088067,-3.0925057907726528,-6.885924124814434,286.80849059596517
+-9.751351701229165,-9.886520962306957,0.8429452636987866,-9.141426635466267,-2.6249669080220595,4.7717664556857065,8.567859125009779,-9.374830573481724,3.1726061973884834,7.847230108309187,-40.93250991429127
+-7.849219802373435,-7.72518308316652,8.691799030867195,-3.3575446714705026,3.6266796225981413,8.561626993748215,5.419168936313865,-9.894700936354024,-0.4848246462682382,6.472388825052033,-74.2415985009102
+9.63048395363206,-1.6610915435245022,7.457781262527781,-8.488796558808458,2.07487909655502,-1.5011921304198839,-6.56475931974218,-9.92244193002377,0.885479127230584,9.10752310934061,33.48246787414184
+-7.660962437568967,0.8823725927703552,4.778579937591497,-6.271236924519159,-0.6174079648218722,-4.388674334407316,-8.45365867139362,0.4619914442085493,-0.9974794850564694,4.110408227762825,72.7823107925021
+6.205714540517824,-7.360853113029706,0.5583020256928273,-9.287508871003276,3.6236811271979996,4.498229945545429,0.22044463243162893,-5.251868567394311,-3.562348913297866,-6.460485656120412,138.79625372886065
+-0.851209543763094,-9.535946600600106,0.7253856439098882,8.622601125743497,-0.18259701022416142,-3.415103558271404,-3.454321996536329,1.0039073418232225,-0.6971602974258451,-6.464122846185136,95.12323548326073
+2.338141749609899,1.260569382090202,-9.489574603245263,-3.6704110061526807,9.86274734024841,-4.476491295856892,3.9794825596709527,-3.8795483575437584,6.423426766965985,-0.9780221705798309,-25.404712789672264
+8.21234381874377,-5.806866000019275,-0.7221632876674788,7.460132680892222,-3.8275590184870545,-3.905171013276232,-7.524534776561511,0.12837724860994992,4.7949175460803595,4.548077080874506,-15.130495683457006
+1.7949370396097453,1.5115784015493294,1.5285126713306618,-8.514842000227983,-3.270615334049798,-9.435252637537637,-8.606338448926357,9.742224986406598,6.03994166077531,-2.7576786081793414,56.24551558390874
+-9.947312613639578,-2.6149697275039463,-6.4179306559565426,6.517671958253506,-8.566130664204554,-5.987465492172397,7.2713007094768,9.103493921609921,-2.4735596452170783,6.512072851826827,-75.5179792640829
+-0.0721843274065459,2.7620562965571893,-0.26865600493110486,-3.2895466091102143,-8.383264131475732,1.0681070797681014,-9.752531044354505,1.8626103718988118,-8.167359285231168,0.849383088141038,164.8523047889384
+-0.6837747592842125,-6.35400254156947,9.956841336042716,7.03987374394943,-4.276887909989644,1.6220216793556652,-6.857203173185424,0.7619805245112854,-8.251517723664055,-7.107207706251712,157.36689994836593
+9.940125630176354,4.631119958959273,5.266333642504928,1.5022375158925283,-1.0109220166141597,-3.908030132214406,-7.971406323926182,4.86076681430286,0.17726497159969323,-6.3971673674179215,69.5708971980159
+-2.917766416183085,7.269891406221689,-5.41888556633954,8.658294419213199,8.07589148573636,-9.217031878199087,-9.412263476011915,0.6547695969090306,9.257345584887457,1.2020595011773572,-45.50406542788093
+-0.5700971428092783,8.023504566902862,-1.224528092275834,3.819953650028076,-9.076417044488554,4.826224799807042,1.2144829260227263,0.7882401865885869,-3.6818020902275572,8.42515557072917,-73.48762010160198
+3.297984916627412,3.3673983373560157,3.803132718263076,7.370892878352954,-1.760763653365669,8.125184078406953,6.850290702643891,4.575576188740205,-5.856145311354403,7.411575858422774,-193.98911501705285
+-5.078650652370859,-6.115935391519976,9.054214550517708,8.723990359670122,1.7044432367445261,8.050352713153394,0.9928490202676943,-4.327285019479645,3.537968355918888,9.657653197182295,-198.34812382563047
+0.3564896757484326,3.0317466097717127,9.297102148392716,8.573524243854147,-7.2686906924753725,4.9857854773745185,3.7978165604234015,-9.763425901525164,-1.417376301429949,4.0062032032705375,-33.79887026665164
+5.439001963507975,8.290623603614156,4.536601082718795,1.5464360156872803,-8.702795702039161,3.0768929758833075,9.210933432198221,-3.3522858601017314,-1.6551702886893072,0.5700162693787991,-41.37168312820657
+0.04084276095352779,6.6104538147440035,3.0845125781967986,3.572940504110489,3.0442873615538724,4.79572845993963,6.470433083035783,-4.334223533874706,6.6401510294005135,-7.372179828767862,-73.33707343166897
+-8.3211464828877,2.6417501068464344,7.039605834755656,-4.12689645945118,-2.2392939650440447,-2.8042760366813613,7.405902962072462,-0.007660344589937029,0.296512001442959,5.908211522981716,-83.6402209830654
+9.46995499592267,6.08025828172686,3.4198479423632677,4.954063789058032,8.712370658167012,-6.420497388358779,-4.588756992054302,4.398157833747454,-8.035603864335402,-5.724411377727026,73.15628208954026
+-2.2066685071414427,-1.6951317410700417,-8.562017030195843,-0.2747684371609882,3.370502122294805,-8.255754755718561,7.906781715694979,-5.246138803803932,3.733632190999696,7.976111968700883,-58.78065664219729
+1.7737046690764857,-4.496101118832261,3.216118424170087,8.622156105614778,8.944952328049007,-7.477293815023058,-0.4834230429710562,1.2059613684740622,6.24048712718638,2.939232578789337,-124.65462302865662
+-1.4511791022375564,9.16645396005043,8.843746050434863,6.523527826504896,1.6424820677984275,1.7447527783224959,0.8453205324679036,6.145179113206787,-1.1055455679093518,-9.690682171398413,-34.14374384019524
+-0.3544825370196736,-8.492019845814207,2.0282669714616786,6.907209134215826,6.4287901473092575,4.264354488612961,-4.76816046093899,3.598985058594284,7.123905203322982,6.530920624045313,-195.30259366160672
+-4.564016859877135,7.6692919250704294,-8.518171977829267,1.0739608329520967,-5.117129710251341,-7.83665997850191,-5.546652322524075,-9.48164008370497,2.8247007227824183,8.136456221240213,94.00387560779133
+6.697424608218503,-9.112156202032992,8.43419183484388,-0.1930391569183043,8.183036112486983,1.2497473607987897,-3.882685265009169,-3.126816964289434,-5.496038282985253,-6.119925273635163,104.95875647212407
+2.6157673301586715,-0.4777712682569102,-5.8212725948505994,-2.1361222145170355,8.623861678360925,-7.6647642171904895,-3.8580741928886875,6.157090092560384,-9.159303323848354,-8.06627714890113,170.8700460645276
+5.825458907170519,-5.900874796534676,7.02503382969573,-6.079020531455712,1.0870776216180023,-7.424623536982338,-7.4681744162752235,-3.697059456790033,0.1429945051893533,0.9319575156934445,123.63403645691993
+-5.073422149606253,6.880220997524664,7.128613335538421,-5.356369815818603,-9.016011010362357,-7.554926905592345,-9.595704960149135,-9.808067519962895,-6.190229266808245,8.76467463175417,198.91039849746392
+-3.1698350418784393,5.728951177863067,-7.518333795473939,6.770856284312918,2.8627564304257147,4.679209604732783,1.7899022981886437,-8.427371056442317,-4.496174618506297,0.13193902447500294,43.10399226177676
+-6.261945778733702,4.747604603661757,3.27932449289025,-8.172110278704945,3.8244899724265013,2.4876808576647202,-7.068564968759741,-7.305180251677177,-1.4931059835491856,-6.894132819821754,179.46790306682374
+-8.77734973442564,7.551320141657443,9.922472867961165,-6.70775745223956,-7.529119718925958,-1.1560750934138952,9.77539172121219,-5.938130551402081,-7.2057102354454,4.682760410139261,35.306535668761626
+8.974700119705867,5.553176718896095,-0.9838190090431409,4.064960936551099,0.3037835087741403,7.067253588832392,-0.3546092464244821,-2.093720602157465,7.543847931526497,7.862336796763905,-201.22137626069565
+-5.475880879571838,-0.6987149972163054,4.986793654477042,-8.797243841885251,3.228322831450694,8.90011618565812,5.80990591063252,-2.993630437584174,-8.635335416669207,-9.0080697739684,112.0375089989693
+-7.189424989745121,-8.316507063578452,-3.769973743138555,1.7920076888405423,1.428157836539501,2.2900777609750844,-9.359070313115422,6.147334629606913,-2.4165545894660423,9.006915497229961,-41.43018541392638
+-8.182166168032904,8.289091536555361,5.64400033644403,4.074165380872456,-5.3941205956719385,3.8706602752822894,2.836632988619565,-7.663677120860076,5.990642924969103,9.526770666113277,-142.27858953311426
+9.133178284464238,-2.542821544260916,4.0233921298163295,-2.274494215284375,4.612816225554797,-6.845977917786437,-6.8931456602923795,-3.5489476069231984,-0.12437213747052978,-2.132522766434677,113.37954141985941
+8.81557594016118,5.114649928950006,4.2352286825551495,1.0895195772117439,-8.910367857600765,-2.7481387758089393,3.1798573648888806,7.90681915698769,-0.6114686768690003,3.2950816720563325,-84.11669402394313
+-4.8061887530089065,-3.939406157770433,8.706090055944989,-4.943861510848022,3.148999442551137,-2.0033329696182145,-4.1228406236987,-5.22564305134567,4.970973410382968,9.06450936643325,-58.963308014362525
+9.653735784940329,-6.644712092133894,8.67311547848389,-0.6315288052397205,4.72468977371725,7.2996314578105554,6.441044914734933,-1.043095382166166,5.747714364612733,-1.2864806115469407,-159.17778792021244
+-5.083874274721245,-0.14251451540937543,2.8341239347478786,4.055113510587023,-7.38060140409583,8.69160744037236,-5.040134918160555,-5.24789793412668,-9.320618682960514,-3.219083166127328,161.93555694858023
+2.4880849048428066,-5.386451814527147,0.25793805095795985,6.760479606175995,-5.560211823546741,-4.6852184179009715,-8.535112071902482,-1.2846348833534704,5.341955104434398,6.11914011381776,1.0133147343116058
+-7.48872422421522,7.645603782789092,1.0364420109787043,-7.254639126186171,8.222376248455062,2.0640119761590148,4.800019586269206,7.876231461854264,9.68816633506224,0.6175716723815428,-222.07864963982965
+-4.096410173942249,-4.171024823362302,-6.619076121203138,5.750429580683248,-4.947104187278953,5.062288019092698,-5.361856514107764,1.4666828646097052,1.9815423985160874,-6.61023640938895,80.71306899103429
+-5.475051602831793,1.6942591724975475,-2.7277254618863256,-7.229700851654323,-1.5078637572553255,3.239925563357413,9.991908699099604,-5.151660378358671,-5.440951250324537,-0.36998394608782625,54.871402156976764
+5.820680273617402,-2.6890500518002347,-3.986038877593927,-4.943873378384551,-6.246229528051417,8.856330562770019,-5.494113228413551,-9.306931064749664,7.651525768308975,-4.9850260444314065,107.60159531007878
+-7.184779911381325,-1.5903126847801796,-0.4850656582816404,9.373849135157492,3.0412332513516427,2.029781431439759,-2.011857059368538,-6.3421338436107,-0.11503035012456309,4.644364125705103,-30.597091253739066
+1.3069014854796923,4.9471797981355525,-8.793405128693824,-8.795584714101818,-0.3039102185819331,0.7217392477678786,5.630935303745657,7.124067572609658,-0.01749978305713107,4.731588804155933,-91.8478290080059
+3.0809694827361134,6.926890475870624,-7.979910244649748,-6.374295516194022,-0.3289487732722174,0.8227495640371041,-3.4044262853981566,0.7961171843083847,-1.1188403672264213,-4.830168343386971,109.54008643875599
+9.675093967756283,5.6901298999118755,4.035754672569444,-0.6354425206920777,4.776100894196446,-4.3246220998654845,4.032552012757993,2.2326282564491007,-8.528529121815879,-1.0522718998199143,16.042388099193854
+9.484112061640303,3.877797800524947,0.2711593978875193,6.862078260238067,-7.919249517525011,2.08242964172072,9.626893724566411,-5.129870703379651,6.182683908099637,-8.587333364427101,-10.949558434733483
+5.6847839378729015,-8.623571630948462,3.8090816967960173,5.8731899600349475,-7.915294025125103,5.450970136770621,7.604702800340046,0.6356094971235016,-4.7681789369851195,3.8766162468083776,-67.19389998009929
+-4.3676848239718264,-0.09190198720236076,-1.5939094816258792,5.16456245128651,-2.452069517967772,-9.083026984312646,4.6218664438466135,-8.014467659557827,-4.320698021112563,3.564399764134345,94.00790275834456
+8.213913722229195,-5.267877615029364,3.007525653022902,3.9970374121962693,-1.1927423036938212,-7.534208062057688,4.723716261033887,-5.741937658105241,9.291383735842174,-6.497522101081323,26.293737882972398
+-9.465533345458487,9.835561896203703,5.61626770814823,4.249245230084888,-2.4287007153124063,-3.706558455678781,-1.7663223072691037,0.05486207580829294,-8.782181962661703,-7.129008497782179,155.56373058720405
+2.672544372617005,-2.1543866025894176,-3.300850914550111,7.421782440434452,-1.6423566875215956,-6.050004244809159,-2.0063077244943184,-9.31745492386704,-5.588016851446225,-1.6951559582174003,184.8443405547972
+7.124835771346241,7.177901864300196,1.6326958073785325,8.134373259813707,-8.221385810903342,-0.3731048636545031,1.4769640785688365,2.480720271907051,-8.193022249236446,-2.523655815281174,56.41553199996992
+7.620168373304428,2.0908792662626063,6.838440967428568,2.505459693635621,-4.724477588612547,7.495885727032487,7.02998928871761,7.404026513284679,-6.059800815831675,-8.674226819709903,-26.95939145785435
+-0.03675933589227354,8.323924263682684,0.6162263075263952,-2.7592595789675833,6.5703386474761665,-3.4783003186343286,-4.316595212923417,-9.837078994781887,9.23991215964724,6.438141519118381,-54.30765650819175
+9.70293928090468,-6.067271147051649,4.553792199198574,2.3051341434235284,1.4492647531546443,2.5847542835702586,-2.943960949836675,6.174974224492842,2.134841968609431,-9.3556610743273,6.004160763008729
+-6.391869223580522,7.245080889251985,-7.581613340605182,-3.8745099395817872,-4.303463750350414,-7.084585003786921,2.9998291315875325,5.218928714536563,7.713258196408579,3.0212367440658094,-64.97969514189217
+-1.462404658476688,0.24040917771562142,1.308217797463822,9.929707082439753,1.144107524173834,5.177618939687719,-0.12392943454114791,8.187036929933132,3.191236450525834,1.9230139628533038,-189.0087086315372
+4.323926671050591,-2.118636501140778,4.054807546913182,-9.372538841478553,0.4180818239652684,-2.121128448834191,-8.327076627830108,2.3688921675895447,-1.5673669460242867,7.42837959397793,18.43696644168334
+-7.666067310434432,3.3770519600815585,5.330374722873987,-1.9098351597143415,0.6101113017586335,-2.2782085923498596,-4.794100619588056,-6.923703677727254,5.391185328562775,2.692294305003531,19.884365046429462
+-2.028919034101657,-5.177320962338734,9.25142481721313,-4.439159527504879,6.658753803371011,6.033662154757837,-2.059909748850255,-7.419488671584453,3.210832135787196,-3.640750878251353,17.759733972075686
+-4.491259744988048,-5.1228623716034,7.685005790527657,0.3340737772932134,2.447159352275894,-2.5321699168743783,6.92177019346471,-5.582466850935301,-4.405589896494881,9.32927433927123,-60.85984154223834
+-9.19135261566259,5.901752029905625,2.318358281913331,-1.205539703948879,7.371705537525985,1.7462591319900977,-9.540167343339727,2.269876335769867,3.155169847992274,4.648726347302723,-74.22726198279723
+-1.704068655224047,3.26224327640658,-5.38580912688926,8.056221853678142,-5.025753352720075,-9.502848959846355,6.120102463965209,1.2329829047130625,8.884623102104081,-2.7963120838819955,-40.26232406450651
+-1.9863579781209983,-9.515506444067043,-3.533370460719012,8.593539923648217,6.858264971715819,-4.438479168690437,2.400631059345839,5.262146483079196,8.122082508285695,-0.940913361655924,-129.1579933388758
+8.525515010194356,0.19988300129630598,-3.169630819424758,2.233148122253945,0.6738497602732751,-2.7114933493154636,5.0013777552332055,3.689193826992838,-2.9790449464313085,-9.649026499855049,66.12044206198351
+4.085222409631455,-5.432430606075305,-3.621005918505571,1.3223188578393774,4.305838812462044,1.8692302087680535,-2.5507370064779344,4.814174812603214,2.748111921774421,7.722173852647645,-139.52382366311878
+9.697780766654258,1.531637622904778,-1.209616082345597,4.258827144719632,-0.7147433376671541,-6.551158754788274,1.2044308379889501,1.0237512913713465,6.413886896486883,7.890354471537084,-132.7830536407938
+-7.008733873512234,-1.3896589421513328,7.474773094442684,-9.21983806967563,3.3952746585385496,5.438752793467019,0.16834352880691572,-4.615720455404986,-0.9807828302915023,-3.6976190747286397,59.107353988799154
+8.361442516170381,-8.006174677662942,0.14673858474408163,8.922257898885555,5.471635775444015,9.479761483200752,9.597379812772914,5.899947202138918,0.2842266034527352,1.409551202495949,-240.22463234417407
+-7.630223480223979,-6.94449117997946,-2.4708618591746045,-7.096427496090534,3.680588785131602,2.8495247699131787,9.375741943767688,-8.234873335898342,2.9346222278953094,5.452243295400239,-55.32027604349152
+8.369286950355118,-8.331036088448727,-3.892947314777475,-3.7169810265580394,-7.04639926950777,-0.9003116786062293,2.617998183588204,-0.6604002878138671,0.38887102137595386,3.638092893302982,26.279443750411467
+5.66876448575548,-3.956036547277597,-1.4757770375361567,9.474345931840165,2.3777572672320257,7.688146166240076,-7.489264392698476,3.6491879739245903,-6.957237056524916,-3.3825024802731196,33.82673911606896
+-2.3483847745689057,-8.783097577458383,-1.2268507249000193,9.745877937878971,-3.3073723612089756,5.471059564606479,4.513634832446558,-0.0709998904041842,-8.611512995462714,2.7586832458376365,-9.63402541443206
+-2.5747730873520736,-5.622200929295373,-4.448088688764004,-8.013773606015619,2.4655247904678657,-2.5523151864976734,9.26127591754064,7.20332717523771,1.398727831597284,-7.730948006841762,8.052931342865907
+8.551946735006126,2.0778171447498983,5.156504421895185,8.897597470146785,-9.33884340260817,-3.992934796533363,0.09556042769627737,-6.740783244622142,3.5098222210079766,6.665790721341828,-34.852277089268675
+-7.453034361764299,-2.671827469128598,1.8637232303650442,-3.403700470775395,-4.544331345536272,3.7673068090221906,5.734458511493552,4.706944691268187,-3.608010340899679,1.3054204475792486,-34.26826951542142
+-7.946176355419119,5.618947175066962,0.4752273973963028,8.419211972721754,-7.887862594399062,-8.411466672268372,6.638644627985055,2.92977742904752,5.264350446644162,0.43614498142134694,-65.62500963236616
+6.115803249750602,6.723729223211816,8.892787384771603,6.970309869583726,8.8015600713988,6.355334477030956,-0.4832973837082988,-4.440516423632809,7.13174744074357,5.1201575311111736,-229.13180736473007
+-2.3011140000110553,2.4190573397764314,8.367803848010917,-7.805677949764583,6.269593908903319,-4.731270112115782,-2.331338155038085,0.7353323817601298,5.502716197556275,1.2388364633970972,-47.78177223124615
+5.725876879866599,-3.0157139509179642,6.282263332002769,6.333669099265007,4.081502697735797,1.9420627793395773,-9.667353898146409,4.492908982361989,-2.8558598635869026,2.2411753717544736,-37.44342310181364
+5.108946155000201,9.775307188528508,-1.0651801530658678,-2.289150399757043,-8.204800528948029,0.8212674368230832,-7.961604825745978,-7.004043974841636,1.0969379350806108,-1.60366499484218,145.7036463408417
+-6.500982292527913,6.830115357816153,-5.417182899051842,-3.816514669186659,-4.539990021256555,-1.3924318543293568,-4.733503951407569,-1.8129878707171487,7.1076978747425335,-7.214607788628154,114.98516540630888
+-5.9821800374950085,3.5733913290417063,-0.9371318623317904,8.493066918868223,1.7288978296650326,-4.130567826517513,3.2322280721604657,0.3943076655316613,5.04208891000876,6.558096212402091,-149.9364021929415
+-8.864826784052557,-3.350740065753237,-5.33164979698364,9.632097689633719,-3.031115811222298,9.630010228761632,-6.088828345713417,-2.309973967427561,0.4233755409153228,3.5961643654018904,-25.131587841975644
+-6.465319076123965,8.172065934029405,-7.559040104278704,3.9773891648532156,8.212080592119333,-1.979262192582607,3.3956001117734957,-6.464113270121765,0.706532059840721,-5.279739417130864,45.852902258492904
+-8.369080650760939,-5.188067798432452,-8.615754103623168,-5.305064107360231,6.3596051451383895,0.6387544569243908,0.1298353065086677,-0.8240850684233902,-0.1550947370635547,-7.805535168099524,118.88570867945208
+-2.2163985161747757,8.882942403027958,-1.792722522864929,7.801781750573968,-7.0625261269851265,0.16619861481410592,8.89506533594747,5.598290606739207,8.860797506442504,-9.28216251669818,-97.44628465769293
+-3.9052558149633776,0.5881595791876704,-9.835634721224846,7.208153711472036,-3.3061600411444214,0.9851087009628068,-8.237468774300758,-1.1850202817085331,-5.220182282544754,0.06560027805720736,131.79113786169034
+5.838730171157954,6.834164331007953,9.882781015851197,3.3167628589992937,-7.254995836271023,1.121821439479418,2.3153348185542177,-4.63293436079203,-6.436635004357283,-4.909949762416554,99.3575755373348
+1.9838708554815843,4.986360201348665,8.188772597639629,-1.5940334919538612,9.750418398484143,6.723071006270189,-4.009262838478329,7.812510553102657,-8.545620473445936,4.076207518161874,-114.06621985060518
+0.16084131544199076,-1.3592058968371012,1.6053209641355415,3.0425389718265694,7.2019352794582225,-3.4379767119428717,6.4449658532841925,6.06572696279597,5.077571638372483,-7.684452367821484,-89.42518755191509
+4.714242891375,1.0713347621391378,-8.256999120713367,0.740097821273924,6.740617241545197,-8.10225818349888,-8.83813433403968,-7.817036226902645,7.463288079368764,-7.453001804261179,165.04657120531738
+-9.674740029425653,-1.6367295606411236,-9.698193657689265,-9.89228753138975,-8.120588912308992,-1.5430272609377993,-8.811723794806298,-0.3650120194220685,5.600767297649978,-1.5464024876979776,165.27602861434227
+-5.586452307776937,5.337022834939549,-5.768196715290424,-6.086803002408572,2.402068519227887,5.636770178059026,0.2251592995465601,4.135850606064617,-1.510191019321001,2.5446856170608823,-52.34103768419234
+-8.472224172118485,-6.697438728049761,-0.3099976388601511,6.877635188171391,1.8348027416442259,-8.953425395565063,-3.006230070378353,-3.366326570040379,4.686124939295377,6.423858209943827,-16.048020990922517
+8.548677699492657,-1.0951847557544947,-6.3051679961411615,-4.198507148479491,0.0628320792285364,4.699047241476688,-6.513769298489638,3.233371346834364,4.685326230415279,-8.150175505899833,63.10723107172858
+-8.36866711442158,1.9394087558271877,1.3454241429971225,0.05740782252477761,4.846239393868437,-2.24706690875218,-2.4070233917519035,7.496941361106497,9.24415221017531,5.303006574536868,-186.61729676401896
+1.7524901653014857,-3.700476492265148,-4.891912365429221,0.5611666357863521,8.24156752329467,4.452973014260819,4.9992281402259975,-7.959674118456155,1.859526159025351,-7.876139376199173,44.3079055049242
+5.728270731860377,7.0004387965357555,-9.855457631001237,7.335771096883594,-1.5955240252682734,5.194998195690241,-0.9076587300346017,-3.1382141534318952,1.0042315491413878,7.308811345434969,-89.71384231800955
+1.6039501046920712,-0.2535017993089972,-7.24613890090682,-1.527851394428541,-4.626705816212531,-5.823617501565341,4.672552029771733,5.6729610892066535,-8.816453316120402,8.918275003540053,0.4704031973498585
+-1.947085763840155,0.5000485901356844,-3.292320413898442,-7.63064725589178,-1.140268117334613,-3.603974048021621,3.5720862938314735,-1.7015272515998747,3.442665469280759,9.77514671941388,-67.75211983000094
+-6.097042467952926,-6.140277965910332,-8.697657695186665,3.4998309001566064,-3.681200154861972,-2.7149220241214844,-2.523315858695827,7.495090692094479,8.108128106202974,6.362411845496576,-109.77362790262337
+6.042802674388231,-6.981613286958233,-0.8356666136959578,-4.032827560193118,-5.224089833516386,-5.305469958190619,-3.938150305588124,6.704182634025493,9.530065693676288,6.230799222588077,-86.83474067470138
+4.0779872320178985,3.1121940080988786,-7.814044596688801,-7.977764272868821,7.048773214047759,3.15361154810035,2.1623976271803946,5.010722516584851,3.836547037832938,-5.434952049524706,-40.98387803041632
+-0.27356203720539485,5.542001452759573,-8.43352406042036,2.5483998646226635,-9.588248798481565,7.742606060085977,-2.1892870916075724,1.6613478404679483,-9.336268177479734,-6.750304473666999,162.9969947632661
+6.6053858787100905,-3.8935540788758316,-4.090724905690997,-8.169273443338518,8.136324830021476,6.093885133684715,4.545693811398612,5.556235033596408,0.2615438723469077,5.820799858185051,-164.31063805071574
+-9.482989875146906,-2.657889521394856,-6.899447963626084,-7.646428087770012,9.966335735500554,1.9974330958294773,-5.400919007119129,-3.750729707413396,-2.950834572209753,-5.454230303960436,157.45510046078962
+4.241629276128085,-2.544719168825176,1.966629945651226,-7.659163311256741,4.62673202836905,-9.023030365859533,5.792936197511267,8.261540982958964,-4.750278605271079,-8.07639195932708,76.80912839978808
+5.041397892045092,-2.751291775758029,2.0971363980787427,-0.4756370993278569,-0.29788489913750826,-6.571176431407473,3.752348246078676,1.4120841468281387,-2.4458244886315295,-0.8863042487721184,32.7518679982833
+6.9339783375347945,-1.5928492783829928,3.6592062990059793,9.573901648417667,-1.3732553294726046,-1.299461538331308,-4.666552890077503,0.506638917048261,4.814349869192509,6.6204993770849345,-116.20429725391368
+7.370516680187482,-6.564230040754979,-9.759341224746567,-7.113097918823215,-3.4061739644774014,-3.450317188539447,7.813531880999623,-4.03981005645309,0.9393485587726635,-0.4016210688424837,78.2383735610258
+6.270419623407277,0.8161285458816536,-0.691984342420453,1.9449503684362512,4.9683115239670865,-6.3641355356657865,-9.062833786238784,8.231385222019886,-5.424634570511966,0.5286422857020989,44.05849319675599
+-4.437248239378095,3.5479663442701237,-0.5823867574821229,-1.3671044565840185,5.202388379382263,-4.820411662482995,-8.093847419449002,-0.7665947042251786,0.5619859973617936,-6.006876285298226,128.38599814008822
+7.345461150419677,-8.320018557898177,2.657575921570603,-2.062795803303894,-8.003933263992815,9.186309501199466,-3.0191774284388395,3.226182009040779,-7.827253753820633,-1.7741057517931869,80.80271135696357
+0.874590204766097,-0.5943837577426248,3.787610362234044,-3.439656737454271,5.8528575592456615,-2.079097782535775,-0.44853236653301876,-2.904039122810511,-4.058614385855224,-2.5505065348580747,77.4419006619504
+-7.1012539665844265,-8.831230653855124,-9.888372427879599,-4.977624775911629,6.286710078889031,-0.9198934791412361,-6.759358593021226,-0.5354519522495749,-8.10627308780556,5.064691779328225,125.97705343022302
+2.0137011842017927,5.559058619724966,3.572603595166566,9.082250398546623,-5.490594548282461,-0.3971928126273827,-9.321796308223275,-4.0485604498731025,9.377335488995378,0.587653676761648,-19.686282582247724
+-1.1584660590298834,-1.6940909336237042,1.1062831875558299,-3.6119795648706376,-9.829132488080397,7.521101430990744,-2.8534903239768283,0.06456738818904295,1.4202843894588235,2.469565555745612,5.803896355136811
+-2.5189335526146794,0.7020143219502528,-4.17140196596034,1.9419927709273699,-8.585135368864583,-1.341734588482475,-6.337226223069042,4.860710126978209,-7.789279133442659,-1.0907295435704656,147.43177185370652
+2.8986115331674767,-5.262969217397981,-3.916496517508461,-7.079369892054254,4.499647742829258,-1.6317284376261965,-0.30611517054178305,0.7133674241181431,9.82419719125911,3.9125911580724626,-92.12506053450032
+-8.485720642257558,3.6709786019827484,-8.005543867771685,-3.696602683530965,-9.06055676268862,9.151982772606232,2.0689157536695313,-6.5821567569274,-4.489218509445023,4.931974932620098,62.29664315303692
+6.735231775004536,-5.651115740667921,-6.569629385290878,7.303973852064061,-8.962029148928451,8.134821083494854,-7.14769737074586,-0.30879771082713114,-5.037011817915529,-6.874239004131915,161.3743643319472
+6.498315810811885,9.836896759370251,-6.094635816471088,-2.536653949407297,-8.589058945742234,-9.208487752016733,-1.8088887347098082,-1.3041322169921887,0.8122714251127938,9.287040761152765,27.629737637323917
+3.914618065223996,-5.127315715146645,9.729989367143254,3.1121593730427066,1.3399092327593842,7.807522052304039,-7.6148904154858865,-4.322224058591937,9.557317666390281,-4.816632718166547,-35.177470159825404
+-4.781924800880628,-3.6997014411213414,7.58808891450506,-5.503611247458327,-3.4793151026960345,9.382619043409331,2.1298560118518606,-5.7334880410047635,5.666987221320918,0.9841066300130863,-53.59415207178693
+-7.613554953529917,0.13743517082235535,7.404500633444851,-1.586782779549778,4.942112741216816,-9.404863163700146,-0.28569121037533174,9.169830458223462,-4.406992574797977,8.083659599369717,-86.18161308775916
+0.39442006146330977,-9.857979283904292,-0.9274230083681512,-4.438224938798272,9.483920744558494,1.2336839231059127,-9.057084427219452,8.07118983088715,-9.601652630728434,9.178441636744575,-17.983799866029557
+-9.197781949479598,-4.880178921962197,-7.0068808752491325,4.841160739072816,5.967587393081288,-8.557055511685743,6.784529029012347,-5.967606886156862,3.093665896074893,3.153029723492833,-13.151830956441053
+-4.583602864525971,-9.072603603005703,-6.255215629155455,-4.008032357687961,-0.16495840980630172,-7.0444692940041715,-0.41963942231115325,-8.663078757609062,8.083170963511797,6.185368108593339,42.44080733697531
+6.450237586035672,0.6324658259479166,-4.607647898912843,-1.0483290166296544,-2.597261757092526,9.330739944629055,3.7175307429862237,-0.7883776355533634,5.280409907147829,4.395011188844748,-141.01581725902437
+-7.143678999660903,2.7897353294806826,4.214042208412508,-8.960467107852958,1.1121207306278902,-5.287443768444682,5.470681166810052,7.03291125263455,2.7302286463480474,-7.899977727319236,13.313654703455274
+5.904926866812133,-7.005891358275964,0.22527963459736622,0.07605614677075101,5.296663574872342,1.924452743136511,-3.1444444896695156,9.71458909407028,-1.8903278542309132,-2.983696713796107,-36.65906272268083
+9.376373080336187,5.418896200962989,-2.5933854133096035,3.3993541649746395,9.241527207086758,-4.565939407062334,8.952066498724413,-2.007170798522142,-9.782182819397242,-2.419229900426989,24.379535644218578
+-0.18715776585914945,-6.71809708488015,9.929780906120193,1.0437633246425815,4.340594865620096,0.201756020442867,-4.755176795411796,3.9901942688590064,-5.828887927513382,-1.1514442726261898,25.398775261614684
+8.298464066925636,-3.2486564743781887,8.890702613272062,1.732796048469114,-1.8962266637583247,-0.936553481532052,1.9950906827295656,-9.093359565755712,-8.28434312284541,-4.171695896848144,157.9502468564915
+6.67771403792951,3.616602750284612,-4.643226287758582,-2.0637321923439322,3.9033333802293013,-3.719340444652457,5.666780033052314,-7.4504805327055745,9.468755045950562,-4.79774687794523,-2.9961206823026707
+7.410112460201772,8.48100579249996,8.118161843772146,-4.15014965634067,5.011809886401679,4.424945954883526,-6.758058145603448,-6.573727426634188,-9.35647325467399,-7.574085714938463,179.56273670818064
+-6.0107500249752155,9.781860993713662,-7.750820336950362,4.478045260050809,8.002702420808351,5.246675234298075,-8.493868215937834,0.7451287003312035,-2.10653765497681,-6.989767203642652,65.70271145381889
+-7.342643840528044,4.355576187377395,0.716147459065064,-6.573376723641282,-4.897555782540968,3.9796447381261957,8.748351390339693,8.366186178450095,-5.810746042919841,7.733115877155605,-126.53197292039015
+1.8803643542632864,-0.36753243184034057,8.26005298525996,-9.327804670537938,-4.382629861430869,-9.931788395849397,-3.777200909155931,6.576034415993519,-3.610850860851138,2.0966656953708807,81.69259227213571
+-6.344193961655476,6.648822262985512,9.954322754655909,6.565824541538561,-8.99657710967393,8.602210566544144,-1.4867984390110278,-3.161831074254009,-0.47799906554717,-2.5304043071006155,-1.203961420328357
+1.0022600573382445,1.977350050554385,-3.137659159467139,-5.7267196445344215,6.770740964167244,4.593704714436919,-6.333230335861948,9.78338275212612,4.272610523065474,-5.691646331501861,-46.14630728651609
+-0.9018333401210521,0.6272682231683735,0.7690706223578792,1.963316709701901,-4.587379751951628,2.7337376284177606,9.651356056327053,1.5051459031202485,6.490933825115168,9.603573059444042,-234.7169030180163
+-5.505386191462156,3.445089900225815,-4.980607086289601,4.340932292030093,6.020613251150837,1.1569632300019994,6.005401828283901,-4.790571242194812,-8.016094939858922,9.131852122014717,-60.07588379854045
+-3.170445469692056,7.520605753508896,-6.191886770842226,-8.893046831095377,0.15094158230960497,2.727551832635342,1.2997147210587912,-2.8920599867466845,4.854037885954552,8.44036809435972,-85.4931981040671
+1.3399069906340344,4.357793438179276,2.9741538872972906,7.696327769894866,-8.333525573426568,1.535759067981346,-5.453162764909909,9.703666002290078,3.1565783621368304,-9.672200829414763,15.223840390377157
+-8.12977426152779,-0.6242146173780139,1.3640175857856485,6.782094868203736,7.829053735422455,7.97184443914883,-9.438420438196388,-6.155961519748027,2.6713853613130567,-5.323094745314125,38.84688692600215
+-9.910210405053878,8.311108817569222,2.5417961637297504,9.528652556261992,5.758465691294687,-4.605733409707222,3.869971110444168,-1.10997696469332,2.068786172146415,4.474824175192853,-131.28538985174347
+-8.392701594100059,-9.237086754107427,0.9013414255450969,-2.7435199605211125,-1.5946461440267012,0.866221064485555,-1.3571006926805351,4.876856472747351,6.6285027206279,-7.526151858673513,27.856898620757615
+-0.02800499037062032,-2.482286504334794,7.151208353788244,-0.13523375083152045,-3.9738629293270233,9.31879488684274,8.704285048838463,8.152584266505247,-0.5938181743854276,1.7115775734522543,-186.1694348959595
+3.2923336356204413,7.840257985857956,-7.022821958715579,-9.871331004225922,-2.0274385457095323,-6.405659051139274,-3.446277091378227,8.575849690322222,-4.692762765998166,-8.869746446849568,180.48009644989054
+4.960951621534275,-2.2740176616721186,-9.344106575040996,-9.775302739959798,-5.342745720564861,6.880948572339687,-6.494844544159899,4.65811893480894,-7.734631439729958,2.716428332696219,106.46888023066644
+-9.397581016866187,7.538668341688082,5.696812307710291,1.8470044701519628,7.40953253556039,1.7484201877628602,7.220413034106931,3.0021372220753517,3.5766436327761886,-5.152269289697264,-128.9708484849047
+-7.897075068651819,9.774922879890056,8.736687716184349,-3.9016178203046747,0.2976813370207654,3.559919768565627,6.182513456444083,9.400021111362307,-3.906392997149737,-7.307343121241036,-52.005946396080105
+-8.778643520777136,5.389833889566724,-2.7822525934522035,1.619366593666487,1.2411604098625073,4.0589786965020895,8.884009409979473,2.982808086166464,0.4458818859434044,4.843248821221964,-166.2332370397086
+7.054027866493273,-4.074644559529197,-5.922037355582416,2.7529221082410738,-1.55243861894931,-7.421058857258737,-1.7187169589798712,3.5744642449619324,-5.68504601795818,0.4946796162754996,94.16178823098917
+-5.375304767919566,4.146755296551145,-9.324080470545288,1.041725737784438,-5.057017716291689,-6.7650198163098025,1.607949349359834,7.224059465255726,-1.559186469455749,-0.41110740096431675,38.65075117030738
+1.8357927515600814,-5.977556805867248,2.318436685108345,-1.3005550114806064,-2.412110163646015,-6.552219082135162,8.661649194102791,-0.8514454597344101,-0.8556237360590746,-9.605548488378314,113.29316020152208
+-7.593312375977703,-1.221472742633234,0.45446758523762343,-8.413031788355422,-9.935543025924014,2.191535329951131,5.564730209383106,6.953613598566726,9.63352411459423,-2.5842745609425366,-73.4195730890127
+-8.148169989556402,2.006213284525471,-5.1179309636543024,-7.8928379213783595,-2.4544161500523054,-8.153374352967953,-8.960705588700772,-8.02843301573343,2.4534098174827323,3.841630439118582,181.7948111995377
+2.8750133921373466,7.796810044366557,3.4917886513579477,-7.010291146928742,-3.6745459726294194,-1.0925368306237138,9.308393989795205,-0.724915018818233,7.942803829271301,9.817459632070937,-201.1730998265257
+-4.216819387324917,-2.9780297062314776,1.259417457798222,-0.04911763160831306,-4.150645222145708,0.048218634303094365,3.7836474606331283,0.019050057945351195,-3.7520312924195798,-4.825108938519755,86.34113603080505
+-5.567346190701661,5.34652124372232,9.396362933949307,5.982376595556762,-4.259623585487513,-2.846797630964739,8.067572978176095,7.1881643155369845,-6.037218419601458,-8.66485361074075,11.487835214231277
+-7.634873664573885,8.30718688152541,2.0533936792417817,-1.9722952456863263,-2.2087570046268157,-8.894527172523732,4.462991622833132,8.725345394309041,-4.142059034943115,4.650643699238273,-49.59463390435962
+4.520322036459843,9.089406094301696,2.80993901893948,-5.973086510314241,-3.331936523864225,6.830595038889333,3.263683065823655,-6.318645239201883,8.707528989118947,-6.674529457641373,-11.393850916280286
+-1.8299056324221152,-8.770851888206167,-5.334546033120793,9.60411606885694,8.193459918372907,-5.86274306250683,7.91492451307005,5.881416610600489,8.306722657619037,-8.483499905128422,-97.50260918947842
+-0.10028330056045309,3.883557271724416,5.4259147789898865,4.063048261702072,4.888195385451388,-5.213677352543671,-5.486629616985206,-8.224540783557135,-0.6548000811410315,-7.8229191853380815,157.97417954244344
+-7.103586699289832,8.061525389680773,-4.753323358770096,4.041498468362176,5.85308337505174,-4.266126800911724,-4.268787254050988,6.53202857555188,-5.623772933226658,-3.7970924393563,54.89755135831158
+-1.365685210002019,9.150269022804329,-5.523182255749148,8.03085381295844,-6.241920545678785,7.016975439826418,1.8100019310411497,8.06227961250471,-8.35267704353427,-3.109440230272842,-10.487608348588234
+-6.234025257076374,-7.346695941980461,-2.517054359560662,7.3732412343470894,8.365385647691374,5.041348508601084,7.817536693161289,0.8174426385295286,3.1249282116739163,6.509879285000442,-224.25259107912535
+-6.889340111773993,7.8287172651455395,7.241487081540885,-4.634622319954311,9.449786710323291,4.914555996787914,2.1474517049094066,7.974406264615497,-6.587066730461057,3.5014546494765653,-140.10694221913076
+-3.3447853013422058,-5.086150555081335,5.691989618110014,-6.658992736226326,-4.805052865244552,1.5028877468924784,3.6122954182605005,9.494378007344997,-4.18342663608152,5.0947432313166345,-73.03454659387211
+-2.5616600288139457,5.491832262596095,-5.998815841790773,-5.6210685023048,-0.8917573549869728,6.86963966226219,4.850109666139623,6.850962609790308,1.3761173463723875,-7.2152273501953506,-29.816467519470553
+-0.5651289073253429,7.08876463690606,-5.73875840322128,2.490399489513244,-7.082827885515089,6.128596802445541,3.8335070555994633,-1.1615506475105053,1.0062375404590518,-6.728905423942637,36.423081703484634
+-6.756562384301008,-9.842673855014558,1.443319663174909,8.793443692255119,-2.127451968863221,-3.1412141207664335,-6.146465070527443,5.067717575882565,1.14087827597249,1.4502809736308664,-2.8224946193601594
+-6.42583483509521,-1.2559001575711148,-7.576670962610333,-7.577500058617672,1.4054891679265058,9.773298579718734,1.7777211722903208,-5.754534087542169,-6.078614017617396,-1.9988607741530373,108.40367127040184
+-7.557868851252607,4.430038164059358,1.7340464184936843,-9.9804029755712,-3.519999036248358,9.314740826214607,6.918572337728282,-8.06182060821575,9.333735621480876,1.2516486294699924,-81.63080217154359
+-7.985540796517013,-0.44181098647689376,-4.827165641167673,-2.6569026663242434,6.416717763715878,-4.433266131203057,-5.814680008435971,3.001511032932773,2.3881950471199276,-1.8518672237960665,45.77603650587336
+3.0745965877586356,-5.269276526824111,-1.8535996421850642,9.88654665248378,5.88258561662419,-4.42574010617522,5.435867712228029,-3.4856764444254384,7.333714046052138,5.693774310434463,-158.9340905153832
+-6.679145775069825,2.9035114108420434,8.337484360672638,-0.9672453753223564,8.719939353783557,5.0929348103216565,8.03383247269908,-6.619084059298279,2.7833245132066886,-3.9395731588002603,-78.282031481891
+-0.07523164585565345,8.499439797882696,-1.6851705325138644,2.7495571710125377,5.349827601817088,-3.0172335355573554,5.59687779728872,-7.460457529753479,-0.14515515942456814,5.912899798864202,-65.14453941418996
+0.019013084029966265,-4.326852860487245,1.5675296864763522,2.317295659749179,5.346099796821198,4.974332564192152,-6.068690810931243,-3.8963747612189903,1.4832900479301436,5.080007007178287,-48.33957412808842
+-7.911355438865424,-8.281102018719238,-7.254516540387224,8.776275460942015,-2.239948066332651,6.480792195646532,6.213292098790273,1.969622569293683,4.546981661151845,2.2149435920919913,-135.6405343648341
+2.4231463870101533,8.853070746326404,-2.653419568708295,3.5898794899838693,3.282215800323174,-5.747438963295062,-1.745613978614946,1.3839826079843243,4.748060559746852,7.069372861307793,-116.8921299609863
+8.020105416688077,-8.719780944468532,-3.6712287538343835,-7.196871253763078,7.532610037247789,-0.6778419567987126,-7.212231776201719,0.13277313942131386,-4.576973800755484,5.219258266530453,57.49877735464758
+-7.355851071778536,-9.566935414793425,-3.828685709695878,-7.867901315416342,-4.451081963835158,0.03391011192366067,-5.652970584304322,-4.145850751988867,-8.150185484933344,7.932341443060363,161.2800560209438
+2.7373242329897507,1.6594485071991794,-9.010990027716378,7.0956719778409205,-0.04629033549857331,-4.530572965526945,2.5758339267011254,1.7443635496481869,3.347636140121457,-3.5931177432016437,-2.2996326669518106
+1.2718303898532302,-5.135301104242844,-5.042897545192188,-1.5826339101016984,5.041124351309354,0.21424399461607457,4.2328329273281735,0.4357246707279061,8.792029977254249,-3.6074967795299706,-68.67053370755242
+4.4333955378954375,-3.5478390398626525,7.049111548241893,6.5666152130227555,-8.605976151130388,1.0194302369030361,-2.0935253749304916,5.263671711140958,-3.7278076010290873,2.486436329522106,-22.643278399812985
+-2.876829732363815,3.841796994541642,-2.500588743866916,5.862307275315155,2.943149101546134,9.859777939383159,-3.6880040544165693,-0.19095254697965913,0.6252146777049017,-1.046962676505292,-59.19337418253781
+-1.4750418285587341,-7.7344134104409745,-8.594697662577657,1.520773382443863,-4.957471633314321,4.447245901006602,6.076132953009141,-1.223957427917426,0.9102595646821121,-3.0133237693598502,27.01289220800497
+4.798682002879591,8.281342799065307,-2.1474061400336053,-2.097441799847588,8.040955448535916,-3.034235365019533,0.4266126941286008,8.049979990340079,-4.960770714244704,6.52289556330728,-113.58478817223585
+4.794909159115943,5.853691658572471,4.568271895378837,7.840697696977932,5.547783795267374,7.515384879998532,3.0527861304039616,-6.421628461295665,5.382348889902735,2.2040378961969664,-171.06239559358715
+-4.663953791049888,-5.006765068899699,7.793041282527245,-6.036319226439915,4.608709345010671,4.427549927452721,0.9589660943828759,-0.8983641692479072,-4.502510362665408,4.1623573792523345,-31.165862633694918
+-7.064470196320716,-1.6668579144252127,6.565033979099308,-9.693819815106988,-9.05745316083959,1.666989164369057,3.9934781365340544,-6.222436590017457,-7.095550991444424,-7.347551952713516,226.69138632285345
+8.414186754385133,4.941803546223175,-2.931338743629708,-5.768803017071886,-2.1055150128767064,0.4039176096213648,-7.526846313002309,-5.939809781127363,-1.446275214536108,-4.821610634035929,186.34766274420247
+8.705050259823668,6.4510592163208225,-4.916681122457436,-5.229167339186134,9.102882919537107,4.719149837194385,4.719201548371834,6.0023214243617335,-6.292594680535006,9.418101541291115,-174.97960402825692
+7.819211634653365,1.6910854409662335,-5.15215282226023,7.62135442497669,-0.515670644842614,1.6351567760112729,-4.713346941335388,2.694337334771073,4.242661239262446,-4.995561250273381,-7.065562914396776
+0.9252072678698475,-6.04743657329184,-6.493857673285293,5.415304703124413,2.775403903583047,6.9416759851828775,-2.8386680187580637,-5.769884048237417,5.0438209371695475,-3.4173508884493864,11.524299313496766
+-8.010064802354012,1.3648406018816805,6.9421821897228835,-7.253231614899791,4.9738374291966725,4.392324899169275,3.620582910291803,-2.5650724838356886,-3.08297482561231,-0.8301559457164287,-2.313063068560364
+8.464519733248084,-3.391962534537185,-9.7292516004039,2.9390003353308147,2.9663557188634315,5.254159558744793,-4.59895174727289,-8.793666645531104,7.881724299333199,-6.4903893016233605,69.45415294000608
+9.39020529893148,3.8705497314304083,7.492689984358563,-5.515385288340864,8.851606910703646,-4.892865747928623,-7.608165465686236,9.012932347421303,9.043243465497632,3.5109629553580635,-164.85356684594393
+-5.2292469997098685,3.4085494689179763,-8.921054005236183,-4.601683542019375,3.158982315008283,6.609831100610313,3.6594073511527125,4.243854745820501,6.941760942499899,5.01503492942863,-181.96895170250406
+5.699415932525738,-3.0649365884610624,-5.476302596813611,9.710106330712575,-0.6796341932754024,-8.563586422707273,6.44130261557573,7.108782748221576,-3.2357674468444686,4.293690150409654,-80.25220115208877
+6.240079138886474,-3.9646824554192106,6.275965059544884,-0.6576070914039311,3.3442126462046873,-1.3115493555879576,0.5242528178033012,-7.632438394357903,-7.087170326031345,1.1564581280090613,90.28367098903199
+9.948410755727844,7.562324945358407,-5.375382003651108,7.756294866543834,-2.784153682313084,-4.347615574702641,-9.695984797493978,3.8810205928468355,7.783425574492573,-0.6349043478121708,-23.709940766639548
+3.1407409975763367,3.7031683454888475,-1.190684325182505,3.4357243247499003,8.738930464155883,1.7804524483494166,-7.5407889209960395,4.825635864294782,8.728783037236557,-7.079299572502822,-64.20876615562543
+-4.466994730252702,5.353336216701534,-4.162317997290524,5.7154276642420605,8.841951711551348,7.009799172806033,-2.5337085790676817,2.4636037978545855,-1.9835418702976115,-9.262206706751302,9.392520294366864
+-8.934610889585041,2.023773630600172,8.043289956531583,9.775740718693376,-9.63836093691934,-9.173767969908567,7.924822331823112,-4.2929343490204435,7.710339403401704,-1.1022527380512082,-31.07565404680442
+-5.0710599412825275,-0.5417363763179761,3.783300235056435,9.569628396015492,-8.470371814675826,1.1703773190213207,-6.555840675040416,-7.173113785043288,-1.8721218373454374,-7.678647210464364,192.0691756626402
+7.268254215063362,1.085378299882489,-4.57044028473984,-5.444835368464476,-6.528709725300834,8.030872354319804,9.632201290685394,-6.072288734066604,5.237354633952718,0.20067774468098598,-53.82125844847652
+-2.5823626571189373,-9.931736006148713,-2.892459976512838,-5.168053096631304,-8.217333124605414,-5.658195799726203,3.1890536755333954,-5.598669129949561,3.724983739685761,-1.2342982666140179,131.29346483815254
+2.7916065045456717,4.338403273791817,1.3008084450388546,8.151642864916592,0.4116514517943459,1.2481144598816862,-6.884461934390211,-5.856270021730827,5.398633086629365,-6.877755531483995,61.07143307629546
+1.2383870262599506,-4.35611242166015,2.1461269046046505,-6.993598955487739,-4.911886240868004,6.330769396770622,-6.049484377131327,4.315329571469482,-4.726352831797893,8.330432839961322,-13.93827426155337
+-1.3438440069070778,-1.2154057995204504,7.802504949620605,-9.995556417532166,7.98711883226527,1.3257769392239793,4.213533952164368,5.113276336868793,-5.86517727624726,-8.691512295944595,45.89922942939611
+-1.3427348688199836,-5.631968290237306,-7.3503464997341545,5.235634512144179,-8.984610620708011,9.35125871924108,-7.925190274297737,0.2216698015307461,-7.992530215502631,-3.1076983672741454,162.73872887589357
+9.648623266550409,-0.15597916684407576,-3.5858392243916004,-8.559906413858137,-8.805846839674139,6.880415108844556,9.278826942061482,-0.6034064141442519,-4.327318476874076,3.5766884755688366,-14.070543622103417
+-1.2416246669311515,-0.1929919750136655,-7.726636782044666,-4.781846570999115,-0.1676490231476735,-2.333745925225612,-0.7008269689721613,4.568351410375071,3.5191410272409174,4.314094417219847,-44.80909543882451
+6.896289621485609,-8.71587992474112,1.3380472047855463,-8.230642501834865,7.616036989685446,-4.931754047597437,-1.0127896318403007,-6.937000571889074,-5.1588319869078365,-4.760846040936602,191.64911250792963
+-3.732359839213446,-4.319181067422779,-9.123447710472725,-2.821413920313216,2.3738310621529823,5.47583633697619,-6.817125074581298,-4.284998099586515,-4.420759130047034,-6.440264239611595,196.3196993798874
+-8.502074071051277,-1.419682881072668,-0.17263547399570145,-9.61843971430904,-0.9385927746321321,-7.448186283554232,-9.87177499788606,2.88409687277269,3.4995526482954653,9.64115863219443,20.776906362578583
+-0.005081418325856291,7.241515512882833,9.983126100557861,4.2415626413853635,3.1450452185282263,3.3968324275640893,-3.849979302825055,-4.66622627545102,-8.445403606056434,-1.2593220631123736,59.433852890734734
+-7.521703187099988,9.201342813249846,-0.01822890920101239,-5.4892158546263525,-0.9816261378127145,-4.558461004181018,-4.672281366713316,-7.025782808298167,-2.610251708164588,-0.5692431111269158,164.69088810042007
+-3.099871980761437,6.565368577212958,-2.4257857356311185,8.996378481240166,-2.7524297399414865,4.009693101257152,-7.929190289237329,8.412657839761867,8.05012045836764,-4.22954222767622,-87.56338827421993
+2.4597463427498445,5.393163165389215,0.30774264146912866,5.171262343771468,3.2814282425349095,-5.003003446583259,5.961851400443008,-2.1904976708804025,7.306190336513025,-8.202867800743167,-25.189484967971797
+-6.7022774457392975,-1.1582290935897843,-9.027079595292765,4.165585698562115,-7.807696878108827,-4.575044717726337,8.717592554553535,-1.0181284604214835,2.161626108707202,-2.3925568167998956,41.35634038152525
+7.613974493480537,2.551317463046634,3.648785786492972,3.8102267499999987,5.901075279223917,-9.208171020871479,-6.4095719420615165,-0.7873105813248826,2.9285557689934594,7.594847258791024,-60.76030060852849
+-2.9599689565540777,-8.40424625120469,-9.701934068000671,-4.744671273749712,8.087182315965562,7.81114700972614,-3.9189814712741544,7.884291556299798,-9.356119626150438,-6.408150322385458,96.47313618285294
+4.60354524030075,-6.977592845371284,4.332284491761202,3.3461572917146665,-1.6818054072583433,5.649794544350151,2.887101593289809,8.120118592479745,-0.8209436348412535,4.77895382042319,-164.6513788871536
+-4.3451243991376876,4.341265507856367,-2.277281104867701,1.3228871620317562,3.3491366944140366,5.95141491108018,4.991732261035198,-2.7029398801491733,-4.739775939039832,9.299772853559652,-115.9210897330356
+6.631253150843952,-5.728972025573715,6.985306246655121,-5.014117113427281,-8.438775065856262,7.539453758631167,1.5483488566455672,2.503201446639707,-0.02902282807837997,-5.3398504159322435,27.131707829420005
+6.483753782331123,0.04564080775410151,9.18211077476978,-6.045286319891461,-3.59361531768982,-9.810864413876558,2.2953969491853865,-2.0761463341952546,1.5353502009198317,-0.22316765224058566,58.90852043112829
+7.8351574513992635,-0.2274168556776246,4.299960482805192,-8.759989139548544,8.249699345285578,1.8200920370155482,-3.317861121862782,5.6938762153279825,-8.678561313228677,9.067427331909315,-69.12820874518727
+-8.416632246746962,-3.941081959621462,-0.5822372095097084,-2.5635966141233024,7.008975632664683,-0.9412596769257675,1.7604903626950086,-5.592357811979345,3.3622555289227396,-1.2456060530388235,16.429081681106158
+-5.409468637275774,-3.276526022734154,3.842901149126381,-4.976953359915228,-4.164207512681912,8.612477285792208,4.5614423542408655,-4.925721446648534,-4.340998090318791,-5.1105894892516375,90.49854884246868
+-0.18909114160484686,-8.22337603570557,9.609676392273643,3.6806690083206717,-4.8411626762637505,-2.480860808852836,9.262210311286289,4.401059561384391,2.9365114203091025,0.7226572610527549,-117.86001305060678
+-6.827018241220619,4.197397241796834,1.1544893582651405,-6.484368865054966,-0.502809469458696,3.155239920351176,-1.8667053243421705,-5.62280017556084,-5.40479431768312,0.39548100590241164,109.90297824073481
+-0.8911647770688091,1.3359759113484948,-1.9520029802985306,4.731706633481265,-8.90646259539669,8.797293620798307,-8.681178013829822,8.586453112558406,2.8905566480243228,-4.54796633733503,-8.896500059239584
+6.573169271661527,-1.8236067807192757,5.167521502006922,-0.1628333965036033,-9.319845179780263,2.6611122952860655,9.784009952525112,-8.542202237120478,-1.6126630418401255,-0.901760660653419,39.94135243264663
+0.7033094997850209,3.7801559939859697,-5.181409238619279,7.809306146893644,-2.389094610170839,-1.3819957580101838,5.030450952253947,-4.949443533630689,2.2339040678677846,7.676293240208427,-92.92054877205356
+-9.907125277243855,2.884169469871858,2.0322324349576526,-2.946216375594657,-5.155867362707484,3.2675435374972506,-0.45986947599459427,-2.585765038719221,-2.2259770095344944,-7.558896664105401,138.9584448232826
+6.230021880786971,-8.112070828296607,-4.18712072913771,-7.555339925632625,5.938753388350193,6.414047262495566,5.73834905858144,-7.697376761795236,-1.0354826182414967,2.6428933169708935,-6.677543498404816
+5.906917073310282,1.9514665979072388,9.959131107837287,-6.506206938878423,2.935216436077015,4.2592697338254615,1.9433418750812703,-0.013789556963970107,-5.181874185191884,0.023974618749542653,-19.055651728063157
+-6.816572377443373,3.8645365357490324,7.8501850512688565,-2.9501172175632817,0.7971387346982195,0.028727191069757296,-2.9028160116157853,5.0740764856236105,5.587623554346141,-1.6546667932872494,-67.06886203066726
+2.9610420176044006,-7.887544609681778,3.1689829318911156,-8.71546641688677,-1.5162184671072598,-4.382342643249597,-2.7576624983589726,0.6383149455867732,1.7026641053610492,-3.9208833452708136,113.65873797058384
+9.510617108746633,1.547998091418139,6.914867210034976,-3.99229818125749,-1.8340237201812015,-2.9281783397371175,3.8721583878464805,-8.728278978307957,9.874163180591662,1.2364055917053207,-45.027555032962994
+-6.969573372446673,-7.741020512175851,-1.4132329103650032,-6.154462365861022,-1.5580395595247354,0.7051762977196341,-3.385634717805175,8.021090655743112,2.185060309565714,4.468439663720394,-46.85330822335057
+0.35866834332644926,-7.2587892550573985,0.05142688043557442,2.8111236440240472,-3.207489593827295,-4.6038914853372255,-3.679768868620268,0.3860546124676989,-2.7177727091345805,8.588335172997883,11.411044122013838
+2.872527170515724,2.7369665969470214,2.694629919815026,-1.6532696555600368,7.023063076957092,6.868434161293417,-9.969310581455392,-9.460064724213602,-4.911290835241003,5.658548054357036,50.421779244642224
+8.538073814489914,-9.316308635517917,2.613004384895896,2.4049096657781255,8.781302582600212,4.522626686761695,6.5307217109151505,8.003194147924823,5.953841519765389,8.651246809096024,-323.66035569078804
+1.6092397472330733,-9.268392025970108,4.566960632873894,-0.8895886868844616,0.8891454545369903,-4.562979959839164,0.33260750139182393,-2.909350378622255,-7.049194870778233,-7.759939090336687,195.42621775200683
+4.483006733774372,-5.510752315449601,-4.887955873079655,-3.853230115991899,-5.3270794947705635,-9.870283280823895,-9.45881421505427,-3.079862179502335,-6.081057662012778,-8.64358853827374,357.5562336981809
+2.782183127261415,7.585858053717153,4.420150483246477,-9.69220941031552,-2.93260416811562,2.206498318908503,5.06625482009174,0.9859329712737575,-0.8647149728321568,-9.156515870763622,68.12772954386631
+2.3431523721584058,3.365931807671567,4.205001060208209,4.156749797828145,-8.56340742172269,-4.8249472059540555,-4.779036349521273,3.870585464652063,-0.8833578176274592,-0.3793254748227448,51.05760443531044
+-6.452922048906897,1.2584641048993706,-5.553188050178504,-1.47618383318473,8.393182120722088,-9.673934596899622,3.5865787593521947,-1.3813035749035008,8.1339350729425,-9.425584915739497,53.1549610969116
+-8.413435164905586,6.156075120322402,0.4547603005151002,-8.216033525870328,-4.992143754613516,4.642925395957405,-4.969727598139344,-4.099831843835087,8.742407472881945,7.144396556324073,-53.586106324558095
+6.028231916499756,1.2771639458824047,1.6453357442912098,1.0637348452428852,-5.080503783442419,-8.249983527148201,-8.286473030977934,0.6998879776749756,9.617233447161071,2.113814758575201,4.845821014361234
+8.610975772388151,4.375939592846986,2.0217144695172995,-3.2472706426799403,-8.322540936388647,0.780283642717341,3.730239041505521,-2.53725155342043,-4.148145811111988,-9.258769774161834,154.61402373557533
+2.200846222956545,4.94008548985434,1.42459528268142,4.0769584929218645,2.07458705859604,-6.636239651115632,-7.209033631422203,4.7350171492654685,5.535621603242804,-2.829309152860673,-8.398588673624394
+3.5395742088012416,-2.57039287506607,5.006668767581173,-0.9263309051078594,5.589721617325585,3.920079597186934,-8.405530818193155,7.005080681998743,1.2384087952455447,0.6715745389494732,-72.51293343055403
+-0.3025868836160961,-3.9103348498946766,7.1511686116492745,0.5757350246052062,-8.502919117995685,-9.683795263974185,4.048022075859543,-7.434790555342408,9.673909745925851,1.0763728673001927,21.79478466292149
+-2.090836807466856,2.400348112764037,3.86592932808157,4.106707872553102,-0.4345649571566468,-4.7769838009769705,6.1791000027358045,-0.050452559380691486,4.913141837231169,-0.35712772469328913,-80.14807059670109
+4.155212138865599,1.5362753535033624,-3.492172813305794,8.821928006417881,1.8791544886636924,3.2701459527003562,-1.0279421109099451,-0.862816530412871,-9.432028080112072,-6.829365886419119,110.03823888645206
+6.248488770536174,7.9579407058984035,-3.057096101759549,-7.289676824050389,-8.931130623010224,-9.564491357371349,1.7670594170254472,-9.546240475214328,6.176272208280212,9.361577891983472,36.91846372587689
+6.877984086169739,-8.588170149713735,4.139636988444946,4.9744510965958,7.751609743590196,-4.306198708456455,2.972248699749429,9.524860376623414,2.614559623140431,1.9508570317740759,-171.03869626648188
+-7.411268688293855,-0.6041988732845782,-6.89829354906472,0.5147781686752384,6.19161413982277,-9.06738454436153,-7.901092304437971,-2.0030218988198722,-1.5084066954000153,3.5664836494122576,104.1889722547002
+-2.083701065257859,3.1334536409981406,-3.2899225673549104,0.539878108179932,4.623478422341862,-0.6139570235209657,-6.293566884888476,9.356107650613524,5.508414556472707,-3.532491531055695,-56.4800877244198
+3.095261162547167,8.345149664531256,9.69080573869799,-7.255661269565621,0.5725819289500711,1.5938350833301707,1.259600406867929,4.432418798412039,6.602301878504977,-6.167849442535285,-70.73926325552566
+8.551244673935571,-0.23840906110957016,7.350307288343567,4.027566543995896,7.6628095926942175,8.321911723544009,-7.644302269054613,0.7925191165426826,5.195922538797937,2.920586282142703,-159.6075157728141
+3.226335609623141,-0.5816827727772123,-6.791331706969856,-1.829017204358292,2.7428633061086583,-9.423189593855001,-4.135755751210002,4.064629895496539,4.571115337470313,-2.3747533121616615,52.018848154062766
+-1.7224656186587617,-0.892487501211503,7.974608052856389,-6.666894549625535,4.618544102940163,5.169759983089179,-7.36058650406326,-2.241933795989115,4.070459949473522,-2.4328230598606537,12.847495389007948
+-4.9943918073093325,-1.296816463828423,3.7704968225698376,6.097075090363235,3.8861225167061475,2.69187154002833,1.522591073241344,-3.8583338072323348,-7.238549518629176,0.8545112337123673,16.87204745017414
+-8.233623610839068,-1.9540777866989756,-3.682723023165102,-7.878331728444108,6.986991171208534,3.1561889192279957,5.721285202209174,-6.761555471076289,1.9668032417666037,-6.998059664681444,70.75958691738425
+-7.608695399702825,-9.004468906925363,4.79226455966254,1.8923162818720374,-9.16531819145195,1.8790753931278026,7.370014757385208,-6.979128527671197,0.30221406095484404,-9.537911288479071,138.65234673887724
+-9.071607197318535,8.25576005444131,-6.730944788918882,-9.516212370285773,9.201217500210275,-0.3460014933810118,-4.454268858005934,-1.4868977760164204,-3.421774400135942,1.1375338169315352,73.45782390210566
+9.128828228668507,8.956678684912287,4.514404221714869,-1.6188862102338497,-5.600771503651796,0.9675986533755032,8.885571791101851,-6.525289203631659,-2.322107005353078,-8.632889996701627,87.74011114515767
+-4.836653729620906,5.9261536713440695,0.4571530237116561,6.126307971839811,7.675216597087607,-2.0561287686448226,5.959629991455069,-7.2903599543788005,3.753663577105417,6.375494506121608,-136.93236906461073
+0.8610404305832953,-8.66770421635201,8.386299143477498,-3.067018698501518,0.3342354676420811,5.100844165921787,3.742030255653317,4.5589221664184425,6.061326228822925,5.023633181562959,-192.70223965613988
+-3.7078739659748416,-3.3209901346490067,-1.6220585916683627,-2.7943895423235787,6.277945385052799,-6.6119963964865285,-6.353093149754391,-3.788428159396493,-2.0580916646466907,9.131349099051246,40.2067328124437
+9.188832818708745,9.561656608910965,-7.572101483311124,1.2114353947920398,-3.5896141685363125,4.1868716303054265,-7.801965520417373,7.663299684725642,-3.065086138485289,3.069732730417758,-23.10424615342124
+-2.113735835112156,7.520906369814728,-6.966162298655241,-7.045362846949256,6.071111726170946,5.457481435423899,-0.8394417795319709,-9.701615853340257,7.254516018541106,6.07550676595107,-66.26120294673032
+-0.7876390855097193,-8.321458185559203,-3.806178626661443,7.578404568492014,4.434731638282818,2.9452720008922317,-2.1444957952067334,5.88690728884913,-3.8680531327407586,4.123592698359449,-75.56760564710298
+-6.029225981405217,-7.769529740919092,6.7665094098503324,9.63733234632021,5.0581655827480425,9.543848947644026,1.2270915288155715,-0.1543820857115663,-3.8116431116867022,-5.515081961860684,-33.943485019825054
+-3.356433473708007,-7.996005473053643,-5.424351245963262,5.2818509705514565,0.7394544762464883,6.000361313086904,7.755527952736394,6.056855278027964,6.48786352770985,0.9750786374704856,-192.81413191016745
+-5.651462391615556,6.8124326109691395,1.5316415208024026,0.5774169656642147,1.391883690604745,2.347265321908647,9.10257272650875,-7.044894712092848,-3.604369273888479,1.642886296818089,-23.746254767713413
+-5.356920624179691,-6.798800553999358,6.201243832896628,-6.58308342360411,-5.931398067178026,0.26623685259390184,-4.850163083412024,-9.273194737400601,8.260029149336559,-3.8253935650743442,131.67191388100088
+1.5222616603782146,-3.0217107136185684,-6.512709068271989,1.3470587551009894,-7.234140039531529,4.255308844586003,1.0790810901403636,-6.361877792157289,-9.495109013994686,7.441370285054205,87.35190435079636
+-8.505030626375753,7.279676402371244,-2.854460918424082,7.457461923419261,-0.8613162224809856,-7.74027195895191,6.51383808707207,4.445328921970622,7.1977974983144595,-8.342469321784513,-35.04030438173808
+-5.174112872113305,-2.4644393635332396,-7.283479361956733,3.952951152944595,-2.1450856361970483,-2.821402144345282,-1.2593353537364438,3.707597197216459,1.8853886071277826,8.12337594018451,-72.12014254428057
+3.0866807961183484,5.7216265756890845,2.4942028701015384,-5.7494901847537,-4.105886021993019,1.0643828201139915,8.365237874905358,-9.87858323727939,-3.797722576353615,-6.042595129810531,134.25996504109685
+7.490220905324117,3.6800575260838952,3.531014862930253,1.1156813254893727,8.169178722403387,-4.834795602349593,1.725668595398413,1.8714778269983734,-5.415063089838538,-8.590937839296764,69.41402027865941
+-0.9647042697686969,3.702539544135408,3.8629884808385384,-6.411271637791131,0.02735772167139716,8.720446634975247,4.316398844130771,-8.092569477700586,7.01114229222542,-0.587860703402241,-63.59012449199093
+-0.8323078731930456,1.0878125594120247,1.4731756057521217,-4.746255260205081,9.468256415277471,-3.2404529753862232,6.007579113816086,-7.995808649897633,-4.017769028302509,-3.662988675029557,83.91157188867133
+2.170265093059649,1.2719270568293939,2.92576669462421,5.660526874147555,0.49158542017445184,5.68722757142088,6.823291293531366,-7.198586917787367,-3.139781852998842,-8.300269193497464,51.707986624475694
+0.24760682666704836,-8.358635224817665,2.6320522644817523,-0.3217049335044564,-6.903035170335063,-1.8781331706405058,2.063195815932508,-0.5457244332037892,7.3769405507856,-7.254484610304104,54.95456710933363
+-5.956952392310322,9.586387977522788,3.939390163628309,-3.2393623844589414,-2.42448027335326,7.215687821924382,-3.7893684979364872,8.806063193305405,-8.005244859363929,5.671174299622446,-67.61997202393269
+-3.9756420687674288,-7.084576945324324,2.5033874913928345,-7.475649594909206,4.595630607587076,1.6141932179916774,-7.82591606759296,-0.30186648469580524,-3.2416832538218388,0.5528599515974264,92.92763682821221
+9.100155477683867,-8.35332112774619,-7.7400837010537815,5.944434764777915,7.792382419853969,-5.343435659651245,1.507467308889603,5.5599277174621236,-2.1356588280070476,-5.805368184863669,25.498652908074526
+-7.040265762688039,-0.6329430290448679,-8.64570224917378,0.6572947383924177,1.299973760942048,-7.322999294411909,5.224322175027409,8.070450676017275,9.164546950436968,-6.316545718842912,-48.39605726594277
+8.180342917777615,-7.016114377891456,8.613344903471711,-3.4874485412516454,-7.343339982451662,6.454368511877262,-0.3067195498388231,-7.7411754455650055,3.7096309658706805,3.4563316802914623,-8.458745269733791
+2.609488538185696,3.7962488230769,-2.5387694352629686,9.444901193183128,-8.585766265997991,-7.533985508075562,-2.6602419736834504,3.017081317363546,6.545029904927604,3.487606275844415,-48.25302401571833
+0.2944495018975868,5.280275991145695,-7.851647985663465,-0.2581474640430903,6.879331623011846,-7.24649593453133,4.043335832029431,1.1548533887855283,-9.035013388497912,1.2284887325835125,57.99089119041379
+-2.4868877335532824,-5.3356542708368115,-6.468595454008266,7.712426184728751,-0.9574471623287906,6.197225029854159,2.2342805235366647,0.6121624474229814,-1.8959097970080152,6.761092717560391,-99.54431846941031
+-0.3943167214685972,0.3475337995115635,-7.466468284295824,0.6758116685395898,2.759245784220825,0.2572700102384662,-9.310343241453909,-1.0910618219997925,3.474476648505118,-5.8678087075409024,109.51100961891935
+3.814927116456981,5.532789643488751,2.4615550834630606,8.618811590771031,-9.07376838640597,6.267059558978927,-5.922980971980674,-2.867291997566277,6.259128851975182,-5.707187435747287,20.925573323926496
+-1.3827108547762146,5.6027441657017825,3.9778110004900324,-1.6220087797767757,-0.2196007573315195,9.282734870762695,-0.8018306318252222,-5.738496695497202,-1.8075937621554328,1.5106551740814456,-14.031113247558878
+3.7090073160272485,-2.6111209387722556,2.0158172419874054,0.8187813938915767,2.3307726591350986,6.595917520646122,-1.609865212627346,-3.3052531816647934,5.4108039487232755,6.958967362598816,-135.6340352610678
+3.377204087423482,-9.88991924823681,4.224547349713235,5.4128545045512695,9.225679484136226,6.896611623439077,8.137737347916502,0.42297683083965865,-9.392633148779296,1.3509244640081919,-91.81634861652348
+3.6913900569412927,-7.783106791450036,5.075371752072037,2.2233448836515923,3.8056359988795485,-9.537756751141217,1.9362947472016856,0.7978163128352844,1.4379799254005476,2.1673934306914755,-24.913661522487125
+-9.824373222940356,6.306465915785557,7.743753113973759,9.001362390743072,-0.17828105755489654,8.98156039010248,0.1828507116895528,0.5077435828590815,-5.736579877881058,8.015711775054296,-145.95585541977138
+1.3235325214818694,6.728057264307001,-4.2938937718992225,7.310310608251289,5.981267434178172,1.593603433791253,0.8153320497925187,0.7841428227359448,2.2315498514999033,-3.3713617842414867,-65.37384593784729
+-8.191450570498395,8.677526958514271,9.582715630008254,-2.000468803840365,-5.091741408014205,-8.797346201520977,-1.7696223373273412,-0.036389671276486624,-2.493744657323005,-7.83506442916125,166.4393077427217
+4.8315176331379845,8.016425618183462,8.971738380994115,-6.6324342887283105,-4.811413264331847,-5.654439292931359,6.030054674679681,4.553063872997118,-2.9989782278562727,-0.23731415141866607,-8.257666346954977
+-6.875328182386877,9.179711407223273,6.577967794943788,2.2007573747222797,9.602441091841671,-2.216125653620147,-3.5906462345580414,5.514446468458052,8.286533437477186,-0.747598806212777,-157.22596134986662
+4.645598507962521,1.8875881467025035,0.7122558892496844,-1.4648711364632905,6.68490064197182,-2.4645126771277592,2.6924295224406514,-5.412527417953195,5.363510520442314,0.9168914719163013,-52.33015620047286
+8.431392987533297,2.5339910181033565,0.5136172007560091,-9.676332241771066,-9.680527321513617,0.9727032743808595,-2.674270654293913,-5.3947800160953,2.040685902177646,-1.8809080644061682,132.67136046042194
+-9.036627738511713,8.575141093510219,-5.669312323358393,2.694164109396926,2.2722103712997077,-5.3357248436088796,6.661198321820372,8.994306769254003,-7.332994585230008,-2.865258160723545,-1.702642008428296
+5.07836035518303,5.044506927741046,-5.169527578821391,1.6599044056947188,3.2699020793175704,-8.757977748767543,-9.399842204634442,7.926959518678824,-5.282611157853312,6.037820302945036,23.410253424060212
+-0.2244203199171424,-4.864987151024858,-8.357127186648722,4.290733411545142,-5.486338736687428,-9.032665929195447,-6.902570132336201,4.178994454415877,-4.12378392791545,4.879577765376649,105.80200864963386
+-2.9679635909055535,-8.494844988311957,2.15555952208359,3.8910538137267747,-7.323493517371585,8.882999014901793,2.623050664518878,8.008266797013274,-0.9798127916123134,7.164261437465605,-159.92626373171848
+3.300787404655998,8.34450322756043,-3.245542195868183,-0.9580823278051964,-3.122615369073649,-0.9332055824474961,0.683571841390691,-1.9948784526153762,-2.5591161343157,7.341382607608644,-20.429184007355357
+0.2683849329948407,2.945235376484008,1.1140890859663322,-8.274621228703987,6.300248897454123,-3.3765007031517302,-9.139640157964426,-7.27255891254603,-0.00519221924847324,1.1397442031130156,127.24835486053513
+0.43636801695096983,9.619094539057834,1.3321175851448475,1.7233701690583536,6.624533316071714,3.3836036281696913,-2.002582080502948,-0.8645358287242999,-1.1271658052904576,0.5028477085872929,-54.25221292229945
+-7.492152162896439,9.654803232157153,6.598713813569573,-0.3326728767435183,-0.8743222435223696,5.9467224150461835,-0.7686205288809567,2.3351329762874085,7.508618655583151,-8.02388922256874,-59.08071821947148
+6.272546107288113,2.2557913402509855,2.601703614517765,3.77295239027871,-1.800592757577899,-2.454141666659353,1.9491864410876092,9.01537038842787,7.506913680310419,3.833168146076149,-197.99008972027207
+4.820294615029086,-9.379161532929459,-2.3169659440455592,8.557428507659626,4.796965822539024,-2.2950008864010374,-0.5524074880995156,4.193911190862998,4.737451095355805,7.633331618166936,-169.29584995501412
+9.795328834174068,-3.054702203831934,8.08496028017369,-0.8487738854881122,-4.7726734509064155,-6.804884206859776,2.714146167842819,-0.42225771055088623,-8.296584652741307,9.490358419121602,7.262596722263618
+-1.1722729622845462,-3.1445479552022837,5.389675929250308,7.883933259513638,-6.561382176411841,-8.903441081182866,-6.059230172004999,-5.064165427306713,-8.9869064535055,9.041651042967441,122.12467863046119
+9.530899592654414,5.075587783351891,-8.916591510785379,7.6623421202169295,-5.494127226334989,-2.719502547106367,-1.9320636760619503,-0.914335271258917,2.689532875059215,6.245843684738648,-41.7743833794426
+8.14915598539556,9.42214742887848,-7.503838993263548,9.703058834543805,-0.03408408756878645,0.18645665469619654,4.804540558074983,9.714296328377664,-9.838134465169695,7.5421329708882485,-139.4012199301633
+1.0561179009613575,-3.465884439427309,7.1010836916716835,-3.017540654609294,1.38525799851539,-4.703726065999414,-6.651441984082826,3.1187463204626997,7.546089163515992,-0.20058780670889398,-22.431103253968413
+-6.73508534014503,-8.179229166717965,7.480702313208907,-3.3064121999828755,-9.229596457904297,-0.7193442241412984,2.6709104936231176,2.7992523601562413,-4.278918841895352,0.5611649068579028,60.25577120365729
+6.240789695564432,4.306900335996158,1.0487760211613129,-9.976001110323825,-7.670271976438954,8.562598316542324,-7.001191375729103,5.338947252256469,-5.312617879452295,0.08110231067459006,64.61984920638463
+4.484635706430273,8.048768400974698,-9.36172755579231,-6.723706368415064,-5.275220078982152,9.178425336077122,3.123159770920696,-5.177401001376866,7.928216271171564,-6.401743557665656,20.873957267562027
+1.8559585307666815,-4.084658126873364,-8.505695705025571,3.2936784207149117,-0.7434729858983391,-2.40587244933103,-7.692722792503659,-1.9924689650070526,-3.890279166075734,7.706205642931902,67.24511618465652
+7.1858309916983165,-8.622461961740226,9.339988262847807,-2.5183310668205383,-8.670294999193079,-8.267124522801971,-0.31303684394287323,-3.407941957508016,1.8897694722738034,-5.2616539469328565,154.13161756561684
+1.5928576767628533,5.970394260323952,-5.798102140138964,2.580962943727607,-3.654185764879758,-2.3017351940169295,-2.308458941600662,9.979589770549246,5.422323808548777,4.6840822437617895,-130.4989193274891
+6.2743098998702,3.504611724155351,-3.7728062080261204,-3.649458258385081,-7.775149012486871,6.41536842020516,7.162296593522932,7.365027198225638,-5.6622019305228255,-3.0437394727778577,-10.389629889738107
+-1.578335215425024,2.6674413212259984,7.04855640592511,2.9129602200028426,-3.9218429179701775,-8.819974020620695,5.362217202404391,7.7818438886484635,-0.6879093292419913,2.674136652137613,-80.35540881335166
+4.42038652770867,-6.108126996272148,4.929543181285374,0.2853046841119311,5.763340828948625,-9.959746258957995,7.064997706801028,1.2840060953518773,-5.541444533373334,4.527387545655466,-28.415559159326158
+-4.894605565727077,9.601177721354464,1.1088066158247845,-5.677039138093935,0.6360030659172677,-3.4227783724737115,8.938417397332927,7.9956371799322,-9.24247373337959,-5.038408264244576,33.49893394637304
+-1.6204013337385326,1.9731169079518218,-4.150468713858548,-8.320774565265598,8.155950775665492,1.0978231232638258,-4.502742496239263,-9.846804228505473,-9.839632173176154,7.58622136995688,122.87267842721644
+9.142704369888746,-8.275347387681677,-9.746246219714898,5.86775013367067,2.6474292103210573,7.164975391783424,4.863535356764263,3.030351588276925,4.103504581907171,-7.196972833296429,-63.1278967706448
+-0.9538334191195608,-3.3980208703141646,3.206768642072313,-0.6299819652254279,-4.908943373697023,6.168650556308462,-3.4489459368463526,-9.771914146321413,-5.706741628701937,-0.5382856171766348,151.22551725347412
+8.204092085288579,-7.358658912535743,-0.12558697639177385,-4.78617339844567,5.680073778068739,0.10850918592918646,-7.879589167912564,-7.495850185890931,-7.6191054459641165,1.5209916045704452,169.90067119296089
+-6.16512214922259,1.6986152931769394,8.763317319364647,5.160578904969126,-3.510736350238677,0.2920886249950283,-1.6739130967209936,-6.760978203555381,-4.661823507251284,9.595512063774551,-12.775253458567587
+0.8687934775019213,-2.933752907636733,-0.27246599394018967,-8.332046720144977,6.2249396079048225,-3.8899246359771866,4.999551913736903,-6.9976072779292835,-9.684024760470805,8.46381364736676,58.707998624218824
+-2.157316509575511,-1.7820315682440735,-1.4190594293009884,3.137813012884323,-3.9958877225985967,8.066979560968484,1.6120625467013383,4.3762766262129755,-5.247891755264122,2.0484917940903347,-46.9425909078789
+-3.188377066041126,-3.5955882026385644,-4.056708830793873,-3.7083311934481555,-0.5324624514178034,0.15670928008353124,6.245501933587523,1.951470735352736,6.515637227307578,-4.879280092007516,-27.190352927909455
+-3.2927653859370487,5.31252743820291,2.3909128656623313,-5.679505548574806,0.12216464338639987,1.4457016782561993,-7.103609218362705,-3.856149657560828,5.440353689039652,4.502162462666856,-10.574017353534913
+3.8833758831069565,-6.542148048919327,1.2767104743345814,-9.40638332147184,7.951767758946966,-0.9708399794510236,-7.58299215989407,0.8426706186054567,5.834365568277482,0.4757963670910703,1.0802956656338556
+0.18274885102095073,-9.728989747518199,0.8411194663521337,-9.94351861195578,-0.38282178946864365,-5.038649458958371,8.976642075794363,6.532938562912591,3.7493096367971868,1.2318613663934985,-68.79084019957148
+4.621813190060866,-3.505275701774422,-2.030597789608446,-9.619779618149005,7.501052671638176,-0.263750352601162,4.562328753314615,-0.9204567094495308,-2.6035105211474896,9.844785141419676,-84.58286893528013
+8.489181700516113,-9.414579858790088,7.366542650703137,5.287197095483352,4.192891539477895,-2.568663141936718,-0.5629230579665356,-3.3169059070574813,-9.079224546842536,-0.526712117664041,81.6320971534282
+-2.056503691008058,-3.4764724202254182,-4.9767944210896875,-6.883114452241317,-6.567082334726148,-1.5870620283783832,4.258205963271548,-7.979689722077186,-5.181153508500995,-7.6623654912302275,254.61786418990883
+8.436813501402371,-7.074342897676615,6.441322211540987,-1.89696582286917,9.110059717032588,0.27319060147204866,1.8658173872433426,7.167063660155712,1.211616385014418,-8.35117072685737,-47.58463381769277
+-6.531842493684965,-6.319971826448851,6.628119516167946,-0.5404892852973298,2.906816796020446,2.0726138911405556,-7.427548849239827,4.504787123595442,7.3412692490839575,2.9089776089994013,-100.23964231589518
+1.9529585330176746,9.117229580543544,-3.7864712501199516,-0.476073643753554,7.348620089362832,6.883435787800525,0.18954220751190354,-7.3764030913210465,0.7805308544789136,-9.77101772117178,66.92928261982662
+0.7910971544696732,-3.995762725057803,-4.089804579761225,0.6769846563589943,-6.413213745900674,-3.6161707479064997,6.761977615876815,-3.182931277472436,-6.847504921668024,5.142349420593895,63.10949123769362
+-0.12346598753516957,-6.281933774703033,5.102755563021049,9.285259343655245,-4.303042385790688,4.937623258739439,5.208553410833323,4.2961448654645125,-0.6566151455993441,-2.166438818100529,-87.2006975031821
+-1.3325560248821833,2.5483747993510653,8.156166995488679,-4.423784112286024,6.099785587582871,2.5224956690858114,4.991807759080585,2.9691586092508127,-1.239767430113945,-8.814905170817681,-12.529213765900225
+0.3431512771969403,7.7101996227749385,-3.0786282448560365,6.638762563338004,7.759289717061004,2.8320678261726018,-3.029303003296435,7.451826217645687,9.016119360428627,-8.593936604553443,-119.00807324049742
+-7.7026785196388765,5.79770839636412,1.0746236426156175,3.3634825803903268,-5.013454317423564,9.609027306081355,-3.4520850736249953,2.631638992087093,1.4423911444665904,4.481111707007854,-104.60220246072119
+5.4941051478202585,4.572199403316411,5.8074412270689795,-7.0465229285388915,-5.989353090699563,-0.72617182115982,1.0271818094888863,-8.672635849746635,-4.926575976325925,-3.657038693565653,176.74242767098107
+-4.779655729120833,5.9503839881236775,4.027523473493327,0.8018156894393891,-2.92063221693307,-3.7178932068515103,6.61920585685891,-5.537413309205261,4.455325936845247,6.797444099096159,-91.66537811618312
+-5.509836924151246,-6.9542648823912305,3.790126792857358,-1.8506357685181851,5.783274237762839,-8.25809324180506,2.9923959781873566,5.875177700882128,8.277859388450842,-4.816037491569743,-54.902826035950156
+-3.8978345755686172,1.3787444060617737,9.858965459232202,8.444310022103723,-2.010004268757195,-9.080879273453954,-6.198372727957322,-5.863864707465591,8.813088425098556,-8.72576098015368,103.63399501261334
+-8.833802821068808,-1.7389980475027689,8.083344452134536,1.720196631667612,-5.5262241060172235,4.438341978094947,3.508622388981939,0.6380802356717674,-4.179109884539085,4.647418484256498,-53.43020554631401
+-0.8071211608616347,5.3985937617558655,9.908188180995428,-5.83523653693641,9.873366308715834,1.543201549971982,9.60045644808833,-0.24572547244221088,6.486564586311829,-3.2472398455769658,-163.60220552026388
+-8.487917924108574,-3.0623171044140673,3.932856047480726,9.193980435282473,-8.657889240385838,4.454660457896626,8.03378305696032,-1.6451129441537904,4.250991548190386,7.575192384266609,-170.7167038320221
+9.071279747936291,-7.891362406817439,1.812219686035419,4.5261906520803485,-1.5021454287944236,4.89368889155454,-7.955097163804896,-9.728453588861994,-0.3730532682919896,5.686164921993109,45.77304627896519
+6.2510437016521125,3.367621688426341,6.936986808389102,6.248003694951041,1.176953766361839,-3.5240785606568514,8.654092450816083,2.671829450165102,-8.046413313165964,-8.237789032518897,32.60633313963834
+-3.0202152915391123,5.277653588825877,-0.5567298396850262,1.3944670507843648,-4.694211729222073,9.829013700309448,5.182551283573931,5.835303429288487,2.121857715241864,-9.839110172877305,-46.403801102788684
+-6.250114825675547,-0.21496113524485327,8.601643015506768,-3.9072458876933114,-3.0535863176614675,-5.437119733322957,-3.2377649518377893,1.7996133535726577,-7.057911725989836,3.452122086911722,85.28271832715238
+9.216154065681156,-8.026681598862739,0.7914674355093032,-0.1317584023389129,7.417427420359726,9.28728100077145,8.952763429945103,-6.09031937041258,-6.983456115641323,2.3035870206624787,-59.49636955942027
+-9.347868865816693,7.995126023926813,-5.548084140244933,4.801163977973046,-6.47884347141461,-2.462343638740867,0.2709627905672729,-1.9854664093592533,-8.819596348542165,8.52828628152084,49.7708860553941
+-1.51547179620668,-1.692442187417813,7.835393883931028,-3.717108160458169,1.8200935065090085,3.0661100570523314,3.784775600942376,6.804416167968077,-3.3645172260562273,5.89095003979984,-136.1562618407828
+-0.9832101966731899,-0.09658293168975263,-4.737608492787874,-4.883304952902911,9.003960279779697,7.543128463200459,-6.231889508523468,3.7352949246731826,1.5601338617476457,-4.4105130661337455,-8.195562578207733
+2.0841474866769683,-8.957684285788801,3.869391814032299,2.967743843234172,-0.18487147141074134,7.007294133709372,1.3880217882086332,7.617152740433431,8.3177497392947,1.8557002020076063,-208.71386156575437
+-0.44993124410454,5.5106833008353036,-4.3994909905176005,-7.5697829099259355,-9.005216307001923,0.8549894093281241,8.143162852497383,-3.822976439009813,1.3536119291901705,9.591720353527212,-58.05514817953798
+-3.4308256344232158,3.789981087058061,2.8961801524820063,-9.779148578722463,8.756550970317889,-1.9154924159307019,0.47167077223556175,3.9736752443115297,-8.986737624267997,-8.33077976367938,126.49569355309673
+0.04642915924466973,0.8998617148788357,6.394696778587086,9.730116828399819,-9.619326977320277,2.9085206893500493,-3.2232183598249664,4.761223382601793,8.402601364246664,-6.311444015665371,-53.05147629369809
+8.300168957447848,7.3449900602877545,6.9310278909445255,4.289259429611334,3.4413366769735854,-5.623913826021356,-0.9644882480228145,-1.7885342260834092,9.045316473534275,7.2765329330011514,-174.3541620928669
+4.328117147084116,8.242986718268316,9.265616436386585,1.06288076291166,-4.937899488725435,7.776702479779387,-4.363088086131381,7.454317849691126,-5.0822924589941065,-2.4486386581909803,-31.02033229474349
+5.77006787011735,-0.638558933893072,-8.042413628507434,3.0668960351813768,-3.90280467945757,5.112935321741336,-1.0073542198064822,-3.2499211713763265,1.6421566990841563,-3.5468307750185857,53.82223955229201
+0.9717678443492295,-4.948933680850169,0.40337427670403825,-8.949484899566507,-2.6373896222160575,-8.776866132527834,-3.3199027057351027,-4.446729404493855,5.687998279913959,2.1751093815268607,98.87562507678463
+0.6087426586411393,4.090242733410698,-5.815281321857151,5.714922047455451,-4.92297228759851,7.328912879608702,-5.769376764409042,3.06180277416797,-9.922877000746313,-3.8450198091062138,114.23887757420859
+2.978312719668641,9.291651511615399,-7.137756568755731,-4.408697033214233,4.354272078694297,6.444902674539154,9.316226008594462,-6.729995919046923,-8.38775999520805,-4.734106854649167,72.98160276524678
+-6.0937842759431415,-1.8964709729236784,7.255601358789501,2.9456862117275584,3.991577534542601,1.0299810193430048,-2.321194527232835,-1.471984674683382,-6.556497637365859,-7.401904733566673,115.0990518056369
+-6.482420967275129,3.42498551174524,-2.5965143518530764,3.359392816653455,0.12892372398578988,-0.5719263170671152,5.033264780251708,-9.37887410124475,-1.9964712638871984,-8.630462657159057,144.90848276220464
+9.688606690972385,6.594302053214984,-1.9536820813943279,9.764721529378733,4.255635637038884,-9.403939519510766,2.458355634044327,4.988154769330448,9.415910749011081,5.2736396523098765,-211.64722191877067
+-9.808401109668885,-7.1807218128380175,-3.4154934583068353,5.719894467124291,2.919735477388019,-1.1698955377699738,-7.521392294040512,-8.616239089746836,9.068391938557463,7.280696165258361,-24.51321209209729
+1.156223377997747,-0.7488204005962973,4.016689301609045,4.197316300968912,-2.7781280035104183,8.765672405257646,-3.0334025448063917,1.9620254948451632,7.836867958563576,-4.9065464164820805,-79.06060116884639
+-7.816912235455127,-2.559154102901362,-9.031185700914763,3.5975314220262478,-9.718042426301745,3.6698184648601417,1.345192352397635,-3.0124719475896233,8.576966056502936,4.437897341409069,-50.919870728543046
+-9.584915455042227,-0.05259869378181348,-4.961442615843172,-6.799667396462219,-3.927691017173538,-0.5606099627549099,-1.5190761742933234,9.189124333052806,4.152287316147872,-5.176239906838262,30.359858309338104
+-9.862827328996389,3.2899181553413936,-3.6151810385411975,-2.1280385926439105,4.183127514868317,-9.023462761994235,9.921358538882792,-8.816974750001563,-3.714646263739132,-9.163917269545692,185.4940773140509
+3.590214273124872,-0.3406441619091227,-9.19541013913675,4.4398959430356815,-0.3109827459992287,-4.558952808335661,3.7923833023549647,8.35499617314671,0.32285624533382684,-5.169704487853471,-5.365193472188605
+8.26349736287786,-0.5581508857860928,5.781949282915992,-1.2267656016624162,1.360493408091421,-7.228844234514719,-5.0838881393402175,-9.169872066423428,-7.422202169119743,-3.5527709948361474,230.50148363942424
+5.528251213951756,-0.8966002873231749,-8.136548878632244,-5.924444153370684,-6.549173285041117,1.0855638641564935,-1.2309359603990422,1.7602894661969426,-0.6701622837897703,-6.6632888257878715,141.98751033190857
+3.7933241397574613,5.912808111916677,2.7434973357257997,-5.952176257220499,9.489600697829236,-7.462698342200802,4.354196265986929,-9.40974251113338,2.618056325505369,-1.244321740826797,34.57758883119498
+6.917281038577694,4.614063436509652,0.36628881411834735,-4.177565733606237,4.455809745046748,-9.801042154820598,7.655426575836273,9.000964079954946,8.1412609154566,1.4273989785110586,-173.93451895658117
+-2.4367176439555283,-5.674333269161322,-3.3123828063172356,1.5221238327721642,8.742664070012848,4.887944727732123,-1.8397507432066074,5.598842010198326,1.5073421488271577,3.952385288589275,-136.75778570071043
+-9.178680840068072,6.40694833297156,-4.972612240481924,-3.831887775072016,-0.1971299893763967,-0.9050351402704204,-1.2563821887711724,-4.878756696552655,-2.993076662352072,-6.43773033341221,175.335846901321
+3.2942231003778932,6.59045672899502,-3.4161302157418905,1.8856924554008425,9.21718302667051,4.854848024455083,5.403486483390485,7.904797184362737,1.417761069427137,-2.4892885854495295,-174.14095305301885
+-6.3825665401172005,-5.063381866352737,3.3461485163562132,1.5895071785349257,-6.155313798127442,4.100153780808958,-0.7284201774197041,6.075806354668469,8.194933191994757,-0.34032932720436504,-104.18181352725458
+-6.662306184333167,0.37816682444566263,9.990752281356743,-9.716640658638745,9.86426769914533,2.5781129810291192,-8.639953725326928,-5.470456091718859,2.363335386454577,-4.452828281157506,80.52052115817342
+-5.2129720671311075,7.152669636132041,-3.157102009276276,-7.744714195379774,1.3618628500601826,4.693599881556811,9.844857708606177,8.481158638625153,-8.584373984859157,6.91718085208906,-128.98349966575293
+4.4499301338504065,-5.290848677420104,7.768670507751145,-5.6044497506787145,-7.554772587652825,4.069619692008873,-7.807786342990437,-5.035150125254011,4.564141698185022,-5.829693854443992,134.54745123624923
+-7.021865319546943,5.28604037366722,-2.3175630277086,-4.968164093135186,-5.662857522225748,-1.1470125210973325,3.2889083001272024,1.2301135339387814,6.340965230606724,0.5855936741007373,-34.14646367777811
+-7.667376939157671,-3.913369161798077,6.5103162344129135,0.6057721507114255,5.6395592736038,6.08461146731599,-8.330718764606804,3.0542775697389146,0.5525510452444893,-4.353480556376537,5.389512111013582
+7.3746521183658835,6.900187400456039,-1.4045263073954306,0.41844614564288785,-8.500454778530724,4.2960114054164,6.094589442386942,8.273692376880934,7.861451930251255,-2.8411409826981893,-149.31832230577714
+-5.529047266595734,4.282580553750501,-2.6738299347311556,7.440500696076011,1.6228849021205738,7.350408844341305,6.53348747232632,7.061027124333529,-3.0930267370236986,8.544108741961194,-232.7905900218996
+8.601659390522931,6.577968884479524,3.816266241862598,7.7986003657715885,-6.8057895616555815,1.213706755603301,-4.26587165808667,6.856902569039178,-2.6023835938160866,-4.362992496062839,7.991078013435428
+4.3803078599919605,0.7547176680425127,7.420066707153379,2.9269684978723443,-5.433642719554264,-3.860515192929863,-3.1711535956341863,-3.726834457894135,6.556660213347014,-8.340187882618029,90.3509518753776
+6.01684853195283,4.38862998594775,6.385946065692433,4.71736546394848,1.1334557843473125,4.834368602558746,1.0897672894784938,2.330324858482191,-8.680253444484725,-7.166719465337668,39.12307517380524
+5.4097184039636765,7.268871188652546,-5.659985709455992,-0.937269764428903,3.2712582549402924,0.7094823299938113,3.6514962974602994,-3.8950830012006343,-6.353501376494306,0.7442391882198263,38.965872916547994
+8.624810082250873,-6.7257967340147,-5.061547662238722,-3.0178787854596356,-0.7064456174619127,8.47667517239282,-4.600516780339374,-5.025270399576547,2.5869530477347236,3.9036003710604517,-1.0806491525325495
+1.6280089532195041,-6.44052604628214,-2.547277537015704,0.10787222845912492,-9.745171185605804,9.538469982499127,-5.19175187295049,-2.6625174086107117,9.962988409433533,0.9607961082713556,-27.492838862918752
+-0.1004549973001323,0.6717347047282107,8.755081916993797,1.4457563627851044,-7.89343469682263,-8.914662695255549,2.8868982782923935,8.604923172937749,8.585967959628274,3.394234766431583,-136.84854721132433
+-6.163664759759855,-6.933809589443793,-3.8974411705980883,2.338800349871244,-9.983910113150356,6.83896646953519,4.234692080069928,-5.966473938891534,-4.782547420389845,-9.701100073215311,192.84446978756338
+5.735923698233214,-2.5597835724770923,-9.934610279423739,7.515297016436515,3.434489541035144,-6.5405140363893555,5.155510479967291,8.036108728114375,-8.739810802474457,7.845675538996064,-74.30836429678503
+-2.382702230380971,9.40894836504512,3.572722137258333,-3.694798537505013,0.6937262063873262,9.049815024706621,3.763941002887876,-6.145066894476294,-5.306953965118297,7.024659535521116,-65.89703175143433
+0.761658395920568,2.6680320937194812,6.7927493219999935,6.237585233497911,-5.514701845831338,-7.5737247186478545,-4.018032681935548,5.140009467996536,-8.912315275717317,0.45258707721970604,88.76428613993883
+-4.831026272062193,2.0790249102403857,3.9354454008622897,9.121750863426746,5.950805498963598,3.9263383819467723,0.01732242571646614,8.859760784595005,-0.38653945323151584,5.169324748716155,-215.87103009810085
+-7.516675688464374,-3.8207654193548435,-6.6429279294438714,4.989530776420674,9.385767784023392,5.924641742729149,-5.06189722909167,-6.76819934477326,2.1472415139645884,7.613464585000884,-70.56226559885827
+1.1044730155879234,-1.52986073402124,-1.8841749628633209,0.6210487351750826,5.342246015115293,2.015045349286406,8.569267145804877,-9.193362221528222,-7.358577433061619,0.7936731907910599,41.49999003995175
+-6.079519282780872,6.672972084378097,-5.403767963663215,4.403114779791717,5.148124827254716,8.02643417195396,-7.061993620117208,6.9363784722052735,-6.704931287199127,6.133985241755804,-85.93652065061882
+-3.6105240043385223,8.51888736627648,-0.5839225187661179,6.362741166137072,-9.949637484980691,-0.08127193734504434,7.2982306529282255,-1.3860967704604832,-5.622598392946665,-8.811019180494737,114.71475731485397
+-5.204174728751603,8.024411998505892,6.037275194216503,8.29193656955007,3.4280979103438747,6.868921202177248,9.601867601336085,-0.4438173596427242,-7.004069744788164,-9.363976407469659,-23.31810499336224
+-2.3068683774736187,9.991144203817061,6.421517397993752,5.53469011374462,9.54064239363224,-7.314866801148565,8.58377674461326,4.095848646913815,-2.332702144228549,-0.4261662871094174,-127.5066553760596
+1.7607949521117994,8.535160436572875,1.9232346913084775,-9.941752047198376,-3.75383879957786,-1.4827291443324975,-4.745310748730523,-6.654467779338611,3.033502951828202,-9.520637131454585,199.89503900330027
+1.900406234007801,-2.890393641136939,6.372593595560765,-4.234913908005133,-5.876288768018769,4.961772555650694,0.9438949101861804,-2.800880996760935,6.173333925794906,6.506234545956571,-99.77561932387418
+-7.1318091108985415,5.565765396434042,5.888992571450096,-0.49800060571290716,-5.708166669572357,2.634217105964425,3.387888655205784,9.098599343756192,8.678883383420663,-9.837281092713681,-79.92306821710217
+3.5443918202082836,-9.708136807419997,9.472035857895388,-3.3433331541903732,-8.170345424535535,4.804619245980328,1.236467209540466,-5.059116590813666,-0.049881953826458325,9.034479807658279,-41.25422830434267
+0.7078177019269383,3.08191632765634,-6.308379690050934,4.3099420775405095,5.447786679849596,-6.237013842777022,-9.125765419258535,-6.046531873044163,-1.8445820203650087,-2.734293135611927,164.58897601123684
+4.369317444984791,-8.826478111455094,-3.803106519591235,-4.46953196266795,-7.029094758478067,3.6641312135148074,-1.7605854867963244,-4.578717520259527,-9.519488718020279,2.5371929895892142,168.32683015779145
+8.209200791595645,2.6654988240479116,-4.957984863644242,-1.9285949266541746,0.5474314269440939,-4.743534696402039,-4.115281157901163,8.145718455625117,-4.90010791198989,-0.6923995339974276,53.42424967760834
+8.549223491390869,7.2318772957845745,5.59679460255202,0.7670527778095959,3.031587701416767,-9.491610206535823,-7.377447829556891,8.860082137022951,1.3009275969161394,0.034232558051365825,-28.709539060470984
+5.071728037033498,0.1386071971497338,5.719834702174936,-8.237052870993713,7.624557055204413,4.514124279179413,-2.2291685608091028,-6.895009009948856,8.227993280185249,-8.644566321906277,31.79126346271783
+3.783610918379654,-3.3423835427327364,-9.272796561388773,-8.815847134450577,4.625528968278887,2.646820586927563,6.970106586808178,3.9651766902953756,-5.860744935293145,-9.566309846161934,98.67670920467417
+-6.635029299738486,-1.3312582384987781,-2.3057016376132666,1.2147745481277061,-3.768598436428545,6.258956847647223,1.8568036301082302,8.746146562273589,8.447473684283747,-2.122892761745334,-141.2023245831622
+-8.894575617902639,0.3185035665828351,4.9426266656747675,1.634984916893365,-5.7177152800607,-3.352610725023162,8.707366768032776,3.495338336204743,6.179142994905799,-4.739697001488283,-57.66041721392761
+8.64480793225702,7.817903942402191,4.986482306129503,-7.25917590732508,-1.790424798542427,-8.125264302030704,8.462691228497583,-8.438177231109522,-1.5202712074158375,-3.0256052309442127,103.56017404810105
+-3.115301028929802,8.233092464768124,3.156808113531133,-4.205121410150319,-4.585159839439958,-7.458550667766481,-3.6002582229374513,7.396018100757495,-8.324903953273644,0.3282062118399387,102.9097094918067
+-1.6867908685107147,2.625152292076254,9.848780216866217,6.736229226115826,7.6654228970768035,-5.996190278782856,4.342908188509142,9.991998534502436,7.399060477765726,-7.155566761816692,-164.42603487230645
+2.8888602745703285,0.6283947535751522,-9.8169857580971,4.4732075682670525,-6.810692334524733,7.894867103432775,-9.950270273346352,5.569666173647228,-3.3395468891053826,4.33096984665855,9.372701100421232
+4.353814636199584,-0.8686787448894218,9.495961942566694,5.1345492758200795,5.803741534011162,-5.163680943328782,0.7861729975170229,-7.468962587944857,-0.39787108829569373,2.581650167639542,-14.32968815746368
+-4.745608621035846,-8.731424242097997,-3.5217874884300637,9.316191064267294,4.03313885302955,5.531047359492963,-9.29450988671076,-6.476367383575809,3.66970581586489,8.06279893720847,-52.28802245418875
+-3.8578071082764476,0.41141220049582206,6.480943434402969,-1.1482727073318788,7.94584106774209,-6.644031883653323,-2.270330315673492,-6.4134196023626355,8.111357465820808,6.27180592929588,-76.65581129514558
+-9.07405463782531,3.600586907134238,1.09452807015757,3.5863982472670797,8.64017617267091,0.2642422858438098,2.75596048271743,8.070437465587286,9.699694116497712,8.261783894268092,-310.6341306730706
+8.080492879757585,-5.4884715662085455,1.6650581579787604,-1.7769394972326857,-1.3598382767432238,9.401404786183026,2.3762294708896725,-0.8320935342193625,-3.0738035449187406,-5.804723225155541,34.42602228505043
+-9.774752210074773,6.299769288318795,1.8565100398530054,-7.920862960826129,3.7679721741688654,7.119150218914491,3.460991318325828,8.482518238303292,-7.642530726044871,-6.896591630497559,11.662127900740817
+-1.4453247834264138,-4.792192948063054,-4.645087894798943,-8.371467960007024,7.709352571142016,-6.519370579728198,0.04070700444394504,-4.252240261854103,9.947292105179617,-9.858784574334985,104.96339951504538
+-0.6594633656211735,0.07673669861507637,-8.328135934498828,-4.6008538660867115,-2.957207118207419,-6.362496326468561,-2.2625336097577464,3.6477453525761594,9.623925425938346,-8.751010100426688,88.54812656424559
+-0.12750161489817557,-7.35759443803865,-2.9925328452389532,-5.92548505121562,-4.367145712961486,6.673540778494105,7.4835688527657425,5.257692846455846,8.515685472625172,2.7818836949491788,-165.67483242148128
+6.421376413309345,1.6257210458897098,-1.4967956474759214,2.7465273829491,4.970555788254584,-9.897893847330081,4.883741819189358,6.535820967620218,-7.210435171631291,-8.384917780262697,84.88713753847212
+-5.619923957804347,-9.070981271478171,-9.00085072705297,-9.997755898081975,-5.621041207260113,7.962588267750679,8.966385167739332,-0.10862785010061327,-0.34268822116661823,-7.202173159085154,87.04054548246738
+0.37718497318997235,-1.8441440682277643,6.262865353347999,-9.35341943946026,8.531480007653728,3.996255904127173,-3.4504860639495605,8.90822014320869,-3.2947896855335945,8.158581447510855,-139.84799167626664
+6.06096554332217,-0.29077122377521025,0.23835728498682318,-2.860482835430589,-3.3305570038015464,-8.88347357796657,-0.003669691667147479,0.34447172725552644,-6.372691826201522,1.7282560344502862,115.62604237371806
+-5.287529022856752,6.83674426488407,1.5222726903737827,-4.0584667221204995,-2.9379039767173976,-1.5829777182149662,-0.057569453909660506,7.154404076408547,8.409700051302524,3.298420642733464,-134.16471533300526
+-6.468305521218123,9.308771237410149,3.4850870908782694,5.584970173844768,-8.388831971172852,6.741044099075626,-9.421455911504612,-3.9831746923624944,3.218184214758608,-3.6736347146885118,66.32117397473264
+-2.5946659186072485,-4.482297839901321,-3.787846142700122,-3.1540938707737753,-0.7391769221336597,3.5318641761265313,-3.720892922285588,-4.261788028595353,9.946935233017983,-9.038593246777307,82.62334649489765
+-2.2875403104747827,-6.785433479317873,-5.571824610790294,-8.9098265653626,7.960033796459678,3.623851587648028,3.5518054890840745,-7.025730323080501,0.4080405093223516,-3.5621181617548547,73.86048050532631
+1.949533336785656,8.919249554853998,8.75878722142881,-9.589239474759935,-9.648228970079904,4.110202191139081,8.928118349362016,5.1255848147857,4.50812537519375,-3.1819981990198865,-92.99073380771976
+-3.5571735589329734,-8.332308162524257,2.9297449284455435,-5.976458006742195,1.4857377309804698,7.460060630234362,-5.266045020754742,-0.0004759750816285546,-0.6395046563299434,8.829182601850626,-58.11279389871766
+3.8305571108209047,9.993469112585327,3.5070901185068615,-0.09436653252863803,7.886982827573723,-8.724256754071583,4.670469708144571,-0.5246304550449277,-8.58344296982391,-3.820633909276978,70.78116610792866
+-2.90007826201814,7.484307469067728,2.248013628516272,3.5787363156339236,-7.433691761615497,-9.395758394017049,3.013267107542359,7.035119221783857,-3.4988680713072173,-3.6700627935126673,55.68653003473412
+-0.34462784022959436,6.018650768172932,-7.962797364869756,8.8075033196953,-9.249019422539552,-1.4225746053356692,-8.68104857697899,-5.780295504362504,3.104331157188509,-6.815368031485152,182.97577615523025
+7.568256279211958,-0.8805722367659374,-9.71791460292465,3.831520835779414,8.78873764613219,-0.302866553228085,0.5622337682579692,-6.100922000709311,-2.295452496755954,0.05190218869126184,34.591886188782645
+7.796163683513038,-4.671840209386748,2.859969316721933,-3.02398545006888,-2.8891034664292814,3.732496342809355,7.174529884249797,-8.589380418854038,7.190464971663781,2.550765929317056,-71.56728609325195
+-0.20881794215095173,-5.852150735193864,0.31483161053063924,-5.611995792489921,3.968103789000732,-7.219782024877047,5.329637300559275,-8.692463291147819,1.1923563760275568,-6.765346240841108,150.15719076800335
+-2.624943534895492,8.27843483064508,1.897168467510617,0.7024721201183559,-4.287562869315192,0.20237734486197256,-0.9166469881496075,-0.12844355207091152,0.474270252334299,7.146576121968565,-67.0817203193407
+-0.9567282612196282,-4.560993197171827,1.4453605862705676,8.245141778291398,1.9590399214175735,-7.872928058573652,4.1248297479782225,-7.207154349505882,-4.057567682167935,4.6866100959114965,32.94414356751649
+-4.280007666308578,-2.8005926547162074,-7.506870678017766,0.49666606353378384,-0.13712799953136345,0.6663067756324725,-7.33018500789427,-8.068515668021734,4.652290540699524,4.991997172006113,54.45200001219621
+3.424161227378957,7.0002210905899425,1.5544114370492679,-1.1257294529417838,0.953627012896332,4.197676490128273,-8.0641029457779,1.0071548405849984,-9.849397214660733,9.974433384756509,-6.713797990422651
+-4.858668919390345,3.862460953586826,9.267370532217347,-4.4387995690166,-6.912746103502878,-6.089650810597227,-3.593876448538962,1.336832897975897,0.5380016709989999,-7.587866892768959,146.68553862712307
+4.325860863059643,-2.0370743311028217,7.34116643680535,9.787986446912214,7.236830579112111,-6.476892918269572,-5.698977933224906,7.803117933400796,3.2518479464402583,1.29417344625949,-119.60366884993137
+9.433942979729832,-1.4853910841221873,-2.165184561438591,-0.19240095314640548,5.676921991587591,-3.890482643831814,1.5047526605812744,-6.826131641747728,0.0009322040498904727,-7.79788146502181,120.81381698764056
+3.965545335963292,-2.731062483220421,-5.22034464358383,4.504364088673139,3.2766992019496355,-3.5532080229145224,-7.725055647262813,-5.410645357698806,-7.217103138199141,6.896003421996233,101.29577382892009
+-8.272647782742384,-2.9413658199131443,-5.673526913341364,9.262907950226797,-4.652992790477011,9.015662041632167,7.131732908655617,9.658584924772605,-8.136982905339929,-8.53990169765577,-2.1474011228809338
+3.032729669381471,-0.3486076059291565,6.247570098820894,2.800248028887329,-7.702945570679547,-9.316654042301401,0.7372927641611171,-6.454943621747232,-0.5322131566635213,-2.5178342412500165,141.9179828850064
+5.54657122411575,-2.2865424843260307,-4.839275116497602,4.627352408321517,-8.982234838863153,-8.21849871000736,2.500580295472803,3.2773439575900087,-3.289566865517033,-4.428102769613183,122.15762463739243
+-3.0094131538840663,7.637907669847033,4.360946141110398,-8.09419322341334,2.849845990167259,-9.662077188924842,-4.344208385347798,8.767760843888635,1.7793006266042322,1.1748961291643245,-13.154846488355677
+-9.327268666003675,9.048619070707664,-6.9896535050676745,-7.823914634551441,8.371475102153314,2.205048317822682,-3.0478411146745077,-3.4863078478702247,0.5156915265323803,5.461131574853663,-18.25670802603815
+0.8053173126830115,3.277568029141753,-1.3267098094533503,-8.015504439146612,7.741494373669482,-5.259983270506474,7.799227791756138,-1.4552211199635101,-9.163398318206873,-7.310999352418377,137.31190740108354
+-4.502953475861295,2.9804261736470417,-5.000413867034233,-9.930919325435736,1.5100840823121997,-0.004693567904021645,-7.030013479437313,7.364639942138083,-1.813192763414666,9.970444081182437,-44.679416002370075
+1.7158090130786552,6.81772998868813,0.3256946464109167,1.2881931435071192,-4.216098591353217,7.473723421895606,8.317363651518725,-9.181090897259022,2.308580680849366,7.036202735237498,-117.19219742970317
+6.074208458293715,-8.01589176216509,2.9339148513410596,4.545688099718619,-6.534459169489062,2.0111193761971036,4.078323222195371,9.346801839901442,-4.60944493474754,-3.811823413098414,-16.552820388862376
+-9.520961600682224,7.514747114915908,-8.74892298503915,9.373951578415838,4.636448471993402,-0.7296037676781597,-2.9067412903436796,1.692141268493057,-9.755058431503764,-1.9459355968368297,81.49496210351398
+7.031678052818869,-5.617712519055955,-8.36001524065934,4.214560565483064,-3.685722412534207,4.584166231958928,5.284161087618751,-6.414338760400846,-4.855125214251785,7.223831375280179,-6.686041301713439
+1.3382901137378145,-7.6568879266115335,4.103782441710841,2.587671132722873,-8.25074142196841,-0.4289900529321433,9.693391309055952,-8.433794999098387,4.4533230531021495,-4.700477432513958,45.51541299700802
+-8.403188405257104,0.7895975971367108,8.773209353891065,2.009956108159623,-6.998647218386072,-7.92928781405484,3.80583447737628,-1.7541386672076187,3.570616632131338,1.95143450495884,-5.907433247628166
+-3.3790894653929926,3.4421489330974153,-4.796204327195246,5.618547858428604,-9.205977291945448,6.562088542495996,-8.583287797154465,3.0838681338662566,-7.797753260638101,-0.14955171673418866,105.21038301095777
+7.168997440607486,7.267107750500608,-6.640451431989085,1.8876847086519377,4.205510433399597,-0.5025424046731652,2.902767784785123,7.545612252071285,-4.14457070620883,7.872870585152823,-144.9266427244005
+-9.333960298807202,-1.8930003422238895,-9.421812578151126,-3.8406056717368564,-5.2574749060324555,-3.458755639300528,-9.240216645939514,1.5991941069506899,3.9126095600648325,-5.04252928622364,174.04823214749103
+5.064816747997747,7.491078586311344,9.250391905874526,2.0893746585411455,-8.026777324918303,5.142963487439691,-2.665639958577497,8.997010297896304,6.273338886552908,0.31355016722577567,-155.75158536979654
+7.650720714206742,-1.4792681177752853,-4.878936199750747,1.7563704801403812,1.7219814036395609,-0.7630008873421978,-6.423654723657474,1.3447244164854721,-2.642287725847279,1.7802852626331545,42.247101981611216
+0.7858079212608948,8.13873137173456,0.7508788162852853,6.740179825968468,-7.895250627973391,-9.13514264431943,-5.793979058504166,1.7469860503499746,7.496067607002019,-6.864088857920779,78.5625231482555
+-1.4900681813767314,8.109928898288219,0.08825006957843717,5.332549879471489,7.001034475803127,-2.6811034574564263,-4.800315394297588,8.40570556875888,4.669554800335911,2.229531187263969,-149.93320846752005
+-9.478653815274532,-2.1369880597463653,7.9246133058650825,-8.77354074464398,6.096372651544561,-6.076761109276427,-6.517794822139667,-3.759798781458812,9.317881190353244,-1.6327101477914918,43.2098589030479
+-2.963131709692861,7.8051621916521245,8.526575005955461,2.6474458513561383,7.635279354917537,7.198815586238556,7.113384572727847,9.800585459623758,9.057679307418134,8.341480939554613,-418.8809531642504
+8.729278356174602,6.966997656064078,5.021974084017251,5.548528915194197,-6.133214388326009,9.267625916991964,-1.230938051438668,-1.8011353249416628,-0.14034258994116033,-0.2176762144915978,-54.93639032937019
+4.54505264487072,0.9617845748893283,-3.9433397606520293,-9.020072645904358,-4.416586206696742,0.7637998383922806,-5.767135374406795,4.331490625029211,-4.381208129457049,1.0804986434084163,96.22758134403705
+-8.550317093445674,5.223788769600295,-9.588138118582528,-9.848478184643717,-4.373244320958898,0.040021758699244625,9.708062281166123,4.465176644560156,-5.4768833981025455,9.372678343994199,-57.477044769321544
+0.3669692064908081,-3.096660085471865,7.88091999012273,6.698431472054887,6.751517078743488,-3.4936410430812304,-5.706040339647154,9.62212168375439,7.9739891801584335,-7.21465037450884,-91.11832138812386
+0.7870669013484766,-2.899218394496672,-2.2549931155292335,-6.341038838790167,2.969877131742642,5.285640840359185,-0.7463844710916301,-1.960759788466102,-3.1967947074873426,5.157299240185864,-7.560829014841805
+-2.368737743479883,-8.733629826358971,8.477255663910563,6.1198935151784095,-7.861361601733215,-7.903576566572877,4.681261202209459,5.689616588538251,6.610511810805873,3.3987995435186003,-110.6004211375084
+-7.711443329425811,-7.825460909054886,-5.359518513843369,7.684826572269445,5.959579995358812,-2.376246548486425,-6.1733395087057,4.037281892562006,-6.9048619886647895,9.02507833207611,-20.17599459453129
+7.330155317169444,-1.8981257818001707,9.81392922778965,-4.187930921672831,-3.8633060540674236,0.45054717439461767,-6.340392359390956,7.471038085244686,5.333959431430961,-2.7477977771885076,-32.305761800727886
+4.523891563453873,-8.22728062751894,-5.218174405718283,5.981034311356179,-8.478905153739122,-6.983598797024269,-2.5617678607701344,4.712283312858485,0.8121784653329911,8.178838791512025,-18.873968566777705
+-5.433173672281577,5.618269266093097,3.571891460828247,-5.538485511506948,8.412305923214639,3.374955315320285,9.34739701747295,9.528639046139467,3.738974023536892,8.336164391914236,-310.79640815817595
+1.359978683739298,-7.707250413434501,3.14568297828401,5.126871073482027,-9.365566149820241,-3.246748565895523,-0.3946116426128543,-0.7310958733313266,1.0927963035073707,-0.797725142310024,60.959322182358456
+-8.71668795036326,-3.8802582850227796,6.368294150973506,5.317404982810405,-0.9733479724589222,9.929161569404751,5.35954267432631,-2.7423785637639186,-4.149584073675728,8.960106335662875,-142.0729213404469
+-1.589622118998284,4.961517065213745,-6.448079881479336,6.6619908262168686,-1.5169761599051124,-8.97337262802608,8.45702848912621,7.9174268102755025,-1.3848685879409173,2.0183962782671383,-80.46888676414986
+-1.1083669359891912,-1.0132848709723552,3.518987343854003,3.1783188283588126,-2.6034641204117914,-8.4888382242405,4.412496831605983,5.775195353444689,-9.649249508336563,3.2973132423519447,24.357691984425287
+8.303686160800087,4.740588846069085,-7.393520850754285,4.823279379279322,9.122046955098233,8.940319140319847,0.5250569085775569,-5.259902880300695,-1.0650136358627837,-4.6534549464566215,-16.32340758214977
+-3.173711465489648,-2.995045371752323,2.557561754693052,-1.4509187328931672,-2.4390560206377043,1.6163689156636551,3.446328087319581,4.005142118001414,-2.660832722256581,8.910184734781886,-107.46272242326403
+7.22571878646562,-7.173766886883872,3.945987135942799,2.991092776190063,8.087435796056187,-0.20094795328099435,-5.337440113278786,8.003607512801931,7.505753279659347,1.441526761359171,-160.95756051663224
+-7.767929122661381,8.043275354170376,2.640652550670186,-2.5583132758643123,1.996117383839009,-2.797830770317038,-2.1000445792527445,-8.55151051617517,-7.7784190493925625,-5.083525856736215,208.48757670948038
+-6.101631107419488,0.8933275222258308,-5.9905214829117455,-3.6915368001516957,8.376135642952613,-9.864273262835697,9.684385633528393,-0.5053678336860123,6.984316717484944,-6.393114716297683,-4.791443359198963
+1.0657735379393296,6.541780290159702,5.8791568858713195,6.966099102772565,6.18563704414054,-8.032607501008632,4.541335856171072,-9.296805726759994,3.37479386778357,-2.1129817965905784,-6.277237221617359
+3.4422806813678197,-6.807821129636742,1.912495359656583,-0.7498020122922089,-6.929924302109633,1.8580564111033504,-7.36373038849675,-0.0881817993253442,-5.285510174737771,-3.853197430261921,172.97879202606953
+-6.431280672167537,-3.8941998783724396,-2.0530764549308955,-8.623836020743493,-5.160994961929681,7.240289216586209,6.958140957022268,-9.045869915674409,7.489359182627933,-0.21512763377552258,-0.7880999552561267
+4.48467564142468,6.471210437337582,-8.531631996176937,-7.1345903104747315,-6.4123722139108335,4.23935416876393,7.4047099704904,-3.1986978879221106,4.0979325261671695,0.7240011640732313,-23.603343053819458
+-7.115597960618427,2.905756742667749,9.984240804287678,9.86187683836518,-9.45114381340412,-3.2713502757383095,5.105338260703631,0.3650941723630807,1.3571829381777012,5.391038233755996,-102.35860114891783
+9.67899910459203,6.5893743576716695,-9.382963816305947,3.3894784494029917,3.825094386482102,-1.5807512299674453,2.155222056315822,2.462497133590038,8.855253312733149,-1.594119367415261,-112.32807033756755
+4.31673692547442,9.555360501397164,0.5762241346987196,4.097851327789397,1.0258078055782538,0.10442534795829017,-0.8021667370109675,-0.006793176562120973,6.755845303960102,3.0134087111471275,-129.17696699489193
+5.183489657403532,9.743903635270055,-9.87992077627297,-8.479887249483713,8.714059311472031,-9.617365962592343,9.64423670594783,1.7222889209929426,5.9189276720952355,-3.5996291264788915,-41.59469880948287
+8.21981838490271,9.383014639431256,5.696126086028361,-6.683623780997308,-1.4575911947666453,-0.22356102495037167,4.263381989230082,-9.771341956026397,-7.030415299160677,-7.304820606485238,180.1078274224917
+-1.4288533329336728,-7.605576739077515,-5.918792830767037,2.53809636290222,-7.157540159190319,-6.624533092760614,3.800115583899548,3.9092875289411144,-8.64668988147521,9.055710182866443,32.123335196167325
+9.131127337225749,-0.6410026433921878,5.319234856378474,-0.2997252351832813,-7.163644926331134,-2.5299580627178364,-7.747235422654562,-2.21987296127669,2.909870565101771,-8.583537101738077,162.52824195698574
+5.078476724348757,7.44014644893209,-0.6800702594365915,1.3762991391110724,2.87116789588451,2.5733496575733095,6.667433563045715,8.961041405588881,5.542755871264051,1.9790765670484478,-237.99851820052146
+8.637462521037513,-0.43432965873202445,7.396920852993894,-4.989366132887165,1.1309019189159897,7.240898311174653,5.163676581866035,3.0001836124244163,0.3928589692329054,7.75599006995384,-196.76368197757324
+3.5162662411005097,-2.0365743989804486,6.278302010764978,-4.1454379664523655,-1.5642613698287966,-3.282528680171619,9.865959441583957,-5.393662786532525,-6.036042785937214,-7.599128382967779,133.8802961691786
+4.27643192785829,-6.5148432303472115,-9.82701064553078,-7.331544127124065,-4.930179676194348,0.4140084303779057,-4.943669668574618,0.3462852643475922,-9.984959549621577,1.3395275487470037,201.3411317083961
+5.188701016872718,8.972190293250144,4.723328328509126,4.113729653366471,-5.123397593164391,6.752848710261574,-9.360809309778643,9.573607705800116,-8.461336990293356,-1.5897391832640628,15.306067879648781
+4.151382427164247,3.7772965753717536,-2.5477194815341253,0.0666389032191872,7.718632861616353,8.681635902320796,4.485860375138893,3.955151053282453,3.5136258374752227,6.379549191128415,-250.49731498181444
+-6.220626351471525,-3.2689564014099837,-2.4330886200210022,-6.59914313982584,-7.7592489864066705,-9.606061674568076,4.887596502675818,6.695189009016305,6.1026787837061285,1.4885771291168148,-11.423976635115658
+1.211179144265182,-6.524844084919437,2.3003375423456007,2.886352682105917,4.25059864186113,8.91034329556488,9.728764231800174,-9.291097785486409,0.6328854316298549,4.281269969013857,-119.24779671918371
+-4.401601299965206,1.6197231815078283,-8.686288429407316,-8.205230992262463,-3.929682478005796,-6.653350566593657,7.67147906560562,-1.9938590764046782,-3.3951758950183297,-4.029995886046827,155.8224213349155
+-0.4152557587022354,3.133471686732059,7.14023138715874,-4.436103546733099,8.421232193304895,9.144268240601223,-5.514853128846486,6.213966848486441,-2.9014571281858292,-7.054371557373895,-17.532527592497217
+-6.076531945184051,5.190990836739411,4.797658681312664,3.515132004609436,5.059871085562239,-9.7319382049214,-1.379238085804766,-6.753014309403578,9.133820317420051,5.999869916584391,-74.31855870856303
+7.3389342894295595,5.3846542811223514,2.9682935538804056,6.45633149756069,7.888950572955478,-0.9769196278414283,-5.6346847235482915,5.981968087953026,-5.25873806507644,9.89552874166108,-143.47970365760042
+7.041564474552913,5.405158915234766,-7.470990369460388,-9.086969904674651,-0.358590499489726,8.741272512369084,1.6338707216020798,-8.753276463611783,-9.941966415120728,4.349939221860833,98.72728792362967
+-9.43605973064993,5.743657867537424,-7.518926338760144,-6.412811650324031,-9.54760374460814,7.783620602495631,7.974574903576508,-1.5793955404825466,-8.080950903450168,8.039646124522461,-0.5050877460766243
+-2.0896375174616777,0.4111430354213086,7.250024096560466,-3.796117015642242,9.671294910287958,7.592474947628589,4.447900697554694,4.1462441967208274,4.01794529006668,8.668135136894001,-283.0539529674296
+3.266111605803561,0.5269735889143079,5.755877770462474,6.824417094605762,2.4752100914458053,-1.4502845879680204,1.2133265743419397,9.290635280613202,-6.466962375373662,-4.333262355333549,-30.913540605068587
+-5.055716474173824,6.843752866936626,-5.55891008483429,1.728553968369091,-3.1896507172456,-4.251764209168254,5.0319957514652724,4.857929756304433,1.215968597207946,-9.447358263608198,55.19047489682288
+5.149852413475527,7.639879513547417,-9.810399379830912,-4.2098997398200355,-9.07651985240111,3.0339400297714803,-8.532076755742368,-7.890762933793538,-6.805887782762829,-3.4078917586759805,274.7213068939595
+3.7401816521724607,2.3985537606065033,-2.273628358046409,-0.07480175919679422,2.655494060463688,0.8868522661631029,1.4793680816209132,5.41587663170268,8.577536512948903,-3.3627605968558782,-114.10607895955783
+-4.7035268404086334,7.0746158504379935,-4.685370061731609,-3.434975078348217,9.099473363641435,-1.5402200120986675,-1.1564673522376756,0.12479683209976722,-2.2148207640673023,7.528691240036665,-62.64384098266152
+0.8018165370297026,-9.064611180766992,4.897328003139261,-7.505928409697786,-4.454798223652093,5.394087153478402,-9.675634140036916,9.280811784865499,3.6823975178712565,3.479569066924346,-48.077496392084214
+7.7365677129598005,3.6005716004892596,9.124879634870544,-1.1221534793061405,8.227954971345213,-9.20603638435701,-3.3330723632663806,-1.7503877984221194,9.138635788777705,-3.8578283847063166,-27.499566332169945
+1.549281988424387,6.750789733882017,-7.047793242081615,0.9686563924826697,-4.797011809476041,-5.573950264148852,9.626691547170195,2.224966436844169,-3.941713317970972,2.018794959360062,-6.803476024840706
+6.169166015674163,9.539702760320504,-1.017515715563182,-6.614059463958199,3.216645882252216,5.9997693610935094,6.353109363366638,-1.9100714143147601,1.6600605417165903,4.263758560454574,-131.43567434144285
+0.8579933544214713,-7.175196822162004,-3.929400930559699,3.6326929223719917,-9.624986860021602,0.152448038929327,-0.9848658145342859,5.63591889589079,2.615732013880454,-2.05942745638094,21.50621963014488
+3.805694331606333,-0.8371300673156901,-9.36573653572854,-4.30638172735438,4.594829293617712,4.313241365383112,-8.917912443721494,3.6823953672128984,8.342339167309525,-8.42781417858697,39.88189427163154
+9.5760579252752,-8.710423528130647,4.355331697926738,-1.3996312674525635,-4.7623301839851955,6.882730657989149,4.860469592127414,0.5837786474705098,9.030873901185977,1.6232260646480512,-150.38491964172024
+4.417133571336624,-7.819455648651903,0.6485927528556701,3.1539547913529553,6.316170605189518,8.018616499285443,-3.024898299402974,-4.318662182212158,6.180362676171884,-5.916694012691696,-19.57740011004277
+-8.447601616683464,4.508455962611119,-4.638999444290377,-1.2146029811265713,-5.647525790172418,4.298644168537582,2.0519719322766816,6.180122013675535,-4.313913919261784,-6.572086698778994,65.79335488943981
+7.871781293882034,-8.392872250756106,-3.06882715854234,-1.489139459272617,-0.3637200654764161,7.0256858937184985,1.638936959889934,-5.691380578597187,-1.0720280948346828,6.020296492063071,-29.395062994747487
+4.1752573574983725,4.348588052859627,6.7743172858658,9.911700984956548,8.234963464879934,6.3172978285426495,-8.8912408739106,2.7049106597828754,-0.27995101435768666,3.68278489492724,-141.9044878761795
+6.5915988384189745,-9.379811347849085,7.507121505455232,9.719220501007126,9.087185707813404,1.2620167053168307,-9.055631132312818,-1.6446206231873939,7.222253688230317,-6.378237095482879,-23.004293177191332
+-3.392643802496458,5.756673263345638,-1.441262577553415,0.01020540770869438,3.9160395654480773,8.48919249798588,3.817166234823026,-8.535408283959956,-6.894293053818227,-1.9571614050759245,53.04833289892634
+-9.750914980851139,7.16068839283807,-7.239073649579488,-0.8625629379729904,-0.49122307904865714,-7.43232041612554,8.170425910535588,4.648616996093349,-3.2037724924076394,3.73977427634262,-32.00540635691377
+-1.4063375966427927,-3.49502091567812,-2.7088900125458126,1.8294135449294724,-0.09312763011741776,4.116152980712105,-0.5032610748295352,8.819309695961362,-9.112554865989932,5.107940613636344,-47.50163248487115
+7.243293454522915,-7.305244636833706,1.336216769759111,0.4998218878194649,3.4861610419535594,-6.947675122551464,-0.554765379831692,3.892517233594759,0.42608456808924666,-6.493730936841404,63.07106199202839
+4.127769362739757,7.232255067341722,-0.02423289995694189,8.496332628897228,-5.521640200662931,6.405351343910393,2.4649912971762955,3.6494083704459768,1.5277429901509487,3.9141285525632274,-159.15386818523174
+-9.609998144498409,-4.828915533694264,-7.367942646525407,-9.752207329142315,6.997260312705631,-6.918642385708383,9.52654047969488,5.8769185914826565,-3.7008543501571145,-7.913493828310925,89.45693305709719
+-5.037961333968606,-2.0181089729248636,3.9656483475523463,6.495215399629835,-7.375945035146705,0.4176220275920528,-1.3091630117930175,1.1417924023571735,-4.432732178133191,8.18237283865553,-32.06268269541489
+0.5948438310570636,4.91031092480934,5.562769634249802,-9.58632943490952,7.341636685578996,9.18324803117378,-1.3089063646231303,2.2025292997444312,-3.0027862771843528,9.005811204822841,-148.04981362784923
+8.22401396140448,9.538894707494778,-6.364802643764742,-1.2065035439578997,-8.293519794068738,-3.750442633945419,-8.905107643356757,6.834581856929165,-7.933820083752159,1.018630363443922,133.1759798020491
+-1.2448143265765843,1.6319702882450549,6.600926816519084,-1.0773573354587418,6.197583870069607,-0.5136051079111659,0.7388647933034331,2.0855886124281597,2.656634402295883,4.613323742050861,-133.99590030605606
+-0.7736903792765126,9.838254228255101,8.36887386364911,0.6080917054192203,-1.2056814935601645,-2.1489092779774976,-0.5218098435185126,1.1200790187341503,4.426363095493504,-7.749030924333871,8.938395748509997
+5.469855040577052,-5.797565146606631,-7.6992833488862455,-1.2143244615702997,-8.51133795860919,4.299120767565694,-0.3414738982213139,-4.874523988529202,-0.24010316516553276,-8.237608398648561,180.49975483886075
+9.838147448069323,6.189755208077439,0.8768358536566856,-0.2460670435715051,2.304044256090154,-1.2663425503614834,-9.773483033784832,-9.694190957471891,-5.793387105452719,-5.29743941641895,226.4527961383303
+-0.6942399386575682,7.5266650141755935,-2.9215838474524203,0.2325734327410589,-4.829621040657797,-7.080854426003986,-0.7655696514559751,3.946927410551113,9.886900485221371,-8.280572022434649,32.12772740286231
+3.395676224221915,-8.916067448829622,-2.0189127030926834,-5.76561065513409,3.618379988543723,5.223049154291166,9.863204850396574,-1.5903924561586802,1.662975166156604,2.136069088340675,-94.22315031258508
+6.429999843924046,8.010106250540458,-7.23205171026871,-7.470663552358081,0.3554345136740178,4.418699869488105,-8.867134249072278,0.46414445188347697,4.8304672430253,-0.20250589372950767,22.109212678676425
+3.1914801569744244,8.364162020635941,4.167373927337437,7.64161028923448,-1.2989020945314866,-5.829216975937472,4.329362291899638,-6.129123221986543,0.5557797387403385,6.591050985489064,-69.90464612421567
+6.268148152553579,0.7242250099257275,-1.2675169336602599,9.948772520024056,1.1152006205137255,2.673238558466049,1.4762807251988863,3.6066858099521015,7.967370108300019,9.164594532733725,-264.65039484271387
+6.929527611454112,-0.16005625692834924,6.962501937771481,-6.0214233924432925,-4.047185789872403,-3.175132263535172,7.028474006913545,-9.655198792597426,-5.184591947529562,2.628777170257557,87.90869029628328
+2.1086126356346546,6.916557937639238,1.4089049731697245,7.563123112654386,-3.3051378725865166,3.841697512914344,8.242183254049797,-1.8361438385840279,-2.834004956130207,7.697270948923993,-147.61697671980104
+9.101614381324323,4.672216620115344,4.974180242276834,2.9338495209613913,7.619697117722168,8.3088722097369,-8.667244275392896,-5.334922593447873,5.027368474967602,-7.089623834986458,0.2331394915013355
+8.36539110212902,-1.415630973266666,8.824280575513574,8.56005582863417,-8.27706738787397,3.185959660111437,3.33314774503201,4.6902247807005555,4.0150737625052635,-6.975237869124529,-67.35779008801552
+-3.3998830020075554,-6.973140291945937,7.472281908205929,-0.18334168763087577,-3.4597602626225976,-3.2526995022802563,-1.3006731090275836,-2.701528454565507,8.438276994592524,-7.684462128131823,68.28703256096576
+-0.24953654222626964,2.049102484769585,9.472974057186656,4.678874966021462,1.645942829171012,-5.9422504875356825,9.591190982442502,9.076016047978715,-8.451581783928969,-8.32501355119641,-0.4087872749909803
+-6.418526835640357,-5.406150679525686,3.512107927162038,4.380252889766611,-6.843948583174859,-5.434515167247824,7.6459215045568225,3.5259687992957534,1.270483543988823,-7.7015496443615605,44.43287618930001
+4.674622556052006,3.3003137563008544,-6.510783451493129,2.457899019116976,-4.310985424930161,1.1488372855269091,-7.0686132388129845,-7.925608685463416,-4.8131111178433805,8.160737745406362,91.16923636199077
+2.172413395867532,-3.362815935323362,8.075056682132578,-6.817002284939624,-2.6312984946341778,5.768091520520762,8.630976811614556,1.2117402120777077,4.486579588729828,9.44745486524978,-215.03836023247771
+-6.686422186859722,-4.967581302536484,-1.9529877542314233,-6.722085031482845,1.6221693287151595,4.7188550700656435,4.3185236002901135,-6.58186547583562,6.077227554952072,7.218695416902476,-88.39504014939597
+6.932738419674216,8.23868913338326,8.759130044006193,-9.056931481602067,1.4952567167139597,6.541221438532546,8.185907492825205,5.141287765850267,8.90507612169138,2.449333859892031,-260.4293598078741
+-3.46723267479649,3.7368634667001954,-9.090824572306564,-1.992307376903717,-1.5646689926825008,-2.4378179630719155,-6.336400318828151,-7.031022499646329,-6.736277981312632,6.660774198081358,151.36584104247677
+5.424520492797813,4.407085307601076,-2.9026244224480835,3.9456650115286895,8.110553911039535,8.466799190499133,5.312292944847892,8.026313495757378,-0.1157042239964956,-5.247593492303809,-156.43359167312104
+-4.886615066574905,-4.7472627814584705,4.791836389017485,0.649906529842359,-8.32580537539462,-9.785747787222512,3.8154824451055758,2.504774421163487,3.6202526817246006,-7.422941341335321,95.46251826292617
+-3.8358288098657756,-9.838942606987771,9.670509361499649,8.059791574510111,-7.399847520836422,-6.633556171852022,-4.077424524199782,-7.8542259968159005,7.1147911429454425,0.04422039192741867,68.953243541013
+-7.277616746408411,9.377149635328292,8.542420560259922,8.775062169918879,6.949294056872038,3.066877222925979,2.2336455729780513,5.571079539533068,2.285743733882535,6.884876421955745,-271.4307240780405
+-5.680589616115235,7.1375631529751065,0.3624789878258383,7.974177472506685,5.344798189393489,-5.9875679864973215,5.422971425645764,-1.8754951731786118,1.3583144460732433,1.0253671642688111,-74.48662231359181
+-8.656558979388727,0.2563400694189011,9.840210286135365,4.210161603384426,-3.771631679362788,5.223204545933662,1.0435116006650036,-0.9870992632117392,0.4294444218345861,-1.7759553676713091,-32.29076117198962
+5.256913730971786,-3.4580227531307073,5.083263846617426,-9.185902535700865,-0.5666615944592324,-7.131781364137635,-3.977869858940959,-3.7528809041067146,-0.051542772357644484,-7.125718381869948,202.20658234717519
+5.189783673237711,-8.331403215973612,-6.944772695585504,3.748054291817584,-9.478342078106877,-0.37191552056922594,-9.396780651563354,-4.524234063349704,5.507830772992939,-6.817639312375157,191.32575557346888
+5.91649443386653,2.4753199567119055,0.9406232034666506,-5.712230062340138,-3.566531996967226,-6.038278348033113,8.914134162747953,-6.943344313849815,1.0821488627021125,-2.5923661407890064,77.0201600314116
+9.839716038136539,-7.684149285276498,-8.984186431973573,1.1513003819178746,0.7184454204337931,-8.543926541722344,2.535052236924309,0.4420874264249042,-5.20633102317404,-8.505393118828554,190.01630127482878
+-6.312046148764829,9.450194664383801,-6.324518379919166,-0.6940352077972167,9.135990949238932,-3.1604206459646655,-1.6992226995264148,5.515727676533939,-1.3679844442531253,8.478657431906766,-119.40908869998579
+9.055485570269834,2.7385231957280776,-2.900760017416333,-7.45773927786384,5.621192253306346,0.618741935027558,-9.190966048510766,8.846327315131235,0.09959842059840573,1.0432788937548332,-22.330605209775673
+5.127593665370689,-9.389702028850502,3.646824352594329,1.6588145571971435,-0.8011114053499746,-7.683834886522199,-5.6106057277466,4.13593247324444,4.334033185789976,2.657395403124274,-9.607361722236377
+0.10168537545891088,-3.3018761796775298,-8.523834000000294,0.7698423096901452,-2.619825638258273,-9.468084601431123,7.367305891070091,9.928320802833932,8.829152896506745,-1.1951675064351974,-96.44148395614833
+-2.640218406148691,-6.317615198921819,-6.202086494767858,0.04430674819077218,-4.189099846243847,8.696969662922616,-5.6610679569080276,-5.633041814185096,-7.700495786802007,6.755300219792075,92.00958072763738
+-4.168661815709791,-2.469942071800497,4.766799849630992,2.076920077196416,9.788835118158465,-9.05465664632737,7.482035618805664,0.6789124551660208,3.018565528220838,2.3117541929678365,-112.92401855559689
+8.493993585479435,7.182532845628041,-5.603816613994419,5.40646811401446,6.19261104506621,-2.365326937492538,-2.486024638029498,-3.723620701823489,8.706726298687853,3.559615044705784,-106.69988972396114
+1.8533339315684727,-5.080749689018395,5.0957442701674704,-9.423204628282862,8.192787977424521,4.152117325988803,-6.332429549882718,-8.372070075413134,-8.292559812403894,0.28276757716029666,151.2258591034438
+9.522906536970247,-3.7945358213408675,8.490575357439912,2.1043218517392415,5.819993741992937,-9.354654967179027,-5.348074120933584,-6.027801675483399,1.615434065484831,-0.08006902284362738,66.31588840081456
+-6.5060411494045916,1.9426234570368428,5.481261463811176,-4.104628453828136,3.0769593400766815,1.0588408133120875,-2.9736763450966675,6.120892161486791,-1.1570926874062848,-5.299612247120217,19.861694494225592
+-9.94939646620377,-5.10942758693969,2.387923118488182,3.632786190550943,8.311575385664609,-9.807871517118896,1.7485065961167656,-0.5291433121223776,-4.4265359874038595,9.74618798495635,-45.980968065801385
+0.24590595970139795,7.92883663218662,9.925384009548534,-6.8328370247978505,7.10107771432283,-5.474281195240362,2.6070110015376224,7.882096005028753,2.9849850617316065,4.442121789502114,-170.81282693406763
+-1.513179273424634,-5.125080013847059,3.955264655042161,-2.548426048154373,2.4257506579024546,-0.27940400563333245,-9.454124513530147,6.601661192815875,3.2171771114641734,-2.6847388070032285,13.706261643561215
+-0.029608925952882004,-1.472789474313143,3.3078235662971456,1.684336046799082,-4.440721882644558,-6.966601863193233,5.057899152705218,-5.367511564639522,-2.2062841746318695,6.543937375697695,15.62192203823291
+7.344554061627369,-8.504541908966443,-6.87434361059879,8.809564626182553,-5.54087002172513,5.4347403506981085,-5.041208921634068,-1.9905947197509821,8.37324496229322,-5.481235471549846,24.06714431953804
+-0.8690762766673532,-3.309351371743796,-9.100465663431162,1.9749863165228176,-9.907496609809632,-5.6852114475477755,7.250272256009853,8.875344829154493,0.07396656309087479,-3.738605964970829,28.74561661112042
+-3.853353469841918,4.364929140286462,-5.393809547404558,-7.692029975567085,-5.097088380287779,-4.370493500899109,2.446595634658706,8.550198278137348,2.041941632863349,5.414157427848528,-60.13046399006457
+-1.686724841360292,0.7334238719369646,-3.4775727648310872,4.777346191688698,4.77618188710641,1.2661708166969166,-3.7676888534437425,-5.052914446484589,9.378123250614575,3.6068431700525916,-90.59289582794672
+6.842285238735468,5.361974963872729,-6.821943277135514,8.63134554151521,-3.786311548113348,6.021828026981016,9.166289613066802,-9.312342069956305,1.3857287516211403,1.0254985498944325,-57.80951200566811
+8.511051127286066,0.48127367366241236,3.968966156983824,-4.959117750634412,-4.502069005897207,-2.1353256266870946,-3.8920321529193935,1.585380551657758,-0.5986573498016279,2.0397148216030825,36.68892265278578
+1.3627649380613738,9.381289590059875,-1.559404058080447,-4.493075996076148,1.9830598836407098,9.241432568024182,-6.958291154850576,-4.910678803927198,0.3191272819495361,-4.239782499511531,66.9835416507632
+8.666730841949486,-5.459162565818874,6.131825662625419,6.392136401752023,-1.5836906173159626,9.110180301626048,3.092769936936439,-7.297458397728298,-4.91916440773204,-9.293415354306687,89.53282132339912
+-9.110699315410937,9.55860074262631,2.4931427839144837,-9.463501933552314,-6.446629806785069,1.9780761782312695,-3.800204373539444,8.93916540755959,6.867702367820536,6.5513226217838945,-128.2625548760544
+-0.8433038493712552,-5.8524982847736755,-4.515449548517843,-5.071175052549979,-0.4088518662365992,8.463102562660659,0.3843133035167834,-9.204727479028321,1.7550382011570909,-7.983546302711502,136.92413062902844
+-2.2432297453407823,-2.4843378188145904,0.2930203561761724,-3.81270505141589,-7.8418006156568865,5.3629659496929305,1.0613339927464827,-7.590027332716076,0.17886614356469321,9.95966989757421,-15.390125011538741
+-3.7085597840469653,8.904315892671946,2.427131698852183,-1.8449146291486662,-4.744561723767255,-9.385083159358867,-9.067077020641545,-7.314769348208447,-2.5593089710793038,-7.020012619510303,284.74992368937467
+0.7199312421086024,6.570989395457792,-0.24178747400703138,5.847038862190013,1.2534094874116142,1.3912956843678481,9.676958511247772,7.272225147105478,7.6364516869153825,-3.7359967922966697,-204.56406572514186
+-1.8502654189809076,1.4027236456673497,7.456795420195375,-4.126631486581296,5.502244706132371,2.5383435850677727,-6.9644161805228215,-4.695212688844645,-1.5263755712359384,7.45313162882923,-20.07791672708612
+-2.2528760005871784,8.869946877348402,6.7083420225929995,-4.0382379600222755,-5.240360269092501,0.6338336035757997,7.42446991133535,-5.98158822042495,-7.154086829036135,-1.9715712439678756,87.05862000799647
+1.2262376864326718,6.289056065665559,9.346334289549212,-6.384345847329101,2.21579117560768,-7.849638071680913,-0.3833093534132592,0.035450782214851984,-1.9560577482799824,3.6372153229683635,6.906548104058812
+4.165712551465814,-7.546976322191972,-0.3642755797285169,0.6669877339866903,9.781130052219687,-7.861571417571314,-4.973389709148974,1.5526400176289767,0.22485063142462458,-7.09696561084864,102.36866956953061
+8.742308000687537,7.687363068599953,-7.974280955986006,9.700434930731134,-8.814490530985639,-7.8370305775681555,-5.0466624507304125,-2.2571390457445983,4.557965837255145,-7.866122107929789,147.05099842994406
+5.038200358812739,9.784853176746102,8.630081201531546,-9.898787111180734,0.7735984920878214,7.027869758287264,-3.1879114004883813,5.529530326899971,9.300382990738624,-2.943142226948545,-129.28095296311494
+-6.157380041507343,-6.796904740523331,0.31191957666684145,-6.121686616606816,4.456603373203453,1.422419298724038,-0.36894538750620764,-4.224943313668672,-5.6922987724435465,-2.0148587018139286,123.60058444017028
+8.817974338576256,-4.0152616442137745,-4.922861632235362,5.428843994951158,7.0899429149005,-0.08278554870487342,-2.7063858955154885,2.204930783395842,-6.941948817704988,7.132098523356671,-46.21152847509487
+1.658717222850008,-2.1114724761406856,-8.458330104920764,-3.2643322293624966,5.625118345171831,-6.874444117174098,5.054961683763459,-0.06942494977828062,-4.344817153939228,-1.2257583069837619,73.97878718992244
+-6.395762355172463,-5.507884170400741,-4.438119794889415,-6.817392472119965,-1.9536832073653376,5.103473920976949,-6.390608600523446,7.289199992872755,1.7374110549216204,2.6797102363726077,-15.752811123337601
+8.49528436724707,-5.299275809333672,-3.1335023405625284,6.481199561682283,6.752764519237542,-8.42348282827291,6.776499488183663,2.655636668100092,-2.6800699478653267,2.3618237220566773,-63.11830122753714
+0.7589170991690652,2.8664346729643286,-7.948507559788349,6.161727403209618,-1.8590762713197928,6.226403533881754,-7.325665947875,-7.332018626667334,9.674142064012392,-7.998982883312264,70.48709257988786
+6.806821737428848,-1.44268468217583,8.709379821059567,5.112043457003297,2.6885603310886386,-8.873389197291155,-6.018965167613035,-1.4286598075790136,-9.135205422271007,-4.078674243407492,169.75570833110982
+3.323869652124778,1.7714089514228282,-2.416395982927886,6.3965419043726985,-8.3951011606134,-0.671709743322837,-8.041859921280114,2.8610797763614437,1.9883480984041535,-7.965903096690113,119.48841372126088
+-9.442462904438056,5.157846642371493,8.565545787686254,-3.846632723217829,9.324282258241345,2.5946764915013665,-6.567305649112938,0.07271555606136015,8.41005873765262,4.4028574947403865,-144.3061973914292
+8.458295186999079,-5.51598410353111,-3.515881048102012,-8.232514483080013,5.1801673832640915,-9.200663786927802,-2.1680628410695935,-5.2405327208344925,-3.111921610063535,-1.5916842334920434,179.9957089551479
+-2.2332686779889155,2.3082362309645665,-7.677904675688643,-8.61106790821859,-3.8393579270068945,-4.755484755677766,-6.535878528161025,7.1519155391152145,-4.957249523415124,8.335195413318726,56.572313394736575
+-3.164342719808164,-5.030183734000633,3.99771476638348,-8.254936471892428,0.9231888377637798,0.6262001776438564,2.3193193777964494,2.9565964562428326,-0.7894566870379927,7.575729995069724,-78.22566068494297
+1.4761430510272566,-9.323840639314815,2.309045698822796,-7.30749347371678,-9.506350603112466,-7.32551842081101,5.593950995305357,2.2040901845776606,3.1630606114320314,8.967771246714191,-41.1981288708374
+-6.797367888629657,-8.322776046505991,8.628380721298264,-4.318967274169738,-3.2216399826844966,1.0030972527863047,5.89291523899548,7.612288806202779,6.06717307245405,0.7969768980028014,-136.89381094248745
+-6.8984943432802215,-9.515451878055822,-6.588738122216151,2.700104829518657,-1.938045760948619,-8.776619406864608,-3.885410372453373,-8.226145204761039,-5.135170333433066,-8.177090727607563,321.28684782519935
+7.674125815833255,-3.015633568331788,7.294439232190195,8.960952777884687,-4.608023344896659,-4.1491603187197885,9.749590940573086,-0.3550945741883327,-4.4306285219310615,0.9575294472995144,-43.065173270459745
+7.613229530125771,7.720888612195509,6.140617500603978,2.6534243304299565,9.93925103072222,-9.505690560411297,6.038429970347494,2.2095890293528586,-8.109029978462825,0.11409479296448533,-29.41315991071378
+-0.9377470563643198,-7.974966233259537,1.904874576564115,9.869403389371662,1.5179523503082937,-5.810432522524273,-6.819914648941799,5.022848116627358,-5.868813204574417,3.996450856863887,22.313442897605412
+-2.5284625399143867,-0.11387951490491544,-6.353463872971363,6.88487231234554,9.61468165076475,9.429862090947296,2.8654748131882157,2.822005076820231,-4.192910184098744,-7.096166346918762,-39.88870968149065
+7.433273834863449,-1.115627974338489,-8.561257615984095,-7.856788433946276,0.45294920482335854,1.0524298347835415,-7.078659960076596,7.130420673714846,-5.657324584987931,7.846084442065417,11.54300500929501
+6.41719230299856,6.020023430550769,8.996542628087841,6.6298437092524365,8.243258997356829,-2.1117329905764937,-5.148051733012879,9.811023915467015,4.045766719009951,-1.6349133055211285,-159.82492687199888
+-3.987219669740749,-5.16310189165482,7.7248870007367865,6.642982243853344,1.4225560764183354,-1.1720570900684923,-4.883300749852926,-6.444996646070232,7.950501884957792,6.9876616048648295,-87.97070317655542
+-5.962592935773678,-5.057796377349504,-8.660005299221849,-0.8430641086732993,7.872064346533918,8.370687722346599,0.20925262601454664,8.169683528320242,2.6950319043103055,2.6874128276456144,-158.389189355101
+-2.793951651159694,5.798078396211732,-1.3768435854578676,6.691556293885139,5.220790787979275,9.121359454419608,-4.6465722410760435,8.178820766158372,-4.332830270833535,-3.7540643732569023,-64.87278967401167
+-8.687077517801654,-2.6996509099364507,-5.175777309512924,-4.23867005381342,-3.8184426132292426,9.058236462599858,6.2358215616324175,-4.089367097220475,-8.645327488547764,-3.376192114050598,115.31351876310154
+5.6448436474809665,-4.064199651764335,-7.003324280776672,3.0531621182864743,-8.535304517784821,-5.54658658896789,9.967359788743668,-8.294336823161316,9.453834946327255,8.686485021246149,-84.01774618808787
+-1.6094962221785192,3.3882305704198568,0.49922353433435207,7.854213808678918,-7.209709080186939,6.518484154707485,-5.789447952209807,-2.1835923207023544,-4.566489904641024,-7.42515966257586,135.3765775198771
+-2.2483876013127446,6.195164056770281,8.82791903733958,8.002850783395253,-6.944469448991521,-7.591810893417321,7.88055637815482,-1.4536821052478222,-2.2495593769823685,-0.08154216609412179,-7.035182752258721
+8.224359480116254,-4.800979118032709,2.150439607603305,-6.298322356194756,-9.697032715044777,1.911930909244135,-6.775846326780375,-9.08290132572902,-8.947175490676361,8.82307313205883,173.55664183374424
+1.3466571937483462,2.9119826517966674,-9.789933932730765,2.1973023012934,2.9070111007120536,9.121889399245436,5.964736075818524,-3.564863873898556,2.1089857546821444,-9.859395606812294,13.593287885492712
+3.438782909420166,9.404402440596566,-1.5467344171875275,-6.832470381757316,-1.0932280651616844,7.639692196187136,7.118671392183069,-0.08922906170798495,2.453677119144535,1.0020642602926388,-108.97313301367777
+-1.4862288859513106,7.853804675342744,6.892654889015295,6.877438591188105,-5.884981007781991,-7.79344085969978,4.242462750707796,-1.5386713839091382,-8.026261062141426,-5.875354664669907,130.95575145655187
+5.037792177925908,-7.374929459530559,-1.1116180786255758,2.667324034999119,-1.0913963816733996,7.7794051552516175,-4.333290628971131,3.7465024916259093,-7.24914769652635,9.782185340377076,-67.25061401457417
+1.8293314406932337,6.135897126455685,-4.029635454320988,8.404598291542758,4.248011115390713,7.043160708713265,-9.822472778673015,-7.193386528529704,-4.213931577895651,-7.466344038684303,143.02855506441296
+-2.231406289378488,9.638806108134908,-4.788023659275289,-1.735016417335833,-2.3353047390974635,-0.7102840374939912,-2.7524869531946017,-8.152596285041609,3.813242618043,-1.6158077555111539,89.89954473867884
+8.756514923258456,-5.548193997662379,-6.138484487271054,7.324698000192833,-5.349200820940434,6.322613331705524,3.90104463769412,-6.150369077272351,-8.850284331909757,1.8602203531509898,66.31999584600293
+7.754295675977598,-3.123935401275386,2.622150481861829,8.675668543685733,-8.779153695909681,-8.119732816194748,7.56715387621192,5.763856993640253,-3.891084002684173,4.738419826911551,-59.85436374657045
+7.192473743148657,-1.4902435270547043,-6.995056177592158,9.642823069645345,-0.4655054196656505,5.949869420320615,-0.5916146091768648,4.794939147013166,-9.360726563299417,-3.0783022813216165,29.529127912052346
+1.0935912446300877,8.356367001272474,0.2566985929166532,-5.500461287135037,2.863702994729036,-8.635091751602413,6.125796083161252,3.9553617183863876,3.3650190122710155,-1.714683055365005,-42.910271880294985
+1.6684226601583552,7.51010082402868,7.3282193815607926,8.091302713334104,5.802831427632635,-0.31989311358428196,0.7952056799215645,6.456479547218825,9.616987659764574,-5.614472727136954,-182.06533786503516
+1.3869159812337606,-6.888653169059569,3.2795486032574916,1.2256198721857792,-9.812855521848283,6.11512686502323,7.862218428635092,-0.061928251160128234,6.557764140520581,2.381726015357455,-124.23191577852221
+-3.552740905962002,3.391380131426076,-3.3575028879705426,-2.521775650552527,-4.907781233135355,-4.5265326334174505,3.313358661556578,-2.833368200834574,0.81439566873303,9.073951898293453,-26.35887531997892
+-0.49389789441078413,-0.8934460576549363,8.055681530823467,2.620930156808725,6.768268170347587,-7.537811982968123,-8.881824998873602,-3.6986795987760224,4.226665379865562,-0.9275824932549037,45.28164757961595
+-0.6384662886439862,1.6444863352322403,-2.69122449785953,-7.73332081683453,9.392166176118899,-5.222876017918838,-2.2331361731992727,6.881524332305804,6.953949801018684,8.798747544886252,-166.40962704740932
+-5.927686774249008,1.7954869972041476,8.679429364256963,6.6127807750185745,-9.686304423470107,3.546199496932665,6.493976474019938,-4.309871371356742,3.177790929576416,9.581755628064556,-154.91920031901847
+-9.831405908611753,-1.2277139491576206,-4.9323331338660275,-2.6791202380343337,1.074716747743889,-5.138953263589096,6.850214363572387,2.787927718460288,3.646824113034126,-6.825466219538336,31.73529840052385
+-1.864489727188814,-4.541481010429884,-1.6607072362810404,4.643600267754477,-1.3903447875013297,-2.2463301042855255,0.9198025716523084,-9.57666122825419,0.1893626748021182,-1.3573934157105505,103.34538721038157
+-2.8688740615035946,-3.599480516318121,1.9583545892174925,-0.48405009749598715,1.7488335726325843,-4.160682442627371,-2.821994655879283,2.2703069615018645,-6.870493625579696,3.5126071114121893,53.77275610644778
+-2.0590930301188304,4.171041254067289,9.600453576125062,-6.264152479938499,-7.639982641047409,-4.68832651885741,3.0302625667441596,-2.578258620892524,-8.590391693717162,-5.938251395528466,195.16524163280448
+2.2662925848116444,-1.1367796653850815,1.9790324390395786,4.874856275728319,-2.105599885195648,1.8980808906673774,0.9834313279335705,9.99354355579822,-0.8169226960476217,8.92542642701142,-191.4423087747513
+-4.755476180623736,8.031074816412449,6.849720452210406,6.192725879130165,0.35520103452132634,7.677200031156217,-7.2072689241359615,8.068521171507417,-4.486368324919081,-7.664605076947959,1.5840404796870913
+8.146135420305928,-1.7008092177742107,-8.863238911248017,3.066167568702609,-7.769129806747586,-9.301252459879132,-8.35888901057021,0.509684921165503,-8.319438730974799,-0.5499405738012442,242.84511962949765
+-1.443164680358544,-4.899899650595437,7.0098424922990095,-7.577264946749103,8.836125891847534,7.784837706502088,-7.32393599995542,-2.1629550001616615,4.740051191324555,2.5531980664115395,-66.45789434866724
+-4.161495272507267,1.647985745163827,-1.3174387390440145,7.976083258471791,5.393416472399388,-3.9309729680077266,2.3853914669631227,-1.5483926975841733,-5.575556750173327,-6.1610360777228905,80.5956941553828
+-5.0254720451312735,-3.93401782111346,0.02317278078156626,-7.696330872235768,-0.8905204603754635,-6.293928966250513,-2.7768543387814737,-0.6824795553621321,-3.481387586362621,8.874678306194227,56.46393295267862
+-0.37935867872346485,-9.778204372445336,5.995268191853567,0.463043052420653,-0.8125071757824132,0.15009547658166422,3.5055417916107934,9.620553933330351,4.725966703065567,6.614794454680586,-202.84962430476565
+-5.810158273760553,7.319457547095965,-3.5994340673282044,7.607517152872014,6.1696175848727535,7.5632895626281105,8.845330749287687,6.632312607263584,1.089566875270358,7.899385699834484,-305.6816451276066
+-2.752258339515943,6.972311238107169,8.768998163933517,5.9480604193449444,-6.114328166789922,0.04926532581425391,-1.2785701172621167,-1.390094396857795,-5.3805107205863845,3.801163384339834,1.8935854744970266
+7.631398543750276,7.370253492934737,4.864251100446506,-3.7387368307583357,4.379558503166074,-3.47347357501143,6.829329192931395,-5.834968506492535,2.4430331067655353,8.400971324484445,-126.8137552938166
+-4.759041332509031,0.4210972863194873,-7.147496530674687,7.766157608148854,0.1334566098249601,3.084016862000969,8.56210688960138,2.303386108213714,2.6767704313556906,-8.226640987220295,-41.04540937917751
+1.4374870742124801,-1.8644534350413355,-9.031652434021236,5.360978538610746,9.12490549647347,-0.8647577360892877,7.1769934299138916,-0.959298208057664,5.487809361313991,5.9613421654167915,-180.02614359275563
+6.907499644914079,-3.612549848851505,-6.783726016064544,6.739127425465512,4.4320081612821705,7.418287010910449,8.522928869909947,7.230732795672754,-3.5869783337533057,3.8710842341056284,-193.15120463233367
+-8.516292276222616,-3.944970738447624,-0.9359463254326283,9.129039069126108,-5.4004210245629185,-3.9776911404569004,-4.960068325528406,-2.6654035048462243,-7.13204541160578,-4.704600790384983,204.58321171680026
+9.56608578950096,0.3370353739467524,-5.3687732634875225,3.8671312937047086,2.337516295821238,1.9930260118686483,0.44299949517853987,5.441780745652334,-9.861961523097577,1.5775674221350489,-4.124663687905812
+-6.883808717344698,8.224177960334975,-2.857200436174383,5.239629776233565,2.7737372125636517,3.9786665098275864,0.7989743053539011,7.275372536694833,-1.2763018272471571,0.5052328318441512,-113.00497441916443
+1.034230524837565,-4.936456046612799,5.222048831447155,6.617781715156569,-2.816026702555261,-2.0910260448099494,7.87613901026083,8.669317215843538,7.516213282779926,2.561416061270334,-220.40785897662545
+3.1372034774439417,6.807793559020721,-0.9024611847282626,-8.022662059720933,-4.505921024396391,-4.094389179406419,1.2646370128239504,-2.5923978056910535,4.991104273682789,8.20371455538581,-46.76252041176734
+1.5212278685049774,-5.550803653822191,0.6588863410378387,3.4268710876156705,4.969051047803519,0.35057362180087814,-1.7882343507891285,-3.0152757682015063,5.902771754982041,8.971318384386047,-135.7631878137466
+-0.5350106188307491,-1.5060051927870721,1.0946508695063817,-7.948318654977761,-0.0030518140804813854,8.49029916307088,-6.597000410028755,3.9592923685189674,-9.900212535233802,-5.618808404434022,144.88714178245428
+-4.888943293060608,-7.7739138233029825,-8.900274240342576,5.150536295576766,-1.848673651012216,7.631440030469543,1.8813077379783527,5.6087361470294255,7.57157948451378,-6.417802571823157,-68.70729795901218
+2.0847996953313763,9.07993010315931,-7.727860974512195,-3.1180203652931104,-2.023763069528899,4.641617497970085,-6.877253920443652,-2.178700460413825,6.551112576149601,5.615933123919432,-47.95682610445936
+-3.704657563393008,2.9613124631885634,-0.6105891476282688,4.044701636552124,-5.76774936254248,1.3183167032223864,-9.839345862116307,2.698692623056278,-9.542413943984922,-6.600066075444866,206.91191759068855
+-0.14014400152006168,9.747892530737161,-5.333434050510171,1.4547907136450666,7.157442251156172,-5.431355177685715,3.894417251669431,-1.549429608627917,-9.953035735093552,2.3658166571834927,42.02060251502417
+-6.012794172369052,9.309888283421834,-4.992180561841191,0.005638903338658352,5.37300265613919,5.948961867914648,2.0483334125870334,-9.76687478579536,4.848073630051082,0.6917583793771809,-43.278021867627096
+1.5982151758077623,7.153447904201191,-5.8355559573463704,-7.143296489732989,3.5038779697129074,-7.4666156489947895,-2.934424402552307,8.009099989215855,-9.083716636327075,3.5889021485366324,62.721500445214836
+2.4599056125165553,-3.1861564623916006,-4.349075927806208,-7.733242835073479,9.027868556430327,9.733809312287086,1.602277768098701,5.666743323431678,7.1925174236483524,3.5073526964030366,-208.44307149814958
+6.871650667967309,3.849748637165009,-2.407551136514856,0.9286767542039076,-9.741752564931062,-6.84955023930403,1.6763756714726963,-2.651180521772618,7.559480626465955,6.802517955986738,-44.08413147402
+-0.9934654152946854,3.1008152156713664,-8.484047546963374,4.173106036974761,6.563161214464229,5.526888423593674,-1.562495250353817,3.7317464496021446,-8.266792568940026,-1.8684996886375749,15.78154159679669
+1.7161287366388445,2.6824561087975596,6.112518498816906,-5.301373189071188,3.367855744701309,3.102617631972908,-0.023693852452877362,-3.826938713250585,8.198018598789465,6.119906674929774,-140.35766052753442
+-0.07984128347833241,-8.059663373615379,3.434839196791426,5.377464339865674,-1.2227228510188493,-9.018182585344807,9.97376475809924,6.820242697855889,-1.8791250015032235,4.106057330614902,-100.36515821731466
+-2.7699870990389974,1.8196597289810579,-3.3981462482158564,-3.8409132509106203,9.015747997002464,7.322568885724441,6.469793254245935,2.1344674460915902,-2.6227136536848117,4.548982645226898,-145.4210590272575
+7.762780201748338,-7.876282519390692,-2.4298352233336296,-0.4837467091446035,-4.878228205754347,-1.8179453230983067,8.535942823441845,9.4346653370929,-2.219527210939134,-5.723105041624013,-1.335858428062809
+-2.928407168046383,1.0998386556738526,-0.638378422085577,0.3626059544673099,1.040910356779985,4.184700625357034,-6.937631284625246,-9.879109552222616,-8.466460215034978,5.288882142944178,126.45906215665744
+8.924293910296626,6.546302734562857,-3.687075730403908,-6.247660470490501,6.054793334585273,4.181425667104577,3.136728882764761,1.0763848059106085,8.928819482115413,-8.090707932270425,-68.7908837404861
+-4.9716549704561,-5.023894438567851,4.762044437277783,-0.5099539998344271,-2.8617080017415453,-9.329815069540428,-8.850424139231345,3.0734647664703707,-6.154847687294858,2.029100417053744,148.5678542736394
+7.426085887462833,-0.9952166345321234,8.998869022992775,-2.6284576413343275,7.3007779384113425,-7.566509212627102,2.83869987044272,-8.670216808165447,-6.75089865295263,-4.491211829829968,146.05285546593558
+-8.739361888631567,5.005166696930012,-9.190655900184208,-8.467378392833428,-7.395872241505832,4.024163841725632,-0.9966858110573895,2.782205799302404,-3.8916335484864883,-3.1400927938505996,127.50623418516237
+0.00220551346666209,6.21501694266138,-2.9567995747981546,-6.095268293158844,8.95731536344509,8.109776149219744,0.09206610977974705,-7.568142206602855,8.600441014994777,-6.34219116314352,-22.464827435596014
+-3.578593822665359,1.7324796641842921,-3.9031729803298876,8.426355789085582,8.389790943180298,-3.803223057185432,-4.36124899081904,-7.057785244584538,3.8252647755412528,-5.293605315202779,68.06541272606042
+0.3875388721744488,5.942264016136056,-4.614898289498928,-7.748110862585705,5.920309779385526,8.385308718344382,-9.747137683103812,-0.39819294548983475,-9.648529607266433,4.712342144980197,67.11670942740338
+8.809438624276915,-6.8058061787767805,9.114735222398444,-7.494621255217786,7.5356975187531745,1.5442801033867593,1.722529610797865,-1.901376309372993,1.0685640907377536,-7.6525913051775385,34.661825288157814
+-3.785076514768966,-4.239923313817082,4.954132983127495,3.955469947604926,2.7812022069041697,-5.1962487167754094,-7.938536529140887,-9.518073724742202,-1.5742759250357419,0.19090776517206143,145.93898188549574
+3.914509539167852,-5.6407078628658125,-0.4900956958530345,-8.100108028144142,3.427441505472535,-1.4912477339834673,-0.16105797074140948,1.369439983981544,-2.8997024876268473,-4.511420658585008,96.75529201445678
+-4.9129509063555314,-6.834149246609284,-1.480429053281982,2.7034295606241154,6.7140487081378115,-4.847221917592597,-2.8710345581318797,4.034653228142313,-3.2772042542002455,2.2257975180447187,6.35385596849032
+9.173009335177804,0.07135585442472392,-1.62166994011532,7.6701894599565605,-9.118113097724583,-1.4956422746615483,4.291636784762578,-8.562532471228659,-0.38940330950287816,-9.941532844689647,164.47727102836936
+7.923376947412244,7.070014082244265,5.370400237839716,-4.45774218042849,4.1754069256701705,3.7018522444481294,6.083447274189497,-0.9191724868268758,6.226692961943789,-6.694810424381304,-84.49364381912964
+4.297533206776329,-3.4249146711067757,2.9543825258592693,0.35859214032502473,9.461739299661186,6.923775520048205,-5.254494804244096,-3.8944883984442846,-4.911288141110983,-0.8323344197168359,27.353047510843947
+-7.99573743560029,7.481129386509462,1.1766709120172236,1.3030341972207227,-3.0052379840166754,4.129264978430074,-5.376801554915211,-3.7920951750643828,-2.5863193258510897,-0.47907963408556187,73.42756051523739
+8.08991021597845,-8.756967019002653,9.031533590024974,-9.952400792769517,1.18052873170984,9.007340254524635,-4.393004812996979,5.117103937412706,8.967158120126374,6.252751414044755,-187.51509358465557
+2.206435908568112,0.7196410013917665,-0.6899222015155027,-4.941509696902067,-4.802580580189819,-0.5479335656062245,-1.047445874718509,-9.413983309664589,-1.6958375313584306,8.12850348487246,64.64022489988213
+4.8547532337101735,1.5006768911721324,-6.280936542637933,-8.436376265200128,-1.7649083044072067,-5.121022260936046,0.9018059309446502,8.686668534654666,-3.295618015786852,0.9034919574398081,32.235880250003405
+-8.304257168325872,-2.073984557227606,1.6430181158846069,9.208337145464945,5.608649036585691,9.641132804973147,9.467282315877208,-9.203649049542852,-9.152656037682736,-5.033618347397781,28.155982717790735
+-1.3287030132428534,-1.3911345850099832,2.8361774326055578,9.501620032582496,3.3506075942554814,1.6746683828765274,4.040118253966753,5.372333905632971,5.445049522342364,-0.43217248717852375,-180.92399168717904
+0.9710440312733803,-1.2822382313141611,-2.5051272119870327,-9.859212323477301,-9.097407420650915,-0.9719532258391506,1.3081709876966174,-9.606896280600601,3.485495949034376,2.7290891462192635,112.67363159658522
+-2.661689963147038,3.446432829277537,1.563808761455019,7.26322728199322,-7.916396252702105,-2.173523453511197,-9.521543565164148,-8.310239204380192,9.905697410770982,2.725193027536301,34.60143702126636
+-5.5243297593045355,7.286279259698505,-2.4441253300995758,-5.518422804080412,-8.640213405009408,6.501323390202998,6.801097113919017,1.557950503763581,0.5933692981148742,-3.0608326511138517,-5.6804047021058715
+-0.5704865256727176,7.529513018602181,9.09005383594324,0.10907496859648536,4.640011034556122,-0.2623797704408015,0.157191983791638,-5.229524897311128,-4.861521342055681,-9.956639641562216,123.48908610913979
+-4.795321301906648,-0.6192412489562438,9.340946843477768,5.345091869990572,6.66992589087257,-7.432031915959858,-8.0639818964363,9.224957596099577,3.1554934727905493,-2.3593747539450893,-51.0472861533007
+-1.237279043289632,3.964741760268442,-9.938407375628364,-0.22561799974994745,3.6281376711530955,-3.8685980068573933,0.6493080755229008,-0.22009165127201413,-9.274401576328286,9.527129563491297,17.238852102507735
+-9.46998735535037,8.647045314691738,3.435930638890905,-9.244583564176986,-8.338858171043848,1.0674709235285085,-1.6469337949512908,-2.533868990263899,-5.077127368495072,-4.357227474624281,178.32989730208288
+-4.018032509478604,0.913474097678777,-1.7629039972665028,6.2617449119414985,-4.043993483669926,-7.301498605129044,7.935541919958451,9.815787134824895,-9.068195828451806,4.504762088915739,-47.98000502805721
+-1.610488631451945,8.793133301441141,-9.961968852516883,-4.6447707172993535,0.7576224057042324,-1.4649895185192396,7.319056717161452,-6.931866645034306,-8.82878455325005,0.446215388513429,120.42682159078156
+-7.65247823352645,-6.54210575797306,3.8507203145372815,-5.719742306648749,2.9878941972785933,-0.0493317662084114,7.81888778643026,9.808182375625442,-4.266108058484268,-5.6153035960649245,-18.295249512802673
+9.974340811662321,-6.269241253897477,2.1343857070285854,-1.5257087235579347,6.726389348447508,-0.14859077897499295,6.428853359262909,-5.586976487751574,-3.5894436320933987,-3.6837785342762475,41.926444297448775
+-8.596743405228759,4.2420110248182,-1.914779065641845,-1.8311200680795103,2.6632373872578086,-9.85428475494762,8.65712229337408,2.5140452118801915,5.920363175010128,8.827583641135753,-160.65906376341826
+-2.4334555131864266,3.4556767250805254,7.5179249631958385,7.787844381016315,-4.6458260908242295,7.078333188900894,-4.31783499467816,7.635366099489705,8.641379589555651,6.825565063243726,-251.09543628553624
+7.586894835379018,-7.735195299856457,1.2857407910573904,-2.950008553700345,5.339696754770198,-5.9628611146452375,-0.6679605305872816,8.274776440573588,6.7923168922935435,-3.5500046646063654,-58.262975643680115
+2.0547131545060227,5.303465415673068,6.990063105731654,0.8372474558218412,3.1867066934885036,3.213316125371215,-8.081410321728795,3.8347513924636867,7.776299729865277,-2.28225627955422,-89.64766215632608
+1.0758127938311701,-8.594438844470108,-5.1004398091990115,6.521504228499737,9.303304363059725,0.3895165545533663,1.486385164978179,1.505790573671355,1.7721187295225538,-5.657468703126305,-21.585914604662303
+-4.696337336952865,0.8592436093463407,-6.967732098476369,-1.1142798758435402,-9.10238597197093,-9.205594174718359,7.212384070388547,6.249784745531124,-7.216365721103695,-3.38041250334693,130.2288932561774
+-6.5252313525592776,1.0789630745800949,-3.5848503886024474,-2.5224767819776184,-4.827681530792467,6.487499189696761,-6.132521701017262,2.613888569025611,-5.439116162922013,6.826054128778447,16.219165480852997
+-8.32727529582763,1.5832300068548633,-8.956630269653296,-0.958352637111366,-8.290544560742322,-3.2025836731491175,-2.061941974082353,0.2088674895747511,-1.052662423915376,-3.917464702734157,161.13827768316258
+3.1525119408336177,-1.9709690009394687,0.9757100834449317,4.861173548802602,-2.8231257034432677,7.1756294302681205,-0.04334418154874786,-4.893400461736393,-2.153028078588688,0.9432916144659864,3.089681316451681
+1.7533252254592901,-9.947244327823586,-9.627083820107515,2.6613829471731476,-2.9463404997444576,4.992495088944356,2.5024365178800245,-8.253407389167691,0.6633660055030477,5.087546262230733,17.086589471115133
+-0.572082521812598,-3.754291307102733,-5.859527707027745,-3.686807149367133,-0.4988844638238099,4.071108846409015,-8.215084947860067,-1.6938926101798057,-6.02734611364061,5.260327399966189,94.30822232804347
+-3.0129814019708667,-2.7354672008750214,-9.421802894555935,4.752147055116625,7.029490703182102,7.025668509310707,3.0005326842345337,7.629255605613883,4.9093552116244705,-4.822487960307969,-134.4851812896825
+6.029479880613994,-7.549466385379837,-2.870720386866219,3.536397524888577,7.8877921351215585,-9.89883986708364,0.8345497003837576,-6.374174125440706,-8.573887227940302,3.245518427616245,116.93837416705246
+-1.9537055130611791,8.716690593376892,0.3340067815169734,3.6511515143667306,6.7633083519160575,-1.5575764216717158,9.099593761856259,-1.8135636008552147,-5.355373722424592,-9.947863558628123,45.807689833360186
+3.0330431734204333,3.3509272569428794,4.484074352870628,-2.029034897005586,3.875757893505587,7.7741176408702595,7.336527035716718,1.1366375596628941,-9.245597158982433,-0.9904431443185158,-45.05939848323831
+-7.5510541409845855,7.73856331906269,-7.223324581383168,-0.6714650117832921,4.788295431758942,-7.534631621262542,4.404302184432096,1.130729861826456,-3.842914007134244,-0.7142562963730681,42.31912281307169
+-0.18307588968207833,4.851323681130085,4.984775350727874,2.332488634689145,-5.546775767485648,3.4847699694487067,8.418765033261202,2.541101041572067,-6.324867250060848,-3.504438806271246,-9.86278666038461
+-1.1060954124821731,-5.674889535683636,2.360331548723056,4.6359842763392685,2.850592642032337,-8.800151883494255,-5.386563461374266,-3.9365617611380177,-0.49886457021981245,-6.758997583687103,170.81347809040287
+-0.46305085064708873,-3.5507334481291175,-5.426678034229406,-4.771103064632582,-0.7483155394790075,-5.915478122812667,-7.369834682019734,0.1793646240477953,6.247388263187894,1.2144272914537546,67.68270763113001
+7.0564240156137465,-6.9513735608867915,-6.988280854960922,9.303056155036135,5.189964849725344,-1.6028389560800105,3.668967168863355,9.092397929103326,-1.659552456861122,0.60026646885325,-111.08163797276069
+9.762171934302781,-8.524463052636346,-7.039915530664487,-0.7085173490385843,-2.1847164101451377,2.9539848331457574,-9.925999645549338,5.184079192889188,-1.7698873068032905,3.211274720212607,39.81643284897113
+1.6415491900965051,-5.114611225189605,1.3995405134738648,-9.568067728558205,2.097049785539755,8.929132726271213,-4.7632803293742265,-8.249929722673073,-1.9901484414365034,-3.484539180204782,134.718103581185
+3.934599897143398,9.540257579014135,-8.387607286736205,-6.995536020229585,-7.621821517378827,-2.426701237241382,9.1833743426741,4.654683490491564,-4.783717185184995,-6.848473817012339,97.10772660979912
+0.1647258714335531,-5.210423193885969,-6.161746801754031,-1.7998426945025559,2.249139343546709,-7.311476253199527,5.19566609499448,-6.040984132881961,-6.248427773438101,-6.5976377700156945,207.05344930620134
+-5.468242975419184,-3.143753114164456,-3.1799891997688112,1.1599446667591429,6.397079908226104,9.21901146087973,8.556904386462538,8.059838082244681,1.3459620519808246,7.808135785442156,-281.5685478518344
+6.859726531425392,-0.9563100907457778,-7.8825594505553465,-1.0893669327221267,-9.869218927101732,-8.232006686977014,6.117541523520387,6.06773099422923,1.7854278658899791,3.9347698744224457,-21.43884270871442
+2.454143001936726,6.731286501441001,-6.851413066201935,-8.99848287758612,4.422179268951341,-3.731106606285526,8.069503456932608,2.8599990189639946,-3.735373651422247,4.09412214053456,-42.753251788404974
+1.6690968397542139,-1.9369555093338642,5.165186854177706,8.608339548047624,6.660233769818942,-1.8883709635012136,-3.4993067107463727,3.5291289314562735,-6.573974371637394,4.759789106160026,-58.7465235776076
+-6.0430782226431905,0.8536278009798615,1.0980149688453666,0.17077800204938987,-5.672883464020386,-7.404446163081506,9.646326737955972,1.7731800355043514,-4.657827904570137,3.9832294300171323,-2.7700950259075467
+-6.622113530783209,-6.622488915745437,-5.210926985842876,5.204500433823361,-0.19593242875012296,-7.877901116903874,-7.425194796961052,-9.347058635106645,4.163922963074689,7.246912223925932,84.16677996636673
+-1.6779950780395203,-1.4681995955142835,-9.948983996817693,2.7665554987382635,-6.286106336490236,-1.3337657238671108,-5.033042421136558,-6.259601023313834,-6.342580892457725,-9.974121704117128,307.98847344250686
+-6.9407640202238685,-5.355254359947324,6.889764603431445,2.9638844905727924,-0.677892210306057,-9.970011174064823,2.445854696453762,6.348287841465816,4.998329026967808,1.2874851184267255,-74.7516279232091
+3.546597682632322,-9.458706737543881,-3.9440079183802634,-3.948207849551386,-7.025852538595592,2.1459736923639383,0.7953005856013662,-4.993717215173326,-3.7704702764610754,-2.935801422165527,166.37139971368362
+-4.8366376199187,3.0898369480182764,2.8609772935378386,-5.163060777341649,-7.054510562720178,5.300934328649216,0.42427821406183286,4.893565966210733,3.5296329210489463,-6.705590177427874,10.6922344809645
+1.945828372717071,8.574668102529433,-9.854412391475574,-9.253165844568567,-4.116240566364131,-7.353419895591536,5.823756684878028,-6.13476703808999,-6.295474117079074,6.6438278018743935,114.30999597250879
+-8.569293990607312,9.467741290971741,-2.6826465200707106,-4.451820194309867,8.750659153358457,-2.6956036494240565,8.87240793076279,-2.5548625932942692,-2.2462537609179,-8.461897185725038,54.35962217358681
+-9.935019647791293,1.6204259058782267,1.1148496406627628,0.5671357763587426,7.230004784934527,8.396812337220732,-7.0223859930895856,-8.568088650550287,0.7917860993669712,4.150153413412769,-12.884191233481333
+2.2983972742689107,-5.984793416282006,-7.231827917936626,-2.578537009289732,5.381106068314548,-0.34188760512653404,-8.99917051853456,8.202129827677409,7.705421824492474,1.8384140837603802,-69.06657943142184
+3.4389404135397483,-1.8676856425941724,-0.8312105814455362,3.151748904427405,6.689349415033002,-8.224106094162673,6.259865218808713,3.371572853772893,8.404973123633878,7.182170309999942,-208.30452919237402
+1.9817651800207425,6.967236356033353,9.688043803518308,-1.3573983627117236,3.075581489955348,5.664571924447959,1.411572178054319,-3.6222737022500806,2.7469337540292416,7.419409561372126,-165.27023671986262
+-7.663983421680285,-8.425021516213171,-1.4423018595055481,-8.134050030380198,-4.955290088926374,-4.9187282834661765,9.774962613505448,-9.027370367709388,-1.2675159182241336,0.1764364887995673,132.19392197248956
+2.6647267165739663,9.087420752882764,-4.983316517948726,-9.045255967490675,7.1774772626161365,0.22043351550976142,-0.858669239085692,3.186545256962001,6.276264615292453,-7.572219066141102,-4.5362718192837965
+7.939099228880993,6.465686362989276,-5.888211805581827,9.984606034870179,-5.39661832301536,8.518465223711125,-7.449429760191557,-0.3074960638403712,4.709634566689466,-7.530908474106736,23.97874171200038
+-7.2773733126064215,9.431732882219737,6.651878840708251,5.803339955568143,4.566444723934902,2.459126763358046,-4.887052481048009,3.4941593879674415,-0.6808777450739156,-0.06284201213814677,-76.33530282052934
+-3.3766028516458557,-4.359435798374456,0.18316463413610817,-9.29780191260383,0.10901322085403509,9.512576742722116,6.057533513576685,9.182968976600902,-9.941714386998958,9.740727539514037,-129.93463906803672
+9.834722136273095,5.5741388923507085,-5.408379679739088,7.278145550894748,-9.372627898976178,-8.34899255794144,2.671490456306973,1.9065782179075286,6.1610020037032465,-5.986931946558382,37.436415530623776
+0.10582321604090117,-3.817887004341589,-6.180909491256584,9.17418669458966,6.270765089721353,2.7701334149675283,5.894217751848741,-5.5306601975954965,-5.5450132339885005,-3.1317791110472015,29.87698211627925
+7.353648383383611,3.6364108129133688,-4.781642422308929,4.117635215170612,-6.558659519432828,-8.955704331893696,6.9703756768525515,3.0582414832146165,0.918194405188073,-7.267391855636893,64.9880053296835
+8.402476916948608,1.2717092352434234,4.244259424689616,4.195248544964533,-7.682591068213773,-9.521238599624851,-1.328466884169952,-7.852262580815457,-5.99487549079651,-0.8588108590183707,192.8990386529951
+-5.418487477523475,-3.274195461891052,2.2507927523078175,0.7563988803822497,-6.804190177668827,-9.008515498652741,9.065896015657327,6.731989866684724,8.475048184116478,-6.4229592334667025,-36.566670684340814
+5.813765493129354,0.10995357485180213,-3.4969956687358983,-7.002707351338966,-5.896831462305507,-3.5952607017519056,8.307716579272364,-9.52819870786204,-5.966777563016015,-3.841759449514053,197.7641415372415
+9.639856044965846,-3.0883316745548606,-1.2522562611816568,-8.214227615807964,8.6101797962923,-3.377267263417083,-7.411363546619776,8.945885655570196,0.5635780086168163,-8.83301394361431,77.64926274012721
+-5.126886286330996,5.795787466497311,9.08269585923923,4.449527962989448,2.142876241048668,-7.403002142510027,-2.4274033055958255,-9.305080762091775,1.559836211411334,7.5975419820668115,-13.048128543082495
+1.0332537911367279,-8.85719985150105,7.134626983136629,-9.860685056597735,-9.953137043904421,0.5884546670451796,8.294058966445455,-5.0095624525725295,2.0036528216632243,-2.1521409127113444,69.65248491905413
+8.719021222207141,1.1734538065740585,8.720512850173556,5.462647950788422,9.680572339398193,-9.361960262101519,3.462167672145926,-7.705595265660358,9.082498925761929,-2.1463163894310577,-69.6454378752768
+1.2980652035867624,-5.07208909251355,7.097585566350848,-0.6188588620782176,3.1979240992843327,-2.76460904139469,-4.278066764738034,5.972133410933327,-5.492201518372872,-8.59740159820722,110.80919543795522
+6.101236734678297,5.182167703800394,1.4285727135077742,-3.5608134851883366,-0.9744812849227236,6.649160192489703,-0.5712833812482443,-2.0809347032523706,-9.484948482987134,-3.081631824611588,97.43351857024398
+-8.836421618940989,0.03366126839129624,-7.6136017746957325,0.31299489275450343,8.234500801719136,-5.001871393045159,-4.066455470367368,5.963177871862236,-3.314479683443694,-0.28580406144186554,36.24437878082572
+3.575373470150396,-2.1826082153631265,1.0883031253994147,-8.42463050851495,-0.06815694691395091,-3.553763714278466,-7.321225581477466,4.156051872715718,-1.5686166940105717,-2.9205668669843643,117.38405618113953
+9.50225079989301,4.580562679670093,9.577698322569324,1.846097108025102,-1.3320727497940288,1.6778229856791271,2.9991980042133326,8.506243226798276,5.1688211780880655,-2.533302050118995,-164.6377219769876
+6.630662985673288,-7.084850799828082,-6.086278977967828,5.916124981472983,3.5075288872079113,-6.360009162748234,1.6296990265859779,-4.9545501951322795,4.949546133303146,5.282503054611909,-42.66784121015376
+0.2620942523148395,3.5365120498112157,6.587922311714747,-0.1800609893144567,1.9914786057466283,-3.54341038034071,9.368250528164058,8.112680982256945,-3.081208986067845,3.907020769862559,-153.07981165139012
+-7.935737903818609,8.947541821591237,8.794699830622983,-3.2516508086688045,-7.612782716690956,7.941863941143186,-9.845319104871269,-3.160039719569865,-6.451666811918006,7.3761590395038645,49.78250668380431
+-6.231170498400602,-0.49200745974215865,-3.0316091121673816,-7.6370152737554475,1.6209985041047559,-5.429118943585875,-3.6587061035648905,9.463496164353089,7.709367278205561,7.1178008589037205,-115.58476246226151
+-6.956302398819609,3.751164443690662,-0.5318897741550233,0.17283030514791964,-1.2068296419288727,-1.170875597838572,-9.08164666816181,-0.5119186216659677,-1.3855326496362719,-4.107888056649691,138.4885025527657
+-2.154561852101271,6.957937525745537,-1.8866275339159921,-4.609956132269417,-0.7001241022330373,-1.645494419341007,-3.447838591116996,0.6391004744523898,-3.489233616762988,-7.492790880447011,154.8113996975338
+6.146742517479562,6.875606893748318,5.0475608814959205,4.270216375673099,1.4863207805290601,-3.444050093357889,7.368781497665628,-9.11216344122948,3.0521315144024497,6.886969103813141,-109.94423899420933
+8.131363572533521,7.511198368041789,-0.5597715999056319,8.721720051730253,3.389272946968429,1.4471364244840412,6.505124169020879,-2.433540778797767,-0.9890086260674424,-1.865239903146405,-75.97266153646459
+1.7925201561898452,-2.294047470579954,-4.142696056448905,4.381597204693353,4.391162729409168,2.4382059131653366,-7.506994240564806,1.8798809538589278,-9.931406673178142,-4.748986771356883,138.87656276036472
+-1.4820021272133066,-6.569289077572051,-5.652230295307796,2.4287963693793735,4.451572962026673,-5.6597201975892775,-6.095884778187655,-7.115139815999793,4.478337367083427,1.2654349983960445,84.22396016997635
+-7.731691651722241,4.597706890143753,3.524572543749367,-1.143280015110013,7.554202074080396,4.797527279571636,0.04022733564529979,-0.7772065363222924,-1.1646383809157679,-6.004488258204905,5.428589532417041
+-1.7630800530382418,-7.780625449254033,4.850674787153551,-3.304409167366793,-8.453119734680023,-9.462747035643794,-7.353710167899916,7.489847566314056,5.230263963152839,-2.945089845727309,92.33360574693894
+-3.2598156920175847,-6.937421067439418,4.585903225916579,9.256883266371778,0.6760174944881547,9.453569245366724,-5.846222227021829,-5.875442215240034,5.171510168826627,3.1772817044863944,-81.13714102708921
+3.768863872970296,-9.772848578383114,-4.624719077735042,-3.101096464885067,4.242983358262928,9.088849618416406,-9.580554516136866,6.6167771895013505,6.291710328158251,-7.741037637915571,4.356947703851174
+-8.400842995384528,9.710188163495687,3.0726018155176638,-3.8664869014243797,-7.197243531538358,0.8139960527861012,-7.348201939238681,6.183162642176862,0.3359694175285588,2.8634646535679398,0.6192254055263641
+-8.99571720240623,-5.011036454450791,2.021335688180801,1.6392535027661315,0.414442369442527,-8.884820221289978,-0.9478163613708812,6.273712377726373,0.51381790734635,-9.648507895462757,109.85479700403383
+-0.9996493080123892,4.234984209437618,-4.757530171337196,-5.688710772387013,7.027061845512885,3.5571515262801223,0.987603689626857,-0.4861580247148556,1.2243714843701436,4.318960451193236,-80.72762619139229
+2.7042057531147545,-7.475837715201208,-2.9648574399566163,-1.619962087503073,1.620717297776828,-9.29860539909302,-7.963967066000947,2.539465784220749,-9.734189421106603,9.500649495448762,106.90571558273072
+1.7291147864002276,3.7488247994120516,-6.451451526120784,0.14853260468092877,-2.8910458820892493,0.6804465833158413,1.2946643248002188,9.816200569103795,4.168878358843622,-8.055672413545377,-21.96636028081361
+-3.9127054094184266,-0.47875479389770215,-7.610044327015954,-3.743834456765991,-5.774480276778533,1.8756488082204004,-6.869519765614804,1.3179351501985948,-7.643791878650474,-6.760863035222844,238.0001113674119
+-5.124923202148397,8.060870088119563,-6.0521574568343395,-8.017742226288966,-6.786451173597601,2.411075211809186,-1.640509982487568,-1.7971206155271013,3.7752834476334884,-6.905631700037656,122.83716923821692
+-9.736532764040833,4.5480735870980515,-6.723202391261984,2.2475489059946585,-7.179810016042416,8.459613684855,-6.806675307166763,9.732390218682047,8.554601470601135,-1.9101113873654474,-87.95375085260086
+9.69692522638272,8.199655772732964,-8.52630008269501,-5.361722362521504,-2.0577231689981956,-3.5209507888407376,-7.23795934153864,8.99460736225012,6.50863692866846,-2.9973321076478454,5.726684925760779
+6.454916078049749,9.590504737344755,-4.430658697737919,1.3360011587272114,8.924230365742707,5.330714346819365,2.24611712406666,8.33471522984208,-3.3764740387425185,-3.7346656181772553,-105.61628699385409
+-7.694015324852419,-1.835254090539642,-5.653137547666729,3.7978956340766334,9.037707841846693,-7.028098707279078,6.490612044894468,2.1055110888836204,1.0608416573999002,-7.965125120241887,20.330706817200774
+2.96744953181149,5.658390901749075,-3.596525786660152,-2.447744374796419,-5.015010096188703,4.410071434426905,3.7058740870841667,-4.57322504487125,0.6253045857901673,9.54565183453643,-81.45603905956831
+8.46230243127626,4.262092823525698,2.601606620066037,-2.095034684164765,1.0661692136571932,-8.234896100801716,-1.0406970383188763,-2.314978061572457,-6.4041480529945805,-8.71969752568797,202.15638749906847
+7.335162763591319,8.349864475708813,-1.5664520085820222,3.2224428292990104,-4.490108067913985,-1.9027417480404618,1.980561307883666,-9.435527095754184,0.10704187169722434,8.275013227104642,-17.19145149388399
+3.2296322605516337,-5.7014853182578396,-4.9941586285837385,4.75388426735962,-8.424419651144792,-4.048034287513849,-4.400902102930857,7.013588757885252,6.050311858925284,7.867326098482119,-84.84041466043914
+-4.999947933047036,9.442211417452043,2.6891861536969253,-4.304366500555778,9.464879909289735,7.594582310838458,8.364116819964146,-5.096647492081576,2.7208834685618832,-1.0394705049458186,-126.1318574549142
+7.61994124478468,-2.954140396870808,9.49790245529245,-9.965809583728117,-5.365335274687613,-6.119815958213786,8.97959060431505,6.811832736349279,-6.359441091690763,-0.7842422036802055,23.8914912845356
+6.903895766552306,9.042679106739794,5.662386888641979,-0.897757120426379,6.829051973426063,-3.398975550502321,-0.25512567571073674,3.871414764757204,-1.0453568119639933,3.570888860472019,-104.13492170996865
+5.474569157229549,0.6872462601083917,0.9106669655022315,8.298639043871386,-3.8269390663661973,1.165713910027415,-2.108375045155282,-1.8029779189059147,-2.5638370385857123,-0.05277753256109463,25.196829363745362
+-4.436092212138066,7.993822092319379,7.390644549421599,-9.335450166872853,2.6288545204212976,1.6367997628834963,9.198471483539375,4.773704822553569,-5.063013006849111,-1.3465286991752112,-60.51787184176145
+-5.710818064465162,-4.346206013523206,3.9954805631522716,2.2652282211508523,0.6002118025802727,-8.066104632880153,7.770361648148818,-3.5887259887706335,-5.483290629944713,6.006695187397639,6.296256651061127
+-7.068018346970685,6.0387187900203205,1.5695652752463563,-5.125055192178163,4.279104337589317,-7.274180937730015,4.918246043270211,-2.18224686681443,-1.5773747761528734,-4.315272448910175,77.27158238618735
+5.306714618561701,3.4571157923824303,-8.368643479296416,-5.926484272393786,1.1603200744005493,-4.176930260710387,0.4971518290939603,1.8915188541762595,8.134356589029235,-2.261764600978251,-10.214055873626895
+-1.7860213537507885,4.184373957433962,-1.8127766441559645,-9.769326241987624,-6.906576396500094,1.8630307121599832,-4.033358234741322,2.512312288065073,-1.5623961392432872,5.932297903753958,26.903695126654327
+-8.058269539737362,-9.832257276257636,-4.620980053316954,-4.135570276619425,-4.15948484983645,5.776437647130333,-2.0063415963039466,3.9226391046972586,9.407807552535969,3.5686960461855377,-90.46553897984325
+8.996789331790083,-1.9341758759593786,-3.1049062312634756,-6.15165378813582,0.8294265254835453,5.591813036088462,-0.0881215419665593,3.884653415760597,9.152578004805164,0.5846017149877736,-124.92933101774159
+-0.6799942658131819,-6.507723227567337,-4.617560042868842,3.6343160917013417,-9.599137706152572,-0.38996387986362846,1.860008705736702,3.675245620292884,-0.5771357277587552,-5.814065009492884,87.25915346353554
+9.277304007382872,4.171175342297342,-8.299962930828695,-4.045609920817499,5.614514335639589,-8.250058186370845,5.84110897677081,-1.985846502915296,4.517720121289788,-2.7072593608878637,9.710742233215573
+-4.008292807600247,-9.12692569977523,-0.3418010990737286,-6.528662577562329,8.04852500972502,6.004938706219123,-0.5722310247489171,4.4312515022102,2.8441547568939396,3.062694451122039,-111.59118865821671
+0.4558273213487496,-3.3990914439120257,-2.5121730185003743,-9.552178967417754,8.497390678838386,2.3745817655929025,-8.464985755501427,-6.562943035713474,6.831653849954922,-3.7057883600881114,84.94338309607481
+7.430787773411803,2.814022366891591,9.293291025498764,5.573130571528415,-6.347500973498623,-7.565321344286355,2.9706155391137257,-7.7534429557273965,4.922115621069365,9.240231981628142,-78.72279433100863
+6.272167315114583,-9.745093335742968,-5.107946359803879,8.128303762457529,4.349674730288619,-9.313343224990483,-0.3905618029570146,9.37674713644348,3.7317712444966844,1.5004420594317391,-87.08100850054606
+-3.5385453907115094,-4.2591538373287126,-3.029663120157644,-2.0752565269813306,-3.933786723726891,-5.424710405823396,-5.455502527016591,-1.203031346109349,-5.620038996493262,-1.7823925450157119,201.00939751318572
+-8.556849089260032,-2.8278542079155233,-0.35003300619662836,6.361053929818656,2.284165399162783,-4.849377045329886,3.0908490461127758,-0.32701909868262824,1.5485208409914208,4.930905259586353,-71.08025647738003
+-2.043346595213378,-4.148480273167168,-1.8206002123063714,-4.268475010688149,-4.526826556245949,-7.312918369324748,-8.388257651325459,-5.491746275826454,-5.330792355024947,-1.5209212759175705,268.49909984115436
+-5.316026478604385,1.74399780637585,2.8833297269545355,5.248989531056707,-4.754759227089993,4.0179531509861555,-1.6061430750854422,-9.97364646901594,-0.2921314620087956,4.501361775141639,23.93935790600507
+2.198109982614709,8.731102318054662,-9.550623827339301,3.1664211457162827,3.470090634489642,5.594921185934629,-7.216816631113354,-0.04567599914580889,-9.49212910551774,3.396838013266812,51.43229724862112
+-3.051380269799595,-4.750431818550894,5.496993609203226,0.6215209638481878,5.836722211481977,-3.8320609787531335,9.015012713176507,6.920950916223729,0.039041744351651086,8.93511169550094,-217.42756417452912
+-3.1284557199564,-8.16892408153482,-2.4827834060929366,-7.986820751710346,-5.976080815969757,-8.243189071673944,4.135424914825321,5.619649948341959,7.209897537693289,1.8408706619516324,-15.358157270823781
+-1.483461255081422,8.202399591421155,-7.9262059787918515,5.028986375897599,3.3648316292094926,2.984942184042918,-4.2197677022880065,5.086137128370847,4.249336507088886,-5.086087992385211,-40.71842668334913
+-9.65854931014749,3.007600047593748,5.614730368721473,-6.183775698380609,0.3817734854462618,4.391702442589209,-5.094964966260362,-0.5969260052955749,-9.08873673115065,-1.4852499852035828,123.4253564161034
+2.686382846939832,-2.988210639694646,-2.8088559602566465,-2.8656185803295275,-1.353726707457581,5.844381900522102,6.741995931474327,-0.40404255113418497,2.537821220157843,5.766501458278257,-126.4355344686702
+-5.961180386686314,-8.0295431670762,3.5195853108343833,-0.3637594877024508,1.0254324206269483,-5.99612776177948,-6.400174880528848,1.9267921806146826,2.547969336923992,1.125379614850952,42.8840154307232
+3.2870960152163,-4.875846506443211,0.49887945470976414,-1.7170307873794233,3.362573251595058,-2.3493809900776963,3.4440015534213986,5.773995558602188,-0.6152609257428043,-2.418465258844471,-27.94349669769167
+-0.7561072228910803,-4.240172215982289,-9.073589784016093,-3.058827606386807,8.839021005438081,7.0960835028233245,-7.180051954464504,-9.962685677052995,2.2111767065464427,-9.073126334687815,166.25631426083692
+6.77093915732057,1.9431491852264693,-3.581661358851158,-4.891247077145325,-9.673962039836429,-5.395186500300316,-8.05396145477527,4.211412306024727,9.90851707584341,3.3942568479545554,4.042029402642371
+8.680975815487349,-7.050420873176111,1.733038821626245,2.839727559581664,0.0010704797933813737,-5.23437327356177,1.8909447903236254,2.5093511169521254,-7.433464480766146,3.4934911973299787,21.980805432841805
+-2.3092672208041964,0.19654940713025093,-8.575929876728587,-8.192532734464915,-1.2365604797350338,0.9797997911493472,-9.590686096008543,6.629105762891905,-2.0109987249900785,7.573237658021881,19.74688822984085
+4.474487598281849,-3.044971460350716,4.52349656295028,-6.766026618549697,8.622387780824234,6.682970497816174,0.24755825365319062,7.659234960058756,-4.342023003895921,-4.21054548630607,-46.391052779861695
+1.9561205684743133,-9.55274069963506,2.289943529760794,-8.167472041121064,7.832855498976872,-3.5637443562556914,8.055954525996043,6.781827131654663,5.962953801724296,-8.290286230703515,-52.33971124775277
+3.91975713492251,-0.6927954642802869,-8.079711316113865,7.016142250662389,6.094678755403469,-4.2544342191023965,0.2881852388102657,4.970532245629434,8.966356987628775,-1.699290483384912,-112.70537266531855
+-3.365891087220132,4.946618739168538,2.88812471759494,-6.180823426601516,7.63006916665862,5.755736524858042,-9.659067973180646,-4.326724330313107,-9.829842097107678,5.883561928637187,72.17481608906652
+1.0714315976898114,-7.138790796090213,-4.43042109061754,-6.020773494373808,0.6991177125134507,1.4165240107839572,3.7742176912229253,0.39586479564199584,-9.419429798853526,-5.212181564997264,149.7311772298078
+-1.9880552007981156,9.462440230281079,-1.2313387259839903,6.195624499796941,0.11147122266770282,8.855283701815871,8.366708263605695,4.742120453379092,-3.9108683644764097,-3.5449597216651463,-113.04965598657573
+8.972456582149109,-4.5749453385874395,-2.9596383234450774,-6.102638029233729,7.899570607852109,8.927317630625701,9.825147923387965,1.1704767149915862,-2.973928996884212,2.305455660867479,-130.77027175805787
+7.021831684215836,4.199652703695456,-6.136050830038524,6.18976734676516,4.728381289846764,8.536302198305133,2.429125196261588,9.997572141084309,-4.479536353629586,7.895996486811027,-229.9793313553409
+2.4415893156327106,1.0509846867797301,6.737686580657005,-7.5991243091953535,-2.9690546240486992,4.57018768725322,-4.545412064168977,-2.6595292692169648,-9.16769472466042,4.0381886501464015,91.7495979609451
+5.3532436548974305,-2.361717722780996,0.21216955187202124,1.7745549060099686,-7.477912975665728,-1.5369212687379763,8.12018594014602,-1.7930496294157794,-7.0155161895146945,4.9429765310712614,12.864092079671504
+-1.7155143987226995,4.256536244628313,-4.022529394923849,4.6221648243778235,-0.35572694347864475,8.95904088880979,-6.827211171019767,7.013236252834984,3.441940485180117,3.575934114248187,-137.16229299955077
+8.23979163778877,4.047424902031203,-4.969267894679588,-9.327362670206277,5.22949205913386,7.741468188872784,8.522887844102565,6.70730500164646,0.10628870593558881,-2.235928860253664,-125.164875122121
+-1.2360326693177992,6.099104308420604,6.85122294927192,-8.428875186971688,8.45092721215799,4.771551230558648,-8.91921630610532,-4.470919054084206,0.271891061424574,-0.7945238155449252,37.09964787227793
+1.485222145024785,-9.673505520048437,5.654592739627922,-1.4032266314966124,-9.403741287312563,-3.1388390533876476,1.6242564121002734,8.813928622963342,-0.7522568313679145,-1.0452387431723609,10.840568174538593
+-1.1759181730207158,2.725802346778601,-1.0899403269179087,4.973529923117262,-0.054019827371987184,-3.027795172806078,3.3862546610086564,-3.2440696651463874,-4.868314346566929,-0.5858362864862099,53.176221500037045
+-7.086002860543341,1.0668919938474075,0.9934403901846989,6.959313001004532,9.007511324085165,3.635852176083516,-2.480435383681936,5.342332060218899,5.921519078285497,-5.8459730676734445,-109.8863976335171
+3.803904140567904,-0.11066442820910627,5.86232472173871,-9.12342211496439,-3.8347107201192343,2.531035256853118,2.503432047093106,-2.2188321938198263,9.306419850433354,7.311261028330818,-134.26106031848056
+6.583216650108687,3.918040692584621,-9.650518653643672,-1.5726093480577497,-9.044292817098423,-2.769608552519396,5.413247749548842,-4.0551058207403194,0.3810727631916344,1.3006046635815394,63.92453027514377
+8.344719854705293,8.531770798823768,9.73662346484514,7.451941695894114,-8.004636235163824,2.5665135717892285,5.04486530364222,0.5312084510927373,0.2836288057978442,5.0259818308007365,-148.964377582497
+7.5026337098113505,5.789593243058821,-8.299162769001715,3.0229964560398015,7.594304539856138,-7.619802836430458,6.121424635292218,-8.505131738335141,6.429781755662014,6.569728940306218,-93.17124166921204
+2.271311908819613,-3.3164544444659128,4.884744026571088,9.957474605912513,3.801990756006657,-7.060977032007216,4.086646327519916,-2.103799718547661,-8.033308665817096,4.447835271895655,-6.877412602432682
+-0.8843136747744951,8.755024479832983,3.7150295552235746,-2.5163976349726647,-2.139588319527901,5.945007611232382,-4.50506896597796,5.678360792972182,-7.656728055737889,-1.5429453390202097,31.137175054866727
+9.947018394149111,7.913213772106509,-3.126039458378529,1.0330966813926024,5.804504772037211,-1.6756923834867643,-0.2784648368181819,-0.39351139797076495,3.774925930119817,3.5908064427265907,-99.82607475305723
+-1.0200516384754965,2.641511926767559,-2.418158760446323,-4.565202293967641,9.289597139996598,-4.378563019340986,-9.672702126145634,-9.668221375238122,0.046994449719670595,7.978801670582937,70.01207233210134
+1.8279788561036558,1.4342719100667467,3.7745548898351933,8.781569624401818,3.9074716343160887,-8.704890512664816,-9.339431726455174,-1.8445517229159614,7.822019637243054,-4.4359976583966105,38.71635334380453
+-7.3682518535312935,-5.971447520894175,-8.20024327602557,-1.2572867420189637,-1.604253408790195,3.892790552799774,4.47046157813809,4.334285944570899,-8.588419489972246,-2.122499433201932,69.49576135887698
+9.901210335807441,1.3754198355614622,2.351827590533928,-8.489974726902119,-8.805701381061901,4.389203053255666,4.249270492500838,9.640705740044691,-9.275285872455097,3.905606789058962,-27.91063581273192
+5.291775284415143,5.077506676016621,0.1814924451223887,9.745656201648751,-6.866603189087412,-6.502979484642788,4.984244828157555,-8.401111663984224,2.0166282552171566,0.06879278266165745,35.72939225321778
+6.073649537707659,8.409515241929988,4.682997847824462,3.606849471014446,9.629877981379241,3.1367163232408046,0.1686848155086884,-4.344431463187797,6.659674511184925,-7.453587991682404,-66.51577752880199
+-6.516410371265158,-2.308875942458315,2.4846063668491736,2.368555851406302,-2.037197224074867,5.732526951236547,8.673899336421421,-6.726151842314931,-3.5680260887664472,-9.418645353408001,92.53893502354852
+2.3077708903137717,4.86022324722607,0.809502979455845,-1.0519643704046011,3.2005106752034007,-1.6298635712544907,5.665285156261312,7.420184035988864,-1.546743675692539,7.074571768824837,-168.56936973481564
+-8.979449696151448,-4.4882320703297784,0.20053418918123844,1.599007993361481,0.3763051060744993,-9.662358541463394,6.495640421840319,-0.3337439314103885,-9.939904343663077,2.501122204438828,92.313126213703
+-5.03010105039674,3.0852205377708075,6.543758535824438,3.7801313855503804,7.812837139984399,2.7850079395952165,9.751309148375011,-5.566404837057526,8.928903826991132,-2.136405310619056,-170.58439371746783
+-2.557681685778672,-4.318350055216207,0.8730279199676017,-3.7051480349608235,-5.441715215762912,2.944235479582007,-7.723976901291129,2.703172563246754,7.14335393784681,-8.89818170831308,92.29881571277993
+-6.046317986891562,-9.625835639322457,5.827301891145016,-0.18716632802152855,-6.8855220992764155,-4.879650965310236,-4.189334921503363,4.83743416504983,-3.7280126506979827,2.604550727463939,72.91703521495796
+6.131346108539953,-0.3829137785492942,-8.0153536658031,9.790583171971141,5.247846812535535,5.789067921705979,-6.243665609924038,-2.058909796407715,7.750338693781755,-9.829870953622246,10.882121090637225
+-8.228614503450864,2.454929264151564,9.471598777107415,-9.063350109418318,-0.8563620792016557,7.506478821721483,-9.96546941428287,9.33643317390432,-2.171866227402195,-2.235211561338113,9.86967130256838
+9.26334930939265,-4.5787339586710685,7.843666293132953,5.292074889765052,2.3854103144114047,-7.485873177258984,0.5926874916606661,-7.695771377191328,9.44808507056209,7.9753887944046475,-115.47613214950694
+-6.956214125298519,-0.9360531758710988,-6.0970076409173,-9.430673459458692,1.122413134902216,5.238033460617961,-3.840558609950233,-6.830949454403887,-3.7379037525605385,9.957064453992325,46.717267247231085
+8.693306942390514,-1.693564883037142,-6.261664589408388,1.9235056518900073,9.255991916148021,0.6395968644838668,-6.0534999715229665,-4.7590085023098805,0.6902715399528181,1.8106787426811488,15.438592652316524
+-0.8357363841900378,-3.3054991651685928,-8.300310461083635,4.327032463712619,-7.4639283924565465,-7.323389794955748,-4.73316330606912,3.610314160674537,4.532677734160339,9.97789150440476,-36.776969048278914
+-7.101938283736242,5.311492470515322,9.973747389976168,-5.957518294964379,6.965033187145324,-1.6500832278353617,3.6761266582542085,-5.91605091896154,-4.400582640845703,-4.750660895588692,77.88630832814256
+-2.110811302233966,9.048503007681648,-1.2954449771396348,3.9818211547444315,6.653861651456927,8.170609148539556,7.596201777328226,4.299843250348266,-4.727889915613355,-4.799795836536893,-104.65447107705467
+1.986505420557616,-5.500838823164502,-1.6009099026681883,8.553578161881408,7.204762874708182,5.827134346212577,1.4016925370179179,2.4604347560597972,4.482784148286925,-4.298551209611539,-114.4098229169693
+-0.8554142528942599,-4.213100980848726,1.2258162974216424,5.787865054375327,-5.230707976802789,-0.6027710184975188,-3.2531115872898253,5.979393012174881,-2.8803906511402655,6.120974665360839,-44.256689851689224
+7.453495098789165,4.797966816963857,-4.863567044742947,-0.26250931915294595,4.838149002936545,4.428554463324312,3.7654277010131,-4.217391020009435,6.495848841132277,-1.6387466583699783,-83.40570262484057
+4.500363942955186,4.853993390911691,-4.878780351408181,-2.3045911173420075,-0.48619231391194395,4.390649886029927,6.1913448393078685,7.302951833550737,2.216767698843234,6.837793234824647,-200.42923533341246
+7.060459831059873,2.5803273356118295,-6.629181952120611,6.1035848145291745,6.938081420492255,4.760593175122587,8.88039877606628,0.4039772003682929,-7.550421689569844,-0.6583721849140067,-67.91535057320132
+5.275914675685815,-2.67066092593238,7.364089838942808,1.251918437133186,-3.169423903517239,8.566887611724939,6.3049050971863085,-3.64988394217862,-8.28994057866289,4.106831029703062,-40.016147298605794
+3.5189542146710973,2.22729250877439,3.260930608764354,7.049309989166854,-9.417481756181758,-4.420430454982089,8.539219009488468,-3.785062996467159,1.8897898755577502,-5.289419785289356,38.15907749011009
+-6.0406415190400775,0.5969561011245994,-1.516508417881448,-8.891781756203832,-8.123127723931923,3.598377059009865,-9.78218766793969,1.0805434085559296,-5.392454932396433,5.169626245605558,124.31689842247393
+8.862170878531535,8.117022469733367,2.0529181950543562,-7.122887451639411,3.897769174392023,-5.903713449126354,5.8858848222490145,-5.62992751289695,9.720790983011149,-9.5079399403733,27.71604755543726
+4.933740155430093,-4.158736645566852,-3.900980789742512,4.73438921136176,4.700486557570745,8.262806389196642,2.5303742686492825,4.744599612006082,5.937338408639848,4.233402245221334,-224.40184054438052
+-2.089859240229528,-3.8853503898079134,2.190066690040511,5.491989794824253,7.85104537978045,-1.0294607426392655,-5.550867657335075,8.886089020133417,1.9321859714093637,-1.9918874010284116,-78.04008128789236
+-1.3760936560405446,-3.601556219713846,-2.5974119423412034,-2.5797851799102633,-6.033258274537383,3.1777114991250244,-8.50044802348813,-2.996408021561794,5.02890080742408,3.9422761726854127,39.8653792210777
+-1.9728020424701986,-8.508819306413379,8.050701809075619,9.363535648688178,8.360852539212116,1.2860165557573455,2.35174232250696,-0.7880265497947581,9.332212309158265,-3.704767349122162,-145.66469122628084
+2.3170327747913433,-7.023868726247056,0.9681023431767666,-4.313769817742341,-7.957543775928815,6.578214970100291,-9.85849595794691,0.7938703378070766,6.400168148156786,4.406081931893087,-9.328837297395799
+8.089740823640899,-6.665583943252091,-6.584311250160604,9.489179102009878,1.441891511752278,-2.9440455906491003,-2.1731174107399753,5.668432838621191,5.63989898360296,1.4255308030980274,-94.8483117148108
+8.550439693095967,-0.6836263647223784,-6.102719797558509,1.8544658983765983,-1.8240542223722644,-2.625460609855237,-9.66656887759678,8.707707522819831,-5.0052755987770485,8.621935639012953,-11.308350466579778
+-5.828684425211907,-3.5452766527327784,8.026227633479813,8.610702311868616,-3.3971797047661,-3.6894243041234698,8.960846513608642,3.470729427465933,3.948310406132778,5.622762544039679,-185.25130453612292
+4.02672391775819,3.5685306240472414,1.0316351111585909,-4.261773275440765,2.1309325965061032,2.7670878241539687,-3.7165415969367954,-9.568804635757044,1.125039772908818,1.4841109897452265,56.71009790743024
+-6.575955223442724,9.13942578718075,-8.955959464203403,-0.7428550674949119,4.627798644241457,-3.950645131755981,8.825535462813844,9.39422296554001,-9.041694743889128,7.07266936299585,-103.39994140535042
+-0.23825571296002046,0.7055340942858335,-0.8528172888784713,-0.9242367776621152,-3.491757710609913,5.679573516027963,9.41548792065269,6.535413538924841,3.956165648764234,-5.775145772613559,-103.19531554822967
+2.5714425330378754,-4.687761566108013,-4.034323736746286,1.7015012738532453,1.6928285457051295,-7.704700566383513,7.779562430475979,4.923796163503278,-5.872687439859694,-1.623134611147048,28.383248233908855
+-1.7608115904537769,-7.209739606158985,2.0282688217023948,6.457583215774381,-0.40117300879646933,4.590779770240481,-1.7090036441744694,-6.758268925957058,6.828425379829593,4.225627241826784,-75.39239253340058
+8.407655699458086,1.6150137322091807,-9.257142583092342,0.8414252057689176,3.387941751944481,-7.122570175562528,-8.716444496707416,-9.57540776507856,-8.218087356226606,4.795585417929777,204.9178197801252
+6.923334090657896,2.033823539570747,9.607357982053667,4.988800474014621,6.719848253207214,-7.778335582915896,0.44147801783144924,5.369003018293938,-7.597881118815353,-7.370172882686417,52.52558290483693
+4.054290114984482,-1.7892342273501383,9.004792773789907,-7.79904395153777,3.9713657437941907,9.116491476751197,5.914309966846718,-4.987331537946571,5.242525995958611,-9.395153433431737,-21.112249658828723
+6.40784733328571,2.4601855379455184,-3.526922408098818,4.869376469117448,1.9024279595012805,-8.517558045352162,3.551548920275327,-8.2386219199954,-8.903128077367695,9.001242271046422,55.97057775757827
+-5.464211201025446,-6.615780787418386,8.817061043712462,-0.11174743155195621,9.410464620348659,1.9086404226784026,-0.0838633384862364,-6.247655313790688,-4.351144874588027,-8.340204490994454,110.42125576999508
+1.113259024903328,2.150902260023848,-1.3292413860023022,-6.359314685280744,-9.89342771320352,8.552125956999387,5.422459805248083,-4.909340694718926,-0.19864492341014284,-5.880663443748344,86.7966079660951
+-5.929020603354072,-6.837135259428742,-3.7335409163829625,-8.25733808062268,-5.4670071787758605,7.473587007699485,2.0897388594841337,0.1743708212539241,-7.381906897197805,-3.7633503864093876,137.19028111272303
+-7.055798562704849,6.742687319213816,9.248487787588047,-3.172031956271435,-2.2198622004059643,-7.723284846559711,-3.615166088024182,6.37496781439798,7.825120289464369,-7.05085584660184,12.891058492995693
+-3.9705205624201723,8.940879518177319,4.711962737910833,-2.0641812043489027,4.016401479714313,-0.3111948096033834,-8.41434985164923,-6.096959877333763,3.13974525455206,-8.145257866571594,126.67379368150586
+-4.897572808497284,0.9630481974961258,-5.512561184380225,9.377921989963305,-5.814283206385893,-6.501085666740241,-5.200150405291537,-2.445703364381957,-2.10343618860789,6.192340770430322,66.70061123841008
+-3.5846235225972833,-4.523647917080189,8.466001798542875,3.1068539325312705,4.133770000069221,3.355418214572372,-1.875908103391799,-7.242251736567933,1.7249067910049076,-3.275351624055216,25.994111278064246
+9.315511735251068,-0.12047263553346621,-7.222800492384489,-6.869658337957516,3.6716713851607152,4.995895730557358,-3.773223368220926,-8.153860125860797,8.349286649119922,4.856743222120203,-36.71564036512343
+-3.7353582459092216,8.481191876647387,8.415149645931743,3.2688926315179345,-9.461157336780268,6.560092807092925,6.888177426123283,-0.5198267143830293,1.7149889838016974,6.4308201100460005,-164.1846096341273
+-2.0087546250901256,2.87079633325656,-9.560727817385153,-5.0253258780643595,2.293254212913811,-3.595744066774531,5.327252171813875,-5.425492720303282,8.700144948760723,6.124874907212101,-73.71713598573534
+-6.101982583484828,2.588051542732386,0.8117697008705793,7.83239801181473,-0.9282732846076436,8.781757509282237,-6.558570593030824,-4.325092451792023,9.695957410414945,0.8170347347682605,-92.56880469393613
+4.086499422746616,-6.0812130295515,8.006753999810208,-7.718090129292234,6.551518950479604,-1.683671219895293,0.3938983067505375,-2.5905908610454342,-0.9836429249248346,9.00651378818248,-67.41392112106047
+7.428745136831236,-4.427631764589568,-4.0004801109807815,-3.954324486704903,2.338541675015675,-2.68952356877042,-1.8609064014281729,-0.5718698587179061,-2.827182038155127,-2.536638956501418,106.21596345302015
+2.3675850138892773,9.732882407191996,-4.381944376571991,-6.181635998737313,4.732624569167074,-8.20049248943346,-5.46894462828214,-9.15356118524113,6.103996703916108,8.592484956180062,16.087012693476876
+8.517238205901432,5.736194871864322,8.944181100175284,9.867352094323428,4.170431099459082,9.42080855066769,-1.8735019257340357,6.63954974744107,-1.633592466413949,-9.593764974828607,-89.13120849279657
+-3.0908887172729393,7.150733677116923,9.201862668592085,-5.867133213214977,-0.8157368511646923,-0.24298259846363246,4.970701877526351,-5.3619481682769,1.228213265166469,-9.068748689109311,80.42218277827033
+-2.1556037638220937,4.900452086859652,-3.0637806864199235,9.780911419971325,-2.1300928672192554,2.987773990075153,5.109145362909344,7.398061352989435,-5.013814758919315,0.631875504638828,-97.71601977106923
+-9.218989658455719,-8.036352368367295,9.645896239772734,3.5576841833082518,-1.481862912056744,9.78216620735042,1.7007087268557797,-6.16084819611844,-5.816093453152846,0.8397165028569864,15.907403214194268
+5.17725694808326,2.1874393535142267,-8.702526080155534,-8.160674587760674,-6.727100565663711,4.5803079253998895,-5.597764877449444,8.738140444508955,-4.539216560384354,-7.804846526473115,147.22013887709815
+9.894372126336215,-1.8422599352206603,2.405266800321819,-2.997619790657733,5.899967218063516,-4.773593544813637,6.914366871188074,7.196003157872289,1.1896771868717604,7.899520423493607,-195.18802978317927
+3.9580032246974084,8.983349089761525,8.509583260017244,-8.27609835309091,-5.506811488134151,9.00568423034745,-6.541756692625897,-6.524424137704672,-9.78908939977654,-0.1105848183445346,149.59526396138577
+4.540404900644594,-6.382628405640151,5.04907737323162,7.240930011455562,1.254791298741842,-5.010375921543044,7.443792528736244,8.814082423640269,-7.8267245430446675,-7.227821847814355,11.404279016750898
+-5.097973270735561,-4.88141787060459,9.310085902440065,-7.692251489917252,-7.665614559235275,-6.560613008621436,0.8030242522452191,0.39560151897880536,-0.5080448934761583,6.5455864516766145,29.340454045329984
+9.29812117631247,-2.146136230779734,-4.708045772762636,6.435924093262604,1.5033709881334434,2.9026989163801553,1.0654746549678418,2.944958383240215,0.31988532669591674,-2.716000599090369,-45.727509627363816
+2.1342077995669584,9.47370861282205,-3.1090229583428153,7.619031124418361,-8.809474181572735,-6.8230695912063855,-3.3332214983057407,-1.4986964740520015,-7.833078193422647,5.5169055387898975,96.83118731534971
+-6.072042101246411,5.623052487233817,2.0900477749363855,-9.279983125944957,-5.299765829849452,-2.80786846243797,-8.225305360500892,3.211735018097983,-3.7873432638185833,-8.464524703437789,223.99259520404686
+-0.9113008320319649,-4.733942972662215,-1.3919673421903989,-4.1284308314670355,-1.2170974478517893,1.9479023183263444,6.89844505400782,-1.0921315286238764,-5.490286683864385,-6.589232686883064,104.34713126461868
+8.99648960225283,4.431348856768329,-8.44703391806046,-3.0491034205253276,4.277152007711649,5.112446519920672,2.028963503088115,-5.616488371229562,-4.926900123859028,2.2228787835577246,23.91705702238225
+9.448922523153087,-0.2663079198134377,9.28099267554736,7.273877411970728,-7.86711558700635,2.0798352341388915,3.5420683781145956,2.8859321698941853,-3.8229309870438866,-7.138859207974959,21.95161926304079
+5.4501577096807345,-0.35082751014438696,-5.951791693420862,-7.033270472701503,6.698395768487342,-3.06810039708324,-2.1275900647914225,-6.864889839737858,7.063532673695998,-1.5350542717016236,51.59099040398965
+-3.3535720079387454,-9.968795632516725,3.187877331016158,4.3274863652393485,-2.602987369084324,-3.5328712904834747,8.262984858721756,6.098850826362465,-4.953930254449526,-1.1681242812122639,-16.217455813780198
+-0.27588511079265077,4.0623109782682025,-8.784395664808953,1.8272792882880573,5.41744896782456,4.473712605791336,-6.595696420922366,-9.296387200869866,2.988910836376868,9.76462682377175,-42.90698376086475
+9.355030932253994,-3.3503091362389936,1.388323435196006,2.762222733244324,4.504629884016307,6.211993999752066,6.304992678399694,3.956131950181787,9.975873614461632,5.388726917522173,-294.70342932053904
+-9.998676087587942,-4.2452813381046495,6.968767887414189,-8.00091205603067,6.911837084360879,-8.233548014702954,-4.681360632513918,6.125006320825095,-3.0877830554851116,-3.4894825426928744,94.09381474895068
+-2.0007595737731187,-2.415121935897069,-6.175789692036426,-0.4689322495596304,2.7234319730006384,3.291530362441568,-1.6025128198140393,8.01211044463473,-2.201786033685702,-4.333954219055778,7.997893647389199
+7.358842492588165,-9.375980245419576,-6.430672166998397,-3.6787366365337104,-9.003960475789894,2.2162004120647194,4.273358489725762,2.01141731761888,-5.805561580810526,-9.13728479387277,178.8049353688829
+-6.687373130478571,-3.1386814569922605,3.3124014765339016,-5.662234504820374,-4.282433785695476,8.439481816949195,7.765827828171393,-2.84031652985522,4.183632806306856,6.850360869003172,-137.2551320224134
+8.563249665062038,-3.359821967075851,-7.125323989219039,-5.686749257242873,-3.271686269133811,5.00427638882496,-2.8006704947762806,-0.5386923350853401,3.167568539031873,-5.509027746969313,82.85853240979871
+0.005881648563341724,9.453162151645207,2.4167991198711336,-3.618188387132586,2.702478675483131,-9.510925472385052,-5.102642764927565,9.251084264015264,0.2742889616420441,-6.184364198483296,56.46589223979269
+-2.573460500057021,-8.368146170097992,0.9110675278641645,1.7863235009349232,-6.790883494788968,3.539951703116422,7.535413980713555,-8.49888496077896,-4.773494036374457,-6.380562379939169,146.69959452808985
+3.8756566936603853,5.936534312249922,-5.220372399862631,-5.714724436644982,-0.36688447673577373,6.270487203983284,-3.0593908228881705,-7.327692235345404,-5.15122924272752,-6.254543512672446,179.29627479297747
+-8.566006647624473,-0.6328268375477797,-9.567340225163484,-2.25222679154395,2.850101856469869,1.427002200482308,-6.613075062248597,7.727666259763772,-1.7627695351217554,-2.996555148506832,59.36440880207009
+-8.146911251907786,-1.9635904043683117,9.912100490103423,-4.7425099707489915,9.59292009715347,1.329014610024093,-2.520285334926884,-2.0512244459858753,-5.066710382680242,-0.5121870468087475,33.72941276201154
+-0.23545124878037837,3.0726268857320216,-4.97485183079907,3.251383719472627,2.1768738169867907,2.2346937000067624,-3.200897837929493,-5.792411292207833,2.111265838210392,-2.8930716034405113,54.43349806695209
+-7.611836030768746,-8.83549555261654,-5.738334791623423,4.218986355126344,0.4854540833787424,-1.6874043909011816,-8.370893330503634,6.238913354702196,6.825585988530234,-5.265380048244839,36.020273283014774
+-3.9072732329626914,-1.1450649161987436,-6.182261790583303,-0.18478416164627198,-6.3865951084358175,-4.521061404421564,8.054201407638978,-1.7997179327183432,-5.9359616660062375,3.5381244172484916,64.0711579223741
+-0.9560896113294537,8.91358249492258,-2.2716547753406924,5.492601927254002,7.477901405655674,6.546682918437603,9.974283642324359,9.842724346915597,-3.873496253724602,-1.851722303077663,-199.57991474296335
+7.795277102043883,-5.187887303957497,9.020700330206603,-8.53444333389254,-6.183988506139602,-3.1282009026765523,-6.044451244183502,2.915036550619796,1.488021742391945,0.1397371488461463,67.41841262429661
+-9.410171778240816,9.137066007918676,-8.365007868715457,-2.8795814634196026,9.826746303853799,-3.952151628104885,5.946021273284949,-9.968646854734729,-0.2570404912591795,-5.327365252286514,99.45967215003924
+-7.721101436814721,0.3465699666332056,-3.6031713361685647,-4.6896483925736066,6.029398983308372,1.344515012204368,1.7822554549015246,-2.957320391299527,-0.2585193895440119,2.7729997188950106,-12.251602965226446
+-7.166002747610277,2.938193758275842,1.3236519255031909,-1.6655705479141436,6.249465044412073,-1.5884191168741157,7.275101403260916,5.422826323645211,3.489815814368127,0.7843383858244968,-148.12879585018027
+-5.555335903728231,-0.9632888221952829,8.136328616133335,-5.687259550386859,-6.2939249761924465,6.797950153515289,3.5460671122052623,-7.3552663198273756,1.8232597277308793,-4.914579303864677,66.39030309324333
+5.662442922698137,-1.1846592197149386,-2.347113148324995,-2.2850864191895237,-8.658271056618773,-9.436050561086946,0.6875434391262014,9.354622445207157,4.824458975638153,-7.563186880657171,68.84843032849741
+5.065340162082648,5.213569273380621,7.750280338947153,-3.7708205015403773,0.2332856375937986,-9.378534964536211,-1.9999622938456074,1.7303933734297505,-7.876690499196357,7.932807440372449,26.596538240079607
+-9.33630363658624,-2.187403343318197,-2.2189710309371047,-2.441988262030048,1.066534603565088,7.4589034294013,-0.5803650782827252,-3.1433773239112273,-0.2980718368307933,-4.885398406665152,64.26987105080616
+5.05666147243367,-9.533404877141523,-1.129677270871421,1.4655930401022443,4.746930123498814,-3.1104350473365217,-6.983572910495028,-1.447181138830751,-4.5015470130468405,-4.862626410985602,159.72898826794577
+-6.041406226996209,-9.273859419779996,4.7337707798055595,8.797326231633667,-4.742898455559166,4.642191386024819,8.573681039963098,6.20056635190921,9.02218336848263,-2.595384457455754,-190.42350380884312
+0.9289659818515128,7.2899673028906875,0.4866255414512355,-6.8285640609941645,8.681770836819961,3.131487671614035,7.512767510094365,-1.5250223851331057,-8.464158644245297,8.506342742815264,-98.20769009986455
+-3.2246304071924325,0.06115602686015187,0.9653728321222443,-7.896999929709203,-6.536070027165719,8.220566976762342,0.1589476190536976,2.1297807550420944,-1.7376714962811102,8.141966040570336,-65.19699334040648
+2.539097075615373,8.276995316612146,7.505554320818558,-8.685966878750557,9.673991472882918,-5.795969189142996,6.552518781574608,-5.995327824792875,5.9507694435397855,4.440710475438299,-112.63552878886664
+9.721076979490013,9.377011064212898,1.9233528821894175,-7.1872309451963945,9.78361512249249,5.481456140819036,7.3081567072435405,2.7386787964400616,-7.845950494952538,6.10129784792,-147.2942125011308
+-0.44538563781987284,8.988867747714973,8.915120180640079,9.639437038187381,9.00584713845693,6.292849463758414,5.342250827917329,3.471320101794848,-4.187813173370529,-3.2216728153169583,-157.7813621874459
+8.898957116801196,6.788588191367781,-0.9075597470975527,9.111213686170709,-9.228412184438039,4.788653842402761,-8.679894067674372,-4.850606800327593,-4.622690533944056,3.2923065228072645,73.29504556108624
+9.941683251274124,3.924565659187964,-8.02287614906193,-4.96172742771985,1.214756549405156,3.154174334596649,6.273205287342314,-5.806101058756901,9.76362196776009,-3.150758913627718,-49.73291768064847
+7.241783918895665,9.032655510820861,-5.975492035818317,-6.0512163097420135,4.199774451458936,-4.596539216088551,3.4927083340520926,-5.769794169563585,-2.0912172924522987,3.9315753476952997,28.38161084516945
+2.522279418320852,6.393146766373077,-2.0356749511466754,-5.911850779289434,4.084492056026265,4.18373513588167,8.352856969751537,2.923243258949888,8.251783874802246,6.760770628004201,-251.45973541650173
+6.764873104083328,6.1508158504512656,-6.328998487705684,0.08304350043784048,4.071777156206462,9.707006418785802,7.672024912815352,0.13345828380518787,6.170784072651485,3.103858271460036,-216.08585540867944
+-7.255568441415146,2.0787649977070144,-6.638416568065823,-6.971067152778034,-6.501299716475999,-9.601574505113891,-1.691248334322324,3.748447110738944,0.7107983408173513,7.913380296437338,41.62753053354622
+-4.665357288603218,9.98178409525831,-0.5379281446595363,3.9179479841066156,-9.544044383275567,1.2515822452899839,-9.133958486478331,6.7254177004572435,-0.41660332581546555,1.9048812553167527,8.679532478175254
+-9.80697802388942,-8.188717591073756,-7.146391197754038,5.624644834107015,-8.60525883109167,7.46037068410774,7.233002040879553,-0.06362098973151209,0.3876317770017357,-3.4163834506886293,7.436100638316032
+-2.3330520039580094,1.1647656482479207,-2.014971009434423,2.8231195881839954,9.531358048177799,-6.418807231925885,1.0343436346932156,-2.898115535915793,-1.849262564438967,8.080408980778948,-59.33909814807724
+6.941943255026701,2.2881270857860603,1.269976938255073,-3.6794436626626625,-3.138465439530631,4.266624024060242,1.178861847813053,-7.280389293524925,-0.04313732219755284,6.108338337306343,-17.426203540914628
+-9.914754215199025,-5.779048884647033,-5.8459324878708046,9.312937378096729,2.6288804199589944,-1.3466071923965894,-8.27839473656329,-9.362111262449808,-8.422515096386435,-3.4492698290240664,242.79897373579857
+-5.793447902921953,-5.514018181194729,0.5491103103999428,8.010457075317383,-8.12784755756056,2.165072590965551,4.556323818869479,-9.118513776371556,-2.0002952759261894,0.079336475210392,72.7774979390889
+-2.905171976295984,5.967520314143606,4.489342015863076,-9.807679503290863,3.7245160106170205,-3.3817468429304154,9.257959938871688,-1.574065433157621,8.928676370999806,-3.660497197063659,-74.45599128578284
+-7.155473524746537,6.954265962237036,-5.97398754596882,7.1675328894587365,5.534323034795934,7.139312423753205,-8.941541867596092,-1.4574945115959803,0.05359516670645714,-7.065135875347924,60.49065316219442
+3.254631082562982,5.103961098988561,5.666976153826138,-9.888883615835564,-9.230654945332384,-3.750147488691713,4.593730461038272,-1.4240672029680534,-6.6775447414738665,-6.638825165165089,186.62054812440218
+0.46999967722838765,2.7404793286689477,5.806317616662351,7.959595173448593,5.519704963603176,9.715632972616831,7.418291407620117,-8.86243304477613,-2.801076469063195,-3.9270435159598738,-54.9340503488993
+3.3473096282000703,9.661841754922563,-2.484077061790455,5.425091657499975,-0.2969918181314535,-2.881830950770028,-7.156527267908199,-6.105121183568823,7.580222011710747,-2.0633232188959894,36.741984244642346
+-4.751106968284398,-0.3116349156084186,-4.183397679148982,-8.110292840439993,3.3670542223923516,-8.385551165554563,1.585768054113652,8.178809888500847,-0.7800540410828716,-8.758583713670557,105.30596178140601
+6.3441585675789565,-0.9700777775876701,8.849657478551364,8.976942639061106,-1.782843089749211,-1.3298070892240355,3.722956539575799,-6.1762319957276945,-5.637850596343268,-1.0771075724893175,38.895156425523936
+-0.048368241173755155,-0.09728138732219005,2.6879742521520056,-3.450278422244515,9.79183402583889,8.983342193666788,0.3684023994026986,6.177349285416433,4.515722700532274,-1.8466837439375117,-167.54252716433828
+0.9515399110236022,-0.7770478377138046,7.703301318945083,-4.645193318846812,2.7356513017500284,-2.648315387422846,8.263112047966379,-3.2280989541388494,-3.278013497916039,-7.989782584043819,79.09933624880836
+6.375265866868349,8.247223201576945,-7.032444889860658,-9.003111447681924,-2.5577354049816914,-8.765703212478993,-8.896726448380495,9.201505518071114,0.2903406601365277,6.760141602831209,21.570960472433697
+-4.490856078147645,3.233486714578717,7.545376891226954,9.531146461386351,-4.902870583316236,-9.498872858886143,0.08921539875111018,2.025067571245087,8.570342622710767,-3.1292112082238055,-39.888084851384264
+-9.193380105509663,-4.729072597003123,6.38029851264756,7.972397532421535,-8.517970399394596,3.1345935586628526,4.299577707106299,-0.12404981406810345,7.2842536867465535,-7.807684539863821,-21.963585843620166
+-7.705938950635862,7.654768175561659,-9.001694791216222,-9.627573125484762,-9.825587670820266,5.2398853914286825,1.5464045063312049,8.391849003926815,-9.102887651938996,9.412268112780279,-10.83750029224299
+-3.201551340685813,-3.7907798371900303,0.6615847562341726,-4.803334950329421,-6.950975432086095,3.860772572185902,4.076898995946879,2.2144140073926732,-6.59462825093078,-7.470716038318413,131.90054669781657
+-2.844225637403195,6.90841211587939,9.508003889892414,-0.1017898876282608,4.745613482957185,-5.839946698641918,-4.800029463438733,-1.442366506280992,-0.3724916444334192,-1.0807525244543936,34.46573198409364
+5.075414194782835,9.36178840275659,-8.092486859029858,-3.4127036588439785,6.8613995783156545,0.8412281832009261,-6.711518971967236,-5.731662334077072,9.497794505769496,5.930817424361727,-74.5484729333543
+9.1275885184686,1.1235147504999632,5.617150860752258,-3.4146810189915966,0.35256565776254467,-3.356874406466208,4.77120873362032,-8.718074366352294,7.93613868683658,9.298709212034177,-120.86571755363697
+-4.47144820165758,-4.419331132893496,-6.6578665569643185,-8.050857831277947,7.685955555726407,3.1366867138229693,7.052993525856945,9.776870139892925,6.751254210909368,-7.380233319660294,-102.89018380117702
+-1.1415417466708844,-6.778155093976022,3.1769819884191275,-2.2527266418133363,-2.907966623285838,-5.786613593439802,7.48971344515936,3.805496812810849,2.190926690874777,8.578529347741517,-120.91536040128152
+1.2424457593470883,-5.420600110250082,-9.390868282615612,6.837901309750767,-6.774660818860907,-3.856554633072966,9.249845972283211,-7.7986952186152925,-0.9638605836915692,7.357902161098608,3.3502493809111673
+1.5532962173241782,4.004798745161966,5.890505374299044,-8.906186154944615,-4.9216839383348265,4.605703135615975,-9.85518183444611,-6.04800356366259,9.31917855718419,8.603863841920724,-43.31382409001039
+-9.13833881160752,-4.573717396847545,7.231747891716703,-3.9779350257689083,5.217985881331102,-9.948923239464083,-3.080128066732697,-4.027929218084505,0.04838017747375245,0.7879613317896306,95.09073735039053
+4.813554248472136,5.6283142921558955,8.144471880053224,2.080312023188342,3.7422033458339787,-8.784224739375173,6.089049220452079,-5.612938885528067,-3.8662889830365255,-9.346704344393103,118.7774071755972
+4.479304840460719,7.60360887949054,0.15479399560671014,-3.7026028519401954,-0.38836825154214605,-6.898243717329908,7.211285469286786,-9.099535430789917,0.24623431635368176,-7.823109448906244,139.80396126344095
+8.19015874244899,2.813530386232135,2.0176331436763473,-1.860650497480778,0.6527263849239207,1.6450348696426653,9.939109734918931,-7.576503931110805,-5.299710365683053,8.015358142083429,-63.048955711876445
+-4.862137987513115,-3.1579613481494317,0.6073869357416628,-0.5926372709454064,-1.8152636862575444,-7.824036906816478,8.566753518272737,1.3618362312795718,-4.519142387983774,-1.5372135700888134,56.504606000772526
+3.562875234640779,-8.281051393438068,6.50039535903483,-9.344030780977961,0.20548968917697197,-9.92024261657803,-9.07961736595534,8.687903770296966,7.044871753657398,-6.514760384407447,88.47645159448241
+6.7304784780694575,-0.7990902493831231,7.205415560478503,-3.115736115130354,9.145887909124673,-5.784018014715134,2.603415972906127,-4.832489998422362,-7.418731864225377,-4.244568020935889,107.65795035087523
+-7.77040102629134,2.9263595875979287,8.999980235043783,5.435233715124578,9.91228987464947,-4.745118841087086,5.155544887486183,8.893721588883787,6.439629734551935,-6.002295289788284,-168.9580474747116
+1.1038715775043095,-9.852064891703234,-9.818108446534877,-3.632977957500443,7.139739038778526,9.084154828248877,2.4883012224762346,1.1392930239217147,-9.143791348236213,-2.8324603865043207,60.154731707911345
+-8.79515967981532,2.5006681769598904,0.8567302207888794,7.211545308994378,0.17424244777506814,2.1509069190464003,-5.881824579416315,4.10484574602725,-3.2434910824433616,4.250048404727103,-43.41632552459728
+8.924134453330314,2.2611733444453153,6.922905500654628,-9.677456145879193,-5.72009255206241,5.739279537754256,9.998449608841504,-3.303692387802726,-1.5621823153445136,-4.434915334835681,17.13019524948008
+-7.743038064194446,8.710709666792557,9.996124779221322,-4.7805767433127055,-1.4195068943263522,6.828637072277724,1.3146006398088628,3.0247812602895086,3.292747628748789,3.068389295186593,-144.9186110353208
+-5.484830960599794,0.28342090770641537,8.268584786921046,1.684603809716032,1.4716057802657634,2.150275770244081,-5.203644373602918,7.712228107773587,-7.43568304421885,4.927065602385074,-50.76386261836023
+5.148377168654623,-1.2101261115454731,0.8816292145331017,-3.2699886508132425,-3.8385052162449718,3.400157796599481,7.742567945475248,-1.981720157791662,7.0802527160105,-2.57859472922378,-66.31212524788864
+0.8352443769641971,-4.628744369130883,2.4031941440118243,-0.36382727817093397,0.04015588017930227,0.8794115538565195,4.715556571974031,-2.35582118733644,-6.697687802354801,-4.410430877084295,91.16140008746692
+-1.9558747918486552,-4.865079524702962,1.702190726521473,3.0033393472751,-3.465808458950186,-5.437840362596027,-9.477493059193545,-3.6563330914324754,3.709639663418829,-8.853320856840636,198.33964954047005
+3.070969504191101,2.4137857036485832,-2.8249801192746626,-3.9106441553792393,2.239843313935961,8.707068283729766,5.2352542680644465,6.239714217972468,-0.19498821381245035,-2.3105930366381533,-106.85251759722912
+9.214981745986401,0.2774924332101425,-6.035424898860347,-0.26150384682982697,-6.105476249596697,-3.725960530241621,-1.2053103176357682,8.921079825960902,-3.001656417398453,-1.636257304922355,45.792865205732525
+-4.099467450881975,5.827964212697494,6.327139600265945,8.575703900802235,-3.233472121461598,-8.519277580225443,-5.049742414899101,9.923740220595388,-3.5558676184635396,1.6974577716129624,-19.04643305282315
+3.0661211702335422,3.929955045439306,-1.7819000797703177,1.7874278873707627,9.323258734333129,5.3588763141215345,8.992177714376517,8.930517537309601,-1.4955770440434146,-9.004703201717572,-119.15788938623331
+-3.409412251533941,-7.057740997742616,5.207597139184134,-9.238849757267506,-0.3093840652170421,-8.719188249835879,3.421652209171384,-6.749727645198562,7.077534669444773,-8.44028174748651,147.29285931587526
+6.8346250089128375,-0.23964274125362062,5.439289310637481,0.1594969805877522,-2.72794231860622,0.14246110411052948,-7.862681595778702,3.831029101300818,-8.849330520504232,-9.557112031911878,192.7327653277334
+-7.956056014034125,4.583497385496962,4.89939525483416,4.156318029087589,9.722448131361755,8.37026109495853,-3.117679263918298,5.019380282815216,9.901583986295412,5.224747344097668,-287.1366046949568
+2.5972713891802823,8.132256641421158,1.1443781736668557,5.39838433209463,-7.293446947835232,4.869198952718863,-7.406109633086229,-8.294306919595044,9.206695659561646,5.4961067365411065,-52.95391903321558
+7.882809403489281,-2.70212159798201,-7.070480142432551,-8.150842346164794,-3.0882584827883375,2.075594829355998,-8.386031455421982,-6.707885808556258,-9.955667782951164,-5.058330346056346,310.2734309711664
+-7.562703063827034,-6.285943755043504,8.469384516873426,-4.958770601385167,-1.7532325427629747,-9.749739948293074,-0.25778218331397706,8.600884445039004,7.7395523496955025,-6.792840600665344,17.442713743470062
+-8.352600505067011,8.86029073875466,-3.691254715258425,-7.915746826175067,9.357846765256202,6.884327341752858,2.3747688398949585,-7.616750370496391,8.096792519996994,8.17274969832151,-161.81225484624085
+8.10469705681909,6.796525297874252,-5.593545981470831,-0.2200751370982501,-7.943713839611828,6.16551205564555,9.8537902875007,7.783952291829344,8.39365413100894,-8.788095887278045,-117.03089303029323
+3.666308070538269,1.7753483869170172,-4.493424410352958,8.143923077948862,5.370956020970292,-5.973946005854776,-1.557453141388887,-3.93842823091882,7.417651716121387,2.2796654380805226,-61.267145257803726
+8.969033653887175,9.552638180705502,3.2479586084092738,-7.703949436176407,4.078293655519179,-8.692089504223388,5.5324644308291,-5.415680867701029,-5.0504191986291165,7.5830015472148276,3.0597057071213665
+6.949981691988178,4.823264381721142,9.814548706964146,-0.8745072983695934,2.711014341717717,9.292320879854794,5.892583980909332,6.488351979769851,-1.775615324524502,5.506156342096342,-239.782629614091
+-0.15855919491957193,8.641950660713995,0.7823212037349858,-1.7805417981465377,3.9918430402129723,-6.237041194747778,-8.988480969570054,9.502764620621495,4.831749281703537,8.740505089630426,-136.703880413325
+-1.7164235657001004,-6.731305133785865,-4.060306850465936,7.563710053577646,2.893853014668464,1.8010840106051962,-6.2915696113958,-9.300693739024794,7.201081288236725,5.620347326152406,-27.153805902334813
+9.648535702627058,-0.280062278318427,9.420768513347236,9.640504242083143,8.627294253028948,1.5199843207209818,5.425997108301079,0.7617927106965672,-8.388887783779444,-8.897001260750768,-3.802113002791529
+8.956720758454013,-4.672916267836991,-3.191657039076685,2.554354380555226,-4.158063292710863,8.075876237491793,-4.92634127164159,-4.676137918005678,0.45092371530821573,-1.398213257509111,57.302785199195306
+7.77129343244217,6.221433470959159,7.496740539110476,-3.0896739517097482,-5.872696033157167,-7.568804014313944,-2.546837035623688,0.12933059136843505,-4.320980662344754,-9.066165175153762,194.19255868085037
+-4.642449881125332,6.671025332943959,3.744827495477694,4.491461317741042,-1.4510901594254033,0.7926618061679092,2.831195001539346,-7.373327804545468,7.461701443640543,-6.023692072832403,0.39273996160682656
+7.689494720689707,8.08027231399858,-9.062986470918462,-9.706203540788515,8.855759537518901,-9.059242753886306,-8.625417240919306,-4.282037287136557,9.172753417167849,1.306776342553968,55.34420925850199
+-1.4296032020383964,-5.633119162446598,5.095474395089187,0.1312676226125431,-7.9725609396728725,2.1447623334944943,5.570033830430958,-3.605602547512514,6.4225419749209145,1.4099434411192924,-54.7581261592912
+8.76063969059075,-4.264631195685915,7.692289529942515,3.1320681145997664,9.370190611208642,8.829704770308302,-3.7575339843231403,3.872750417157418,-2.279988024396611,-6.604365684402578,-50.088127507506265
+8.82115640735237,-0.6142923305938996,2.279678638939251,-2.6900783740025647,-3.8104651279618174,-8.885614574865938,5.260028667272422,-1.58719162538963,3.477502783061601,-7.1105306834199,87.6749581036961
+6.08835415644262,4.307282100257492,1.3102558461011582,-1.6727993177315015,-9.30966857660511,-9.099849049401907,6.207839873866961,0.7047476929779739,-2.597406409133234,-6.4702461857972615,131.96775941385485
+1.244523768708563,0.8021397724561585,2.8470847464864946,-8.275619785052085,5.295874720045111,-5.134554724183986,-2.9929607608515374,-0.32215465083272,-7.033781039236519,8.320580467174066,33.72426823486521
+-3.0754131518739425,-0.6267333994473323,7.0694193883675265,1.0807683642187915,2.095973076781661,3.9463527400597664,9.732925442262719,-5.10569278618177,7.472824486322825,-6.112999519820816,-85.25945462868476
+-6.873313696769918,-8.122319053807445,8.801358104832278,3.324956641765071,7.175311626925803,5.9248208614532905,1.7045961934309273,9.352128261730567,4.532025577086003,-2.1288482523214847,-190.26765468487807
+3.7179769664404594,5.84030307942461,-0.9132227317963726,-4.622866685119035,-4.377341899641964,-8.520970652406845,-1.5677504332244996,7.042665910061176,-6.651661515202263,-1.2851580934190987,109.68144553193834
+9.949298168959118,-3.6604570904445533,-1.6225277478138955,-6.791730786992356,-6.345568064758684,7.884872567332377,-0.602171977732544,2.504750955389967,-0.520743802650232,4.306742097673926,-36.90893142268172
+-4.418609990604454,-3.698732036182535,0.6064562643661708,7.1927794460492445,-0.6969851775025759,3.092143261322522,-0.3745469823801817,-6.972821713379336,3.831687319892403,-5.186309936909675,45.10394070126872
+-3.8919336929680615,7.080747466163579,-1.683090109933807,-3.4839806152583463,2.899065577370421,7.2317903957043566,2.468796767662844,1.6794225889401293,9.243988969954852,0.5234723999983504,-164.05611654530796
+2.1115185574748963,-7.431351928811121,-3.649849232309088,-4.770375378250029,-2.7864928027272517,-6.488331869900772,4.382067807178618,4.835145131162381,-7.809201880864814,-1.2039503491861159,112.90788255488906
+-9.04614426173666,0.3471723290306983,6.610242642773036,2.0115496109227693,2.428093959170061,5.463753807471661,-2.54492986557747,-9.354165574184389,-0.7176789425823515,-5.209829006881916,90.43036169688068
+-5.324786783550701,3.611233592906362,5.895888790755508,-4.953133317355832,-0.7271586553351739,-2.3500597640775522,-9.371349868890595,-3.165331554770394,5.1497268171127475,9.380326306922536,-27.349161344722475
+-4.38506389523133,7.7842247598686125,-5.11519936031521,0.14379227185345345,3.358409806750977,3.909792112537871,6.453922967740535,-4.246734722996424,-9.173424557501523,6.370874017919796,-25.321581960562312
+5.114507535380617,8.10175413979669,-7.760131471482654,9.584569101300477,-6.813328058186734,-9.250923233967496,-5.564809432746833,-0.7109887761501299,9.714577260281722,-2.913186063531741,42.84627077281397
+-1.18517058330736,8.30588019970022,3.006549165257344,1.6313936555691488,4.791578826531029,1.5246646673192465,0.9710363080655426,9.265274034299411,9.394277453071373,6.51336913272504,-290.71847145724394
+-9.945258320162411,4.625624747971773,-9.658533197730234,6.210658546031977,7.401621359048716,-9.300557481025933,7.138502750112183,-9.160963634020892,-7.170789923877905,-3.7958684969126333,153.15906189609814
+-6.123654651585411,-2.667259027451123,7.173133415847084,8.070019862703528,0.46362543636454756,8.260207235901971,-1.1976017950242457,-0.6505258837461825,2.654880577493941,-5.917065582185432,-42.59578333151458
+-3.507967607210536,1.5640410797963056,3.7799095704544095,-3.6928257014444155,0.1570111363151394,-1.6200173277438168,-4.488934333671666,-2.820379676343885,-8.289814646574259,-9.305422985175706,238.03075394181974
+-5.476082905223398,6.001138950268383,-7.402603619727943,4.8256268689322575,6.222181776221545,7.222203376325467,0.47604355936957443,5.132031858461625,1.7476543328660443,-2.6232086761053974,-108.73205589796443
+7.5662633524830225,8.321772387771816,-4.8127369191159985,-3.042598445531668,8.897818271151923,9.020641985934589,4.799156102817168,0.6298483675026367,-7.434700083861097,-9.546750718058215,31.36978605265271
+5.94074168699235,2.954755649684,0.46191545703736736,0.8356865813865877,-8.529336939970877,-4.956403598487147,8.002336142239145,-6.656565526625283,7.255803602767934,1.3742510771396943,-22.237006112171045
+0.5281875544755255,4.793522351964301,-4.3298418904411085,-3.7191014223872765,-8.556267916805446,-4.161482432159183,-9.536595384356755,-8.919977776167231,6.17431209641043,6.42899425511337,107.45998193274471
+-5.638266960977756,5.906712944639361,-4.323648619322498,-6.350506949064226,7.728594232644294,-2.3133290891287395,1.6872610778869945,3.6274305497237536,-1.4800035228464914,-5.908556644952796,43.2700613978813
+9.420916714243697,9.11170517227049,1.404291093880825,-1.7067258435709287,-7.9720165244103995,-3.093525091815499,-9.374510650017116,-5.947575789151118,-3.273534751148466,7.708613650908767,102.61300012521596
+-3.5292540721746923,5.704431875297917,9.644327832578362,-3.6653968175111173,-4.722699411060298,-8.501263583558059,3.357244583098682,-8.535446404513156,-6.528258603392414,-7.22218061337129,231.88421760645772
+-6.1818580829542285,-6.809980948838444,-1.750900253314951,-7.314901456492368,7.73586792991515,8.773628461846421,-7.297761863584375,8.694665094228347,-8.587331416741137,-4.525087084669092,71.64177641664278
+5.2387479538962705,-4.324230955542827,-5.717880866821094,-2.2884486536256166,1.6444506794123948,6.236738166280109,-8.233038720971354,1.9473856343624996,-1.2028457395613046,7.564885592604764,-35.19637088640032
+3.8524379861986424,-5.9631847374350215,6.764651392731544,-6.065529618613894,3.8171807674825797,1.5377798056276437,9.04103238482206,-3.655815449020914,-5.401979691975265,-8.19939732695489,83.98232835439248
+-0.3798893096157907,-7.92548751207776,5.602774864561972,3.3987570307909376,9.303686754648663,-8.490049552036725,8.497773099123414,0.6974364686806145,-6.735372530604415,-3.5892201118320832,25.11743886825084
+-0.6460185063944435,9.907342129894253,7.251959504521057,-8.297048563009902,-3.103343248688415,7.112546319257307,6.611262172628727,-8.225131844264837,0.841132536540885,8.44606329188036,-103.48645590512824
+3.248073073884794,-3.367586705604768,1.603349068097999,6.65668362459283,8.318812058498008,-2.244023319006161,2.5659357106996583,-2.3582603922459677,-3.382958390178894,8.133043450758887,-102.79119851926816
+7.8422231848129975,6.87032798636756,8.674007156773078,-0.6987136493794721,2.8049881945599675,-5.266458185114324,-9.906245506278992,-8.01233230579003,5.444876410886598,-6.194095632483643,123.23138199628625
+0.4746643800055761,3.708993915431371,-9.54630675657014,-9.508258320776402,-7.027427990739454,-3.7609399539832378,0.5512637994124936,7.1091179298513385,6.646655757436466,-9.49987135393622,94.24992609592698
+6.492663370612015,-8.026433498024545,5.869290628485522,-1.9057922701490781,7.934066341012683,-2.196276756829887,-2.4719609189425262,-3.500108197615024,1.0206712535771367,8.037677651122115,-67.50587727663125
+-0.9817400604566862,6.086572839500022,-8.526882256454876,6.414802250370705,3.5568936422015662,-8.16141638030567,7.287099953436968,-1.2965363702110255,5.570257138230696,-8.137545540939854,13.737312112286002
+7.713620299972657,-1.3628374471122795,2.180582697193383,3.721026536656058,7.943062510948129,8.445241355277137,-6.836067599449671,-6.048501061342336,1.9023850022834288,-0.6508284976950884,-27.563855837922002
+-2.0684599787547486,9.19286679438057,1.5840718736529413,7.43444630990923,-7.885418928191125,-7.6729778210650235,-6.7909342266031025,5.089309624248113,-4.576374276881154,7.094890903855184,13.982273633378322
+6.30565813393555,1.540861478011386,-6.903962784676767,-6.207076380931554,1.0698006631268764,9.199777589581455,7.490606071134762,-4.694909599270895,-9.911518008519892,-9.563728858613995,148.82237711245799
+-0.11712821846364463,-3.173428288011717,5.500658708928913,-3.758645185782452,-2.0427865293053515,2.7021958835010906,-0.12833066194698484,-6.086316573314083,2.0977526722731543,-7.795491382752459,111.07379471830274
+-0.06108251990994518,7.0397884128988135,-6.758753987037213,1.6251108118760937,9.508544486015785,-7.228473421659887,1.9576963224464383,4.2026050074571675,9.328101735827909,-2.1535635078638893,-110.25473667193842
+-5.419403058092063,-8.962245750314622,0.616719681808704,9.80730397177206,9.808828619463693,0.9285575470690266,-6.013500898143873,-2.0287969125461935,-0.06240834082298807,5.791125214064881,-68.1029144277506
+8.22013312347298,1.1456743097969868,-0.4799983556391618,-5.269133644378165,-8.207544668831808,-9.6343637412747,-2.981811280891473,-2.321835373709542,8.816986680757866,-3.7565151609787217,111.42944656205009
+-2.5256504723008755,-7.211118500003064,-1.8150912313068335,2.758877392626926,-5.72516449230724,0.6495473874739455,-7.109907094448147,1.6512845831842937,-7.719375795846785,7.206624951395623,73.31557219654292
+-6.824188750090219,-0.19689609350116433,7.444639590920432,3.701931969649521,2.2812688627702338,4.34335780768426,0.6780447836824788,5.059680281858226,-7.036501046104913,-4.024791751680647,-5.931922790356692
+4.30339843845694,-5.296805494657129,-3.0774560397186868,-8.446027593166319,8.812678356964094,-9.820580786410577,9.997125930173144,-0.5631398134185872,4.823005443772215,-5.356876335685197,12.576974214413191
+-3.7406978850924344,-2.174093738588556,-0.42215733090007257,-0.7618879737443773,-9.048365413234444,-7.772712917606832,0.6400326424917613,2.833951327612494,1.2624018698994544,5.986499012898674,9.744550739555333
+-4.3610233575712165,8.790509389594558,9.013655361840385,-8.09367425952178,-8.153194384789082,3.041411878671556,-0.498563168852999,-1.3815455108387176,7.874278738543968,-5.8420036030693545,20.50561058594666
+-5.047282169277767,6.487130460607058,0.868358703586698,4.1802374122628,-0.37279735458034535,2.2444203765205795,-6.249286931883957,-5.378172904514386,1.551041613381996,-3.6763034045830123,73.90773369382107
+7.72356471790856,7.9086035087918365,-8.799914615980315,-5.789212072489873,-4.228599783322327,-5.092158421862447,-0.3868902944672725,-5.762852804578758,-1.679582312352872,3.476269489659063,109.94754284398098
+-1.8329096457552185,-1.1752562349232076,-8.308909388488788,-0.5604678615902015,4.4530259668025085,-3.7048228697691243,-8.691039515078911,-2.7025871585393513,1.6865544649154796,-2.1988504117633023,123.86616953561055
+1.4144224073440914,0.7913437714903115,-4.162262665403413,1.8144068664333313,-3.3125916636762076,9.529935103644116,-4.946976838403618,-5.399537140959425,6.824599595529981,-1.1599929786137597,-7.54231326707582
+-2.8053403001212196,-8.737248732328064,-1.6307288539315379,-7.8246004001232405,-1.559116935258209,-2.3284796394659124,-7.1677980157785,-9.269678110888371,-2.1647843036728753,5.004800988570029,175.2663935926225
+1.1141537557461212,0.7295729754357083,0.860746530966765,-9.35344505158726,2.7057329721890633,6.709453926874094,7.661621139826991,5.887341606588434,3.3144884827780507,0.2688407213820887,-151.1116555421553
+5.976695997676311,1.4647909686369665,-8.554660461776153,6.166488162128816,6.340802670074517,6.868168923575624,8.943649147295144,8.587015438457023,2.255461125781959,8.344153617688786,-312.9888986601236
+1.6527063225300798,0.958583534651154,1.9644429666199548,2.1108383540668774,-2.0323912589819515,1.7045715357737468,0.15320673393379947,5.237514223486503,2.9017106634954004,2.5598462264386868,-108.79089929208054
+1.975781365025362,5.910473986342288,-8.690920235397076,1.7034683615854496,-9.77827050831113,-7.498499030069102,-2.7196082807295774,-1.5258345263663964,1.6697492434344774,-1.9061229506409427,137.60832195035925
+0.35966035450448963,-2.9590211165024116,4.057108132832521,2.7936909558539536,5.141853726444905,-1.6327811835966344,-9.352477787113905,7.512244732630418,7.007292895775709,1.7305772401702324,-105.63496523713002
+-5.584152810264991,-3.208063402573975,-6.216915821101163,3.084266929216024,3.5638969607405824,-8.544063841610212,-1.4656643092277366,-4.01753427473605,-5.105031837171925,-8.939252325176463,232.5892596556596
+5.77867800087509,9.965151760805572,-8.449926451513853,-6.373846799428467,-3.9829561383158207,-4.029149435618356,-2.8460284451464535,-0.00015793528821195224,2.7856033481301212,-7.53094999220324,143.69418227586505
+-6.250538258837457,2.959419482259842,8.735299995703336,-8.996441065600393,9.687460066111429,-6.637498397148089,8.686489204402907,-6.726023033525901,6.459785716718171,2.0136603102449024,-80.38786823031485
+-4.5589082811748245,-0.6070967930254945,-3.0189313309865384,3.5920316816782405,1.211099956357169,-6.238660869019341,4.624561673913831,-6.54207599621337,3.3440279162306163,7.288045637653031,-47.08538420079192
+-2.8969778829034887,-6.8651028964348555,-4.107050957993286,8.084857129802945,0.3787967023553085,7.19307950653384,-2.301269788214144,-3.3499180707392573,9.350539832069009,6.813591596276838,-153.23011334351492
+0.3788481774912289,-2.0837848869744424,-5.639692930829698,-3.99543563484386,4.1849781457105895,-2.274073732414492,-4.920043075152729,2.585085391132238,6.979024767209953,8.76955285571971,-104.60422445372481
+7.455741870398727,4.249038904162279,-5.116476814371569,6.103601131445846,-1.029120167262254,-2.3051857215509353,4.500350245272308,-7.417413077398988,0.36436762288492464,-5.031097312368738,72.64232943024449
+1.3159038858605432,-1.0822179697358725,5.551571681963255,-5.3270438377537,-9.926728599787262,-5.273461034163085,-7.240884001398551,0.3642598313366907,0.09569586376031669,-7.741152730709235,214.21581574981096
+-7.169837149702745,1.8698759712503565,-1.9116198704515908,2.759706665205095,2.708339191404394,-3.0502789090328286,-9.047219865577878,5.616130319616797,7.835260363969123,4.672431200183582,-91.807943398761
+-4.8377206435031095,-9.335865564004829,7.336942012333914,-4.69672112979201,2.0776765778371,3.0271211241763107,8.483145415792922,2.2793861245639047,9.363953786037182,0.012217962606591026,-165.9774165984674
+-3.985057346977907,1.982080011905123,-8.138409172400634,-2.9728668901496746,-5.717615872184276,-7.759776483256071,5.5067477985216895,-2.850240849188461,5.1293458718643965,2.082281063817437,32.04677105187901
+-6.030262435787752,-6.190732958940732,-6.632163753794094,-3.798931702377424,8.890318365717384,-2.0200522444811275,-7.678882285737001,-9.35435355483789,-7.026843319895635,-9.259726868483064,308.3280086245418
+-2.1730401098723795,9.493256781075596,-5.705167395453414,-8.217648680546898,8.733261160385144,5.61125803506145,-6.68866076480054,-2.491623745405056,7.7653904513243095,8.263523179590448,-126.2972597744276
+2.285516360090054,-6.587352040764236,-2.586194722642119,-4.349667469474204,-1.2320017232708458,-8.214834535727519,-3.6214266606573275,5.704228329445742,-9.97774520199817,0.5521209895705059,158.48016503037553
+-1.3149866826674406,-5.502177549397933,2.179192085101107,-9.050047534144754,8.80574863828543,-1.6311311671742068,-0.24902297258547534,7.43032497366408,6.234545185846216,-9.769239754415828,-5.013129897418555
+0.7079581877751195,9.05992431830617,-4.969997165678479,7.049126690142986,4.530047900290198,4.803715790316523,8.597214767350273,-8.241724834427245,7.929224155054246,-8.693238399013822,-58.4550537176466
+9.833788312400088,-7.380963270753469,1.6419190730987587,-7.681479038837537,-2.9277732078769247,-5.899090352867762,4.154373373701031,-4.72733738000321,4.028856903045169,1.6304989464406705,40.14728362420889
+5.858344302307388,-0.9165892285483412,5.726584707646605,-3.6615688209649555,7.6880557484000045,1.7288559963064598,3.2922295371833354,3.861437335310758,-9.598982293826879,-7.875594020695256,58.984563694324564
+2.81436583955164,5.839593131481633,-7.782393549264334,-7.615854886656499,6.4332126765016024,-0.5375813389220219,-0.9671360809858576,-3.5721860046261567,8.84235322031292,5.375129067650208,-84.41782701690397
+8.200192786239262,-4.17475760617174,5.154243990518941,1.173071044888201,-4.5942365136265195,1.2318548268036822,6.743789194607079,-7.228311964497125,-8.04361143171533,-6.776237954564901,150.43428884915795
+1.0469847480357974,9.005946395739176,-3.006200264463579,-6.824692857759434,3.99649112907825,0.2972865046483353,-3.943988920176509,1.4950070450582098,-4.262524133457606,-5.867476881398412,111.13819936686818
+7.315665049377356,7.534199834664976,5.139579719745817,-2.6450690185955827,6.485949133167992,3.2686671325124372,-8.625772982416574,-3.312803908192956,-0.3946778026305098,3.2279559764505406,-16.987557686333687
+8.825188809627804,-4.4917388353232335,-7.502801775740595,-1.1286644471580942,6.526407268634031,-4.559703842643444,-2.342021651053048,3.23549317852444,9.723429397400134,-0.5017134094744335,-66.96832362057015
+-0.6200528767416014,-2.9385816474467497,6.803291182996665,-4.885135706185424,-7.444962753972211,-4.130500554792875,-7.790601731109906,-7.92321963901011,0.08775612982292236,7.463834960491593,113.89571152404568
+-5.743430282878734,0.5907886560015752,7.98741749633586,-7.431002211031834,-0.046626310643547164,-1.1651010146632834,8.180930304281262,6.343801409437564,5.874365153117718,-1.29221263847338,-125.755658223897
+-3.3032578125010215,-8.975864837345606,-4.690069600870814,-8.039165983313744,3.1373349860280775,-8.732632230776787,-0.7879154369350982,3.992402740417349,0.8867135546605964,1.4499138203974038,58.98023839182504
+9.233596870998685,-9.566386177418822,9.933708424961573,1.8911756536639412,9.667696292608108,0.2067709271243534,5.426439320142391,-3.2125268430049303,-2.281992501804706,-0.8054032732585648,-57.317335834540344
+-5.544377650714713,-3.6274820295060195,-8.080753654587188,-5.38482850955365,3.935504459853083,1.5582655334623219,0.25671768093171066,-3.970196474246368,3.2735507698985566,-0.46776077933660787,37.9865763694967
+7.120136715595349,-4.384432242317531,3.7568927113471795,5.434942139674184,-5.356677737632363,6.128630592938499,-7.124437862386324,-4.995202312874721,-3.5523012113983854,1.7642862209028998,65.55391885485959
+6.948763759613685,-5.8533084087787195,4.997077524411939,-5.761632889949482,5.687470108413343,9.39529218292387,8.630222235827976,0.4418576543505437,-9.490342230295871,-2.611590180837302,-20.034619740537075
+6.098367119706318,0.05933883502770909,-5.8749028545774955,3.429842365164828,0.6288610284593599,9.763839036246429,-9.642469744483444,9.28557879522111,7.718399118376182,-1.2298399507292457,-124.84550954747756
+4.826229283204779,0.21551308103832323,-5.076754003952233,-0.875768326905928,-2.1388611891996168,-5.504193736815646,-9.224228783134233,-6.13303277575886,-2.2859440381408636,-4.353840038185242,238.19607069663357
+3.7724372903073133,-1.4002623963090066,-2.699947197116346,-9.264345281580223,2.2988793663274376,-4.085532222586452,-2.7138232335071555,2.4423303739416657,-7.272016329487951,-9.298521421394925,218.14446310432803
+8.904823502069895,8.67049172739251,-6.062825973028709,0.373978719341157,9.837776012495663,9.475684642392647,2.6383107162638164,4.800570755892977,-8.215064644985354,3.8404918915804487,-133.04101044532257
+-1.7991933769203805,1.8209546379524166,-5.901076667065324,-5.391242438912989,0.9410830141507609,1.2797200341908654,6.170964329229676,7.344478843194184,0.9471187049989083,0.9572460386693238,-91.46363399549153
+2.5653041626266537,7.87233140138087,-0.7685968973602986,-7.385058901142971,-4.395859099251593,6.240459910682921,-1.145484345737049,1.5066300741820604,-1.3239798138524383,2.924531036076492,-19.64506485089951
+-4.917663566546837,0.5939762248050839,2.7226152191436137,-9.473895678147029,-8.100552274622103,8.42641795578723,6.235511424750975,-3.553500075269471,-1.331106473946444,-8.55880788881892,109.46575594845358
+-5.2919317365226215,2.7914517755685875,-8.860446985502058,-0.5194004787888651,-6.857558857011621,3.5013366242064725,2.7680213063843495,-3.549608568142053,8.681723285608609,-3.127474968503332,7.107546955081244
+-5.623264976166638,-3.690320665668323,-3.8618566222250927,-1.233039523631121,-8.484650151920485,-4.894097225860678,2.254889384052612,-0.3817455157852767,-6.251336066485398,3.4030379718158676,114.53906070734317
+3.807402015721313,-9.993612773332776,2.367353086756463,-3.1581755784391596,-7.11361043593074,9.639316364487163,-6.705312250718054,1.9367184348677324,4.00862742716432,8.136982347046882,-83.38619764634065
+-5.412905340422021,-4.6247823410279665,4.497374404424736,-2.1336319037273066,0.32716302175507694,-0.13017300623959338,3.7765543063704143,2.0066218398254487,-0.43681480529101924,7.128183762867566,-97.19068827286169
+4.550169227836898,8.384085452011371,-0.19853148579431323,-3.930734170187773,-4.532935685354548,-0.2632257013317285,-0.3595584717660416,7.103103393530392,-1.8327212408750349,-2.454333187479807,8.973989843302526
+-4.422232585749438,7.366044115584578,3.5431632726305673,-5.2057094110663105,4.639538582540985,-7.413882406033332,9.227555352998175,-6.023513999373479,-4.854675142910397,4.512679552328896,6.5012800435902784
+2.970659755453857,9.559376333802685,8.060981502061178,2.726491330306269,8.635271709401888,-7.26494949412916,-9.422553079703562,5.684594777919094,-4.893216794873469,3.892791110859215,-28.097693831581648
+-7.218694452561216,-0.9877177228796885,1.2154490448260247,-3.25737968120686,-4.705319466780839,-6.042811228527074,-8.247249663898318,-8.041763619326394,-8.324624355835367,-9.862361517634262,377.02424549154847
+7.011204830106637,-7.463171082166666,-5.985081869137659,8.30832916368956,3.2360353831648014,6.360066598453886,-4.273715443070785,-4.894310165481501,-2.879485228424703,7.65060001164775,-39.332217932081754
+-4.902141205229837,-7.3549838787008825,2.168644803260855,-0.36431214653882327,0.0937847561534988,-1.2724841253499752,-9.299105436602295,-1.057606199880936,-4.917439493671358,3.554112755423924,107.12202773286386
+-0.9091291816162306,1.9082030331418776,-2.9362770008155636,1.9321043636482393,3.515358349073212,5.9041840537123775,9.51197059339038,7.143993741202737,3.8171898211587796,-7.264252667302459,-136.8667222249716
+-9.598832218469761,-0.4525628237824586,4.390248973939905,-7.856302909300268,1.1603889643129528,-3.376568551010377,5.361866091180946,9.961196454875108,8.053863050128296,5.386755011916269,-197.91002011637445
+8.3424122242608,-2.3174609972393334,3.0242993606767765,3.97411976174854,-8.338972654346534,-0.9513600359722196,-9.663286216732889,1.0711580431974066,2.4223218311187633,-0.8569422046725217,68.38425788285511
+-4.360796543915699,7.694652789940408,6.900996095351739,8.321310165395033,-0.9477383902326397,-5.239938846587036,2.54311753594181,0.3050344699930063,9.229775247504232,0.17008659430229667,-130.0019703003826
+-5.18633230152485,5.966579375620135,2.3158101011013654,-7.763772261130361,-9.566142527514343,-4.346311943472337,6.76424659162026,-9.383546460417751,9.76266733179118,1.5459039712256728,19.32990329840118
+-0.1671602574555564,5.354934709315962,-5.245977269854738,-8.722297298634803,-4.6068496765759,-0.46076598672433855,-1.423165502635797,0.7145010632293491,-1.8733667507636054,8.519017058886886,5.292561010052224
+-0.9942716201373458,-9.429201958154486,9.398002074519553,5.138336992039552,-1.711131068005074,7.818280041094308,-6.073108589747505,-6.119342128756056,-6.11832144617197,-8.756935339324503,170.24078722195213
+9.818559004984985,5.885668543884579,4.796233592188841,-2.0109012747402533,-8.119607728257993,7.89267328167943,9.675239696476163,4.517061810368352,-6.191236550595498,-1.0415436159696334,-69.38149698160647
+9.418036587609325,1.0768336308206838,0.1532756434950211,-1.0770696776925481,1.881864956021846,-6.745063497893254,5.551382537266059,-1.057312748741459,-4.9687322050261535,-4.580195790265327,85.74751270075795
+8.021144583943611,6.515107615453097,7.884424460207667,-6.37352591470238,7.045926855408169,5.239247638066877,6.897790992374173,9.233445966432596,-6.470203907453495,-0.7437207706701754,-138.5006375460749
+7.992516574021257,9.692140760686867,8.148335759909964,1.1818754591853842,-5.965681729695406,6.15292836738063,-1.9522126467093215,-0.1329855804287461,-0.6891882819862682,-3.1315555796045236,-7.808390399295118
+-3.8280152439999626,0.5766841932303213,9.869267906220143,7.368236710836793,7.511396941557069,-0.5589708444598429,0.22100097986871292,-1.9718136497314043,-5.56579700836815,-0.3710721084786406,-18.63839378937922
+8.812117141531825,-6.7262038843723815,-7.553081538534274,-1.4809561492087564,-9.58768174427998,-1.4788566505532241,-4.07496978755717,-2.0858433503718743,7.3149313766554975,7.628601169013109,-3.1824839585875973
+-3.9688265941526857,5.944239723819049,-9.225509564183106,-1.8557536878964687,-2.9340560830661944,-2.4050224074040916,4.550557678753817,2.465137680001177,1.014619262027019,1.5280352866822833,-16.287606772341647
+-5.424559214748044,6.173866123452769,-5.953327491343076,8.270198590168803,-9.346024535069123,2.1111935664883252,-7.583965900282075,-9.841673544367548,2.989782517099626,-7.149223703162737,192.14945576443006
+0.987494257307755,3.171763123003859,9.69615585474845,-5.421681649723626,1.6451294767322922,-6.897403371686184,1.2788320249929952,-7.29574554340636,5.901313444910485,-3.1755587804601837,50.744565894019374
+-8.46694802103449,7.554056882430588,-7.590422034392789,-6.671994821985805,-3.2294283401727153,-6.981785314791069,-7.490300611929957,3.00030383388997,7.499073653278414,-9.826238611776567,163.09730962333856
+8.747216845170222,9.093773212891744,-0.7509605366233041,-0.2923786139027684,-7.306522567881242,9.864614892297087,-6.472344805460883,7.630971832752,3.1034650621717175,9.047879239187804,-176.7425604465304
+9.914191661099256,-7.654161083228188,5.585348989344119,1.1040950728866439,-1.113769358234511,-1.4187614058692555,-9.461468255015305,1.4070364169775362,-0.47755945068223227,0.2093070855849466,57.885944216049865
+9.350333417492498,-5.886462322360777,7.633248852939856,-4.6856332230382725,1.8069190596840268,9.810756624271118,7.376372620155642,9.206404966665486,1.7729214359268597,2.347986376644009,-230.8711796377129
+7.375468700212426,1.972911259628971,3.9425018765771225,9.524418032561798,6.409645735698368,-9.772171897776314,4.469891565464699,-7.336972706083957,2.1315065818187695,-0.5826895323174397,-17.301128344679103
+6.9501164034913865,4.77616062173791,6.311669757474028,-0.6720494976795033,-1.9715102980248567,4.662286807255929,-8.414262578627111,-7.857520300011103,-5.917143705132959,-7.652740626972758,204.54920624835407
+6.779956742940434,-2.3531992056537177,8.197813626221897,-8.537630740212567,0.4734254351283185,5.2049955992685515,8.04012045525139,8.640254912646787,-9.856542117061727,-0.1575824457862418,-58.28537987005069
+8.89923186553175,9.893257680012692,-5.397759650319765,4.52843899601196,-4.052417076521522,8.588272454116371,6.592973211714401,7.340114615447966,0.7561799721399853,-0.7403932571014749,-162.52763880117533
+-5.796035867709374,6.676633223456925,-9.956688019168187,2.041709045580067,5.606964498921318,5.619519264041157,-6.9757656247162885,-1.200083680600148,7.75841713138364,0.8623022914295753,-63.32183960663811
+-7.019294630306893,4.469934588545907,-0.14506474541980285,-4.0091169385963425,-1.1219015315762615,5.789272687980391,-6.407097286569893,3.152472690451249,0.6704263564435409,4.375637886125214,-41.078482482818835
+8.350361074538542,0.5241470615114552,-5.032995220089274,-8.86815747092627,-5.3384274321724945,8.183442374941626,0.07370772606930309,-0.5793903401450318,-6.290640419301415,5.09582190061356,32.54532976599253
+-7.447817620001224,6.7343692999552385,-4.066993046655345,4.705406825768989,9.114729189934042,-6.59932144189018,2.8877990249021823,9.340149422651841,5.563450764387989,2.718959118891371,-187.50916062955125
+5.065575718772113,-3.228709102737861,5.321080778005392,-7.797074988798172,3.296180610085462,-1.154313500142643,6.926584529060909,0.7063439807465932,-0.4047488824648271,-2.3908714385637486,-15.812376208257039
+2.148007417561575,-3.8743870241415057,-8.011547367018874,0.9989571718125911,-6.139646432618786,3.5827357883718736,-4.923249659039646,8.750615091507159,1.7725006185344583,0.0009456434118182422,-13.249347213697844
+3.4332994711897435,-5.484547446698194,-3.6553623866230844,-0.7453380425059719,-1.6383932648139155,8.706891285575155,-2.582165331804138,4.432898201065736,3.909086838557978,9.5474865906905,-167.24020742229803
+5.821088131299854,5.657534045807672,5.645965213188086,-9.41539779395735,0.1304969749472673,-7.369010431866925,-1.2935938609513986,-8.69160678175281,-7.5747052309046525,-5.476344794551789,251.01915751407807
+6.3539168746120005,9.494314240009183,3.2312674527310303,7.409454573244063,7.4788846928610315,-5.816250275559782,-7.889852382924635,2.0115674135713935,6.824395668652478,4.1821547574303,-128.59954466114075
+4.610637310179452,1.624687599846264,-3.7680275983853795,-3.941636582172603,7.022408744277458,-0.6411165394055351,-4.850483041906848,3.7254723866993245,-6.8547189916217866,0.43360739747320576,53.03101062060297
+-5.168742836296129,-0.9705023548891556,3.02808753527807,6.009569094428857,9.319525320022722,-9.61543868917216,0.1796094940470816,9.189078252810809,-5.60976694247175,-9.574658862235266,60.64404965454219
+5.992152352567757,-0.03567407247550891,-8.873073595710906,-3.2753302009797847,9.566821585909658,-4.148727180293141,-8.479154438620409,-9.947921933884857,-5.997355526312608,6.50191721884517,142.39853113778673
+-5.943161398336805,7.638093505318084,7.425880778697835,-2.9731291554543793,-9.712604271138858,6.9588826140081945,4.725609292799482,-9.935860780027156,-2.7326549932413458,6.410964072003593,-2.268705528302321
+4.344206283398937,9.719100356618767,-2.0868524988800807,5.904437436263674,-3.7056350321822884,-9.713263300597042,4.16721868117296,-9.558382509536221,-2.013401288373262,3.493870213556365,69.92334502490944
+-5.816852958787644,1.9721997648829137,-2.1058706873201882,9.847880421025003,1.6091240850626698,2.6700292901836575,-5.452377150002706,-1.1932178551212425,-4.639560405178957,1.3174727666101438,24.449954914140303
+-7.790293945178172,-3.0905211742116667,8.220967353870774,-2.8079585625216574,-5.638612695850746,8.976319004296231,-6.912395661296831,4.050969675822689,-8.183461869835346,-9.281556887215803,159.96437634843318
+-3.3759344909946187,6.381652077016826,7.5316840237469425,6.719284246660051,2.721691671394104,-3.23734760590654,6.852705737344735,-1.0938827828760322,-6.705446806857562,3.387518152920157,-61.92283174179337
+-1.8985347774144135,-1.0830222067420436,-0.6813501283387713,-7.6644783117719095,5.730686980220008,9.291397051600326,-0.10243467549678531,-7.916559769539953,-9.881283347231122,-5.671389145936862,166.03506682310024
+4.357269411244927,-7.687174654117976,3.5890923446084044,5.98763814021352,2.1810093563329236,-4.505691217478192,7.826177322808771,-1.9767127579807608,1.596841958556967,-0.44322536073567287,-52.896894066250574
+3.6697781804300433,1.270303161829569,-2.015876888782231,-6.803294954618866,8.740042837030144,-9.355088259702072,-3.7335781549305835,5.732928969330318,-7.92126802728818,-9.324558103961804,188.20882017555195
+-1.875686918222057,9.920707853729729,-1.4527184412752736,-6.065143328887128,7.4328097200396765,-4.657300805389504,-7.966694754962342,-2.62252463294665,-7.180057485284017,3.3318584615101,112.1952143191748
+-5.838514694223411,-9.744934212962066,0.8189205017475043,-0.003220087524193893,-6.415458045572027,-8.380894717561056,5.933607157097631,7.444135797076736,-0.17719834377794896,-9.091871692314042,99.99883031112296
+8.138907395175977,-9.619229180120838,7.547860429155914,-5.521249205620209,-5.1979057793787575,-5.058242023300519,0.9394171923094485,7.095994329738851,5.746735292992655,-2.8145643626146954,-16.631461763196523
+7.402029026055422,9.27796754858328,-9.012046335194828,-0.5433842024763091,-5.306278643396181,-2.1159446387168024,8.322317370446104,-7.848929513878973,2.267759586693874,3.4229307504194506,-3.9519887225483394
+7.715384131477032,3.3198222007813927,-9.868907926981185,-4.0427649013684945,-4.633145765719517,-7.824501379659441,4.476954495373842,-2.233427653487985,-2.53729424527001,7.319355891756835,41.0946261170536
+9.45825227937812,-0.1530892667550221,8.372650083845844,2.2694064465450015,2.198643123684878,4.508115914189769,-8.589740717414143,1.2297683231389978,-2.139546601960023,1.3638313444128536,-21.683568603707098
+8.40451253343376,0.8818479975047899,-5.210589769287191,6.714681993966605,-2.420371968242807,5.670517738560363,5.134688819822593,9.263424620261508,-1.247402763859382,-6.493597559548889,-73.12417347733175
+-4.106322518052776,-9.110701540659567,1.2057370225025776,-8.530748423311078,-7.700420116894731,3.2951810173353913,3.9454067188798048,1.5525406673246334,6.653599069784879,6.432401721758176,-88.99886006247935
+3.1943779046118603,7.666518370120321,-3.064452435163374,-7.430501699027503,7.606727607188233,-3.9794788378169144,8.954301717034372,-1.9020852835758628,-3.5843849604120948,-3.4361562691844827,28.706850108349208
+9.290931158961325,9.896526615739482,-2.132487727265253,2.1385505913052416,-4.720900997947148,9.709067019213055,-8.325034886124108,-9.913574484085357,-1.1322687406856669,3.005035838135497,55.099420834915364
+3.6934968633540977,9.51424874616688,5.0502270981269,6.5397091539269265,-7.405193832076035,1.1934002571985292,-4.403961783743913,-0.06938988605181162,0.8205131392402465,-7.979963427101911,73.17674366321505
+7.8259259912088375,7.219210822840076,8.386107700169207,-6.672373214884302,1.6868722528785485,2.660457980873885,6.319682923665704,-7.332983046740331,-1.5671486533658574,9.203765044746214,-105.32350328698267
+-6.006091051573684,-9.592247619326745,7.971569731931201,2.6923607003377015,-7.910590419257522,-8.877366777715247,-5.54835148394684,4.928449222930977,-1.152611817903617,7.589547680595148,21.681387039561677
+-1.2656963104963381,-0.1884008579643326,9.1850593991826,-9.74138552348287,3.361257031930789,4.017482796191043,-5.932077975337117,-6.584310459039012,-4.424387377911467,-9.510847740938893,205.0681073515361
+6.913504074638337,4.805998743671811,-0.48398067724221505,-1.60598840532022,-5.525082207312595,-8.382231161773756,-7.198511010984426,-2.89429622549247,7.010071225637445,-6.50830458563324,148.9947536554934
+2.70867931914059,8.19591118432293,4.04995048013034,0.42500743762441173,-9.025519911451632,-8.309214146540643,-5.488773742701294,9.808119511889323,4.709881950899399,4.338422620161038,-59.49104353422432
+1.7419977033505107,-0.8532681462030189,6.070631718392998,2.172121022181821,0.5260875128686004,-5.460722085476224,8.730549905266207,9.645112221180236,-9.00365677455489,-4.9281938488021915,-1.9379166902285672
+6.088459309715688,-8.464758447001197,1.6721928852815404,-6.815533418037132,-8.349258208389154,-1.1459634009061714,-4.655746176934086,-1.126220539745979,-6.714628782045937,2.092478669905107,166.9637222212359
+5.9665006438832435,-4.719168779997231,-6.317929922943442,1.0521971899353466,1.4851651622932738,9.36626166514686,4.018289607896655,-5.19012806424374,0.5702289655936044,6.440897393546415,-97.44579075588597
+6.157228821810081,1.5287341875909854,-5.612562651862518,-6.305807267667287,-9.518942503999742,-6.522945748794482,4.193790872276775,-3.874979528658793,-2.2244705587275138,6.80805479646409,76.07833698517685
+-1.6897685937516171,5.670113344850933,-9.081334194368882,1.2967674185065814,-6.908339125618593,2.8005773695316916,-4.462807602506354,4.90297278215416,2.3071172679422314,-0.46607257683108694,9.522288053093924
+-0.5088044576777206,3.31405193440784,-2.5483342721731694,-7.463934625418598,4.375484191823746,-6.276051996416898,-4.102133271967663,-8.64499716429756,2.8227623905237187,-3.93478630136461,162.08007316178782
+3.5727589265372273,-8.277300668653364,6.977948243048598,-5.051797640212683,4.454349549345413,3.69745761887188,-3.144015620186096,-7.919650103334024,0.45799062613143926,3.982083604629063,12.512504958323209
+-1.0557066693154793,-0.6153927093718892,-0.35703117896809466,-4.155957304069857,-4.018408906017498,-9.823471859951155,-5.20179013234875,4.368182318964036,-0.9173921508729932,-9.052320430672374,202.73836954819802
+-4.200053871076468,3.816225653328489,3.60008410762211,-6.617677718624833,6.308113318980386,9.018261519207913,-3.2659769102544822,-0.5435438489971856,6.852222787131311,-9.941776941478608,-5.253877853463025
+-3.1387486822883703,-1.4678286722165157,8.362861859106381,1.9848751854661661,8.117153870066023,-7.8626933347258365,2.0911581616731434,2.094737985625843,-3.556338556921792,-6.805653659847337,52.21255451492473
+-6.569301626445736,-7.447804462126584,-9.088326723673354,6.196648514282607,-0.40208479068570835,8.070150269340402,-3.7611060755274606,1.0023618706277149,-5.589659185271893,7.796735984610194,-28.95128822385916
+-6.825503440662104,-9.137612087907689,4.936520419060406,-5.167631213917532,-8.895105780415452,-9.96243356479549,3.8611350426693725,-4.880122933745645,4.228326517518837,3.0265957416982214,82.77807085841532
+-9.881348774262948,-3.268339529527584,7.9225102169552875,6.1869696367487,1.13872737543389,9.520538394450483,-2.4170893835915175,4.404491162194049,4.1930736465097596,8.17419418788933,-228.67011876798838
+5.438864397516325,3.653265420058156,-5.042862046247487,7.582784096919024,2.5954650877638574,4.323283528685784,3.7831356000576277,7.2478856108455965,-3.2313270751530765,9.325797886912488,-211.75696249492893
+-6.120591053445221,1.263449778200152,-6.31041601513714,-1.6952570031818248,-6.110597106935181,-9.116691999007351,-7.089522614320149,-5.576716989845394,6.080118030279409,8.261128029575076,75.00703840787614
+-7.042094822713487,-8.737824781953492,2.9805593092091476,-8.048915766219523,5.191105599182972,-8.150313756938527,-8.46888313049302,4.089401723531971,6.172863072127715,1.84432201401717,26.145336938210363
+8.52764990522908,1.2941650872961619,-8.114623070981441,-3.405957453980677,3.8442853475043925,-5.3319549892475475,7.726480422970427,-6.0647021936843455,6.639187223961482,4.462185195531325,-66.48605752296608
+-6.150844268422162,0.21395261986073555,9.688389673977921,-3.409890364373962,5.235303539726004,0.3634584795558138,-3.868125882525295,5.693866599854043,7.569144894296855,5.211363819573302,-173.65072777447645
+4.70194144684706,-9.066825996753396,-0.24771394462399288,4.283836220121183,6.189689052925901,-3.6812154158046706,-0.7006878928031335,6.014939077817845,-6.286787512451292,-1.926818722606125,24.053873670197756
+-4.4136631401502635,-4.037598555606734,-4.750804537437274,-5.630534654562722,2.083865358626562,-7.540438336524506,-7.095244383864192,-9.547228277122741,-8.283761895171464,-3.572475277330247,324.9375814432169
+1.100243772327667,-6.930952998191275,-3.78055127770742,-4.692815258177654,-8.294334170941696,3.1979428326114534,6.394840844285756,8.476308195566428,-4.639471513451987,-4.6959263962470255,45.89433775768682
+6.656848060115035,-7.897745995050027,-8.672062530286585,2.0972024861146576,-5.512728613812394,3.655093281468782,-9.715219319531062,2.1639922255280775,-0.7212051056150504,3.3349449868130576,58.87286663668005
+-5.777901370123839,-7.700466373660316,-9.619727126377928,-5.819309198991689,6.177637709546467,-1.983413777201346,-0.294187497947489,3.115716917350577,8.184797035827703,-2.854668419201438,-10.279428861712798
+0.9522616607196421,-6.65335545842588,-7.805745166702083,-2.290933563108699,-0.4391833659966493,9.679473917631762,-6.218604012728035,0.016791696644380405,0.0966672624912257,-1.6259137518000255,52.07927471456544
+-9.067891896093252,4.504276738350573,4.3468834084715535,-1.7965787918316156,-0.247024125163684,8.199886096712765,-2.7392881830911264,9.020502528735111,2.476836968333662,-8.915481689170777,-36.27859768682081
+-3.643383601876793,-4.989812389791306,1.5924018874760848,-2.7820993323081322,9.692061786627582,0.7062743569559826,2.146684937771226,6.698263092797456,6.353927432762103,3.220599944609246,-187.0343826501904
+-8.952610718451876,3.390154917059105,4.371564820414349,5.986523074151395,9.58324707939854,8.794283607831115,-2.500598982255051,-1.8146950580723753,-9.409721030001812,3.627353198602745,-51.95851107229621
+-5.140708293766874,6.976680173943953,-4.812777206228452,7.9833905556935525,0.5314508654764216,9.263707980456243,4.639524249740143,-6.618853634837576,-3.5042288152391343,-6.449196906994263,35.21425764882931
+-2.0076399193938976,8.690239445395793,8.717190775936762,7.722713482055661,6.912560978744555,6.367495686823517,-3.3329748180035046,3.0043703732383253,-1.6688751762770826,6.384772054810379,-191.03628973768923
+-6.998109959706468,-1.3725116606494314,9.669045517282733,-0.7839095418659525,-3.9646330597673107,2.3792097105271637,-9.140450800277089,-5.124260147121449,-1.788126729167252,6.989612728547048,43.789160421817776
+-1.254591088205046,-4.703757375320061,-3.5697500677862104,3.4204595714437436,-8.410901787403573,-6.8154148634344125,4.31674117175797,2.294002371850943,4.461827801106246,-5.474503360966909,59.76398580177763
+-5.126693804548266,2.33450670333311,-2.9844969961059564,1.6951229472118512,-0.2381085566297947,9.286097808041232,-8.272407540554452,-6.715764837260771,-7.289446697777531,-0.4615154568459823,132.72541602162232
+7.13572969356878,1.1077775047422156,-3.349574113389664,3.8236822877479604,6.42180253754611,-9.930974312208008,8.218969213125611,-3.227370010423569,-4.686216819492756,-4.0731649214797745,67.63502988556185
+-1.8806941726445103,3.3935141207651465,-0.6751088128420268,7.858997451979192,4.42543319214006,1.9247016847489218,-4.355108189088215,-0.616257524992585,6.320456922108855,4.615567778511158,-131.98620841317302
+9.455943433373488,2.1325633300601066,7.129678852852395,5.945161712237876,5.093074024706496,-7.651908506522414,-4.5237391613666205,-2.2272254954974846,1.1077153127248907,-4.779083371808355,52.51040120435246
+-4.445008890199478,5.521196506077988,-3.0692616926137606,-7.495305931711636,-2.2886699963064627,5.025222600784359,3.274738066819469,-7.744913665925104,-1.1928801567054426,3.399213224448767,33.428157967670266
+3.749773802496421,-1.983470166699981,-9.359510734472696,2.2076141803037297,6.374596309616933,4.361864562109499,-2.942617866570838,-2.340215624050781,1.6082832403979053,-3.240786766304824,23.020407278468376
+2.572542281596857,-4.841629498922675,7.105337823485744,2.8019973056643788,-4.634064042864887,9.82956369869013,-0.9043099567474555,7.280927178698171,1.8904834418653538,-9.593141814313558,-30.226429364763856
+9.371741778522185,-5.160453634963201,8.869778110153248,-4.512738069695017,6.580572283199036,-2.909721410377004,3.479825930088014,9.269376902129064,-3.049541689361519,6.532489364026029,-156.05917006056364
+-0.7112572786752258,3.144225622794421,3.4426727364549703,-6.255427908711903,-6.348894400197114,4.351923455062998,-9.008713920619318,8.804391066771382,2.509652597484673,-0.4881481086953521,-7.038883506288402
+-2.750919034914201,5.853948302825773,7.135101311497831,4.5543611589395905,-8.640552814981866,-3.1846104957209387,-9.003196031904316,5.876250866924655,5.6587436740487345,0.5889655986969622,-23.565124455156873
+-1.6555028474217415,-4.229943605186932,5.624758456819626,0.83851461728911,5.82323859776581,-9.377173990729556,8.673778833137975,5.026085706297263,0.9876773343722167,-2.8985626983418356,-60.441237951884794
+-7.630444884655434,-5.693816265979494,4.7307723371138355,-5.327625212628611,1.9438392482698075,-4.97662603765161,-7.207316438617328,-4.68359458169884,8.305285644015168,-0.590435246441785,68.69234290727204
+0.4084165335933654,0.9952727324924227,0.6168346841656813,7.352875119524587,0.5959606320963395,9.989005421599213,0.18951548458324474,-4.635035311673709,-4.39645644839363,3.123536588758611,-48.8575582078186
+1.1649580079239907,-3.9149814504987557,1.0951320325378133,6.1298836541778146,9.245241149708153,-9.220812811843764,-5.080914147137284,-9.829432833229577,3.7163288558435803,-9.517667113953767,166.91722936612777
+-1.3386763924948841,1.4334081130117515,-6.570571729821699,1.1328837071981224,0.18809931095580712,6.317792907579882,-9.082672730361722,9.38546093791242,5.1823976190765375,0.1456909514024729,-81.50762440583891
+-4.480270995339222,5.107615702921717,-3.321066590176154,4.119014534606187,-5.6651853702651245,-2.999936571517219,4.804622404324914,-1.9654673992336469,4.0322454644570715,1.0885955944536052,-27.037950013881282
+-5.421605615365445,-0.0320879310534683,-5.775336288540154,-6.182838252145933,4.366520535098641,-1.9054894144325707,-9.299895968271903,-9.746890098853168,-2.2159125563241377,5.556751631933741,148.22579626746773
+8.404210975587576,-9.926433415729125,1.9653740492024574,-9.403471414756178,1.8180961871738766,5.9234791598909275,0.44023760067829265,2.4664553254301036,7.500080655012553,-5.921342866957264,-29.799445822310904
+-2.7533241127418395,-0.38699564772954886,4.944463427122456,9.652476106751433,-9.869630210397787,-8.66759177371211,7.034780226244759,3.964641371918014,9.515483756109262,-5.588659697313847,-55.55402758671993
+-6.763360176533606,-9.68575079842094,-3.393481866489776,-5.689935861217075,-2.8661340316853967,3.2012976196493503,-5.493715147609953,-0.963151431838396,7.284983948104708,3.471856806134852,3.493652969134803
+-9.890669693700492,8.36584895250436,6.349624726071554,-6.869408744453813,-2.0254225525146796,-9.017559272509407,-6.346361637330096,1.335452651556135,-1.680246703945223,0.4278278602053076,112.47214852309479
+-3.760855628948121,2.5252571942963375,-2.4674866978799814,4.205241067351901,1.2738457557561667,-4.769109723797051,-1.1682670295906128,-6.186087416300136,-3.513255272789819,-3.067332873630999,134.4139689389542
+5.074414331602338,1.2128829170026734,-3.7028584257745645,2.725329507081138,-7.811307532696694,8.060152557884429,-7.864249377371846,2.7983198603392623,-1.223203697532782,-9.612936198117719,126.33960339393781
+-4.508695134801433,7.740670819794517,-7.606828222570932,5.2725535655649525,-7.190075128581396,-4.060251138714146,-2.6500767882322895,-1.6168993011237531,-5.238280819946349,2.164153974817411,110.57739120377244
+6.006451252767315,7.584926112384989,-4.716789663055529,-2.527121383807498,-4.778368352820221,-5.367407069745069,-0.5557023592585009,4.2656658283110716,8.298606238827189,-1.3320581646641783,-29.39735587691622
+-4.989341205468887,-8.096866259338277,-8.452210347375061,1.8060181853540347,-3.1216257195509645,1.178711090925717,7.819923595957208,9.495559863455119,-7.030217894251547,8.00032971600613,-96.48973562857215
+4.805594350580047,8.506475000545317,-2.1220840329257706,8.606824299836886,-9.328752790720621,3.610518923867194,4.124448533612743,9.509473071642613,-5.168039067310561,-3.5888643023954936,-43.60398012483406
+-2.395744019882289,-1.3737278509260231,7.445219004882406,9.877489713640976,-7.946126736814834,1.9131527378556634,-3.508706144931677,-4.016623835746131,4.22945788660696,-1.0330569141215062,4.15840557619914
+-8.964854437806636,-0.9692737252821293,4.779271667837756,-9.402978592175835,3.632634727006061,2.3946718455738347,-3.2397264426703742,-8.180167216789618,-6.264971204890692,-0.12664929540117997,150.5500982780841
+-5.019167507287636,4.405689040336702,-5.447338856011652,-7.2134347890164285,9.228428451841973,-1.1719068174661063,0.4656275428939094,-4.415693251656019,-1.879552008052885,-3.4561936765279833,89.35918642982095
+-5.878806033342656,-4.27058662137159,1.0518499396731373,2.312803762466713,-7.788686631320198,-6.408807015592322,4.978092206155917,-0.8928330992476208,7.578763573941803,9.47453693418514,-106.80707804699308
+-2.4194062960527707,-9.03280304160668,-8.170162454349619,-9.697452038349274,3.339815673964641,1.300931855004066,-7.118581644708861,6.658025419972786,-7.504945509661973,-6.206114818968653,188.3383730670561
+-1.6359203404831857,7.029942514486287,4.417941937830506,-2.6403206625267384,1.6722545661037436,5.021687838498147,-7.266947245100179,-4.085029399923008,9.694638304907418,9.120944852566495,-144.92075119090245
+-7.312727462311967,-0.9390111059938766,8.40174851829147,2.4739290443988637,-5.236661344860547,3.0003135785646973,-5.1361804827946305,4.419645946791013,1.7749622357924433,-1.5492322184153973,-13.736461677285686
+1.7391970784977318,2.342260311437212,6.332555703121723,5.158140446298991,6.0480301459598,1.4237066906029172,-9.391339017792822,-6.035688337567182,1.808538813140692,0.7621542181190843,8.672744798141842
+-7.459397261333837,3.407137345285418,1.753393440806077,0.5614548037084166,2.0039907250883116,2.565627755551687,-2.66484186550908,1.9829252201558867,-1.1173099922774843,-2.3526382373272647,7.949770482359176
+4.023668876884314,-1.4837823552553897,5.2787922396992375,1.4862091561312218,-4.525757259748115,5.445013534153933,6.814980140209961,-2.9510973312284183,-5.6894115038592075,3.3680743025908533,-36.0248385943555
+3.4704446050154814,3.4288806961815865,-5.128458757679271,4.634924700087783,-7.870615475698881,-0.16597630911689532,-5.8933182663899375,2.4689597831297494,-5.745519714078647,-6.099460874951779,164.00589593696577
+2.1431994999382042,-0.598510174323057,2.489264907295936,0.7757269814839818,-9.035228238093984,7.769304519308847,2.5002827583211973,-9.37244374727112,9.32204762447164,-0.7032006576771677,-29.59361131571287
+-6.806804385287599,-3.5199271017456124,-4.594326232526271,3.0484645023809986,-1.5097113808888785,7.444580461353536,2.141996204939849,4.6850266729783225,-4.902405755122013,7.326787073912612,-99.91172343362274
+2.384015446134704,6.327383169407068,2.3764686107803246,-5.249025783402159,6.554964455398727,-5.301297994892384,-7.420403339422286,1.3209608200225165,-7.211664974629468,-8.411898427420763,191.33620520344797
+-0.3828403159073934,-9.396215528556468,-5.346154893983992,-5.727872140386943,8.335592092972913,-2.0886713676160795,-1.949473025066335,8.422307817002094,2.7967735329842203,-5.4477344823977925,8.649872236369545
+-0.6003707432076211,1.7901928447292526,2.737696901359723,-1.081242483334559,-1.286344439965954,5.759232515094245,8.562959810212407,-0.971758969156149,3.037999297986367,4.469424829841671,-155.72130775291907
+1.8181220618008553,4.258534045358251,9.922061232927364,4.462442041258969,6.821052032469206,-9.791909285379884,-4.598843592977843,-5.981871953668971,-3.0412382494534085,-2.236619342217492,100.46908024658067
+3.01263060707164,2.3481068176257103,6.110555270868126,5.776716765992362,-6.265208353680505,-8.781796422283527,-4.961626448686194,4.216200904366094,3.597281786181199,-4.52315049271532,52.58380084501355
+-3.7539654063148653,-0.4578052509103525,-3.624046298456425,-1.6068887040327362,-8.886546863948022,-4.572725048565389,6.519731655916283,-0.36513333244404533,-3.937566463799367,8.627707316239908,4.07539331317239
+-2.4573264972202646,9.013094940987727,-4.6370953081318,5.204066858674102,1.0884807356829285,5.181434803473892,6.966696808949839,-6.76368480399034,-8.80637813754165,-3.250383381269897,61.38435930601927
+6.222578873335363,-0.7374697869497759,1.0723461268592693,7.554782505840274,1.9772405146953975,4.5857745057073345,8.94215429373494,4.331577054278355,0.4458996272320759,-6.325387449453455,-109.62534543862616
+-5.998561554159599,1.1596738849074417,-7.027323015740952,-6.9404183518604,-7.952489382815566,-5.278697617364614,1.2513486672064866,8.951243347479759,-1.6709936777156664,6.5869980915878585,-3.1412080360798846
+8.911683617737133,-0.7883052900887022,-2.1544154830705953,9.705375767375559,-4.303721618618209,5.9305709803896445,-0.403974751177969,-6.711220898401493,-3.044010955269738,0.2490451899204027,31.346189982912865
+-2.4110969990372833,3.3076462672670237,-9.563112788315614,-4.201131024076243,-1.6233973955892433,-2.264734966089492,-1.7619371304611309,-9.744171148565917,-2.1158903687816077,0.971274217464313,166.8446772179052
+5.243754529480162,-1.2667478080455474,-3.3913984378453277,-5.130824781549608,-5.523488537636112,-0.48270993788619654,5.393321032905202,-3.698423787725267,-9.768971174170941,6.146801504902292,80.35975984317135
+-2.3391856166641434,1.1443433672240455,-3.3729885592738618,0.03021701539922761,-1.177597258275036,3.1065229090650615,-8.356310273658316,6.563775195699966,-5.98307354138983,7.663758403296715,-16.274863218245677
+7.6217622907750915,4.690023250470967,5.245106708887894,9.461621966231535,-3.5102604536296678,-0.5126168104632756,-5.351932844623399,5.100401367878138,9.422437264111817,-7.2565197975738,-62.76327752824347
+-3.619528207213214,-4.320861076653717,1.206446208646852,8.649563468885091,-0.6708305288107796,-6.2414681680989315,3.9869539659367415,-4.910844695636765,4.490223340604718,6.112989723790312,-71.48768496204315
+-4.6896765910824945,-6.626260328869047,-4.031011858367508,2.2029962013168913,6.09866259833778,1.667345809740104,3.285446828179217,-0.06569174608441752,3.6728753840441497,4.623069986262682,-117.48217088952049
+-3.892869791928071,7.794497841011783,-0.9471634234886017,1.369076154424096,-7.330398733230381,4.3844802740057975,0.2291517082579153,-8.041608434088115,1.922109709671349,1.8645066006224553,25.786833827620814
+1.4490182830152132,5.88911832288217,-2.948594884474476,-0.5916053407794863,-7.16279615065827,9.067361320827182,4.827432247331805,-4.809454452262476,-1.6878206796620754,0.6083114978625925,-3.124302853535627
+-1.516965171616289,4.670486670119718,8.495371834991532,-5.562771139526275,-3.671902231319659,2.0831334453084738,1.6405485855994284,9.664578216454355,-0.894853828735922,2.7753692802089303,-111.40805007230516
+-8.050127495795358,-2.9335774301720763,3.0384445222688727,5.6705990213957325,-3.447872003558561,2.5531041048889236,-2.1312881662514704,-7.140672816429435,-4.0225101280173226,1.41534233509236,82.39776558739145
+-5.449048868146338,4.801967272489311,-3.2565353519636764,3.133599264119913,-7.533786172265038,-5.469982451264848,-4.187714723854561,-2.4843081170513215,5.831389732860963,-1.0105385290458058,73.62820014425219
+-1.4097724549206125,7.690039594813436,1.390853647482646,3.539025045768367,-5.66207495993088,-2.800205084818259,-1.8717111243421858,7.649065271553274,-2.9698395503099473,5.972048061546156,-64.13880439722732
+5.4816408963975665,2.621670316867919,2.8278898058329793,7.824501578351204,-7.5329007130570735,1.7302662749687236,-5.108640850708371,0.9984729220220023,1.0720639276455057,4.579246007014666,-47.18936327246528
+-5.338389081906341,4.948066087875187,-8.617890602198692,-6.357671546864665,-0.25732017119519224,8.699148437298748,-6.300873444634105,-4.602203107813216,1.6126314353284976,-5.330669438411244,118.62461860712617
+-0.4411933167597626,8.321962062261479,-3.5375460069612252,1.5703495746996299,8.246416045354994,7.704980724285965,2.2028082294195683,3.245333846965077,6.669579340658782,4.119938881059091,-237.85255397203096
+1.572924898105852,-2.765071729652717,-0.8451981406220144,-0.4717960279572653,4.998172980151412,4.61290446087935,-1.3948728732632931,6.142779053517982,-8.657319559399356,-9.720212430639013,95.28350265159398
+1.2185499912076914,7.1755712770951785,-1.5343499381300219,1.3001642111473122,4.995201332704133,2.6120284335393062,4.130282734815518,-8.624215747757901,-2.023915022405758,-1.4194735148625726,18.17772898943354
+1.1093265631405402,6.091365323654108,4.724934342017262,1.833948255081479,9.737221830854674,-5.371240493704912,-4.456574908887361,9.63534376183084,5.939357988697562,9.610908712223692,-243.05745798273173
+8.809938357551614,-7.350810122416744,-4.665251901957543,-7.87335718282228,1.8135004449600967,5.175182453295606,-7.201900853683878,-2.0271961484326395,-6.665448141126637,-3.25136858687328,174.54903159553095
+6.38000318733231,2.68215421896026,9.856198679515133,-6.30639856177321,-6.817331015456256,6.514333973889488,-6.491611564732094,4.45584608803018,4.09339210236965,0.9989358490176015,-54.67284418942429
+-9.095709164297443,8.007944329269796,-1.3089913195429004,8.452693774846772,3.0265527897942124,1.0148754858690712,9.309280542802272,1.289450667786729,-5.4393059995411726,0.5171109316776601,-86.95809296752618
+-6.298749922094258,-2.6967597299044743,-6.103851309690644,-1.559334272744699,8.708088345460656,-4.157116771259481,6.673200542632869,-2.2297210613628815,-1.2067642919704547,5.144246924146543,-49.19929774914692
+9.243750926471497,-6.411922246251698,3.552206604661987,4.36565724778756,9.710820200353892,-4.068997810425293,-2.2285175678549463,-9.712647447728735,-1.3395585279044386,3.4453623768300745,25.38078637253394
+-6.335430832861504,-7.953626057723609,-5.990687876499752,4.865210576324513,8.34279618705677,2.853369278966069,-9.253115149898859,7.828126672810384,-7.636529831949215,6.275896501577504,-27.08459620786301
+-6.991012675159832,-6.776157472524509,-5.750555954226946,-4.291645842310167,-4.0471784945073725,-5.899255420431331,0.34825648647556884,-5.771789973257409,-1.1001621073386803,8.478728488418199,82.69969173623342
+-1.0038673295326772,9.385843651207427,6.940765605753518,-9.033216037476192,4.322960198267118,-6.803888020676634,-8.804409374047564,-3.551217390428756,0.7274519498317411,2.1350843863848956,82.0661013803452
+7.407672857943821,-9.76213410274157,-1.483351566672917,9.887418034463542,-5.172868443459048,-9.84852002089957,-8.370650621807254,5.736924766418512,-4.041064930898875,7.259214783299807,41.89856656045066
+-0.4167044704716427,-5.916456896118065,-9.551887310324716,0.8736847544786919,0.31727395253364543,2.016084170902661,-6.2355293842445185,-7.193516290458728,-0.1745204742460471,6.787033596167431,62.11577857630801
+-3.4553600843665477,-7.916097451291256,9.691237106918164,-3.57488424159631,-0.3969084865079697,9.380278646994348,6.562960043718487,-1.384672882991429,6.001672276087082,-8.678773288371566,-47.28632043597123
+-2.233899289715109,-5.2292646070636035,-9.927798860034237,-2.562017253045863,-8.88133957782544,5.831732673619547,-7.6772397417561145,-3.5841926514808997,7.532481232844857,-0.6477055144681843,86.56828562267728
+-8.24200112409577,5.801991302942846,1.5186836624848299,-0.263171150600896,-1.9685523432736218,-9.395854571756958,-2.880973840254586,6.443771763075599,-6.095529843253457,9.992739641595524,-14.625243841456564
+-3.2824065903174815,3.83803094610339,9.917440636728166,-3.7153318352434095,-1.2098386466340716,-8.118350132571994,-8.527819291918117,-7.596978658586435,3.6213309101346725,4.073885653316694,85.96013181409373
+2.5119440357890865,5.7748957664260825,-6.9137604403063735,0.5401236713515933,-3.3161609698914685,-7.962459986973367,8.872358864863699,-3.589699676710867,7.1814765063881065,-2.8632656185574,3.141587384459853
+-4.6854611131054895,-1.4266559215339303,3.760411967701427,0.03753673545824343,2.7681627312455226,4.308735340089116,-0.6993032538946453,8.352409513717516,5.300031992393062,-9.356126427291285,-55.19464322041588
+2.7297743287911436,-0.49388475310834234,8.967464298893901,-4.565660377206897,2.6372661158635635,5.07693876297995,-9.821184727771293,3.816143323605097,-5.273739575394991,6.5609805951832705,-30.503718376782697
+-7.025903868176915,-2.626810464311913,-1.5251973982144862,3.067687493785516,9.972232700012713,8.852581594485498,8.682320013816387,5.2991172579932115,8.80603642727394,0.09358487926492742,-277.6816199961646
+9.926990142537925,2.6791813144839915,9.610598693330486,8.01958251893275,-6.583382062523471,-7.8240247669848895,-7.17876847950359,-8.781955133599666,8.935142727350183,7.423372747801977,-27.79093300085996
+-9.726468807782673,-1.822682909787594,8.348972480923067,4.067168446253642,-0.0733502113116602,-2.1280988955917635,-8.460828443349445,7.696249070244288,-5.085555265499993,-5.7669145259566275,89.26989211159261
+-7.364961612176904,4.570259791039564,3.229694217784611,2.4618770025428627,-6.248293100062354,-7.3848232217561645,-6.448004837281076,1.6823679787909374,-7.708235705162849,-0.14879224836511495,159.84806166673175
+6.138582407641882,-9.783102049738655,-4.7096882176078125,1.3610861053212409,8.1584051039313,-5.119006700711641,-6.636630862563965,-5.443157022841767,2.3484719051013347,4.238982885363278,41.69386306180428
+-1.3025748193250797,-1.600227905353535,9.239248138150717,1.1346544446657858,-7.9688788064885845,2.761924035377299,6.089168518700951,8.165235876808502,0.9875249133797204,8.148387835675548,-199.2634148306234
+-9.568041222128308,-2.284706709861164,9.28734021003539,2.624407098538082,2.706915496662763,-5.682622771504791,3.723577170405221,-7.281668665514431,1.750105680537315,-4.549458326181477,61.592564768507984
+-5.03096806230764,7.714360127558939,4.432493853423463,-9.277695995173573,-3.401427304491309,4.116636375295581,7.446274698182435,-9.720236928313353,0.7388940862195481,0.28243041825589676,25.57200620610003
+-4.79147272068216,-1.5944931994528222,-3.086503272392529,-3.450102093398706,8.441965998764578,6.134210721992639,-3.614318065156623,-7.877934239077726,3.2826893186159345,-4.310206925785771,57.40054708547035
+-7.157659863172123,6.395282845331005,8.46115282455272,-3.330288403388517,3.052440143375774,4.106748030371454,-6.249063057952742,7.299063008210571,-2.7594205668331884,0.1222239716214868,-45.138317712457514
+2.166761544328717,-3.8247671820363305,1.6287670580741542,9.556195082116135,-5.434175255106726,9.01862661163058,3.0810447497484117,-4.859992749385471,0.1107964488079749,9.902764498057326,-143.31629241472078
+-7.882554656685965,2.388041059618884,9.115793242347754,-7.497542729870659,-4.739353219479263,-5.637426355469786,8.532067830777528,4.735081943993793,-6.534581827532819,-3.623117910486322,63.43413935237543
+1.2564917797048314,-5.2866593641180675,-8.726500138990607,0.9683665233221417,8.528783017071575,-8.673871254841675,1.1872902350639003,-9.552609901975838,7.968600332781128,-6.347235484335534,104.93282153365675
+-3.664749588956222,7.3311098888971715,-3.048396817157033,3.8101517888147174,2.1800672849760794,4.8340949091914975,-6.252258886405375,2.6645871253260833,9.692600992553558,-2.5038855483418776,-93.6754478918828
+0.3833923767390135,-3.5948169496026727,-8.041643143052378,9.764803826309619,7.1246367377442095,-8.38006806111287,-3.134701883615514,-9.063881477098176,2.9607947850323257,-6.156494194398585,139.27561447465496
+0.8934036147978186,-8.982219880780955,7.555468406153272,8.76633408490842,2.31460526708126,-1.6244316162389927,9.752234472147183,4.682269390896268,6.612429048530608,-3.5966092111498327,-168.1725825765765
+3.9201119952418684,-3.832333985996774,-1.924921162945592,-4.378762414519652,8.106147555566505,-4.50660801735596,3.030082789306514,-2.880513486475338,-9.300793608194038,-3.870436147019196,141.58643359201386
+-2.060299910140748,-7.3839228902849685,9.110747864064916,3.637351953225336,-4.894611119439998,-8.40663163042821,0.350409389933215,-2.9832787670612215,-3.070844772990471,4.423594063401972,58.387342089768936
+3.590236331957959,9.249525721961767,0.5876109893665604,-8.173643666764915,-2.5326791713501984,6.382365513937918,-2.072729387902048,-1.0399469616449042,-7.880675193823155,6.447970123561229,17.303315098066587
+-5.592112456496434,1.8915748508149366,-3.839211783997083,-1.1473513427142046,-6.898428403168357,5.164403560778754,4.313658911265701,3.7355094779897224,-9.739234435445429,-4.874059201127256,99.36714585306575
+-7.518601864202044,-5.696043151260284,4.424901079350725,-7.426284012445001,7.3918923444067115,0.5620170491800902,-9.843644395498789,8.560938275850843,6.754696084371805,9.363646255297562,-156.07245821389301
+-7.990956034917631,-9.920247206642053,-6.331836572982987,-6.528749841680548,8.414678734316476,-7.098861373541741,5.690123316415628,-6.355361867851681,-8.198968975181707,6.8352272100929845,93.10865532010014
+-9.379139500373604,8.124805349116276,-3.6691177019042764,-6.817802967814599,-6.459232696671622,0.6611653582810528,-3.2585600490903333,3.7749203910977336,6.405040352255085,0.9581172019642081,-11.026991866245844
+0.4193607178372516,0.9889565061757066,-4.335333486813786,-0.15851260089776442,-4.0412808381412235,2.85015826135653,-2.58189183406462,-5.132616858629806,2.0926665468632732,2.199824443232523,36.67588405059501
+-1.4848973896386974,-1.2252826889524338,6.29869740685197,5.9615618959816175,8.081923010067253,6.175946983441318,-6.992968828080414,6.161715334794882,-2.536123469032301,-4.977827452059844,-40.46353687294146
+-3.68595995316364,0.734732176579207,-6.206332763900697,-2.896945927510175,9.687889138534116,-1.915281269167537,-1.5636977989123269,-5.968111510360361,-2.3845703630541704,-2.5554861118708305,104.7775616289679
+-2.8923921134288655,4.1713767632986904,8.148622418351419,5.243679684672862,-3.4874769286826646,-9.311283144590481,0.5540172468804072,-0.0966749943826617,-2.6515250618265096,-0.34596099443648276,51.37328972101746
+-8.330376320771434,-0.8765006061251346,-6.504519583291515,3.418507616975075,4.349226847609917,-0.6482673416885665,0.8816926191120777,1.1111654285966943,-2.020959864503231,-5.654144400062469,60.96744206974884
+-8.432596969585228,-3.0945311129014597,-1.788085468187821,-4.292323682742072,-8.251709866327959,1.0136114706330202,0.5012204466019488,-6.463944321623972,-7.081732705148052,6.760076400837425,120.26984000152949
+-3.184259864770347,-6.350310797043212,-9.903766748853648,-4.978704476891194,7.020646662139929,-9.893315664012164,2.8115031254447653,6.435541602260053,4.652076484523842,1.4878301538428484,-35.271995541743756
+3.6849568995685256,7.397338372724387,0.38036893191928156,-3.7566691226076454,-1.439325033784855,0.368242181078724,6.57468790462053,-3.7298521159065023,3.8514141762969767,4.4568133690006695,-91.52696646918025
+-0.9087679814127014,-2.0466648304786927,3.8820555374991783,-3.909049493093202,1.5250584901792141,0.7142046311619343,-8.165946271328764,7.331918021664519,2.5037296584643176,4.362747993596685,-66.54366360101841
+-0.15700638628848296,3.6065665220198473,-7.670656317861393,3.051880046718336,4.010576082166287,-5.235356155367077,-8.851405587200551,-2.9356146211633494,4.284010997401692,-0.43775974353929215,70.07151145367523
+4.461179659591883,0.7659706022379464,-5.358712975978297,-3.338416463087477,0.1330345816902634,-5.928733560698715,0.6751003646521303,-9.386316908037013,-1.6659121357746831,5.39712142504325,92.92940489647756
+-5.700401668783188,3.5989500303380484,1.5438019104324874,-0.1937415423633615,3.3687300848300605,-6.110687818925635,-5.299316940824945,-4.404787641534327,-2.366523038484929,5.711825553425367,54.759707629160246
+-2.4657086798000294,-1.720184540275127,-5.253785146416368,-5.801529715018163,5.070496559518853,7.200526846771805,3.0019611897865306,7.506962535798019,-1.9100984872604343,2.7721480574661173,-111.77063606308344
+5.191105366929674,-6.461396880360429,-6.393472125485607,-8.351552396982768,8.343210849213946,-9.191778742320755,-0.759236049350156,-7.937471797908446,-2.9565994326763434,-0.21332695918371058,174.93684842672096
+5.358806374287843,4.62495058634018,8.394773084695839,-7.184712211755572,7.3746101687931205,-6.844561971376255,-9.219695776222432,1.4533202165031822,8.651548206417413,-1.646511209958379,-11.988749966973009
+3.0973084013059737,1.918632404802103,-6.902236497592533,-1.5221710011360345,-3.5171797775581393,8.18271971704944,-5.314489679270751,-4.928978405034359,-2.692058865522935,-3.601993933688159,128.53297920008646
+7.611925909495138,-7.598254052718456,7.22701563394899,-2.285659714053514,5.781764776105134,4.453409239579642,4.942650782328835,5.140076747029944,7.928084148039309,2.1355964673171446,-225.00676084855266
+7.233363411787654,1.2183751200731252,-9.028577026520402,4.1125091215119784,6.837462155182186,5.093777441526801,6.436081996136737,9.959175185901286,-3.223867339950801,-4.362767899334539,-111.48809356241264
+-4.860195964860461,2.874507910751607,-5.247746673757545,6.6635845503854245,-0.9610650140646526,-4.392948763053612,3.7668840733674336,-0.1521303550622477,-8.572125123339953,5.284746165084746,22.488084798240003
+-1.2143968068956679,-8.825773953257816,-5.012797291376878,-1.688254963017799,1.9930623952722737,-8.593729381304616,-2.598420958155998,-1.3450576514278745,-4.625963604934331,-4.385172069168228,200.29567275320042
+6.8794560506878,-0.2101822877340842,-8.124998183141525,9.164379173436195,-1.0390311298073707,-3.0404632487830607,4.017663140132102,-3.205475125462489,4.595736574754299,-9.25080526433163,56.594714143640864
+-6.437581465169182,-4.077463962448682,-0.5140949367135961,3.139172282974494,-6.904172939530595,-6.567932778258849,4.138971341976179,5.842903874011725,4.544321071400401,-8.980397332571282,53.586059764145034
+1.8808618628609586,9.62434149560789,-5.246425193035709,-7.775438607769123,3.7664790554438543,-5.391841187429214,4.2678995913666595,3.012508158314744,-4.227584570967496,-4.52341496055446,72.35809573021946
+-8.035310362083932,-6.30218169925127,-9.46582566450358,3.805801008600762,8.863599804697092,-3.203951324992931,-0.3610028911069785,-5.239520902683115,-5.657935684219131,5.781862801417601,49.63890150096836
+2.764476984048132,9.919279033002386,4.658483661852893,2.2130630299936183,2.131657960825355,6.51505301471494,2.7061691636102814,-8.529475531368039,-9.250712134868449,-0.35299414711251975,45.49823192594223
+-8.36780699179885,-3.58609398793877,1.669159675099905,8.21001326264107,3.8924142899958536,3.342493450054158,4.131865201372249,-6.748563074080818,-3.263591362458307,-0.4532505080786464,1.0945787997099738
+-0.2506800399388598,-8.328642041684342,2.086203349751934,0.04689382183460822,5.676891549769008,-8.942498582361928,7.59409562937474,0.8490025627060738,-0.5132644328420821,3.615633674287817,-52.63102007143109
+9.586050565197286,8.262478605982434,2.2277634983739536,-2.177592658960492,2.236639444715427,-1.5806540300492777,-3.507017174317344,4.606177707577874,-1.1212555445538563,6.672307795299073,-90.27867889071459
+1.6931486722153943,0.008204392150341633,-4.3693181126691965,5.36598931344219,7.616549225587692,4.912725601417945,1.5255050445211404,-0.5680638948900052,9.499541070002069,-2.190489500439954,-143.91060064351464
+-0.24585452233753413,-7.037760847301464,-1.7234245648949842,-9.884929767191862,-1.4504289071967968,-7.43181312242023,-1.62209512577288,-1.1966681023847792,-4.852727148551816,7.255493424870338,106.3627674121363
+1.2537370443401308,-5.168536877452434,-5.332231673864671,7.775555306830819,-2.7485582547257614,6.635822758522078,-5.340751828544306,9.837502904562358,5.600000083579362,-0.23358659911887125,-118.03440047995436
+-7.878760508585163,6.40292962590995,-7.70596556662859,9.044301749793735,1.8777098498424527,3.648539431851503,5.028679430138685,-7.390683322546745,3.8040782618790625,-8.89220082962888,31.93064808386935
+9.946163763440289,2.1566949189000417,-3.9882737605915897,8.647316459070606,-6.91172497380649,-9.117016732019746,2.551123486216915,0.16381739990091626,-7.9027632484842165,-1.579289932803929,123.60107031872931
+-8.411011134991249,-7.446172558639614,8.27720064389397,-9.946880589855802,-4.788045254705587,-9.78908929051916,-7.974167924710079,-7.54861938275285,-5.18186318751466,-9.819574440474845,386.2340782258057
+4.29283280259614,-9.612927115624142,9.390704294018523,9.318948497249712,-7.4368450162127235,5.48411265549452,3.3637051787297567,-6.980840557278349,9.231804992425765,-6.281555489447214,-31.16786599290541
+-1.1082415769181408,2.3281276762264724,-4.211310648060007,-7.645829762208461,7.287434607467594,-0.7505126916473426,-1.5768132607688234,6.602455281827602,-2.805232246497127,1.196386746422038,-17.205379023779162
+8.605159159480255,-2.5515542135744274,6.43616782924054,2.381582999002121,-5.159179501105893,-4.869352509169705,9.36162477099729,0.6596567985013491,5.799496546328919,0.45953879489569305,-102.05006823810008
+4.0608392420622375,-3.403552231509086,-5.238027289593521,-7.7062140492542035,2.790629405180567,-7.212220411370456,4.662635156798376,2.959603157433184,-0.5065573165691339,9.983392913619715,-69.28823500381715
+9.782736124157951,9.984550092866497,8.348290958780566,-6.236239112272372,5.119166622156783,4.013043576815178,-7.544535037686431,3.5323917228487067,-4.876236903747804,2.750992988019456,-35.46965321071571
+-5.732614573326506,-8.849229103968304,4.45678298747249,0.23355443240624663,3.2336340079162906,4.028926878284393,3.2575537292602474,3.4738419841518953,-5.950334991545163,3.724576826307371,-61.73314598289844
+3.3632657417258827,-8.900976063327395,-5.096821138359957,-4.757662020324494,-6.252208686877201,-3.386199297616772,8.771029971257532,-4.121593971869279,0.45515482748321734,-9.675938086311767,168.3741458640946
+0.6595546552931864,-3.486900425213608,8.901630577859475,4.0550598167635865,-9.47415953384439,-6.057151475865032,4.199803554830588,-1.6783200672280785,-8.993373461723664,3.099043572706004,84.35300606581207
+0.0075918513925232745,-7.505822700939198,-8.869174692494637,2.5848556141703227,3.267595363582072,-1.5714313231622001,-0.7195694129131169,8.174954757915614,-5.370731883641087,4.335478826755739,-26.543425028824785
+-5.885704785272452,-4.872633875561572,-7.083515674003289,-2.412813173198789,0.4143803892094322,-1.7328446906835793,8.58084579017633,-8.39173418352562,7.792007871176587,6.742188011912081,-73.01425992216082
+6.778818860704012,6.936794859787268,-3.163883167727508,-6.475061615133965,-6.695204756282484,-0.726138399492473,-2.9225656949960976,-5.352367497567469,-3.380072900343911,3.4231734513736356,115.12536899256699
+1.1387486431974558,-7.163502745591536,5.527756535862447,-0.18221563665949736,9.333156395742243,5.210915983275508,6.629619917222045,9.009365876196714,7.735339224328646,-2.8196779603247246,-236.7150021425262
+-5.58498152431961,0.5213301555777083,7.343474658164293,-3.0811369129271338,-5.6408852963830425,-7.786964814160202,-6.278950642621568,6.965412082480231,4.320991370914832,-2.7903782593630955,50.88129662358277
+0.13717900719809162,-0.505230797428935,7.3129437058911995,4.903522530412488,3.1637924520383254,0.0021160696090460895,1.2947709967789645,2.520772340094164,5.648951028004651,4.618093070658668,-179.99033884791717
+-4.715980172546395,8.319688400089484,5.496664895988563,-9.97766485116967,0.39954398420303017,-9.105218483316168,-7.995197371657447,7.805408671608007,9.908950970338779,-7.670407713914271,48.60621175420394
+-7.799742073074041,5.298310549735605,5.974025486796446,5.675410480882084,-6.611426084984709,-3.2715394909050555,-6.089970164625102,8.69264311884281,-2.270572469413006,-6.277227324159522,68.21690882245875
+6.805504435967087,7.058685239862578,-3.423277195112515,-7.349067830856826,-1.3812091912931979,-6.397766500043176,7.965175401631999,-2.3841561219081764,-7.576956468966005,-4.999546109315231,149.89984851167455
+-4.2703112938035215,6.567665684472246,2.0697714388503385,9.096088798720904,2.895914195729583,-3.336341797139173,6.222322324903502,-8.369226049223563,-1.4625210892494334,-9.844732214630248,93.65287867575056
+-1.331677515237626,-4.5182182181550985,-8.621853389287619,0.2948770365046016,8.558540542747918,1.085398692597579,5.8108385142255,-3.3950404068437634,0.5488240369036967,-0.5228533622253395,-23.04186154499445
+-9.972103018078162,0.9414832124968564,9.429693927192975,0.6103353094112651,-9.814230879586344,-4.794339936395429,-7.869609746579491,8.565613924410762,4.3836025482780006,-7.634063562578904,82.36406351563737
+7.847892472256859,7.5114042230893885,8.354866911482006,-5.732094894156729,2.8850007841432923,-4.904536259407886,8.763560762395837,-9.22371053043926,-0.10248715548943244,-6.561529570520104,71.61966159059273
+-7.758173540767466,-2.439348462458475,-8.261337446132801,6.3594835240860315,-2.5018205089600065,-2.7880654476786226,-9.248156903963485,1.8259291174406478,2.4567845536443444,1.8949552538435444,52.95363926124372
+-2.017931991937123,3.0423325985907357,-8.779152207572727,-8.801051087003911,0.3551336344639444,-9.370216786384182,6.533953484355912,6.293251618404511,-1.3515117595590342,-8.294973752749456,114.55493898671071
+-5.925606862167683,-1.8026563388912598,-6.289605742153603,-1.8494224658184244,6.887719156260019,1.7551530659222725,4.312418026561298,9.559935814197011,4.276227010636202,0.6222818189463952,-156.4208826377513
+-3.7829802726638717,4.7623185758252795,-7.63164816697969,-3.8911172596889676,2.4566976994179957,6.212420965177121,-2.9678285898430623,9.274977849569652,0.8494400003615277,-0.9767738068774778,-64.21574765881576
+-6.3297499537143835,5.471090963175753,6.588225585958076,-6.751182245963991,2.3548779376930207,-4.700226953556143,0.7924954474871804,2.4219349049432592,3.501381404082562,6.113885991958304,-95.07944106777528
+8.57064162850449,-9.960177078950817,2.736286628889788,-0.41512520890645277,8.738378833569016,-0.10904646951351626,-7.09460318492106,3.718225956567054,7.452846245181737,-3.6470605571597425,-45.49397904930543
+6.481567498834484,6.647037178411244,-1.6763157992773126,3.8304034587834157,0.1845065385393796,5.346585159551259,6.562494622057193,-7.6966658073593885,-9.604790931504192,-8.762539664013378,129.6529095613235
+9.793951161612451,-1.9550838752911837,-3.3046613794804403,7.195398387635619,1.5130959555893742,3.14529568264869,-3.47102819169663,9.96125884204979,-5.377110160301397,-8.239571059809919,27.967197769219755
+8.359958655733095,-3.4992296627801234,5.062705142563009,-7.689514898750261,-5.507906012464954,0.23782034983581335,7.167304775934181,2.7987375100784773,8.338677041528367,-0.23298896840878047,-100.8474921655293
+1.9397403871175034,-6.228573043790706,-2.5170977149616602,-1.9681484580515196,6.445357624433614,-5.5968503252855895,5.9607055542481895,3.8644727464635653,-4.705744642110008,-4.944380908403554,49.01612199432483
+8.798218937063417,-8.66839572423374,7.745618935904792,-2.5927774478637278,3.0102249143181647,8.698405295945449,7.50238693724504,3.3617459963973007,7.080706114970887,1.5170562062873971,-226.0122974919351
+6.305624779893241,5.996995128541716,9.599529744536074,-1.559713268203493,-9.24364449694689,-6.558331548880075,-4.609288020946165,8.726429786081233,-8.183075685198704,-9.375868117688617,177.841072207983
+-4.463197825008112,4.119561807738156,-8.799023107697392,5.182451075785474,-3.0081312214340827,9.993890450713279,9.640303602260282,-4.587338011594857,0.6038904637463238,-9.793852911807726,21.37141725864367
+3.6704025022275033,-0.24428264271971756,-9.300311607968393,-4.842501190089901,-1.3452334919917197,0.6559456778758643,-8.999327062599685,7.795004785655855,4.013859236318098,0.41373100463658163,10.73410160935234
+8.280896484410832,5.983210818819442,-8.614630779117478,-1.138306864721339,2.2220485025644265,8.733948002181187,-7.970724176443465,0.5922025957988675,-8.815495026030744,5.878609170585514,21.724401183053658
+-3.205386041904701,1.3904018053870626,7.924640943038694,7.314588192307969,-6.375443404677938,-8.716742800471414,-6.119582665964478,9.651197864461487,-2.674495843948772,9.989203700499543,-74.66193976901813
+-2.2661174344457113,7.11937025137015,-0.25262322392429315,3.591049638012771,-0.31778192119245263,-6.30495476421725,-4.325570381257437,-3.3816671298831014,-2.4537299514170874,-9.80527852452665,194.9743968289593
+-5.473020636807975,-2.8574031881698514,8.628179100942216,9.860278346476793,-6.860848702494875,7.497519275820597,-6.768038210191321,1.0376205022603702,-4.23525595863566,9.44683638965709,-77.72968974523077
+-3.2469681588565336,8.414116892482483,5.5231289463207744,8.190736836562845,3.070986230954751,-9.440572733686956,1.1403666603069151,-3.561609241852226,7.954170897128323,5.832539741304261,-127.62787863408778
+-8.134069744816978,-3.7028731730241726,9.538796543616172,9.18431130544251,9.544715313082522,5.000638025798477,9.985697275884595,4.168692274440213,-8.073137944894526,3.657274037222835,-191.49989686004852
+-4.817130330694537,-9.08857066473265,-8.808532309905232,1.7417302132276813,2.9119574325173714,-8.3132912784455,8.464998283292225,3.3736134813056418,1.4934410223196015,-6.81694909031928,50.50967886960025
+-9.276119786814386,-6.59773664549556,3.8691544960871727,2.6355085272711753,-7.055274439302142,5.3167069969802006,-2.6048889596748914,-6.467245402091417,-0.8442088939290948,-9.402507983993708,179.55048055505486
+5.616499523764837,6.786866409076843,-8.356695102078637,6.935213261990196,9.046910031986545,0.7817789507337536,-0.7111845883079337,5.204929775930925,-6.365151308726446,-9.980412296136725,52.167334051252844
+1.3810472145967156,-9.18029277438906,-8.385217516821644,-1.2566595475844933,9.449101145071566,7.184603173928313,8.593909906463143,-2.6370381162574486,6.547438534511814,0.6707986424705137,-144.599492022696
+-0.9792086902660135,2.3684442529901317,-5.178256948617037,4.107590161017218,4.539774639074848,-1.9378514686470383,6.714089148384774,-2.719237920753823,1.9268548920707773,-5.530595961367486,0.08252748957085787
+-2.5230191141045744,5.29674846761311,8.556588183342544,5.904716549088757,2.169685796814327,6.765736659838597,3.070993705644942,-1.8971998621219854,4.547365984604053,3.013456212935728,-182.1299380521944
+-9.891699837277983,5.147791374475263,-1.3619767041266972,7.0495550007197245,2.3272270852542,7.06792716881707,-1.3426020837981878,5.662006111055602,-9.556820350120036,-9.628896018888103,71.22131164588322
+2.3130032069271933,9.18502739291821,-1.5397703406155006,8.256725874533167,5.966873488239212,3.3767940328133794,-2.093434001408534,-7.787280710107196,-5.911377165160614,-4.455509806621358,78.66464058723774
+-5.702556729314954,5.0707184637737335,4.6033457417780514,5.353747199952199,7.269475181027061,-3.5892868985747772,-9.400732139454604,-8.737960556047952,-9.556029058501856,0.04606810482315815,169.93163022394216
+-1.1201820061691725,-4.716658313649913,0.5514378799188147,-3.7105809748732232,-6.0023391379716635,2.793269482481684,3.2608263048336283,-0.3472125122523173,5.400868079917425,7.318044248036619,-101.10705780627596
+-4.090927512920503,1.9623577908158962,6.891749435049457,-6.713931900417727,-1.8436250434883195,0.4193951076146285,-1.2692493774114322,-5.484454894824038,2.376699863586045,3.9853156601895368,8.546830023036648
+-5.022123379104418,-4.167274520048694,-6.466505699886458,5.927236907807112,-6.661823054474438,-6.3455342284402905,-5.861774677955216,-7.463620479335096,4.829485317377841,-9.198077442213673,233.78486807576235
+8.312895701439903,-0.890154891700996,8.915866284019476,0.3045588332882221,-8.70051216015307,3.569104732773969,-8.726720687485606,-7.666369342337598,5.964732124932497,-8.555786274254407,145.48942907279735
+-5.677665984268618,9.96992782692728,-8.376467426684492,5.062183379958558,-2.052129234272926,-5.035208370516759,7.549332654362506,1.8688423035090374,-0.998371003641072,9.317131928805068,-118.02199701466455
+2.1299698038392,-9.94800980960171,-2.4588084678191313,-3.7699635634267037,-6.078694536139382,-5.43367951984286,-8.849244613044203,-2.8262075890925953,6.36138606964132,3.408512453334551,100.06270103733762
+9.557684441073997,9.672234891236048,4.619427928894577,-4.898671998247279,6.6092358445196435,-2.2482553346273093,-0.01059988694199987,0.40475874122342326,7.403876603370767,7.962714404570798,-187.45206675829667
+-1.1057820438202715,-7.087849117324385,9.865607802045975,-9.295013686853542,-3.0729714029513966,5.083378766496196,9.367361246282515,-4.639900847781638,3.545544460999701,-0.5082571119400758,-44.997640397337186
+6.355345053929464,-8.757394047713177,-3.47111307268702,-4.486948083724203,-0.3147734650517564,-0.23232705739621773,6.891098095240276,-3.613995466337967,-4.821365125047848,8.420201152392913,-14.539913220042566
+-3.0888149531673426,-2.4059351108576044,-0.9530048010511005,2.9204794794343414,2.973935645513335,1.4582541341262423,-1.9015097499496303,-6.712783511330693,5.854728683648371,8.558873712112934,-92.99818404952788
+3.3532590921982774,-2.03541885653036,3.185346126413231,-9.828369447825423,-5.170352710196003,2.2079251530691946,-4.731390657709977,7.945408145859663,1.0194882883150536,9.380435002297299,-87.16614269946591
+1.081640606604739,8.292704229417065,7.014037653332325,6.10549496054518,9.72665004624362,-1.313407058366991,2.4241830131296815,-0.9562192227155442,-2.6842148597774074,9.75281847392173,-183.28395325250844
+4.009435534904588,-3.8890584875370027,-0.08421616448911706,-3.8576864324881743,8.274907876631126,8.184331942653571,-2.6554032318661203,8.155134162890917,3.3307139913876416,6.5032995155892825,-209.81334891838532
+-4.2488270220714615,4.2758800499157745,-1.2389840314642209,-6.302820365064463,0.5936388396148984,-8.502910870263312,0.8841888658303199,4.6052161604534625,9.83306749216089,-4.187539594819731,-12.913644432296188
+4.998226730349873,5.07628145442623,7.453410764165005,0.2857036879326924,2.852446392599788,-2.2869938420874636,5.642828181138024,2.9561875992813835,3.8592775743259145,-4.481277507773775,-88.2694437923251
+-4.9475440666004555,-7.291015985746599,7.640916119063849,-0.6578501977383322,-0.33016904626506083,-0.15788412174642996,-6.743027194277498,-1.1396071887108694,-2.8754126241185562,2.3820448579704667,64.56002833726974
+1.8623238146459564,6.63326180027247,-1.1852181685964225,-4.589880883465332,-0.7649114576004368,-6.579864911590356,-5.929402139685007,7.6410793247076185,3.35662492540701,-5.992932992153664,63.692147210036524
+-5.040260609122349,-4.8850296911229645,-3.4577696280317527,6.388326451923807,-0.9842349914806037,4.111396595950076,-8.284135738554475,-4.810576550368923,-4.45466098099248,-2.5513476335926333,145.85179690222515
+9.355932962104008,8.146098113671341,1.5958449050617296,6.80084932077712,2.793054360184275,4.119223639159754,-9.520441260956314,-6.930099459532036,-6.1405610797187045,-2.703339962254916,112.36513866450089
+5.903622095769259,6.041572726640998,-0.7673409763790584,-8.995258300040947,-9.009976756981441,9.077738948701326,3.550041868149636,-1.3323673494577815,3.9893100339179233,-2.265064917013875,-12.415840876534462
+-5.428078857315207,7.881605619207845,-5.038500301807836,-1.5600265071246189,-4.506953669580098,-1.493461993187608,-6.003652392414178,5.195360808926641,7.359834930055076,1.8695740307253317,-38.526780579877276
+-5.989975171253754,-1.019532874294724,-3.6562116525579214,-2.2485446357094663,-5.212338505362242,-8.349876105757392,-0.05930619730247333,-5.189341474220517,-3.040329909359938,9.019575505307076,85.56289948989807
+9.649418936752703,4.598161218381229,-5.67771997022267,8.8115551603689,-5.224841585118154,9.265402843173005,-8.708578826786656,8.325486003817865,5.420999268385394,7.422032124208934,-191.7757163301878
+-0.4849985581896332,3.613790027152435,5.2152599684821155,2.0419291234592496,0.9101147250308772,7.180012733207599,8.687329197885209,8.210501760999634,-0.5259124667338755,0.4615208095634693,-201.28371546917597
+-2.025956352304905,-3.7883177822099934,4.242028888563523,-7.175297003590748,-5.492260073049932,-0.382350064285073,-8.668202326989016,8.004049647406424,8.515104844979405,6.525131952706502,-86.66701850608617
+0.9499181821357183,3.719775683208335,-5.088273267617643,-1.9981416986138734,5.625422697231537,-8.501317053917335,0.6333506719369075,-6.235866158440233,-8.453688473114376,-6.929624294317986,232.23244986132826
+-6.868582463789119,-5.8264385507821554,6.934030148402234,-8.682083875744684,-1.6661305985861952,8.778075825031266,-8.847067185848507,4.4992386369979664,-0.7719226182390848,4.160681519815954,-17.457822700003636
+0.7814095262471255,-7.964431217679158,9.85857090976243,2.3735642931936596,6.484259946304034,-6.076171459703388,-4.478951559946982,-5.359795002504031,-8.195290423125652,-8.004585282600289,211.3519832883581
+9.221526329331995,-7.891503090395888,3.791898786877992,4.971421143343699,-3.333242073674574,-6.3640044205553465,-9.078143365013975,3.3970341031482088,1.4073621273386006,-5.950426604735338,117.57404225941085
+-9.239710376706894,-4.6992470214833055,-6.346662656389497,-6.648512570273719,-2.8824399121673028,4.9632353065530825,-4.565984205095668,-6.420220749282786,9.78644881560265,3.4314135280819302,13.610693435579757
+-5.001676448619479,-4.7757783249775665,-0.6515070289344438,-7.5992968353631145,4.671536287436025,8.174902102067332,-2.184595543362775,9.011980878277745,-1.03993001710883,3.6279250570610433,-105.28564425245557
+0.4251162667353148,-7.799761360153492,-5.188820069757258,-2.4090134592344947,1.7410895484244304,-1.6369995424405492,-7.356491050195634,9.727439762656909,-1.7523616963843214,8.243931974104132,-48.57601383495544
+9.936641530351022,-9.671005883818518,-4.621291090091894,-9.667840800851886,8.632642134124549,-7.0520366034598965,-8.795147997345554,3.684821660467681,2.388669833858259,-7.596115758671049,151.69152506802683
+-8.115376597576171,-1.3467700058171395,5.400534986368166,-8.191465873161018,3.6460454326502534,-2.407727923525007,-0.00022275990908982024,-0.44871928437475006,-2.7916098123001465,0.6631058222441122,49.06692844303085
+6.411691070628162,-5.082385370117056,7.081481422029712,-5.420929601473723,3.640018594341694,1.6496626672409676,3.200011868254551,-7.485885186313932,-6.090069438126491,-7.538349319572967,146.74079546731522
+1.595308390848944,-3.7937900111713407,8.67295006846084,6.7160038652201015,-5.619613601284721,6.810283727237191,-7.104032081120193,4.337293121975973,9.540049140965166,2.2472340013700154,-149.69111218566275
+-7.511986332925977,-2.031406039439083,-7.497493598485918,1.6600200189928738,-3.721942145258399,-2.824281205449477,6.818476907299635,8.212133653113263,8.431282867996918,-3.173943200206344,-90.85963242451162
+2.9243810790725666,-6.666316334496411,9.345392520864216,-4.165096751600914,3.5814696007089863,9.825248790369178,-7.102572074307814,3.341206517612356,4.3276832971688854,5.842034087730887,-148.85150125959302
+-8.504165674810727,4.728406899453834,-3.3222328244932653,7.0910868342499604,-9.944505697539192,4.189145086006305,3.1162569798145645,8.263302940528131,-7.188020910296229,-7.279685472711623,58.0196846940057
+-7.113119869078117,-4.643261345693106,-8.336083311416507,-9.112885831582462,7.619036856777408,-7.670021051658913,0.13505281270541403,-6.158398532254434,2.909537340792514,-4.019014296145695,152.40733549442646
+-2.80038107877437,8.942736230702819,-9.31555810731998,-3.513281452728363,-0.08330616837985749,0.4569989105077954,-4.198411819332499,7.19130838662471,7.186361967536681,8.646508198218259,-151.04894278795103
+-6.992439280192939,-5.367697014543184,-9.413351339000942,4.698561218317304,-6.105925016297064,4.40071100694907,-5.693195868623382,0.07399269350766513,-4.832133294397501,2.3071842617438754,94.46529272091506
+1.9175471082385775,2.517613993932588,-0.10224426196175695,-9.513902668239,-5.351726654395279,4.705897769234797,-9.847104933753258,-2.405092814511034,-1.1385558099719173,9.60770188857149,36.607175136130614
+-5.016816868868181,6.7871792467977565,8.343080861955649,-1.5508138990068,-8.030136271198264,-5.5017684909752855,-9.474524708590677,-2.657999309045196,-1.8734417761370814,9.24467024918619,60.84524204711288
+2.265327513113793,1.1505513647510113,1.6319164320275048,3.99630600787263,0.9443502972750295,6.881905677043763,-6.128687344192894,8.427367899908532,-7.611956623456299,8.483864563258795,-108.2507159057365
+3.202267014743543,-0.6873783347392237,-6.131705441994395,6.192966846757059,6.599548738055896,-1.4829991505527418,7.0237474823140955,7.9280473601543004,-6.314747568669823,-2.2756784140114217,-61.56404728551391
+5.0401304131319264,-9.088238165760746,6.3222528544644625,7.411697681435372,2.156432137380393,-4.916546542527489,5.548700282652954,-2.493385395403187,-7.094213853763522,4.765435743338234,-16.01118653516796
+-3.1620870881591445,7.144156632125762,-6.4195518871980966,-5.000139293969017,1.0732264429460647,-1.1553604824166008,0.09120674098118675,-8.909876426363754,0.27648271404925095,-4.308093957923322,143.78826458517966
+6.360973900130363,-4.696832894399017,-1.401987214226279,2.6535220634036927,-0.19706509698160124,-8.757902736250102,-1.7765726345407784,8.222216790607517,0.9550505931262632,-5.502845698607346,47.357469598068015
+9.231997871418686,-7.6494078675183115,3.192003481592953,9.490683405565255,-0.6039281758722281,-1.7747457845142645,-1.1101837746548449,-3.5891976033899886,-7.900172287900382,7.538088624662067,7.926738595238184
+7.8790344451736,-4.147078471650428,5.533742925807146,-0.16890699306542745,-3.633307110875126,7.315575854425724,-6.244462608976198,2.5955086966570895,-8.575359400578657,-6.635415264242699,128.15565028880613
+-7.879827179383501,-9.171557342205393,8.438687018110292,-2.7334330350288027,4.405889438690849,-6.7739015855888995,-9.095685725273547,3.0718398337807495,8.777708557699135,2.762451475064547,-33.51316824341955
+-2.786871266787676,-0.5517442014297713,8.945415400191667,2.292179846033351,-6.022541997821067,-7.210452962127462,0.758876483152453,0.3700288689819642,6.603081669250157,-2.387836472776861,1.7009625711167287
+-0.8694370848982214,1.7998089182598753,6.885947486733015,0.9175294143281776,-2.954340705283729,-3.5436031196497497,-4.154955279881662,-1.1854150812139341,6.135985441302044,6.301950746404232,-66.82445914272003
+4.333246858202184,-9.953334756886791,-7.876719142455819,4.995035175440581,8.826705735857265,7.916368639437968,-4.048812683023102,-9.027284591034148,-5.495223355496821,7.996521144358746,2.5085365938727664
+1.4560010045221294,1.4690122070348366,7.714349963483462,-9.823942960454954,9.623302543156655,6.927976968403473,3.9125906263672316,-7.2343112180616735,-1.572563948904273,-5.02309534064122,20.296777871070113
+-2.2487373748194983,9.106139873373083,8.114939874977416,4.48985718255607,7.202608474355847,7.564036495510025,-7.173812387951264,-6.524660950529082,-2.6171432788973026,-0.022228647134114876,-9.691257106583844
+9.250172235218361,6.827101845709405,-6.762090485903112,-0.4333720728266144,-9.51819333248775,-5.160382272830779,-9.944118596120575,-4.778811027793468,2.8304565306687013,-7.840704047676823,242.13554256125863
+-0.8904827240088298,0.33173625616253366,8.886499803287265,9.67960044535267,-0.6965583035075018,0.14495037094776064,0.1360166516266026,-9.097014154304283,-1.6505184633554926,-3.712440926031899,64.54688927044191
+-7.694063766054198,-6.215366016195869,-6.309223779786432,-0.7102680647172543,-3.7498938961457173,-9.007681744083841,2.6907944879004053,-4.613697487348071,-5.358148348393943,6.391650568301788,119.63497314429706
+-0.5111213250693614,0.3622402763737753,-9.76805442656537,-8.425656182104762,6.968081056419835,-4.726121583153047,-0.42707711969717677,7.6839890586548565,2.293715903377964,-7.847443706174255,59.53213739750297
+7.600940176287569,6.029906783079026,1.9319763592126882,-1.124545582601697,8.713549266700563,-8.778429648842572,6.237658344593893,-1.249888703416262,7.871944241146633,9.052677343562525,-203.2492444504798
+1.1526303411715255,-8.08397590227173,-9.979636089476928,2.047557942719953,8.29299322657867,-6.208257058892352,-0.8723950864800334,-1.745643638524288,9.06910107708866,-9.789504489268863,71.65209973572753
+-1.3163841421293432,-4.720983350110024,7.190565032788607,3.257298321717579,4.967376714224634,-5.5111353237211125,0.07502345070980576,3.497111067875207,2.1586990606196466,-4.493013686468008,-15.570152109713725
+-4.429478706593601,-5.120895823216227,-6.039602850164569,0.6938117595128834,6.612514416481623,7.798294211241723,-9.545629838794188,-3.2854529826576395,-4.617344884516299,-9.786268608277474,186.26929296270876
+-4.497036279260573,8.125785431135608,-7.429573725182501,-7.711716577657713,-4.6577195464929915,-7.011039767578582,3.2956714152454802,6.156630771434887,-4.243481870830712,7.065170852569818,6.4382764760650195
+-0.26453221899233936,1.9317636795425153,6.053589518400402,1.6815937199523034,8.23869056239735,7.4573508252713605,5.774400817502836,1.957982634673343,-6.226090194726817,6.1153134500599515,-171.8200569887192
+5.658520336606577,-1.1410459451962818,-5.924161924214129,0.7563508704864819,-7.061655153346688,-2.9393048069278405,-1.4320801423553542,-0.5946723856585745,-6.981993969770679,8.839579835655286,57.11401712908228
+5.502902430292105,6.840290000613982,1.9059774273198937,-9.34422782030429,7.839388474401674,-5.5457881693553635,8.856182627510558,6.405125425220888,1.7724132640474144,8.486402209755376,-203.86320868777207
+-7.568566464643956,-8.421030209764977,7.04673994944411,-6.450507490579069,0.07371341220403949,-6.544878709522026,3.056230361952559,-3.268849391311859,5.042455057682885,8.808202170140905,-57.240331794646536
+-6.3582105540655975,5.147373035865712,-9.964376414173088,-9.324555069130248,-1.2710905574453024,-8.305682717549095,-8.473714451481957,-3.874851575550826,5.307384241212563,-1.38269696553746,179.1631227329097
+-6.618787845336209,7.749766799465345,5.307286159605988,5.931379484052279,4.052270761200722,5.548764845402192,-7.71390903952812,-2.3573599030512082,-7.875005752200607,-7.727221436486554,122.53004277298115
+-9.348654180833908,9.018207692534574,-2.0576461334690954,5.24575478217125,1.993290011871529,9.750447055759526,-8.535976002583697,-8.915085147880003,-7.7041525428268525,8.263968476103553,29.794527398573276
+-6.841388284830561,-3.751802009928462,3.384850255801981,-1.4315570467224803,2.187544105933872,5.1895691165988485,-2.8778897071245324,-6.937207151464209,-8.81146723423576,7.546686386777646,51.7356394058717
+9.765099745331327,-2.4715189255060044,3.137706618241518,-7.200692198595848,1.8903689856211048,0.6098661861814136,-3.6422422227152573,9.951500214566803,-0.9550337185180968,6.115464483803379,-102.20530969856432
+-3.7764506607830906,4.033241686118552,-6.880759211035496,9.550674979121183,-2.252660498243102,-7.784246657339162,6.205632830602756,0.5397289194635579,7.974715673753039,6.731954944659472,-147.02804153456125
+3.6424320145491307,-7.143561745105256,-8.760286470955593,-3.6203418285465983,-9.839758694675393,6.00827033772696,-9.168397878970978,-3.642088347684911,9.08056094185351,-8.805922168137277,167.58426694773888
+6.241759827637232,9.556124320670772,9.502355784301479,-4.662218471914478,-9.321865580575812,-2.0148387585173455,2.826902924065078,4.9066323986135,1.4383912795366682,0.4850425763312849,-50.16517278176527
+9.264028552797887,-4.493486142070056,2.5869464316734847,4.599772614377984,-9.73043378992822,8.59116492558427,-9.944321065629682,-7.744279225739488,2.1823529199672476,9.053617127323484,-4.643984468846903
+6.637758542715431,-1.2922376379161205,-6.813893217757101,9.370464229741211,2.292371163216498,0.6629980784124112,-5.003461295915034,9.43051351935763,-8.462296838806125,-8.770492772041376,90.31682623397089
+-1.8111834908006919,-5.57587545702482,-5.968786430967605,4.774328219085955,2.4364503877282173,3.7597421307283385,0.4965103103257329,7.7876154746813615,6.595118439229823,-6.094286997147982,-82.35246844465468
+-8.06750341252971,-7.1938052730121544,6.912260826723411,-7.853577881835243,4.474885663829557,0.9422795542385409,1.2301239691583121,-0.17764007265178794,6.769482772259526,2.770186929896692,-87.33840635661764
+-9.966339977522471,9.174704212494841,2.718214338571281,0.08139733458052856,8.388962555486303,-3.9519015218444675,5.606504379737647,-3.1950818875946574,-1.6272275378880852,-8.272049137921746,52.78024357921702
+0.2599742586737519,6.63423445835506,8.69514572781899,-6.374849931625414,-0.2530300655745332,3.1810398790147376,-5.963100712161364,-2.3256065664517167,7.131379688124195,-7.197763516562629,40.63818128902234
+-5.9147169563033035,1.1194729405386905,-4.277079173545031,5.982878681257162,0.01685725545421457,5.66920076315532,6.965247869505486,9.506907492126901,8.520434512589773,9.272179015360338,-331.88179959448104
+1.9842917034162721,8.364725736456858,4.93694448401595,4.971120669240836,-4.005959214843138,-3.8217183046027015,-0.6565283240898934,9.742107401257822,-9.41063172638602,4.81409921068908,-44.895713979679364
+2.5018774535226385,-0.08608889797666386,-6.891046766370148,-8.698413241919592,0.35559408994099595,8.127523776471188,1.5918335598377364,6.426431332745359,4.599064485528523,-8.7917202553448,-10.279511500437563
+-2.225525804584758,-3.7193338202609882,7.529604190141397,1.9491941344721275,-8.455020197067329,-6.795717666809558,9.840488919399256,-4.949875813750881,6.941586062726579,3.398559423135763,-60.07591030284366
+7.036962637730628,0.3610601369116151,6.971411581268329,-8.075050606941023,-0.5517469933756813,-6.388949445987857,7.558635827853866,9.883658400418307,-1.9990381942999025,-6.90424432075845,2.957714224176851
+-6.126359565052544,1.3520156064962952,-9.148603230201218,0.21852120595081903,0.26611318413870766,2.0507991658579727,-3.805767242294984,2.347337256567641,3.7689568684520447,-2.525773097840256,18.49310129942182
+-1.4716783623250551,2.960859626841301,5.661636418244846,0.548792954953623,-8.745985577146518,-5.637475201476329,-9.26376664074072,-8.472683121387188,7.978404868736688,-1.078832909496994,129.47993138499967
+-1.7931676240792371,-0.5210702600393091,2.650183544395579,8.647901773368353,5.8172160550850265,-0.4015672680514504,-5.597936551545642,1.062479215738279,-1.9917322036771035,-5.574681728327809,41.89406242376259
+-3.8094064213134438,-4.070300184985962,-3.255363086387344,-0.41483088331613294,-7.361838095156208,4.044148809194232,1.4038804395325322,-4.382249179100728,-8.871497894384081,-8.70586016399672,231.7051762912369
+-0.643573752523392,0.08405847026488722,-9.365960448003836,-2.612950005630257,-5.205886921752569,-8.114532909044705,7.575499312171146,1.34271923754272,-6.5914438810694564,-3.7361839853003254,150.52837626306575
+3.3955419066609416,0.2741296593272513,-3.486168243029588,4.046213144805176,-7.604178141816087,-7.251961404275422,-9.034777688425756,2.550464928422682,3.71187385781679,-4.399453924281335,129.2252044176607
+5.416306122984722,9.052497541706614,-1.2039568510004783,5.347199660473283,7.3549791489282645,-9.565419012448064,9.955447267521873,9.664562982637007,0.19083104504606263,5.832046577598269,-224.14792244725308
+-3.517783094238267,-3.192019395357657,8.007494826573932,8.124923994179623,-1.343190654622739,3.499838923155323,0.31025829151346995,0.6423084017705705,5.170638272160295,-1.0837104722985758,-101.57621995476825
+-6.708651225559126,-2.026973083861179,6.54679427066535,-4.5882272590189395,-9.4341294583334,1.9636164026370384,6.008796461113737,9.192297223146191,4.740269562013064,-5.8152289643205375,-50.93759073481332
+8.800078725344399,4.836325608833471,-3.268154382100854,7.98566636388323,-9.13352439544141,6.852931956408092,6.046703304623633,-6.344555869513417,-9.084038624776271,5.381442450785315,4.334976506416865
+-4.721261065692226,8.846377680078568,-4.168527423708563,0.9461423030746485,8.513344893467703,5.557800344014945,-6.635517748102664,-9.084908866771165,-8.406933202764872,-9.669660128349197,214.84567965201987
+-4.592109940501823,6.922172334402939,-1.1584743956470378,5.986634461008435,5.672691084680657,3.4888155759430517,3.7717664628279857,-8.320281552979509,8.184483829720243,6.703477377342468,-176.9671078114097
+5.253800442637921,-8.341054252908016,7.2335062016755,-0.37588245335691717,-8.397988552353093,0.1964464490724005,3.3094736147261594,0.2639881524207288,5.526197026129783,-1.1492140917328175,-27.939801351337575
+-5.543457435554997,-8.502470182671463,-1.1928999232040227,5.988549753366385,3.8302916235589723,4.953741071085494,-2.2043421624515025,-6.536334379123748,0.6659553523680817,6.190136540123607,-43.04700258207408
+9.019928448633598,5.991449103064648,-3.247927631942804,-9.058237959548464,5.819724859849888,5.914611727742529,-2.700925530839371,-3.9094327881650703,-6.637684441961367,-0.6881322495330089,81.02713051858836
+-4.031203929789299,-0.8097748470946087,1.7687023905574772,3.4030444727950115,-6.1880639754001905,2.9795426656257185,8.575035058337114,4.5119300844168775,-5.362386517958422,-1.9193725613315626,-24.861974237249786
+7.219612215209867,4.308686967653883,-3.3403359404662814,-7.588694494832207,1.2082845122963892,-1.5091741210583942,2.6667346468809794,-5.888467323182294,-8.042732813704772,-5.547935425960249,186.60674367030396
+8.658697232114775,-8.920464917239277,-5.899621604127727,-7.715677240460277,-2.046852767306875,4.107788455291088,8.143195637507812,3.124932473374622,-6.085458368614772,9.50199083098082,-74.79982835020714
+9.786113702794664,-5.284618944732027,-8.754797470049878,-9.87742812158496,2.2406368861649217,5.749621963868261,1.6259441666544938,-2.995095618009911,9.163210549867419,4.947542949566235,-95.31510427956204
+8.577055867852177,-9.783852145192926,8.630810807647379,0.3799783886056529,2.7480007242903803,2.9088716342539267,-5.706733382069576,-8.257523221528844,-6.823117502952922,-9.045578911612772,214.37301677463242
+-7.3786355819551,-8.5730083032122,8.370323410962339,8.253497604742272,-2.4264773238562998,6.830667833886121,-8.244474749497254,-7.3541882633978535,3.057374148657097,-3.7359575509920817,67.7662933123342
+-9.800192838534333,9.84985091155918,5.685222985010339,-7.34286075883748,-3.1439039569294347,-3.6400895005793066,4.698747431411949,-3.310509548216589,4.381233145912551,9.655202850006017,-99.93542506818201
+-7.490049979534419,-7.095478298109388,2.7126676092238178,2.4736935042269037,-6.789490511932064,1.7210783331198165,1.0296164145816955,1.445486264003324,8.82851111892239,-1.1565092512091968,-55.14012221976893
+-2.142051586974778,2.4415145395765014,3.63452189045276,-6.5706293183708535,-6.094409355011914,-3.6662291987957296,-5.179703908871804,3.5918224643445162,-2.303932350369715,6.164100460337522,34.83751584868884
+7.648045825822933,-6.147654432345327,-5.744661195476695,3.9448174034754713,9.272942417523032,3.5345255982071366,-2.672598109308484,-7.86067997544206,-6.262827175053172,-4.294894944256402,123.19497403166966
+5.783425415328283,5.106889733705032,-4.648185689976474,-2.5994181108673153,-4.384083129168297,-9.494619020511823,2.146397829191311,4.410051307689029,-7.906653058565778,-9.63205659880154,206.77983744598257
+8.979374311787392,-3.8228328338883655,-2.9469360706794068,-6.401707159311427,5.700087337270155,4.047352512063278,6.573670360376416,2.1844438295155078,2.538524166969671,0.2200101436731572,-104.07060090892072
+-5.055126058846222,-3.507784122297164,4.849251194765376,5.1889136447951945,-2.3487455425314474,4.3870542182180134,8.132812344067577,4.113955420032449,4.625017732558366,3.458607709547943,-200.22090167724807
+3.1434588020691923,9.346711267330948,5.744817895454233,-0.5036049041989132,-5.661613155190417,3.917540354993867,6.298111713489771,0.44333446436130686,-5.143733503082162,-5.14117026643671,21.11437539278823
+-3.0202656838624353,1.3416420242154148,3.1161791074882905,0.565237938703107,0.4456435480283849,3.6054100403075573,-6.317262887797376,8.839746081862296,-4.830937033623092,-8.630700004615912,71.64901660337102
+-2.022019953482106,3.786745355173453,-6.928028803104864,-1.5101930211761205,9.264148710926168,-8.438685473427388,6.94199191969518,6.611402280077101,8.49779456207587,-9.152898872316438,-56.25262093100103
+7.781673079964384,0.9399963332812122,-0.8577815157730662,3.691160724450404,4.722924317013617,6.645051305605505,-3.9339842924973234,6.45798225927326,3.6779752108883934,8.96365635625724,-228.26320956045365
+9.273391759628566,-6.869365168187889,-0.9615343895079609,8.19411868397983,-8.480700073743584,-6.638742524160786,-5.728480933013335,7.028056949116026,7.1908321335977,-8.480270154831208,64.06734445457127
+-0.19852768364179596,2.939762316742671,8.25633963742151,4.083363007873806,3.6241218384985485,-0.10068912473372826,2.3188634790957385,4.095578608152957,3.5467655521411,-2.0546398784572317,-121.17397371857656
+-1.6832390643486028,-6.991341856643927,8.638305666141042,4.718790615287951,5.366712534578955,0.12321765579125676,9.789633377022831,-5.450079487393083,-0.03970180371530185,-5.492300571259976,-22.750210043062637
+-5.275763338089796,-6.805073789180341,-0.9582731044062021,9.743259600411678,4.537403844079028,6.954765613622989,-2.9886987099985585,5.849363129156302,-0.5640023639664715,-5.8964079188003415,-40.607965466015976
+0.0506850607057574,-3.3889945584854497,-8.036044371438058,1.708842537776456,-8.711497863651498,-3.127778691582177,-4.941949997362993,-6.052179551302821,-6.124342239130143,-5.9102428155251,287.5604828121632
+8.282721521046977,-2.4193660675698325,-3.9247772520617463,4.1309779907559925,-4.381798983439646,5.657086453101703,-5.521269396488777,6.984567856676578,-2.8539921905230647,8.30358156268122,-91.2658192395991
+-1.7230096488294233,-7.158528523225163,8.811100377826763,5.7323764371987895,-0.1453837136527092,2.6466052714551624,2.265503629522001,5.313266865032745,0.5044242816856381,9.137951332667328,-199.49720277244234
+-1.120432450091493,-0.683514941918697,3.8896356440334268,3.0089739282604544,-6.495508442014355,3.983579979235101,1.435564989649769,-3.136361819417266,2.7386436234678224,-6.962472211344258,50.462797285798466
+-4.514824192949305,1.9440665324183715,5.482033329489051,-2.4486618990897058,-1.6012980129074728,8.440177514377137,-0.890871202632495,3.7536442947640336,-9.10234432118907,-3.6982151179140477,49.56458742176978
+-6.515265572768547,-6.378044019483779,5.58648705270188,-3.4343989632287952,-7.583756491829576,2.6025029541006384,1.127266659789976,-1.6713157988712246,8.168886893674308,-3.078817892349157,5.515417006798295
+9.814401710795202,-3.2924936036663066,-1.862288773364933,5.234013989126272,-1.8666787002450325,7.954041275759063,5.750690152687783,6.923798504044876,7.367133451932926,-2.699457027835037,-188.95966789233236
+-2.420084417692052,-7.749326909108618,-5.168711974791986,-2.127941354414231,-1.9847191343231518,7.522384852871169,2.3294207271796807,-4.352414453539191,8.433308924403747,-9.182190876668601,44.005641820980046
+-7.2014710226329,8.063840622372986,9.319596781164464,-1.1320289169108833,1.17236059099745,-4.3471414562957715,0.05777647828532961,8.290241029733952,-1.1238901403311718,-6.027235573591021,-5.291238626070665
+0.8176687545944117,6.878138233007838,0.4429014051587976,-2.713145572605622,-0.776006975747161,6.835146861849428,6.138948465773584,1.0571454683643156,-0.4902910980512787,-2.7456868086085273,-58.0512032978297
+1.3648570724927866,2.7593837216917527,4.358536157996616,-0.6477279310228234,8.387680133331637,-0.022461558336415166,3.132655733741212,6.568352067342202,-1.7820582193085488,-4.047660857371955,-73.94781221579089
+4.408160136054898,-8.61275680086357,0.4999975218448416,-8.608958597208009,-0.7237327390566639,-1.5274783167647454,4.5077245692706125,7.281002594627677,-2.843270157799165,-3.8441454029330413,36.3862126451056
+7.618097302605687,-7.490689489256712,-3.10734609120652,-4.197265492286919,-9.504889107098286,7.054627726889189,5.367845494321601,-1.3202986892336277,5.832231586009975,7.298625383142698,-111.22799586821428
+7.3448572761624,3.9003218839303933,7.063230803464466,3.9834543689994217,6.479694211980631,-5.539754833968312,5.627896991696137,5.245340183672815,-0.30034915308009724,-9.705065138633962,-29.041841287004207
+5.5329790288972,-1.022772317344558,-2.8493125921161244,-3.0335964174584973,8.0197746350086,-9.21450614145899,-4.99510177395792,4.525594123172594,-5.18754930441474,-3.206701777032017,112.84731383020724
+-6.332214759215333,-4.919307087312976,-0.3162386767130698,-5.128972828132838,2.2008980277114754,9.541803393326918,-1.7342240741666481,-9.480980484707782,-9.765085432315852,-2.359949247633246,173.02346219292517
+-1.8736585509546466,-0.5068825681289568,8.686137715571434,3.2187720813119447,-8.901033382710784,2.9988934279807022,-9.274437184905842,-0.7813323128824079,-4.593959515757167,6.202070869195426,44.782843081796884
+8.255332872734293,-3.569301069724089,1.2686229079119626,-3.156405496540391,-3.9205341337090815,-5.1919284762975,6.062795166069215,0.42527072234717966,-9.648364916093936,1.3803799188186505,89.78122116638471
+7.28101681934411,-9.391838608718416,-0.5575698871186408,4.757857500919862,-0.89868362269373,-1.6506141826412968,9.596201427791904,2.4895539099938557,-7.964443218794164,2.536508202986545,-29.07097335710114
+-1.8402885581231687,-1.341977347644403,-6.018194034674442,8.724234196946552,-4.593201442464954,2.5216142675567954,-3.8608925564279484,7.876224300672252,-2.152980622805012,1.2266641449883542,-29.53272107277687
+-5.273039154887371,-3.067388024143154,6.79388161799632,-6.4665993566940205,7.108258163621544,-5.706284140108286,2.089775067201902,-5.712261434921839,-5.886518950408545,-9.293704410775439,196.21516784468724
+-3.2287511661650115,2.4502841383847507,-7.781746347452749,4.8200761470297415,1.731849304703088,-1.718534286722484,7.181845954723515,-9.248943842554006,5.846956205411466,6.062184319490925,-81.83777693635169
+-4.727103757771554,9.68165753564965,3.4528645009483028,-2.1324776484686314,-8.366669130010493,9.514420202531795,4.667482461848904,-3.0092195765437912,-4.130243530211319,-5.567158616382546,55.489963416723164
+-4.836194125600503,2.0360404557609346,-5.123959437443468,3.7110464170462842,6.636688401105428,-7.737135027292781,3.669654820557018,-6.088508103052439,5.353524720483945,-8.453332120593316,77.72800052359966
+4.221810012114828,9.499793813787791,-7.087380554059967,-9.399165183531405,-6.904282883210682,2.1466163573120522,5.540908474331568,-1.0865837814582302,4.360715314392742,-5.7665502159585635,49.94598108912103
+5.352736355681205,5.697794096976317,-5.278870334175578,-9.037241218497075,6.208676583263111,-5.0250522570593015,0.9434437493875003,-0.21040224548915853,-9.783688609935638,-4.14360148328333,162.53068223986546
+8.893317888797194,3.242611264666908,0.44055518336823196,4.531551008285215,7.916277000726559,2.8325495630591924,-1.4486627065455449,3.0006951573197416,-5.6001124796389075,3.5686793006414996,-87.0195985276913
+-0.7546715118600966,-8.841277806318686,6.70234261459973,9.672972567615655,-4.060560154835018,9.269211766078659,-9.327718658444823,3.8958732247559946,3.6366567744121547,0.5669074802726182,-76.4228373234271
+-8.244167219443746,7.500390879068435,6.326315078733387,5.196445754813079,0.37071971577614216,8.149412134243965,-3.579497585045275,8.712474235103585,-0.11076085863525265,4.625716515952918,-183.77346602685483
+5.512334920220523,-3.383602145988578,5.813299981338975,5.7813519148092585,4.31606685648684,-4.891373997049389,0.3365032725716821,-1.6171081729744685,-5.712511272485095,9.525320641982127,-61.13480919580482
+2.685624500006236,8.42018439651393,2.4816159292280204,9.343521690162964,1.5334966164045882,8.17658170652027,-9.6508318823453,-4.517502269565485,7.782961711492717,-8.13668176967404,-3.3421254083955745
+-0.9160006038084578,5.056717033135691,-6.399855766253815,-6.622231800847982,-2.9838221690267197,-8.628867902930114,-7.630282819402117,-0.21930669895264376,3.636974330660263,-2.0418114184328817,149.86704600015537
+3.550460646639604,-0.25955971711590475,6.906806937670522,-5.289946970881257,5.332960325939173,-8.9301243385661,9.492936042569575,-3.5300915483949913,4.215091418087558,6.961499748487972,-117.29821225224588
+-1.6239109668807195,-6.006661845908326,-6.64840347973207,9.698395088312529,-9.172549985130162,2.907555947765934,2.0038512583276646,-1.175080779216433,-1.2295263194684525,-7.105124399186735,103.780434639329
+0.012679050829960126,-4.136499014322674,-0.47685255981711805,-4.83964430320952,-6.2257346844127675,-2.4973730741653277,3.112349963201557,-7.99702004219027,-4.136686363050472,2.2605720939381113,134.8461960917431
+7.166869350245979,-8.42721099260432,-2.4519094373995176,-9.118550755820573,-4.788087379979626,-2.455982999040829,-7.313944446033391,3.14903303492021,-4.566561473004551,5.056337659366004,112.65953582935651
+-1.1778899061927595,7.74288637893034,-5.369907221367496,7.879466134592628,7.1791509228349515,3.3705217371202867,-9.983205438933416,-0.18253031909241768,-8.425064230414154,-6.182857900684247,126.24064687203072
+2.180625721988363,-5.464086273531481,-9.765845520056837,8.031557459033593,-8.925959680542375,8.09202365450429,7.494085433668836,5.607518545511185,-9.96004032566448,5.243319870258203,-55.50527303264163
+-8.837589936607333,-6.587190672771184,9.40902139074363,0.7152119472214569,6.085947676183954,-3.8036497408020087,-5.604748298601985,-1.5267465428174654,8.979356949847997,0.9523289460666318,-52.97256589454634
+1.668244798465497,-6.103423042671574,-4.151297407860294,5.932547902147169,5.904550738027286,3.652517357593761,-2.3236105070727953,3.6202982986181254,4.391603123113148,4.647268131407887,-147.89920672608142
+1.959958305099132,-2.5828120289238,2.757053604646409,9.78216815679681,-1.1120636971954312,8.854247349957143,-4.284058290128414,5.283586240539925,2.634478936875113,-2.4427279252729472,-99.58648959213403
+-8.27061318183392,-7.902310954593769,2.568743157244475,-6.508533224459486,-5.969531298708013,9.942831090134163,-6.377126454857887,2.2901659492269544,4.271891366605141,5.586318368664525,-51.959299607470506
+3.908404159608019,9.914396715081196,-9.713460316051645,8.490174441675268,-4.426041946936419,8.38689373665741,-4.71423958134944,6.702607792745654,6.100457066564782,9.03230310929991,-219.20942559897043
+1.92956367267624,-9.126987571055245,5.310487655436806,8.588777810989125,-5.114773127796612,9.02292040081626,3.835761019256474,0.3611974273005991,-5.612093631247655,9.810602031838817,-135.1658916879068
+-2.030004068277995,2.793371647264511,-9.602513757427785,-0.8019782884821058,3.8465564606547242,-7.257385523517977,-3.0870895000715337,-3.874449992875595,9.379136215206525,-0.8146758441463042,31.564284199431324
+0.631330729339894,0.15732191742507284,-9.903255999076555,0.9065630941618696,0.1209373152166382,7.968584984345936,6.721921357397189,-2.8896813004484234,3.47492877653919,9.939975956890674,-173.90085420512173
+-0.23086209700424076,-0.8101123647322517,9.312556092958337,-2.4245195214681114,-4.828612255247529,6.992707759933463,-1.3348548818814021,8.957879768130091,-3.9960753022238626,-0.7491852162063184,-49.50800356247729
+-1.1626015397121092,-6.279747823896164,-0.6697121334278444,1.6272497359298566,7.27054374634476,8.015538927799684,1.846609974468465,3.856293284045307,7.5708539303457805,6.362879363148394,-246.39674386336415
+7.176807230775426,3.926149714875462,-7.029168552628349,4.477901534721116,0.682454065032998,-0.6532156367823871,-7.647285061574425,-3.9078311551702005,-4.9272129305514145,9.935461205481861,23.453152222192635
+-3.7376332109847454,-4.504340746686022,9.285868992796061,-5.905998712706573,-3.7859135726192172,3.9718047222372554,8.195357173725263,-7.784380217694031,-0.6157365434536666,-9.893303541347407,116.99602767206895
+8.755522021093839,4.178467471240732,-9.345146745511157,5.040095976168974,-1.9984295938414576,8.371571705157152,9.069395988146523,-9.234399520283258,4.040571832877228,-1.662854287076725,-55.64031779640559
+5.787281849078305,0.364481624157722,-2.9524933496763905,-6.801962854118857,-6.483085658621932,0.5272949125467008,-3.322540297586385,-6.994701335685745,-2.0825011446882424,-4.734382718753237,208.74196769301594
+1.9564113831222474,-9.43005369098762,2.923094664562962,1.0628161493313004,5.168032916695362,-3.3854724292218275,9.074241069514885,4.9381402284622045,3.8787886593823373,-3.2655278452927705,-103.01811401578273
+7.348742423055638,-9.103790737353837,6.27706916750935,4.758572693571512,-3.5332801095492683,-6.880238190907509,6.37065065975976,-0.8878155895416406,2.4196497182981025,3.9369834672970505,-62.731787185710566
+-3.5359134321893393,-1.5431073916972848,-0.498906646248396,9.432118973259769,8.248317292027544,-7.676672519084624,-3.2680849680763058,7.964201755676146,-7.437538706317531,-0.4264310041070818,9.476778526828026
+5.759082983918702,4.730928106068895,6.81464774128091,6.004541178829539,-4.071040615230334,-1.9290001586686523,-1.2665084683736372,-3.8873822468649233,-6.2925077606827395,-6.253270434123359,135.1178678040066
+8.460603099326569,-0.22628211799937015,5.443948348735996,-3.962086749033864,9.932403907584062,8.718782135491862,-6.141497747465097,5.186194412916749,-8.714670587811572,7.196123382346132,-98.28736526213638
+2.012238227874621,6.083216717632345,-1.399970638513901,3.410529336475321,7.069940170961311,-6.761835717576035,-7.004986524362858,-5.313303283313086,-3.7011331006641113,-4.060418851283336,151.5666338464153
+-9.496071165738893,7.793270455576682,-1.9518524201252863,8.461618296100577,-3.2935111831766783,-4.212401384791569,-7.560906156630631,-9.182379965188742,-7.523521419829362,-8.872389046010156,293.793866141557
+4.180533546120739,-4.547127516512612,-3.083782272860487,-5.261960707347686,9.002014464797066,8.418942352212875,6.4334331228188795,-9.179968879311701,-8.980465975935134,-5.945668629131349,111.72012029478437
+-5.191586920393236,-4.58584524401727,-2.602795207071078,7.481809941280167,0.4101139840017143,-0.1255526332805812,-5.601746040713573,-5.525266806803497,9.455324993434902,5.574226329415948,-62.48493948137176
+-9.927416449545266,3.6043059716456116,-1.3796318960453102,-0.8558875897521245,-3.4704269043138125,0.2723962739971286,-9.670184218714779,8.358285006840768,2.0885604680807712,8.508020870385831,-73.20537927649725
+2.445576938122065,2.238966255437771,9.242818125650313,-9.648305500246474,-6.084929293754808,-8.452283595288963,2.249288258893387,2.3995434868141885,-3.774017012546851,5.641380219502388,31.147990759039264
+-5.209604679347748,3.185118617171805,5.871635116178997,-2.723197764287937,5.759997443332569,8.081381250485943,-2.056786332460976,4.0172817195775075,9.577549368894136,7.907811941101251,-265.1023956170779
+-4.897235514203695,-1.5160398024364885,-1.6196228835252913,-8.274841104039538,4.929195501182136,6.046104486542417,2.717682511391002,1.992127188115167,-8.011783421203667,-2.892892071724975,54.810960687773516
+6.400623585657053,4.5254066841858265,8.652569874096592,-6.8451162721813885,-7.759123768749165,-9.489549688184235,4.420918245350933,0.6580163461880351,3.3669675426091406,4.5858791127827025,-25.979294317106543
+-8.481137334718408,-2.3676496661003976,9.719571275558819,2.7674134255348837,0.8351240004734595,2.528447132066829,-3.7278034696982743,5.553184013576679,-6.721958182880725,-5.13287786320848,49.944638103322376
+-1.8744919160105455,0.6240860741306875,-8.281069044963505,9.731512551618858,-7.157790355169638,0.5079259719634144,-6.84901110738007,4.458601502786543,0.42369841888256765,-8.172323185751416,113.30115494554234
+3.296260489137821,-5.311430563710731,-7.9257160995871345,7.597323310381762,-8.45119603621349,-8.701481666905376,7.319341195962643,6.479331214547912,-5.255018314843573,-5.740610408103599,101.0444085165778
+-9.950632033840062,2.7628135735427017,7.560834669601617,8.520391623184898,-1.917989435052545,3.8960025131852727,-3.2952677625784244,6.97990373204698,2.8223951512187906,-8.996549323031033,-31.1448713617896
+-8.280502690865221,-4.266243955236082,-1.659608409626856,6.950990956512372,-5.5700766989975525,0.8592502576393835,4.268624243542161,-0.9544484052697766,2.8493887650705574,-2.352097311066317,-4.3218341552005395
+7.594509961100496,-9.793868964036381,-7.422450878548412,-4.068800071286221,-3.1948938899280566,-0.7171162210367532,-1.742231899946265,5.953370019071061,1.3518092674569226,7.506793116925314,-48.746944205446674
+8.13471233173912,4.118903572479244,-8.03905854561426,-1.7971422988971142,-7.673008083449582,-0.7605011569886755,9.484582683060573,-3.1300598939550284,4.092868282115862,-9.427682976260567,77.60062986461824
+1.9403561200044317,9.555115051839362,-2.439888168213835,-7.267474049534335,6.4308334951959,6.727839591287026,1.5270240341858843,3.729779187731981,5.937425959235476,3.5429472302710563,-183.2661013756745
+-6.908409897958134,-1.173150975648971,9.249818139885592,-4.561872897308055,-9.081745736103223,6.229641780229073,-9.726817536421201,-7.77848647578743,-8.079287084706268,4.75008194052654,166.49208321143234
+-7.33212723878381,-3.326494080815239,-3.896009943849572,7.474293137422537,9.338267166120836,7.163769283821264,-3.0250817684206277,8.457614144769998,-0.03329199692468254,-7.42418891132087,-62.961776555491745
+-2.2277666942746976,9.662967735079649,6.286305798470224,3.5734120945067183,-5.944110807531004,0.3391225114574503,-8.072389248899782,-2.406486985044758,3.4916127743753522,8.09833396890853,-55.13551338348477
+-6.400952560765729,6.8663408487268285,1.4141604866930524,-1.8369718719355599,-5.746733117982787,-4.022638448830058,7.3659387378354975,6.062432209090439,-6.778754077197884,5.68871788745418,-43.56291003479371
+6.295613833518788,8.767492958896339,9.697346134164937,-1.7848325436769374,-4.270153169242416,1.571497858905142,-4.220493504316272,8.407274341092428,9.177192093982566,6.935479245668694,-219.09971627789875
+1.7796938077496938,-8.487642941176619,-4.1976652501551115,-0.7586069074976298,-0.6017930450565223,5.672523098304579,-5.677219375561384,0.9002668737468,-7.821230233538725,-4.53734248021775,151.7139460772769
+-4.409469197079295,9.950870027618024,-7.708898343232322,-7.394117379256069,-0.7398968212094537,-1.4269750253232916,-7.121933835098746,1.39449415441266,-1.999344481225509,7.37853449701424,35.84103417815529
+-2.790745166071402,6.277495326671456,6.101557229264274,-4.792497018131496,-8.423371169584811,-0.7565555103361787,-0.09856110217971947,1.41242103561535,4.683918857426262,9.480573763507369,-107.06852620788678
+9.555567193344352,3.530292656738916,1.6367584696983273,5.174634155752241,3.139477521819174,-7.130949801681612,-8.940297886375872,2.125468472477554,5.540719793812137,3.3431914584554234,-49.092017471177115
+4.917764802893236,-4.682131082999009,-9.302194898881016,-0.43081947888252037,-2.246325396555846,-0.4425828750184868,-0.6766297971658952,8.601053203776882,-8.66443943887003,9.480179363388325,-29.958575248188758
+-2.548542066847166,-3.9733440032975498,-3.2595204006061373,9.017158810535992,0.817710721083198,5.332674224612617,-5.033598181517274,7.759070080711568,1.753986707818771,2.8335741383540802,-119.07512652285897
+7.011906050283714,-7.109427298663196,7.960471038749006,-6.595566243608761,7.163915831726189,-7.12311560247864,-9.90524662032925,8.155287953895973,-0.9928693689474155,-1.672415595181811,49.64259995287887
+6.675197722866217,6.885996421645519,1.2215835006503717,2.1230306643506847,-6.174904939608901,-0.3241784829580485,1.857369843178367,-3.5181230808355357,-0.2457168922495212,8.924761184921037,-68.34453265518083
+1.3277063747604267,0.6960573022988403,1.1037938833223193,5.717969501704312,2.751229056242772,4.350895945964615,8.755197616622933,9.945828538134196,-3.0864502031799,1.9138743074845044,-198.29253278977055
+4.81910497104955,-1.029084172219663,5.349125512356759,-1.4868852358525753,7.613636735063711,6.281023728009161,8.953839095787314,-9.665285086775457,7.679311352644616,-8.101816303209857,-57.929410875706274
+7.75454763523852,9.057141954728877,-1.1445512720024786,-5.094541043990757,-6.186044786180622,8.977472509448255,4.215416573160211,-5.723494691024264,-9.478814720651226,-2.16544381107461,101.59799130843481
+0.03353343402521469,7.324320482933937,4.23823427160584,-1.5190860271117668,-6.865148465382345,-0.01631482939921769,2.44446674272202,8.915889750380082,7.572624563978135,6.834406119645424,-208.91660591472078
+7.894203932074992,-4.170071023748207,-9.218107936792222,0.28332614216030505,3.527085936671852,0.38923416356244855,-4.56228199297807,2.311423885634567,8.384290081671919,1.2644393109335383,-64.68763808195803
+7.426687095527578,3.9042368093911706,7.485264394037737,8.235792856204164,-6.598695417593166,-3.8172456054743775,8.343945891694096,5.3733318805792525,-6.8262105239971005,1.8348537544904753,-69.41930831411743
+5.255935445821464,-0.5573142266074882,-5.87286779484586,-6.35852476154565,0.02919197883224145,-4.684071282371079,-2.770600301698385,4.281482172164717,6.336536816279946,8.02715472995681,-81.51378561083885
+-3.620867533827601,1.7265756525251952,-8.286271632335469,-6.430566817935526,-4.442008131024638,0.7315037142572156,5.075824204068455,6.105675677068341,2.251222340642023,-3.387453275887562,0.5869701340131409
+-2.3104597772457613,6.703140197192752,-6.415189297315996,-5.194266539491188,-3.1831402241131057,8.322560312272298,0.21428567487258965,5.6115204700945664,-6.861502177210948,-4.243857105020004,55.76879638011867
+-4.7136886149391755,2.2114876109176596,2.4557137004670038,0.8159588818191277,5.414713708334126,8.259868994123458,7.908068667817245,-2.144188998240586,6.700685776875243,2.355527085618776,-207.2755827019751
+2.339157273171526,-9.38755676755539,1.648875986390681,2.138345302915068,-8.977034989002284,-2.2061553009386925,-5.237592550897321,-9.67896250718365,-1.4530732752563957,-7.543604915509736,268.09073716736935
+-8.133421635108222,8.883901157735039,-7.7872651983554375,-3.2094027976107276,7.5156291666815855,-1.0960364712387816,-9.947764815405126,-2.315527861465483,-9.803145821636395,3.9041436661170215,136.58459174547792
+-4.508900661618664,0.540533127726166,-2.514074848670005,6.899847649684863,-7.672158719528197,-1.7019947357752518,0.763155143067622,-8.581403776173458,-4.207508640523521,7.234693656677839,64.73239904674912
+-7.829448021705703,9.058993443911623,-2.4036476878650714,8.80611401521547,-0.5408919048296701,-5.794878966877395,5.961363720639832,6.355095802848593,-7.07607644126665,-2.4791160832330816,-1.3039959344508867
+8.87888004435315,-3.6218222700900915,-3.451986244621099,9.943784774316331,-3.4249644273794932,-5.241639942818937,-4.091680993194897,8.847377641911446,-6.454139426561207,6.98385672121109,-32.86935043862101
+-0.779500956135617,6.822482820570643,6.739504618679836,4.300253287060681,3.2311270972769557,-9.852217227477208,8.584337124247295,8.286305861020129,5.786981323396223,6.327060186110134,-246.33005769769764
+6.144271082253001,-7.9649255328526,-7.99593293390023,-1.1287087911290694,-0.9490445013200333,8.889531012544316,-7.5156508911126885,-2.448561164145273,6.332575281706401,0.17407078891465977,7.365260402642678
+-2.539809988983661,-5.811163727650969,1.4079463975936313,-5.641519915902005,-8.529287958628364,-5.543533666091413,-1.2133379573546343,-3.336048719736995,-8.381464883962128,-3.564106172099406,258.4019411068771
+4.6705810147706455,5.059558472820633,-7.84047239106203,2.3589119864598262,-0.28079431122609133,0.875483631801286,7.1604850534679265,8.987054271985883,0.43053690982807424,-4.246139296336489,-85.13289950251799
+-4.115629010457202,3.1976504201727263,-6.867477070346784,-0.09448931436299102,0.9460649725501624,-1.6792813519457517,5.012942426508429,7.907187122921386,7.598165779676023,-8.885843405301195,-49.89375172257721
+-7.186173880036122,-4.194034530820234,3.4793609280940396,-0.7628933269552518,2.0692150074280735,6.175847304501616,4.1601446246914175,0.49757702881010335,-8.171872976749546,2.290338722362153,-17.930327572041477
+0.9831892281868737,-1.7125544889831157,-6.180119283272076,-1.5558714885214875,1.0991528503064707,0.9115405677930566,1.384441257161948,-7.005649621253671,4.059811922353738,9.943657880318362,-70.37857820939695
+-1.415664303242934,-0.7021495157211111,-4.034938239190908,-7.438957046915988,-8.686913459950729,-5.633968716959846,-7.235170789474847,-2.506574566405917,-2.1269614185618058,-4.347400831124347,258.3041160208739
+8.91324583156223,8.411122669822328,0.5006950477071936,-3.5262073555265006,7.3888576079228425,2.529519361888095,-1.5629415109088751,6.333138023284867,-3.54642780399264,-9.808420202182255,28.761739773109575
+1.637799899277479,1.9003306805169151,-8.696833292761594,-0.4305923910769782,8.13753977665911,1.0011960801442998,-2.009153675295492,-6.05101565648418,1.8681455217997889,-8.512481308434513,109.9917732343293
+0.8347954760504717,3.695593833411863,4.4336155591860305,-4.3541234932676804,-0.9046504144343737,3.057156787127553,-9.584652530722003,7.001527526782965,-8.007180692689344,4.266523186390831,25.529519423509644
+6.323099896079234,-2.702341951878826,1.1955097139135828,-1.027258955247854,5.497534793786539,-2.5148291126426425,9.119247492735589,9.19427261569998,0.9390864061136961,0.30808336825086213,-158.4826199470002
+-2.499980184462216,-8.19182244548658,1.4642592513483121,-2.8839484683368988,-4.336734436082191,4.668470122347211,-1.5627741709343135,-2.4585550928648314,-5.480174862922691,-2.6021537362552127,130.1896818912115
+1.7423683954235658,5.726387514493689,-6.310417664789771,9.733298160905955,7.311517866045785,2.276765597653012,7.048944492737559,-2.8656890239490163,2.5933336411577734,-4.031735912973062,-89.68197367144136
+9.418525697617827,5.9769220818564435,7.9052934198207385,4.667646382048469,6.7082374099708435,-4.1712676568088325,0.5016895383341891,9.657746197779264,-4.79949140766956,-1.1383542500521715,-94.2827375095525
+4.315813702192188,5.661823719730073,1.4115306928001115,4.389746019093987,4.89362446084693,-3.2293535132719,-4.041685799079426,3.9384875865959934,-3.9738603681835794,0.21874791370404045,-8.351784696097617
+-9.236363758835758,-7.94716567107754,-9.810026836895762,2.822892045712384,-7.030651134094912,4.781173929616749,5.5397724585351416,-6.466110118982025,4.148758744037348,6.500108573624683,-36.56955274875257
+2.2216307119981726,4.7508856640119035,7.220046717377755,6.029083317867023,-6.483318215097864,0.7111532014555344,9.492524112772653,-4.674361931424378,-5.115868746595966,-0.10915180199021934,-7.83665326173066
+4.834953154085662,3.4057560409928556,-0.8824927705912966,4.7783887188664576,-2.219014886630881,-0.9496386467332862,-7.2412562035679855,3.2013741721966027,1.0512235445205254,5.053944482247825,-42.05849917930112
+-3.182155018000119,-7.093026445375143,4.863009717035762,7.67550630803292,-3.043884321661625,3.111255256160137,-9.506922907316536,1.214557254657247,-8.724716977608598,7.556716586547085,31.594413893017276
+4.028892952311789,4.896213112153909,-7.080585428389481,-3.8830488167931865,-2.8022072151193056,-6.87300409538897,-1.8152049515097635,-1.6234123212883156,-8.799696564016372,-0.9275429753638287,196.5438914283127
+7.617064189818956,1.9117896811872659,-6.9126949534623705,-3.440252672391708,-2.9115069103195435,0.9929521395648,-1.338338521318816,-2.9955081044657694,4.73446470880697,4.246028232049186,-17.246923110797546
+-2.5664323813281054,8.890213616524658,2.608316899642451,3.177968186172413,-5.718693588519215,2.157942191128017,8.057041005730296,-7.269386532346205,0.9548616287584877,-1.226190471550086,-10.97187721445921
+-6.540419006168241,-4.102803198502151,-3.9803319335813625,9.644688389543797,3.2373284754495946,2.8374959039500203,9.696743921875752,4.277150826209317,4.748687311469508,6.869604966835283,-254.88474837290454
+7.179966949961174,4.175983788434969,-3.131956721597653,-8.981094916869594,1.543305677519049,-1.8670685579108781,6.938112909026923,2.2715558661899804,0.5427831835372277,-6.214546084888672,26.589482157463436
+-1.432284196855047,0.9343374622688172,0.6162308648718051,-5.7613529032352435,2.8084042449340485,2.391055362032113,3.9009144072370905,2.937653196164669,-7.148573088489352,3.6136846194097805,-26.530509292321998
+6.411975016278153,8.615129361127652,7.898718989586699,-8.325903298649282,6.462727929322956,3.610594895645771,-8.877511845960003,4.033224778636535,-1.818962037130858,9.944011757375781,-118.64126148838656
+0.44576135716437815,-2.7737693412779674,-4.11936390696461,-1.5509477218754042,-3.793679567165782,3.9188184271045245,-0.10442477371334302,-0.8809886906883535,-4.558318398601169,-6.080020747480878,132.74810998336585
+-0.8823332439208964,3.000512292045616,1.6589671462807765,3.446131625673867,5.232099617205048,-8.54817202999294,-9.601778069260728,-5.470380368035801,-0.19803846324921714,-5.779868448291701,175.60373730672703
+2.138451976375253,8.640464472721277,-9.45040048004454,-6.7191337045754995,1.0481613039753057,-6.317650708789595,-0.04576194860448579,8.248627987334187,8.492359295190859,3.2466002230516455,-101.60950765445538
+4.753901765821591,-0.39897574684153003,-3.5696235962761236,4.8396818943927045,-1.9978570767605075,2.2026431522509893,-3.411921079843976,1.3516147502053277,6.784059868363277,-8.721427423089912,27.150781198230185
+-8.729561851738675,1.973832208832953,3.979760221732258,8.97994710969914,1.2467541624314804,-3.550641115080775,-8.601824957862611,9.362149611290299,5.941471149315221,-8.157252062616545,-10.922568126622473
+9.430707026068433,-7.1613179672253935,-6.191369213938522,5.443441072218946,-5.561756880209419,-0.8598474619584673,6.372102991594934,7.209773799572636,-9.540228822346545,8.514675410853732,-63.28105306797334
+-2.526627012680258,3.212134429782112,-9.473161042411743,3.7001764961158767,7.154049193544385,-0.5995373841835794,-3.952405855223531,-1.961075288642209,-2.994956290809414,7.688108548377959,-25.95344540128491
+0.1484594739924039,2.552434805044519,-7.2851382138078735,5.586748096608689,2.6069435429482235,-6.772779728431688,6.8891825324806755,3.3729792550923188,-9.672127087583494,1.5855124608017834,21.43083950888623
+8.467687266584939,9.377108118973819,-9.274181020573904,8.061818417196267,-8.29821556415119,-2.573342020279472,-2.9246204695001055,-4.772567542161658,-8.278428481974862,-2.0179599512939728,181.83638204046042
+7.362127915674241,-0.051686131660684254,-6.124044090579249,-7.671153637115353,6.941784498718986,-4.683636672363535,0.47075129397454507,1.7444478134473829,3.444014329165883,1.6137617699018092,-25.764142683207336
+-4.821363186808448,-8.356484951950087,-7.2242360115216435,-2.9050659722006533,-5.756803713747962,-8.543925284247,9.250901634740089,-4.357838750245575,8.519225512131996,8.171047217494573,-50.01701549843127
+6.858739692341138,-0.040663928656434756,-2.652480739617773,-7.678668823600001,8.549442570900608,-4.443314289803704,0.10494880675360196,8.545579149040627,-0.35410951520648437,-1.7523203778326835,-28.13750948503638
+5.660019199732318,7.081499309839108,-0.8293779861984274,6.2396199471885705,4.570145148917588,-3.950981746477793,-3.166338754680633,5.50928053983114,-6.8831631104864925,3.4134425961000936,-32.023374314709216
+9.333081155981976,7.4804177947234844,0.859106215068568,8.679788789357517,3.657342253979927,6.513211773684205,8.903531221740714,-1.599614156551008,-7.312706933674824,0.9644268006484324,-109.05876855040322
+0.30080407623561456,-5.827144644208193,-7.938187109963399,8.734084082066326,1.3004028787922128,-7.106973433967621,6.224292372259306,2.320435699714809,-1.4048264967584068,8.024321201922664,-89.58496388049579
+1.6768894905692378,7.292484716817887,-4.306125296506167,-3.646880535461987,7.035983888364738,-1.9943211017562401,-1.7676313452955883,8.145641795939165,7.965611866636964,9.29893005982013,-225.13616346418132
+7.830681344852568,-3.800994335550405,-6.549736051847777,-3.8020675256440306,-1.4666448197250515,-3.2565201583794567,6.487594068196159,-7.171581285901154,1.4751757930433684,-4.5244515099883875,109.1411814409482
+5.102309007308053,-8.072052810811295,-1.4761284051407175,-4.3925090353795015,3.2458828222163505,-8.494424288682973,2.0291059189388205,9.96935902376039,-8.067025459668777,-0.21565494835472876,52.14253826297122
+-1.6706376401093492,9.44476436285836,-5.673176656018057,6.77858539802628,7.071373267565669,-0.9793957078094673,1.2773006983181134,2.8876728019058873,-1.2259108842226785,-2.9118408807423446,-45.323539966461425
+4.248561429968365,-3.699336960232007,-8.83510134578533,-1.7406855171606672,-1.2504691034698223,-3.158391824421769,-6.649261775681707,5.81981965402758,8.130865662170388,4.643678082463996,-54.919660857105626
+0.008347206182770517,-5.076859596811469,6.958843479545385,-3.113886954856737,1.9414640402442296,3.33482608550447,-0.39919142379500894,7.676816610253057,0.8231295703911257,4.761206588522546,-138.24908430018914
+7.419982060903775,8.82916363261497,-0.9312982135364334,-0.5340048757216675,4.335072773759048,-3.610818089577703,-2.191693512033732,-6.104944893621838,-2.932257827343241,-2.4342971581244965,98.2494993070123
+-4.644869350703478,-3.0548233521840595,7.258511018387896,3.91812865605778,2.315863454956051,-5.810379415281368,-1.1265137020363625,-2.03054738032566,-1.1214893686016825,6.746855917208638,-33.25190798056799
+-8.771707979803768,0.06427963711416629,-0.6206554988175284,-1.6825269884833038,-2.914902064031095,5.123893497505405,-0.6366102942151297,-2.4553355337990457,2.0709019960726693,1.0668545336555302,-0.4437113778802157
+9.336501297227981,2.7202408403295975,8.87738453927453,8.911306484854018,4.560599686246178,4.078115693029494,4.012718285076861,5.847784556507745,3.4694763316472566,4.005869768635701,-266.4141361326042
+0.6724851968133705,5.358537706921,-2.7006089566194125,9.791166233157746,7.439267421198772,2.1587540713899855,3.316517359992903,2.4875270061522214,9.12719589531264,9.758502463990972,-311.3133246939588
+-9.845922186970366,-5.688813658982745,0.9590244324245512,4.0869757280836865,-1.795746412042829,-1.7198959981352857,-9.15820336410199,4.622496468456367,8.242095859706973,7.216119824489318,-94.70244722860747
+-1.2588412684947325,9.297959099350894,7.077797426253028,0.5363937618459103,-4.105637654670629,-1.5051766142331102,-0.31657601026915394,7.346074557922431,-5.9675270500250965,-0.8050251469280401,-2.7288849709285428
+-0.21497834774118374,3.1299761547064686,8.794020484579212,-8.437289548946104,-8.82880719551352,0.3279745706396864,0.6796260062584714,-8.98146464178935,-6.553987265813753,0.4043194848144238,168.69344020007858
+-1.1906165264207558,-4.243165631171156,1.187079424869224,-4.5098982628626665,8.408760305583442,-9.22970724240535,-0.5834987280397286,-4.691719872004809,-2.6450993488116903,6.605607604286494,40.086593744460096
+-0.3502776251628581,-0.34308661439014454,0.2358939912872704,8.991365754738679,0.9717668077441921,8.869939882072106,0.3105830938731513,4.7432265637088715,9.541130969052238,-1.4528139028274323,-203.01791612119277
+6.204283248557014,8.314554172134663,-1.1376674227388572,-8.238794340213346,6.54986501792155,4.125690899867083,9.966405964154571,-2.2983720096153326,-8.041791445090578,7.143285669483599,-90.55328409214519
+-3.6511370926931885,9.26770727406007,-3.2277703103583533,-1.5961075401586933,-3.1136771043341938,-8.752961081209826,-9.22756188366147,5.126753076295383,6.193975824752669,-1.2734893175998852,52.86253843108637
+0.4095926271593009,8.261266178518563,-3.787009030106472,-2.085556108781148,7.394162859272457,4.793699282981616,-0.39216416490556627,8.639004586773556,4.555825684779915,-0.616203202850425,-161.87379739820676
+-4.977236823941467,-8.666917880542659,5.29809115374208,5.597825520660205,1.7213957235908772,1.2436435692244907,-2.131518902135414,2.724243149087595,1.4289903446569197,-8.64251902181705,38.0902084093398
+-5.799393880341917,-0.002187406573868067,-4.780098415285378,-2.751108394674815,3.3534663253041352,-1.7162450356487824,-0.7129024062699396,3.9006902196682858,5.258372240282705,2.7374479691355824,-72.02785515700073
+-2.9025705878462404,2.857689382261115,-0.5562771662508048,4.370833936411462,-1.1848998049624981,1.8095150632628054,-0.8205339040146353,-0.7498236757746213,0.11857383852009296,3.5659153839122992,-45.35890931043955
+-4.820589950700105,-7.347573690788685,2.243486777163375,9.180778216955536,8.497983136747756,-9.962216853410577,1.441520270038903,8.441428861274298,-7.027513666166588,-5.475798646449466,37.366049982346084
+8.955119981146202,-5.10148320071899,8.25979419672339,1.092186114334306,-5.410804828480598,-2.0420217346388925,6.384940555684211,-4.576424938086163,4.71924117705375,5.82937445592621,-93.53620768536399
+7.253030549457444,1.9151834352037933,1.4525412080139777,7.582646154478969,-5.758121928108628,-6.836374793054842,3.3042282154046942,-0.8698199450424648,7.153725116107537,-8.324662074016935,30.834868143294482
+4.496959212878988,-9.446147741112568,8.980110622700504,8.135626967472405,-3.193324059321929,-1.8473653788408595,-2.4013656687584373,5.1073423434998215,-3.280828362738024,4.3915313738702455,-52.57474916074713
+4.6416230203701065,-9.150270638824649,5.079775612569593,8.5649689291843,0.882696844182691,8.439811621655016,4.953913246167582,0.0655280754526899,0.5976849862461053,0.9695438820722524,-137.16247797425694
+9.704180419929331,-7.515843266923438,8.577130065599675,8.39711143100738,-8.174568729928335,7.748204297908858,-9.023082323348277,3.938940088823224,6.603716369927808,-5.872348423571079,-25.458787135119703
+-2.3218268733610015,5.665844953464889,1.1686887122378353,-7.263887658539884,-6.547316874442899,3.35141869238081,-9.350955190827356,-8.124841429040119,-3.8039288492268586,0.12976463405309335,196.06066387323858
+-9.604279359870219,6.788885569868759,0.8127947992051987,-7.69227986969665,1.2088459583551003,7.439576243668351,6.570542178718897,4.761002006742771,-2.8620020927305556,-2.4228686601044003,-57.220257997140095
+1.0786403872438721,8.98747174874632,6.719976077300693,5.061615513771203,-1.2766546488754327,6.322396297543391,-4.476895042738573,5.7601927302398686,5.7592896561162465,6.670873574869369,-221.23088737647603
+2.620379489878122,5.049541283588099,5.386714735563169,-5.694639871381517,3.215827329503038,-4.412211345024131,-7.752015700020179,0.722990708678608,5.559753674337116,5.013012010064585,-43.87899235410242
+-0.0528676519848581,-9.362995633971355,-3.9412264836560285,0.22290850352613134,-3.2216415734619974,-2.862663626113493,-3.76524314045664,-1.0696012808188082,7.100430947210912,-2.479555939156124,62.20227583965536
+-9.434106129200854,-2.800905969902374,8.06605424754445,8.5818467864751,-9.979033361104182,8.709239326297716,-6.488627281601773,1.7570413186573974,9.293362739971172,-5.8625242027210955,-35.87502674067484
+8.20209843044928,-3.033945156494875,-4.800800489366739,-0.5474420152442661,-3.182162563464055,-5.438707108235996,-9.214868068401785,8.997215254449129,9.810987504961812,-0.4064032211243984,-26.50716734981987
+-7.0603108276742566,5.348416035121046,7.102045178979375,-6.167714192046043,-8.382430616450417,-3.9936988066849244,-4.057479987149158,1.6800597845583232,-9.217216178366574,6.376800837576264,102.67568378399864
+3.3611966557884987,-2.9867090567557852,-3.143275723982204,-7.676235952208,5.305403997909728,-9.771757666296072,9.646165372868758,-2.1853463066478462,-0.8278343823480605,-8.742972471618657,123.8017364201808
+-5.699803097747889,-6.752387522244008,-7.4701422708638106,7.940342853369353,-0.12395914775213068,-9.439022059774913,0.6626347348903749,-4.894967340638477,-4.6079273017416895,8.017073584418121,66.35189032025936
+5.290802136442354,-2.528829751638888,3.4019421637683145,-0.9481941592257659,9.963167798955856,-6.384115397626142,-6.868995424878506,3.9363254347971233,-5.677868017151511,0.7170101875110335,45.85194277318164
+-0.08866115184792189,4.087381616843144,5.843471761498245,4.472783698496645,6.670991589653356,8.225711709611822,3.8091032774685485,-7.293254557713455,7.468364681596428,-4.548515105988178,-113.45270947904946
+9.095504120171249,-0.9302636759852834,-1.2235812141830782,8.694594866636965,-7.6819132863174655,-6.029371756640048,-6.811747973839417,-7.177148238147573,2.0667666709544696,-4.342252771881068,170.54200522722502
+-3.426928364895274,9.217565355117063,9.422944613762077,1.4033727635202076,4.847300838493391,-6.693434465025012,-2.7698669537374854,-7.0736959660778425,-8.497996704612692,8.096749390528657,41.13305971976671
+-0.30411172584604795,-3.8435084585981194,7.939323056649858,7.694609765109153,-5.6401631451694945,-5.607219954937963,7.965668885904367,-7.148117673013948,0.35698154257274073,9.214324615892952,-75.6382363541935
+-4.719413001419756,6.792104748593921,0.2534371199720886,1.3179517416776276,2.996185138832903,8.849019764805393,-0.43040449210031584,-7.366123536815403,2.1823252746541066,7.345377225472774,-110.90851575649948
+-8.80569057317892,7.981517530023696,-2.123262901777936,-0.7855495141978763,-4.855561278961684,-0.22284541589310702,9.473978614672205,-4.760432580123622,-7.267660576749617,3.2723917004702363,36.27716280551871
+-0.7672432568176624,-5.212777288841599,-7.212256439658975,-3.3615841066474017,2.5861715434366173,-2.0479982690560905,-0.6512543323639775,0.8891642378968423,-9.194745287911692,8.199671777959647,47.66761720225885
+3.641953503278159,4.5470894939696915,7.413536756734436,-0.5482823846258711,-1.3911026292636364,-5.9553333087547315,1.338032839152894,-3.140139387723171,7.959818303636128,9.663404486254839,-139.32724005748742
+-5.2695511444658045,7.447924174774984,9.534915959943106,-0.03527408810834132,-7.858362156553027,-0.04090648170551159,4.288248735925809,-5.906924167234346,4.079577484346721,-8.469751321069122,71.23476099870058
+-5.302741063512828,7.949172763172509,1.7662537315136317,-4.9430655534943195,-8.039790329569387,2.539142983227971,-9.22751512284876,6.780481376591965,-9.302563303265774,0.6981439109512722,120.05140498476048
+0.6397216149891083,-6.495686190928851,-1.1290542287103822,7.572367926390145,-5.726019417044741,6.845967476827823,7.4817173106110335,-9.127905265593983,-2.69899913738217,1.5975427675151588,6.511918839613283
+0.2610889859409493,9.455822263723189,7.8578166407929455,-7.323288749144403,-8.85298620722134,-5.916313015681771,3.4124673079335466,6.927408505776944,-0.9534659292264092,6.637896616428112,-67.8106319340454
+1.7978269890397236,6.489720212274969,6.827927532508305,-7.4165906125604675,-5.932884306071953,-9.054730312208036,-6.781535712206814,9.486476819125187,0.03137288467937038,1.9683166352519876,33.68315257929607
+4.901515193113668,7.350448298266487,-3.487123141828705,4.090127794888465,-0.96621984768551,1.5310996712810487,1.61005322096883,-0.7628481431376022,7.749452112395307,-0.2874918432924445,-98.83905354288873
+3.1438092855091826,4.068762481183503,5.046818082238074,9.896527430746211,6.84574613930277,-4.737262471763941,-1.364656046439774,6.815502961062865,5.405940766075846,0.49827212272906873,-166.22579440445475
+9.583186968294523,-0.7801246871795264,0.46519383531184344,-6.301942148063439,5.253709352129887,-3.6449647590310397,-4.577959181816588,8.074189275177833,3.889539015788268,3.6159325470088532,-87.69326638571256
+-9.11389922283097,4.31974113481008,-3.178708956227454,-5.8945677428709615,6.966204789183303,2.5454286440437346,-5.207062542399912,8.323785665834576,-1.8765287774304418,-0.20477048774261153,-24.43880058864624
+5.789765705632773,0.8835954576773197,9.43575211500818,4.011395978549057,-0.6887267584725976,3.613919124431919,-6.419887787995484,5.39042765819846,-5.124690727612302,-1.22453838246241,-6.971343105470317
+1.9501808503208817,-7.424727108972739,-7.167170055269088,-7.14703484783616,-0.4753444707608101,2.8910731557120073,1.3547665833640932,4.54496719541986,-0.18816815171761148,-7.493785898848615,82.274161505313
+-6.281064918370964,3.920253645026628,-0.04801733533531749,-4.838163073768023,-7.2526165425527545,8.67810205153383,-9.219516723112807,-6.765965656678102,-3.6074901138908344,5.294818526202112,103.29165422451034
+-5.50010241689,7.954746301033904,4.068088877531524,-0.029479977089759135,-9.429855981271228,-6.134086309554185,1.9902184963371594,-2.8267871626598873,-8.043842445695459,2.8982912353008894,117.41835584749629
+6.3889940780958,6.56358911726302,-9.762730204797506,-3.199105941269742,-9.193577932351849,-5.069658676446755,6.135734491023026,-1.6916189094985734,-2.6714656258846947,0.13400580554012276,95.68395303251353
+-2.8622029175070485,-1.3681215845231098,7.910078222572801,-9.345411657305478,5.550358131223636,2.4132460674845,-1.2725799915020586,-1.1793368945827498,-8.058367663855801,-5.450560749219262,125.57524900178053
+3.942997143103959,8.500633869523195,1.3891101907690118,-9.96843606314686,0.8097993097289002,-2.2744554924702998,5.249327761143063,-9.35171116606458,-5.264591625787521,6.400280938318634,48.93209687234718
+-0.0880211912928286,-2.570208393992417,-1.4572283287113375,0.5001036409512594,8.999664728067975,6.678265606889386,-7.437237366148506,0.26691081433702024,-9.353921241775309,-6.5542730234847575,125.61028812597158
+-8.051818903807339,9.446953253869744,4.508284191895882,-0.32250474006644714,0.7249571684232614,5.5112582679750926,-3.3755422238750676,-7.152815498480278,2.185676043559057,-2.079230372638934,24.88238555310907
+2.5311109000109666,-0.4553919138687079,2.18537474785901,9.36438873639272,-1.2352231835157745,-3.1451757499942024,-8.87232201952756,-6.298988916013773,-7.312306216498543,-3.7610370408694993,198.92228952688748
+-7.664226718817555,1.883600635763869,9.494485220273333,4.3930112962073515,0.4744706576345403,0.287503186610949,-9.33486135381193,2.0341888287489596,8.526401497743938,-9.785561281017044,27.09700754657636
+-4.772712611670203,-8.710367145406007,2.264017518457677,-0.8452509045616785,6.492230787832975,-3.0414762378740656,-6.093968099731891,0.8334502652773379,0.8905914137080551,-6.449948152459719,100.77692494930191
+-4.11886767858369,1.5272403898086973,5.093270726063572,0.9649400732497848,-1.3126085523341824,1.5462279595143147,-2.430416784558669,-8.001370110326626,9.966855444925933,1.45276552823014,-40.23179696186868
+7.444675135916081,-8.814157927260098,-3.7489314874338286,0.677067226336665,-6.660882166393812,-7.955918485305045,1.4094302250411972,4.357409957880853,-7.913915698276366,-5.258275945808297,182.2654871314096
+2.17634880349338,9.671989495474811,-9.040405450808784,8.012050090863044,7.107562015032498,3.7674635538782053,-1.3523115175283285,7.806877461233661,7.746045363258203,2.746298474755502,-231.7571758939444
+5.019363663310703,-2.6054365443977168,2.6056552683792455,-4.143687915369981,-3.9191611063762943,9.82542405622472,4.026646531610751,4.742186096689787,5.4408000403621255,9.115209496090538,-233.97886467672663
+-0.6680463480149967,-4.753376846556414,-2.6421849247923745,-5.9228145221332635,3.1488981267879845,4.4811892967003235,-4.928080177172756,-2.547530507420366,-9.849632766312379,-8.722518149006717,232.80341624340895
+-7.872513424747818,0.20329052683766946,-6.537920427375051,2.464648563805385,3.840407735118496,8.76785364817117,-1.9833998776545347,-0.5252421779485927,-8.578832488249928,0.5200459861700768,38.31140283373615
+-3.895700933010653,9.441163131574694,-2.838525863327135,-3.007612380730158,8.210517116269791,-2.630253488580434,1.4114145661365218,-1.2634008276545372,3.716193367046261,-9.414844764707908,44.84243793094978
+1.2352800949978437,3.898048040052746,-2.8608877645885133,3.9654067598636344,-2.4864217876526795,-8.587406876723268,-1.5704023887949514,-3.2504575632821364,-9.681252239315203,-9.560536006200293,271.5025104263543
+1.0639923976384358,-1.219210394766046,-2.0769024439454253,7.482141005991161,5.988799111837619,6.050462976653,6.135152937220953,0.23443865350288418,3.428030343610058,-7.902819166844526,-81.79928150751472
+-1.7706398495176656,8.553669186863317,0.4263666214755846,-5.253621856738597,-2.646796458247207,0.47925116923553945,-3.0295218442169713,-5.209321012417476,-3.166498284502739,-3.4231599769991727,144.15659406428995
+9.103332025910333,-8.43000169960489,3.7876341103432143,-7.23422973972951,-0.321545148301714,-2.8011877667182117,7.790293821499292,-4.250306557567227,-0.4452956490267179,9.917371341543308,-69.00341600343545
+5.248249700148888,7.095623277737602,8.13813090346767,-2.269743434396523,9.920952479232145,2.5048050656975507,-5.105894124568923,-5.683691711243604,6.920858601191096,-3.4400989007196348,-42.56619380120259
+8.046943245321694,-0.3629652145752704,7.128574660577474,-6.744125486977445,-1.91926681863688,6.029471134192992,-5.7021160182626796,-5.232291271881017,3.5250436067336954,-5.617244224994926,82.34883478158632
+-9.121307096828602,-6.47286490987717,-2.4392015315832927,1.5920312261924896,4.676551814025021,0.17799460141402657,-6.574585422841848,9.934347534749472,5.591793586571221,4.098292089702378,-122.48171956305723
+9.706330962330856,-0.9320675942088852,4.687931866135573,-4.036240417127672,-3.921866296637271,2.7064118374918134,-7.765525991137842,-3.5135206005963027,0.0255902447711831,6.127565507607329,21.376242101602873
+4.510702231278891,-1.0479201760963774,5.931365045016683,6.626653457015816,-4.31759969918879,0.8810921689417639,-6.979095141693663,9.430661246174022,1.8644451639806947,8.889073836501613,-159.11455722832005
+-6.377948601405072,8.65379367547413,-6.2752039675747024,-1.9841025746371432,-9.316783505848177,-2.122654677811291,-4.163774208352029,9.275521433655891,6.0991574331791405,4.0984314860288995,-62.33660018673822
+9.876497458257854,-4.5262358010992205,4.488019607034415,3.5313868282535044,9.664839727095387,4.492923208228294,8.004367127720899,-1.1321203815423297,-4.102907627251549,9.62061982106208,-205.80460114980676
+-4.423403686181773,-7.138169955784437,0.4014642426177506,-9.738561010651354,5.761489874778542,3.4704757553355248,-5.981762433056918,-9.176933114209525,0.3116288085580554,-7.5029293745055625,196.93669357250164
+-0.5089352682588277,2.324534662406914,-3.0514848099897285,3.3973751935506424,-3.6508096348579477,7.18684744806475,-2.0470214809861043,9.750223419654485,8.506404677895755,-5.478178786431269,-114.89804835614231
+5.757007164591261,-7.7223715819693295,3.8318208745557425,3.1867263368817222,-1.8443037532624418,3.3594440790508173,-1.9532891934253027,-5.742482415958287,0.4552032107611925,-8.942681973154706,123.26297269634146
+9.550695082085854,3.788915804076296,-6.750158691516138,5.740934438947085,9.72395121329356,5.886256019822085,-9.891450298390087,-5.313003862406851,-1.1542114793458902,-6.337111694909061,85.37196523118614
+6.604128924962738,8.84027591232699,-0.9663088497420369,8.717492936311857,3.689233454790646,-0.6469855358156784,-1.930149999437658,-2.5659110233093507,-9.889105625848064,9.827501978264156,-42.446361499772635
+4.8717132716963585,-2.865225181279829,-0.15039800893913213,4.87997493992318,3.604416304098015,-8.9233183899277,-2.3940245574587316,5.171959386568467,9.326374651085095,-5.724862501585699,-29.95164994656905
+-6.60124948633263,-5.199982472143105,5.150892568364071,6.560931105730501,-3.896980156655283,1.3104146487215584,-0.8947739598589188,-2.8342294143752045,5.185072237357822,-2.074642338171555,-7.127185689480605
+8.218605568728636,-2.864285068712684,9.168645220274882,7.097780015959179,0.7775018937707645,9.739461770124883,-5.028030412637041,-3.4877339737397905,-4.924605230401191,4.483296448682155,-55.435856768249344
+9.511025481637134,5.617401375987232,1.8628257892057931,-4.4516601786629595,3.646148016574229,3.4504677373092796,-4.325306913201683,-5.998086027582654,7.085823554405204,6.716201648427534,-96.64944151627633
+4.77340536619784,-6.206196457243649,5.37866115932373,-9.692051379396723,1.0263577349048991,-2.4017109227400613,-3.703241402415609,2.0211341379721826,-0.2947590865644978,1.8355374108177247,37.49235472343063
+-4.948609434736717,-4.45745612109196,-9.359569370617884,-1.3351475246640443,-5.080377320268619,-4.609902798763144,-5.268869113029105,-9.535129872023901,-4.419704022317237,-3.4524303835379744,291.17319385211033
+-2.274143848472039,6.486462642748552,-1.8260714624778829,3.099697167661597,-0.7009976515081862,3.586718223481562,-5.783784253178874,4.009194444331015,-0.5421256931614105,0.4959342298986713,-24.14453459567296
+-0.06727479218057608,6.9098230937732215,6.975394446649936,8.819979485581577,7.255483662196527,-6.6975147437058125,-9.025359875706613,-0.02003462395831379,-9.82988298024458,7.948111405015458,10.411668835545095
+-7.479397758754698,9.617639403161604,-2.1051865378869117,9.528948939028917,6.974516828394175,-5.661464638774811,7.693868130584942,3.096369768509575,-4.085046086132531,4.775293012566877,-129.50775223567757
+8.351765870775852,7.155824070917898,9.196885541367042,-4.841364431459983,3.262084053145753,4.519790806862243,-9.305135068282308,-7.605845467725918,0.8315555526599261,-5.205043079829192,100.0018219582992
+8.21403007700239,7.862774079025591,0.09048596507743145,-5.329436154856828,5.2008075137078436,7.869682368053404,5.622820345801356,6.586449761492526,-9.022014678943165,8.977059402022505,-173.28294934448053
+0.8284159677268055,-2.3546854116897165,-9.13752683639576,-2.9285315865690964,-2.1844144312985625,8.669753802740194,-2.017149976795065,-9.061335014955054,-9.234014076853976,-9.529533234624907,269.8333706925044
+-7.255982574307409,-7.25828936341649,8.032880125695005,-9.74313594582007,-4.568407074021672,-5.515605737630443,-7.496062308934168,-0.3818694701729952,-3.0594532844616085,2.8187583105674396,151.05369313762097
+-8.307639835271189,1.382351356677749,9.06976620186775,7.551116931684955,6.011733266593165,7.892872643443971,-2.022796739504109,-5.944758953135755,0.16974553868219333,3.9365025865221415,-104.63944409323177
+3.127042544748062,-1.335362964326039,-6.471732984106328,8.090986740362531,-8.814035811740252,6.897504019774134,2.095910753752983,-0.09208034083550976,-1.023320709751352,-3.4088815923573934,22.26567479279973
+4.855939615821141,4.933757164298507,-9.512373781046051,7.597035361525961,2.696507691448322,8.19347840468019,0.22596817960207183,2.1972175302297337,2.483414500848926,-8.47237523706373,-32.486682142246586
+-1.4958643960091056,8.555439938791917,-5.0736884112825065,-2.1794811601857655,6.035753291762489,-6.478960814316523,2.6697846493108712,-8.69808307454791,9.280959080164568,-8.226387639972632,70.09512218350464
+2.358917271472316,-6.309865222143685,1.9351442817179332,8.935363478357303,-0.03007828273347668,1.8858352076305396,-2.187217974629221,6.011401880025735,0.5300301599181312,-5.806254281736527,-18.34826213675721
+0.28519662765316145,-2.7726311007461524,1.4121364479777143,-3.310472384736871,0.7669387281387174,-2.5285586715169406,-1.5849299159061858,-2.1306678224504694,2.5990846351535946,-8.66772450665026,120.73272228249698
+5.444353609581956,3.0896462680049352,-3.4610546035733325,-1.1153805312128595,2.7317982387279027,-6.3338861452445006,7.961422627885295,-4.037104134098712,9.93806181072739,-7.41859273382884,-8.452448740350999
+8.68096920300962,-3.0423751594384063,-4.637834593482992,-6.727013469540508,-9.666755450552625,1.4295438352449796,-8.984754789060755,-6.032285078003374,9.8831944397034,7.956269467141728,24.371611686085828
+-2.111447092627945,0.051852656421036425,-8.913292211717863,5.599260016437864,5.9057929919797525,-7.134841333280326,-0.6494176121930395,1.672025757407476,5.7532006579924655,-6.097342369670362,23.870152437186885
+4.686061018392542,-7.407670719145669,2.739462422301282,-3.971202510545011,3.9035535249434217,-8.153144603056013,-9.393725887297858,-7.333977552412987,9.44149888088077,3.5731861333339854,54.362934639459006
+6.155697268634233,0.9152177923070215,-4.200389963572904,2.4496023316247784,7.190725517624421,-0.1409395226012511,2.276959823349849,1.4799896951680402,5.192124546840267,-7.336070162401846,-37.681667342548046
+-9.99273651756387,9.430327984412639,0.9078795186791977,-8.92614044458523,-8.517790196572395,-3.2971184156763567,4.863314707000872,-8.158267519420722,7.39704216242286,1.7641076252039634,37.17634697588049
+2.4137216872092337,1.2832147686116224,-7.054522599703836,8.635051350759483,5.6727129422377764,8.604097365111363,-3.6180229195881752,-5.124521213522131,-2.2498490411236305,-8.971073483299584,82.18425576345082
+-2.9576288068718237,6.710089817933758,-1.081474655423602,0.251237961829458,-5.279815497690259,4.736420743341365,3.2728800439074424,1.2914312346182433,-6.650743865542461,5.965805821824062,-40.0340377651666
+-2.58604473090972,6.783418902695693,-8.719564659190143,-7.462451237884058,-2.0210638161765138,-4.3660393027156275,7.912256482587874,2.0017791979068478,3.2371987543337344,-2.570301173027416,10.285139324143968
+4.948330030395063,-7.087329462945958,1.3067813671006934,-6.497814994580469,-7.883212517720275,9.153584305434206,-5.028554389909048,7.635031876464313,-7.521478104064984,9.376119931011752,-32.40082183323852
+9.858378907722932,-0.4338399366738299,6.059135252461553,3.799308900875731,-6.380366929170895,8.126731498828528,7.452964845343595,-9.708490821788128,-9.880281569855713,-2.0567997898843338,79.03363270642157
+-0.13477172042939634,-6.181987103371711,-9.653306727352254,1.6722955491758795,-7.248423825008839,3.2763787517423393,4.193558760696659,0.31802302373681535,-9.012632856264213,9.064883942774058,12.989526338945153
+-9.655688149264016,-9.983110792905412,5.512551310431142,-5.748277783337505,3.3235573533878715,-1.2229485348314584,5.891666270611564,-5.075094395178999,-3.690740390045215,-1.7602977185774615,80.69564691839656
+6.344159613190725,2.03814282036348,8.994936760967796,-0.8466279774251206,9.378528623955507,8.950256953590898,3.104381074399152,-6.199886794195491,-8.491627773057349,-5.9218586031158775,32.962279691089435
+7.25809046609184,-6.92320745673654,-6.02102917727914,-9.759087712680207,1.1476728856992424,4.0336405362566445,-1.491538760662181,-7.297837678974226,7.221812560749294,9.794299075113779,-56.72917474517373
+-2.6662877033528076,6.2257430997279855,-0.15073026886354146,5.669129276077955,8.633928118739739,-2.3377611198079506,6.969111163519588,-1.0271578707925766,-1.586140089742778,8.48664894854439,-169.71506345481268
+-0.3676536320218782,-4.456787465998257,-2.287210998240614,8.507259597060353,3.4213640510035526,-5.087197834705266,-4.746529176224343,8.978698143957825,-7.464282567691443,-8.277646170528904,110.60462738000928
+-7.90554413732557,4.951978374344506,6.396709946965369,1.9307127173129768,8.687763017034984,-9.066998113382436,3.822579005327058,9.879660107540868,-6.322302427752167,-3.361007504867739,-30.341864745680233
+5.570614669639895,5.950213915130971,-1.3384037245230118,-3.656249361810957,1.2146629641532414,0.43577656961891087,-3.9625149085261024,5.014962176840507,-0.7679981999933472,-3.329912417977614,23.87302375219052
+4.131968377485289,0.05528234986279301,7.483359699323691,-0.7772089544007676,4.601829033231821,5.6344286769385405,8.915129308509835,-0.41164864026979275,-3.0822382705082374,6.263396440144935,-170.5108765681855
+4.054049865224494,-6.279376773572203,-7.3497262372945364,-4.292074148140543,4.203879160079341,7.106657806390473,3.6124402470901185,-8.177647083452369,-8.28299654280472,-4.734290589407582,150.04983445408484
+5.5999134485007,9.720261243475257,2.0426410925681315,5.904498568293519,-8.034545415593277,-6.646969381039685,-5.701548160492407,8.360491664411589,-3.0699788536500017,7.856672738051276,-49.23872202373946
+7.851131916654104,-7.881295326600437,6.285254749044313,7.232733608569239,2.5431223245017054,7.575325891872897,4.143928166393136,-4.8299594182360845,0.6708858039003363,0.5649193542543274,-96.57790911835721
+9.805939679212095,-4.131306387182125,-2.5344489402837933,-2.036388846904287,5.916724455401734,-6.592844712866737,-5.190225669955302,-3.4998740345342028,5.795625793328407,-2.118897710658778,61.40828905063972
+-4.351643704780541,-0.0025892674442640207,-7.987720738295234,5.921415647317028,4.088976497489609,3.6814462178991914,8.220166795545595,2.611292667519365,2.667477355891361,-8.291057672104928,-54.64950215519252
+-2.5476231586467524,4.437337561185791,-3.488911559165251,2.057833195421297,-1.187254596890348,-2.921868984816902,-7.593644402724649,-8.990586527630928,2.369417296429275,-8.573992915972417,212.95650412011977
+-9.245253003230609,3.5721739245885353,3.5574626234217677,-6.093024401841289,0.04666543660424072,-1.06570742844192,9.41854946936262,7.951352847032302,6.34081678204705,-7.579024815334852,-84.55356740694099
+4.59142186532234,0.880351963870234,5.752759889433885,2.326599111603773,-5.370669094083738,5.126210374539964,6.135891055971894,-5.442774496897062,-0.35980145384564066,-5.2824798480206425,23.09349801080566
+0.0960774406548559,2.534776741392639,-4.489646053487826,6.932290691010925,-1.6464376340798403,-3.729396796349178,4.637730771044744,9.587632602596372,-8.904590069180287,-8.216356327383052,68.4009931906998
+-6.411216333909373,-2.65856580712573,-4.458620883949362,-0.8137846950284544,-3.9762807449464144,3.7465988380950943,-8.90254733900237,-0.5424894108087197,-6.322282003822888,5.434482160175742,99.04283297529426
+-7.621492359594364,-7.753650252483284,-5.764372928255169,2.1283454193772045,9.501249754167489,-0.7311323336928544,-8.860637806802723,-5.1773694613851635,-8.44107081875775,-2.2311239733204324,193.82788029365716
+2.510730102196832,0.5456182395093689,-0.3773786918798283,-0.0512564384973091,1.5624619333851397,5.8237094510077325,-3.8419886628910827,-0.780821460435428,-6.981274194357219,-9.798005012110856,152.9274269662515
+6.168645868425459,2.7450450034037943,5.139929455605041,5.182431209341227,3.1455256321868807,-3.6652485421927827,1.2739569393592243,0.5258786658958448,2.663802134426796,-7.256699809910372,-3.4109511055752284
+-8.620923032208648,-6.331571095475724,8.697550999476555,3.5241536825806397,7.031955188418926,-8.75999181231332,-5.699060409573688,-2.5111217284851284,-0.9909514512861017,-9.766544424306357,168.27738005104564
+-5.968018485575173,-4.857423832430889,5.266990627539288,3.686788626118609,-8.658310310338152,-0.4315984829370634,5.145571319922095,1.2258075954879888,-9.768479090418454,0.6814086993971769,69.47371071762304
+6.741121123279552,-8.0389517085993,7.060826845897905,6.516323519292293,8.443049028004674,-0.1261536771642069,-5.250282593637694,9.922583249117112,8.003130880881958,3.634695972444324,-226.23570601008564
+-1.4527652568541982,6.192280665545029,6.5967889406179525,-1.878562152667267,-3.8060474923669307,3.5616325771968516,3.5035409880750734,9.04146896789062,-2.878045795084645,-0.37351809370701705,-89.3374922451777
+8.331937368049623,-4.118626050888652,4.869338755184264,-0.04058719770298813,-2.7849349755693664,9.759475177421596,5.604917794211426,-6.442332743291832,4.857363973185689,-4.078024845232504,-46.50376169970722
+-0.1927380560517178,7.699243417751694,-4.422377105710382,-0.543588964188193,-3.9107617574828923,-4.281131105823894,-9.553742018101287,0.5919475926445195,-7.121598581394133,-7.676748004442768,251.85106139358635
+-3.127902980859445,-9.290019715478184,1.0400393859530355,-2.9068815646306567,4.737176448367338,9.135257962639447,2.538921012951756,-3.0702493033942257,7.332649117337848,6.261637223604202,-167.2749750568248
+7.289513601040749,3.1533442455411587,-6.643401586762816,-2.6440584381892585,7.7928022324458945,5.545898483623304,6.459151259877302,-9.885489504856269,-3.3062985312244475,7.952746628261651,-67.78195360566102
+-1.2181877391645624,5.539225280358975,-4.815769999887736,1.1513282548265846,9.389807246204889,-3.5359494274781866,-2.3810428196399513,-9.83931609303987,-2.6284849225450646,-5.764856772395577,154.24485601317386
+-5.722128639257931,-3.1535975781002135,-3.285304950038541,4.8774036033539385,-4.178565515101591,-0.4733767816949275,1.5323921657754713,6.448000549286137,0.9621701521204162,-2.9906752509807277,-11.110984163332063
+4.098102139141022,2.196632402294194,1.411877264035566,-9.989377418303743,1.4786365212266084,4.316634482261021,5.460314456257627,9.368762823619264,3.084236090246033,2.4853110020998614,-168.58710993213194
+2.638620204362465,0.30727387795582706,-1.3969131257956846,-0.37499402268666104,5.7474181899093635,-4.909344455862231,-3.8039568540954227,7.192171034812174,0.5412152994959829,-7.408714472452605,45.18507374052392
+-4.5942462710835414,-6.690004394998952,4.826605727844431,-3.2659049953967956,-2.4663535567963346,8.142330958001867,3.166104084033432,-1.6763419960205694,8.28165234566962,0.7308272975494767,-106.36316560982549
+-0.49150196531629,-8.473713711365232,-3.138787994303407,0.6651956059886821,-1.0196082581709764,7.754855821261513,2.5869647709761456,4.869127547182572,-6.314065099257425,-1.0114293839921018,-3.555264431027816
+-8.582251202410385,3.2808093130361238,-9.022167326128724,-5.803248069866833,-7.4416283532080545,-7.924688137035927,-0.16832101204264704,-6.255997840964536,0.7543254078181372,7.202928407905748,113.12501692978086
+-4.734541661601554,9.401336202127926,-4.779365041782217,8.359853592584457,0.17978096910715502,-7.658978584856085,7.736330696541723,-9.503086127113194,8.2140572070386,-0.5394514695664165,-30.694073421258846
+-0.12644723435555116,-3.3056096094161735,6.268884728435243,1.7570675148754433,4.492956732112045,-4.839882348628539,6.011391799424559,-1.2941634028075533,-0.10425395533811832,5.012543346643234,-90.4862646063491
+0.5177931238370714,-5.203281861661509,3.4612163606497837,1.1283300058378254,-1.3436217965291952,-9.595688178062666,-7.885951324917357,-3.6598109204462292,-4.511310444826573,-5.831595155164042,246.16417051177837
+-0.6272771683837486,5.330398007942199,-1.0021550517985167,3.230401845411548,-9.551063067614631,-3.2814685917565467,-5.524237990865297,0.9322062091753414,6.694210753645022,-0.8015548968461883,29.823748080093942
+-1.9539263049551359,-1.2174137304568178,6.7424050479246915,-9.70360352219913,-7.183357006814958,-0.6511414782882108,-1.9253603722420176,-4.5561892088841205,0.39714689480625065,-2.362812775697567,135.9389148714446
+7.329378431948655,9.49803680608026,-4.179575875805044,-7.377810535584894,-1.8396571864940792,-8.504152539433756,0.8921937061757323,4.489910416474585,-1.8884275924910732,-1.3912500502923875,67.6973848794024
+-7.729352947955224,4.34603096209716,-1.447253192816016,-2.9737540862970313,7.8714340213780165,4.581783634717089,4.412158359492258,-4.904289390649468,0.42036917865186707,-8.451969452990403,39.73609034998865
+-9.694978268934165,-4.730822051390997,-7.5546671469413385,8.100437190471029,2.7071438271689408,-1.740243721160073,-3.1627146584928756,-8.446150893830698,3.999109769074929,3.319061511697008,30.302560136319997
+-0.3189631798827408,-0.5808992723135464,1.9211875702680592,3.3754522729099867,8.245605310999872,7.1441607603030155,8.91857489203635,2.841089883298904,9.477894709435969,-3.3299500724810427,-236.3096516254915
+3.268425803896946,-7.341286043560649,7.372365659355371,-2.1318878834640542,-8.270024165523125,-1.500720762633525,-0.2625745314572647,-6.854444474928993,4.033851191841029,-8.570080735080118,157.40174704449322
+-7.224066029824301,-7.409187103523687,-0.13910201783733367,-9.254097312148792,-6.919103907679824,-2.2887011318394324,-6.18928287515947,6.437822349047115,1.4995596395261557,-3.070136367851106,120.20927310316635
+4.212893329491873,9.028560792619606,-2.116091684258632,-8.145561071138161,8.324252878086194,5.8307551686544095,-5.4304048223907735,1.966014025636138,-9.807647266669816,-1.4033711301247953,67.39041678814347
+-0.7558181619445614,-1.1797429652020175,-5.621896441804319,-3.505206676552377,9.734526622046197,5.4453351842694,-3.7678998441608824,-5.451803180462824,8.452742173479654,4.028890189119856,-90.00427270572575
+8.386814455569064,-5.07659710759725,-4.208720551099359,-9.681582710963998,0.36878382603844795,-1.919724250004542,-6.5589847718272125,6.71113875239985,-1.585176696729882,7.956012212238828,-6.232414659922713
+-6.496695275095106,9.985708917838378,5.0997263965845825,-9.531489725162404,7.808204347729899,-4.194979901570058,-6.732629171139022,-6.9875373442526545,5.999866900112513,2.896267773770891,18.57112162231173
+5.845575308725612,-6.057788289144311,-1.1433884868043487,-4.697840305546411,6.95146589623167,3.2433486406835343,-1.3980386993757232,-2.983232384809087,-6.179453940324809,1.4600992128188794,52.49756240321357
+8.891995326670203,3.0559563473996287,-6.517446125072402,-3.8189919463658173,-2.3550244464563463,-0.3416482709706625,-4.286441164103008,5.111823503251987,-9.211911357981855,8.93278486500053,20.60825088159322
+6.65995806417137,4.8519313685754835,-9.757730040630676,9.42001404555825,8.096983670697234,-3.358011801588414,4.568327757660531,6.621684770713481,-7.664317965940446,0.03126721338029492,-58.807176965915566
+-5.343817106941811,1.9899535197818374,-7.550315335055082,5.029514679674463,-7.708137665946997,-8.74943433295589,1.9062700807637567,-9.164300596925838,-3.9581785447263496,-3.568879543975445,229.61314993882692
+4.594712801385919,-3.4743433829810644,6.185175022747593,1.9051538343120655,4.780154763789093,5.091933617482651,7.67203212585647,7.296665389850093,9.795441160857798,9.455219668194264,-370.3260737864732
+-7.558872211471746,5.427321191090682,-8.446559008927787,-4.09612764875408,7.368573999416612,8.022622506118713,-0.24158421386338613,5.587823174416398,6.039609921252493,-3.4165895118072465,-107.32933592614438
+-2.8983188211312783,3.600365644898249,3.754186042258274,-0.7989436838718511,-8.431513743568878,5.708781147472319,4.105619874874273,4.744121088810481,6.4131297130758735,-0.5737092591019288,-119.24509091144472
+5.585254815090403,0.691304276952116,-1.6485605279433169,6.982606873054314,-1.0145970767010692,1.2651414662261629,2.5910618128391327,-1.4966452074380276,-3.220810515463408,7.8337392921351885,-83.75903229604168
+-3.0649714346505386,-8.271512648605112,5.729884347601679,0.3673866235304435,1.473376932916548,5.281479913621309,9.729662430616939,0.2572620332641473,6.3447059932989,-6.457356509765195,-96.96785438475987
+2.686459479491763,3.6630824974270793,8.383658501010755,-3.9534176332222337,-4.1941942197320925,6.7504062318679825,-7.663837943122953,4.11902207397342,1.8859800576367847,3.1584955102627688,-62.884253367819504
+-7.755354994852222,0.09530138036596414,2.681723960582847,1.7876127988297763,7.179323886065294,-7.334304725322205,-6.3705748580715404,6.78069914748775,-0.8881308737769689,7.60735362230756,-73.3632871280392
+7.211137915699066,-1.0222377925522008,-7.414488434488929,2.743014372949699,4.991232409531818,-2.376351164281536,8.099080178596626,-8.250766398393775,-1.9690079085655299,-6.893977482487594,95.27475102222881
+-9.93842409366435,-4.358722457483957,5.898784695791814,1.5833122955148493,-3.535458699016971,1.247263060430448,-3.077479605069746,-8.323040758076342,-4.171848874395144,-4.324518511246389,177.46321325447786
+-6.148501724414144,-2.814894796553422,-8.195571925198422,-1.3285108330388695,-4.649178191854504,-2.5624954040141756,-1.49770779639943,-0.2758597873340518,-7.587196290034184,2.8352155658736278,136.494927679182
+8.927187208042927,3.9176933621441257,0.4278313688050006,2.582708032134511,-2.71710394928931,-1.3664567899458846,-1.1114947661290442,-7.855987092775023,-7.942379650754646,-2.2941962912407154,161.5179696926526
+5.5335642046989015,6.712824117317324,-8.533311817199243,6.90860262307649,-1.4872293037870299,-1.3995311284340417,8.254197297467385,1.5424851638440917,0.9141682419811126,1.6514179066237977,-96.71056681592233
+-9.721148145785502,-4.236205960221795,2.6126530572747475,9.153642471928515,7.061575207394526,-7.068196023168669,2.5031755974241277,0.7097533089500896,9.877016454178625,-8.82673573364449,-39.774718807446746
+-5.9024740874100035,-3.564322598942129,-2.9454211282627463,-5.380606895408555,-5.521595620488135,0.6243036159350912,-8.118101002652956,1.570451314507193,-5.878231986108638,-9.065635198017347,258.5224935003327
+-2.6964319385902424,8.174706961606264,5.396951834400445,1.1434579402497524,3.2340479626929985,-1.979761931757329,6.947352044283899,2.5204030146903467,1.3685962720843903,2.538911960804524,-140.70710221993895
+4.644824104280794,9.707581866070639,-2.707110292995356,-7.832048261293368,5.347828372189478,0.09568406426452958,-3.0561971643014596,0.10198296699480691,7.250505488751601,-8.478733535513424,31.940883514968455
+-1.9309570644249563,-2.860221036908581,-5.8671782078591805,-1.7888283209133227,-2.943128364687826,-5.530055922309045,-0.060015001065030216,-1.036279106971596,-5.272772405261508,-7.382194045919488,214.6913236687238
+-0.6244361659611397,7.533101230061934,1.067454355479489,-7.763748632530138,-1.4927169137979712,-2.3536337687683795,5.474324366301319,9.16209112556897,-5.2557819269598856,0.03483551145643249,-26.889697074285877
+2.1587734926538715,-1.6437223907842324,-8.17647261382606,-0.4435469279083337,-2.216835453208945,-3.4772138143391773,2.863437812855383,-6.24708166042357,-2.5356063486166325,2.309390445812809,92.61407924835618
+5.952773212226752,-4.057596597129591,1.7940287764994145,-7.77259208901361,7.1269614185066725,5.502411940105714,3.5860122582480924,-9.209648161713686,9.687886106006342,-9.096399577418712,14.540703486052099
+3.6969828782313763,-2.708198248689324,-7.483066688438475,2.6941754810631457,-2.864144962008026,3.950288903172363,8.16442594477979,9.585956932360759,-4.607866398202742,-2.404614117896311,-60.61122971010302
+-6.6694684017832895,-7.5864941645592605,-6.340227613939575,-6.1040620655754285,7.308884161348772,-1.5471047696497853,-0.2807824766556699,-8.471634812674464,-9.088918570978331,-9.453479795671099,287.38509664134745
+9.708458593964293,5.266327399197435,-9.06820098354937,-7.893290161140674,-9.16224440584939,3.051373310407328,2.2597090412884913,4.773738245729016,-2.935956227620735,-5.042109989672001,92.38770047494512
+0.6984351635506836,1.7466542306579513,-2.0564027743760183,-8.942978183118647,7.944679034903506,7.319086648725685,-7.430997997990795,-2.7361031803074076,-4.345805786856703,-5.287215062323081,123.97816938427025
+5.345098059604463,-8.763366630127852,-5.481628585291601,-1.654593312285102,-7.491265091037174,4.883785526163429,5.186224988897241,-4.929829688236957,1.7531451773646012,1.3576023971500906,19.940854263530795
+5.722332396112932,-8.613219360433988,7.397163814161902,-4.05353238180221,3.8067520921535314,-7.667795085281448,7.003817175559723,-7.042634378796353,-1.5947440180063333,2.607108990014957,32.31216760592089
+-0.08049111407470111,-1.0776305150600773,6.050556672656102,1.1791156037197226,-3.3707016327913752,-2.4156521588278324,9.923496450742139,2.2864158450543237,5.277087421642033,6.51170951061016,-186.95756322529073
+9.40977286843453,-7.4084790174810555,-6.729045002040362,-9.641406285226106,8.502844699698127,2.4268350569799524,9.274805132382756,9.704848493009896,2.9990276418092265,-0.223196653164337,-156.28777596346706
+-4.429765928253717,-4.376681846054824,8.457767172583155,7.5312863034372635,3.9908020346823814,-7.674442179058785,-9.867483389466782,9.643907902152236,4.662572083523027,-9.82276908833376,35.65724064405784
+-7.944222074804205,0.7469524149188556,9.42056922266205,5.994970000813391,4.279244367391486,-4.29985732766085,7.319820612086705,-2.4704500860215695,5.265093254706901,-1.3899868121288095,-103.02774564883796
+-8.981807541813103,6.0222321798687055,-9.616750065915397,-8.869127746592582,6.122451376699216,-3.6210021349263655,-9.272290409956373,1.0470015685737222,-9.519968632361774,6.50672457389228,133.39547711412212
+-1.2948259593812672,-7.339920389849086,-9.959095110539915,1.3463225045371474,8.160570805625744,-8.890654970736144,2.8024463533654242,-3.617039668652806,-8.480541650983408,5.803052667769217,83.92200725567398
+-5.3871254591498445,-2.962338779197702,3.98975455744502,-1.844669430268937,-1.7217950507453006,-0.5386981043261407,-1.4503396676117997,-2.3842021790732115,-9.797696170732406,-5.0041419311525654,189.0388363567835
+-0.13656826305914027,-2.8894078643615106,-0.28252211063802823,0.38024895256528746,9.91761119497612,-9.551265045247701,-9.66976893146972,6.306167281253742,5.358485538224597,6.935703642540312,-83.97451438103144
+6.887457482625656,9.427842897963155,-5.988167585073012,-9.1820733914841,-7.238953130694972,-0.511206655339802,9.459683609662648,-6.280489923499615,-9.440479443367948,-9.1677108925484,232.1455005237933
+8.989038378259055,-0.5957630426045379,6.025120250619585,8.63485964943039,-4.464975568911083,6.084854581204273,-1.4038995927079845,0.7647730390320606,-0.11378424680737576,1.177560111152609,-77.91841094625906
+-9.129464557096798,-5.622528909749103,8.103013593386379,-7.367691427801663,4.627605831459425,3.1182018105819442,3.7062962306458003,9.873949043567533,-7.8181705726672535,-6.575686633158002,18.733231711662196
+8.361529938263633,-4.208970962602068,6.860155574067139,-5.127233066031431,-6.162160757336781,-8.171596971588883,-7.792512822163875,5.073665133553504,-8.98429401754914,7.072641521071665,107.62966116688777
+-2.833663643792963,1.9294154220250648,6.634117276684854,-4.289873111227038,-8.635530547471449,8.03900641909996,1.9013776333068066,4.934120624446812,3.053457075028785,-7.545047645923395,-10.878222141539895
+0.9920269362422451,4.998190346567717,-2.939326347472895,-5.588638325812929,-9.643104221866379,2.931283980813204,-2.8153609194059914,4.051107647238636,-2.46924587044691,5.940947973493547,4.815785891146745
+-3.5902164619544807,-8.541480009501647,-9.945354761228957,9.63880757478938,-2.499574347595208,-3.001841556341638,3.428487224257657,3.7086040399235354,-2.395465518628055,5.8653201881630785,-44.78871092856309
+4.014173525276434,-1.1443413233846345,-5.717546653763776,-3.7746155700344675,1.9106444620303797,-5.8622700465093995,0.9635632003189043,-0.7330559500295908,5.794251052046134,-6.046516471221399,67.36416112431384
+8.470091009145715,-9.675281651998125,-4.834409087954235,0.5627637150421005,-7.838844302250491,-8.48742532182195,4.944823612534604,0.18569315221935723,-7.6143511076783055,-8.494809233569509,234.33830673234172
+2.7163354994529776,-9.04705120976022,5.3153765253022645,-7.795347611558752,-3.0255690765897936,6.522285329242008,-7.837268908533108,4.58369377365665,-7.792391411628985,-0.09559497435189579,99.48730599891611
+8.610391156978725,-9.158092496456105,-9.676162065452878,5.890719910303486,5.110377327026425,-2.2466441805347226,-9.761003131257146,2.502185852072727,7.757461415528086,8.305317238831208,-97.05577203378208
+-1.8601188342144193,1.705126349489523,0.8905787841699975,9.017311651977733,-0.5121478511876898,-9.686764200996588,5.454747961365179,-2.3232718720117718,8.427215592105028,9.976500453784624,-170.83741120623893
+-3.298531920964969,-8.365440476207308,2.2319898167274332,-9.132915929349965,6.357956539112555,-9.63470588449485,-3.158974660802658,2.440002927783629,-3.9777147825700165,-2.2854431263596475,141.27374580822175
+2.5549589482653756,3.73071115014044,9.757866279032857,-6.264639368858225,-6.166293238186967,-1.1634044933011989,-5.467990706485997,-9.23378872563199,5.678769066619028,5.826097298061663,30.2432975571117
+7.034114742871182,-0.46544520262477684,7.447420658253845,1.9583095519098004,-9.98291900880737,5.748480479246472,6.3401657240204345,-5.264811954174826,-5.530539537416919,3.0487691647246784,-0.9477617012723428
+-3.932451440239979,4.136575325821217,4.508077263419823,1.3569601713551949,7.019416654445767,-3.895408315361464,-0.09465263850184646,-3.526440959767463,-0.05590266624651452,-8.317164132872925,81.15897083988709
+6.4748493196899615,0.7280981024731936,-2.9304962860420125,0.12093114243832082,2.5065067428107723,2.7245653983999896,-2.122316765365917,-4.9665662191047595,8.096969046743453,6.700826740133385,-110.36079633896665
+8.602022326628184,5.238976647844331,8.496296537628055,-7.224493817795528,-6.31247451805812,-9.11130048805008,-3.367049852151063,-5.245692856436799,-0.1364679860786655,6.3376473996956655,77.8918950363855
+-1.928201861652008,7.5179178330068925,8.48773229666026,4.5369022237526675,1.6096470890409198,0.4298479101167918,-4.324910010818064,9.552780142771656,3.7383954120164287,8.608005006756924,-229.839285679341
+-8.990045605334188,9.78536995237154,-2.8052885114541493,-7.995660447815853,6.064292517873207,3.899999482759826,-0.4848266439323834,2.001225496438841,-7.2626643644095035,0.03140739174839924,31.102649015594746
+5.209431359345949,2.531889139358632,-0.5995678598400178,-0.5271810726611892,-1.7808260755806549,-1.7590041274971924,0.4300133214131985,1.373225397986817,-8.9691300246116,4.3319171574816995,40.27844888925201
+8.086336313489756,1.0928590797729232,4.628523952739574,3.337146191635141,7.528038014630811,-8.47666389435414,2.5347837067481294,8.677455293416811,-2.0196726254732544,-3.4969409554630038,-54.102184129078154
+-7.973126008037726,2.6247971368627665,-7.237039415133313,-0.3334363371073623,-0.8256011346571768,5.440185761498002,6.2446845161721924,5.29323338321502,2.063609342638213,5.3404054011011155,-157.47187621475896
+-1.2004956709492554,8.171665211323143,-7.892419040115959,-7.972741983910798,-2.2940804845606033,-0.4780121979727614,4.403932012124705,0.1932202739245592,0.2170875923912874,-0.9003301360252114,32.78711848063797
+-7.399028236040395,0.747978673232248,-5.555606316153437,0.17596640455774581,-8.048143983393727,-5.19986436623771,2.51388543565622,4.06978197213575,-9.274830501159144,5.5602592234853,75.08908085068576
+1.126705740252738,9.690040759273597,-6.190792616421414,-8.977574461548635,-2.589191678710503,5.180484058099011,6.0944464852619396,0.7463535139353983,2.1943269163447576,7.741987214660293,-127.27724362857661
+-3.993111847811406,-5.461916326014538,3.587707715659858,9.227763496003059,-7.210283574847005,-7.728106556880229,-6.452762357822293,-5.042885053486426,-7.298925177071465,-0.23376061945485693,205.7611027102189
+5.8136596937894165,2.797222266301669,-1.5714034596902926,3.5154806289488194,9.400435439091213,-5.2283573203699625,1.3402776705566266,-1.2181533770594255,-2.3550467301868006,-2.1532720086961943,10.402254621382005
+3.104763212433115,-1.8479195914155766,-1.7573767368516346,6.909823085119422,2.0429563792048655,6.332571823666127,-9.693830246995894,2.0090461369878,4.552958629974033,-6.704353397614977,11.283128436726606
+-9.597870710620235,-5.936341473359763,-4.015349121684613,5.118301384333339,8.534222816906214,8.807026772141036,7.629929609806567,-5.339750439689266,4.9620756315233905,7.010116887607964,-204.99097450081396
+-1.8203020393662683,-0.06369463252706264,-2.717156947995112,8.527931851414905,-8.74088300832857,7.346898384097487,1.4499500631732465,0.8491714452015509,8.122082021334657,-2.214877391214922,-88.57901469771741
+4.3479297328366435,7.27592621450984,3.6501410580148996,6.158185810487176,-4.013537915297274,2.100910793945059,5.155998034754237,-4.533999903484746,0.8185806255223382,-7.423535481750873,22.580103337072497
+-3.6708449093398943,-7.4692494712716435,7.987438819128771,-5.081886546747329,8.127410865427072,8.99171135591525,-3.217476992003805,9.690768242061552,5.554510110101645,4.78269934240603,-229.06156779049002
+6.149155050934951,2.9984455080131633,-6.977529112440961,-9.064211392577402,1.5607493152393337,6.620645756541266,-2.5544133002797964,-5.231000175930838,-7.373125940907661,1.636921037594783,109.88052144577999
+-4.719770328035818,8.388056764273557,-7.403014380412629,-2.6998695149090945,9.008049659750801,-9.542919798147691,-6.230597715340622,9.134514521523059,-3.7482907298111545,0.6988982776187802,33.92959386337335
+-8.046797615727604,-7.36425364470125,8.602699932321514,-1.551928940443985,6.734896244095074,-4.641381079390463,-2.5254742330870195,-1.3168544728374587,-0.41830382431890634,-7.093561048993264,104.34605095346296
+4.23689681337581,-9.421780243407383,7.788816260972027,5.771913404393643,1.0749402866762403,-3.414987690747804,9.181894399688273,9.040986592746592,-0.9884229387363264,4.5167926081709435,-185.36504987450977
+-8.888354394008942,9.951402940870004,1.2710463223780888,-7.819317543418778,6.949788345233054,0.9901188609681255,-9.790965576609107,6.531833782749468,-2.984202490732888,-7.176796255344346,93.79307821936644
+3.2507559096891647,5.667215268617609,-0.49102221814393276,9.725308153305656,1.6971127042646539,6.323876038153051,8.252479408379298,-5.370096929467135,5.646463929932166,0.6661907037045833,-167.6081042325801
+-4.0318317717843115,2.709549508689495,8.396577292447338,-7.087091573372264,0.6767845203059619,1.6989143701855602,2.7172127992611705,-8.880537940874948,-2.2147335640027976,-4.585398910643952,109.26018084794808
+-9.23676318207507,-2.546996540152664,-3.835006185488814,-3.249727960551436,2.3439581241619534,-0.9928290568834353,0.3446156085399821,-8.626988192126143,-6.263203198431892,-9.453026288741702,254.021445447546
+-5.370536780240518,-3.717739710991721,-5.351917867675919,-2.5795943498553897,-3.717588285503588,-2.6464042454489345,4.938932681088191,5.284150307015132,7.799729878359476,9.663330720957255,-166.2474066304009
+-0.44692915742148287,3.3614323680432023,-1.073898350378959,7.24216021123209,-7.8659377522007246,1.6716140309982497,0.6381304384165487,0.5239510896271615,2.536912871736603,8.825339520098506,-118.94295827653872
+9.708075218112455,0.5524666277687729,-0.1540392464046203,7.4839293532130995,4.719856931675692,-1.1232303769130825,1.5469811600640626,6.380752280104572,-8.189748213085448,-7.013982392737937,28.037567819078415
+-1.2585500154588192,8.23129107716399,-2.763107793367854,-9.455445217682357,-8.7682785313837,9.955563878185176,-2.1711422934371605,-9.404403848785838,-6.649120311846319,-2.2971950377825245,190.57667166506752
+2.615204306518213,2.7889747419803124,4.399908894996683,5.652449209789594,-5.747064923048486,-5.87417909832541,8.479950303663777,9.514976573684113,1.347869387055085,1.447612672663765,-138.61117609056245
+8.932266736537407,-2.0498113882730395,-8.64254272267038,-2.4476098700657367,0.09590765986874139,-8.96013113233792,8.152368178219735,8.628777499258227,-7.897213381098391,-7.550264828494169,108.1948956272576
+-2.7583249115247677,-9.993629162195658,1.7643835640694672,-5.429778664596623,8.769282353870738,-0.6447982408591635,-4.751192612512199,7.377023503658064,-1.4235115904817208,7.0500531133593185,-80.11680312522914
+8.67676184913339,-1.76742894561575,6.930998993700945,-0.6225695287095889,9.090228598096283,-4.391392571621616,8.900056432185954,7.776651447796416,-2.235794562670208,5.625032789426745,-199.71502790285385
+-7.037293719156321,0.25865549922680753,-3.018743596111082,-2.6881643300806646,-4.890620439095414,4.4827496512329335,-2.115393547910376,2.658887262008036,0.13841539933379332,-4.336617738950794,63.54888870858136
+-8.628442597229418,-6.734356917925394,-4.22480817098301,3.0028160858592656,-6.959123969059768,4.810647557740859,4.121727693852972,-8.065083518175864,-6.9057498870637435,-5.685090294222208,186.43907435863542
+3.778324344256523,-2.366254031049857,-0.8935097674839065,-7.5855699262448155,-2.2134487020163873,-0.13075442918497382,4.704722190837396,-6.442068812714188,2.438786457863835,-1.0815330698789327,56.74026248685333
+-3.9032628915739664,-3.1629654110398,-0.10131705925542356,0.35356338279400656,0.6593182260399155,0.6496470758366413,3.812897542556206,-9.952951516025298,-8.24014046949322,6.484578585112944,67.70303382308803
+1.354248529911195,5.796387898043145,-4.890933590245816,4.0466898920779215,-4.989043437511338,1.9390077762432378,-2.024687029986818,5.374639684362181,0.7619675569837958,-9.678932855406352,63.474396361997904
+4.540026127014354,0.7847500831331167,-7.322708509910358,-8.719634675007415,-8.095432652531835,-5.386368842846148,-7.1558702701937404,1.7237048744998962,-5.783801014458614,1.4931195543958808,199.94143004418956
+4.034023505407793,-8.252424520563068,-4.803167428298845,-0.31524549147514236,6.640231101465357,-2.1481545018338433,-5.288995467771073,-6.049498543125118,-5.449661693123355,9.66643778886553,49.48760795716977
+6.3619190513622375,-3.961639703083395,-3.8378039958058685,-0.7477781651684046,-2.364419419547814,5.992148346417505,2.832512395077935,-8.86365804369624,-1.9061199582609212,6.807719422319847,-5.082400435162925
+3.244720463432309,-0.12008902076486416,0.595653600123216,0.8348578656913541,-0.046190322969272835,-9.818000383770444,-9.812922906600106,-9.557402947432736,-8.081404302036459,-9.946602130888142,372.0587104979929
+4.078589040524556,3.8196997153854317,-9.720534540612064,-1.3680234612811226,0.2586325751174656,-7.71815452730843,-3.8120426763296855,2.6886064541306376,-6.642761061248907,6.142347054605897,75.12030819195681
+-8.100697110322514,-2.4359874026176764,4.222643430186322,6.555447274810362,9.355860870372618,2.635335389237463,-9.240435843429754,3.7733879797289194,3.694510465835641,-5.24074822267125,-31.343538048608064
+2.997864239211656,1.1500273805811245,3.808816602639684,-1.5726667674851735,-5.560408511725927,5.2802622303267155,-0.775374398303541,3.2357399188616753,-8.9030477154353,0.8372611406162234,39.835782504663314
+-7.872818482964998,-7.870429930092897,3.4942351382376047,3.3380316643427244,4.589861405071128,-3.9247795489616077,9.345891568919615,9.389059795721039,-2.6012849272688654,6.291352279860867,-175.58666286410417
+4.516581960733468,-4.612156783059103,8.40641108871543,-8.69134785455926,5.613050626393092,2.778082718293693,-0.37032945615178114,-5.987775703040558,-5.956494917709929,4.8342301213169,28.73734002426613
+7.363866605423823,8.252381937207547,-3.7988587589199962,-6.148448184544066,-6.089847238143706,9.76320747541147,-2.722574298314704,-2.7057108643111105,-9.59809743035284,-3.7152772795108557,151.15175019321535
+1.764300305814277,-2.780712332440818,6.681159201625606,4.539463329836446,8.897420580561423,0.7417541890346557,-2.7951026785364674,-0.34361886575706935,5.903514825805107,-9.51303095651439,-15.219035198718613
+-1.3447519185408763,-5.518498406633956,-5.477588875072121,-3.730964464738966,-9.213516492505779,2.2226518652330185,-5.526919367800183,0.6610956314913463,1.2226212985281082,-3.758784277488365,140.4601784438201
+-4.574042921995889,7.671329658582222,-6.958413185906453,-0.3780127640833286,-7.375646068945043,5.522746291302432,0.6568709647615645,0.4869414419973239,-1.5121359582413518,-7.322180626011443,96.79105829302439
+-8.814246355877595,-7.5970203510861705,-4.963641601640303,-6.936557638423359,-7.876205182347061,-2.731505086351118,-5.8984514238025865,-8.734607958458213,9.581645014552278,9.259013905757584,57.563207613099436
+0.6587079261161866,-4.725671620141503,1.7710889873462388,0.6451283347528913,1.0976746973326668,-9.904589422653894,9.493761604246053,2.4937729843898038,6.65092870120807,-3.423104937787549,-53.760258241007804
+-9.011567690073893,1.3636872514491416,-7.492066152975987,3.484258120189996,-7.417173118326666,-8.23466080874249,0.9784754232547432,3.8862926367091877,-1.5679280156781261,8.031145469257906,0.8106684711283159
+9.519353439414623,-0.8335731785541434,7.01285211634503,-7.0399140343116,-4.121256058616831,2.340322028305508,-0.2736868098829581,-4.017118116042136,-9.44233794111257,-6.292215070242932,190.94274292423643
+7.698082229224026,-8.390562349006421,-0.32670423917971814,7.045259379837503,-4.934682694184125,5.197798347091728,-7.657602059023414,-5.346844187998816,-7.728820266482792,-5.612525165516025,201.11915989125814
+7.127931094236999,-4.121157169987091,-8.22308102457563,-4.092096765816915,9.121520169666798,-8.645868018269248,3.366177165976334,5.830693787034509,2.186057138374289,-9.223319853807116,54.86682747103214
+-1.5695657547600472,-3.41118697491825,9.544908796921664,-1.5350673645709922,-2.8170752439332714,-6.8352441594385205,8.953930453618788,-6.679690454107172,-1.8968365079055682,-4.963029013496289,102.22383609006344
+-9.36365885814762,-9.103715475118456,3.426269448608441,-9.162008431211564,3.2164066956204462,-0.13823696353780335,-5.459750860214467,4.843370087335462,-8.396160641108583,-8.665146161636857,203.3184153091874
+-1.6681646537616635,-3.3722851367640705,2.323979477388882,-2.0199239838545147,-8.758785600779298,-9.59148408251621,-8.668521434375693,4.902494674037651,1.6932251945101395,2.9158874786369005,91.71296686762766
+-8.675197587663465,-8.571239105880139,-5.689320891201897,7.9678008087215835,6.514920704633187,5.7128863306094875,7.7401811792300546,3.083974079199805,-6.508964659003345,4.246712958638755,-115.7234368468044
+4.051860495346187,-6.875237463448006,8.098288850910581,6.985633929183206,-2.404532268993307,8.847598555901204,-0.1016657789514408,-2.457781078993997,-0.6040337785680538,-5.284901467768483,-0.9129934454825874
+2.2246854382694714,-8.552981632136941,0.8428148558238036,-4.186667714468704,-0.1630703526915167,-5.205568267626319,-8.376060085730456,3.4593284720770012,-5.62283274054288,-0.37580204436040265,148.7459896449438
+-1.1617067024754246,4.7411108092941046,5.642795721597498,5.20289307154883,-8.683815813793982,-8.96049666851287,0.22236980834798858,7.707112761078272,5.753362834589886,9.354885958700418,-153.6020799363296
+-7.009711199074104,-9.120602167746124,-0.9311050016227007,1.668167005880512,7.350168406501545,-5.007845051764857,1.0220732636349328,2.6229047383142867,8.882275188021936,-2.118061152075117,-68.97346066430971
+4.557971853937211,-6.908959531943008,-0.039180722060325746,-4.108877276917897,3.6649463369816204,-1.7627089414428143,8.288964396025523,7.4029859507479685,6.915457602512554,9.187909559035926,-250.15940365962683
+1.0943582609793423,-3.1134133809163433,3.8535445147284397,-1.477344159783185,-8.057402695538327,-1.9078225448595898,7.943748240127812,5.2398497376625786,0.7546724182078668,0.5004043958685989,-54.91383761810614
+-8.002601887191146,3.38328252949478,-1.0934921067204484,-2.130213822427811,0.903453599357138,1.9912256354428748,3.7518819557630367,6.2892118821061915,-4.486941504937347,-6.806955153430683,32.35817301759437
+-9.027090162441825,-8.320287835078455,7.877428260418871,-1.8628604775754742,7.747651522848454,-5.013501050272941,-3.1960914012116115,6.038320939467237,5.6661629108240845,4.5111386880723,-117.91385630512835
+-7.197497604356,-1.6936794269860211,-0.7434816482506523,-3.7302378011566018,6.717824415842846,4.578597682648873,-4.833088660110079,6.962810473771343,-4.54396886635214,-6.75175607100252,55.73543800668235
+7.701693204599418,-6.329532312437205,3.427360795917962,0.6233579216811269,-2.417727075256053,0.3931477848445408,-0.18811792809336092,-1.074563649986755,-7.856262033116765,9.570818792058782,-9.771781962476528
+-0.25947295493835343,9.482734355068756,-1.039162502001354,9.80757262459221,8.817336875397334,-1.5465066875672018,2.452860336718483,-1.2990117327890016,-0.3940765022383341,3.5168168146264134,-124.91832654336994
+-2.0770660742960634,0.7165703052679673,-5.833037340323388,1.3928954683029815,-0.413254320020362,1.8219662775576118,-8.872379959336492,7.515162275028951,4.874373587191547,-9.868933006145724,64.11577109509072
+1.7651570421048968,-4.311133796240522,-6.641405406289726,-8.737418800323514,3.6022355532140593,-3.0922938198589045,9.025660521786927,6.39890762842394,-3.4460566923655334,0.800553083751121,-26.19960869359501
+5.554281762939002,6.7886966875362305,-3.525196402178139,0.26709762757930244,4.879602450523124,5.216210145854072,6.918510956142027,-0.34297643740932804,-8.602676253071074,2.2267517774127343,-51.55226912430047
+9.822042356975809,7.682769478301816,7.907112788677844,9.311625027468152,-6.2632194789206785,3.683823709395211,6.298610263034778,-9.948415962173671,-6.056578126484404,-7.8866755615749256,95.7241472319296
+0.44425359140866094,-2.100503400716698,-0.06780823246566037,-9.33958438940897,6.547223386666456,-4.989377636709065,8.042133105917749,5.483484209300902,-3.263982370999743,9.97251841051937,-127.61381613720624
+8.545507079721094,-0.9341561105576313,0.7642242588721593,-7.5139815661651905,3.920306022153537,9.819746878154106,8.40384651003425,-0.11376038513452702,-9.271981831024384,-8.820957409307262,59.924252793547204
+5.5870189556665455,-8.993006194169276,-2.7805080064649013,9.074210096995444,-5.181815469595041,9.619097014103314,9.496238619568766,-2.156088056043739,3.5280025380063695,-4.504977672056909,-79.94856117381562
+-0.1846359847979384,3.300135238147517,9.769932261109586,-1.6485985005842063,-9.682021475455272,7.666574850600101,9.955533516047321,-3.7459216061190315,-5.228930761896344,6.133829679373588,-77.35980098663136
+-3.4132939972279397,-4.754436416159007,3.422200182175408,-0.33439884315102697,0.36094704059475013,-8.28388491439193,-9.820797723651918,5.760391589641321,6.440899032954512,-1.0630827598624104,30.717114212845658
+-7.539148133047693,3.8238052087754903,-0.48516198351350903,-0.36504049349974643,8.18794464965703,-2.3204973963378572,4.627056419865787,-0.781012717140166,8.973205697167199,9.52985679344961,-222.69805226345252
+-8.950559160854832,4.156735681795238,-7.104975385495427,-9.622101126393945,4.383541870630207,5.583137432431055,-0.3304758776946848,-9.426437861454103,8.818878902179,-4.144450932553938,48.61879636896105
+8.097105949329183,-1.6452217796913482,-3.4674673912345044,-4.466044006974485,1.2832458569080174,6.082263279261937,6.343954898863878,6.135364490975455,-8.136473233095238,6.533964135888586,-101.00375027259206
+5.332628502230923,7.240416187543087,4.018632154492443,8.511834912328968,-5.22032218207344,-6.708475825561829,-8.356631886549113,8.488632489715584,-5.622240882878147,-0.12648919671732983,47.28930349698906
+3.207538520598723,4.141069959147168,3.884425783097427,-2.0097453631775664,-9.283794942881869,-6.839476870220924,7.5239824817054135,-6.89185765683169,-4.547428181150892,2.0267804530948763,98.79424746430186
+-4.966394344798564,8.370563477482625,-5.352302660839197,8.37754473548335,6.423531085387744,5.136143526659782,-4.570005653361415,-2.0973859990674493,-9.182846091681425,1.2785920032971387,30.22746700466327
+3.0606423142651873,-9.292497525299053,9.346007039498565,-1.1332797219605095,-1.9565566888232677,-4.588905547473406,4.2360317541069925,8.080427791970033,-6.574484759581876,4.444999020413503,-46.18796858901313
+2.525714460017867,7.666092772301378,-6.163920841940225,-4.331840288538853,3.1615787985685673,-6.979614533323691,-0.5558136782820267,-1.279622475602249,-3.7287798871798805,6.229374430061445,33.193467228190656
+-3.650191614744598,6.679996680704885,-8.400342278246837,-6.5524613794383235,0.3311549026222793,-5.858965692757514,9.615456469315387,2.51874491562192,3.2600583258918303,0.9801154058170392,-49.17528020322323
+4.164661166870007,0.980181606457724,1.7069580019802388,4.894254149248345,6.814825769087259,6.2881981488595295,-0.9992826210813321,9.952762242697567,-6.301226469639771,6.206518491770819,-177.47847417940355
+9.201706145156528,2.1462430920427256,4.499651177520223,8.831447864532665,-1.79358985737484,8.931369289423737,-7.782103069142641,-3.6769490905374735,1.9052806239605724,-8.456368196448036,47.65185215912204
+2.868720256848858,6.60305812479675,-1.347617364395406,-1.3251491322595266,-5.6756861816632505,9.358770304963906,3.1244149729159543,4.831068479192768,-2.0089536097667593,9.271260510638884,-166.79134999596886
+-3.505529464527548,0.2503272743603513,-1.74536643550121,4.243679206230824,-1.6317233112228036,-7.670852425106263,-2.710399526618039,-5.444597429136307,6.073544650374398,8.260125095545746,-26.50461204084254
+-8.697472579153064,-8.486076800462651,-9.656190750812579,-9.28390276703823,-7.293647002923695,-8.916148275783994,-5.762215132002996,-1.7704006611113088,-2.7071392602728483,3.601182377942196,226.88472331274576
+-0.4542939872730489,-4.687380677882018,8.376673860254671,-4.951719239013697,6.43967684012442,8.32914387316379,-3.253490681751736,-3.21731848664629,-4.443194077967214,-1.331888791523832,28.16940149822337
+-5.443744406636091,-9.012919036983769,2.856523249071965,-9.742675465682836,0.2260877811816031,2.6329980090299276,2.997424932401269,0.7127334783592687,0.2005558536354557,5.589053904995735,-44.429024016414466
+7.092463299147167,5.757886077867855,-9.397065168684202,-7.161443667205192,6.865081159972631,-2.351082520420351,9.313773202917508,-1.2556378084377795,-3.431113998537827,0.291411727766393,-5.743826133508689
+2.435254977845893,9.5289574502354,3.432695933321719,-0.7554934306740457,3.1449643043062703,6.260547184566374,-0.5443160936308367,-5.021346850490522,9.926847208562746,-2.112493044952657,-102.2072285235576
+9.20988488929158,-3.2297330489489684,4.515409212002696,7.139744889626787,-3.8927716894239928,-0.5976359240188356,-1.791491122530835,4.886179605085454,-0.4276613677386143,-8.33915463760334,41.711850857384746
+-2.8329840240289017,-5.636293490495841,4.190022026263415,7.136223199811942,-7.446547472605671,1.678656645792096,2.379835525758065,-1.1909283276787086,8.490484117877639,5.278139546012534,-132.9208998352492
+4.385836606361027,-5.788639644403924,-7.889614739086415,-3.1726809982808235,7.787059009103421,-5.470747292787912,-8.61977205735218,-9.739667504351008,-2.2713506319420196,8.332675508441547,116.60908508563504
+1.2393765036211635,6.3795478631017,6.3839661439181405,9.980144813175858,0.9424220767345526,-7.316156922813399,-6.301817630744608,2.545053676047906,8.934793160876884,8.714288178249546,-173.96076317195786
+7.827109787005082,6.598378898407827,4.1914143489713895,-4.297923859974089,9.29677873674876,7.726490090274451,5.5770530645309275,0.6803675148833177,8.600751290384478,-0.8183824350569879,-219.40651726876408
+-2.162395405042161,-2.518245844685141,0.9337496607431683,4.035613801233473,-3.1429441565340377,-9.190886786477508,7.341500058846444,6.750166585772819,9.11217126583649,4.020924408788858,-165.62769071397886
+-5.315607072397464,-5.417786359921777,-7.567286647491476,8.292332273540543,6.58606468998247,7.908153699003266,-3.245922501185383,7.402154282530715,3.8858608176885667,-5.296604503739159,-89.99778380280122
+8.419750439845435,8.157458583405433,-9.7099966437648,8.65053163414328,-2.145636165933209,1.1572679736487435,-1.5116867014971902,-8.406440476967543,8.50718585254662,-9.285173811857133,72.35571718394472
+-0.9816780849064055,-2.157189926000369,2.996781527631849,-4.830695084880414,6.562075415983594,9.300509218003247,3.9107012975495303,2.7636967100187038,6.453862441021958,-0.19207484010547615,-175.52485711080715
+-0.44169663345651866,1.255288403420769,-7.043234368179427,-4.9722985176777605,-5.943463236601514,5.593693992407058,5.5243498633294275,0.3303531240780333,8.865518414356352,6.629831473297609,-148.07867457685734
+-8.825323754433672,9.691030497301396,5.653395004572037,-3.9496364552489505,-4.269286982403006,7.617894648099373,-3.901559379442743,8.237218939013463,0.609422381940754,-1.0523467571449374,-66.0935279722732
+3.6567143088236187,-1.003961603346566,0.09327667915433491,1.1058685863029805,9.273507129318919,6.047564621703114,-1.013146815447663,-7.473903623690196,-9.906097146864878,-5.617573983249402,126.40502500292679
+-3.4377173315000698,5.288270367952174,-5.94126318701443,-2.6891020716838776,-2.1533954186923787,9.307308114138122,1.2547021678204406,-8.527648603523339,7.531601685748635,8.152751918441332,-110.46369248292594
+-0.36536436438928455,-1.0869655277866341,-9.453574768301593,5.604864943301515,-8.483183008083564,2.3664732513657483,-3.8221375857580786,-4.747483934644096,-4.361375149315174,3.1453172011121078,112.43666407778215
+1.120490350590715,-4.503745427714381,1.4151019934838893,-6.170001654749782,7.355798085347944,-9.504568826391683,3.267351755930854,6.924982439655336,-7.4012126037372,-0.07869194309092942,41.02114753125903
+0.5459467259298512,-4.450781446918741,5.842629293336978,0.29780945817265536,-5.889349797174733,-0.21732961504487225,-6.030180264312863,-9.11100246543844,8.9291735521115,-4.451454915541926,102.91527123787864
+5.209795100820511,-0.9603534636263222,0.9904778205185227,3.893491850520916,0.6838684667641792,-9.489503514221251,-5.005411063395653,3.780764619495711,5.064631981552077,4.36546741246318,-49.080608101988766
+4.3356710274061605,1.020249085691407,-9.053199655826784,-9.84893656327156,-9.13032729859744,-8.914344459330872,-5.926067848692571,-6.5444413466740965,8.898216328392417,-2.064085276987222,196.9226923012232
+-0.939308606392788,1.557110196226108,3.559151518408745,4.013670413415198,-1.8062632618391117,-5.615117486705444,4.5353480757500915,-3.3611258046430326,6.382472425307604,-7.121650372392356,26.718971241710342
+-5.08100149762559,3.679732246880958,5.485698301155651,-1.3007127807671948,-6.748354096400613,-8.975879723796684,7.7337851730108165,-9.494952928315838,-8.794247436749796,-6.964278361896737,247.4607499549103
+3.383205526770028,-6.517866520663578,3.0843571667694736,-1.9183862921646688,7.387172072381565,1.1765326555668687,-1.7554037361054875,8.6608501611902,-3.544673783743457,-3.9525593785985524,-17.404380079544666
+3.377939408511279,8.680123062676032,-6.46112094638678,-4.446580220651319,0.24999539653301817,0.9992038728303276,2.590656898861048,-8.895017295984385,0.6922745294930555,-6.372727716435493,123.18098095720119
+-8.661921668979783,0.2959554275211973,8.348119203657355,-8.94308584996777,8.22823460001102,-9.390029316676573,-9.025006758537808,-9.687630549121074,-5.25831195744205,-1.6766295704077439,242.4707760153283
+2.4129856952673334,-9.041620071227488,7.252383398601205,7.414750820971038,2.0470499408629683,-9.303298399027469,0.4368303588024114,4.779208641497159,1.3622580756871283,7.965168586852467,-120.54919448177154
+7.786566888266863,1.4465228885444326,4.441687949143591,-9.712595305635192,-5.13982802781999,1.7894960989398512,-2.7307994532306767,8.289852502563503,-6.666307422325291,5.395308452993454,-8.171791633091889
+-7.923947342875437,9.510339323673342,8.71049657944485,2.612748456492775,-0.14056397135619347,7.285816384617485,6.009805630280008,1.44671681562619,0.9926135954956372,9.31379542259285,-242.6607738357475
+9.982709686542266,-5.2126980786783506,-2.9549735121394427,-9.746703004464244,-0.9740148049162745,0.1416625449343667,-1.8454678945073866,-8.118459258977431,-2.226465616794795,-0.8993840347323201,161.78736518644087
+-2.072599208129151,4.115907357993809,-4.625987135676777,2.7453495339238376,9.767871035912371,7.49019356969709,-3.0549668845953715,-3.8730851626845575,8.85570583669966,-3.808747103794907,-82.67481381993088
+-9.5055397358077,6.683926441418365,1.2040449982484946,5.174145163363901,-6.434797610582583,-8.801318198035384,-5.45716182389871,7.109274952443059,7.973001540195391,-5.810966280935843,27.718144384765345
+-4.942779147449901,6.9387132388907276,8.839651179732337,9.928612845786603,-4.3352528231798,-0.5764927256321428,6.463584277594188,-3.3654617096965023,-4.970259625883308,8.693947852270334,-106.30759784274608
+-8.172169103672985,3.2897969271099337,5.691265066271624,-4.578244755892095,5.8747945909453,7.877562178350543,5.366362146920698,9.98810573380638,4.1471413461971025,5.224492576933992,-276.97883941806117
+5.031345609082973,1.9239924997473867,3.60213955136514,8.941028738094927,1.688807378273054,-1.2690053626147946,1.8052695905816796,-1.8824071437679901,-6.351178360287745,0.9596152246349088,-3.5237179390140154
+-5.337878562777421,-6.165125545020052,9.572467670467582,-7.512378978221037,-3.9020562763781363,9.511764877383818,1.8261301435481125,-5.738291228888603,1.2247841408429472,2.9199087353035336,-22.00084404739834
+8.833094288478314,7.069633471950338,9.62752896008949,-3.1709679725766016,-0.8732444358257929,-4.464564807218849,6.0930213183560085,5.215628564199102,2.359773420625615,-3.671545195242689,-74.96760683576497
+1.7068679266223818,-9.153804139992648,-5.583804266812463,3.2838487238639846,-4.471623180211388,-3.023965277727283,0.8956301683292689,-5.118821310152619,-1.5909323593330216,8.482440201771158,28.620786699473015
+2.660144264894506,6.231469322070273,-7.465179156052559,3.680288426941112,-1.9266859131260672,1.306960071227754,3.8528487632732222,-8.714805016732738,2.1712459311750942,-7.028332836423877,90.52634285750041
+-6.920148551290646,5.348312563390132,-2.6635490036378084,5.768679408182598,-1.854760742390178,8.83008849403863,8.6286193735794,-0.8631090092825766,-7.1202141459133905,-4.939810769709963,0.8377664868208696
+8.744207011504647,-1.6323825912630863,4.714412461610841,5.144900949320867,-2.660094028938713,-4.018588172215187,8.871930828154627,8.524134346333874,2.692958740961209,-3.8868472373130003,-115.4165090346892
+2.5241659878000555,-9.114823384662161,7.50412022052251,3.7645123737470043,4.727791498144618,4.449222829101243,2.6879200939878345,0.9209876084847912,2.4561308804324433,5.690444092872191,-174.34482931857335
+-6.298067226390733,5.6493652048549485,0.00913335729749054,6.106644608178671,-7.862619272503246,5.75422140255462,5.088241166826608,0.18299953642978428,-0.045350783629583,3.4774440315434507,-93.23143721945611
+-8.3832644776285,1.123584623070324,6.289969816705834,-3.3055770041766253,-5.82028909490758,0.5824723810605881,-5.100343914972266,5.176254541166527,8.966889324784281,6.894403483610379,-125.95696537203658
+-8.56622172051475,-7.804688036078515,-9.233477447449069,1.382089160815243,8.10615317750466,8.179223578404102,-2.5266468638265205,7.36024761326658,7.666734139922376,5.049316564463737,-199.55204348449942
+8.726443906358131,-8.146241621928194,-9.290862509207471,-9.160181852725039,7.009536588162746,5.4890384820687155,6.742048449158304,8.224488680622992,-0.7360046535285192,-8.000555408353776,-18.269073976721778
+-1.6158149915111286,-4.2986692570458445,-4.046850502988004,1.809678128974297,-7.920811892445762,-4.245536800314071,-5.085193182634504,-5.5888339411469605,-1.9844894054682571,3.756910695074973,143.6675338537814
+3.895355700097012,-2.1075650267146706,2.7684614793758033,1.7291332562707362,1.4039947347725712,1.3739490438110247,3.6035763283904876,1.9483581382217952,5.680340623761091,9.690379717273935,-215.18135567043703
+7.401659318399756,-5.665708967868055,9.096126798127317,8.567737565623625,7.474651450584336,5.895022083041619,1.8882766148177654,8.968472750465184,-3.15205673910369,-6.972960240592059,-113.81548904413303
+7.505463135924217,-8.163758432610408,-4.843335648307113,9.604722962668175,0.9132774252951825,-2.541459377827231,-8.170626532133149,-0.2725863098864556,2.646347043124029,-7.686034746877923,111.15283479907751
+4.291398973993297,5.81384900595914,-6.962283899491286,-3.5685342541422616,-0.01964979279305723,7.596163163390419,6.8178230647338856,-7.386946115954414,7.043351446641662,-8.807569602626495,12.845738666478374
+5.256397264736505,-1.4706953394989908,6.479241701770928,-7.189102628397102,4.953462511309086,1.2058214979668858,-8.982012370376848,-9.52352583065754,8.256114844441559,5.257875481702605,-9.264516522705708
+-6.219368582068161,-9.492945219388105,-0.24616830260780986,4.618557625337731,9.341813262948335,-7.895408135881636,-2.0962045326139367,1.5798170667220313,7.6027109691332795,-8.6714953381035,31.405513931837802
+-0.4940667944064425,0.15843171525134592,3.8967797931222936,-6.528010890609219,-0.7218990140338732,-3.048505765336369,-5.430915604853119,-2.6944758611235287,-2.7962288475589236,-3.808278402554297,161.9716283764619
+-5.331816858792909,-7.002281080132002,-6.242393976068161,4.715141395425486,8.845213885378744,5.650682239329017,0.6907974672593209,-8.165533382929127,5.891511140095956,-7.474520043641995,26.71391983162633
+-1.9313655640472072,8.990241970593862,1.4597384086416487,-6.105980261369874,2.6998432998042543,9.81795117264844,5.466225131049606,6.568658144521726,-6.323841452475143,4.967293100863248,-148.8621908005901
+3.8254794457811014,-3.7453051421353156,-0.7297074035390438,3.932925434978969,3.265370128520262,3.4176484115518058,3.802033361557293,3.7824959407020176,-5.7675142319271355,7.909793551667564,-127.52780883347151
+6.887498551171333,0.05802301132679766,9.869573069781305,2.230036672036544,3.7566853415358614,-2.239308933113784,0.5118100201786757,0.10510191921615508,-6.18518241386242,-9.4569314311641,98.32009551230205
+-5.262571268870713,-5.492082414009123,6.871094174795836,-2.7231592153492246,-1.8780439559762763,-0.282178034149263,9.73251804119423,8.924363114743283,-2.0986261252142646,-1.384357509180394,-85.44178865518214
+-1.4747165033000131,6.418405581707029,1.2818986869725602,5.623670466803543,-1.0289832074023564,-7.729628741328778,-7.267696313707845,-6.477687997961093,7.577212300738934,1.1179216941554149,40.992606292493306
+-9.12641342056218,-3.2323072724885327,5.0523547370031485,9.862121656665659,3.3106963360069375,4.701958778912713,-0.24220277657678313,-0.9142295734469319,-8.162302339150752,1.0235904784532668,-8.304509876787971
+4.2146220222596265,-3.408407436470511,-4.588485781840806,9.06473522278584,-6.818813129408139,-9.96891301265463,9.053687231443472,6.717513961882813,1.2842828308645138,9.307437633671311,-144.3980701734258
+-3.0437633884457105,4.8454243361623295,-3.883085286212289,-4.347343732030375,1.5831558721214511,0.43888830145035307,-6.158550844322852,-6.377778736781757,-9.28264354472943,-1.0472313812606804,203.49049531168754
+-8.62748843854394,-7.659835350412827,-2.9208239239923817,-9.49499686960455,3.737358373001145,7.386189590064709,1.919817758469624,-6.338500259416806,-0.6536332018569291,-1.3073851077591891,66.61959159252507
+6.648355550381884,-0.4208190717046545,1.1074544965223598,1.857165632238451,-4.3824740120472105,-9.64710315134111,1.4547907232670654,-2.483130525969861,1.9040912251232744,-9.767195312584235,156.66210291370732
+9.789522423522703,6.764710263925711,7.032523017563532,9.007640488500135,6.098049823773611,6.027515847060698,4.265185078099116,-9.059362502680559,1.1404268895425118,-1.150715727039957,-100.81136886747046
+4.821350887419653,-8.631086334697564,4.257530122132049,-2.445049025041024,6.905257581862124,-9.689497780225748,4.079349445824874,9.144901928489615,-3.9018052322780705,5.1007331325485765,-81.06235440371766
+1.5792133684206866,-8.175531774866096,-6.463825428800119,7.234658593936889,-3.013451500742421,-1.9955264141979923,4.433302765926452,7.877462501761601,3.128328780232559,5.651956654827808,-143.18014059560167
+-8.921422987960007,-6.480272416368407,2.4061583512109497,1.0685984671182558,9.608598667182278,-0.9247393628526268,-6.543357376958627,3.0863397334448783,-1.7156107433144174,-3.0920177914430647,39.20278793968527
+-4.639784170309456,-5.744782175380514,-2.1560220768650096,4.070379504006203,0.05464852595799652,1.1899284202696991,8.895870481789993,0.17142739268472873,-5.7168120946099705,-7.7856880186237305,68.77491392433721
+-8.804795934019419,-9.947140123471858,-0.8900391138819286,4.265726219216988,4.799812222010013,-1.6911399002396799,-7.95287992457215,0.022840708198916815,-1.231859557531676,9.360240778620089,-23.121133172794764
+-8.772822634012785,-2.339031610600626,0.6521628937318447,7.904730803688851,6.7685230306861355,8.739352532824142,-2.9775544598812043,9.542915289377525,-7.018235443068539,-5.683583393250668,-38.746007751258574
+-9.747326515924895,3.1821545321363875,0.20304060094179066,-9.65170883278261,-4.477746392739139,0.2781554069834047,9.234809060093756,-7.0386114146372725,8.037295056549514,3.7506788761387666,-53.39594893884974
+7.451709130251311,-5.335753930853386,9.055764100402289,-3.3506200357185323,9.813097992249926,2.291379732818357,8.414195458732841,1.92340193697502,9.62268701698079,-2.83855307000878,-202.50356854950488
+-5.492781503238855,-2.053027605727258,4.3613450047375295,-7.084941364475766,1.4747921222986782,-8.217993859176886,2.8139112875492067,-1.366189821208117,-0.5523844817490176,5.717693101484502,9.945431402406763
+9.981945908719476,2.206490166881494,-2.8346759034520908,-9.029703465047165,7.378070332808868,7.154572202877249,-9.983166427403717,-1.763670747823085,-5.155094684943982,8.68887998799681,-2.3162152129622964
+7.159095385649272,4.001998908620528,3.455175094600631,3.096432370808051,6.080734904532186,1.3007140392285343,-7.955098739798812,-9.332693657252175,-7.865864889103826,4.3029448036188045,84.83570948872598
+8.912925247913257,6.897355527478306,3.3712324011393746,7.61038378412874,6.232629163641528,-9.59084322876014,7.86657708730119,-1.6864082937465041,7.8986937292290715,-2.248054818755325,-124.28083300991509
+-1.7611949317178466,3.009995023597274,4.270245990275545,6.473846771008631,2.613840074412761,8.045770255737448,-9.977760924472816,-3.5410698026068665,-1.5764562996518916,-3.3974961903564016,45.53338866596792
+-7.17884741420364,6.092054929298905,-8.507272115776747,3.6647282128485204,-4.189640804383887,-2.5523192483554835,3.965447448914299,5.092254351114565,1.8969581108811218,9.205195629927909,-131.9814545346597
+4.444759237623042,-3.53143967354423,-9.00711181386349,5.512725910695373,7.917457941328672,-8.15002430513312,6.505975040813778,-1.8096387849705575,-3.5632958027200767,2.082236350398239,0.5002981353966152
+-7.2483255164043925,5.852125779524531,7.474461518426216,3.3414434523961534,-9.70957904721267,-7.953147701708481,-6.68742267187679,-7.043410980410676,5.94317572363199,9.557620707091488,13.975826748414296
+0.06170513695037849,4.2182958133376065,4.8773961527255905,1.1245878962143707,1.1883977257430467,1.2812899673477407,-3.8138020879560486,2.013241272292876,6.7689710867039015,0.9844101740455535,-97.35148103064891
+4.237602773155247,-6.9398547630785306,-1.1110412623825594,4.285813417870539,7.2049814623490676,9.51751139952899,-9.441865859564755,7.232998748312465,-6.046249049918142,-0.10483427347203644,-30.20867988184412
+-2.3542160897563047,-5.293293067088555,-7.071618257843197,5.933731883626219,6.221514526247438,-0.3729608291884712,7.799606478497168,8.583749632078446,-5.160771936366739,-3.3979482915770065,-58.82824273833125
+-1.1887961967965288,8.236407353122939,-8.411867528875394,0.5185051380056427,6.689751089505471,4.609306101641506,0.04139725162944474,1.4179992756535653,3.971253630676188,-4.178549688205049,-55.81888463684066
+9.902395026537237,-6.623621657633818,-7.204124588953141,2.954380479835459,4.4781932433914085,5.911162110909234,-4.287985438708328,8.439429053709443,-6.8894930748212495,-9.972041417819785,83.29962940511594
+1.362367265908373,8.638335995943251,7.833343173804879,-8.826278326053059,-5.297019619085321,-3.3089568156980165,5.959352722960727,9.889024536922339,-4.522467357931001,-7.128815966974669,33.85507330097778
+-8.827758664085817,8.159141767430945,-4.699733873743108,1.4238199302413745,-4.941023731873577,2.8321612132925145,6.004633645172966,-7.97881753878698,2.4946878177637344,2.5845431244930883,-13.95582849360541
+-4.702868189305853,-0.024597736385205682,-3.6530878703485037,-1.2215699012940995,-4.182270612034773,8.850877182805581,-4.886227728366228,-8.770034117336989,-5.997302161970475,0.2664888154698586,147.70242663199497
+7.62748365241277,-7.656802036875008,-8.322602661820216,7.324813264381991,3.6964359791306967,-4.975195274871567,-0.36540566786677386,-1.625525307925726,1.3896133906090458,9.598509573529363,-74.53693523250675
+5.356089667412203,2.99650351855808,2.6656042947646874,-6.131758778441878,6.491729160588098,6.270706453476578,-6.98918961148083,-0.39819818139074536,-7.602611806381083,-5.769733894345189,117.25833103181134
+-1.9887893196431583,-8.59869328479266,-5.129460931694325,2.1687137840269655,-1.0624190981194936,-2.404653313477554,-9.107996176736568,-0.8752289910403621,-5.778509120877066,1.7248064286700915,155.19471838857362
+-5.653094499560456,-1.3756462736329023,4.14924681148483,-2.2408081244382583,-2.2590921328002223,-1.2112967976720346,5.323904571693843,7.0300021704290305,1.9325952676734603,-8.517984020387884,1.9547688252643693
+-9.476447594190878,-8.804967933516288,1.36477317145274,8.501008693766286,5.6940798311743945,-9.881449796216637,7.153139089164129,-8.256011294134186,0.2027046231124574,-6.110885229964507,99.43666553080776
+4.54921803387167,9.298020060703859,7.102291267787352,-3.6772085707631263,7.3697590970360904,3.9286346788066973,5.182314045419496,-2.594604047917115,-5.626047243790147,-4.909976864281846,-3.264065963996418
+9.904359123481223,-5.86721353027031,4.51394390264001,-5.839445601871267,-2.713065206100338,-0.00417761380946402,6.928809464536547,6.888702478940763,-4.956459808475227,-8.92155849578715,58.52130138100262
+3.9162903902606794,6.59501491935017,5.506990919899664,-1.1042372065786576,1.5799418634871243,2.909348932622764,6.91359246678799,-7.123109846738833,6.676514823895552,-2.208748045742055,-80.92835699517669
+5.7288937505313875,7.055385183722218,2.3172088978702043,2.0037574368424127,-7.805831155089744,3.5298830275521076,-5.554554757490089,1.1328505374951159,-7.975668857703122,1.4168652781651137,74.2678931239651
+-7.060923905351264,-3.759253399572444,-0.6833133154181614,-0.5098702077589135,-6.518697485736631,1.1837235049937322,9.876240269734177,7.589064989820602,5.178293436970209,-4.3739548760247775,-86.04208517379622
+4.008816109190971,0.09439816179202198,8.98525887883345,8.736976158864254,4.678662313876698,1.5370100247568974,-6.840312679261837,-5.627440434107804,-8.112157575288625,-3.952152267642497,110.39206860450254
+7.2519734565702425,-5.210565079526983,-8.371219242320784,-6.793542879982155,-5.841508930694106,-3.9217505568057365,7.646112577041391,-7.247262197970532,6.171230784568468,1.5246705407141437,45.5450283161943
+3.4286581098429503,8.976847609454754,-3.2855961251442545,3.017405365826973,-8.215707530194825,6.019666725285102,9.274837189868688,-1.2200508851216774,-2.1364066188323516,5.314517908923186,-103.48510381813846
+6.6807247940188645,6.166792914897002,-1.1612261018960068,1.3537828555809739,-7.0087514067597905,7.427261852053004,-1.068000360687975,-9.404392271408902,-4.536448154134138,1.8449627835862992,77.76358719169367
+8.044048747937698,7.10175818591229,1.1926650870165934,9.707942290128084,5.769189875709275,-2.8253202088008256,8.818968897632029,0.07775290314199879,9.23356302357923,9.404971420216564,-312.249007885731
+6.852890195132342,2.4179628421012933,-3.276883504621244,-0.0303627830091191,2.2190055440487044,-0.44457001952975084,-2.5322644846227904,0.9699009903283229,0.1889435681078777,-3.274991348009817,33.319506399722265
+9.841777954266178,-0.4335037225117855,6.635490975567135,-5.5998732486532266,3.9567911198376304,-8.506445673597531,-8.152462627928958,-9.791065046201428,-9.434264588969217,7.303126236608158,176.29261767628898
+0.43269243743911945,-7.246932997134394,-1.4833290601715876,-0.6684760163028747,2.5171682430072306,-3.379557392746182,3.3186436184116563,6.284181469722299,-1.4832131255539571,-9.513907542451292,67.72778097955172
+2.5986369922977848,5.809125710769926,-3.127972007493942,7.950350275034948,2.1426298839737568,3.644079158041418,-6.263303474712744,-3.3553889955986094,7.639694236265413,-0.4196956022349596,-59.37153576651871
+4.748086352969341,7.080278213241851,8.689153853411003,0.688289381481173,2.8252004479585913,-8.02842099685564,-3.044751112662467,-0.3058949421907897,-3.492893433318942,0.49179426197514253,39.87659845069597
+2.8024945705223403,-7.432222586143499,1.3322802785620702,-2.1659433239794823,7.399326941302215,7.105513195752846,6.928081057593802,-7.621048137518544,9.613766973439713,8.525055184440804,-219.34741519096605
+1.979435332233117,-3.435421033261661,3.36761176552121,7.696726950272579,9.289897971702262,3.1396118814888196,5.388052713904976,-6.715208743445935,-8.599973810781002,-7.83483144833562,74.38479011653385
+-6.847035431977789,3.702656914307063,0.435456748440084,6.680699746946686,-1.7627336710404728,7.3862454900184105,-8.22854177032176,4.160745552411007,-1.1755990062220767,0.06860145476739632,-26.86713750874281
+-9.128941693137575,3.4697016144642423,-2.960077916817847,0.12416411325391952,2.0433595904720603,7.003199839754847,4.305552537282495,9.875461007748488,-3.5730026050369967,-5.89620979687187,-57.0448875722245
+-6.756108069498746,1.0308770555459312,4.515921286060321,-3.1092363433405623,-1.6341961752899992,-4.5684089719210474,2.824070820380875,-8.647413274822798,1.8024050613506515,2.608000089878273,48.932208676940675
+3.142448895551788,6.764173464767875,-2.6930526905659713,-3.30480394856957,3.7342191989825624,4.186664138516118,7.95428584306451,-8.925036407951517,9.690603198603336,-8.837399347583121,-18.923372966648664
+-8.03734739005921,-1.665085425931938,4.973978330915669,-5.821404049422774,-6.385026938576843,5.9618115454624165,8.693218378474214,-5.30017775566651,-3.7154462847885816,-9.577760732369573,130.43570964030621
+-0.43190083652664857,8.846988666305101,-6.73614393078509,3.674711611494079,-3.935595691541389,3.1130794318262933,9.38614269420772,-0.5163633745053309,5.8632161191258465,7.9701056011264075,-201.77053052948415
+-0.5293292858055709,7.744343220492283,-9.370689188345658,-1.6242336392529566,2.687589410119393,2.2105667013956998,2.1371345286660803,-4.354711329080279,-7.13339592165161,9.83689975115353,-17.44822364445623
+6.906384397518533,-5.096501117741436,-9.913718015920882,-2.910523403446348,-8.527020241410252,-7.034367354358797,-2.5998000810576194,5.213817496768483,-8.392217855082041,-4.345476823635483,228.44163848539532
+0.4375377492337984,-2.1192750910281033,1.685319250441153,-9.218484268218221,8.205003467747268,-5.6163283898003,-1.284443954085428,-5.923638564003928,3.456484967914668,7.08539253122982,-13.315826135242151
+6.858880181778684,2.42273977574458,-8.098740845317751,-9.332746852547615,5.713440065792225,-4.113906832019996,-4.912516512451949,1.3714764428536919,-8.46077022420694,7.372884585351731,75.32169950941014
+-8.14535046634537,-5.14451385078859,9.208876364995449,0.8908801780260389,-5.871037403026578,-0.8080767344303963,5.778424983679729,2.474735132742818,5.7388605869291975,6.054030410274704,-147.76632940381504
+-5.659919428543818,-6.438787087456719,6.811684742212334,-5.79465789352728,-7.875925753741435,1.4658238458956885,4.819547138327708,-5.155202841871183,-6.441248754289301,-5.198986898797193,172.18876858805658
+0.5844518652282793,0.680560364225089,-2.8513511940747827,4.166294436808149,8.206266341562058,-0.09575846405319499,5.247110537972923,6.204948782625845,0.04975436765365826,-1.5152613308240714,-118.83036616730253
+-9.93674246188846,-8.47617594959467,-6.185461020013605,0.39905833103021315,-8.261996006954508,0.34150618171057356,-4.253278014161593,8.705230331075697,3.240653522916892,-5.634396874758787,75.51727437176307
+-7.53756493677712,8.248778570164788,-5.810132512083461,8.73325261974406,-1.1533964269053154,6.344348910307929,-1.8040783798735616,-6.243785598285195,9.141914210318669,0.9594992800664159,-83.4935282731674
+8.76788764743296,-3.1587923697300213,2.7466467865065924,-2.7481627354479965,3.2046221867821045,2.7018353722523436,5.82684576316391,-3.109831101305358,-7.397876237266665,1.710947249491055,4.880782306548729
+-8.596447826110085,1.6868521062185904,-2.087781686468684,1.3074689005432671,-3.3861858715133786,0.5553702751683742,-7.521673835120533,-5.021636175849986,-3.879841981059795,5.495187301145574,95.8231351558361
+9.64330907136668,-5.133496856541353,8.049342767185648,-3.399787810004855,6.582086358618858,6.719163633326519,-5.236902442787685,-0.21249608185044178,-6.049535430246895,4.5257573415964325,-32.20837324984998
+-3.991745734409149,-7.870708877645704,-2.248816706331067,8.481647043769083,3.655875793622503,-9.63682752027127,-0.6739761405836631,7.177392150232711,3.9897890943694936,-0.6059463998863834,-47.518453317181645
+-5.438370019348547,3.1416402313830583,-1.8903168569377016,-6.08863740542173,-6.585553702481784,-5.5150314587053995,-4.990681984493022,9.874183319967084,7.807152954001511,1.4256418739032828,-30.28419493852349
+6.1834788447607725,-0.7268149937427282,4.381727487028433,-6.252922210322842,5.941350665659286,-9.476320911534353,4.721335020951982,-3.989464712298294,-3.715407626696836,4.013735612901222,29.18794142664882
+8.628842160288983,-9.196124492818731,-4.515156766301098,-2.1808045249955277,-9.999183262185078,-2.532186546753128,2.4161065656580294,-9.768138818221242,9.257464047746815,9.68738493862364,-17.17692232450263
+-8.248891912860598,-9.509386092527933,-3.9927655443688836,0.8251116445566864,-4.2391612385892845,2.4858770100189753,-2.4929223073223317,5.901969772386002,-1.067608918555063,-4.118451593199117,65.83561591656436
+-6.698003542770707,4.2150769645921216,5.398907599759724,7.154029279499814,-2.2510655661994527,5.0477834500804715,-7.316340584489782,3.8504315719007343,2.194462121387295,-7.580554596109801,15.179986093368093
+0.13403250000300515,-8.486337381046072,2.835621747694639,3.445555568389924,5.732052496999483,-2.8237449177182983,-8.649353848701857,4.9248229780649915,-9.613461265318382,-0.5480750866307083,98.71877364711317
+-9.494430175740057,1.3205689810113164,2.5971547444698717,1.246598993663297,2.6119033973239847,4.8301919983038655,-7.73476316980044,0.28471853302946437,7.447612953675673,-7.765197473049579,18.37713434536074
+-0.3785693482138641,3.0910605062833807,-3.7294790447181603,8.925209038703848,0.8452832069538818,-0.9245164813668705,-9.620409956607649,0.7112423063526352,0.17479787422561843,-7.246530648450413,106.95937771839608
+-0.7713197143859807,7.366450912342184,-4.487158959409254,4.874157190830964,2.921370010239712,6.50387433324963,3.2583366952442216,-4.017487673285196,8.990511414446233,1.2764425284098113,-154.77841618656657
+5.688724923483573,5.163232782545883,-3.725109936899662,5.953089499088793,-2.046069857131063,4.290880336901724,5.839144875257222,-7.491175895841476,9.046171309687562,-1.321413380167693,-89.31931934712152
+7.8276311907692,9.522863500384538,-6.02070866625799,-0.7323976442966806,2.981537687431688,-2.089529724293151,-0.7498580611626138,-8.904489616466243,4.994371467829206,-2.1464222359462415,47.93454082654827
+-4.669085767645731,1.5418051607403793,-3.416671104983975,-8.674735759210428,-7.6742651570273495,0.049008553749663175,2.9218490865496993,-6.914296035065806,2.882639623511838,-7.79741532294741,175.49414938797298
+-4.100577421419236,-8.233839136912763,3.710432202719869,1.1811376745209046,2.9243198910448065,1.155275546196024,-2.695805954568,4.5603686151233624,-4.322180509146607,3.4867593128401686,-27.41495452750405
+-1.6896493185639527,-2.9069919661591648,0.04696670266526981,1.3466563726997616,7.7904635321081255,-8.309184264280097,-9.60924696472754,4.732000016942724,3.9774322860750932,2.7396055993174606,-17.904546707831194
+-1.7133849179932348,-5.342923718572072,-5.679437510266212,-5.282738165766505,-9.130410640568131,-2.5411225416985572,7.896807268326443,3.4047088386859015,-1.0381106745040158,-3.2148032753332467,73.24716286595698
+-7.468456468255407,4.047699934129287,-1.964926801144733,2.677709900688654,-9.180986511953071,0.8784394395258288,-6.12284916901066,4.946369983918412,8.04273471372148,1.8495530494177648,-49.006373643857366
+-2.0663064831864975,4.218608341454342,-6.371343778527548,6.857047667738105,-5.877440205601014,7.848042217418416,-1.564940197312421,-0.7039525818172443,0.34844869395749045,7.578945714597385,-91.38874253219191
+-6.801366886127431,-9.130497364624857,2.3295580153683715,-1.7119584742492333,8.432741820167468,-7.244424595466197,8.254345125201326,-4.958631112354568,-7.130124634582414,7.146813459051278,4.501848216152201
+-8.328901351415377,7.686360186985701,3.1810215992386714,7.2746074508060605,5.454768901483007,-3.5588262988982344,-4.679603237030627,5.082881427669244,9.048872570874018,5.833686991251332,-194.95861818128125
+2.3545499782259816,7.512055441036926,-4.420913432404134,1.0914520613308176,-2.6774724077407974,6.304907138357681,-6.6990793454174336,3.2300451020188192,-7.463495668254973,7.616507137906057,-17.27176636051476
+3.594613622956271,7.138266542651374,2.761237030397947,-7.981263004447743,7.478841644410423,8.046291211353855,9.135757143948675,9.08201994620686,2.0196029215700273,-0.6872770534149586,-225.18797422586292
+6.346242777283568,9.386552825105191,-8.04367728530204,3.570221839462522,6.606090720740713,2.420235344798225,-7.11261521976547,-7.963575274748127,1.2188101068966395,-0.5751059960622729,48.087977796122516
+-4.594858235270167,-1.9174897545864877,2.660832512809288,-8.699708815705945,1.916302685553617,9.912153970109749,-3.7908435320516243,-0.06520779139834065,2.1211119505725073,0.49570541168039606,-27.50600897717698
+-0.0600033505021802,-4.496593489147265,1.701062545867471,6.886882354732055,-9.201294071491093,2.462539037313325,-9.983798794736089,-9.313603131555308,0.15675308443467317,6.876345818605072,84.87091199243027
+4.136152012190917,-1.9166358251505455,-1.7107035569289364,-7.172708693810157,0.3488020203169939,5.154944053319723,6.139094933398259,-2.3510988665259624,5.404005271445545,6.994606761563169,-138.23284701553482
+6.308296724384499,-8.17425965290683,-5.782406681239751,-7.575957848567809,6.304350921734761,2.055920652051426,-5.205516606602663,0.5025733309397418,3.335603423982907,0.9458148795275467,9.834292529242015
+8.067799826775543,-8.177342460081823,5.036428701367976,-1.4682775751538646,-6.672494582263003,-9.198429672635546,3.4934630217099616,6.624141995566102,-9.790373737374017,2.173356022714936,80.14080012146343
+-9.530572109917927,-5.361749068914154,-7.181120341098984,8.330211408615211,0.25867630561614785,9.138763302767217,3.635418934368555,-4.119493066668625,3.4924386476435587,6.341908106025094,-131.68267661298648
+-7.670943390252829,-9.614667429430565,7.89264955741964,6.836795890229621,0.3288272238487644,3.7860696198013843,-8.601946790919921,-1.8981078598225687,-0.9455173688845897,5.963808260228555,-20.821457194189065
+5.489344266236014,9.559726763523493,3.3848951742204303,9.921381973527515,-6.089811174692176,-5.531818023605868,-8.98293250922476,4.021799019979384,-0.5051595618353621,7.717588887524118,-48.631317125897176
+9.450422720467625,6.409703576388763,1.0844383284021442,7.082192539801895,2.853582439879636,-7.690950710670719,3.184710816680094,-9.059629492536907,-1.61368104648012,-3.4566292941282573,81.00167518003481
+6.224238950983372,-0.5780313250811986,6.802150650510623,1.8235192056860416,1.082393821233143,3.150018787573472,-5.67197431695226,-8.601577385783523,1.5714264491243601,6.338186777754409,-22.458704652082616
+5.799246046697695,-4.133207322343662,-5.578734462937249,-0.07215898021543543,6.374265077989376,-5.7918281827591445,2.3330409445763745,-8.148265777974313,0.028774559289730384,-9.02285076012171,164.86286092072558
+-9.82568823384057,1.7558655633762377,-4.343804122391457,-7.723858432803443,6.730778709915482,-6.521505540463468,1.4775477122928193,-5.5773042802946415,6.364222278003058,-8.463245271456636,121.23799200234552
+-6.448696025089107,-2.643365869363994,5.33784320681524,9.044525373252199,-2.8225369001252765,-2.6740429131704246,3.373488563202216,-9.6999331056156,7.660704406362258,-8.532546927839714,64.65495763618138
+1.4468776118614124,7.530770638260509,-3.8830673876888344,-8.040350733416709,4.584215861786034,1.4392925914705246,-6.791300301053491,6.064973115003447,1.5246498130954511,4.611230864799394,-61.30654381797454
+2.6984676074985536,-0.6236875414850851,0.5414885380785317,2.516348437454241,2.757825362534072,0.3173492874819961,-1.7232761228774551,-5.45537734232097,-9.357305860922363,-6.862561925312763,182.7722541995612
+-4.931652990197872,4.052621369509676,-7.022784311960075,2.7894315743923848,-9.065054321319188,9.292440194425094,-8.71314578181918,-8.491392265707876,-0.13340264398419954,-9.532666869248505,225.2840486068175
+9.890568296079696,-9.023925692720603,3.398135378005036,4.261133443616774,-6.17204418742573,-1.4648033054651743,-5.341903767523776,9.33716287830425,4.5388242842640185,-6.018627409320474,5.991446896639548
+5.919258640542234,-4.322056033076864,9.599194008834274,6.384869966133644,2.8822741267573404,-8.633946785327836,-2.871932028613813,-4.115379726058004,7.448310819065949,0.5909808466434163,-31.14145847172251
+-3.248140722637962,-6.101953804225002,-7.947683606861982,-5.390083812002333,1.8573875106845472,2.9763954537851567,-8.319002162958771,5.67567611476687,-3.568951885572653,4.719968658366714,35.481497802390535
+8.348686288315392,-6.691219015596756,9.963405045867598,2.59118021526499,-7.527180140261976,-3.0225728977874744,1.1327822175899205,2.4598811675894328,3.3692236677186393,5.796316720843693,-91.92026105850732
+-5.5417130252580655,-5.436440681722042,-4.94495881154172,3.0245400128854216,-4.680923834073447,9.615168016617545,1.5644681643011804,1.3092875545104454,9.705603009005557,-8.408144573581872,-36.072722702721215
+-0.9584913535126671,1.3640407677854438,2.6976008473901714,5.165985205571735,4.369913255831159,8.89104381420643,-1.4196515351017536,-5.748848231724977,5.270591621027916,4.47881148782799,-138.34547898052415
+6.707314662857207,5.50446216554195,1.4040823556342508,-5.110720000354972,0.34008187320235583,-6.681982366587587,-1.500236638672816,-9.666198826986122,-8.862487849775217,5.713316325765517,150.83255757756436
+9.975412623235552,8.459167350559573,-2.4739879107613216,-6.434244131035096,6.934681614770151,-7.287720019361865,-3.640477865351812,-9.40303698849505,-1.0094992314193552,-1.2357680047674302,140.9342520110987
+-1.4094991736890772,-2.503036038543145,-6.030549818092146,1.6503658341516703,-2.7379839493644886,-6.26503824372505,-8.756147776818594,-5.487563039452947,-4.785367488659842,-0.4881723635614832,226.03513022550172
+-7.4119261145829896,-1.654864180987412,-9.778791984558197,7.381206733247669,-7.047667062554687,-2.1161363498663466,-5.195436148527901,-9.009803916031206,6.5847054084211205,7.187892190797491,38.747043770505314
+-1.2104917995038167,5.590135748610572,-8.96582096990517,3.5208003061010795,-0.8744834105081134,6.555872672289502,7.651592219408934,-9.253804191691557,-7.450661183268195,1.9139784829946804,40.238872869286446
+-2.497363363452796,4.787372863689208,-8.056998118130217,6.7940147407810425,3.4021731720614334,6.28748667580957,-7.198471048639769,6.71596749906273,-2.3993362245559413,-5.034542100100808,7.108868979686551
+-2.5898915856029303,-9.624449427276335,-6.151438506426006,-5.107192406328489,8.090085417591283,-5.2760590668602685,7.581939920554282,-4.6455005658295185,-8.35150391609053,0.3145884175077729,111.65136719712525
+-4.1477026916193545,-2.9308134856534473,-4.575506033838456,0.8199156255971363,-2.8546683156570674,-9.486462521110312,7.045492753401231,9.58705252420206,-8.781771127263411,-9.50520088766945,143.76583544254942
+-0.7080158875838305,6.446052192792145,-4.716721327344349,7.080345384940596,-9.305493691515574,-8.049544726660326,5.464676702092978,-2.766896019824172,6.212532130500823,-1.2515122091672093,12.666963219691272
+-8.384392999026883,-5.81950561022766,2.2717328020900407,8.075981899090925,9.582355245779521,-7.234980254355494,-5.481190127448525,-9.817725625341847,8.667362361445177,6.67825919309659,-47.855935332757426
+-9.6337050260892,-6.245731291110919,9.958235844166303,-8.771876157956624,-3.5967649677150204,0.12164209401593462,-1.0523447497380567,-5.841376380710419,-9.318146125577249,3.4679744585233796,151.84995866409517
+-5.1106240536133996,-8.66348695636331,-8.282151863911748,1.9417420079597725,-2.516272695595798,4.495747425289647,-9.18807843099481,-3.4535606101088234,-5.030628369309811,-3.324021236056973,198.44349358204644
+6.0582689706596105,2.5665559165712692,8.003888372141713,8.267980702744486,4.3149865765003454,-5.3056965027512115,5.396077498859306,-7.289205154108817,4.55454978705262,3.1704354070912055,-106.13008704036457
+-6.502535903433298,-9.813653797476075,8.65077620827339,0.7611552576684533,-6.424175587995138,-4.166833525858484,7.534046375197527,8.646751381955752,7.708948857934792,4.859323336114157,-182.10110166336375
+-7.444742869069101,-9.741311675577638,-4.904336433223739,-6.612619230296126,5.268515257347824,1.9724276704197297,9.099799145818446,4.918861393688616,5.5357852256784685,-0.2752849709258798,-116.54454881452244
+0.3219062799210337,-1.133865235536602,6.998517507620297,8.966009888660887,4.476397462639574,-1.2050765281973774,-7.674748369888085,9.399921507096966,7.726336216043221,8.774137874379434,-245.0467876128478
+8.294821964418475,8.297313604483971,-5.273466910281137,-3.5738257539394747,-4.792923645495266,6.336046583085255,-4.054002361794469,-3.721447934975355,-8.08445506021155,9.805455718752716,27.458530875268583
+3.320079387336319,-0.021512193522239542,6.74437512535089,9.89624884379268,7.358300466396248,2.590857340206505,6.022217845554536,-2.8491988402315194,-2.1086147134986133,-9.018419140483422,-22.375025495673654
+-1.1767832509970022,4.809494423057492,-5.567740038139628,-1.390932890613652,-3.1296138272145124,6.6317938577563185,3.501690049611279,-7.3579709826566075,-8.216498110145885,-2.099358224687642,122.70484242287283
+-6.279344064017138,8.014044661777401,0.6869617539925099,-4.696972359951239,2.6768561393278056,6.726978835127591,-0.7516072030564147,-8.36127608084004,-6.647658309394428,3.0630190209729347,59.78263570371699
+-8.67061107215255,-6.117331505940111,9.543849411729926,1.8447333129646482,-3.3112748320231233,-4.573540500400846,-5.394419937302031,6.7276096415811715,-0.6572807894515198,-5.59554137268975,77.90807195148756
+5.747231560060468,-6.909027269827157,-4.489925006204658,9.660038678197491,-4.750921636828487,6.099196356447065,2.202752033544304,-2.0532726361861897,-5.954075157182928,0.3692214784261916,24.65260819666324
+7.968203550241135,-6.899100194886804,4.418709485973307,-5.852197075567506,-1.33889429027084,-4.406533304115731,3.5733445360511285,-5.1988920243097825,-7.971805477835925,-4.129346324865686,181.78064804081552
+8.798481971495523,3.327597376767144,6.066628779063876,3.131093819012405,4.116048568160291,-6.901640716442092,5.613462202445825,7.591657609042903,5.500485397892878,-1.2348285058464792,-159.48673723144032
+-3.7591782310236077,-3.28687448188389,-7.831163136021122,-8.024837351411193,2.806291116662998,-4.363586377132773,-7.579267494006783,5.93279227122034,-4.02755142847246,-4.77852797534041,171.7246436796017
+3.0410327615115373,0.18526585171001253,-4.962951170821793,-1.6879292725061235,-1.3168458015682072,7.094909843936421,-6.9731593222878585,0.5308169085270942,8.29978296773978,-2.4597264566150256,-19.376675056331994
+7.404416864433299,2.013468740613207,9.425066393185551,-4.134683167112292,1.4860700427767726,-9.60486924066274,-2.1140975262836204,-8.850389856736252,3.5582770528194274,-6.439845007730966,148.9673689730231
+-4.800443519300623,9.898901302167333,-8.827159597439927,2.5231934381985233,4.258880376635559,0.7826239111882405,9.341881510255794,-2.3430861759354737,7.395718618302332,-3.3725381326074877,-100.99039881638825
+-0.7206834940064244,9.547103577304156,6.8748766866507065,7.340446938697099,1.3680445310627753,-0.22068476084603716,8.493034791515692,0.9463161586669999,6.098922136219658,6.021436702334495,-252.90507260384342
+9.49256609907508,-3.725958443816031,-6.094808804132191,7.2442142954022515,-3.4790334948504698,-6.851097733381528,3.6908491699573442,6.53759031429294,0.36322225514474393,-8.331538843751796,50.91545602289648
+-8.445469070349706,2.7310707363008957,4.347949094207639,-5.215670598088986,4.01424164814901,7.84367061047726,-2.6237167067413147,3.9728512760710855,-3.901387218884884,6.594349861261959,-96.65760993997307
+-3.8307996541847,2.1231999716160255,7.103262511491155,-1.7893032323720903,7.063820222932586,-8.139146628151346,0.6496103573577772,-4.5155065402478805,-1.420304598635136,6.70075362452454,-19.75138780716963
+-7.634267260679377,-3.9698441528444195,8.175605965787456,-6.530665813033966,-5.094467856897678,3.270589921350038,8.367132238041117,4.788120441954824,2.0131815779569484,2.4530104979109724,-113.02697913039958
+3.547557075287815,7.413318751035676,3.2243377271827667,-5.612007693196725,-4.562339151464276,1.3567023342393258,7.40762852144157,-0.06672278243975871,4.183755069729163,8.590384493472996,-162.53416398862967
+8.490661158773777,-0.32364770581196023,1.9618040610543086,-8.662110349053059,6.738154479738318,-7.005825318763453,9.418666978119814,0.7369666062636515,-7.3342666796077545,2.03807486193047,6.584000904201853
+-8.798818961437,-8.147674662313914,-1.4851224393977058,-2.190841569308075,-5.376981232285878,-4.8218542340382005,0.9935358040700448,-2.228728991055813,8.048749060661253,8.279474604303266,-46.816431809105694
+7.091123269547987,-0.19877123288208232,6.455888366486384,9.903504964983716,4.768402837032351,-7.273352556774659,3.1228363416833482,-3.1208006078714745,-3.3143728317849197,5.215280209134767,-61.95330612383355
+-1.6999002429563292,-6.860193743653705,-2.3186378870538427,9.109985442737244,4.150942281519889,-1.6930084445514981,1.4585200488808892,-3.816617824328279,8.096614409702894,-1.1107370778535497,-62.27962302885825
+-9.119757241975375,7.972829602953864,3.2871230055274703,-6.178990501682204,3.93060293237419,0.1745054795337042,-4.9175923004471445,5.406181511880883,4.008804703828273,2.01968863425827,-74.1556645690537
+-6.721526654487868,7.350497930525441,4.614100041049108,2.304876542173584,-4.017107665160539,-4.036419976261286,4.678758976617803,-6.227798074967687,0.6030962382268013,3.6601342154903582,-8.219295900128458
+4.57395310301415,-9.34588393623139,-4.5476602988570995,-0.2407499844661376,-2.0429697604496755,6.562931821764182,-8.878529320454406,-4.938811932126688,-6.137715302767884,-9.676105190318914,257.0691807928704
+-5.778625774437726,-4.351305977206293,-3.5926742394446154,-7.840324892098842,-1.1609291640956365,6.755524097055723,0.41993144840677843,7.436919789142696,5.749525602452903,3.3605092435406947,-122.14728456151039
+4.644135970444991,-5.59354843952117,4.837114063702462,4.117669506011428,-4.040594035862776,2.2266587367534685,-2.1911411175265316,3.3576456604893212,-3.9410164270648873,5.1837413009705235,-41.50470302929661
+-5.623378053595564,0.1943967921616485,-6.667215304181413,9.530480403048301,-9.894689298394848,7.180111702984011,2.4697281216686684,-6.171072695442634,2.960102225939989,9.881632736582667,-96.10706893068611
+0.4608965984898705,-8.016656663710283,-1.1763255368696823,-6.011413130766576,-0.25239904668443947,-0.7912066427215558,5.1229353878461215,8.878856599215561,6.0472414662059855,-0.1659568742162021,-107.47168209112041
+6.383831304844525,3.1033816916159873,6.5650714905773295,4.275216743874337,0.08330496272026755,2.737956798174914,-3.4311804400664703,-8.247349176404981,6.3559432590493925,-9.13806095692829,62.20220701497049
+-3.476676332281905,9.000091237036083,6.9316760616611734,4.640167876772465,-1.257649205957443,2.753292658240898,-6.270726467531896,-3.0647912202056937,1.4581413149642164,-9.09851657239699,85.28879603141016
+0.870451852052998,2.49885893040112,9.629672850824226,7.854968509102738,2.4463970780576227,7.661422969895144,-5.563136691751853,-9.034044385814099,-9.226482242802138,-7.673444252611901,150.34072625152697
+9.614392846774674,-0.15144091470400856,-1.707956457619506,3.0663638220031064,-5.694387643513224,6.532803889060707,-0.4430448878278548,-5.363285918685936,7.745262781403747,4.790870436608257,-94.97896137061753
+9.77318996732494,-7.70539866740477,-6.238539743688792,8.418315601714037,6.120965478746321,6.646404982407336,-0.3299102342169924,-6.399565143733175,8.958246434610357,2.741944062691477,-130.03171141673315
+-4.939981305344685,-9.9061481045948,1.2411873409063934,-7.634454798746193,6.613549518268567,-3.9839172023399194,-1.7593534851602155,-6.132644613336611,2.632961699095122,-3.2137325807264405,115.81785604828981
+-7.747150774947118,8.567325226899467,8.509086337082296,-2.8269235854141495,4.2965033337705405,-8.46481984084637,-4.309777526086574,-8.00536761946315,4.108754317406815,9.216729061611531,-25.655481261022498
+1.812075206754411,0.5698742929518597,0.4501584275200132,7.30883628920915,-8.408014993535172,4.496327694268166,-0.11246906271634716,8.516412729670154,5.751509012874212,-3.3802632525714205,-100.94446105440235
+-1.7157033544769584,-4.082932452491239,4.403762086922538,-4.284637414247674,7.492502324387422,-6.5612892889486325,-1.6802365487286997,9.289616033050944,0.3602075359118939,-6.30359919241303,15.755614811548554
+4.377871411874226,3.1861472656573864,4.196970157274964,7.833632943791644,3.245571390263866,6.813606896808255,1.9512034649264276,-9.530016228556606,-6.564760025338496,1.4075706897292672,-0.9600812628670234
+6.593372835382299,-4.909706337898965,9.36760678961033,-3.281996928462738,3.303069841133426,-2.913570951803759,-7.058397112311647,3.646882278942487,-1.7985879592073273,-8.727817242248786,114.9822004458657
+-9.837940998753892,7.814364247265797,9.431360347926239,-0.16661763392324724,-7.6142980633075785,-2.68270234904743,-6.33520906358505,5.021845335375772,-8.940441571114713,8.436678935865867,24.247488649378383
+-5.044687732829285,-8.12775817342587,-9.287873401587364,-7.90322183291003,5.071997820520837,-2.3486191710274773,-4.620377960705189,1.3673373168117586,-8.205235933731592,3.5708394715989966,132.14401784507658
+9.35676731565749,-2.727735951913264,-9.51895349267344,-8.288140696154285,9.03951595333015,-2.3446925715822786,6.31777767424905,-2.1860951817274077,4.094719373472387,-4.759965406355862,14.350693256845863
+-6.715678633319174,-8.790874057206036,-7.7237950385513665,-0.17108238814571353,-9.668531929667814,-8.425474969742005,-2.4181133479334393,8.305466433891533,-3.9293164387791824,-8.256967068005256,218.48636107607277
+-4.4849222817264955,0.20539315270376335,-8.032259038151368,2.8822130391288714,7.137450491290867,-8.939328221813398,-1.4561265583648964,-0.06813439306793345,-2.521183328575125,-9.366406035342358,165.75195183562707
+2.575811374775814,-5.959696215587553,9.253041386957502,3.8514578082221607,-5.429905140482536,-2.731645940516909,2.5533804235375523,-8.269531799797068,6.141560777742612,5.889006745125808,-53.13202221968996
+6.851144989015414,-4.708216653083688,7.283527844657726,-2.185093014772932,4.893373715733764,5.126462436881678,-0.5663712444585012,-0.8175135281688939,-3.4021888588258453,9.5011855208278,-116.22550949559941
+5.9424116266729925,9.70475323627953,7.510854856848694,7.533038786218132,4.303635309097109,-8.518342508841187,-6.51369131527745,6.8656812679871315,5.6478970175279075,5.496644260286832,-160.34111592229164
+4.181761332809602,-1.0765116933390706,0.01284277414961954,-5.5082710261635075,-1.5038554116826597,8.995695681895516,1.2510759999806598,-3.5074565146556114,-3.4383949624355803,-9.24051271110893,119.59186137883744
+-7.1853229808405805,2.851082385530026,7.428363099435636,0.4196587309352484,-8.277151973578441,-1.1841286537957596,8.522617717083534,-4.306099552837528,-1.6071511910019654,2.6819040063433897,-8.04983810613562
+8.006487725625234,-8.224642939829991,8.2945726114337,2.2174621928809546,9.467392931632634,-6.028887019759896,-8.757042259343992,-2.966875257537551,-7.350121040576214,2.0468115940603093,98.24434528505242
+1.7951504152698594,4.917659189841865,2.760333012270497,2.713067785075851,6.5242258590439794,-7.356406282577939,3.6573195888973697,-3.917588560846934,1.8993979121713611,9.056028621130904,-118.00934454493252
+8.470351877760724,6.000926437239911,6.839420831140082,-6.82643948946424,-0.48235048455303575,8.357282354447264,9.074043028190829,-2.820710123792196,-1.3590897781850941,8.893353072424512,-175.5888687436436
+-0.6194827593677621,6.604061062766958,4.711550964928266,-7.362708849213302,-7.876670596454261,-9.889936436401847,5.681220760564319,5.562383295673445,-2.1653255297474816,-0.5866268731617863,45.6237031474665
+9.548482347988859,3.432638174610958,5.3920290922538605,3.7132750031026274,2.034340300114743,-1.3418048958310558,8.414059124488144,-4.455874971490463,-9.942542052904969,5.670019165598632,-36.47196185072956
+6.1737644772519,2.218764178376924,-7.55446990600621,-8.120387206749612,9.101913639597317,2.8651732582902656,1.8860256514389873,0.8795555303744007,1.372329418380962,-5.384206963500853,6.806336655742498
+4.585754623225606,3.8462947411141024,-3.6925816882940166,2.3823575286924736,9.164653050710774,-0.8401266068571633,-6.644425680942128,-1.9056803600378625,6.605946807777325,7.453650443430324,-119.86591213799156
+-6.878212153704412,-1.8075505448037976,5.24731569947434,6.538697027889551,-5.672691308002125,-8.508209698699154,-3.3997611994835886,-4.715226596719397,-1.8809444017787835,-7.6745490873323945,206.4846224461074
+8.018060874878936,-7.586504626220448,-9.456006121439785,-9.079692178243164,4.791447815159362,6.036237581533898,-1.7950113763182007,-1.7615801473356751,-3.6806640072538865,6.498476813475138,9.665368512619038
+-7.687635573463993,-0.8203023622200933,-9.398488260082747,-9.523658929011788,1.9960573808153947,-5.260961879922159,-8.077925529908388,-5.777016624741551,0.5673613038385006,-2.016241303900357,218.03185993847862
+7.814803372801677,6.584736501327009,5.99340465762687,-5.878801837018843,-5.1590816931716965,-5.251305006017768,-3.454152292992174,-2.142531121620097,-5.504777159431331,1.0525036849744596,126.60991201492587
+6.630592570021716,4.7737569003698805,-8.491086909043942,5.836595610854682,-2.3201691528316903,-2.4679343830067113,7.651917107019961,-0.21802800406230727,5.339550259217358,7.33533614602228,-157.32587862535587
+3.970287881143719,7.194246672345841,8.570097587435486,-2.6985325664641135,-5.374970929388557,9.166086166008032,-2.7397769812844075,-9.96678601731311,2.9802474927798195,-7.022350978937489,84.07475574398254
+5.3094116013656745,-4.430304309092876,-1.850015151681661,-8.647267729888688,3.2741673250041115,-4.234365758120768,-3.515900828283516,-0.9218124503791136,-0.5679147317133526,-8.86301017379939,181.2177574231246
+3.9943747768570015,-9.783518753802447,5.79559089382964,8.331249090768367,7.017049252273726,-2.0576999891813497,0.669422623471545,-2.9202598306533667,3.510788640139897,1.6460978574317942,-83.20247104929399
+-5.240510208172879,-1.678269879819052,-8.03175321753968,5.5262118079800775,8.511427746330508,9.051224785841354,-5.7549814522871205,-8.81009929834449,-1.5988151806074558,4.468215806871163,-1.7282125730157998
+-0.31810519195431874,-2.4430007344746074,-6.111167981868966,8.126145734370152,1.5364158238167214,3.770356448241279,-4.206895514716431,-7.258694357203533,9.968556937465902,-3.9772069532670162,1.3681680379409893
+-1.62280166607083,-3.246640400227623,-1.7578548653937975,-8.461639901516072,-9.729126178284972,5.85654643759254,-1.1417117725736525,4.75374818694468,-7.274027835540499,-7.035760186642452,170.23612286417654
+1.7543570280602716,-0.10569323345068993,-2.958695641202731,-0.3545048911138071,1.8810234771796952,-8.921849107416397,-1.728690177964054,3.3568111370462383,-6.840860707649298,-4.328746554665002,146.1248138623536
+-0.9139440988809389,-4.232356235068968,4.860254707246527,-0.36004499596123063,5.2437812974630305,3.8717103211143855,-1.8365805521947576,-5.5540534718133605,9.171681292246916,8.98238901140126,-164.56447720338488
+-4.509734396515546,6.61020021268455,8.317828684234854,5.180307453006298,-4.68258106351243,0.0765714922375027,-1.3403852622980894,-2.8712600728272997,7.569942377098742,9.376966584807702,-157.03874068583653
+9.091691266242506,3.9610051187473605,5.645099749915186,-1.7371265870185137,-4.251052946758394,8.887607077760414,4.8695319471533764,4.815728824062173,-5.230934552661495,6.110335281420928,-142.4215980144893
+-6.6183197887683365,-1.2347502061281102,2.9990141529322467,9.128032083171755,9.027592805898903,-7.682900472518012,-7.145225478955082,-3.803297033924553,0.35122949569908135,2.8346990782288795,17.32912884429398
+-7.540864928185642,-7.94925944632981,8.63720788046937,-0.8642843481643347,9.910154705661547,-3.310940903416366,9.958442721662305,1.7286485324569512,-9.175390118345945,-9.253717993003136,66.0185708334738
+-3.9253708926201702,8.952612306370273,1.515370687030384,8.020502658941165,6.360240630981497,3.3123053845672223,-3.4310712164085233,1.3861857213581485,0.29500624681076504,5.024288507864936,-138.74201414087685
+7.699906152944747,6.7935010220530305,9.882885191392345,-4.8760364395582245,7.434780997988611,-6.041642901227863,-9.86239694028534,-6.317273756814319,-4.152474592634672,-6.8220173872762535,196.25811650838068
+4.355081158611698,7.623154047390237,6.02295126092796,2.741777994060668,-5.471098836530713,6.090865286788663,3.9900747673963566,-0.2083354494343026,-0.25544118528395554,2.22799722048163,-100.10967931323007
+5.2398357683924335,-1.3488239636706734,6.938402731084407,-7.8069342717787755,-3.493363724994678,2.6349812507806036,-5.13060934542644,4.100087451786276,-9.75600873374171,-4.053487024665603,143.93886014609075
+-2.088487887305759,-4.9013334025913995,-1.584267380588844,-2.0068941895931913,-4.132093619750766,9.297464374776567,-9.88446145169675,6.484239728544756,-4.56621831290811,-4.961917062184429,101.38884385294311
+-9.15326841416346,3.507419732339667,-6.725867164990122,1.3540025576743075,7.494200709228281,9.869328830440416,-0.5682859395135154,3.7826539664384673,-0.32121121980727807,7.5527520816169975,-176.03851871992055
+-4.87610415685994,-6.785956516528133,0.09411050740688598,2.8597411525288563,3.007931922595175,-9.568573794650382,-7.60644407217865,5.223401980148809,8.926061338564487,9.827428523654259,-114.26361100372752
+-6.974099733882961,-9.794264211658273,7.351874778762086,6.8933531340615595,8.810102321658547,6.839709858210448,-0.16028857586401601,-2.0833381058174005,4.935346712102888,-7.29957804337481,-58.37836701960514
+4.183467879762377,2.79507750600986,-9.401691079475532,2.988660353855841,3.0476893982816367,7.848407546551542,0.8429546642430852,-5.034590464266073,-8.393989234752336,7.906367907477074,-22.320938202566854
+7.96544767988369,-6.7336330984879105,-9.23675284639329,1.7231159231725557,3.62938025306929,-4.657738658287178,-0.45883756880230164,-4.524497235052769,3.788961421529722,3.508745895330936,9.447788519711896
+-2.272847086075025,-3.3514505358096236,-5.456849479197066,5.829311004142561,-4.368191271160469,-6.7874319394867255,7.569288848330564,7.743533858967511,2.423829741524135,3.283564887220838,-102.20856266112409
+-9.390348390625734,1.9952014895686543,-6.455561957876778,8.999892957119826,-1.2424847593224353,6.4471623847500625,4.477877254217639,9.405846560885735,-3.8420492852612487,5.264752840660005,-165.84902231771366
+4.729410065140433,-8.404180952055745,-3.196297986722838,0.2709592974888797,-3.0569324540659815,-4.4353582413185215,-4.011173431864236,-6.280213096767913,-3.090893502640375,5.921797840397223,112.91821942527513
+0.08710392000045086,4.081511143566261,3.8962047250029452,7.0441410487070755,7.439600437717877,-0.16038394042550141,5.814941279858489,-5.4631501728663405,7.938861813766362,-8.735497104821414,-62.38566464043237
+2.559168744832554,5.845660751149683,-8.24126366248466,4.693843963556157,-5.218707422366213,-5.247053889107778,1.443305670500059,-9.97333605537012,-7.027152036286339,4.679029006306812,138.69969595697188
+9.759992762101497,-2.768936834852642,5.546282410727825,9.622967745352804,8.915653910766663,-8.592338426516173,7.607262527478564,-0.32295150834871666,-9.355630271838285,-5.1005037247921114,35.47878423982511
+3.9315459202617853,2.4889898243616626,-6.7630453935391195,-2.1514624406911875,8.252437947863658,8.68502255003568,2.665137084232374,-2.3830977912830797,-8.334818165865949,9.382811254570607,-88.08257760374315
+-2.632009596235929,5.77983779010085,-8.688206873109054,-7.916732399880539,-7.847799142190979,9.072460266160478,-1.1006957455834554,1.0912987990722067,0.08844198002784909,4.835818957093516,-13.084544929860787
+3.1047228329355536,4.228955655839841,0.6508027968573971,-3.7375713809262967,-7.079129802817916,-4.471696703615864,-0.4128841480649359,3.5388825907705934,6.550776870309331,2.590393180066519,-43.050784121524245
+-0.9621955918124447,-3.759899107004605,3.4400595686575697,-9.76950734128204,1.6178955306386533,8.09478809193614,2.014692075567892,-1.5160858307643599,6.791306693021221,-7.165765748247819,-6.977853125102856
+6.040179734566465,-3.331903008059902,-8.33288615266257,0.9830380086688462,2.671559946110005,8.250003416381034,-8.239436091547283,8.79725809293559,-9.755492938422263,-6.362689063081424,101.2068644657208
+7.137040458484341,-4.3281123202161425,2.067270900152851,-7.40439431004585,-8.903982951479266,6.275920418886125,4.897364682240648,-5.3770292395450925,-7.6749006439660565,-9.495307235101274,208.23106256904398
+-4.703147984603373,-9.528050087459244,2.8421135831763067,7.458330106285283,4.4667126590789135,-1.7532600607255033,6.136779468135638,2.9781614570922477,-6.394989612029112,5.655951347070967,-89.15400720051792
+1.9363429463683102,6.230289008628301,5.882547132264502,-7.386240965769073,-9.755218384741976,-8.363250763464103,5.2451934516107634,-4.633960823540246,-8.09822563834977,4.190591434015987,131.8524036146032
+-5.637082392885288,5.881382837905527,-9.297669897960274,-3.7067020007504614,-9.085587733069705,2.538089118949687,9.025397358748126,-8.913766553839364,-7.664399172467615,-5.637690287646664,202.9723862789235
+-7.53100466206824,0.07025553872517465,2.494459050819038,0.9956717274691962,1.0521318750387065,-8.259544475292266,7.577114562216114,-7.427033410835866,-3.992108615269383,4.717808281565786,38.99357537671135
+9.46985862782057,7.246254318251879,-2.9533186296739133,2.1714788524077244,-4.106817813634393,-5.446068595634365,-5.558004192041368,8.951436043656502,4.042389481181536,-2.804889682167182,-7.62550264839973
+-0.32995223218786673,4.239557127531635,9.226200022700233,-0.2632337276695118,0.27058948426258667,1.4356973355106084,-2.629825321087167,3.688665219293199,1.8892237825825187,-8.287204363483385,14.472172237301585
+6.664304730257031,3.0848363501978704,0.6515580034542867,-1.625334309306583,-6.173056151175269,-0.264903311995468,2.629765783907636,-0.7526183673388864,3.0279379759483493,-7.680747147018203,65.58124345326972
+4.472971110086663,5.060264044492666,5.419284969648743,-8.547950193889712,-9.039615626807498,-5.966430673446796,3.8935346756071954,-7.6216256831493485,2.96657314832663,-5.230824870175049,147.91030471467363
+-8.058381614646697,0.25036187794720055,0.2740497742342596,-0.3812527247200692,0.7684074969060539,4.58987580253599,-9.737252067110463,-9.81631821111412,5.61235631929992,-1.2537894828642449,88.42449409177145
+0.3850788821427398,-3.255978695949455,7.94235759917081,6.518714063133569,5.03915545392422,3.6606947291337244,-1.8861194384011326,-9.965206868046897,0.4434908447808028,-1.1026517004781722,12.22223079510514
+3.7853770452916313,4.809255243711443,-3.9848654735395628,4.560770207778829,4.1408423022900065,8.176704170469991,-7.2701793440024876,7.498472873316697,-1.1130674309229738,-3.193278679465359,-53.40720534605738
+-4.9125896077659785,9.960973196288796,3.3366025720879744,-9.448313291372541,-9.975660915262651,3.0003799604061077,2.18912478402318,-2.8180634885399347,-2.9592091960702382,6.2123134940117115,20.202548026883086
+0.6784341963442486,-2.1540940199774927,4.729065940515622,-2.8646818861798584,4.231412712331954,9.139037462841186,-8.27370797046786,2.480326824357355,3.0201575689767823,8.797087844684127,-149.14056217904212
+9.867979949830543,-7.2752040045307975,-0.5359701930383576,1.5102522884463032,-7.626407038839744,-8.203036273664647,8.565360548605998,2.370468925257583,7.546515691910085,8.224010286870932,-138.96733238433927
+-0.22872055168464467,2.719382538184709,-2.99769505986907,-8.607771077547676,3.7522085609104683,-7.253040841307261,1.1526286582985468,-3.8159151217186627,-4.642547765007226,1.088170218510569,119.42092032761252
+7.616713314588308,1.6469621491524955,-3.899542840068866,-5.205681056088443,-1.2151086952082868,8.614665224993995,6.438667149819299,1.115865395711897,6.866913781727559,-7.676917527565421,-59.70315557335007
+2.6214407812328733,3.2899980616889724,-8.472809186839873,-8.54882386611338,7.900880606404077,-4.539260072017342,-0.8389830173431756,-7.1346945666504125,-3.511396747754565,-1.509938449613395,151.22868510770084
+2.548287119567001,-0.055577997878279994,-0.7162771716371252,-1.8748893955772794,3.9963427382206995,1.8704692971492864,-3.2287966407975643,7.091405005898901,2.904072145557377,-1.113940493859007,-68.84685536471228
+1.7287791259478102,-9.729864150177947,-9.341267694821479,-0.5092141936218897,-4.440718476479244,-6.0592032907782105,-2.482939812668239,9.229244467467794,-9.23745875699659,2.7640071207359207,109.71838010015595
+-6.982817056257304,-9.764132444966664,-9.601363056815302,6.205126767791105,3.120456033170884,6.5192298873926235,9.917380718389879,-1.8812095633229853,-0.514754178424468,-7.05882355636664,0.20446336616699257
+2.561220874206376,-9.254598217586086,-4.51035607328472,-2.3736639449197727,2.1480468477439763,2.913786879988487,7.353941122534284,-0.34918740744950494,5.10290738049944,-8.801067245348946,7.966267691986498
+8.378099216131659,7.508994687585584,8.098195211273609,4.208020226157787,-4.232404457566201,-3.8904113301767396,0.8746602522180935,9.344553751659728,-3.3102117098473216,-4.319532288137524,-23.854260450818423
+9.821056379425588,5.338832018418522,9.176737943181003,-4.5453684655274635,-9.473501283347927,-2.2550809546571937,-2.409627047695373,-6.954424004464014,-5.971321924402268,5.521267164044394,105.01691125329569
+-2.8189939748452297,-1.5860829434184542,-1.5998704757911497,-1.3814129653067786,-3.625536150144699,-3.276820510437881,0.4909715707239237,-7.274448853953603,3.3178458286652224,6.731325841779903,13.755073302496362
+-7.260302670726359,1.3762120358678254,-1.436936962847657,0.40430604311443963,2.3971162476954855,-6.391379816158302,2.5223420489150783,-2.4497991713705036,0.6956411961346998,1.8020150031546067,14.811375907317892
+-0.24265721191096157,1.1381292855680392,2.9032973455405853,8.036700183670447,-9.353603756686997,6.412077724554717,1.8395476255017251,3.473056921913673,-9.470864715360403,3.3868335861009924,-20.163243020813702
+-5.825736988641239,0.32004180812280847,6.422862326290611,8.962466292875666,-7.528010617309313,2.9058012291639557,-0.861956877578729,6.368744783965942,5.7468488769203585,-8.945938747363872,-33.307064052991926
+9.132994087837432,4.584905793889817,-4.362293853278613,-5.9321610438966115,0.3025506331479333,-6.759363421504658,-3.433854440185453,4.431059572307627,6.5354727504886,-2.430202533609389,14.890206920857516
+-4.680843797341854,-5.852255669111015,2.9092981805629803,5.2066525066595215,-5.8873788315420095,8.492590475892115,6.76962220061903,9.65201337284742,-3.0921378901998353,-3.1830397097182095,-96.25139054278056
+3.4215449336284043,8.511046807756056,7.439817661860548,-7.17095304294914,2.8206442400172405,-8.984924639333947,2.166315746058878,-7.159228677093424,-5.662015159649476,4.854900652414713,73.41217671725015
+-6.116734402141661,1.8192632302991552,1.8920854804974607,-4.176525828793293,6.998668750463315,-3.7638883117153554,5.427839897423292,-2.880380157873128,9.946196785980382,2.657814364351634,-126.49894224321892
+-8.405853362756657,2.3050374143926167,2.055061739536368,-4.216296647910913,5.746837754403726,-8.057370062780079,-8.802097798394136,-1.0834981897693496,3.2316281238269684,7.890243125451719,0.28368635964934735
+4.3168804923411175,0.198991842512648,-8.531594479300164,2.4722168532821254,-8.835918782070507,3.139352078238422,3.721295075841753,-4.519460595146924,1.5510536508079564,9.394067836150269,-58.0031466834698
+-7.58186350881298,1.642514210938859,9.202989007318475,-6.693192038461058,-8.89113868958805,2.599321166259627,-5.922813205996171,-1.0716680990078098,5.75972293485566,-6.027351468599546,94.66892385536684
+-8.25397016920034,1.6610852025905753,4.714084365471942,1.6225333325493962,-5.485777496048079,9.680569282257714,-0.010273104590894366,6.7855605479522545,-5.276165134435602,-0.231898296078481,-46.5131282215276
+-9.092538466756633,-3.509991180165628,1.8180086257338712,3.4492912823474575,-4.712800816692734,4.466176011362187,-4.240173163493763,5.612894423116859,8.015926505187199,9.135848236069034,-181.62095595713524
+9.412390286473908,-0.682054436195727,-7.477326261303205,4.392587916954893,7.917386354114964,5.435477766566241,7.968852639394224,0.5277498873186226,-2.8919252264567707,3.159689292183969,-137.4471191708027
+-4.074115329518213,2.8158846802724313,6.688566695000288,4.220673875379846,-3.612031130597555,8.952166549121221,-3.5135564304184808,-3.2596110858340155,-7.089401943237384,-9.961998244378895,142.85168643988283
+-1.92739460730168,6.869636548432927,-6.651004818551717,-1.7459084573987105,4.013852154674833,9.767663273290543,-3.1274448457687742,-4.493006087534008,9.220943417358036,3.274460091546174,-117.62523510574881
+-1.7862263170276638,6.727202350175436,5.220398532319102,5.94243647867885,9.614256718604938,-7.792958120491058,1.205795250936399,2.1521757447194867,-5.457036234891297,-0.7520185308983662,-17.220748714104687
+6.544929005109211,0.08815170219535595,2.030945501285404,9.475734079131566,7.015113887115644,5.597192721692268,-1.01464248736449,0.6891255186149059,-0.1990389714302654,-6.80343070933076,-44.416880646857685
+8.340079858049146,-2.1844011807927077,8.393048123134664,8.09704861893573,7.153742190823156,9.803508317567164,8.720207209704531,-1.9431127263573256,-3.8852344494060254,7.2810772536508495,-236.21974054632287
+7.956175322629586,-0.44828786609482085,9.940314978207937,-6.463432201641277,0.057413375266881506,8.985348169738243,4.469471538324039,-1.3813745512888098,-6.120865851675179,8.747747484878142,-114.89518691712911
+5.154393371019069,-5.799834510276549,-0.9072967870130522,7.3659737943278625,2.4398700833801357,-1.4415930357413687,-9.438187568577822,-0.5005096131008235,4.738402532133527,2.65828411937306,-19.163949801436665
+0.5418333721724578,-7.2750778742107824,9.08821625558061,6.974503793365631,4.403160381816525,-9.581955708370387,-6.032730106746169,-5.734398635870015,3.6128199754365564,-4.831092690110765,100.85599811596077
+8.723579314363604,-4.441288104624412,5.397690636654664,5.102061840734002,-2.8688202981422894,1.4460589073394492,2.945918471544635,-7.04169120681436,-2.943518906695066,-0.7572765504903445,42.347532019934526
+9.11781844843592,8.105812914023309,2.137159082365203,-2.4677089384786632,8.824437634003228,-3.741250567809007,7.2065793977416215,7.395519182582227,-4.1588061069265825,-0.08514848315972268,-110.35817942939632
+-2.959991109721185,3.7891777081158717,5.532023797724197,7.2945153874436075,-2.374925578860312,-2.0301150818976454,3.506259382726924,-7.1560015607430145,8.303434166617734,-8.083708066621277,15.973055102538863
+4.8630474865955335,7.594126629593905,-7.2743390486983035,-6.0637192690816,-1.7587567846626762,-6.795790170162828,-3.4483607659123527,2.45155413588507,0.22351480164475301,-4.835419100087554,130.60883841477994
+-4.645886339452239,-7.2451554842522015,3.911725038689673,-2.4973921101268504,4.058033935556704,-1.7722653175888858,-7.118407184758844,-3.7861972149413936,3.11689691882745,0.7490735888800448,56.41783023812217
+9.651075829538748,-4.797615137016842,5.670061536059237,3.584192220539959,-6.1609812517769225,5.244669650994222,-9.089738619797952,5.250121955091915,-3.0676238337478323,-1.4578379917339213,35.78109724433391
+8.45817207579195,9.562542486529367,3.9947252806059996,9.558701834298768,-2.040079729448303,7.002657689366874,-4.7560639145486245,-6.5900776956988505,-5.410956456237819,9.800974203618843,-69.39652349436216
+1.2017285742926953,2.0256400239887262,0.5606744647263917,-5.655179185048109,4.299893350273023,-5.631121177275123,-6.272130916811824,3.772673637935333,3.434839442258908,-9.99526689665135,114.60482101730264
+5.76822407255392,-8.621426801092035,-4.3471445017479615,-8.740236897481239,8.62707777539455,8.172505267482137,6.8278465385489024,6.814772703037313,0.9534068322938749,7.068194867023447,-210.66528819799439
+-8.202898648661714,3.6534534928612183,4.820955946321462,5.017514294388095,7.862405719710111,5.156837630240316,-0.444126065517052,-3.1003489464420886,-4.509013928440169,-0.40101923117923155,-28.20246236235047
+-0.9390215685398307,1.7604716572749712,-1.0611235270254449,-8.021307292435196,-2.654045517462089,-2.1644726710935136,1.0081466266599537,1.2973543958964906,-0.20456516387670876,2.4712357633792426,22.69345234723802
+1.7649737276328858,-4.03642936118247,-9.472646105509913,-7.972819619286835,-8.97884638254196,2.9571525302316592,-2.289783957737812,1.9529184943806444,2.393006491363636,1.4835896342567012,61.101569091871234
+6.358280343051659,6.728227506004285,1.6828613893970767,-8.924320867565323,3.2722117742571832,3.2085372524986977,-3.119276041891492,0.5965021529048697,-2.062590845915049,-0.8679300833926629,22.553924606286426
+-4.078595745538005,1.3512065745679114,1.1920482788870435,-1.8499210789884257,1.3512018397988568,8.747010987540074,2.062673311863643,7.884304080152016,-7.941749234697701,-1.669199415065743,-40.047100455772785
+7.059261776441648,-6.602326519585908,-9.251332529534565,1.4121380843542353,4.228759172825187,2.586004987702526,-2.6728864930069407,8.271283799291403,-3.39918326218573,1.2236741063877754,-33.981247652592295
+7.441564593337726,1.271097194875177,3.468813664127761,9.664867929012441,-6.708790017662536,-4.167442323648569,-6.041589249412227,-3.3535384211062413,6.046453501852962,8.181832392599462,-64.49137858825725
+5.088946868618485,-6.383992450524638,0.5830331520524257,6.364017614918305,-7.227361336716291,-5.069402709288844,2.2405003147575075,5.451958890719631,-9.37751738480728,-7.249335574047593,148.04809106848757
+-4.71466877830564,0.8104744643163153,6.568123400555557,1.8473579256097294,-1.4393755095342065,-5.284896249614912,0.590090601860287,-6.814855848518889,1.7928980876852596,0.33574232372299395,49.72910155939549
+-1.121097172324268,-5.6058024186834405,3.3128081639488505,3.4593324800013914,-6.676116886274945,8.291076916468176,-3.285525067885773,-1.974419111343566,1.3944879675067257,4.651710924615713,-44.72177593080288
+6.364966801936562,-5.117588343942902,-2.3447837524917503,7.951639592056223,-7.709377087007643,3.094708251534166,1.6765426062890532,0.3394381364165744,0.2796273928936266,-0.06651624634228304,-14.353326607680108
+8.303158182763683,-5.232631788364013,-1.9499474665722705,5.4051262902652635,-6.78247430780732,-7.427966058515896,5.873915226352793,9.314357730314878,1.0063775457595647,8.782675676241322,-144.92511268794686
+-5.667939363828783,-7.661963485342104,0.7751796328068061,-8.469819209448362,6.211187979930026,4.116271741071613,-9.355310497312031,-7.609985707937064,1.809087401433549,-4.7950759317074665,157.68856254244668
+3.367291689696139,7.766203201616982,-1.319226274022447,5.406901874165744,-1.5309945031586336,0.30180025451640224,-1.0817200841007524,5.60059764960932,-5.979801910916478,3.675703768342584,-47.34393519880519
+2.509067797327167,8.220117893611942,0.9471689951780227,1.726918844830636,8.559400216732211,-8.664712758957467,-2.3543529757304182,1.0153135006956182,2.484795148461034,3.888158853614001,-68.89169400721569
+7.191760392641553,8.604686474702529,-5.024968724742063,4.035050641520492,-4.0835345283471325,-7.362418302490106,-6.917839625662521,-7.556620992004492,-6.083630444233412,-6.7239666169517776,274.2175059947157
+2.317636995307595,5.720677400202612,3.9087208121793804,8.277436294136013,6.855923469645422,-2.909634745637233,-8.997060269101961,1.558119226580832,-4.485299586157341,3.882729750742513,-19.66507966287184
+-2.85474585595316,-7.9856335653115735,-3.092837883729904,-6.57721208296331,0.9292890161695055,2.5509994702214778,-3.9833912444071573,-8.584443541578962,6.682736091260568,0.39475029294499864,69.56957455635036
+-1.6293015606852612,7.3774762341270765,9.169544799702633,2.1135047106149174,-5.029282053522708,4.175568255139859,6.014509674492525,6.033040793192859,-5.86114588008104,-8.591289440932917,2.245596516362151
+5.3612268616266,-1.0678368432677154,2.129530014482519,2.0338770069238676,-2.853458281310106,7.981101633109013,-3.256175288086396,9.521280387794269,1.9407063748800568,-1.8924529941428436,-99.63639319817729
+-6.165418607874036,-7.739103232796092,-7.148057208229188,-2.266045272943178,-9.786067126641605,5.631252741272559,2.8022776594542753,-8.000908529593246,-3.2958833018994005,4.97876742280341,96.96268682882122
+0.40305503350767324,-1.9379355101747442,-7.486427768346548,-9.555275906105054,1.9587323936812218,8.791386957736233,-9.814637939751854,-5.272980044911297,9.44849204822785,5.601322414393697,-25.417722572144093
+8.160897415342575,-8.644777785391238,6.686088313340848,-8.714880600398022,-1.369621118012938,8.726266020759715,-1.6467376889011875,-8.285840303346747,-9.205593903183733,-0.22718705262550154,144.67437281204218
+0.6510898736165394,1.370103130044713,9.427346864545711,-5.342385969923546,0.37018527342263186,-7.455619030800724,0.1306495829926413,-9.07730873349293,9.673874892928648,4.063102376598975,-19.037692470905355
+3.5673119900126893,1.2894697639683161,8.35132868710672,-5.619359792260294,-1.9305137545829743,1.8566537189680932,7.628967273823662,1.3048276137442505,-8.132083324703569,6.850506279161377,-65.92050181884255
+-0.7130406209378459,-9.36872121397192,2.3821180821879717,-7.9259414475152195,-1.9083688975194013,-4.862825760146363,8.14636395420241,-9.40043467928926,-6.815231730862276,7.865614560868009,87.44487123358147
+-3.204143655673559,-9.330403419463785,-2.3631630943507353,1.8483888877568644,5.557218142088423,-6.100177364645656,-8.186771363001316,9.87534731439057,1.8357822824544878,-5.3491297266978926,49.28072859091951
+6.059046384495456,7.228510853039241,-9.152257759959618,-0.4566800402677784,-3.9119265752349897,5.279680875911142,3.2293491517327477,2.6303834191160114,1.4264914865320888,0.13142201186906455,-57.16048260028268
+-2.899529214782588,-7.112516221830447,-5.314113663290321,-5.639893441283775,6.226295931428858,-9.28090312144099,-6.403561025255097,-8.78011898676611,6.180984573270283,-8.980308233529712,233.13167043860497
+-3.0241627740310406,-1.1376143546396689,0.7143074391695392,0.7073444604018686,1.0176208710385626,-7.374581239799365,-3.066712989722178,7.756502621990034,-3.9215482633203047,4.585643576973593,-8.496691992999244
+-5.367158164620567,1.1490412573562647,2.3790461880399483,-4.897123972007272,5.508166054526331,-3.8051764711367864,-0.3151002612832676,6.573599089228647,-4.362261155699285,3.9720212450678094,-37.18246164669266
+-8.596010470858587,1.7510800836408968,1.384373226000395,7.886849313173956,-0.4363299084310346,-7.619313045397198,8.706734784713632,-1.7423219062686357,-3.5594217095002656,-9.75864303071848,103.66583149316351
+-8.56676009788496,4.817038014313795,-2.7917460179614983,-5.203002802600112,0.6160514079203772,5.603428607000991,-7.660501717640928,8.977432669163733,6.610325478095172,0.24693105773373691,-85.71885775815056
+1.6856030950684775,8.732100917668165,-5.959267681477176,2.9359127834571463,4.75432160115556,0.971001709461019,8.14451608116941,-3.7636645480346242,-6.72694490166484,-6.633268246225949,61.1807093658479
+-2.218966116329506,-9.726914180254841,-7.607783085965972,4.976008447517941,-4.475971608046796,5.801340730472402,-2.6322027660634006,2.296107520317421,-4.911181282040362,9.994197178939125,-40.421182354551135
+-0.8810776047499491,-3.0614973577003,-8.713133687366312,3.83509185925593,5.323115441284434,-4.00476931654201,9.968693053641795,1.645253810400904,-8.224656081232942,8.78967189275447,-77.64595555338055
+-6.204965294339373,-3.1434635090173635,7.387074536865271,9.48014509285515,-2.841131264012424,3.5920283749476334,3.000544031386214,-3.6931892478868256,-5.9688580130522055,7.088184830302269,-60.55272333121127
+2.631720659882204,9.718182121638515,4.8044474651339915,7.0982834315404375,-8.965177548918907,-4.366402013889585,3.024958904331385,0.7656031484887849,-0.3190055095348021,1.696764887093456,-31.909738514580976
+-9.398263023646168,7.826889544050157,5.4290158266540445,-9.052280860236085,-0.6709552831858945,3.2192727645621,1.9817195892324757,-4.975036822862391,-6.880082425543474,0.9447709272720006,79.75772997981022
+2.235993564974046,2.1814284149240804,-8.717065536375483,-6.256521653674223,1.9011899477445549,-5.714858943772779,-1.6849656691350745,3.667253472238239,5.348841426293898,6.232413938796935,-55.583059758100546
+-9.078807365437275,8.131473507366957,-8.74740162748819,3.106111387525372,-9.688055107928811,6.2735367853834205,-7.27824594120661,-2.2097037119036944,-9.447081622670977,0.38752456235365385,169.8615306087123
+-8.970753817947532,-6.549120744974799,2.1045521960616376,-5.093868012020161,2.2506158710765756,-6.952138116061768,1.524897934016678,-2.9570350119865685,-7.391540187737733,-7.605700761451253,226.49242296396096
+-4.192455942304651,-2.7078449095656354,1.1957898395244793,2.2877002194473928,-1.3422962990879972,-5.21416284057306,4.967847683846982,7.8734756358390285,-7.337462440699635,-0.7189032233433212,15.261124455077075
+-9.652437507396375,9.84674697113701,-7.530511294702345,-3.4193862789333185,-6.205970839291832,3.9439487194744838,0.3429845477741966,5.1028154726613835,-4.314971259295371,7.866976086454374,-46.653987572697915
+8.965554365743953,7.7685504023118535,-0.1115828697985588,5.0433015713404705,0.5169935792635605,-4.295167874456398,3.069257540046597,-1.2753644746637494,5.762305649455901,7.545199948348804,-155.37835388278117
+-0.6115030919028408,0.09919284369453996,-9.646414883751927,-8.22477017965147,-8.449128459708735,-1.0058209763950243,8.394348999385086,-7.381372667336652,6.729466980158733,0.8939928492846594,44.2434334725734
+9.356088634935896,8.977822886417488,-1.0827390619579003,-5.4475898650403565,-5.1024132078466655,-2.8336006375460188,-2.2458176123949403,-4.349295060677846,-9.746515527318405,0.37991283671146237,177.63238521750375
+-2.084080258381722,3.96831709150099,-8.203169456264611,0.28884993828891314,-4.849397195583829,-0.05348719493635912,1.2213817578512942,-4.126800514182671,-1.4225412813935079,-0.16938450064800437,84.46159003365548
+3.237096813099365,0.8577695688168974,1.237049908124681,-0.6974736107855328,-2.0224445419505788,-0.11693850671446793,0.8541395085608361,-0.6694064765098573,2.935220427552352,9.260220482943309,-111.94081574262434
+-6.553198980715164,-5.263155359328746,-4.019006148871542,2.3582867263262064,-0.9831974615849592,-8.639609495479778,6.5350422141081665,-4.018891573413212,1.7803960626697801,-8.05064027805497,130.5290683556817
+8.435333698623374,-0.09558241744199059,-5.501876807712698,-2.628589461344557,-1.336267882029596,0.9728543049474303,6.889045499245226,-3.106891468155386,9.842146505081939,-0.8689748744145809,-80.69909369353552
+-1.1630013999217326,-2.663375130883523,2.179550153728027,-1.1257136684679403,9.606625542793752,-4.491055689221362,-4.1003007567357574,5.601338526793517,-1.9734146209456926,-4.859075504034487,37.44080961595067
+-1.9208899466236429,8.80688415929091,-6.609908490248038,-7.899638394813133,-8.801483936647955,7.506792093302133,0.3145993445859152,-6.778736330127659,-5.507724988002689,6.1781032668804485,78.38500570607924
+2.20202371140213,6.350372576154193,9.358154567331185,-3.486623772153976,0.18264305016285398,-1.2524344014075006,1.404873916127658,-9.592089079137857,-3.0532090297816916,-2.47859872305366,100.86158017684961
+-8.27789835240293,-5.956366284510539,5.636277864237016,-4.493920053362224,0.36604497652752865,-3.1648539328116954,-3.300551701299952,-8.402621786766362,-8.473462309714447,4.84697776132392,159.61005791379162
+0.039795288248325456,-9.922029563354833,7.877873390181476,-9.235049679305806,-4.441567369944009,4.711730197682337,1.1509688901342807,0.20983388531517155,5.9129357197227,1.953916725372602,-52.496256905481424
+-5.8455113284946165,-4.529995127868793,-0.0908054557585003,4.791836988905622,-3.540352156369122,0.39431788172837656,-1.5459423303090758,4.906522820575101,-3.37740708774388,-4.845803772209116,64.93506794529382
+5.56250099625445,-2.312165893174445,-3.2972748237898997,9.966317453334446,4.409840331032235,3.7686159605439817,-1.729297520717863,9.398717444324554,-3.1165422544792953,-0.9078459967611452,-98.0334183797992
+5.287905689499814,5.597906590122685,-7.9235942151686345,-1.1158502873268894,-6.056808342378481,-5.125211126962361,-7.402782470334984,-6.807302013742646,-3.522299720551758,1.9342914178778292,194.57848452401132
+5.615838470594829,-7.08994152931955,-7.566580780912973,-2.958814329798183,-0.7467925923316598,5.582222357067712,-6.303838375659927,-3.501702317816866,6.571262766128909,-0.508185754707069,34.410922280930805
+-1.3809202998817205,-1.1535988412653175,-0.6096565784427699,-8.009598433152414,-1.4332816586200403,-9.05120986001872,9.199979019017713,8.832763127562771,1.8567276756288287,5.34098673924192,-102.89357454215211
+-5.959663365294407,7.792816007173133,9.783937420079807,-6.290608179811487,-4.3724332056981545,6.869721013991308,5.356359878358203,-5.590302884179719,1.6508276971514557,8.439567025841171,-121.34480242234504
+8.751204341640147,0.9807484957218793,1.861427970120677,6.709182986920748,0.8854473372153748,-7.911349961288201,6.227444201540642,-8.850650239941466,1.0306749717002006,9.118477625376775,-69.68969116893545
+1.5966795851310334,5.077460010894965,-0.8505040054505875,2.4018296794609673,9.207163233855411,-4.57543118182413,5.992963176831392,-0.9965214668633471,4.269592811602838,1.905602564695772,-125.34503391472859
+1.1414970875620623,-3.214880696541913,4.735963979894711,-3.651146869511319,-2.320520008593965,-6.145750283347922,2.164436428055412,4.300002100568728,5.719500136988993,0.8843986570223827,-51.97352026994918
+1.04336548938327,7.684288581018057,5.3855340257447,-1.6503003778282954,8.832708607111384,6.278094490873627,8.300430816096888,9.367833270785471,-1.5813275666508786,-9.955304015796433,-124.1474840127316
+4.318984049646417,4.442962599095422,-8.50238766199727,-3.2617581057087186,2.3350738347607347,5.906410197873395,-8.601488268201203,-0.5861909904624318,-9.4461164243531,4.806243874261725,83.35423698436007
+-4.793581129635962,-7.392358733528841,-9.081785963975532,3.287218328618202,3.2555617087174515,1.6558803659724886,-6.101843193404804,-8.860804089043786,7.9764504726016465,9.792081481071488,-44.768090470233865
+-0.5743088409521668,7.865135737374516,5.518211029489411,-8.142034127843962,-2.3094941895361387,6.721934218118659,1.6577575775385633,-4.462417769767177,-5.311262911617078,9.038124672713629,-42.82107422252381
+-6.3070383323922385,2.47153062321098,-5.257374591728299,8.376909175295173,7.544020204726869,1.3261935478645182,1.5391440064698148,1.5321604883348683,8.228066713412495,-3.1350063273361295,-123.05726201460622
+9.13464642986861,-9.183162687101326,-6.121111887889079,-6.31861015330252,-9.10830530714274,-7.6750743889997715,-2.8046864601941035,-8.486116226421032,9.783360982475457,4.304660971813481,104.48888687819145
+-2.7348320809877524,-1.1273699900607603,2.85299191133219,4.020792277163004,4.0158733024146365,2.7015909858165843,7.476249719757906,-5.82895101804599,-6.8611621841136605,6.15290991095266,-59.08748614056498
+8.049304916532433,-0.795560225491192,8.754622853315372,6.765807224717079,0.15683333996875604,7.4490763293572275,-2.5903716328353132,2.7815179630234543,-1.4007593871707558,-0.05482542109253252,-92.02221427980423
+4.76225057484605,-4.251616242470573,-0.7439985087294532,-8.463947202752365,-6.406284573082523,-7.42196475090082,9.428481330186468,5.958357695745084,-6.45235857164328,7.5033528958160645,-11.475731892279972
+3.6741213091570057,-5.826793318807539,5.316774745442984,-4.606974045389478,1.453654700910172,2.9943089464202055,-2.401814034043901,-4.888174901369466,-4.318881849525296,-8.85514463745077,171.36809039408956
+8.72699950133299,-5.196127562996571,7.218710148380838,-5.330351623625642,0.8092676780075503,1.5921936472055775,0.7519935560260338,-3.315492857242621,-8.340657535887104,-7.248661283330378,160.35791996415634
+-7.250475045451763,5.186763478442624,3.0054797462587057,8.753706113552786,0.5352715221881565,-7.344364808259829,-8.41855140847679,1.4765324970064553,-1.6020147847258626,4.491971243902315,14.221522913457523
+4.726248397969581,2.88436348301228,5.4550572220015,7.571114279774274,5.294253481847457,0.037064553774890374,8.737237739042254,-2.6100369687259173,2.0176553216094506,1.99332044810556,-158.63655335327672
+-4.457709411276419,9.902354674546348,-9.075837081974846,-5.633154133605021,5.431557067090312,-5.2527339367779575,5.2502664300200275,-7.256202933975544,-3.159602713658296,-7.755263209525525,169.76930254319709
+8.809888818771084,6.237461254687863,9.395714413133343,5.698748329744118,6.516472928961983,-1.2036097303762516,-4.079449252982372,6.588449813635764,-5.490488074228561,-3.042792436253867,-37.99267653006285
+-1.3043173615756243,0.08272075486066788,1.6589113605008476,-2.7443906588295475,5.314843429681142,5.181881679921312,8.621244594344674,-4.217182235460566,3.0685481822032434,-7.186008430919011,-29.665581627184437
+-9.632489216412882,7.461754910226741,-6.84344600872461,-2.129754764813039,-2.0921468390782216,3.6634171836127716,-5.398625574817395,8.056291991764763,7.625397328682972,-1.3036049843701591,-66.23266981113233
+4.448473751532398,7.676190683288107,-8.816992573124926,7.7746259189342375,-8.828782657325998,-7.556552321256273,-9.82538094899461,-2.7799565796696757,4.92598457635334,2.8032036688010065,86.25065328444802
+-2.9117050932041955,-0.0026018335966515593,-5.177288454018729,1.1699826739965191,4.3270649081566726,1.7993083738307414,5.871220385454214,-0.8521384971298573,6.336693829195916,-2.664612092285903,-78.90538530482581
+7.629740839675492,6.056102198728426,-1.6038907395898216,8.403234629217325,6.888082557541109,9.19499683535463,2.1212275056314334,-3.7811678764623036,-3.5468802682536404,-3.780332635927426,-50.41586044932224
+4.498681212194519,-0.4898204631614189,-6.960276883308561,5.350611858305383,6.072147171840108,7.180844536572253,3.9443328595943083,-8.432255631453119,8.784909877513908,7.880243019816415,-192.2331600995681
+-9.577295291248626,7.708712396220245,4.981979537526295,-7.052126121461377,-9.216159603768968,3.094675731641887,4.442688423502914,-1.095834556744748,-9.723442040570415,-3.315602733057066,137.2550858367803
+2.0148402337664817,-3.0849176142263524,1.6146516507693676,-5.193201042815612,1.0604238222556472,3.843901004576802,-7.768254766686158,-9.355501948856151,-0.570564317017328,-8.494311456076007,214.43114161520367
+9.449318473265835,8.57982784975938,-3.8557903946830696,-2.696570281282471,7.137910926861315,2.455061770023237,-2.9188462313964703,-4.470408845815421,-9.792992020962469,-0.28322566756408873,95.03657798875857
+3.634835295806562,-7.6052208403592285,8.944036634182977,-4.038982563095505,5.07419230217367,-2.93360591133774,4.139080244257185,-1.8544357201667672,4.272023495782873,-0.2887775207332677,-53.1562774979664
+-4.523373487525591,4.942231387131535,-3.055756740718474,-7.793654138711297,9.931779388264445,5.4985722898825635,-2.3238187985080017,8.302139965102144,7.227357182668966,-9.331692415324033,-67.46598886101631
+9.104013835723313,-9.999179431172163,1.4002820983518793,4.560376948172456,-5.651029576734565,-2.325445378870976,0.8645634754635156,-9.914132571902224,5.505638000560618,2.830429243392434,29.844895665464588
+4.078706628304596,-7.974126354831894,1.3839772078999935,6.901795169002385,-8.1715579354767,5.761156026098848,7.562729642292673,2.070266571867334,8.640326647588585,-5.754107047984638,-99.76501529481283
+7.752044979793801,-2.0524820180231473,-5.057109258992465,5.6868028980938545,-3.8326029068984258,-2.9615609013894195,-2.5200572826218437,4.507321951322371,4.229423099375853,-0.43243107382930024,-23.12369347753884
+8.002064095415825,-6.687507138435871,3.880851145121915,2.053078717911183,-5.124112178895439,-7.069777113684497,-9.982546339939606,9.344955770917387,-4.854586839094541,4.8999232853238635,47.03248677509986
+3.347491019431701,-9.162565701560768,-7.1336401459931835,3.1135821766945293,9.451288212900957,-0.3638412962841131,-3.0950372103769874,3.321743723465569,2.936074666172903,-4.89597179159897,0.504863630513261
+-3.645921821732061,-0.16232188423260574,7.0448607795757585,-0.6117401035947312,-4.984210475796534,-4.5685860816275525,0.1806771470192503,-1.1698748932290126,1.2748913790697802,5.940075110484204,-21.421541877606547
+6.791833340232816,-7.400821595142011,6.735675273839243,-3.044741275429468,2.419994585242966,4.292952457391872,2.2563357786743143,-9.391527979560681,1.2839382699281487,5.594034174165796,-43.204034879013484
+-7.133526916001625,-6.756056017652961,3.0357426373443253,-6.2341943537996976,-7.704328078647609,8.770751340660691,-6.961611050561613,-6.184713243311563,-3.228696295342961,7.964022295574063,73.45630522308134
+-3.4076097078294953,3.3468435154880316,-9.277096696857567,-0.8909642500975368,0.5792706070059728,4.1976358214546705,2.625893601174294,-6.164112783629632,4.23828925567906,9.461573466059887,-98.6567648407069
+5.522432430129102,7.852770397883207,-9.35482577081184,0.2342383589700825,1.4213166439576619,-5.87434562575047,1.6989257118044288,1.7950508857038727,5.051463175198276,3.9012905154661315,-73.1868036777817
+-0.24652219220476557,-9.89685584747316,2.5648262027043356,3.4337128035062703,1.6445404897723725,-6.226836130751352,-8.024570570884482,-3.659699225987425,4.947696779998106,-9.378334873768832,165.4042203566233
+3.921663443328629,-4.336642774834482,-8.109769604732602,-2.276890246815373,5.745583483747552,4.452625614964374,9.828847997499619,5.830775937606831,5.4736365360270645,9.173380953835848,-270.70631045726935
+5.691692207353487,-5.610751144043451,4.331095493292539,9.4566360292652,-2.685150653688937,-5.482055455926469,9.272668484847124,7.556143566728624,-9.397311627775371,7.565783544097647,-112.33826080999441
+-0.31431485418880856,5.571922872828383,3.677099808918871,-8.111596118483375,1.0811158968475865,-0.5452998097451278,-2.316316231111857,0.6127936417327007,3.374017746890383,1.8630747671828662,-24.93118463082021
+-7.56335641166052,9.953866498441464,1.2460304503122321,4.41454978215053,-7.8279548072854315,-6.486754312246554,-7.946401935158745,1.6587887584680172,-5.646640296246719,8.715378684568591,53.961458472389346
+5.267960750483233,-3.7398664635933354,3.8997897766724,-0.8233814991548027,4.126259803395764,1.5801891401142432,3.457274236935093,6.439110025781513,0.5195691447691186,-2.1129314265574473,-92.34319659058737
+1.095885685794884,7.086199043839714,-0.07548631902998926,-2.4378259586891327,-3.5093587503885337,7.594613987804957,2.913436202276951,-6.859712510322318,-7.515564802467503,6.58456431539504,5.9479985633304056
+4.6887248779142165,4.599720902283961,-9.945222566117561,-8.728146148342395,-4.4496717531813745,6.991725018356312,3.051650413253535,8.32678239785488,4.066400963579766,-1.3678080685346838,-75.97871406268632
+9.012171671612768,3.880768039499094,5.6110736962763035,-3.998486025865684,-4.950105865223922,-7.385672563248824,-4.239155188782426,2.065947880161425,7.820019099152134,4.449658149841191,-47.904597241126595
+1.8150851834093906,-9.863687752382162,-4.978674593028769,8.456544914180377,2.3748621475804854,-7.053317683535791,8.782503663921435,-4.543993095566985,4.233409975101161,8.080891410881632,-111.21462609625559
+-7.56407711006019,-3.820905845826692,-0.9915692714413193,-3.7701625144644013,-0.8504434922007542,-2.4499039626888885,0.3130343091204746,-1.161343478663146,6.162104987534258,3.407873419525278,-25.772107343982192
+2.065322377091321,-3.2778825907700493,-5.069635009007749,0.29108028025125465,3.5562031336455213,5.6610184348621395,-4.385666295676931,5.939365944929635,-8.142655006200027,-6.1836627689419394,87.95920764183967
+6.138383059235421,1.9916222624275592,1.5439143065636585,6.320604948858739,5.695157364930221,-2.577365318053504,3.653865201508979,9.085775379287497,-8.146962437747131,-2.9842581243949184,-45.02133050329515
+-5.695697096490138,-9.144246566946936,-9.407281388457076,0.3850270339594264,7.579382668650565,1.5204664086330988,-6.235157027853539,1.6121895533770747,-1.753009993237682,-4.565646980412154,99.53840712033285
+2.8534202831029165,-7.192842817058647,-7.990769789523087,0.027992431787049465,-4.660702798003971,-8.133201714314996,3.59678343044479,5.801706349976545,-0.06493313631513953,9.438750873849685,-53.82460291593301
+1.9338503516132266,-7.762167122157065,-6.6206616439104256,-8.115700835212552,-4.6368668652196865,5.058132140371063,-3.066097682186768,9.808994579327932,5.170687982882562,3.941154535536411,-80.90184247885954
+2.7879283409764866,9.994278132724384,-8.596779761957322,9.357889397110817,-5.635492898490182,7.567419648211741,3.4005150027109443,2.1392299243594004,5.804772170536053,4.302167081030421,-184.59775548710255
+6.156455392217821,3.9728380215577697,-9.121723219310917,-9.011293981150871,-2.4664504919275654,7.9419562287777286,8.375507282666053,6.288791949095276,3.4040860876364154,-3.0854592632634126,-90.59513486279575
+8.72224599582037,-7.344278654968024,4.172187783572268,-9.418853152312757,-8.898498581288074,-0.6562626934931415,9.982283260110098,7.895145145272952,5.981896202084904,4.960590163239129,-153.3709817799647
+-1.3328862524896334,2.627140744677152,-3.090364815816846,9.04853112223288,-2.676491519958717,-4.159381493152106,1.1691522279601108,-1.1410698778445827,5.618691763128729,3.9277374372802187,-78.37707349877044
+7.597511131598491,2.248695033702406,7.311056818952933,-4.471369250703825,0.49265820002883487,-9.394410832672037,-9.230175967724016,0.964249224421363,-7.280571734755094,2.330673743495444,141.43183653936643
+-5.4085281218312575,-1.8274426763572493,-3.9580870835681226,5.042621410621075,5.453302637098196,0.7077142461869235,4.665666471353969,-8.689035295180396,-5.755620836349968,7.51049646272495,-13.894077828443827
+-9.193918177751012,-8.762242194355292,-3.99100010949877,-2.7726259000503517,-1.7542052994855784,2.3331163965874135,4.2281362693604985,-2.8905324118265696,-9.025052860508694,8.397097772727047,39.48537369734048
+-9.522417147822356,-1.026608901489603,-7.341892758488678,8.34214430145481,1.5626296919048666,-2.045523677831904,9.132686210709133,0.5264227754942463,4.792280878066368,3.29618138209413,-135.10265587017906
+-1.7511417752231462,-0.5941763003755796,-1.1118618327144536,8.979274379140689,-7.718307905472443,-9.820936897143334,8.230994710639381,-1.981885927449778,-0.125825487791138,-7.488098924226043,105.37689559871569
+-1.0176466400252115,2.3659563658304728,9.99326075661057,5.41947980938946,2.034498333966257,-6.006759787596017,7.416134474220812,-5.259436869825398,-2.483092439940766,3.0239592888406497,-42.80012826395253
+5.42036688101679,4.5052188869503755,8.092847586763005,-3.0991894201379377,5.864185378675259,-9.968310070615596,-0.667967760999093,-5.221628680316803,-7.798077923592677,4.104027357590652,82.73326687966261
+-8.246063513560165,0.8641614135946973,7.736006881311024,9.956785639684131,-3.137024042506844,6.816571469721526,7.647991320320324,6.2530205293342505,-3.021971124694205,-5.262811703730341,-102.17867991748518
+8.703760863021095,-2.0429161972370236,-3.726534050311241,-2.260247907615174,-6.309997776590435,-1.699755422211351,-0.8375481949915087,0.9875402765350882,2.489585626226396,-6.273976346897305,98.71896233193289
+1.5333122715052894,3.2138612853492976,-0.6785059202690613,3.6151129011637306,1.7479044638208263,-1.173513226108167,2.1813787124916906,9.904096359963088,-5.45680875078379,7.063221274834608,-134.2071860964494
+2.925999413601257,-8.579927737582176,5.506985403573738,5.738787284603246,-0.27531973962175993,-3.598715381493778,3.828835489032998,2.868341723425798,8.69217471157965,0.9784255897991567,-137.63148644822866
+-8.09949663071706,-9.905814782706283,6.058243649622521,-4.4011638402700015,-7.997113434453535,-9.904058889729466,2.2657382642823376,5.080417042553447,-2.967437438522982,6.31994266364509,37.249919127888035
+3.034968405753966,9.311009744702998,-8.837612885087207,7.580929203253872,7.581666653040557,-4.126177146697643,-2.4137168575992574,5.351358117014238,0.717585343877285,6.962091349090196,-136.4789687303963
+8.908431544515825,5.188610905371657,-5.624065369056533,0.8143891664509351,-1.3868444839751226,-5.7815900481678035,-8.626846403570855,0.08286928681727534,-6.752879510603645,8.545575637777318,75.03833816756038
+-2.8110940463944445,-7.285275588890885,5.367940243451228,9.87205788856436,0.15004849602042736,1.985766241889475,7.553514132565553,-2.9495344743778262,7.261165882607283,4.323217220741055,-185.7780739235088
+4.589669087269059,-3.1566443385765464,-6.657498551332386,-7.194027005636303,5.033011712111701,8.398297295985106,2.808433650315152,9.491734696924905,3.0394271376520776,-4.620495608134103,-98.84073545654658
+6.678797783464143,7.459256685996691,-0.4589021633093071,-1.7962961713934078,-8.40022857903248,-2.736801591041549,-9.354450590601346,-0.9220190037327725,8.053060036529686,-4.309899284456886,92.74438754445636
+-7.929332165431844,6.893203867889046,1.7702111481127836,-1.7694770219970568,-4.418075046638588,6.70587446781699,-9.318426161918188,-9.281344339547113,-8.18231546004672,5.42018425216159,139.82821550423543
+-0.5756704138889646,5.20441070566047,1.926118060272859,-9.048586400331867,9.820653358418205,5.315875933635774,-8.513984256161713,-8.3833156906998,-8.626082121973756,-3.370765629084085,181.40874626809793
+6.010733532814032,0.949208798910357,-5.137124768902154,6.855248102958756,5.126965624425555,-3.8953310087392357,3.7457045763847296,-4.670922309866121,-6.212435483248098,2.082317441546735,27.43024404210374
+-4.748742492239431,-2.415470470967027,-0.43212646708314706,-9.74153365721924,5.177184178114079,2.7821974751128398,4.945384053032848,-5.506486616340494,-4.294534861357226,-5.108643930450549,110.69700482107625
+-8.037498491225872,0.6346131211271344,-1.816788393591815,8.501911183299063,4.158460345002948,-2.933639767099734,-0.8976853947653551,-8.902695215989153,4.575928157865525,-9.57472994351548,110.46760330715294
+-1.908159582512594,-6.578807695154685,3.497586301943254,-8.02757652211372,-8.303243011109338,1.5048088990220254,1.4615858987702746,-8.520210119852372,9.686891361327723,-1.1719316700340898,55.46020249713536
+-5.602505631885104,5.188940879479283,4.217143200485099,-1.525964044007786,-3.0287945840449737,3.617222879440678,3.0738658587417,3.3867728171772837,7.869365513092175,3.216020990845203,-166.10631455021093
+5.597528646561227,0.5744457559585947,-4.270353662238639,-4.166537000866226,-5.994309072574526,8.252811948509478,4.48466357305235,-2.377535221860758,-0.7861555946756238,6.778522279960439,-66.80419268518614
+4.078188736889543,-9.219826917705355,-1.837188977606008,9.170636335159308,9.077611146813712,0.6002155043004254,-5.1242040627066165,-2.6792782201275767,-4.121665221018944,5.350911501874782,-21.898439260554568
+1.7555433423451317,0.04597274934959206,4.520275163710686,0.40323331513402616,-0.8822108837172804,2.591940232482808,-6.4535135823054794,-0.39273364208258554,-2.3536066178530213,-0.6701007667556746,51.70862217481553
+2.257854025872952,-5.992804047734593,-3.027305390403865,-7.506418688282643,-9.023738334669869,6.44302577881676,9.61881513870595,-6.904836351531389,0.6639454620137064,4.136517554744641,-0.7901099162155367
+-5.999483367846141,-8.56583827978824,0.8607749911484963,-9.432850178831245,-1.264841148344582,6.660078994012553,6.575620205992713,5.901009337072287,2.701750150158344,2.775046586850103,-116.56634092147736
+3.6406227134987823,-0.5499327020337419,9.177289742175834,-5.159193101010109,-8.165927920933218,0.5180434571489534,-6.68583196311944,1.1954550567964173,-4.5972692902611145,3.449537795145947,76.11665135602145
+-9.197351136943993,8.240742656694518,5.431260256766164,8.017740117009065,-0.9988275622609044,-5.04915521591943,7.396448861850051,-7.843214356834885,-2.2411847935792073,-8.777000957852096,101.71105784104915
+2.7460958715120687,7.523147434650889,8.60685979724236,9.067172807116531,8.065136715209281,-7.426936012512185,6.339267509784843,3.897179089636409,0.8726562218825329,5.4398210173110595,-210.00632575971593
+1.4677969181390682,9.470149562995893,-0.2482355900115829,-4.464084780217783,-3.647949574188507,4.08825123360733,-4.953268552650845,-2.9325095933380685,6.400835460738,1.5546259106861693,-20.48937224996038
+-6.9949365418064495,7.910914803166356,2.9149182647042027,-5.203396409897383,-7.391577847099708,8.233165140343182,0.5051655711390657,1.9254409689921537,9.261691164685482,-4.631518287977894,-60.69492399451594
+-8.341716581116499,-2.9813784495804607,-6.864356229395446,-3.9196183232486725,2.2927903103989156,8.722489170441431,-6.19184355718025,-7.939098629142918,0.5561735215865027,9.945257753086027,-7.706670694300387
+7.6914724699424175,-5.7691240296760915,-7.688744502370857,9.964130632264968,-8.309443947118867,5.912528410297446,-7.9465027294805175,2.6519013687733817,-9.085743913933218,7.8543977194306684,34.55289553530629
+-5.223772089027284,0.04194376731898819,-0.2490536019002798,1.916121288622572,-0.8184023802124529,9.795165189347411,-9.595030101784586,2.823524905598671,-7.590927669126661,-9.306909690616159,152.34458880554567
+-9.399701600229323,-8.643168737332374,7.675696691548093,3.770367167982691,9.17080280384299,6.482753471965895,-9.79102962751183,-0.32436879235593574,-9.318663163684601,3.451130365026336,27.686141798239163
+-1.766990733547018,-2.8046786275561364,2.6859561447947233,-5.521894926808384,2.361507912421117,7.631241755662073,-1.7912716577165089,2.6541803041541456,-9.456978037099784,6.136502673364577,-18.076504099545488
+-6.440610392935103,-6.859542658519557,-6.1231318511677895,0.702240440201567,-9.971981202859897,2.294480918191215,-6.107206671174783,3.100884169383611,-7.633079224311694,-1.0855200065357895,172.72155426421097
+2.0718679278059993,9.630957066392465,9.991470054702617,6.03212716353686,-2.2495541151264042,3.5633303513548897,5.059243005190965,8.480587222868321,-3.9432737445154076,3.8817973206346545,-188.37674206020853
+4.098928817218748,9.436292897546457,-0.31463215732114413,-6.048769800273737,-5.835853015051722,-5.791382509926153,-4.087836786047474,-5.149281771776493,7.275982533162693,0.05271844168402762,72.95810873298805
+2.8196622574942998,-9.453786589156651,0.07626401253104431,0.3384425256416157,3.716015854041439,6.759578066063221,4.492095090635622,-8.52807327091994,-6.555443159195528,2.982132511470539,25.21685022692513
+5.431270285495859,3.32615188469501,6.083669260295082,7.640331114485983,6.934234773689809,0.8174969485568839,-5.678460616183263,5.372476565531139,-2.7010593021610263,5.54581607397822,-131.44414632237132
+7.3849090950141765,9.541131656524708,0.9979419914351895,7.343278499711589,8.905883847065457,8.267026418613794,-1.4607908310894135,-9.978819441086364,2.4500712568149474,1.5655750513284517,-96.76696727460876
+-2.8451524372490478,0.5598202466806956,1.8738380205200045,8.397589772600792,9.331669049603526,-6.544039072831014,3.1839562135767774,6.5837768425764605,4.416838746370253,-8.872680495776153,-67.81425937123218
+9.294924446784584,-9.579147537619207,-7.546613531846598,-5.4733460958258355,6.360526115073886,1.988410371664464,6.055329918836678,-3.459054109968316,-4.90840520144598,1.6726752606019613,26.65896961690444
+2.05771912845206,8.451990832862773,-8.078328147383418,9.851139631908804,-5.979957855351666,3.870261930126997,-7.962042561072888,-9.02700293475606,-8.400588765832959,5.31013504288933,126.46791423160161
+-5.594030045492017,-9.800348517267954,-4.20756427716867,6.5283760194165,4.465344530702053,-2.3201483884140583,2.204520858339858,-4.724987103556391,-1.8371599751004175,7.525500207300513,-29.342630036728064
+1.621835454820093,-4.877539009508165,-4.282424008521389,-6.271551020165543,-2.5683923890473026,8.301456483471883,-2.9558601201152834,4.726139884251548,4.5772639578541074,2.7041272300203323,-72.65929803846572
+-9.103360999896639,3.6942022987381673,-9.92452438270398,-7.582390626978568,1.8333356893401964,2.306618129301543,-3.3681681000106933,3.3089885225245763,-0.49224245303485015,-3.4058933680962555,77.12983566763387
+-1.9960906701061654,-6.3429799279099885,3.1398385204157275,-6.218146504608912,7.581127852233789,-0.6536811757192762,-1.9872138083723834,2.695840515333563,-6.181187683000515,-7.592834862984015,123.76048298518137
+5.46617973284188,-0.20542372485165883,-7.8377041639148715,6.623367310197217,-6.347309621705135,0.5985744257445713,-2.327222797145654,0.30346319638959063,-4.805662543625388,4.486573914617051,35.417772301863636
+-9.216801188055046,-9.192469157195251,-3.5624263124228195,-3.9076713737608815,-8.173435430819271,2.515250411440848,-8.236507694821647,-8.887369494064611,9.783661368149211,5.3945894068581435,69.87321816604823
+3.9678779068903736,-5.086277236556349,-2.638599633803309,-3.7024173666980764,-9.489234501279494,-7.011465435399982,6.582579829492241,-3.5076941590847777,-5.103628864554139,-2.2725089127088482,173.0993206326651
+4.656340906275068,0.8962130563440551,-2.4206234906937785,6.58509740536892,2.641963107028349,-5.8080708259307094,-4.238211911581007,-5.099259238795786,6.890388042835522,-4.709869361478091,54.97437412085566
+-5.375813719934353,-2.095267136992889,-6.637181286296581,-4.5037354856467005,5.3875510459403735,-2.713857462178395,-8.405500262040217,-8.560647246950452,-2.8673278391415047,-4.430470682687753,236.79299135734843
+-3.9236691264624235,-2.497900918055058,8.1540125954911,5.927577980174112,-2.82761454805899,-2.4349610861566306,1.788066106303583,-4.3795828025640215,0.45877309466063165,-1.4071038970470418,25.817719433681653
+4.932724528274635,-8.984948398530705,-7.921899539799709,2.086314681278796,-9.937980469903113,4.277538710453639,-5.785492229927058,1.3493193951682492,9.703519437293453,-4.491625106434611,43.09434125623677
+-7.83271386635252,-7.50530120518696,-1.5734303611462308,-6.755607444213769,4.948614860538658,3.8368677988417543,7.772982450365838,9.169641862106195,4.231863271228056,-3.6766978707089737,-119.47657342816761
+-9.514896038992042,-5.06132326979926,-0.5443284062899645,-2.200888357240871,-3.4200064481198234,-2.1383261485484395,4.2511733287468845,2.13318239351024,8.675834096190096,8.145925020211626,-142.773355571554
+1.5591363180444562,-2.7434182026793397,1.2996453711767342,-6.6268822235609415,-8.140943859540137,-1.0419969345299807,-5.9503117110812,-0.6853734394690458,-2.3246312561145754,8.984505082399695,55.36532021747231
+-3.1741457760025615,2.258245328097015,3.8854757623638925,-3.293136405019963,-7.3449529583228195,9.009360430250187,-5.431380476957653,-5.363797841880054,2.821557179911456,-1.5963262029056113,58.76330082545681
+7.632797290316427,1.000388408458528,-5.655260937903335,-7.779018148346415,-5.273855699754031,-3.634623689727392,9.45519071090182,3.8735943165228215,5.920978729167321,-0.13475444915290735,-58.76327322906913
+-7.576617699015733,1.9429782984532529,-6.686084563158035,6.890657334426211,6.770583548528977,7.695448862354697,-4.587248239341369,2.7645999087956508,-0.5388815938853453,7.92767559638774,-144.63967447267837
+-5.301157911966929,-9.748762279021722,-6.806286148000855,-9.575836883044246,-5.401682581242362,-9.323650737448403,-1.9283799590485962,-9.682415580563388,9.919616476026432,3.999499070951429,131.96700594317304
+-5.83673371817296,-0.6981113347746448,0.3486943538317555,-1.2578357105913374,7.743873877166756,0.5619658346215894,-6.203372105825751,9.430639977373186,3.4117887202026154,5.102872272999878,-141.5677676691407
+1.8067141142189902,-3.706821379110561,9.634854251045596,-7.756766386643347,9.431148401590574,-7.0920062392235454,0.5970182830367277,-4.372567343603329,0.0882205674375558,7.086037628260218,-35.074777577575404
+-7.043471315193344,-5.820450082824249,-3.874875387570935,-6.733434942132082,-1.035675207734963,7.43581911419287,1.3901309067632872,-9.677411117909514,-4.902488438132626,1.7745011972326163,114.5838915557073
+-4.664089503814212,7.886932208310653,9.06706553826098,-0.45977649869338055,-6.657992280558616,0.44954241938286454,3.80480500790068,-8.704723310749927,-6.943426748847308,-7.828590437321219,180.8635294726656
+9.01375569727919,8.917255606176312,7.527363686093835,-6.489629966296302,-0.24714100858774124,7.641356248731834,3.9801188300539425,3.0186278838943514,0.41375868036211516,2.9764305388319867,-150.32945623661894
+-8.53090590125969,-2.243188218329044,-3.1099408159991815,7.434806980526956,5.553572422547333,3.3097714500743236,-3.112475907138963,2.516860515697561,1.928471593010097,7.747591366556897,-145.35950336554413
+-1.4657619590505355,1.4106622181431017,-3.318779437974042,-5.06046500543937,4.7182317386086154,9.914415334631547,-4.3829843159954045,-0.7026971119178027,-9.971467349107385,5.495896898510837,21.013398632257978
+-6.67412601191983,6.070549612055172,7.904085304849038,1.4273945496038154,-6.112290125284217,-9.41624643894304,-9.915524459337444,-9.924797370103471,-4.81848035062484,5.700691211347799,190.98931949964117
+9.006355908934694,-9.687808293441048,-5.861292512257206,-4.357358795752453,2.8707311006315184,4.16718910846924,-0.6198926733881049,-3.8686140581855666,0.4275392742363482,1.0251971531211668,30.078579858669737
+1.7747861141863308,-5.913135304739024,6.585206705748863,7.379129907154514,-0.8334057704369124,5.961462399724395,8.068835241832648,-3.264998654059663,-6.018062609131873,-9.498480514420075,50.96935105785278
+4.226284530263631,-7.83646393819831,7.140057455470592,2.4918322165438833,2.9021514694941786,3.387248915016632,4.284692335784214,9.247533969239662,9.781096807626579,-4.117253936645255,-202.2663714495418
+7.122595571783343,5.526156694468421,8.424706538187996,-0.3047000200785499,7.469178310074134,7.995612192124833,-8.714959276354964,-2.335325680818483,-6.118837290146104,-3.0024152664912895,40.77704870916461
+0.37143921563017157,7.652953123966315,-8.057959745776666,2.892686388308563,1.3698012085432065,-7.5232453413637534,-1.4363203476438469,-0.12502129345474788,-7.637146152765442,-6.722061285787875,185.96448883098876
+6.00167949312421,2.5471867748524812,-5.584480793697741,-7.468441747768333,-7.271390677635525,7.192713910983777,5.052318473661406,-8.705699948210007,2.554028845828362,4.064711112905826,2.5679396296115296
+3.7306826960228445,0.4188389892892119,-5.033308189625054,5.377813244514886,-8.291357406791297,6.920928263808923,-2.758136771060715,5.704042165181842,-5.156270091192992,-9.761937571625763,110.20429944492304
+-2.6561082564135763,-9.247707574214106,9.145799744425915,-1.3649031415506996,3.2324965461961996,-3.7263654499164045,-9.56413904169171,-6.88952563575784,9.38019545226641,6.377931379412944,-15.59578639541875
+-6.972735286708764,-5.520110487317627,8.384629836031849,-7.256103636331983,-1.5397049469939716,-8.209974824361588,-0.01319991410725141,-8.88665636567907,-8.850088847015327,-7.449130032438324,306.7681128930842
+6.77550742457198,-6.669956209369488,-2.7531136920227084,-5.26701251382224,-4.111495085206311,-6.347925853104268,-2.756211140192011,4.339079568149757,-9.551788563070073,-1.4890939851829343,183.16641168049173
+3.108503806393077,8.623609889421978,8.181252601509847,6.585438429004045,-5.195555017681777,1.7224795315184505,6.333702782297079,-5.231583159401437,-0.18111569251612059,3.750883030285308,-91.07960320851441
+6.025953367298396,-8.78513585981115,-2.8652771167950264,-1.483536791911786,3.8327242703244857,-9.237764033009238,-0.6587134359784796,1.799441390821861,-0.25974508212679437,3.9414601140442107,18.185809772056217
+-6.491782482079933,-8.869302776352121,-1.6446303772336868,-8.528981451023734,-6.5892974290671695,-6.5728175739912835,-0.445533019497133,4.505062446684651,4.467204059031589,4.383921069052425,22.599878236374714
+-4.755984249758605,7.74902272996874,1.2323574342271226,-3.1755241311565396,6.928040467428449,-6.571106896284224,7.452894791452196,5.163042270992772,-6.246348369024151,-7.203972102574118,40.77667731385946
+3.8261879636608986,-9.292369335659643,-0.15937354634833367,4.052964966796393,-8.109392686111295,9.589318432162543,0.6901262348665638,-4.430716513312955,1.6460367514879137,1.0877785001451468,-9.556316475571048
+-7.78917268482493,-2.2848739332838863,5.6411214309060576,-8.188069749707799,1.001619696804914,4.792967506129222,9.62257935258049,-9.104059779653152,7.088704587580679,-7.617895896482921,15.566251890095202
+8.075368530550831,-3.640585644095613,-1.9117195756743022,0.44045884181177497,9.972108047789002,0.3539221370639578,-3.9872244224431674,-8.6170942709681,-7.676297349170347,-4.034128057063613,161.01109094674482
+1.3962891089365703,0.3042075310576431,-5.743318725584867,1.1744249876792545,-6.824378457514085,4.315724972054527,-9.053955156921287,-2.386563433081992,-8.724531895597183,-9.475215755073387,278.36398753231435
+2.929307469478666,-2.014716242213268,5.982207663012744,4.361148307379312,-1.6489111530110634,-3.8328506585815902,3.5062693946624157,4.800375558685321,-5.329581882083256,2.7479928503913853,-41.36519296756168
+-1.4358063676750077,-7.856155268951439,-4.716160006953942,7.865905943523179,1.2202248770650748,-2.027421574676924,5.028681280483038,0.9936488992515291,8.199707893589608,-3.946122343578331,-68.36070540807519
+-9.679074481134482,-1.2158044697838588,2.879507476999421,3.6983624290367634,0.9006133826940332,2.0330362244601274,2.4574756198187386,0.34656699964659143,3.887515088925859,2.2302932901100014,-102.2640209978203
+0.9521147470686842,-1.8199509847914253,-5.379750665503121,3.676359234921569,4.340448598632978,3.1610995926280183,3.7659719778332956,7.756991927604893,2.2269269107416867,5.96955710374246,-201.32001565695558
+3.421312849778688,-0.9069473007527518,5.0650442251293075,-1.326470588321944,-4.398188378396785,7.728544034497505,-3.6731851942299865,1.683326876828517,8.701580949450614,0.03645486091200745,-99.32154173441589
+5.288983830938141,4.769500797789002,5.921538661248576,-4.10197239808328,-6.303782610112519,-4.32372912951309,-1.404223212777791,-8.40938337716471,7.706082202049275,-6.042092285078722,113.04435735794038
+-9.526543120140097,6.006999606310615,1.4268358932039682,-1.0072497105942158,-1.9925277655631413,5.805930509721344,9.495019936947678,-1.8776025695586651,6.3423257071555605,-6.69943179411802,-65.19442337294971
+8.767006995786428,-3.955475101445254,2.717613616660328,2.7012312694842167,5.117755526959094,-8.905694011521703,1.3839299383337567,-3.3629099581074318,3.619904494341313,-3.672640937963978,33.06759837392048
+5.493782884140604,-0.8612287186163381,-1.6893089578764808,-7.692661211000152,4.672591246114505,-9.435911388134189,4.627762850399049,-3.4259891789099473,8.406932892206804,2.7054715699763343,-39.49600141922868
+3.763468710543967,5.998013085396005,1.3339340329997085,-1.3459106300234747,-5.738137173739776,2.295357957500148,2.4367704807378976,-3.4406024345154185,3.5960888748992037,-5.170174554966409,32.98835455793932
+-4.2781114840972645,-0.5443765907601694,7.735603446400883,8.52280336648488,3.9936334048346533,-2.028788973951252,3.9962453790129104,-8.19294730158603,9.292132262787764,1.4933531267300992,-119.06273426230626
+1.976330616382005,-0.4275289080947897,4.135086830995219,5.182552531782745,-2.9107498117336994,8.776990208311197,5.370670932208337,9.80248275657058,-2.428767982408373,1.3971773487385386,-176.82990642661045
+9.981308833347917,0.4240566153209957,0.629152481450741,9.064021418042552,3.291906513225158,8.812805582093443,3.7422060269005475,0.28377109290382396,1.4363699216020298,-9.668772310820051,-58.819236058323156
+5.606918484621907,8.331820056523323,-3.3387229986121714,9.375183146806483,5.8344180496830305,-8.241340955856861,3.661666092031113,-5.956648220678571,-9.813046998524555,-3.032665183954837,114.94596260680434
+-5.761804105459143,-7.597326498724753,9.109035298068802,-9.842882361829105,4.0241050140938395,-4.0388436761116475,5.911536700812638,-1.9847556834346913,-8.205988066802652,8.217892170372007,6.677745308618732
+4.907998899145043,4.1674077698163625,4.432896647858325,-3.4255228923944525,-3.19053687012131,4.390134510101273,-9.69336778393891,-3.045793564439996,-4.7590462859387355,-6.7213062912489026,181.88722705021618
+4.377837584109711,-4.9321582932274755,-1.0232812597281304,1.2714149359539961,-1.4064347046995818,6.327505251795504,0.2691057473937253,-8.098445452004206,4.419077755842169,-5.121375901832335,51.358802342070916
+-0.25133812777259124,-1.1638533551657293,7.119728799842083,-0.6063908962757547,4.522485114931937,-8.603556123414805,-1.0588021218244625,-6.871896293969613,5.636149276891295,-6.313934017548659,91.04921435975393
+6.9728175523944085,-8.01065918302142,-0.013681031158676582,6.871024123414404,-4.473936043891795,7.078560161354082,4.717745325868378,5.7254055355834765,1.0494951624573345,-2.7585362653641954,-95.09285383400908
+0.5886304167611978,5.868999124700824,-5.422004579513966,-9.906594131853879,-8.497153695394717,7.9367396375550125,8.51314286917174,-2.8387873379262163,7.926124035764088,5.436246305990697,-120.49830793243342
+-9.299839684817897,-7.685128195846498,-0.5896728497826098,3.0055524700420144,-0.21656983399774177,8.245986413601633,9.263861473653467,6.127067613307114,4.066543089286066,6.854633124855997,-249.46787048411173
+-0.06246976391194092,7.9105542887721665,1.3273063286319586,-8.401098538329602,4.539173118382472,0.7595689119878002,-7.003808554929232,-3.2681206696460063,-1.1314763813467343,-2.234762995102062,97.73872300732279
+-1.423121769996114,-8.018302915107725,5.070653320738181,7.85659069922194,-9.47101199046003,-5.17343388550808,-1.1661350811943794,0.78033348870026,2.3082884362835787,2.5408646653139155,8.198461405683881
+-2.833130202794545,-2.395304144007462,8.893023217279248,-2.5424513597422194,-6.997097517099129,5.881109133266955,7.588235525356442,5.215683295685338,-4.941004664121557,-0.7713093720440112,-48.633693527282425
+-3.1466794917451346,1.0037590813430186,-6.434331055778715,7.848133294855019,-3.9981841040781085,5.801702945203811,-0.49142354157068135,6.020828012405445,3.4452104736952927,3.1445187381621453,-130.59593485416434
+-7.20174675658529,9.269619859276709,-8.224765739505726,1.0745115898784974,-2.725822305569179,6.892803433222852,-9.159770662766562,4.947502389054037,-4.8310676889075825,-6.823917735765972,121.21083250378756
+-9.052311121839175,-5.181702410052402,-2.6524192989220063,-4.496739997434198,4.2110370711263805,6.019636994207287,-7.461243569816382,-2.0005502165661437,7.240790319330763,8.372740442346021,-87.83419850566492
+-1.5111267898557879,-2.629635457477455,-1.320927814731585,-4.872898083446689,4.260623531204317,-1.0989547518176424,4.9464422814052655,4.693866088214154,0.7807122203684447,7.222649044767325,-132.18724731718626
+1.1261383364666933,-1.5406582218554443,-3.7621425447841284,-0.9156882840514968,8.439184896507134,-1.312836857854065,3.347607628088507,-3.7870059569097703,4.152656551432072,-4.992198895273871,6.040609812452267
+5.67450667281332,-4.366669692823435,-5.8194026723318775,-0.08004884104071852,7.341196527893594,-2.8630602088034807,8.357178097549784,-9.728870891658488,-2.935315267865224,6.886407108882904,-18.374316211505164
diff --git a/elasticnet/Notebook.ipynb b/elasticnet/Notebook.ipynb
new file mode 100644
index 0000000..8e0ae3d
--- /dev/null
+++ b/elasticnet/Notebook.ipynb
@@ -0,0 +1,1197 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt # type: ignore\n",
+    "class RegularizedRegression:\n",
+    "    def __init__(self, regularization='none', lambda_l1=0.01, lambda_l2=0.01, alpha=0.001, num_iterations=1000):\n",
+    "        self.regularization = regularization\n",
+    "        self.lambda_l1 = lambda_l1\n",
+    "        self.lambda_l2 = lambda_l2\n",
+    "        self.alpha = alpha\n",
+    "        self.num_iterations = num_iterations\n",
+    "        self.parameters = None\n",
+    "\n",
+    "    def linear_loss(self, parameters, features, labels):\n",
+    "        N = len(labels)\n",
+    "        predictions = np.dot(features, parameters)\n",
+    "        loss = np.sum((predictions - labels) ** 2) / (2 * N)\n",
+    "        return loss\n",
+    "\n",
+    "    def linear_gradient(self, parameters, features, labels):\n",
+    "        N = len(labels)\n",
+    "        predictions = np.dot(features, parameters)\n",
+    "        grad = (1 / N) * np.dot(features.T, (predictions - labels))\n",
+    "        return grad\n",
+    "\n",
+    "    def fit(self, X, y):\n",
+    "    \n",
+    "        initial_parameters = np.zeros(X.shape[1])\n",
+    "        \n",
+    "       \n",
+    "        if self.regularization == 'l1':\n",
+    "            loss_function = self.lasso_loss\n",
+    "            gradient_function = self.lasso_gradient\n",
+    "        elif self.regularization == 'l2':\n",
+    "            loss_function = self.ridge_loss\n",
+    "            gradient_function = self.ridge_gradient\n",
+    "        elif self.regularization == 'elastic_net':\n",
+    "            loss_function = self.elastic_net_loss\n",
+    "            gradient_function = self.elastic_net_gradient\n",
+    "        else:\n",
+    "            loss_function = self.linear_loss\n",
+    "            gradient_function = self.linear_gradient\n",
+    "        \n",
+    "        self.parameters = initial_parameters.copy()\n",
+    "        iteration_list, loss_list = [], []\n",
+    "        \n",
+    "        for i in range(self.num_iterations):\n",
+    "            grad = gradient_function(self.parameters, X, y)\n",
+    "            self.parameters -= self.alpha * grad\n",
+    "            loss = loss_function(self.parameters, X, y)\n",
+    "            iteration_list.append(i)\n",
+    "            loss_list.append(loss)\n",
+    "            \n",
+    "        plt.plot(iteration_list, loss_list, 'ob', linestyle='solid', color='green')\n",
+    "        plt.xlabel(\"Iterations\")\n",
+    "        plt.ylabel(\"Loss\")\n",
+    "        plt.title(f\"Loss Function ({self.regularization.capitalize()})\")\n",
+    "        plt.show()\n",
+    "\n",
+    "    def predict(self, X):\n",
+    "        return np.dot(X, self.parameters)    \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "class ElasticNetModel(RegularizedRegression):\n",
+    "    def __init__(self, lambda_l1=0.01, lambda_l2=0.01, alpha=0.001, num_iterations=1000):\n",
+    "        super().__init__(regularization='elastic_net', lambda_l1=lambda_l1, lambda_l2=lambda_l2, alpha=alpha, num_iterations=num_iterations)\n",
+    "        self.parameters = None \n",
+    "\n",
+    "    def elastic_net_loss(self, parameters, features, labels):\n",
+    "        mse_loss = self.linear_loss(parameters, features, labels)\n",
+    "        l1_loss = self.lambda_l1 * np.sum(np.abs(parameters))\n",
+    "        l2_loss = self.lambda_l2 * np.linalg.norm(parameters) ** 2\n",
+    "        return mse_loss + l1_loss + l2_loss\n",
+    "\n",
+    "    def elastic_net_gradient(self, parameters, features, labels):\n",
+    "        grad = self.linear_gradient(parameters, features, labels)\n",
+    "        l1_grad = self.lambda_l1 * np.sign(parameters)\n",
+    "        l2_grad = 2 * self.lambda_l2 * parameters\n",
+    "        return grad + l1_grad + l2_grad\n",
+    "\n",
+    "    \n",
+    "\n",
+    "    def predict(self, X):\n",
+    "        return np.dot(X, self.parameters)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "class LassoModel(RegularizedRegression):\n",
+    "    def __init__(self, lambda_l1=0.01, alpha=0.001, num_iterations=1000):\n",
+    "        super().__init__(regularization='l1', lambda_l1=lambda_l1, alpha=alpha, num_iterations=num_iterations)\n",
+    "\n",
+    "    def lasso_loss(self, parameters, features, labels):\n",
+    "        return self.linear_loss(parameters, features, labels) + self.lambda_l1 * np.sum(np.abs(parameters))\n",
+    "\n",
+    "    def lasso_gradient(self, parameters, features, labels):\n",
+    "        grad = self.linear_gradient(parameters, features, labels)\n",
+    "        grad += self.lambda_l1 * np.sign(parameters)\n",
+    "        return grad\n",
+    "    def predict(self, X):\n",
+    "        return np.dot(X, self.parameters)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "\n",
+    "class KNNModel:\n",
+    "    def __init__(self, k=3):\n",
+    "        self.k = k\n",
+    "    \n",
+    "    def fit(self, X, y):\n",
+    "        self.X_train = X\n",
+    "        self.y_train = y\n",
+    "        self.loss_list = [] \n",
+    "        self.iteration_list = [] \n",
+    "\n",
+    "    def predict(self, X):\n",
+    "        predictions = []\n",
+    "        for x in X:\n",
+    "            distances = np.sqrt(np.sum((self.X_train - x) ** 2, axis=1)) \n",
+    "            k_indices = distances.argsort()[:self.k] \n",
+    "            k_nearest_labels = self.y_train[k_indices]\n",
+    "            prediction = np.mean(k_nearest_labels)\n",
+    "            predictions.append(prediction)\n",
+    "\n",
+    "            loss = np.mean((prediction - self.y_train[k_indices]) ** 2)  \n",
+    "            self.loss_list.append(loss)\n",
+    "            self.iteration_list.append(len(self.loss_list)) \n",
+    "\n",
+    "        self.plot_loss() \n",
+    "\n",
+    "        return np.array(predictions)\n",
+    "\n",
+    "    def plot_loss(self):\n",
+    "        plt.plot(self.iteration_list, self.loss_list, 'ob', linestyle='solid', color='green')\n",
+    "        plt.xlabel(\"Iterations\")\n",
+    "        plt.ylabel(\"Loss\")\n",
+    "        plt.title(f\"Loss Function (KNN)\")\n",
+    "        plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "class RidgeModel(RegularizedRegression):\n",
+    "    def __init__(self, lambda_l2=0.01, alpha=0.001, num_iterations=1000):\n",
+    "        super().__init__(regularization='l2', lambda_l2=lambda_l2, alpha=alpha, num_iterations=num_iterations)\n",
+    "\n",
+    "    def ridge_loss(self, parameters, features, labels):\n",
+    "        return self.linear_loss(parameters, features, labels) + self.lambda_l2 * np.linalg.norm(parameters) ** 2\n",
+    "\n",
+    "    def ridge_gradient(self, parameters, features, labels):\n",
+    "        grad = self.linear_gradient(parameters, features, labels)\n",
+    "        grad += 2 * self.lambda_l2 * parameters\n",
+    "        return grad\n",
+    "    def predict(self, X):\n",
+    "        return np.dot(X, self.parameters)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt # type: ignore\n",
+    "import pandas as pd # type: ignore\n",
+    "import numpy as np # type: ignore\n",
+    "\n",
+    "def ScatterPlot(y_true, y_pred, model_name, r2):\n",
+    "    plt.scatter(y_true, y_pred, color='blue', edgecolor='k', alpha=0.6, s=50)\n",
+    "    plt.plot([min(y_true), max(y_true)], [min(y_true), max(y_true)], color='red', lw=2, ls='dotted')\n",
+    "    plt.xlabel('True Values')\n",
+    "    plt.ylabel('Predicted Values')\n",
+    "    plt.title(f'True vs Predicted Values ({model_name})\\nR² = {r2:.4f}')\n",
+    "    plt.grid(True)\n",
+    "    plt.show()\n",
+    "\n",
+    "def run_models():\n",
+    "    results = []\n",
+    "    \n",
+    "    for i in range(3):\n",
+    "        if i == 1:\n",
+    "            print(\"\\n \")\n",
+    "            print(\"----------------------------WHITE WINE----------------------------\")\n",
+    "            print(\"\\n \")\n",
+    "            data = pd.read_csv('winequality-white.csv', sep=';')\n",
+    "            X = data.drop(columns='quality').values  \n",
+    "            y = data['quality'].values\n",
+    "            dataset_name = \"White Wine\"\n",
+    "        elif i == 0:\n",
+    "            print(\"\\n \")\n",
+    "            print(\"----------------------------DIABETES----------------------------\")\n",
+    "            print(\"\\n \")\n",
+    "            data = pd.read_csv('https://raw.githubusercontent.com/jbrownlee/Datasets/master/pima-indians-diabetes.data.csv', header=None)\n",
+    "            X = data.iloc[:, :-1].values\n",
+    "            y = data.iloc[:, -1].values\n",
+    "            dataset_name = \"Diabetes\"\n",
+    "        elif i == 2:\n",
+    "            print(\"\\n \")\n",
+    "            print(\"----------------------------GENERATED DATA----------------------------\")\n",
+    "            print(\"\\n \")\n",
+    "            data = pd.read_csv('Data.csv')\n",
+    "            X = data.drop(columns='y').values  \n",
+    "            y = data['y'].values\n",
+    "            dataset_name = \"Generated Data\"\n",
+    "\n",
+    "        data = data.dropna()\n",
+    "\n",
+    "        X_mean = np.mean(X, axis=0)\n",
+    "        X_std = np.std(X, axis=0)\n",
+    "        X_scaled = (X - X_mean) / X_std\n",
+    "        X_b = np.c_[np.ones((X_scaled.shape[0], 1)), X_scaled]  # Add bias term\n",
+    "\n",
+    "        models = [\n",
+    "            (\"Linear Regression\", RegularizedRegression(), {}),\n",
+    "            (\"Ridge Regression\", RidgeModel(lambda_l2=0.01, alpha=0.001, num_iterations=1000), {}),\n",
+    "            (\"Lasso Regression\", LassoModel(lambda_l1=0.01, alpha=0.001, num_iterations=1000), {}),\n",
+    "            (\"Elastic Net Regression\", ElasticNetModel(lambda_l1=0.01, lambda_l2=0.01, alpha=0.001, num_iterations=1000), {}),\n",
+    "            (\"KNN Regression\", KNNModel(k=5), {})\n",
+    "        ]\n",
+    "\n",
+    "        for model_name, model, _ in models:\n",
+    "            model.fit(X_b, y)\n",
+    "            y_pred = model.predict(X_b)\n",
+    "            mse = (np.square(y - y_pred)).mean(axis=None)\n",
+    "            r2 = 1 - np.sum((y - y_pred) ** 2) / np.sum((y - np.mean(y)) ** 2)\n",
+    "            \n",
+    "            # Print and store the results for each model\n",
+    "            print(f\"{model_name} MSE: {mse:.4f}, R²: {r2:.4f}\")\n",
+    "            ScatterPlot(y, y_pred, model_name, r2)\n",
+    "            \n",
+    "            # Append results to the list\n",
+    "            results.append({\n",
+    "                'Dataset': dataset_name,\n",
+    "                'Model': model_name,\n",
+    "                'MSE': mse,\n",
+    "                'R²': r2\n",
+    "            })\n",
+    "\n",
+    "    # Convert the results into a DataFrame and print as a table\n",
+    "    results_df = pd.DataFrame(results)\n",
+    "    print(\"\\n\\nResults Table:\")\n",
+    "    print(results_df)\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import os\n",
+    "import csv\n",
+    "import numpy as np\n",
+    "\n",
+    "def calculate_r2(y_true, y_pred):\n",
+    "    ss_total = np.sum((y_true - np.mean(y_true)) ** 2)\n",
+    "    ss_residual = np.sum((y_true - y_pred) ** 2)\n",
+    "    r2 = 1 - (ss_residual / ss_total)\n",
+    "    return r2\n",
+    "\n",
+    "def test_predict():\n",
+    "    print(\"\\n \")\n",
+    "    print(\"----------------------------Test Data----------------------------\")\n",
+    "    print(\"\\n \")\n",
+    "\n",
+    "    models = {\n",
+    "        \"Lasso\": LassoModel(),\n",
+    "        \"Ridge\": RidgeModel(),\n",
+    "        \"KNN\": KNNModel(),\n",
+    "        \"ElasticNet\": ElasticNetModel()\n",
+    "    }\n",
+    "\n",
+    "    data = []\n",
+    "\n",
+    "    current_dir = os.getcwd()\n",
+    "\n",
+    "    file_path = os.path.join(current_dir, \"tests\", \"test.csv\")\n",
+    "    try:\n",
+    "        with open(file_path, \"r\") as file:\n",
+    "            reader = csv.DictReader(file)\n",
+    "            for row in reader:\n",
+    "                data.append(row)\n",
+    "    except FileNotFoundError:\n",
+    "        print(f\"File not found: {file_path}\")\n",
+    "        return\n",
+    "    \n",
+    "    X = np.array([[float(v) for k, v in datum.items() if k.startswith('x')] for datum in data])\n",
+    "    y = np.array([float(datum['y']) for datum in data])\n",
+    "    \n",
+    "    for name, model in models.items():\n",
+    "        print(\"\\n \")\n",
+    "        print(f\"Testing {name}\")\n",
+    "        print(\"\\n \")\n",
+    "        model.fit(X, y)\n",
+    "        preds = model.predict(X)\n",
+    "        print(f\"Predictions for {name}: {preds}\")\n",
+    "        \n",
+    "        # Calculating Mean Squared Error (MSE)\n",
+    "        mse = np.mean((preds - y) ** 2)\n",
+    "        print(f\"Mean Squared Error for {name}: {mse}\")\n",
+    "        \n",
+    "        # Calculate R² score\n",
+    "        r2 = calculate_r2(y, preds)\n",
+    "        print(f\"R² for {name}: {r2:.4f}\")\n",
+    "        \n",
+    "    \n",
+    "        plt.figure(figsize=(8, 6))\n",
+    "        plt.scatter(y, preds, color='blue', label=f'{name} Predictions', alpha=0.7)\n",
+    "        plt.plot([min(y), max(y)], [min(y), max(y)], color='red', lw=2, label='Ideal Fit (y=x)')\n",
+    "        plt.xlabel('Actual Values')\n",
+    "        plt.ylabel('Predicted Values')\n",
+    "        plt.title(f'{name} Model: Actual vs Predicted')\n",
+    "        plt.legend()\n",
+    "        plt.grid(True)\n",
+    "        plt.show()\n",
+    "        \n",
+    "        assert mse < 22.0, f\"High MSE for {name}: MSE = {mse}\"\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      " \n",
+      "----------------------------DIABETES----------------------------\n",
+      "\n",
+      " \n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/var/folders/3t/077h8_4j36q3h05nq867xnm40000gn/T/ipykernel_9746/4133148496.py:51: UserWarning: color is redundantly defined by the 'color' keyword argument and the fmt string \"ob\" (-> color='b'). The keyword argument will take precedence.\n",
+      "  plt.plot(iteration_list, loss_list, 'ob', linestyle='solid', color='green')\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Linear Regression MSE: 0.1815, R²: 0.2012\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Ridge Regression MSE: 0.1821, R²: 0.1983\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Lasso Regression MSE: 0.1846, R²: 0.1872\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Elastic Net Regression MSE: 0.1853, R²: 0.1842\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkMAAAHWCAYAAAB0eo32AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAACguUlEQVR4nOzdd1xV9f/A8ddlX6agOMCFuDVHmjO3UjbNTMvMbcPGL81Ms1yZ5cj8NhzlqsyyYWZlKqXizp2l5t6CIkNALnDhnt8fnwNyBRUUzhV4Px8PHpdzPp9775vDvdw3n2nSNE1DCCGEEKKEcnJ0AEIIIYQQjiTJkBBCCCFKNEmGhBBCCFGiSTIkhBBCiBJNkiEhhBBClGiSDAkhhBCiRJNkSAghhBAlmiRDQgghhCjRJBkSQgghRIkmyVAxZTKZ8vS1fv16R4daqKpWrWr383p7e9O8eXO+/PJLQ55/0aJFmEwmTp48mXWuffv2tG/fPt+PNXnyZJYvX15gsWU6efIkJpOJRYsWXbfOsGHDMJlM/Pfff9etM2bMGEwmE7t3787zc1etWpX+/fvnI1rjTZw4kbp162Kz2bLO3eg9lf3nGT9+PCaTqdBimzVrVq6/t7z8TvMj82d7//33c5RlvsZ37tyZ78c9cOAA48ePt3t/3Ejmc2V+ubi4UKFCBZ588kmOHDmS7+cvqgr7dQVw+PBh3Nzc8vV+LspcHB2AKBxbt261O37nnXdYt24da9eutTtft25dI8NyiNatWzN9+nQAzp49y/Tp0+nXrx9XrlzhhRdeMDyeWbNm3dL9Jk+eTI8ePejWrVvBBpQHgwYNYubMmSxYsICpU6fmKLfZbHz55Zc0atSIu+++2/D4Csv58+eZOnUqixYtwsnJ/n/HHj168Nprr+W4T2BgoFHhMWvWLMqUKZMjoaxQoQJbt24lNDS0QJ/v/fff59lnnyUgIKBAHu/AgQNMmDCB9u3bU7Vq1Tzfb+HChdSuXZuUlBQ2b97Mu+++y7p16/jvv//w9/cvkNjuZIMHD+b+++8v1OeoWbMmTz/9NMOGDSMiIqJQn+tOIMlQMdWiRQu748DAQJycnHKcv1ZycjKenp6FGZrhSpUqZfdzd+7cmSpVqjBjxozrJkMZGRmkp6fj7u5e4PEUxQS0fv36NGvWjK+++orJkyfj4mL/p2PNmjWcPXuWN954w0ERFo7//e9/lCpViu7du+coK1eu3E3fT47i7u5e4LF17tyZ9evX8+677/LBBx8U6GPnV/369WnatCmgWlozMjIYN24cy5cvZ8CAAYbGYrFYMJvNhj5nxYoVqVixYqE/z0svvUTTpk3ZsmULrVq1KvTncyTpJivB2rdvT/369dmwYQOtWrXC09OTgQMHAqpZfPz48Tnuk1u3RlRUFM899xwVK1bEzc2NkJAQJkyYQHp6+g2fv1u3blSpUsWu+yFT8+bN7VoYvv/+e5o3b46fnx+enp5Uq1YtK9b8KlWqFLVq1eLUqVPA1S6FqVOnMmnSJEJCQnB3d2fdunUA7Ny5k0ceeYSAgAA8PDxo3Lgx3333XY7H3bZtG61bt8bDw4OgoCBGjx6N1WrNUS+3brLU1FQmTpxInTp18PDwoHTp0nTo0IEtW7YA6vdx5coVvvjii6wuguyPkdffwfnz5+nZsyc+Pj74+fnRq1cvoqKi8nTdBg0aRFRUFL///nuOsoULF+Lu7s7TTz9NSkoKr732Go0aNcLPz4+AgABatmzJzz//fNPnyK1bEWD9+vW5duv+8ccfdOrUCV9fXzw9PWndujV//vmnXZ3o6GieffZZKlWqhLu7O4GBgbRu3Zo//vjjhrGkpaUxf/58evfunaNV6HYsXbqUsLAwKlSogNlspk6dOowaNYorV67Y1Tt+/DhPPvkkQUFBuLu7U65cOTp16sTevXsB9V7cv38/ERERWa+JzNaV63WT/ffffzz11FOUK1cOd3d3KleuTN++fUlNTb1p3LVq1WLQoEF8+umnWe+dG7nZ+2bRokU88cQTAHTo0CHrZ7iVrr3MxOjChQv5iiHTpk2baNmyJR4eHgQHB/P2228zb968HK/FqlWr8tBDD7Fs2TIaN26Mh4cHEyZMAPL+Hpw9ezYNGzbE29sbHx8fateuzZtvvplVnpyczIgRIwgJCcHDw4OAgACaNm3KN998k1Unt24ym83G1KlTqV27Nu7u7pQtW5a+ffty9uxZu3qZf/d37NhBmzZtsv6evv/++zn+Fjdp0oQ6deowZ86cm/0KijxpGSrhIiMj6dOnDyNHjmTy5Mn5/qMfFRVFs2bNcHJyYuzYsYSGhrJ161YmTZrEyZMnWbhw4XXvO3DgQB599FHWrl1L586ds87/999/bN++nY8++ghQXX69evWiV69ejB8/Hg8PD06dOpWjyy+vrFYrp06dytGd8dFHH1GzZk2mT5+Or68vNWrUYN26ddx///00b96cOXPm4Ofnx7fffkuvXr1ITk7OSgwPHDhAp06dqFq1KosWLcLT05NZs2axZMmSm8aTnp5O165d2bhxI6+++iodO3YkPT2dbdu2cfr0aVq1asXWrVvp2LEjHTp04O233wbA19cXyPvvwGKx0LlzZ86fP897771HzZo1+e233+jVq1eerttTTz3FsGHDWLBgAQ8//HDW+bi4OH7++Wcee+wx/P39uXz5MrGxsYwYMYLg4GDS0tL4448/6N69OwsXLqRv3755er6bWbx4MX379uXRRx/liy++wNXVlblz53LfffexevVqOnXqBMAzzzzD7t27effdd6lZsybx8fHs3r2bmJiYGz7+X3/9RUxMDB06dMi1XNO0XBN+Z2fnG47nOHLkCA888ACvvvoqXl5e/Pfff0yZMoXt27fbvaYfeOABMjIymDp1KpUrV+bSpUts2bKF+Ph4AH766Sd69OiBn59fVtfrjVoy//77b+69917KlCnDxIkTqVGjBpGRkaxYsYK0tLQ8tYKOHz+er776irfffvuG4+7y8r558MEHmTx5Mm+++Saffvpp1j8/t9K1d+LECUB17eQnBoB9+/bRpUsXatasyRdffIGnpydz5sxh8eLFuT7X7t27OXjwIG+99RYhISF4eXnl+T347bffMnToUF5++WWmT5+Ok5MTR48e5cCBA1mPP3z4cL766ismTZpE48aNuXLlCv/+++9NX68vvPACn332GS+99BIPPfQQJ0+e5O2332b9+vXs3r2bMmXKZNWNiori6aef5rXXXmPcuHH89NNPjB49mqCgoBzvz/bt2/P999+jaVqhj1NyKE2UCP369dO8vLzszrVr104DtD///DNHfUAbN25cjvNVqlTR+vXrl3X83HPPad7e3tqpU6fs6k2fPl0DtP379183JqvVqpUrV07r3bu33fmRI0dqbm5u2qVLl+weKz4+/mY/Zq7xPvDAA5rVatWsVqt24sQJrV+/fhqgvf7665qmadqJEyc0QAsNDdXS0tLs7l+7dm2tcePGmtVqtTv/0EMPaRUqVNAyMjI0TdO0Xr16aWazWYuKisqqk56ertWuXVsDtBMnTmSdb9eundauXbus4y+//FIDtM8///yGP4uXl5fdtc+U19/B7NmzNUD7+eef7eoNGTJEA7SFCxfe8Pk1Tb2OXF1dtQsXLmSd+/jjjzVACw8Pz/U+6enpmtVq1QYNGqQ1btzYruza19PChQtzXC9N07R169ZpgLZu3TpN0zTtypUrWkBAgPbwww/b1cvIyNAaNmyoNWvWLOuct7e39uqrr970Z7vWlClTNMDud5oJuO7XV199lVVv3Lhx2o3+zNpsNs1qtWoREREaoP3999+apmnapUuXNECbOXPmDWOsV6+e3WspU+ZrOvvvtGPHjlqpUqW0ixcv3uQnzwnQXnzxRU3TNG3MmDGak5NTVqyZv7MdO3Zk1c/r++b777+3+73eTOZzbdu2TbNarVpiYqK2atUqrXz58lrbtm3tni+vMTzxxBOal5eXFh0dnVUnIyNDq1u3bo7XYpUqVTRnZ2ft0KFDdo+Z1/fgSy+9pJUqVeqGP2P9+vW1bt263bDOta+rgwcPaoA2dOhQu3p//fWXBmhvvvlm1rnMv/t//fWXXd26detq9913X47n+vzzzzVAO3jw4A1jKuqkm6yE8/f3p2PHjrd8/19//ZUOHToQFBREenp61lfXrl0BbjjwzsXFhT59+rBs2TIuX74MqLE6X331FY8++iilS5cG4J577gGgZ8+efPfdd5w7dy5fMa5cuRJXV1dcXV0JCQnhu+++4+WXX2bSpEl29R555BFcXV2zjo8ePcp///3H008/DWD38z3wwANERkZy6NAhQP0X2qlTJ8qVK5d1f2dn5zy1uvz+++94eHjccrdfXn8H69atw8fHh0ceecTu/r17987zcw0aNAir1cpXX32VdW7hwoVUqVIlqyUGVLdm69at8fb2xsXFBVdXV+bPn8/Bgwdv6We81pYtW4iNjaVfv352P7PNZuP+++9nx44dWd1OzZo1Y9GiRUyaNIlt27bl2nWZm/Pnz2Mymez+o86uZ8+e7NixI8fXAw88cMPHPX78OL1796Z8+fI4Ozvj6upKu3btALKuT0BAAKGhoUybNo0ZM2awZ8+eXLuT8yo5OZmIiAh69ux52wO8R44cSUBAwHXHh+XnfXOrWrRogaurKz4+Ptx///34+/vz888/Z41ly08MERERdOzY0e737OTkRM+ePXN97gYNGti1QEHe34PNmjUjPj6ep556ip9//plLly7lePxmzZrx+++/M2rUKNavX4/FYrnp9cjs0r92CEOzZs2oU6dOjq7j8uXL06xZsxw/V27dn2XLlgXI99/dokaSoRKuQoUKt3X/Cxcu8Msvv2QlG5lf9erVA8j1zZ7dwIEDSUlJ4dtvvwVg9erVREZG2g2CbNu2LcuXLyc9PZ2+fftSsWJF6tevb9eHfiP33nsvO3bsYOfOnRw4cID4+Hg++ugj3Nzc7Opdey0yxx+MGDEix883dOhQu58vJiaG8uXL53ju3M5dKzo6mqCgoFsel5LX30FMTIxdspafGDO1adOGmjVrZjX779u3j927dzNgwICsJvRly5bRs2dPgoODWbx4MVu3bmXHjh1Zv+uCkPm76dGjR46fe8qUKWiaRmxsLKDG6PTr14958+bRsmVLAgIC6Nu3703HSlksFlxdXXF2ds61PDAwkKZNm+b4utFMq6SkJNq0acNff/3FpEmTWL9+PTt27GDZsmVZzwlqjNiff/7Jfffdx9SpU7n77rsJDAzklVdeITExMd/XKy4ujoyMjAIZdOvr68tbb73FqlWrsj6Es8vP++ZWffnll+zYsYO1a9fy3HPPcfDgQZ566qlbiuF674vczkHufzPz+h585plnWLBgAadOneLxxx+nbNmyNG/enPDw8KzH+uijj3jjjTdYvnw5HTp0ICAggG7dut1w6YDMLrTcYgsKCsrRxZb5j2Z27u7uuSZeHh4eAHlKyooyGTNUwl2vD9jd3T3XQZXXvqnKlClDgwYNePfdd3N9nKCgoBs+f926dWnWrBkLFy7kueeeY+HChQQFBREWFmZX79FHH+XRRx8lNTWVbdu28d5779G7d2+qVq1Ky5Ytb/gcfn5+WQMsb+Taa5H5n+Lo0aNznU0EalApqD8uuX245mVwcmBgIJs2bcJms91SQpTX30Hp0qXZvn37LcWY3cCBAxk1ahTbt29nyZIlODk52f1HunjxYkJCQli6dKndNc3LIN3MP7zX1r32wzPzd/Pxxx9fd9ZU5odZmTJlmDlzJjNnzuT06dOsWLGCUaNGcfHiRVatWnXdWMqUKUNaWhpXrlzBy8vrprHnxdq1azl//jzr16/Pag0CssYBZVelShXmz58PqDVfvvvuO8aPH09aWlq+B7QGBATg7OycYzDtrXrhhRf43//+xxtvvJFjRmZ+3je3qk6dOlnv6Q4dOpCRkcG8efP44Ycf6NGjR77fu9cOvIbrvy9y+5uZn7+DAwYMYMCAAVy5coUNGzYwbtw4HnroIQ4fPkyVKlXw8vJiwoQJTJgwgQsXLmS1Ej388MPXXecrM7mJjIzMkfCeP3/+uq2beZH5T8XtPEZRIMmQyFXVqlXZt2+f3bm1a9eSlJRkd+6hhx5i5cqVhIaG3vL6HgMGDOCFF15g06ZN/PLLLwwfPvy6/427u7vTrl07SpUqxerVq9mzZ89Nk6FbVatWLWrUqMHff//N5MmTb1i3Q4cOrFixggsXLmR9CGdkZLB06dKbPk/Xrl355ptvWLRo0Q27yq73n1tefwcdOnTgu+++Y8WKFXZdZXkZ5J1dv379eOutt5g7dy4rVqygU6dOVKlSJavcZDLh5uZm96ERFRWVp9lkmbOh9u3bZ/eBuWLFCrt6rVu3plSpUhw4cICXXnopz7FXrlyZl156iT///JPNmzffsG7t2rUBOHbsGA0aNMjzc9xI5jW5drDy3Llzb3i/mjVr8tZbb/Hjjz/aLYJ3vdfEtcxmM+3ateP777/n3Xffve0PNjc3NyZNmsTTTz+d47Hy877JvA632+owdepUfvzxR8aOHUv37t3zFUO7du1YuXIlly5dyvpZbDYb33//fZ6f/1b+Dnp5edG1a1fS0tLo1q0b+/fvt3sfgUro+/fvz99//83MmTOvu/RJ5lCHxYsXZw0rANixYwcHDx5kzJgxef5ZrnX8+HGcnJxuO4G900kyJHL1zDPP8PbbbzN27FjatWvHgQMH+OSTT/Dz87OrN3HiRMLDw2nVqhWvvPIKtWrVIiUlhZMnT7Jy5UrmzJlz06b5p556iuHDh/PUU0+Rmpqao9977NixnD17lk6dOlGxYkXi4+P53//+ZzfWorDMnTuXrl27ct9999G/f3+Cg4OJjY3l4MGD7N69O+sP5ltvvcWKFSvo2LEjY8eOxdPTk08//TTHdOncPPXUUyxcuJDnn3+eQ4cO0aFDB2w2G3/99Rd16tThySefBOCuu+5i/fr1/PLLL1SoUAEfHx9q1aqV599B3759+fDDD+nbty/vvvsuNWrUYOXKlaxevTpf16R8+fI88MADLFy4EE3TGDRokF155tTjoUOH0qNHD86cOcM777xDhQoVbrpK8D333EOtWrUYMWIE6enp+Pv789NPP7Fp0ya7et7e3nz88cf069eP2NhYevToQdmyZYmOjubvv/8mOjqa2bNnc/nyZTp06EDv3r2pXbs2Pj4+7Nixg1WrVl23xSBT5tIF27ZtyzUZunDhAtu2bctx3tfX97prSbVq1Qp/f3+ef/55xo0bh6urK19//TV///23Xb19+/bx0ksv8cQTT1CjRg3c3NxYu3Yt+/btY9SoUVn17rrrLr799luWLl1KtWrV8PDw4K677sr1uWfMmMG9995L8+bNGTVqFNWrV+fChQusWLGCuXPn4uPjc8Prca2nnnqK6dOn57rUQl7fN/Xr1wfgs88+w8fHBw8PD0JCQnLtxrkRf39/Ro8ezciRI1myZAl9+vTJcwxjxozhl19+oVOnTowZMwaz2cycOXOy3rt5aa3N63twyJAhmM1mWrduTYUKFYiKiuK9997Dz88vK4lp3rw5Dz30EA0aNMDf35+DBw/y1Vdf0bJly+uuAVerVi2effZZPv74Y5ycnOjatWvWbLJKlSoxbNiwfF3P7LZt20ajRo2K/2KWjh7BLYxxvdlk9erVy7V+amqqNnLkSK1SpUqa2WzW2rVrp+3duzfH7B9N07To6GjtlVde0UJCQjRXV1ctICBAa9KkiTZmzBgtKSkpT/H17t1bA7TWrVvnKPv111+1rl27asHBwZqbm5tWtmxZ7YEHHtA2btx408etUqWK9uCDD96wTubMm2nTpuVa/vfff2s9e/bUypYtq7m6umrly5fXOnbsqM2ZM8eu3ubNm7UWLVpo7u7uWvny5bXXX39d++yzz246m0zTNM1isWhjx47VatSoobm5uWmlS5fWOnbsqG3ZsiWrzt69e7XWrVtrnp6eGmD3GHn9HZw9e1Z7/PHHNW9vb83Hx0d7/PHHtS1btuR5Nlmmn3/+WQO0gIAALSUlJUf5+++/r1WtWlVzd3fX6tSpo33++ee5zqzK7fV0+PBhLSwsTPP19dUCAwO1l19+Wfvtt99ynXUUERGhPfjgg1pAQIDm6uqqBQcHaw8++KD2/fffa5qmaSkpKdrzzz+vNWjQQPP19dXMZrNWq1Ytbdy4cdqVK1du+nO2adNGe+CBB3Kc5wazybK/hnP7mbds2aK1bNlS8/T01AIDA7XBgwdru3fvtvsdXLhwQevfv79Wu3ZtzcvLS/P29tYaNGigffjhh1p6enrWY508eVILCwvTfHx8NECrUqWKpmm5zybTNE07cOCA9sQTT2ilS5fW3NzctMqVK2v9+/fP9Xd47c+bOZssuzVr1mT93Nlnk2la3t83M2fO1EJCQjRnZ+ebvg5zm7mWyWKxaJUrV9Zq1KiRdY3yGsPGjRu15s2b2713M2cTZp/FeqO/J3l5D37xxRdahw4dtHLlymlubm5aUFCQ1rNnT23fvn1ZjzNq1CitadOmmr+/v+bu7q5Vq1ZNGzZsWNbsWk3L/XWVkZGhTZkyRatZs6bm6uqqlSlTRuvTp4925swZu3rX+7vfr1+/rNdPpsTERM3T01P74IMPcv2ZixOTpmmaUYmXEEIUJT/++CO9evXi1KlTBAcHOzocYaCwsDBOnjzJ4cOHHR2Kw8yfP5//+7//48yZM8W+ZUiSISGEuA5N02jVqhVNmjThk08+cXQ4opAMHz6cxo0bU6lSJWJjY/n6669ZtmwZ8+fPv+UlL4q69PR06tatS79+/W5rzFFRIWOGhBDiOkwmE59//jkrVqy45dl+4s6XkZHB2LFjiYqKwmQyUbduXb766iv69Onj6NAc5syZM/Tp0yfXzYiLI2kZEkIIIUSJJv/mCCEK3bfffkurVq1o164d9erVY968eY4OSQghskgyJIS4JZk7zGd+ubi4UKFCBZ588skcU+ibN29OREQEERERLF68mGeffTbHzvSF7fjx43Tv3p1SpUrh7e1Nly5d7NbsuZFNmzYxePBgmjRpgru7e47dzLOLioripZdeolq1apjNZqpUqcKgQYM4ffr0DZ/jrbfewmQyZU03z5SQkMC7775L+/btKV++PN7e3tx1111MmTKlwFb0FqKkk2RICHFbFi5cyNatW/njjz946aWXWLFiBffeey9xcXFZdUJCQrL2fcueQBklOjqaNm3acPjwYRYsWMB3331HSkoK7du3z9M+WX/++Sd//PEHlStXplWrVtetl5qaStu2bVm6dCkjRozg999/58033+S3336jVatW191KY+/evUyfPj3XLSBOnz7NzJkzufvuu/nss89YsWIFPXr0YPz48Tz00EPISAchCoDjZvULIYqy6635MmHCBA3QFixYkOM+iYmJWoMGDbThw4cbFaamaZr2+uuva66urtrJkyezzl2+fFkrU6aM1rNnz5veP3OHc03TtGnTpuVYOypTeHi4Bmjz5s2zO79kyRIN0JYtW5bjPlarVWvUqJH2yiuv5LoGTFJSUq7rdWXGkZf1toQQNyYtQ0KIApW5Z9S1+z2lpKTw2GOPERoaytSpUw2N6aeffqJjx4522x34+vrSvXt3fvnlF9LT0294/7zOIsts/bp2pfZSpUoBV/dey+79998nNjb2uvtaeXl55bo3Wuau42fOnMlTbEKI65NkSAhRoE6cOAGo/bQyWSwWHn74YQIDA/nuu++uu/dcdjabjfT09Jt+ZWRk3PBxLBbLdfcXa9CgARaLhePHj+fzp8xd69atadKkCePHj2fHjh0kJSWxe/du3nzzTe6++246d+5sV//AgQNMmjSJ2bNn4+3tna/nWrt2LUDWzuhCiFsnyZAQ4rZkZGSQnp5OUlISq1evZtKkSbRt29ZuM9hJkyaxdu1azp07R+fOnWnfvj1bt2694eMOHDgQV1fXm3516tTpho8TFxeHpmkEBATkKMs8FxMTcws/eU4uLi6sW7eOatWq0axZM3x8fGjSpAmlSpUiPDw8q+UIVLI3cOBAunfvzgMPPJCv59m3bx9Tp07lscceK7BNZIUoyWTRRSHEbWnRooXdcZ06dfj5559xcbn65+Xdd9+9bjfQ9YwfPz5PO9LndYPRGw3YLqjB3FarlV69evHvv//y+eefU6tWLU6cOMGkSZPo0qULa9euzepCmzFjBkeOHGHFihX5eo6TJ0/y0EMPUalSJVmiQIgCIsmQEOK2fPnll9SpU4fExESWLl3K3Llzeeqpp3LdzTw/KleuTMWKFW9a72aJjL+/PyaTKdfWn9jYWIBcW41uxfz58/n999/ZsWNH1tipNm3acO+99xIaGsrMmTMZN24cp0+fZuzYsbz//vu4ubkRHx8PqC0QbDYb8fHxuLu7Yzab7R7/1KlTdOjQARcXF/78888Ci1uIkk66yYQQt6VOnTo0bdqUDh06MGfOHAYPHsyqVav44YcfbutxC6qbzGw2U716df75558cZf/88w9ms5lq1ardVqyZ9u7di7OzM3fffbfd+WrVqlG6dGn+/fdfQK15ZLFY+L//+z/8/f2zvjZv3szBgwfx9/dn9OjRdo9x6tQp2rdvj6ZprFu3Lk+JohAib6RlSAhRoKZOncqPP/7I2LFj6d69+y3v51WQ3WSPPfYYM2fO5MyZM1SqVAmAxMREli1bxiOPPGLXpXc7goKCyMjIYMeOHTRv3jzr/OHDh4mJiclKYBo1asS6dety3P/VV1/l8uXLLFy40C7ZOX36NO3btycjI4P169fbzYoTQtw+2ZtMCHFLFi1axIABA+y6hDJNmzaNkSNH3jGbXUZHR9OwYUPKlCnDxIkTcXd35/3332fPnj1s376d2rVrZ9WtXr06AEePHrW7f0REBAC//PILX375JbNmzSIwMJDAwEDatWsHqGnuDRo0wMvLi7feeotatWpx/PhxJk+ezIULF9i1axe1atW6bpzt27fn0qVLWS1IABcvXqRly5acO3eO+fPnExoaanefihUrSiuRELfLscscCSGKqustuqhpmmaxWLTKlStrNWrU0NLT0x0QXU5Hjx7VunXrpvn6+mqenp5ap06dtF27duWoV6VKFa1KlSp259atW6cBuX61a9fOru6RI0e0Z555Rqtatarm7u6uVa5cWevVq5e2f//+m8aY26KLN3puQBs3blx+L4UQ4hrSMiSEEEKIEk0GUAshhBCiRJNkSAghhBAlmiRDQgghhCjRJBkSQgghRIkmyZAQQgghSjRJhoQQQghRoskK1Ddhs9k4f/48Pj4+BbaZoxBCCCEKl6ZpJCYmEhQUdNOV8CUZuonz589nLd8vhBBCiKLlzJkzN12lXZKhm8jc9+jMmTP4+voW6GNbrVbWrFlDWFgYrq6uBfrY4iq5zsaQ62wMuc7GkOtsjMK8zgkJCVSqVClP+xdKMnQTmV1jvr6+hZIMeXp64uvrK2+2QiTX2RhynY0h19kYcp2NYcR1zssQFxlALYQQQogSTZIhIYQQQpRokgwJIYQQokSTZEgIIYQQJZokQ0IIIYQo0SQZEkIIIUSJJsmQEEIIIUo0SYaEEEIIUaJJMiSEEEKIEk2SISGEEEKUaEUqGdqwYQMPP/wwQUFBmEwmli9fftP7RERE0KRJEzw8PKhWrRpz5swp/ECFEEIIUWQUqWToypUrNGzYkE8++SRP9U+cOMEDDzxAmzZt2LNnD2+++SavvPIKP/74YyFHKoQQQoiiokht1Nq1a1e6du2a5/pz5syhcuXKzJw5E4A6deqwc+dOpk+fzuOPP15IUQohhBAiT2w2R0cAFLFkKL+2bt1KWFiY3bn77ruP+fPnY7Vac90hNzU1ldTU1KzjhIQEQO2sa7VaCzS+zMcr6McV9uQ6G0OuszHkOhtDrnMhO38ep0mTMEVGwpAhhXKd8/OYxToZioqKoly5cnbnypUrR3p6OpcuXaJChQo57vPee+8xYcKEHOfXrFmDp6dnocQZHh5eKI8r7Ml1NoZcZ2PIdTaGXOdCoGl0fPllfM6eBaB0q1YUxlVOTk7Oc91inQwBmEwmu2NN03I9n2n06NEMHz486zghIYFKlSoRFhaGr69vgcZmtVoJDw+nS5cuubZSiYIh19kYcp2NIdfZGHKdC5cpJgYGD0bz8cF88SJdXn21wK9zZs9OXhTrZKh8+fJERUXZnbt48SIuLi6ULl061/u4u7vj7u6e47yrq2uhvSEK87HFVXKdjSHX2RhynY0h1/k2pafDl19Cjx6QvUGhf3+4eJH0/v05u307DQrhOufn8YrUbLL8atmyZY4mzjVr1tC0aVN5cQshhBCFaetWqFcPBg2CGTPsy5ydYfRoKFPGMbFdo0glQ0lJSezdu5e9e/cCaur83r17OX36NKC6uPr27ZtV//nnn+fUqVMMHz6cgwcPsmDBAubPn8+IESMcEb4QQghRcgQGwvHj6vsPPoDLlx0bzw0UqWRo586dNG7cmMaNGwMwfPhwGjduzNixYwGIjIzMSowAQkJCWLlyJevXr6dRo0a88847fPTRRzKtXgghhCho2WZiA1C9OgwZAvfeC6tWgZ+fY+LKgyI1Zqh9+/ZZA6Bzs2jRohzn2rVrx+7duwsxKiGEEKIEO3oU3noLIiNh/XrIPkHpww/Bzc3+3B2oSCVDQgghhLiDaBo89hj8+686/v13eOCBq+W5TEi6ExWpbjIhhBBC3EFMJhg3Tn0fGAhJSY6N5xZJMiSEEEKIm0tJUd1eMTH25x9/HGbPhmPHoGdPx8R2m6SbTAghhBA3tmkTPPUUnD0L587B9OlXy0wmeP55x8VWAKRlSAghhBA3FhICly6p72fNgrg4x8ZTwCQZEkIIIYS9a7eyCA6GV16Bhx6CbdvA398xcRUS6SYTQgghhLJ3r1oZ+uJF2LEDnLK1mUyerFaOLoakZUgIIYQQapr84MFqgcTdu+H77+3Li2kiBJIMCSGEEALUQOh331XfV65cZNYIKgiSDAkhhBAlTUKCWh/o3Dn782Fh8M03cOgQdOvmkNAcQcYMCSGEECVJRIRaGygmBqKiYO7cq2UmEzz5pONicxBpGRJCCCFKknr1IC1Nff/VVzkXUSyBJBkSQgghiitNgwsX7M+VKQNvvAFPP632FCtd2jGx3UGkm0wIIYQojjZuhFGjIDYW/vkHXLJ95L/55h2/k7yRpGVICCGEKG40TSU8W7bAf//BF1/Yl0siZEeSISGEEKK4MZng/ffV93XqQMWKjo3nDifJkBBCCFGUXbwI//d/atf47Fq3htWrVRfZffc5JrYiQsYMCSGEEEXVunXwyCOQlKQ2Uv36a/vysDDHxFXESMuQEEIIUVQ1aQIeHur7n3+G6GjHxlNESTIkhBBCFAUZGXDihP05X18YPx5eeAGOHIHAQIeEVtRJN5kQQghxp/vtN7WbfEKC2ioj+75hL77ouLiKCWkZEkIIIe50n3yiBkKfOgWzZzs6mmJHkiEhhBDiTvfee+q2WTO4+27HxlIMSTIkhBBC3ClOnYIBA9Q2Gdk1agR//QXbtkHbtg4JrTiTMUNCCCHEnWDdOrj/frWJakwMrFhhX96smWPiKgGkZUgIIYS4E7RocXU22KZNOTdYFYVGkiEhhBDCaGlpObvCzGaYPFltrnrsGJQr55jYSiDpJhNCCCGM9M038NZbcOUKHD0K3t5Xy/r2dVxcJZi0DAkhhBBGWrYMjh9X3WAzZzo6GoEkQ0IIIYSxJk0CZ2fo1EkNmBYOJ8mQEEIIURgOHoTu3WH7dvvztWqp8UJ//AFNmzomNmFHxgwJIYQQBW3dOujcGWw2iI+HP/8Ek+lqee3aDgtN5CQtQ0IIIURBu/deCAlR3//3H0RFOTYecUOSDAkhhBC348oV2LrV/pyrK0ybpqbKHz0KFSo4JjaRJ9JNJoQQQtyqzz6DceMgJUXNEPP3v1r22GOOi0vki7QMCSGEELdq2zbVBRYfD++/7+hoxC2SZEgIIYS4VePHg7u7mjU2YICjoxG3qMglQ7NmzSIkJAQPDw+aNGnCxo0bb1j/66+/pmHDhnh6elKhQgUGDBhATEyMQdEKIYQoFnbsUOsCrV1rf75yZbV1xo8/ygyxIqxIJUNLly7l1VdfZcyYMezZs4c2bdrQtWtXTp8+nWv9TZs20bdvXwYNGsT+/fv5/vvv2bFjB4MHDzY4ciGEEEXW+vVqx/i1a9W+YZpmXx4c7JCwRMEpUsnQjBkzGDRoEIMHD6ZOnTrMnDmTSpUqMXv27Fzrb9u2japVq/LKK68QEhLCvffey3PPPcfOnTsNjlwIIUSR1aYN3HWX+j42Fs6fd2w8osAVmdlkaWlp7Nq1i1GjRtmdDwsLY8uWLbnep1WrVowZM4aVK1fStWtXLl68yA8//MCDDz543edJTU0lNTU16zghIQEAq9WK1WotgJ/kqszHK+jHFfbkOhtDrrMx5DoXsthYTLt2YW3fHtCvs6srpilTMB09im3gQHBzA7n+BaIwX8/5eUyTpl3b3ndnOn/+PMHBwWzevJlWrVplnZ88eTJffPEFhw4dyvV+P/zwAwMGDCAlJYX09HQeeeQRfvjhB1xdXXOtP378eCZMmJDj/JIlS/D09CyYH0YIIcQdJ/Tnn6n53Xc4pafzx5w5pGafJi+KnOTkZHr37s3ly5fx9fW9Yd0i0zKUyZR9OXNA07Qc5zIdOHCAV155hbFjx3LfffcRGRnJ66+/zvPPP8/8+fNzvc/o0aMZPnx41nFCQgKVKlUiLCzsphczv6xWK+Hh4XTp0uW6yZm4fXKdjSHX2RhynQuPU3g4zleuANDpr79Yef/9cp0LWWG+njN7dvKiyCRDZcqUwdnZmahrljS/ePEi5cqVy/U+7733Hq1bt+b1118HoEGDBnh5edGmTRsmTZpEhVxWBHV3d8fd3T3HeVdX10J7QxTmY4ur5DobQ66zMeQ636bMTpHs/0y//TYsXqymyY8YAf/+K9e5kGXvyiro65yfxysyA6jd3Nxo0qQJ4eHhdufDw8Ptus2yS05OxsnJ/kd0dnYGVIuSo0nfvxBCOMCff6rZYb/8Yn++XDk4cQIWLFBT5kWhOXr0KLNnz2Xw4JEADB48ktmz53Ls2DGHxFNkkiGA4cOHM2/ePBYsWMDBgwcZNmwYp0+f5vnnnwdUF1ffvn2z6j/88MMsW7aM2bNnc/z4cTZv3swrr7xCs2bNCAoKctSPcce9CIQQosTYuFHtJr9zJ7z5JmRk2JfLOKFCFxERwYgR01m8OBKLpRsAFks3Fi+O5LXXprFhwwbDYyoy3WQAvXr1IiYmhokTJxIZGUn9+vVZuXIlVapUASAyMtJuzaH+/fuTmJjIJ598wmuvvUapUqXo2LEjU6ZMcdSPQEREBB9++A3R0eUpW7YbcEV/EWxi9eppDB/em7Zt2zosPiGEKNbuvRdatFDbaLi4QGQkVKzo6KhKjKNHj/Lhh9+QlNSBevV64uqaDqwkKKgdgYGdOHZsKTNmLCE4OJjQ0FDD4ipSyRDA0KFDGTp0aK5lixYtynHu5Zdf5uWXXy7kqPLmTn0RCCFEsRQZCZs2wRNPXD1nMsGMGWpT1aeeAqci1UFS5IWH/0l0dHnq1euZY/KTyWQiNLQX+/f/x5o1f/DCC8Z9DsqrwECZL4Jq1a7/IoiOLs+aNX84KEIhhCgmJk2C0FDo0wdOnrQva9kSnn5aEiGDWa1W1q3bi79/m+vOAjeZTPj7t2Hdur2GjqeVV4JB7uQXgRBCFDvJyWCxQFoavPuuo6MRgMViISXFhodH4A3reXiUITXVhsViMSgySYYMcye/CIQQokhLTwebzf7cyJFQvjy8+ipMnuyQsIQ9s9mMh4cTKSnRN6yXknIJd3cnzGazQZFJMmSYO/lFIIQQRZKmqd3i69eHb7+1LytVSo0L+vBDCLzxP6HCGK6urnTo0Ii4uI3XXd5G0zTi4jbSoUMjQ9d3kmTIIHfyi0AIIYqkrVuhRw84dEgtmJiWZl8u/1Tecbp06URgYBTHj3+X47NQ0zSOHVtK2bJRhIV1NjQuSYYMdKe+CIQQokhq1UqtGQRQoQJE37jlXThe9erVGT68N97e69i/fwLnz0cAcP58BPv3T8DXdz3DhvU2fEZ1kZtaX5RlvghmzFjC/v0HKVv2XkC9CC5e3ETZslEOeREIIcQd7+hRWL8eBg+2Pz99Opw5Aw8+aL+1hrhjtW3bluDgYNas+YONG5cDXTCbl9Onz12EhT3jkM9ASYYMdie+CIQQ4o725pswbZoaJN26NdSpc7WsYUP1JYqU0NBQXnghlH79kgkPD2fevKl4eno6LB5JhhzgTnsRCCHEHc3HR80YA5gyBXJZYFcUTZnjYx09TlbGDDnQnfIiEEKIO0ZKytXEJ9Mrr0CNGjBuHHz8sWPiEsWaJENCCCEcLyMDFi6EmjXVrvHZeXnBwYMwfrxqJRKigEkyJIQQwvH27IGBA9Vg6PHj1QrS2Tk7OyQsUTJIMiSEEMLxmjaFbt3U940bQ3y8I6MRBsncesrRW1BJMiSEEMJYf/+tZodda8oUiIiA336DoCDj4xKGOXr0KLNnz2XAgNcAGDDgNWbPnsuxY8ccEo8kQ0IIIYzz6quq5WfkSNi1y76sZk1o29YhYQnjRERE0K/fG7z9dgTh4RUACA+vwNtvR9Cv30g2bNhgeEySDAkhhDBOaKjaUwxg5kyHhiKMd/ToUV56aRI7dlQlPn4I8KRe8iTx8UPYvr0qL730juEtRJIMCSGEKBwJCWqqfHbPPgv33AMzZsDnnzsmLuEwH3/8KYcO+QD98PZuj7t7CADu7iF4e7cH+vHffz58/PEnhsYlyZAQQoiClZqqWn1CQ+HTT+3L3N3hr79g2DDw8HBIeMIxrFYrP/0UQUZGazw978JkMgGZ+3RqmEwmPD3vIiOjNcuWrTd0ULUkQ0IIIQrW4cMwfDhcugSTJ8Ply/blsodYiRQTE0N0tAUXl9rYbDZSU1NJTrYAkJxsITU1FU2z4eJSi+joFGJiYgyLTZIhB7pTphQKIUSBuusuePpp9f3994PF4th4xB3BYrGgaRloWiIWSwppaTY0Te3AoGmupKXZSE5OQdMS0bR0LAa+biQZcoDMKYWDB48EYPDgkQ6dUiiEELds0yYYMybn+XffVQspfv01lC9vfFzijlOuXDnc3FKxWtejac44O3vg5KSSIScnV5ydPdA0Z6zWCNzcUilXrpxhsUkyZLCIiAhGjJjO4sWRWCzdALBYurF4cSSvvTbNIVMKhRDilrzwArRpo7rCNm60L6tcGRo1ckhY4s7k6elJ5cqlgJ3A8qxJhZnU8U/ATqpU8Td0A3NJhgx09OhRPvzwG5KSOlCv3jiCgtoBEBTUjnr1xpGY2J4ZM5ZIC5EQomho1uzq95995rg4RJFgtVopXboyLi4J2GzzycgYj80WAYDNFqEfL8DF5TIBAZVlAHVxFR7+J9HR5alWrac+iv4qk8lEaGgvoqPLs2bNHw6KUAghriM6GpKS7M/17Qv33Qfz5qlNVoW4AYvFgp9fEHXrdsfNLRpN+wObTU2ht9k+QdP+wM0tmrp1u1OqVJCMGSqOrFYr69btxd+/TY5EKJPJZMLfvw3r1u2VQdVCiDtDUhJMnKimyX/wgX2ZszOsWgWDBoGLi2PiE0WG2WzGw8OJSpW60LnzDKpVq4qHx0UAPDwuUq1aVTp3nkGlSmG4uzthNpsNi02SIYNYLBZSUmx4eATesJ6HRxlSU22GZsRCCHFdUVHwzjuQmAjTp8PFi46OSBRRrq6udOjQiLi4jQQFdaBTp695/PFVADz++Co6dfqaoKAOxMVtpEOHRri6uhoWmyRDBsnMiFNSorPO2WwZdrcAKSmXDM+IhRDiuqpXhyFDVCtQnz6yRpC4LV26dCIwMIrjx79D0zRcXNRnnYuLGU3TOHZsKWXLRhEW1tnQuCQZMkj2jDg+Pp4DBw4QEbEdgIiI7Rw4cIDLl+MdkhELIQSaBitXwvPPk2Oaz/jxcPAgzJ4NgTdu3RbiRqpXr87w4b3x9l7H/v0TOH9eDaA+fz6C/fsn4Ou7nmHDehMaGmpoXJIMGahLl06YTP+ydu1MDh++QkZGVQAyMqpy+PAV/vzzQ5yc/jU8IxZCCAYNggcfhLlz4fff7cvKloUaNRwTlyh22rZtywcfvE6fPhXw8FgGgIfHMvr0qcD06a/Ttm1bw2OSZMhwaag1Fn5F0w4D6Le/ArvQtDQHxiaEKLG6dr36/dKljotDlAhaVuuj6Zpbx5BkyEDh4X+iaXfTqdNMatYMwsVlOQAuLsupWTOITp1moml3y9R6IUThOn0a4uLsz/XoAU8+Cd9/D4sWOSQsUTJkX3w4JeUxAFJSHnPo4sMyF9IgV6fW98DPrzp+ftVxckoGwmnXbio2m1ppMympDevW/cDgwVYZNySEKFixsWqbjE8/hZdfhmnTrpaZTPDNN46LTZQI9osP98TVNR1YSVBQOwIDO3Hs2FJmzFhCcHCwoeOGpGXIIDK1XgjhcMnJMGsWpKbCxx/DmTOOjkiUMNcuPmyzqTX1bDarQxcflmTIINmn1l++fJT9++eyfr3aqHX9+pHs3z+XhIRjMrVeCFF4KlZULUIeHvDqq+Dj4+iIRAmSffHhhIRj7N8/l3XrXgNg3brX2L9/LomJxx2y+LB0kxkkc2r9p59+RVKSOxZLBfz8ugFXyMjoxpEjmzh7dire3mm8+GIL6SITQtw6mw2++w6WLYNvvwWnbP/3vvkm/N//QXCw4+ITJVJmD0li4il27pxFfLw7Li61ATh7tgInT0Zw9OgaatV6EGdn1UNi1GehtAwZqGbN6sTE/EdCQj38/cfi6ak2avX0bIe//1gSEuoQE3OQWrVkCqsQ4jb07w9PPaUGQ//wg31ZqVKSCAmHMJvNpKcnsnv351y8WJXU1CFAd720O6mpQ7h4sSq7d3+O1Zoo23EUV4cPH6V06Zb4+DQkPn43ycnnAEhOPkd8/G58fRtTunRLDh064uBIhRBFWu/eV78PD3dcHEJk4+rqSnLyBZKSyqJpHTCZDmKzzQbAZpuNyXQQTetAUlJZUlKiZTuOG5k1axYhISF4eHjQpEkTNm7ceMP6qampjBkzhipVquDu7k5oaCgLFiwwKNqrMvtKq1Z9iLvuqo63dwJxcbsBiIvbjbd3AvXrV6dq1Ydko1YhRN4dPKj2D8vuvvvgxRdhzRr47DPHxCXENaxWK4cOXQQqAMvRtEjgQb30Qf14OVCB//6LMvRzsEglQ0uXLuXVV19lzJgx7NmzhzZt2tC1a1dOnz593fv07NmTP//8k/nz53Po0CG++eYbateubWDUSmZfaVKSxr//HiMpyRd//7sB8Pe/m6QkX/799xiJiZrMJhNC3NzFizB4MNSvr7bLyM5kgk8+gS5dZC8xcceIiYkhNvYKcB5oCjwMOOulzvpxU+A8MTFJxMTEGBZbkUqGZsyYwaBBgxg8eDB16tRh5syZVKpUidmzZ+daf9WqVURERLBy5Uo6d+5M1apVadasGa1atTI48sy+0mQOHvwHqzUYf/8meHqqfntPT3VstQbx33//kJ6eLLPJhBA3ZjKpQdI2G8ybB4cPOzoiIW7IYrFgtSYC/kBl4ApQVi8tqx9XBvyxWhMNbRQoMrPJ0tLS2LVrF6NGjbI7HxYWxpYtW3K9z4oVK2jatClTp07lq6++wsvLi0ceeYR33nnnuslGamoqqampWccJCQmAat673Sa70qWd0bSDlCkzFJMpHXd39XiZt2XKVCIy8iABAU5ZzyluX+Z1lOtZuOQ6GyPrOpcqhdOwYTjNnIltxAhsZcuCXPsCI6/ngqeWmPEEqgKlgUqYzW7AaczmSkA54Ixe7oXZbL6t65+f+5o07drtie9M58+fJzg4mM2bN9u17EyePJkvvviCQ4cO5bjP/fffz/r16+ncuTNjx47l0qVLDB06lI4dO1533ND48eOZMGFCjvNLlizB09Oz4H4gIYTIA1N6OlX++IOgzZvZOn48mrNzVplzSgpOaWlYfX0dGKEQd6bk5GR69+7N5cuX8b3Je6TItAxlMl3T/61pWo5zmWw2GyaTia+//ho/Pz9AdbX16NGDTz/9NNfWodGjRzN8+PCs44SEBCpVqkRYWNhNL+aNJCYmMmTI2yQkNOX06V2kpJTF17clkyYl89ZbniQkbMVsvkilSk3w89vJZ5+9g48siFYgrFYr4eHhdOnSRdZvKkRynQuHc79+OOnbZDwQE0Pa00/LdTaAvJ4L3smTJ2nYsCvwBlAbWIPZfIIFC55g4MDvsVhCgPuBA8D7/P33KqpWrXrLz5fZs5MXRSYZKlOmDM7OzkRdM2vi4sWLlCtXLtf7VKhQgeDg4KxECKBOnTpomsbZs2epUSPnej7u7u64u7vnOO/q6npbbwgfHx+cnW24u1fm7rvbcvbsH8TE/Ax0ISPjZypXvouKFZ8mMfEkTk7b8fHxkTdgAbvd36HIG7nOBWzo0Kw9w1z27UPr3x+Q62wUuc4Fy2K5DPwEmFHdYT0BDYulJxZLBDADsAAqkbmda5+f+xaZAdRubm40adKE8GvWzAgPD7/ugOjWrVtz/vx5kpKSss4dPnwYJycnKlasWKjxXitzBeq4uI34+FSjbt3naNduKgDt2k2lbt3n8PGpRlzcRjp0aCRvPiFKop074dQp+3P33gtvvw3btqn9xIQoolRvRwZwFGgBTEW1BKHfTgWa6eU2Q3tHikwyBDB8+HDmzZvHggULOHjwIMOGDeP06dM8//zzgOri6tu3b1b93r17U7p0aQYMGMCBAwfYsGEDr7/+OgMHDnTIbK0uXToRGBjF8ePfoWkaTk4q4XFyckXTNI4dW0rZslGEhXU2PDYhhANFRsITT8A998CYMTnLJ06E5s2Nj0uIAqQ+d5OBBqikZzdqmj367W5UktQAkBWor6tXr17MnDmTiRMn0qhRIzZs2MDKlSupUqUKAJGRkXZrDnl7exMeHk58fDxNmzbl6aef5uGHH+ajjz5ySPzVq1dn+PDeeHuvY//+CZw/HwHA+fMR7N8/AV/f9Qwb1pvQ0FCHxCeEcBAvL1i3Tn2/ZAns2+fYeIQoBGfPnkXNIusIhKC6yjJbQk/pxyF6eRm9vjGKzJihTEOHDmXo0KG5li1atCjHudq1a+foWnOktm3bEhwczJo1f7Bx43KgC2bzcvr0uYuwsGckERKiJNA0+8UQfX1Vi9D778PYseCAhWGFKGxpaWmAO1AG0FBrC1UANgH1UV1oFlTC5K7XN0aRS4aKg9DQUF54IZR+/ZIJDw9n3rypMm1fiJIgOVmN+1m6FLZuheyTNYYOhSFDwNvbcfEJUYjKly8PpAKx+plEVAIEEINahdoFiANS9frGKFLdZMVN5iBpGSwtRAnx3HMwahTs2QNz5tiXubtLIiSKtbi4OFSiswHVMuQGZL7mvfVjTS+P0+sbQ5IhIYQwSuYaZk5OcOaMY2MRwmBqdwcPYDvwDVAKyFz6xk8/XgL8BZjtdoMobNJNJoQQhWHtWggKsh//07gxzJgBYWFQr57jYhPCASpVqgRYUQOlfwAOA2GAJ7ACWAPs048v6PWNIS1DDiR73whRDJ07p5KdTp3gjTdylg8bJomQKJHS09NRidAzwATUYOlP9NJP9OMJerlZr28MSYYc4OjRo8yePZfBg0cCMHjwSGbPnsuxY8ccHJkQ4rb5+8P+/er7FStgxw7HxiPEHSI2NhbwAqoDnVBdZSv10pX6cScgFPDW6xtDkiGDRUREMGLEdBYvjsRi6QaAxdKNxYsjee21aWzYsMGxAQoh8ufa/149PWH8eKhaFb76Cpo0cURUQtxx1GShDNTCiy5AOmqqPfptun4+GcgwdHKRJEMGOnr0KB9++A1JSR2oV28cQUHtAAgKake9euNITGzPjBlLpIVIiKIgPl6tDVS7Nly5Yl82YAAcOgR9+qjB0kII/P39gSvAZsCkf2VOrc/Idm4LkKTXN4a8Sw0UHv4n0dHlqVatJ6bsC64BJpOJ0NBeREeXZ82aPxwUoRAiz159FSZPhmPHYOZM+zIXF3Bzc0RUQtyxUlJSUAOodwJfo9YWitZLo/XjxcAOwKrXN0a+kyGLxUJycnLW8alTp5g5cyZr1qwp0MCKG6vVyrp1e/H3b5MjEcpkMpnw92/DunV7ZVC1EHe60aPB2VklPQb+0RaiqFIbr7oBkcDnwBTU7DH02ynAPCAKcL+zN2p99NFH+fLLLwGIj4+nefPmfPDBBzz66KPMnj27wAMsLiwWCykpNjw8ArPO2WxWu1sAD48ypKbasFgshscohMiFpsFPP6mFErOrVQs+/1x1h73zjmNiE6IIUZ9rCYANSAH+Ab7US7/Ujy16+WVDPwfznQzt3r2bNm3aAPDDDz9Qrlw5Tp06xZdffumwDVCLArPZjIeHEykp0Vy+fJT9++eyfr2aTbZ+/Uj2759LQsIxUlIu4e7uZOhuvUKI6zh7Flq2hO7dYcQIlRhlN2CAGigthLgpNTvMCbgX+ABojdqCA/22tX7+XsDJ0Nlk+V50MTk5Oavpas2aNXTv3h0nJydatGjBqVOnbnLvksvV1ZUOHRrx6adfkZTkjsVSAT+/h4EUMjIe5siRrZw9OxVv7zRefLGFbNEhxJ2gXDm4dEl9v3at2k+sVSvHxiREEaWG2JRB7UpfDaiN2n7jL+B/qMHTaXr5ZrshOYUt3y1D1atXZ/ny5Zw5c4bVq1cTFhYGwMWLF/H19S3wAIuTmjWrExPzH3Fx1YEniI9XrT/q9gni4kKJiTlIrVo1HBqnECXWtX98XV1VF1i9emrNoJYtHROXEMWA2l7DHaiMSoqcUN1l6LdO+vnKgLuh23HkOxkaO3YsI0aMoGrVqjRr1oyW+h+HNWvW0Lhx4wIPsDg5fPgoHh4NSEsLJTY2Gqs1AACrNYDY2GjS0qpjNjfg0KEjDo5UiBImKgpeeglCQuDazSF79YK//4aHH4brTH4QQtycmiqfClxAdYtlDqhGv/XRz18A0u7sqfU9evTg9OnT7Ny5k9WrV2ed79SpEx9++GGBBlecWK1WfvllE8nJdfDwMOPsvI20tA8ASEv7AGfnbXh4mLlypQ6//rpJZpMJYaSxY+HTT+HiRZgyxb7MyUnNGhNC3Jbg4GAgFvgD+B3oB/TQS3vox6v08hi9vjFuaZ2h8uXL4+PjQ3h4eNZo73vuuYfa2TckFHYsFgtnz14kMTGahIRvSU29jKZ1B0DTupOaepmEhG9JTIzmzJmLMptMCCO99ZaaIu/lBX5+N68vhMi3q3uNrQHGoDZkfVk/97J+/KZebjJ0b7J8D6COiYmhZ8+erFu3DpPJxJEjR6hWrRqDBw+mVKlSfPDBB4URZ5Hn4uJCZORZUlJA054Ceuot7uGYTJ2ATthsS0lJ+ZbIyLO4uOT7VyOEuJmMDFi8GKpXh9atr56vXBm+/VYNji5XznHxCVHsZQDeQE+gP6p77C+gA2o22UJgEWoKvnHy3TI0bNgwXF1dOX36NJ6enlnne/XqxapVqwo0uOIkPT2dlJQYNC0QeBInJzMmk5oxZjK54uRkBp5C0wJJSYkxNCMWokQ4exYaNoT+/WH48JzT5B97TBIhIQqRpmmoGWPNgN6oxCgz6UnQj5/WyzPrGyPfydCaNWuYMmUKFStWtDtfo0YNmVp/A5qmkZLiBtTBZDqrn82wu1Xn65CS4mboi0CIEqFChasDoLdvh40bHRuPECXMoUOHULPFOqAGUh8A/tZL/9aPU/XyMnp9Y+Q7Gbpy5Ypdi1CmS5cu4e7unss9BEBcXBzgCpQGTmKzrcZmiwDAZovAZlsNnAQCABe9vhDilsXE2B87O6u9xFq0gPXroW1bh4QlREl15coVrs4e24+aZp851ri2frxfP3bT6xsj38lQ27Zts7bjALWfls1mY9q0aXTo0KFAgytOPDw8cHICkykaTUtBDRTLbJIvB3iiaSmYTJdwdlb1hRC34MQJeOYZNU3+wgX7socegi1boF07x8QmRAlWpUoV1HYbZ4FQoAVq8UX02xb6+bOARa9vjHyP0p02bRrt27dn586dpKWlMXLkSPbv309sbCybN28ujBiLhdKlSxMQ4ERU1B4gDCiP2n8FwA/wB6LQtD0EBDhRunRpR4UqRNH24YdqkDTApEnw8cdXy2SdICEcxs3NDbgIHAPqAB5A5kKnGqqRoA4wHbio1zdGvluG6taty759+2jWrBldunThypUrdO/enT179hAaGloYMRYLrq6u1K5dGdUVtgOVh2a2/njox9uBk9SuXVW24xDiVo0Zo6bIBwRADVnNXYg7xfHjx1FDRWKB2cCnwOt66ev68Wy9vLRe3xi3NH+7fPnyTJgwoaBjKdasVitXrrgB9YFw1O68dYAQYClwEIgC6nPlyiWsVqskRELcSGoqzJkDdeqAvi0QoGaE/fwzNG0qawYJcQeJjo5GrTJdGfgW9XmY+d5ti1pf6F+gMXBEr2+MfCdDGzZsuGF5WxmUmCuLxcK5c5cwmeqhadGoUfOngBdQK25eAbwxmcpy9uwBLBaLJENCXM+5c3DvvXDyJNSvD3v32q8S3amToyITQlxHYGAg6rPuNPAs0BKIAeKBIOA1YCvwA5Cs1zdGvpOh9u3b5zhnytYPn5GRkaNcqKn1MTEX0bTtqGmDD6L6R4+h+keTgV/RtPXExFySqfVC3EhQkGoBOnkS/v0XNm2SQdFC3OF8fHxQXWABwEDUSJ1UYDXQHDWbrA6wFojR6xsj32OG4uLi7L4uXrzIqlWruOeee1izZk1hxFgsJCYmYrMlodZYaAPsBubopXP043ZAGWy2yyQmJjomUCHuRKdP2x+bTPD++6p7bNcuSYSEKAJOnz6NSoSqo3pHMrg6kcimH+/Xy0vr9Y2R75Yhv1z64Lt06YK7uzvDhg1j165dBRJYcePj44OmmYGywBIgGLgf9cu/H7Uc+XagLJrmZWhGLMQda/9+ePNNWLUKDh+G7FNt27dXX0KIIsFms6F6RIKAQ8AloIJeehqIRHWbVQDMen1j3NJGrbkJDAw0dLXIoiY9PR0nJzfU+gk1gUBgpV66Uj+uCZzByclVtuMQAuDrr2HFCkhLg3HjHB2NEOI2qMaUVFQrUC3AimohQr+16uc1IDXXxpfCku+WoX379tkda5pGZGQk77//Pg0bNiywwIojkykFlX8eRWW+j6BeGI8Am1FZsbNeTwjByJFqxpinp6wYLUQRZzabUbOmNwH9ULOpk1GDpu9FtRoBTAai9PrGyHcy1KhRI0wmU44Bvi1atGDBggUFFlhxYzabSU+3oX7xnYAnUF1kq1ADqjsD3wELSE/XDH0RCOFwSUlqscS6deHxx6+eL1VKdZHddRfIe0KIIk1NtvJFLS0zBzWbOnMbL3fUJq6zgH2Ar93krMKW72ToxIkTdsdOTk4EBgbK9hE3kZCQQEaGFZUJ349qIcrsDzXpx12BdWRk7CYhISHXPeCEKHbOn4fGjeHiRahWDR5+GLKvPNusmeNiE0IUGKvVCpRCzRxbBPyIGiIyCHgGiAaS9PJ1en1j5DsZMnKvkOIkNjYWMKMWk0oE0lEbt4JqLbKi9mxpDPxObGws5cuXd0SoQhirQgW1VtDatXDqlNo7TAZGC1HsVK1aFdUjUh618KInUE8vbYyaSZaMGkaSrtc3Rp6SoY8++ijPD/jKK6/ccjDFmcpwnVA79jqhEp/MHXnj9XOZ5SZDM2IhDKNpaoZY/fpXz2VOk582Te0lVrOm4+ITQhQatedmHPA70BtohfocTEaNGboPNX72WyDO0D0685QMffjhh3l6MJPJJMnQdajVpK3AOdSLoZR+jH7roZ8/B8hWHKIY+usvNSB60yaVENWufbXsnnvgu+8cF5sQotDFxcUBKaiWn+qoHpJA1G4MgUACUAPVcrSXuLg4w2aU5SkZunackMi/gIAAVGvQTqA26hefudR4CnAG1V+6E0jR6wtRjPz5J2Ru5/PWW/DDD46NRwhhKJUMlUJ1iZVDdZV5oJKhSqjPQle9fDtxcXGGdZUV2DpD4sZKly6Nq2sGakPWfaimwcN66WH9+G/gIK6u6YY2DwphiP/7PyhfXu0k36uXo6MRQhjs5MmTqOSnEmo9oQCutsm46Me1gIqAh17fGLe0a/3Zs2dZsWIFp0+fJi0tza5sxowZBRLY9cyaNYtp06YRGRlJvXr1mDlzJm3atLnp/TZv3ky7du2oX78+e/fuLdQYc2O1WtE0F9QLYRVwHuiC+hWkAr+ikiQzmuYqu9aLoismBqZPV+OC+ve/et7LS7UO1agB8toWosRRU+U1VDtMZvdX5vR5d1SrkBvgDNju7Kn1f/75J4888gghISEcOnSI+vXrc/LkSTRN4+677y6MGLMsXbqUV199lVmzZtG6dWvmzp1L165dOXDgAJUrV77u/S5fvkzfvn3p1KkTFy5cKNQYr+fChQtkZLijmgbvRyVFm4Ew/fZu1AZ1q8nIiObChQuEhIQ4JFYhbpV7fDwutWvD5ctqM9WePdWCiZnq1nVccEIIh1LLxaSi/vHPTIoyEx6T/mXTy1MNXV4m38nQ6NGjee2115g4cSI+Pj78+OOPlC1blqeffpr777+/MGLMMmPGDAYNGsTgwYMBmDlzJqtXr2b27Nm89957173fc889R+/evXF2dmb58uU3fI7U1FRSU1OzjhMSEgDVsnM7M7xMJhMeHq7AXaiFpmyYzUnADszmMYA36oVxHjiEySQzygpK5nWU61m4rFYrqaVKkdGmDS6//ooWG0vGli1osolqgZLXszHkOhe8MmXKYDZ7ocYIfQ90x2xWW09l3qq1h04BXpQpU+a2rn9+7mvSrl1K+iZ8fHzYu3cvoaGh+Pv7s2nTJurVq8fff//No48+Wmh9fGlpaXh6evL999/z2GOPZZ3/v//7P/bu3UtERESu91u4cCGzZs1i69atTJo0ieXLl9+wm2z8+PFMmDAhx/klS5bIIohCZGez4X/4MHHZZ4UBPmfOUG3FCg716kVKmTIOCk4IUdIlJyfTu3dvLl++jK+v7w3r5rtlyMvLK6vlJCgoiGPHjlGvnlo06dKlS7cQbt5cunSJjIwMypUrZ3e+XLlyREVF5XqfI0eOMGrUKDZu3IiLS95+1NGjRzN8+PCs44SEBCpVqkRYWNhNL+aN7Nu3jzZtngJGorbjcMNsdmPBgi0MHNgKiyUNSAP+AKayceO3NGjQ4JafT1xltVoJDw+nS5cuMg6rgJjWr8f5jTcw7dmD9a+/oHHjrOvcYuBAXJ97jmBHB1lMyevZGHKdC97Ro0dp0qQDUBW1ppAXZvMpFiwIY+DANVgsVVArUK8BTrBr13qqV69+y8+X2bOTF/lOhlq0aMHmzZupW7cuDz74IK+99hr//PMPy5Yto0WLFvl9uHy7dkCVpmm5DrLKyMigd+/eTJgwgZr5WMTN3d0dd3f3HOddXV1v6w1RtmxZLJY44CRqLYX6qDUWwGLxxWJxAf5FNQ/GU7ZsWXkDFrDb/R2KbA4cgD17AHB9+21YvTqrSK6zMeQ6G0Ouc8GJjY3FYslALSMTgfocbASAxdIIi+Vv1L5l0UAGsbGxt3Xt83PfPCdD0dHRBAYGMmPGDJKSkgDVpZSUlMTSpUupXr16nhdnvBVlypTB2dk5RyvQxYsXc7QWASQmJrJz50727NnDSy+9BIDNZkPTNFxcXFizZg0dO3YstHivpVqV4lFT6y8Bu4HMLoTz+rnLennsbbVCCVHonn8eZs4Ef3/I1pIqhBDXc/bsWdQA6gDU7vVnUTvWj0Vt3HqZq1PsL+j1jZHnZCg4OJhHHnmEQYMGZQ2U9vT0ZNasWYUWXHZubm40adKE8PBwuzFD4eHhPProoznq+/r68s8//9idmzVrFmvXruWHH34wfKaWGktVGrUv2S7UfiynUb+C3ajZZf/q5YGcPHmShg0bGhqjEDmcPQsTJqhd47OvLu/uDuvXQ6VK4CTLlQkhbk597rqjekWCUatQZ4457AP8BxxB7cbgYejndJ6ToS+++IKFCxfy8MMPU758eQYMGED//v0JDQ0tzPjsDB8+nGeeeYamTZvSsmVLPvvsM06fPs3zzz8PqPE+586d48svv8TJyYn62fc/QnVVeXh45DhvBNV36QWEAj8AB4AOqNU4k4Bf9HN3A8fy1dcpRKGIjoZatSA5GUqXhn79IPvS+LJpsxAiH9TY3VTUWkJ9gSdQU+z/AJ5FTa3/DpgNpOV5rG9ByPO/dE899RRr1qzhxIkTDBkyhK+//pqaNWvSoUMHvv76a1JSUgozTgB69erFzJkzmThxIo0aNWLDhg2sXLmSKvof5cjISE6fPl3ocdyKOnXqoFaZPonaoK4ZsF0v3a4fP4UaM3RFry+EAwUGQmYrrNUKDlisVAhRfBw9ehTVBtMI6I7awT5zKZtU/biHXu6s1zdGvtu3K1WqxLhx4zh+/Dhr1qwhODiYZ599lgoVKjB06NDCiNHO0KFDOXnyJKmpqezatYu2bdtmlS1atIj169df977jx493yOrTAH5+fjg5xaNagoYCzwGZayO9px+/CJTCycm4zemEAFSy89tvOc+/8w689hocPw6yXpAQ4jaoRhMvoDlqccVrF110QiVEzQEvQxpZMt1WZ3+nTp1YvHhxVrfU3LlzCyquYichIQGzOQgIAXagxg1t1Uu36sc7gRDM5mDpJhPGWbkS6tWDhx5SO8pnFxKittaQvfKEELepbt26qK02PIBDwBfAGL10jH58GDWuyFmvb4xb7pA7efIkCxcu5IsvvuDs2bN06NCBQYMGFWRsxY6muQJmVFeZGfULBzWY7CxqV3sPfQ8zIQwSFQVHjqjvR42CjRvBwD2BhBAlg5rqfgU1rf43oDyQ2eLcDjVkZDNqR4Yrhi5pkK9P3ZSUFL7//nsWLlzIhg0bCA4Opn///gwYMICqVasWUojFg9lsJjU1CZXw+KJmlvkAx4HKqFlkMUAKqalXMJvNDotVFHOaZp/s9O2rWn/KloX335dESAhRKK5cuYL6DPwLGIwaH+QKbAI6oxKi74H5gEWvb4w8J0PPPvss3333HSkpKTz66KP89ttvhIWFGbqrbFGWkJBARkYMah2hdsBeYD9qo9Y5qKn21YGDZGREk5CQINt/iIJ15Ai89ZbaTf7tt6+ed3GBDRtUV5i8n4UQhcTDwwM1Oqcy0BLVIJBVqn+1AsKB43p9Y+Q5Gdq2bRsTJkzgmWeeISAgoDBjKpbUYpHuqH7S/wGNUbvX2/TbbcCvqC40D6KioihfvrxjghXFT0wMNGgAKSlqjNDzz6vZYplkDzEhRCFzcnJCDaBuieoJ2YHqKQH12ZiA2paqJbBdr2+MPCdD+/btK8w4ir20tDTAE/AHGqD2J/NHLbxYUT/OQK3AGa/XF6KAlC4N/fvDnDng6Qn//WefDAkhRCFzc3NDrTFUHjV7zAJkzhi7iFpzyEUvd9frG0OWjjVIYGAgYEUtutgOtabCOb30nH7cTi9P1esLcQssFli8WI0Nym7sWJg4EY4dgzZtHBObEKLEUt1eGagtqCqhekXa66Xt9eOKenm6od1kkgwZRA2IdgVqoTLjk6jR9Oi3J/XztQBXGUAtbs2PP0KNGvDMM7BqlX1ZhQpqrJC3t2NiE0KUaBkZGVzdo7MiqlXIppfa9ONKenm8Xt8YkgwZJCYmBrW+QhzwGSoBisks1Y8/18ud9fpC5FNGBpzTWxzHjMnZOiSEEA7i7OyMWlYmCvhZP5t8ze1yvdys1zeGLGhjELVNSDpqfYXSwF2oJccBHkXNLvsHOAZkcPr0aerVq2d8oKJoSU9Xs8Ey9egBTZpAcDC8+67MDhNC3DHUgGgzqgdkKfANaizt06idGZJRbTS1gMN33gDq/AyebtCgwS0HU5xVrlwZtSGrDWiCSox+Qe1H9gtQRT+/CkjQ6wtxHXv2qAUSGzaEqVOvnndyUrvJS1eYEOIO4+/vj/rsS0LNGiuPmlAE0ALYh2oVugJY9frGyFMy1KhRI0wmE5qm3XRdISP7+IoSNQbIGTWD7CBqW46nUcnR08B64IheLmOGxA3ExUHr1mqg9IYN8MorULHi1XJJhIQQd6D09HQgGtULMgh4CDWg+h+gG/A4qnFgARCt1zdGntqgTpw4wfHjxzlx4gQ//vgjISEhzJo1iz179rBnzx5mzZpFaGgoP/74Y2HHW2TFxcWh1hnKQL0ApqAWXES/nQI8qJe76fWFyIW/P7z4ovq+fHk4fdqx8QghRB6o9fZcUIOnW6K6zDLTkMwutFZ6uYte3xh5ahmqUqVK1vdPPPEEH330EQ888EDWuQYNGlCpUiXefvttunXrVuBBFgeXL19GJTq1gb6oX3xm1qvpx/1Qm7X+rdcXJd7ly/Dll/DSS/bjf0aPhipVYMgQcHe//v2FEOIOoYbclEHtSn8YiAXK6aWJwFHgkl6+m3379hk2djbfo5P++ecfQkJCcpwPCQnhwIEDBRJUcfTPP/+gst57UItNafot1xzfA3jq9UWJ9s03UK2a6gb74Qf7soAAlSBJIiSEKCLUIoouqFWoXVDjgzI/6/7Rj11Qg6pd7uxFF+vUqcOkSZNISUnJOpeamsqkSZOoU6dOgQZXnJQuXRo1ZsiEGjhmRa2+iX5r1c8DOOn1RYlWqhTExqrvJ06UafJCiCLtnnvuQc0Yu4RKiGqjusvQb2vr52OAZL2+MfI9tX7OnDk8/PDDVKpUiYYNGwLw999/YzKZ+PXXXws8wOKiUqVKqITnLKp5sBxXk58E1GJTF1CrUVv1+qLE0DS1b1j2gfP33w8dOqjB0RMmyDR5IUSR5uXlhdpyaj/QGzWbLHNnehegGqpV6DMgXq9vjHwnQ82aNePEiRMsXryY//77D03T6NWrF7179zY08KImISEB1T+6E6iDWlwxcyPWZOA4KlveCcTq9UWJsGHD1Wnys2dfPW8ywerV4OrquNiEEKKAJCcnoyYSnQXWcnWzclA9JKnAn3q5meTkZMN6SW5p0UVPT0+effbZgo6lWNM0DTWAej/wL9AaOIDqOjsA+KD6TP8FbHp9UexdvgwPPQSJibB9OwwfrrbTyCSJkBCimIiNjUV91tVBral3BGiD2qpqH7ARtfBwHSCS2NhYw3pJbml5x6+++op7772XoKAgTp06BcCHH37Izz//fJN7llwBAQGAN+CHWoZ8MfbLkC8GVgClAC+9vij2/PxgxAj1fa1aV8cICSFEMXN1HcK6qFnVQcAf+rk/9OO+qGRIu7P3Jps9ezbDhw+na9euxMXFZQXr7+/PzJkzCzq+YkNdJw/UtMInUaturtdL1+vHvfRyD1m8sji6cEENhL52IbFhw+CLL2DfPmje3DGxCSFEIfPz80N1hWlAJ2Ak8IFe+oF+3FE/TtXrGyPfydDHH3/M559/zpgxY3DJtidS06ZNZTr4DahuLytQA3gNeAWYrpdO149HANUBq3STFTeLFkFoKIwbp9YNys7HB/r2BQM3JRRCCKMdOnQINXHoOGq3BVBdZNlvA/TyVL2+MfKdDJ04cYLGjRvnOO/u7s6VK1dyuYcA9MTRHWiIGjuUytWBYzb9OAO1eau7XaIpioHQUMh8f0ybJtPkhRAlTmRkJGrM0EXgO1QLUXYaagPXi4CfXt8Y+f7EDQkJYe/evXarUgP8/vvv1K1bt8ACK24sFgtqsHQ6aiaZDyo5ItttnF7urNcXRVJGBiQlqfFAmdq0gW7d1G7yb70l0+SFECWOu7s7qg2mAbAOtU/nvXppBLAJtfBiA2CPXt8Y+U6GXn/9dV588UVSUlLQNI3t27fzzTff8N577zFv3rzCiLFYUBuvZq4zdAq1UWvm5U9FJUEngTOAVTZqLYo0DX79Fd58Exo1gq++si//8Ue1q7wQQpRA1atXR227EY0aLrIWNaGoi35bH7Vx+QwgQa9vjHwnQwMGDCA9PZ2RI0eSnJxM7969CQ4O5n//+x9PPvlkYcRYLKhlxS8Bh1DrDV3IVrpJv3VFLcgYbegy5KKAJCXBgAEQEwP798Prr0ODBlfLJRESQpRgwcHBqGRoB/AXMBhIQrUKTULNuF4CbAcS9frGuKWBKUOGDGHIkCFcunQJm81G2bJlCzquYkclNwHAeWADasS8HxCJWnzxMmqxqfNAGUmGiiIfH9Uq9Npr0KyZ6i4TQgiRjQn1OfcJKvHxBvoAQ1CJUSzqc9HYoQT5/le1Y8eOxMfHA1CmTJmsRCghIYGOHTve4J4l24kTJ1AtP8nAFtSCU1F6aZR+vEUvd9XrizvWqVNqgcTUVPvzQ4fCzz/D1q2Qy0QDIYQoqdSepjZU0nMRtdzM3Xrp3frxBdQWHTa7PVALW75bhtavX09aWlqO8ykpKWzcuLFAgiqO1MqbCajN6J5Frby5CrhPv62vf/85cEyvL+5In3+udoxPS4OQEHj55atlHh7wyCOOi00IIe5QqampqJagIKAbaqB05oyyKkBVoBZq/NB5vb4x8pwM7du3L+v7AwcOEBUVlXWckZHBqlWrDO3fK2rU/iruwD1AU9SLoRYqQ34c1VUWBOwF1smu9XeyJk1UIgQwaxa8+KKMBxJCiJs4c+YMagmZhqhusRjUWNo01LpDZYDmqMlEpzlz5gz169c3JLY8J0ONGjXCZDJhMply7Q4zm818/PHHBRpccRITEwN4ocYN7UKNFwoF/tZvo/XzatsOVV84XGqq2j8s+7i4u++GgQOhXDkYOVISISGEyIO4uDjUZ18z4ChqiZkaqD07a6A+B4+iEqINen1j5DkZOnHiBJqmUa1aNbZv305gYGBWmZubG2XLlsVZVtC9LtW1mI7qD22OmlqfOUAsEJURn0CNsE/PtStSGMhmgyVL4O231W7yy5fbl8+f75CwhBCiqFI5gqv+FQi4Aef00nNkbkelUhM3Q3OKPCdDmYss2my2m9QUuVErSsehdqj/P1Q/aWZ/aArqRRGil8fICtSOlpoKb7wB58/DyZNqQHTLlo6OSgghiqyKFSuiPu+SUDOoPYAKQLx+G5ut3KLXN0a+2/ffe+89FixYkOP8ggULmDJlSoEEVRzVrFkTNWYoCvgJdemzb8fhBCzTyz30+sJhzGa1jxhAly5q2rwQQohb5u3tjZoxvQvVCtQAKKeXltOPy+jlV/T6xsh3MjR37lxq166d43y9evWYM2dOgQRVHB0+fBg1ir428DVqJP0QvXSIfrxEL/fR6wtD7N8P/ftf3Tss08CBsH49rFkDBg3iE0KI4spkMqHSjjPAb8Bs1ErU6Lez9fNnAGe9vjHynQxFRUVRoUKFHOcDAwMN3VStqElKSkKNok9AtQQFAW310rb6sQ21Ome6Xl8Uutmz1SrRX3wBM2fal7m4QLt2DglLCCGKm+TkZNREomDgW2Af0F4vba8ff6uXe+n1jZHvZKhSpUps3rw5x/nNmzcTFBRUIEEVR2qPlRjgX6AXMAe16ib67RygJ/APEGPoniwlWocOV7//+ms1cFoIIUSBU7PDbKhGgYHAMCBzXFBF/XgAajyRzdDZZPlOhgYPHsyrr77KwoULOXXqFKdOnWLBggUMGzaMIUOG3PwBbtOsWbMICQnBw8ODJk2a3HChx2XLltGlSxcCAwPx9fWlZcuWrF69utBjzI0aFW9CLSpVBfgC0MekME4/rqp/mWRmXmFISoIzZ+zP1a6tVpKeMgV27pRp8kIIUUg8PT1RY4aqovYla4iaZo9+21A/HwIk6/WNke8pSyNHjiQ2NpahQ4dmTf/28PDgjTfeYPTo0QUeYHZLly7l1VdfZdasWbRu3Zq5c+fStWtXDhw4QOXKlXPU37BhA126dGHy5MmUKlWKhQsX8vDDD/PXX3/R2OCtEpycnIDSQCVgOqrLzE8vjQZ+BJxRCzGW0euLAmG1ErJyJS7PPQd33QXh4fbl06Y5Ji4hhChB1GLCZqAuasuNY6geE1Cbt5ZGzSqrC5gNXXw438mQyWRiypQpvP322xw8eBCz2UyNGjVwd3cvjPjszJgxg0GDBjF48GAAZs6cyerVq5k9ezbvvfdejvozrxkDMnnyZH7++Wd++eUXw5MhNRDMBOxGLTTVBLU1B8AzwFbU6tO7stUXBULTCP35Z0wXLsCFC/DHH9C5s6OjEkKIEkUtJuyB6pTagZo5VgU1tb4KqmFgO+qz0mzo4sO3vJiNt7c399xzT0HGckNpaWns2rWLUaNG2Z0PCwtjy5YteXoMm81GYmIiAQEB162Tmppqtx9KQkICAFarFavVeguRKykpKZjNqahfci/gMcxmgPWYze1Rg8eWAQuANFJSUm7r+cRVVpOJg7170/TDD7E9/jgZwcEg17bAZb5e5XVbuOQ6G0Ouc8FLSkrCbHZGrSMUAARjNrsBYDZ7o9bbs6FajZxISkq6reufn/uaNE3Tblape/fuLFq0CF9fX7p3737DusuWLcvzk+fH+fPnCQ4OZvPmzbRq1Srr/OTJk/niiy84dOjQTR9j2rRpvP/++xw8eJCy2bdXyGb8+PFMmDAhx/klS5YY2n8pbo3/oUPU+PFHdr/yCunZ16iw2fA9eZKEatUcF5wQQgjDJCcn07t3by5fvoyvr+8N6+apZcjPzy+r28bPz+8mtQvXtd1HmqblqUvpm2++Yfz48fz888/XTYQARo8ezfDhw7OOExISqFSpEmFhYTe9mDfy3XffMWTIOOAN1JpC3pjNVhYsWMfAgR2wWFxR2fJy4H0+/3wiPXv2vOXnK4mcZs3C+Y03ALh/3z5skyYB6r+D8PBwmj/3HK6uro4MsVjLvM5dunSR61yI5DobQ65zwTt37hx167YG6qE+B1thNseyYEEiAwf6YLEEAFtQCxPv58CBLbe1AXxmz05e5CkZWrhwYa7fG6lMmTI4OzsTFRVld/7ixYuUK1fuOvdSli5dyqBBg/j+++/pfJOxIu7u7rmOf3J1db2tN0RycjIWSwaqaTAFNYBaPY/FkoHFkgxYUTv32khOTpY3YH5166Y2Tk1Lw3nVKpwnT4Zss/Ju93co8kauszHkOhtDrnPBcXZ2xmJxATyBz1B7cXYGfLFYzmGxfIHavLwq4Iqzs/NtXfv83LfITFlyc3OjSZMmhF8zEyg8PNyu2+xa33zzDf3792fJkiU8+OCDhR3mdalFFFOB00Ap1EZ1iXppon5cCrXyZoosungzsbFwbddolSowdqxaSHHnTrtESAghhGOlpKQAaah1hu5Hbdb6i176i358n16eqtc3Rp5ahho3bpzn2U27d+++rYBuZPjw4TzzzDM0bdqUli1b8tlnn3H69Gmef/55QHVxnTt3ji+//BJQiVDfvn353//+R4sWLbJalcxms+HdfWXKlEElPZuBh4DqqO05QO3J4gYc1csT9foih7Q0mD4dpk6FWrVg2zbI/tocM8ZxsQkhhLguDw8P1Mwxf6AT4ItaYuYQMBG12GIC6rMwXq9vjDwlQ926dcv6PiUlhVmzZlG3bl1a6rt4b9u2jf379zN06NBCCTJTr169iImJYeLEiURGRlK/fn1WrlxJlSpVAIiMjOT06dNZ9efOnUt6ejovvvgiL774Ytb5fv36sWjRokKN9Vo+WRt9HgG+Ah5EZcEA51BTCn/Ty7Vs9YUdZ2dYsgQuX4bt22H5cnjsMUdHJYQQIk+8gTpAWdR6QhmoZKgqaq29A3r5BkOjylMyNC5z927UCtSvvPIK77zzTo46Z65d3bcQDB069LpJ17UJzvr16ws9nrxKT09HrS/kBEQA51GbstZATan/D5UIOQF+en2Rg7MzTJ6sEqABA8DA5R2EEELcusTERNQ6Q1VQCyzGo4aIgBpLa9XPVwbc9frGyPeYoe+//56+ffvmON+nTx9+/PHHAgmqOPL3VwOjVSasoQaOfauXfqsfQ2amrOqXcOHh0L49XLxof/7hh+HIEZg3DypWzPWuQggh7ixqdpeGaocJQKUg2cfOOunnXbPVN0a+kyGz2cymTZtynN+0aZOh/XtFjdp9NxrVIlQetfp0b720t35cTi+PNnS33jvSRx9BWBhERIA+RT6LyQSyXpAQQhQpqqUnFdiDmk3th0p+0G/99PO7gRRDW4byvQL1q6++ygsvvMCuXbto0aIFoMYMLViwgLFjxxZ4gMXF5cuXUd1k0cCjwCuoUfWrgaGoAdT/A+YDPnr9EqxnTxg9GpKT1dig9HRwueUF04UQQjiY6vEwAQeB71C7MWR2k7mi2me+RQ0bMRnaQ5LvT5dRo0ZRrVo1/ve//7FkyRIA6tSpw6JFi2SRwBtQ46lcgOZAY1TmmzmA+gIqSbob+BeINGT81R3j3DnVFZZ9v7jy5dWMsYAA6NVLdpMXQogiTq0JmDm9/ldUUtRaL12Hmk19TC+33HQNwYJ0S/9q9+zZUxKffFKz3MxAW6ABaj2ho3rpUVRiFKqXr7abFVdspaaqdYE++giqV4e9e+3XBso2A1AIIUTRphZBTAcuAbVQjQCfozYr/xz1Oeipl9sMXezylv7djo+PZ968ebz55pvExsYCan2hc+fOFWhwxUlGRgaqedCGyoxt+jHXnFf1VP1izs0N1q+HlBT49181ZV4IIUSxpMbCuqJ6Q9YCcUBHvbSjfrxOL3cxdOxsvpOhffv2UbNmTaZMmcK0adOIj48H4KeffmL06NEFHV+xERCQuQ3HMVQXmRXIHARcTT/eDRwHUvT6xcy1ewKbTPD++yopGjYMunZ1TFxCCCEKnRoL64padPERoBFqMDX6bSPgYb3czdCxs/lOhoYPH07//v05cuSI3eyxrl27smGDsYskFSVqYcgY1L4rpVHrLJTSS0txdd2Fv4FLWQtJFguaBj/8AI0awbXdfx06qHMzZoCsui2EEMWW2vkhBWiKmjjUC3hdL31dP35RL7cYulNEvpOhHTt28Nxzz+U4HxwcnGMTVXFVqVKlUItNRQK7AAuqSRD91qKfjwTMev1i4uOP4YknYN8+yLaAZxYDB8kJIYRwJD+gDaoRwBc1lhb91lc/30avZ5x8J0MeHh65LoR06NAhAgMDc7mHAPD29ka1/NyHWoF6PGpqIfrteP38fUBpvX4x8cwzkJncnToFVqtDwxFCCGG8K1euoJaRKQ94oRKfzLwhUD/2Qq25567XN0a+k6FHH32UiRMnYtU/0EwmE6dPn2bUqFE8/vjjBR5gcREZGYmavOeF2otsPfC1Xvq1fnwetW+Li16/CDp6FDZvtj/n769ah377Df78EwycISCEEOLOUKFCBdT42FjU9PnMSUPot5nT7uMAq17fGPlOhqZPn050dDRly5bFYrHQrl07qlevjo+PD++++25hxFgsqJU0E4EF+pmHgBH69yP0Y00vTzR05c0CkZYGL7wAdepAv37qOLs+feCBB+x3mBdCCFFimEwm1M7061EtRJmzqOHqLGs3vTxer2+MfK8z5Ovry6ZNm1i7di27d+/GZrNx991307lz58KIr9hQzX0xQBDQHbgXuIJKkCqi1lyoCnwJHDW0ebBAuLrCoUNqpehjx2DhQshlbJkQQoiSSU2VNwP7gE+BflxNhpJRydAi1EQiT5KTkyldurQhseUrGUpPT8fDw4O9e/fSsWNHOnbsePM7CSBzFL03UA81fdAZtcjiXv02GmgI1AeOGTqK/pZkZNgvkJg5Tb5zZxgxAnr3vv59hRBClDgZGRk4OTlhs9mAeajp9PehBkuvQ21PtQtwwcnJ2PX28tVN5uLiQpUqVUrGgoAFLCYmBrU3WX3UNPq7gcz+0Ar6cRVUsuSn178DpafD/PlqxehDh+zLmjVTW2uMHQs+Po6JTwghxB2pbNmymEyZCxB3Qg0NmauXztWPOwEmTKYMypYta1hs+R4z9NZbbzF69OisladF3sTFxaFag4K4utiids1tKCoxctLr34HmzIHBg+HkSXjrrZzlkgQJIYS4rjSgDvAEMBy1DQf67XD9fB29nnHyPWboo48+4ujRowQFBVGlShW8vLzsynfv3l1gwRUn7u7uqP5QK/bbcGTeZn6fDtj0+negAQNg0iS4cEENkk5LUytICyGEEDdw4cIFnJwCyMhoCLgD8cBpVEPBf6h1hryAhjg57eDChQuEhIQYElu+k6FHH33U0BHexYXacM4C7EBlvr7YtwxpQIJebjF0g7rr2rNHJT3333/1nJcXzJ0LpUvDvfc6LjYhhBBFitlsxtnZg/T00mjaGa7uvnBWv40BzmAyBeDs7IHZbL7BoxWsfCdD48ePL4Qwij8Xl8xLfRhYAjyOyoxBJUnxwA96efb6DmC1qunx33wDwcFw5Ahkf1E++qjjYhNCCFEklS5dGh8fSEk5hxonG4xqFTqrf18eOIum/YOPD4bNJIN8jBlKTk7mxRdfJDg4mLJly9K7d28uXbpUmLEVK6qlJ1X/+hOYgho5j347BbWLr6rj0JYhV1fInNp/7hzMm+e4WIQQQhQLrq6ueHpaUf/0V0ONoc3clDyAq2NqD+PlZTX0czDPydC4ceNYtGgRDz74IE8++STh4eG88MILhRlbsVKrVi1UV1gS6peeDvysl/6sHweg1h3S9PoGSUnJeW7yZLVn2MyZ8OyzxsUihBCiWEpOTiY21obqDvsNtbZQ5vZMVv34N+ASMTE2fV0iY+S5L2bZsmXMnz+fJ598EoA+ffrQunVrMjIycM6+3ozIVY0aNVADw5qjmgTLotYVQr89AFwEWgAX9PqFLCUFZs+G996D1auhceOrZfXqqd3kZXC0EEKIAnDx4kXS0txxdQ0jI2MDNtt/qM88gD+AbTg5XcTZ+T7S0hZw8eJFqlatakhseW4ZOnPmDG3atMk6btasGS4uLpw/f75QAitu/vnnH9TKm3WAl4B7gON66XH9+EWgNmDW6xeyL76A4cMhOhpGj85ZLomQEEKIAuLh4aGvM1QBk2kwJlNpTKbfATCZftePB6NpFTCZMvDw8DAstjwnQxkZGbhd8+Ho4uJCenp6gQdVHJ07d46r0+obAz2BsXrpWP34br3cqtcvZP37Q9WqavXoMmUgNbXwn1MIIUSJVLp0aUqVMmG1rsdmq43J9H9o2hQANG0KJtP/YbPVJj19Pf7+JkMHUOe5m0zTNPr372+3/k1KSgrPP/+83VpDy5YtK9gIi4moqCjUrLHDqN3pV6PWVegBjEK1CHUFjgAWvX4B2rgRoqLgiSeunnN3V6tJly4NDRte/75CCCHEbXJ1daV27YpERe1F01agaU9xdVa1OzabhhpDu5fatSsbOoA6z8lQv379cpzr06dPgQZTnKllxd2A7cBu/XtvvTQaOMHVgdTuBbcMeXo6dO8Ov/yikp6wMMi+75nsLyeEEMIAVquV5GRn1Ofc18AhoK1euh7YgFprL50rV5ywWo2bUZbnZGjhwoWFGUexV6VKFVQ3WTxqy417gPZ66QuoF8J24BKQptcvAC4uV7fIiIlRLUHDhxfMYwshhBB5ZLFYOHs2Dien+zGZjpORsQs4CPRH7U2WjLNzKTStMWfPrsViMW4B4nzvTSZujZpxl4BaeXogMJmryVB7/XiAXn751mfoXb6c89w770BoKCxYAP/3f7f2uEIIIcRt0DSNuLh4nJ3r4+n5Ph4e3XF2Lg+As3N5PDy64+n5Ps7OdxEXdxlN027yiAVHkiGDqF3ovYCmwFOogdI2vdSmH/fWy73zv2t9QgKMGwcVK8KmTfZl1arB4cNqXzFZBkEIIYQDJCYm4uJiA3bj5FQND4/n8PL6AAAvrw/w8HgOJ6dqwG5cXNJJTEw0LDZJhgxy9uxZwA9oB8ShBk//rZf+rR/H6+Wl9Pr5sGwZTJwISUkwahRcm1E7ya9aCCGE4wQEBODl5YXJdASr9Ts0TcNkUt1gJpMrmqZhtS7FZDqCl5cPAQEBN3nEgiOfkAZJSUlB7cFiQs0YswJV9dKq+vFh/dhZr58PffpA7dpqjFCDBjJNXgghxB3F09OT9u0b4Oxsw8lpLampE0hPjwAgPT2C1NQJODmtw9nZRvv2d+Hp6WlYbJIMGUQtHpUMHAMqorrDgvTSIP04GLUA45XrLzalafDrr2r8T3YuLrBwIRw8CLNmgYGLVQkhhBB5MXjwAPz8YnFyKoevbzlMpuUAmEzL8fUth5NTIKVKxTJkyCBD45JkyCBqdlgcatuN6y0kVUYvj8t9NllGBnTqBA8/DK++qlaOzq5FC6hevQCjFkIIIQpOp06dePPNp/H0XENy8g48PFoC4OHRkuTkHXh5/cHo0U/T0eBlXyQZMki5cuVQG7FeQK2vcAHQd4bnin68GIgCAvT613B2hpo11feJifDll4UdthBCCFGgXn75Zb7+ejIPPZSKu/tsANzdZ/PQQ6ksXjyZl19+2fCY8rzOkLg9VqsVtdJmC+BP1PigpqhB1b8AO4EzevkJVT8yEsqXV9tlZBo7FnbsgDFj4LHHDP4phBBCiNvXsWNHOnbsSEJCAuvWrWPXrpX4+vo6LB5pGTKIGgiWjEp+ugNHgY/10o/148eBUpQmiXuWLFH7hq1ebf9AQUGwc6daVTp7kiSEEEIUMWaz2e7WUaRlyCBq8ahU4FfUgOmGQCvUGkNjgS2o7Tgi6Ugyob/8ou44apTaQiP71HhJgoQQQhQDqtcEQ7feyE2RaxmaNWsWISEheHh40KRJEzZu3HjD+hERETRp0gQPDw+qVavGnDlzDIrUnouLC+pyXwAaAEOAenppPf34LiCKH3Anvnp1MJuha1dIS3NIzEIIIURhOHr0KLNnz2Xw4JEADB48ktmz53Ls2DGHxFOkkqGlS5fy6quvMmbMGPbs2UObNm3o2rUrp0+fzrX+iRMneOCBB2jTpg179uzhzTff5JVXXuHHH380OHJISkpCrSXUALVD/QlMWiIVIyJ42TobtVFrHaABGmlse/ZZOHoU3ntPpskLIYQoNiIiIhgxYjqLF0disXQDwGLpxuLFkbz22jQ2bNhgeExFKhmaMWMGgwYNYvDgwdSpU4eZM2dSqVIlZs+enWv9OXPmULlyZWbOnEmdOnUYPHgwAwcOZPr06QZHjr6suC9wN1ANJ/xZl/oUTT78kPHpHxFMBlBNLy/FWX9/NT5ICCGEKCaOHj3Khx9+Q1JSB+rVG0dQUDsAgoLaUa/eOBIT2zNjxhLDW4iKzJihtLQ0du3axahRo+zOh4WFsWXLllzvs3XrVsLCwuzO3XfffcyfP/+6/ZOpqamkZlu9OSEhAVD9mZl9m7fC1dUVs9kHtbBiTcCd7VpnmqUcxEwafVz28JHrUNTWHN64urre1vOJq7L3SYvCI9fZGHKdjSHXuXD88cdaLl8Ook6dxzCZ0jGZLACYTBZcXc3UqtWdgwcPEx7+J5UrV76t58rP786kGbkt7G04f/48wcHBbN68mVatWmWdnzx5Ml988QWHDh3KcZ+aNWvSv39/3nzzzaxzW7ZsoXXr1pw/f54KFSrkuM/48eOZMGFCjvNLliwp8KXBXRMSuGfaNI706EF0w4YF+thCCCFESZacnEzv3r25fPnyTaftF5mWoUyma2ZSqY3erj+7Krf6uZ3PNHr0aIYPH551nJCQQKVKlQgLC7utNRAWL17Miy++BTwGTAFMmM3pLFjgy8CBHbBYXAANeANYxqefvkufPn1u+fnEVVarlfDwcLp06eLQ2QrFnVxnY8h1NoZc54KXmJjIkCFvk5DQlNOnd5GSUhZf35ZMmpTMW295kpCwFQ+Pi1Su3AQ/v5189tk7+Pj43PLzZfbs5EWRSYbKlCmDs7MzUVFRducvXryY+2rNQPny5XOt7+LiQunSuW+J4e7ujru7e47zrq6ut/WGCAgIwGJJB/YDS1BrDanmQYslAYvFDCzTyzMICAiQN2ABu93focgbuc7GkOtsDLnOBcfHxweLJY5//vkVZ+ee+Pj0xNk5HViJs3N7zObOJCYu5Z9/vufuu93x8fG5rWufn/sWmQHUbm5uNGnShPDwcLvz4eHhdt1m2bVs2TJH/TVr1tC0aVPDX9xlypRBJT8m1IrT76BWnUa/fUc/bwKS9fpCCCFE8eDq6oqfnxNXrvjh4/NEjh4ak8mEj09Prlzxw8/PZOjndJFJhgCGDx/OvHnzWLBgAQcPHmTYsGGcPn2a559/HlBdXH379s2q//zzz3Pq1CmGDx/OwYMHWbBgAfPnz2fEiBGGx+7m5obqBjsLVAfKopIf9Nuy+vmzgKbXF0IIIYoHq9XK5csmPD3vIjHxBOozMTuNxMTjeHndRUKCk6GD14tMNxlAr169iImJYeLEiURGRlK/fn1WrlyZtcN7ZGSk3ZpDISEhrFy5kmHDhvHpp58SFBTERx99xOOPP2547Kq7zgmV9JwHzMDDeunDwA79fFngQo7uPSGEEKIos1gsuLh4UqdOA06ePEdcXBx+fmX1skguX76I2ZxM5cp34eLyHxaLxbDWoSKVDAEMHTqUoUOH5lq2aNGiHOfatWvH7t27Czmqm1MrUJuBR4B7gO3A78AD+m014DlUUnREry+EEEIUD2azGQ8PJ2w2aNmyIWfPniMm5iQAzs4nqVGjDBUr1iAxcSfu7k6G7lcmn7gGiYmJQe1aXwm1L1kLIAHYBkxELchoASIBd72+EEIIUTy4urrSoUMjFi/eSFBQR+rW9cPJKQVYTbt2zbDZPNA0jdOnN/Lgg41kzFBxpBZyzEDtXG9F7VL/n176n35sRSVENruFH4UQQojioEuXTgQGRnH8+HdomoaTkzMATk7OaJrGsWNLKVs2irCwzobGJcmQoZKBCOBf/ftK+vlK+vG/wAbgikOiE0IIIQpT9erVGT68N97e69i/fwLnz0cAcP58BPv3T8DXdz3DhvUmNDTU0Likm8wgNpsN1fKzA2gMDAVswD9ABdQ2HZ8AfwFWvb4QQghRvLRt25bg4GDWrPmDjRuXA10wm5fTp89dhIU9Y3giBJIMGaZSpcxWoLKohGgycK9+bpP+dQQoB5zNVl8IIYQoXkJDQ3nhhVD69UsmPDycefOmFviWV/kh3WQGUcmNGQhDTaW3At/qpd/qxw/r5WZJhoQQQhR7mYOkHb3Kt7QMGSQ+Ph7wBEoB9YEGQBSQBPQGyqMGWMcAnnp9IYQQQhQ2aRkySEpKCmqMkDMQhxowXU0vraYfx6PyU02vL4QQQojCJsmQQdTiUYnAHqA2qsvslF56Sj+urZdfNnSxKSGEEMIRMrfcMHLrjdxIMmSQ0qVLo9YQ2gn8BlQFmuilTfTjX1GDq1P0+kIIIUTxc/ToUWbPnsvgwSMBGDx4JLNnz+XYsWMOiUfGDBnE3d0d8EKNE/oSNXOspV66Htiqf0UB3np9IYQQoniJiIjgww+/ITq6PGXLdgOuYLF0Y/HiTaxePY3hw3vTtm1bQ2OSZMggZcuWxdkZMjICUAnPOtQii4OAz4Fo1Jih0ri4nKNs2bIOi1UIIYQoDEePHuXDD78hKakD9er1xNU1HVhJUFA7AgM7cezYUmbMWEJwcLCh6w1JN5lBXF1dcXf3BroDL6Jmlp3VS8/qxy8C3XFz83b4NEMhhBCioIWH/0l0dHmqVeuJyWSyKzOZTISG9iI6ujxr1vxhaFySDBkkISGB9HQX1NT6IOAtYJ5eOk8/DgL8SE93JSEhwSFxCiGEEIXBarWybt1e/P3b5EiEMplMJvz927Bu3V5DB1VLMmSQ5ORkrNZU1LT6UNTq03X10rr6cSgQj9WaSnJysmMCFUIIIQqBxWIhJcWGh0fgDet5eJQhNdWGxWIxKDJJhgyTkZGBpsWidqevi1pvKDtn/fxRNC2GjIwMo0MUQgghCo3ZbMbDw4mUlOgb1ktJuYS7u5OhS8xIMmQQb29vwA/VMrRUv72kl17Sj7/Vb/30+kIIIUTx4OrqSocOjYiL24imabnW0TSNuLiNdOjQyNCxs5IMGSQpKQmTyRO1ptBy4D3UAovot+8BPwN3YzJ5kZSU5JA4hRBCiMLSpUsnAgOjOH78uxwJkaZpHDu2lLJlowgL62xoXJIMGcTDwwOTKQ3wAIYAVYCVeulK/XgIYMZkSsPDw8MxgQohhBCFpHr16gwf3htv73Xs3z+B8+cjADh/PoL9+yfg67ueYcN6GzqtHmSdIcP4+vri5HQZm20/8BJqwLQViEC1Crnqx4twcorD19fXccEKIYQQhaRt27YEBwezZs0fbNy4HOiC2bycPn3uIizsGcMTIZBkyDAWiwUXFz/S088DPwB9UbvUg2qgcwWWAOdxcfHHYrHg6enpoGiFEEKIwhMaGsoLL4TSr18y4eHhzJs31aGfeZIMGcjFxRtoCHyPGkTtBzwDDAQuAyagIS4uFx0WoxBCCFHSyJghg5jNZlxcTJhMLqjVpoOB5nppc/3YC5PJFRcXk+xaL4QQoti60zZqlWTIIOnp6Xh7m9C0zUA34BOgv17aXz9+FE3bhLe3qi+EEEIUNxEREYwYMZ3FiyOxWLoB6Bu1RvLaa9PYsGGD4TFJMmQQs9lMenoaUAk1vV5DjRNCv9X085XIyEiTliEhhBDFjv1GreMICmoHQFBQO+rVG0diYntmzFhieAuRJEMGsVqtXLkCaszQOdSO9bF6aax+fB5oSFKSydA9WYQQQggjyEatJVxsbCzp6SbUOkMBgC9wRC89oh8HAO6kp5uIjY3N/YGEEEKIIuhO3qhVZpMZxMfHh/T0FNR0+o1AOBAPjALGo3azvw+wkZ6ego+Pj2MCFUIIIQrBrWzUatSWHJIMGSQ9PR0npwzgVyANtSlrb710KPAnap0hN5yd02UAtRBCiGIlc6PW5OSbb9Tq6SkbtRZbKsONBp4AFgC99JJe+vHjQDQuLm6OCVAIIYQoJLJRq8DX1xcXFytqxthTqJ3qk/XSZP34aaAJLi5psh2HEEKIYkc2ai3hrFYrGRk+QHucnErh5OQMJOilCTg5OePkVApoj83mK7PJhBBCFDuyUWsJFxsbi7u7DykpgdhsFsAbFxe1M72LS2nS0pyAJFxdS+Pm5k1sbKzsTSaEEKLYkY1aS7CAgAA8PEykpyeRlpaG1RrP1Ya5JJycbLi62nBzS8bDw4mAgAAHRiuEEEIUnjtto1bpJjOIp6cn995bk/T0dZQrV5rSpT3w8FBdYR4eVkqX9qBcudKkp6/j3ntrSKuQEEKIYi9zkLSRg6VzI8mQgQYPHoC39wHi4z/Dz8+PoCC11kJQUCB+fn7Ex8/Bx+cAQ4YMcnCkQgghRMkhyZCBOnXqxJtvPo27+xLOnRtMXNxyAOLilnPu3GA8PL5l9Oin6dixo2MDFUIIIUqQIpMMxcXF8cwzz+Dn54efnx/PPPMM8fHx161vtVp54403uOuuu/Dy8iIoKIi+ffty/vx544LOxcsvv8zXX0/moYdScXX9CABX14946KFUFi+ezMsvv+zQ+IQQQoiSpsgkQ71792bv3r2sWrWKVatWsXfvXp555pnr1k9OTmb37t28/fbb7N69m2XLlnH48GEeeeQRA6POXeXKlWnbti1NmtwFQJMmd9G2bVuqVKni4MiEEEKIkqdIzCY7ePAgq1atYtu2bTRv3hyAzz//nJYtW3Lo0CFq1aqV4z5+fn6Eh4fbnfv4449p1qwZp0+fpnLlyobEfq2IiAg+/PAboqPLU7ZsD+AKaWk9WLx4E6tXT2P48N60bdvWIbEJIYQQJVGRSIa2bt2Kn59fViIE0KJFC/z8/NiyZUuuyVBuLl++jMlkolSpUtetk5qaSmpqatZxQoJaGNFqtd72QojHjx/nk0++JzW1Aw0bPoaLSzoQTqVKrahQoS0nTizj44+/o3z58oSEhNzWc4mrMn9vspBl4ZLrbAy5zsaQ62yMwrzO+XlMk3a9DULuIJMnT2bRokUcPnzY7nzNmjUZMGAAo0ePvuljpKSkcO//t3f3UVHV+R/A33eGEWZQRuRZUFHUII+JykHB9YGEwbNr6rodNYy08Kk9rE9rra6V+tstt1pJLd0tTeysYGS7+uv0K2RsFcc0zQdWCxLFhw1hFF0cxoaHgfn+/mChEEQGnTuO836dM6fmO99772c+oPfj937v9/7sZ4iMjMSOHTvu2G/16tVYs2ZNq/bs7Gze7k5EROQiLBYLUlJSYDKZ7vqIK6eODN2p8Pipr7/+GgAgSVKrz4QQbbbfzmq1YsaMGbDZbNi8eXO7fVesWIGlS5c2v6+qqkKvXr2g0+nu6XlhVqsVc+a8iOrqKejZcywAQKm0Yvx4Pb74IgkNDY1rLJSV5UOt3oOtW99w+roLDwur1Qq9Xo+kpCTm1IGYZ3kwz/JgnuXhyDw3XdnpCKcWQ+np6ZgxY0a7fcLDw3H69GlcvXq11WcVFRUICgpqd3ur1Ypp06bh4sWL+Oc//3nXgsbT0xOenp6t2lUq1T39oKqrq3HrlhVdugSivr7lfhoaVM1tSmUAfvjBivr6eo5E3Wf3+jOkjmGe5cE8y4N5locj8mzP/pxaDPn7+8Pf3/+u/eLi4mAymXDs2DHExsYCAI4ePQqTyYT4+Pg7btdUCJ07dw779++Hn5/ffYvdXmq1Gl5eClgsFe32q6m5Do1GAbVaLVNkRERE7s0lbq2PiorChAkTMHfuXHz11Vf46quvMHfuXEycOLHF5OnIyEjs3r0bAFBfX48nn3wSx48fR1ZWFhoaGmA0GmE0GlFXVyf7d1CpVEhIiEZlpQF3mqYlhEBlpQEJCdH8lwgREZFMXKIYAoCsrCwMHjwYOp0OOp0Ojz32GP72t7+16HP27FmYTCYAQGlpKT755BOUlpYiOjoaISEhza/Dhw874ysgKWk8AgKMuHDhIwghYLM1znS32awQQqCkJAeBgUbodIlOiY+IiMgducSt9UDjU9/buwsMQIsRl/Dw8DuOwDhL//79sXRpCv7nf/6CL77YAZtNgwkTUpCb+ywUCgsiIrpiyZLnERER4exQiYiI3IbLjAw9LBrvgPOAEKGQpMb5TpIUDyFCIYTL1KZEREQPDZ59ZXT+/Hm89dZOCDERiYnToFTWAtiL5OT5aGjwRElJDjIyshEaGsrRISIiIplwZEhGev0XqKgIRr9+01qtjyRJEiIipqOiIhh5efucFCEREZH7YTEkE6vViv37C+DrOxpVVVUoLCxEfv4xAEB+/jEUFhbCbK6Cr+9o7N9fwCXgiYiIZMLLZDKprq5GTY0Nt24JfPPNv1BTo4FWGw6gEg0N4Th37hq+//5f6NNHQKm0obq6mrfXExERyYAjQzJRq9Wor7egqOgMrNZQ+PoOh5dX44KTXl7+8PUdDqu1J7777gzq6y1cdJGIiEgmLIZkolKpoNUKWCxn4OnZgMrK91Be/iIAoLz8RVRWvgdPz8bPfXxsHBUiIiKSCYshmVitVphMNqhU51FevhQmUxmEmAIAEGIKTKYylJcvgUp1HiaT4JwhIiIimXDOkEyqq6tRW2uDQuENIWIA/AJAEIBTAAZCCC0AQKE4hro6wTlDREREMuHIkEzUajVu3ixHQ8MjCA1dDF9fb0jSJQCAJF2Cr683QkOXoKHhEVRWlnHOEBERkUw4MiQjITwBDESXLlp06dIdnp41APaiZ89Y1NZ6ARAABgIodGqcRERE7oQjQzKprq6Gr28g1Go1qqouoLHwUf73UyUAgaqqEmg0XvD1DUR1dbXzgiUiInIjHBmSiVqthp9fN/Tp443y8iuorKyEVhsIAKiuLofJdA1qtQXBwV3Ro0c3XiYjIiKSCUeGZKJSqZCQEA2FohAjRz6GAQM0UCovAQCUyksYMECDESMeg0JRiISEaE6eJiIikgmLIRklJY1HQIAR16/vRVRUFEaPjgEAjB4dg6ioKFRU5CIw0AidLtHJkRIREbkPFkMy6t+/P5YuTYEkfYp9+55HXt57AIC8vPewb9/zUCj+D0uWpPCJ9URERDLinCGZCSFgsZhRVfVv2GyXASyAybQXCoUFFouvs8MjIiJyOxwZktH58+excuXbKC6OhlL5Z/j7vwMA8Pd/B0rln1FcPAQrV25ESUmJkyMlIiJyHyyGZJSVtROFhWqoVE+jR48YaDS9AQAaTW/06BEDleppfPutGtnZO50cKRERkftgMSQTq9WK//1fA4SIg1YbAUC6rYcErbY/hIjDnj0H+WwyIiIimbAYkklVVRWMRjO8vAagdSHURIKX1wAYjVWoqqqSMzwiIiK3xWJIVvUAbt2lzy0ADTLEQkRERACLIdn4+PggJESDmpp8CCHa7COEQE1NPoKDNfDx8ZE5QiIiIvfEYkgmKpUKkyYlQpIKYDbntCqIhBAwmz+EQnEKkycncQVqIiIimXCdIRnNnPkU9PqvcfbsDlRWFkGrHQ0AsFjyYTIZYLOdwKOPajFz5lNOjpSIiMh9cGRIRv3798drry1DdHQ3dO16ElZr4wrUVut76Nr1JIYO7YZXX13GFaiJiIhkxGJIZmPGjMHy5XMQG6uFUlkKAFAqSxEbq8Xy5XMxZswYJ0dIRETkXniZTGb5+fl4++1dqKjoj0GDUgHUYNCgVfj3v49g48aP4OHhwYKIiIhIRiyGZHT+/Hm89dZO3LqVgEGDpkGlqgfwGcLCHkdQkA4lJTnIyMhGaGgoL5URERHJhJfJZKTXf4GKimD06zcNktRy4UVJkhARMR0VFcHIy9vnpAiJiIjcD4shmVitVuzfXwBf39GtCqEmkiTB13c09u8v4OM4iIiIZMJiSCbV1dWoqbHByyug3X5eXv6orbWhurpapsiIiIjcG4shmajVanh5KVBTU9Fuv5qa6/D0VECtVssUGRERkXtjMSQTlUqFhIRoVFYa2n0cR2WlAQkJ0VyBmoiISCYshmSUlDQeAQFGXLjwEYQQsNkaH8hqszVACIGSkhwEBhqh0yU6OVIiIiL3wWJIRv3798fSpSmQpE+xb9/z2Lv3XQDA3r3vYt++56FQ/B+WLEnhbfVEREQy4jpDMmu8RFYPSboCm60SQDiEOAyFwgKgq5OjIyIicj8uMzJUWVmJ1NRUaLVaaLVapKam4ubNmx3efv78+ZAkCevXr3dYjHfTtOiiEFMwfvwnmDAhEwAwYUImxo//BDbbZGRkZKOkpMRpMRIREbkblymGUlJSUFBQgNzcXOTm5qKgoACpqakd2nbPnj04evQoevbs6eAo23f7oosKReMkaYVCxUUXiYiInMQliqGioiLk5uZi69atiIuLQ1xcHLZs2YJPP/0UZ8+ebXfbK1euID09HVlZWU69Q4uLLhIRET2YXGLO0JEjR6DVajFixIjmtpEjR0Kr1eLw4cN45JFH2tzOZrMhNTUVL7zwAgYNGtShY9XW1qK2trb5fVVVFYDGYuZeChSz2YyGBgW6dfODh0fjfpTKlv8FgG7desBqVcBsNqNbt26dPh79qOnnxgLTsZhneTDP8mCe5eHIPNuzT5cohoxGIwIDA1u1BwYGwmg03nG7119/HR4eHli4cGGHj7V27VqsWbOmVXteXh40Gk2H99OWZ57RAbj839ePxo/X39ZTB4PBcE/Hotb0+tvzTI7APMuDeZYH8ywPR+TZYrF0uK9Ti6HVq1e3WXj81Ndffw0AbV5aEkLc8ZLTiRMnsGHDBpw8efKOfdqyYsUKLF26tPl9VVUVevXqBZ1OBx8fnw7vpy3vv5+JnBwjoqKWQ5IkKJVWjB+vxxdfJKGhQQUhBIqK/oTp04ORlvbsPR2LfmS1WqHX65GUlMTFLB2IeZYH8ywP5lkejsxz05WdjnBqMZSeno4ZM2a02yc8PBynT5/G1atXW31WUVGBoKCgNrczGAy4du0aevfu3dzW0NCA3/72t1i/fj0uXbrU5naenp7w9PRs1a5Sqe75B5WY+Dhyc/+M4uLd6Ndv2k/iUsFq9UBJSQ66dy9DUtJM/uFzgPvxM6S7Y57lwTzLg3mWhyPybM/+nFoM+fv7w9/f/6794uLiYDKZcOzYMcTGxgIAjh49CpPJhPj4+Da3SU1NRWJiy5Wck5OTkZqaimefdc6oS9OiixkZ2fj22yIEBv4MAFBWlo9r1w4hMNDIRReJiIhk5hJzhqKiojBhwgTMnTsX777buGrzvHnzMHHixBaTpyMjI7F27Vr88pe/hJ+fH/z8/FrsR6VSITg4+I4TruUwZswYhIaGIi9vHwyGPQCSoFbvwdNPD4ZOl8pCiIiISGYuUQwBQFZWFhYuXAidTgcAmDRpEt55550Wfc6ePQuTyeSM8OwSERGB55+PwKxZFuj1emzd+sY9T84mIiKiznGZYqhHjx7YsWNHu33u9DT4JneaJ+QsTdczeT2aiIjIeVxi0UUiIiIiR2ExRERERG6NxRARERG5NRZDRERE5NZYDBEREZFbYzFEREREbo3FEBEREbk1FkNERETk1lxm0UVnaVrI0Z6n33aU1WqFxWJBVVUVF150IOZZHsyzPJhneTDP8nBknpvO23dbkBlgMXRXZrMZANCrVy8nR0JERET2MpvN0Gq17faRREdKJjdms9lQVlaGbt26QZKk+7rvqqoq9OrVC99//z18fHzu677pR8yzPJhneTDP8mCe5eHIPAshYDab0bNnTygU7c8K4sjQXSgUCoSFhTn0GD4+PvzDJgPmWR7MszyYZ3kwz/JwVJ7vNiLUhBOoiYiIyK2xGCIiIiK3xmLIiTw9PbFq1Sp4eno6O5SHGvMsD+ZZHsyzPJhneTwoeeYEaiIiInJrHBkiIiIit8ZiiIiIiNwaiyEiIiJyayyGiIiIyK2xGHKgzZs3o2/fvvDy8sLw4cNhMBja7Z+fn4/hw4fDy8sL/fr1w1//+leZInV99uT6H//4B5KSkhAQEAAfHx/ExcVh7969Mkbruuz9nW7y5ZdfwsPDA9HR0Y4N8CFhb55ra2uxcuVK9OnTB56enoiIiMC2bdtkitZ12ZvnrKwsDBkyBBqNBiEhIXj22Wdx48YNmaJ1TQcPHsQTTzyBnj17QpIk7Nmz567bOOVcKMghPvzwQ6FSqcSWLVtEYWGhWLRokfD29haXL19us/+FCxeERqMRixYtEoWFhWLLli1CpVKJjz/+WObIXY+9uV60aJF4/fXXxbFjx0RxcbFYsWKFUKlU4uTJkzJH7lrszXOTmzdvin79+gmdTieGDBkiT7AurDN5njRpkhgxYoTQ6/Xi4sWL4ujRo+LLL7+UMWrXY2+eDQaDUCgUYsOGDeLChQvCYDCIQYMGiSlTpsgcuWv57LPPxMqVK8Xf//53AUDs3r273f7OOheyGHKQ2NhYsWDBghZtkZGRYvny5W32f/HFF0VkZGSLtvnz54uRI0c6LMaHhb25bsujjz4q1qxZc79De6h0Ns/Tp08XL730kli1ahWLoQ6wN8+ff/650Gq14saNG3KE99CwN89vvvmm6NevX4u2jRs3irCwMIfF+LDpSDHkrHMhL5M5QF1dHU6cOAGdTteiXafT4fDhw21uc+TIkVb9k5OTcfz4cVitVofF6uo6k+vb2Ww2mM1m9OjRwxEhPhQ6m+fMzEyUlJRg1apVjg7xodCZPH/yySeIiYnBG2+8gdDQUAwcOBDLli1DdXW1HCG7pM7kOT4+HqWlpfjss88ghMDVq1fx8ccf4xe/+IUcIbsNZ50L+aBWB7h+/ToaGhoQFBTUoj0oKAhGo7HNbYxGY5v96+vrcf36dYSEhDgsXlfWmVzfbt26dfjhhx8wbdo0R4T4UOhMns+dO4fly5fDYDDAw4N/1XREZ/J84cIFHDp0CF5eXti9ezeuX7+OX//61/jPf/7DeUN30Jk8x8fHIysrC9OnT0dNTQ3q6+sxadIkvP3223KE7DacdS7kyJADSZLU4r0QolXb3fq31U6t2ZvrJjt37sTq1auRk5ODwMBAR4X30OhonhsaGpCSkoI1a9Zg4MCBcoX30LDn99lms0GSJGRlZSE2NhY///nPkZGRge3bt3N06C7syXNhYSEWLlyIV155BSdOnEBubi4uXryIBQsWyBGqW3HGuZD/XHMAf39/KJXKVv/CuHbtWquKt0lwcHCb/T08PODn5+ewWF1dZ3LdJCcnB2lpadi1axcSExMdGabLszfPZrMZx48fx6lTp5Ceng6g8aQthICHhwfy8vLw+OOPyxK7K+nM73NISAhCQ0Oh1Wqb26KioiCEQGlpKQYMGODQmF1RZ/K8du1ajBo1Ci+88AIA4LHHHoO3tzdGjx6NP/7xjxy9v0+cdS7kyJADdOnSBcOHD4der2/RrtfrER8f3+Y2cXFxrfrn5eUhJiYGKpXKYbG6us7kGmgcEZo9ezays7N5zb8D7M2zj48Pzpw5g4KCgubXggUL8Mgjj6CgoAAjRoyQK3SX0pnf51GjRqGsrAy3bt1qbisuLoZCoUBYWJhD43VVncmzxWKBQtHylKlUKgH8OHJB985p50KHTs92Y023bb7//vuisLBQLF68WHh7e4tLly4JIYRYvny5SE1Nbe7fdDvhkiVLRGFhoXj//fd5a30H2Zvr7Oxs4eHhITZt2iTKy8ubXzdv3nTWV3AJ9ub5drybrGPszbPZbBZhYWHiySefFN9++63Iz88XAwYMEHPmzHHWV3AJ9uY5MzNTeHh4iM2bN4uSkhJx6NAhERMTI2JjY531FVyC2WwWp06dEqdOnRIAREZGhjh16lTzEgYPyrmQxZADbdq0SfTp00d06dJFDBs2TOTn5zd/NmvWLDF27NgW/Q8cOCCGDh0qunTpIsLDw8Vf/vIXmSN2XfbkeuzYsQJAq9esWbPkD9zF2Ps7/VMshjrO3jwXFRWJxMREoVarRVhYmFi6dKmwWCwyR+167M3zxo0bxaOPPirUarUICQkRM2fOFKWlpTJH7Vr279/f7t+3D8q5UBKC43tERETkvjhniIiIiNwaiyEiIiJyayyGiIiIyK2xGCIiIiK3xmKIiIiI3BqLISIiInJrLIaIiIjIrbEYIiIiIrfGYoiIyA7jxo3D4sWLnR0GEd1HLIaIyKEkSWr3NXv2bFnieOKJJ5CYmNjmZ0eOHIEkSTh58qQssRDRg8XD2QEQ0cOtvLy8+f9zcnLwyiuv4OzZs81tarW6RX+r1eqQp1OnpaVh6tSpuHz5Mvr06dPis23btiE6OhrDhg2778clogcfR4aIyKGCg4ObX1qtFpIkNb+vqalB9+7d8dFHH2HcuHHw8vLCjh07sHr1akRHR7fYz/r16xEeHt6iLTMzE1FRUfDy8kJkZCQ2b958xzgmTpyIwMBAbN++vUW7xWJBTk4O0tLScOPGDTz11FMICwuDRqPB4MGDsXPnzna/nyRJ2LNnT4u27t27tzjOlStXMH36dPj6+sLPzw+TJ0/GpUuXmj8/cOAAYmNj4e3tje7du2PUqFG4fPlyu8clovuHxRAROd3vfvc7LFy4EEVFRUhOTu7QNlu2bMHKlSvx6quvoqioCK+99hpefvllfPDBB2329/DwwDPPPIPt27fjp8+n3rVrF+rq6jBz5kzU1NRg+PDh+PTTT/HNN99g3rx5SE1NxdGjRzv93SwWCxISEtC1a1ccPHgQhw4dQteuXTFhwgTU1dWhvr4eU6ZMwdixY3H69GkcOXIE8+bNgyRJnT4mEdmHl8mIyOkWL16MqVOn2rXNH/7wB6xbt655u759+6KwsBDvvvsuZs2a1eY2zz33HN58800cOHAACQkJABovkU2dOhW+vr7w9fXFsmXLmvv/5je/QW5uLnbt2oURI0Z06rt9+OGHUCgU2Lp1a3OBk5mZie7du+PAgQOIiYmByWTCxIkTERERAQCIiorq1LGIqHNYDBGR08XExNjVv6KiAt9//z3S0tIwd+7c5vb6+npotdo7bhcZGYn4+Hhs27YNCQkJKCkpgcFgQF5eHgCgoaEBf/rTn5CTk4MrV66gtrYWtbW18Pb27twXA3DixAmcP38e3bp1a9FeU1ODkpIS6HQ6zJ49G8nJyUhKSkJiYiKmTZuGkJCQTh+TiOzDYoiInO72YkOhULS4lAU0TqxuYrPZADReKrt9xEapVLZ7rLS0NKSnp2PTpk3IzMxEnz59MH78eADAunXr8NZbb2H9+vUYPHgwvL29sXjxYtTV1d1xf5Ik3TXW4cOHIysrq9W2AQEBABpHihYuXIjc3Fzk5OTgpZdegl6vx8iRI9v9LkR0f7AYIqIHTkBAAIxGI4QQzZeWCgoKmj8PCgpCaGgoLly4gJkzZ9q172nTpmHRokXIzs7GBx98gLlz5zYfw2AwYPLkyXj66acBNBYy586da/eyVUBAQIs75s6dOweLxdL8ftiwYcjJyUFgYCB8fHzuuJ+hQ4di6NChWLFiBeLi4pCdnc1iiEgmnEBNRA+ccePGoaKiAm+88QZKSkqwadMmfP755y36rF69GmvXrsWGDRtQXFyMM2fOIDMzExkZGe3uu2vXrpg+fTp+//vfo6ysrMU6R/3794der8fhw4dRVFSE+fPnw2g0tru/xx9/HO+88w5OnjyJ48ePY8GCBS2WBpg5cyb8/f0xefJkGAwGXLx4Efn5+Vi0aBFKS0tx8eJFrFixAkeOHMHly5eRl5eH4uJizhsikhGLISJ64ERFRWHz5s3YtGkThgwZgmPHjrWY2AwAc+bMwdatW7F9+3YMHjwYY8eOxfbt29G3b9+77j8tLQ2VlZVITExE7969m9tffvllDBs2DMnJyRg3bhyCg4MxZcqUdve1bt069OrVC2PGjEFKSgqWLVsGjUbT/LlGo8HBgwfRu3dvTJ06FVFRUXjuuedQXV0NHx8faDQafPfdd/jVr36FgQMHYt68eUhPT8f8+fPtSxoRdZokbr/YTURERORGODJEREREbo3FEBEREbk1FkNERETk1lgMERERkVtjMURERERujcUQERERuTUWQ0REROTWWAwRERGRW2MxRERERG6NxRARERG5NRZDRERE5Nb+H46qIYCXX4bmAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/var/folders/3t/077h8_4j36q3h05nq867xnm40000gn/T/ipykernel_9746/1976439489.py:29: UserWarning: color is redundantly defined by the 'color' keyword argument and the fmt string \"ob\" (-> color='b'). The keyword argument will take precedence.\n",
+      "  plt.plot(self.iteration_list, self.loss_list, 'ob', linestyle='solid', color='green')\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "KNN Regression MSE: 0.1196, R²: 0.4736\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      " \n",
+      "----------------------------WHITE WINE----------------------------\n",
+      "\n",
+      " \n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/var/folders/3t/077h8_4j36q3h05nq867xnm40000gn/T/ipykernel_9746/4133148496.py:51: UserWarning: color is redundantly defined by the 'color' keyword argument and the fmt string \"ob\" (-> color='b'). The keyword argument will take precedence.\n",
+      "  plt.plot(iteration_list, loss_list, 'ob', linestyle='solid', color='green')\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Linear Regression MSE: 5.2775, R²: -5.7298\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Ridge Regression MSE: 5.4125, R²: -5.9020\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Lasso Regression MSE: 5.3090, R²: -5.7699\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Elastic Net Regression MSE: 5.4442, R²: -5.9424\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/var/folders/3t/077h8_4j36q3h05nq867xnm40000gn/T/ipykernel_9746/1976439489.py:29: UserWarning: color is redundantly defined by the 'color' keyword argument and the fmt string \"ob\" (-> color='b'). The keyword argument will take precedence.\n",
+      "  plt.plot(self.iteration_list, self.loss_list, 'ob', linestyle='solid', color='green')\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "KNN Regression MSE: 0.3188, R²: 0.5934\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      " \n",
+      "----------------------------GENERATED DATA----------------------------\n",
+      "\n",
+      " \n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/var/folders/3t/077h8_4j36q3h05nq867xnm40000gn/T/ipykernel_9746/4133148496.py:51: UserWarning: color is redundantly defined by the 'color' keyword argument and the fmt string \"ob\" (-> color='b'). The keyword argument will take precedence.\n",
+      "  plt.plot(iteration_list, loss_list, 'ob', linestyle='solid', color='green')\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Linear Regression MSE: 1730.6350, R²: 0.8660\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Ridge Regression MSE: 1780.7925, R²: 0.8621\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Lasso Regression MSE: 1732.1319, R²: 0.8659\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Elastic Net Regression MSE: 1782.2981, R²: 0.8620\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/var/folders/3t/077h8_4j36q3h05nq867xnm40000gn/T/ipykernel_9746/1976439489.py:29: UserWarning: color is redundantly defined by the 'color' keyword argument and the fmt string \"ob\" (-> color='b'). The keyword argument will take precedence.\n",
+      "  plt.plot(self.iteration_list, self.loss_list, 'ob', linestyle='solid', color='green')\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "KNN Regression MSE: 682.2958, R²: 0.9472\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkcAAAHWCAYAAAB9kS2MAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOydd3iUVdqH73dqeicJSaihgxRREVh6E0FRdEGxYFtZ64fIWncVXWzYUOwVBJFmr9TQBJQi0hEIhJaQAOmZTKac74/nnRQJEFwQkHNf11zJnPe8p8wMkx9PO4ZSSqHRaDQajUajAcByuheg0Wg0Go1GcyahxZFGo9FoNBpNJbQ40mg0Go1Go6mEFkcajUaj0Wg0ldDiSKPRaDQajaYSWhxpNBqNRqPRVEKLI41Go9FoNJpKaHGk0Wg0Go1GUwktjjQajUaj0WgqocWR5qRjGEaNHgsXLjzdSz2l1K9fv8p+w8LC6NChAx999NGfMv/EiRMxDINdu3aVt3Xv3p3u3buf8FhPP/00X3zxxUlbW4Bdu3ZhGAYTJ048ap/77rsPwzDYsmXLUfs8+uijGIbBmjVrajx3/fr1uemmm05gtX8+Tz75JC1atMDv95e3GYbB3XfffUTfxx9/HMMwuOOOO/D7/eWvrWEYTJs27Yj+Y8aMwTAMDh48WN520003YRgGLVu2xOfzHXHP0eb+Pb//7IeGhnL++efz2muvcS4dymAYBmPGjDmlc9xwww1cccUVp3SOcxEtjjQnneXLl1d5XHrppQQHBx/Rfv7555/upZ5yOnfuXL7fgFgZPnw4b7755mlZzxtvvMEbb7xxwvedKnFUE2699VYAPvjgg2qv+/1+PvroI9q2bfuX+kzt37+fcePG8eSTT2KxHP2rWinFvffey5NPPslDDz3Em2++eUT/Rx99FI/HU+O5N23adEzBWhMqf/YnT55MSEgI99xzD88888z/NO7ZxPLly7nttttO6Rxjxozh22+/ZcGCBad0nnMN2+legOavx8UXX1zlea1atbBYLEe0/56SkhJCQkJO5dL+dKKioqrsu3fv3tSrV4+XXnqJO+64o9p7fD4fXq8Xp9N50tfTokWLkz7mqaZVq1ZcdNFFTJ48maeffhqbrerX1pw5c9i7dy8PPvjgaVrhqeGVV14hKiqKwYMHH7WP1+vllltuYfLkyTz//POMHj36iD79+/fn+++/56233uKee+457rwBK8/jjz/OsGHDCA4O/kPrr+6zX7duXd5++20eeeSRPzTmH8XlchEUFIRhGH/qvMf7zjsZpKamcskll/Dss8/Ss2fPUz7fuYK2HGlOC927d6dVq1YsXryYTp06ERISwi233AIc3RRdnRskKyuLESNGkJKSgsPhoEGDBjzxxBN4vd5jzn/FFVdQr169Ku6KAB06dKhigZg5cyYdOnQgMjKSkJAQGjZsWL7WEyUqKoqmTZuSkZEBVLiVxo0bx9ixY2nQoAFOp5O0tDQAVq1axeWXX05MTAxBQUG0a9eOGTNmHDHuihUr6Ny5M0FBQSQlJfHwww9Xaymozq3mdrt58sknad68OUFBQcTGxtKjRw+WLVsGyPtRXFzMpEmTyt0klceo6Xuwf/9+hgwZQnh4OJGRkQwdOpSsrKwavW633norWVlZfP/990dc+/DDD3E6nVx33XWUlpZy//3307ZtWyIjI4mJiaFjx458+eWXx52jOjckwMKFC6t1A8+bN49evXoRERFBSEgInTt3Zv78+VX65OTkcPvtt1OnTh2cTie1atWic+fOzJs375hrKSsr4/3332fYsGFHtRqVlpZy1VVXMXXqVN57771qhRFAz5496devH//9738pLCw89otg8txzz7Fv3z5eeeWVGvWvCRERETRp0oQDBw5UaS8rK2Ps2LE0a9as/DW6+eabycnJqdLP7XZz//33k5iYSEhICF27dmX16tVHfC8E3sc5c+Zwyy23UKtWLUJCQnC73QBMnz6djh07EhoaSlhYGP369eOXX36pMld6ejrXXHMNSUlJOJ1OEhIS6NWrF2vXri3vs2DBArp3705sbCzBwcHUrVuXq666ipKSkvI+1X2XbdiwgUGDBhEdHU1QUBBt27Zl0qRJVfoEPnOffPIJjz76KElJSURERNC7d2+2bt16xGt7ww03MG/ePHbs2HHc90FTM7Q40pw2MjMzuf766xk2bBjfffcdd9555wndn5WVxUUXXcTs2bN57LHH+P7777n11lt55pln+Mc//nHMe2+55RZ27959hCl6y5Yt/Pzzz9x8882AmMWHDh1Kw4YNmTZtGt9++y2PPfbYccXX0fB4PGRkZFCrVq0q7a+++ioLFizghRde4Pvvv6dZs2akpaXRuXNn8vLyeOutt/jyyy9p27YtQ4cOreLy2LRpE7169SIvL4+JEyfy1ltv8csvvzB27Njjrsfr9dK/f3/++9//MnDgQD7//HMmTpxIp06d2L17d/lrEBwczKWXXlruJgm45mr6HrhcLnr37s2cOXN45plnmDlzJomJiQwdOrRGr9u1115LSEjIEa613NxcvvzyS6688kqio6Nxu90cPnyY0aNH88UXX/DJJ5/wt7/9jcGDB5/UWK8pU6bQt29fIiIimDRpEjNmzCAmJoZ+/fpVEUg33HADX3zxBY899hhz5szhvffeo3fv3hw6dOiY4//0008cOnSIHj16VHu9sLCQ/v3788MPPzB9+vRy1+PReO655zh48CDPP/98jfbXsWNHrrzySp577jkOHz5co3uOh9frZc+ePTRp0qS8ze/3M2jQIJ599lmGDRvGt99+y7PPPsvcuXPp3r07LpervO/NN9/M+PHjufnmm/nyyy+56qqruPLKK8nLy6t2vltuuQW73c7kyZOZNWsWdrudp59+mmuvvZYWLVowY8YMJk+eTGFhIV26dGHTpk3l91566aWsXr2acePGMXfuXN58803atWtXPteuXbsYMGAADoeDDz74gB9++IFnn32W0NBQysrKjvoabN26lU6dOrFx40ZeffVVPvvsM1q0aMFNN93EuHHjjuj/yCOPkJGRwXvvvcc777zDtm3buOyyy46IB+vevTtKKb777ruavBWamqA0mlPM8OHDVWhoaJW2bt26KUDNnz//iP6Aevzxx49or1evnho+fHj58xEjRqiwsDCVkZFRpd8LL7ygALVx48ajrsnj8aiEhAQ1bNiwKu0PPPCAcjgc6uDBg1XGysvLO942q13vpZdeqjwej/J4PGrnzp1q+PDhClD/+te/lFJK7dy5UwEqNTVVlZWVVbm/WbNmql27dsrj8VRpHzhwoKpdu7by+XxKKaWGDh2qgoODVVZWVnkfr9ermjVrpgC1c+fO8vZu3bqpbt26lT//6KOPFKDefffdY+4lNDS0ymsfoKbvwZtvvqkA9eWXX1bp949//EMB6sMPPzzm/ErJ58hut6sDBw6Ut02YMEEBau7cudXe4/V6lcfjUbfeeqtq165dlWu//zx9+OGHR7xeSimVlpamAJWWlqaUUqq4uFjFxMSoyy67rEo/n8+n2rRpoy666KLytrCwMDVy5Mjj7u33PPfccwqo8p4GAMof77zzzlHHCHy2nn/+eaWUUtddd50KDQ1VmZmZSimlHn/8cQWonJyc8nsq/1vdsmWLslqt6v77768y91133XXc9f/+s5+RkaH+8Y9/KLvdrr755pvyfp988okC1Kefflrl/pUrVypAvfHGG0oppTZu3KgA9eCDD1bpF7i/uvfxxhtvrNJ39+7dymazqXvuuadKe2FhoUpMTFRDhgxRSil18OBBBajx48cfdX+zZs1SgFq7du0xX4fff5ddc801yul0qt27d1fp179/fxUSElL+PRP4zF166aVV+s2YMUMBavny5UfMlZycrIYOHXrM9WhqjrYcaU4b0dHR/5OP/JtvvqFHjx4kJSXh9XrLH/379wdg0aJFR73XZrNx/fXX89lnn5Gfnw9IrM/kyZMZNGgQsbGxAFx44YUADBkyhBkzZrBv374TWuN3332H3W7HbrfToEEDZsyYwT333HOEVefyyy/HbreXP9++fTtbtmzhuuuuA6iyv0svvZTMzMxy83paWhq9evUiISGh/H6r1Vojq8z3339PUFDQH3YT1vQ9SEtLIzw8nMsvv7zK/cOGDavxXLfeeisej4fJkyeXt3344YfUq1ePXr16lbfNnDmTzp07ExYWhs1mw2638/7777N58+Y/tMffs2zZMg4fPszw4cOr7Nnv93PJJZewcuVKiouLAbjooouYOHEiY8eOZcWKFTUOit6/fz+GYRAXF1ft9S5duhAVFcUTTzzB9u3bazTm2LFj8Xg8PPHEEzXq37RpU2699VZee+21civiiVD5s1+vXj3effddJkyYwIABA8r7fPPNN0RFRXHZZZdVeS3btm1LYmJiuSsz8DkaMmRIlTmuvvrqI2LQAlx11VVVns+ePRuv18uNN95YZa6goCC6detWPldMTAypqak8//zzvPTSS/zyyy9HuN/btm2Lw+Hg9ttvZ9KkSaSnp9foNVmwYAG9evWiTp06VdpvuukmSkpKWL58eZX23/97ad26NUC5W74y8fHxJ/z9pDk6WhxpThu1a9f+n+4/cOAAX3/9dfkXcODRsmVLgCopytVxyy23UFpaWp7mPHv2bDIzM8tdagBdu3bliy++KP9STUlJoVWrVnzyySc1WuPf/vY3Vq5cyapVq9i0aRN5eXm8+uqrOByOKv1+/1oE4jJGjx59xP4C7sfA/g4dOkRiYuIRc1fX9ntycnJISko6ZjbUsajpe3Do0KEq4u1E1higS5cuNGnShA8//BCAdevWsWbNGm6++ebyQNvPPvuMIUOGkJyczJQpU1i+fDkrV64sf69PBoH35uqrrz5i38899xxKqXJX1PTp0xk+fDjvvfceHTt2JCYmhhtvvPG4sVYulwu73Y7Vaq32euvWrZk3bx4lJSV069aN33777bjrrl+/PnfeeSfvvfce27Ztq9Fex4wZg9Vq5T//+U+N+lcm8NlfsWIFkydPpn79+tx9990sXbq0vM+BAwfIy8vD4XAc8VpmZWVV+fwAR3yGbDZb+X9kfs/R/k1deOGFR8w1ffr08rkMw2D+/Pn069ePcePGcf7551OrVi3uvffe8pit1NRU5s2bR3x8PHfddRepqamkpqYeN0br0KFD1X7vJSUlVdlngN/vLZCkUdndGCAoKKjads0fQ2eraU4bR8sccTqd5cGTlfn9F0dcXBytW7fmqaeeqnacwBfO0WjRogUXXXQRH374ISNGjODDDz8kKSmJvn37Vuk3aNAgBg0ahNvtZsWKFTzzzDMMGzaM+vXr07Fjx2POERkZyQUXXHDMPnDkaxGwGDz88MNHzVZq2rQpIF+g1f2xrUmwc61atVi6dCl+v/8PCaSavgexsbH8/PPPf2iNlbnlllt46KGH+Pnnn5k6dSoWi6VKMO6UKVNo0KAB06dPr/KaVvd5+j1BQUHV9v29yA68NxMmTDhqNlLgj3hcXBzjx49n/Pjx7N69m6+++oqHHnqI7Oxsfvjhh6OuJS4ujrKyMoqLiwkNDa22T/v27Zk3bx59+vShR48eLFiwoPwzcTT+/e9/88EHH/DII4+UC9hjUbt2bUaOHMmzzz7L/ffff9z+lan82e/QoQMdOnSgTZs23HnnnaxduxaLxUJcXByxsbFHfS3Cw8OBCpFw4MABkpOTy697vd6jxm8d7d/UrFmzqFev3jHXXq9ePd5//30AfvvtN2bMmMGYMWMoKyvjrbfeAkSsd+nSBZ/Px6pVq5gwYQIjR44kISGBa665ptpxY2NjyczMPKJ9//79Vdb4Rzh8+DD169f/w/drqqItR5ozjvr167Nu3boqbQsWLKCoqKhK28CBA9mwYQOpqalccMEFRzyOJ45Agjx/+uknli5dytdff83w4cOP+r91p9NJt27deO655wCOyHA5mTRt2pTGjRvz66+/Vru3Cy64oPwPR48ePZg/f36VLCCfz8f06dOPO0///v0pLS09bk0bp9NZ7f9Ka/oe9OjRg8LCQr766qsq90+dOvW4a6zM8OHDsdlsvP3223z88cf06tWryh86wzBwOBxV/jBmZWXVKFst8Ifl95+936+5c+fOREVFsWnTpqO+N7+3DALUrVuXu+++mz59+hy3WGWzZs0Ajpt9dP755zN//nzcbjc9evQ4ZqFMkD/ODz74ILNmzapWrFbHgw8+SExMDA899FCN+h+Nxo0b88ADD7B+/fryz+bAgQM5dOgQPp+v2tcxIPa6du0KcMRnetasWTVOjujXrx82m40dO3Yc9X2rjiZNmvDvf/+b8847r9r3zWq10qFDB15//XWAY763vXr1YsGCBeViKMBHH31ESEjIH079DwS7n42lOs5UtOVIc8Zxww038J///IfHHnuMbt26sWnTJl577TUiIyOr9HvyySeZO3cunTp14t5776Vp06aUlpaya9cuvvvuO9566y1SUlKOOde1117LqFGjuPbaa3G73UeUCnjsscfYu3cvvXr1IiUlhby8PF555RXsdjvdunU72Vuvwttvv03//v3p168fN910E8nJyRw+fJjNmzezZs0aZs6cCYg14KuvvqJnz5489thjhISE8Prrr5fHvRyLa6+9lg8//JB//vOfbN26lR49euD3+/npp59o3rx5+f+AzzvvPBYuXMjXX39N7dq1CQ8Pp2nTpjV+D2688UZefvllbrzxRp566ikaN27Md999x+zZs0/oNUlMTOTSSy/lww8/RCl1RJbWwIED+eyzz7jzzju5+uqr2bNnD//973+pXbv2cV1JF154IU2bNmX06NF4vV6io6P5/PPPq7iBAMLCwpgwYQLDhw/n8OHDXH311cTHx5OTk8Ovv/5KTk4Ob775Jvn5+fTo0YNhw4bRrFkzwsPDWblyJT/88MMxaxcB5aUSVqxYUR5ncjTatm3L/Pnz6dWrV7kFqXnz5kftP3LkSF5//fVqyyJUR0REBI8++ij33Xdfjfofi9GjR/PWW2/xxBNPMGTIEK655ho+/vhjLr30Uv7v//6Piy66CLvdzt69e0lLS2PQoEFceeWVtGzZkmuvvZYXX3wRq9VKz5492bhxIy+++CKRkZE1snrWr1+fJ598kkcffZT09HQuueQSoqOjOXDgAD///DOhoaE88cQTrFu3jrvvvpu///3vNG7cGIfDwYIFC1i3bl25QHzrrbdYsGABAwYMoG7dupSWlpZnUvbu3fuoa3j88cfL4/Qee+wxYmJi+Pjjj/n2228ZN27cEd9xNWXdunWUlJQcNbtR8wc43RHhmr8+R8tWa9myZbX93W63euCBB1SdOnVUcHCw6tatm1q7du0R2UVKKZWTk6Puvfde1aBBA2W321VMTIxq3769evTRR1VRUVGN1jds2DAFqM6dOx9x7ZtvvlH9+/dXycnJyuFwqPj4eHXppZeqJUuWHHfcevXqqQEDBhyzz+8zin7Pr7/+qoYMGaLi4+OV3W5XiYmJqmfPnuqtt96q0u/HH39UF198sXI6nSoxMVH961//Uu+8885xs9WUUsrlcqnHHntMNW7cWDkcDhUbG6t69uypli1bVt5n7dq1qnPnziokJEQBVcao6Xuwd+9eddVVV6mwsDAVHh6urrrqKrVs2bIaZ6sF+PLLLxWgYmJiVGlp6RHXn332WVW/fn3ldDpV8+bN1bvvvluemVWZ6j5Pv/32m+rbt6+KiIhQtWrVUvfcc4/69ttvq2SrBVi0aJEaMGCAiomJUXa7XSUnJ6sBAwaomTNnKqWUKi0tVf/85z9V69atVUREhAoODlZNmzZVjz/+uCouLj7uPrt06XJEtpJSR88Y+/XXX1VcXJxKSEhQGzduPOZnK/DZ4BjZapVxu92qQYMGJ5StdrTP/uuvv64ANWnSJKWUZI6+8MILqk2bNiooKEiFhYWpZs2aqREjRqht27aV31daWqpGjRql4uPjVVBQkLr44ovV8uXLVWRkpLrvvvvK+wWy1VauXFnt/F988YXq0aOHioiIUE6nU9WrV09dffXVat68eUoppQ4cOKBuuukm1axZMxUaGqrCwsJU69at1csvv6y8Xq9SSqnly5erK6+8UtWrV085nU4VGxurunXrpr766qsqc1FN5u369evVZZddpiIjI5XD4VBt2rQ54vMfyFYLfJYCBN7T3/f/z3/+o+Li4qr996D5YxhKnUMH3Wg0Gs1ZwqeffsrQoUPJyMioEmejqWDZsmV07tyZjz/++IQyH/9K+Hw+GjVqxLBhw44a+6c5cbQ40mg0mjMQpRSdOnWiffv2vPbaa6d7OaeduXPnsnz5ctq3b09wcDC//vorzz77LJGRkaxbt648oP5cY9KkSYwePZpt27YRFRV1upfzl0HHHGk0Gs0ZiGEYvPvuu3z11Vd/OJvwr0RERARz5sxh/PjxFBYWEhcXR//+/XnmmWfOWWEEUmX8448/1sLoJKMtRxqNRqPRaDSVOLf/K6LRaE4b06ZNo1OnTnTr1o2WLVvy3nvvne4laTQaDaDFkUajOYkETkQPPGw2G7Vr1+aaa645IpW+Q4cOLFq0iEWLFjFlyhRuv/12du3a9aeuNz09ncGDBxMVFUVYWFiNahAFUErx6quvlp8mX7t2be644w5yc3OPed+mTZtwOp0YhsGqVauqXOvevXuV1+/3j0DRzIKCAp566im6d+9OYmIiYWFhnHfeeTz33HMnrRK4RnMuo2OONBrNSefDDz+kWbNmlJaW8uOPP/LUU0+RlpbGli1biI6OBqBBgwbl/SsLgD+LnJwcunTpQnR0NB988AFBQUE888wzdO/enZUrVx632vTo0aMZP348o0ePpnfv3mzatInHHnuMlStXsnz58ipn5QXw+XzccsstxMXFHVEIEOCNN96goKCgSltJSQmXXHIJ7du3Lz9uZffu3YwfP54bbriBUaNGERYWxpIlSxgzZgxz585l7ty5f+prqdH85Th9VQQ0Gs1fjaPVmHniiScUoD744IMj7iksLFStW7dWo0aN+rOWqZRS6l//+pey2+1q165d5W35+fkqLi6u/IT2o7F3715ltVqPOOF96tSpClDvvPNOtfc9//zzKjk5Wb3yyivHrMVTmYkTJypAvffee+VtRUVF1dbxev755xVQozpcGo3m6Gi3mkajOeUEjmaofMQJQGlpKVdeeSWpqamMGzfuT13T559/Ts+ePascPxIREcHgwYP5+uuvj3ksxYoVK/D5fFx66aVV2gcOHAhIjaLfs23bNh577DHeeOMNIiIiarzO999/n7CwMIYOHVreFhoaWu2ZaxdddBEAe/bsqfH4Go3mSLQ40mg0p5ydO3cCck5VAJfLxWWXXUatWrWYMWPGUc+0q4zf78fr9R734fP5jjmOy+Vix44d1R7N0bp1a1wuF+np6Ue9v6ysDKg4JT2A3W7HMIwjzmdTSnHbbbcxcOBALr/88uPuM8C2bdtYsmQJ11xzDWFhYcftv2DBAoAaHSqr0WiOjhZHGo3mpOPz+fB6vRQVFTF79mzGjh1L165dqwiDsWPHsmDBAvbt20fv3r3p3r07y5cvP+a4t9xyC3a7/biPXr16HXOc3NxclFLExMQccS3QdrTT3oHyAz5//PHHKu3Lli1DKXXEva+//jrr169nwoQJx1zX7wmcDP/7M+SqY926dYwbN44rr7zyuOexaTSaY6MDsjUazUnn96eLN2/enC+//BKbreIr56mnnjrh4w7GjBnD3Xfffdx+4eHhNRrvWEHLx7rWpk0bunbtyvPPP0/Tpk3p06cPmzZt4p///CdWq7VKwcaMjAwefvhhxo8fT0JCQo3WBXLS+qRJk2jZsuVxT2vftWsXAwcOpE6dOrokgkZzEtDiSKPRnHQ++ugjmjdvTmFhIdOnT+ftt9/m2muvrfFJ8Eejbt26pKSkHLff8TK1oqOjMQyjWuvQ4cOHAaq1KlVm5syZ3HTTTQwZMgQAh8PBfffdx7x588jLyyvvd9ddd9GqVSuuuuqq8vaSkhIAioqKyM/Pr/Y09u+++46srCwefPDBY64jIyODHj16YLPZmD9//nHXrdFojo8WRxqN5qTTvHnz8iDsHj164PP5eO+995g1axZXX331Hx73lltuYdKkScft161bNxYuXHjU68HBwTRq1Ij169cfcW39+vUEBwfTsGHDY84RHx/Pd999R3Z2NllZWdSrV4/g4GDeeOONKnvcsGEDGRkZ5SUMKtOjRw8iIyOriKkA77//Pg6HgxtuuOGoa8jIyKB79+4opVi4cGGNhKNGozk+WhxpNJpTzrhx4/j000957LHHGDx48B8+J+xkutWuvPJKxo8fz549e6hTpw4AhYWFfPbZZ1x++eVVXIDHIj4+nvj4eABeffVViouLq6xx2rRpRxRm/OGHH3juued46623qg2ezsrK4rvvvmPw4MHExsZWO+/u3bvp3r07Pp+PhQsXVsm602g0/xtaHGk0mlNOdHQ0Dz/8MA888ABTp07l+uuv/0Pj1K9fn/r165+UNY0ePZrJkyczYMAAnnzySZxOJ88++yylpaWMGTOmSt9GjRoBsH379vK2d999F4DU1FTy8vL4/vvvef/993n66ac5//zzy/tVFy8UqATevn37cgtbZSZNmoTX6+W2226rdu3Z2dn06NGDzMxM3n//fbKzs8nOzi6/npKSoq1IGs3/gBZHGo3mT+Gee+7htdde48knn+Taa6+tUer+qaRWrVosWbKE0aNHM3z4cLxeLx07dmThwoU0a9asSt/qah4ppRg/fjwZGRlYLBbatWvH559/zqBBg/7ntX3wwQfUr1+f3r17V3t906ZN5aUGqhOajz/++BECT6PR1BxDKaVO9yI0Go1Go9FozhR0nSONRqPRaDSaSmhxpNFoNBqNRlMJLY40Go1Go9FoKqHFkUaj0Wg0Gk0ltDjSaDQajUajqYQWRxqNRqPRaDSV0HWO/gB+v5/9+/cTHh5+3DOcNBqNRqPRnBkopSgsLCQpKemYlfq1OPoD7N+/v/y4AY1Go9FoNGcXe/bsOWYVeS2O/gCBc5v27NlDRETEaVmDx+Nhzpw59O3bF7vdflrWcCrR+zu70fs7u9H7O7vR+zs6BQUF1KlT57jnL2px9AcIuNIiIiJOqzgKCQkhIiLiL/vh1/s7e9H7O7vR+zu70fs7PscLidEB2RqNRqPRaDSV0OJIo9FoNBqNphJaHGk0Go1Go9FUQosjjUaj0Wg0mkqcteLomWeewTAMRo4cWd6mlGLMmDEkJSURHBxM9+7d2bhxY5X73G4399xzD3FxcYSGhnL55Zezd+/eP3n1Go1Go9FozlTOSnG0cuVK3nnnHVq3bl2lfdy4cbz00ku89tprrFy5ksTERPr06UNhYWF5n5EjR/L5558zbdo0li5dSlFREQMHDsTn8/3Z29BoNBqNRnMGctaJo6KiIq677jreffddoqOjy9uVUowfP55HH32UwYMH06pVKyZNmkRJSQlTp04FID8/n/fff58XX3yR3r17065dO6ZMmcL69euZN2/e6dqSRqPRaDSaM4izrs7RXXfdxYABA+jduzdjx44tb9+5cydZWVn07du3vM3pdNKtWzeWLVvGiBEjWL16NR6Pp0qfpKQkWrVqxbJly+jXr1+1c7rdbtxud/nzgoICQGoteDyek73FGhGY93TNf6rR+zu70fs7u9H7O7vR+zv+vcfjrBJH06ZNY82aNaxcufKIa1lZWQAkJCRUaU9ISCAjI6O8j8PhqGJxCvQJ3F8dzzzzDE888cQR7XPmzCEkJOSE93EymTt37mmd/1Sj93d2o/d3dqP3d3aj93ckJSUlNep31oijPXv28H//93/MmTOHoKCgo/b7fdVLpdRxK2Eer8/DDz/MqFGjyp8Hyo/37dv3tFbInjt3Ln369PnLVkDV+zt70fs7u9H7O7vR+zs6Ac/P8ThrxNHq1avJzs6mffv25W0+n4/Fixfz2muvsXXrVkCsQ7Vr1y7vk52dXW5NSkxMpKysjNzc3CrWo+zsbDp16nTUuZ1OJ06n84h2u91+2j94Z8IaTiV6f2c3en9nN3p/Zzd6f9XfUxPOmoDsXr16sX79etauXVv+uOCCC7juuutYu3YtDRs2JDExsYqZraysjEWLFpULn/bt22O326v0yczMZMOGDccURxqNRqPRaM4dzhrLUXh4OK1atarSFhoaSmxsbHn7yJEjefrpp2ncuDGNGzfm6aefJiQkhGHDhgEQGRnJrbfeyv33309sbCwxMTGMHj2a8847j969e//pe9JoNBqNRlMJv18ettMrT84acVQTHnjgAVwuF3feeSe5ubl06NCBOXPmEB4eXt7n5ZdfxmazMWTIEFwuF7169WLixIlYrdbTuHKNRqPRaM5xDh6E4cOhVSt47rnTupSzWhwtXLiwynPDMBgzZgxjxow56j1BQUFMmDCBCRMmnNrFaTQajUajqRluN3ToAOnp8N130L079O9/2pZz1sQcaTQajUaj+YvidMLdd8vvtWppt5pGo9FoNBoNI0dCXh6MGAFJSad1KVocaTQajUaj+XNZuBDy82HQoIo2w4BqCi6fDrRbTaPRaDQazZ+D3w9PPgm9esENN8COHad7RdWixZFGo9FoNJo/B8OA334TkVRYCGdocpR2q2k0Go1Go/lzMAx4801YswaGDYOHHz7dK6oWLY40Go1Go9GcGrxeOHAAkpMr2sLD4ZdfJEPtDEW71TQajUaj0Zx89u2T2KLevaG4uOq1M1gYgRZHGo1Go9FoTgU33wyLF8OWLXDvvad7NSeEFkcajUaj0WhOPq+9BqGhkJICt9xS49s8Hg8FBQV4PJ5TuLhjo2OONBqNRqPRnHyaNIGvv4bWrSE29rjdt2/fzty580lLW0tpqZ+gIAs9erSlb9/epKam/gkLrkBbjjQajUaj0fxvfP013HYbKFW1vUePGgmjRYsWMXr0C0yZkklJydU4HHdRUnI1U6Zkcv/9z7N48eJTtPDq0ZYjjUaj0Wg0f5wnn4THH5ff27SBe+45odu3b9/Oyy9/QlFRD1q2HIJhGOXXkpJ6smPHdF56aSrJycl/mgVJW440Go1Go9H8cdq1q/j9xx+PtB4dh7lz55OTk0jDhlWFEYBhGKSmDiUnJ5E5c+adjNXWCC2ONBqNRqPR/HEuuwweeghefRU++UQKPdYQj8dDWtpaoqO7HCGMAhiGQXR0F9LS1v5pQdrarabRaDQajaZmuN2waBH07Vu1/Zln/tBwLpfLDL6udcx+QUFxuN1+XC4XwcHBf2iuE0FbjjQajUaj0Ryf7duhUyfo31/qF50EgoODCQqyUFqac8x+paUHcTotf4owAi2ONBqNRqPR1ITp0+VMNL9fCjx6vf/zkHa7nR492pKbuwR1lFglpRS5uUvo0aMtdrv9f56zJmhxpNFoNBqN5vg89JCk5jduDJ9+CraTE5nTp08vatXKIj19xhECSSnFjh3TiY/Pom/f3idlvpqgY440Go1Go9EcSVkZOBwVz61WmDYNgoPl8NiTgMfjIT4+nnvvHcKrr85g48bNREd3ISgojtLSg+TmLiE+Pov77hv2pxaC1OJIo9FoNBpNVT7+GP79b1iyRI7/QISMKyiI4KAg8HhwuVzYbDa8Xi/BwcHlLi+Pea1y2++prhr2+eenYBiwfv0s3G4/ISEWBgxoS9++N/zpFbK1ONJoNBqNRlPBm2/CnXfK79dey/Z332Vu2iLS0tZy6FAueXmZlJb68Pk8FBcroqOjSUmJp0OHJhiGwYYN+455/MeiRYt4+eVPyMlJJDr6aoKCalFSksPs2UuoVSuLe+8dwgUXXHBMcXWq0eJIo9FoNBpNBUOHSmr+nj1khYXxyL9eYN/hFPz+xmRkrKSwsBalpYUYRkNCQztRUmJjz57dLF26BpvtAE2bDiI5uRclJTlMmbKE2bOfZ9SoYXTt2rVG1bBffXUGL75Y70+3FlVGB2RrNBqNRqOpICYGpk/nwLhx/NNZj8OuPqSkXEdm5m/4fBcDsTgcN2OzPYPX25vQ0MsoLe1FWdlw7PYbyczcit0eSnJyL1q2fJzCwu689NJUduzYcUZWw64OLY40Go1GozlXKSqCMWOkuGNlOnbks7CIciGzb98CXK5EwInXWxu7fQgORwRer5X8/HygLoYRj2F0wOVKZO9eETeVBc/3388+I6thV4cWRxqNRqPRnIts2AAXXghPPAH/+leVS5WP9VDKy/79a3E4OlJcvAa/vwMlJS6Ki114PFaKikoxjCCs1tqUlBzG6ezE/v1r8ftF3AQEz/z5q3G5vCdUDft0ocWRRqPRaDRnKR6Ph4KCgj9mZfH5YOdO+X3iRNi/v/xS5WM9vF4XPp+fsjI7paVuvN5YlHJgGE7Agd8PZWVe/H4bSikslhh8Pj9eb4W4CQqKw+u1YLOpM64adnXogGyNRqPRaM4yqkuFD2SG1a1bt2aDtGkD48fD22/D9Ol4atXCVVBAcHBw+bEeJSU5REc3Rykf+flZgB2LpQCLRbLIDMPAMCwoZVBWVkRQkMLvP4zdbsFmqxA3paUHCQmx0bXreXzyyRKSknpW61oLVMMeMODPq4ZdHVocaTQajUZzFnG0VPhAZth9911b/Y0ZGVCvXtW2ESPY3rUrc+enkZb2chWh1apVMrNni5BxOFLw+dZgt7fH41mKUr0wDFDKhc3mwOfz4PdnY7GE4HanUa9e23IBVVnw9OnTi3nzXiA9fQYNGw5BKS9erwubLRjDsFWqhn3DKX4Vj40WRxqNRqPRnCXUJBX+tddmcv31fSpuUkpqF40aJVai4cPLLy1avJgXX5zCgQNxxMZeQUhI7XKhFRKyA8PIZ/v2abjdTbDbZ6NUHQwjE79/OnAJhuHF4YjE5doCHKKsbDvR0ftISLgCv99zhOBJTU1l1KhhPPnkm8yfP4WSEjuG4UCpMkJCPKSmhnHffXec1jR+0OJIo9FoNJqzhkAq/O+FEVRkhm3b9lvVm5Ysgbvukt/vvBM6doQmTZg/fz6jRj1JVlYYQUEGOTmfkZDQnLp1LyEp6XF27JiOYcxCqc8oLnYSHNwMl2sF4MXv/xBYhM3WCY/His22B683DY9nC4WFDVm27NmjCh6lFIZhQ6lkDKMZEIlh5KPUFpQqPuWvYU04awKy33zzTVq3bk1ERAQRERF07NiR77//vvy6UooxY8aQlJREcHAw3bt3Z+PGjVXGcLvd3HPPPcTFxREaGsrll1/O3r17/+ytaDQajUZzwlTOIDtWKnxUVKfy/gCejh0pu/FG6fCPf0C9eixatIhRo8aRnp6K1TqCoqL+ZGU1Z82aVXzzzU0sX/4vYmPbUVbWjL/9rTkNGuzB4VhDdDRERmYTFVVMePgaHI4JhIVNIjJyPsHBh3E62+F0Xgb0wzC6olQySlXYYQKWL6UG0rv3mwwYcA/9+l3HgAH30Lv3m/j9A8prIp1OzhrLUUpKCs8++yyNGjUCYNKkSQwaNIhffvmFli1bMm7cOF566SUmTpxIkyZNGDt2LH369GHr1q2EmwfkjRw5kq+//ppp06YRGxvL/fffz8CBA1m9ejVWq/V0bk+j0Wg0mmNSOYPsWAQFxQLFbN68mZ9/XkVa2lr8xTbadRlATNPmNFm6lFdfnU5WVkeCg6+ksDAfrzcEq/UiLJbr8XimsWXLNLZv30BQUCP27/+ZTp0aoVQ0rVs/jd0eAoDX68JisZGXt5VVq96krKw+rVoNonnzZni9Pmw2K4ZhYceO6bz00lSSk5OPsHwZhhWHo+Lvb2rqUDZu3MKcOfO4447T51o7a8TRZZddVuX5U089xZtvvsmKFSto0aIF48eP59FHH2Xw4MGAiKeEhASmTp3KiBEjyM/P5/3332fy5Mn07t0bgClTplCnTh3mzZtHv379/vQ9aTQajUZTUwIZZEVFWYSHN8Nms2KxVP2PfUjpYW5cPBLvBZfz9Ec/kJWVQHT01dgdUaQ5Mima9BMu12eUlcVjGB0pKsoBGuB0NsQwDLxeDz7fTfj9+1FqH5CFxRLFli3xZGevwDBepn37xzEMA4dDAq4PHPiJvDw70dGdqVMnBYulesHz/fezWbx4PdHRV9egCOQsbrvNo89WOxF8Ph8zZ86kuLiYjh07snPnTrKysujbt295H6fTSbdu3Vi2bBkjRoxg9erVeDyeKn2SkpJo1aoVy5YtO6Y4crvduCtVDy0oKADEZHm6KniWm0tPYwXRU4ne39mN3t/Zjd7fmUl6ejpOp4tlyz4hJMSOxQJJSXEkJycRERFBXP4O7v2yH7FFuyl+fiv2ds9Qq1ZPtm3bTnZ2Bn6/gVKt8XiKsFg2o9RmDKMdTmcCNpsbpcDncxMSYgN6AF9iGNEEB2+kY8en+PXXyWRlTWX9+nwSEwcQFBRLSckBdu2aRXT0QNq3TyUmJgQ48nWNj/8bixfPxOu1EB4ei8129Nc+PDwGj8dCYWFhueenMv/L+1fTewyllDrh0U8T69evp2PHjpSWlhIWFsbUqVO59NJLWbZsGZ07d2bfvn0kJSWV97/99tvJyMhg9uzZTJ06lZtvvrmKyAHo27cvDRo04O233z7qvGPGjOGJJ544on3q1KmEhIScvA1qNBqNRvMHMTweujzyCNHbtlEWHs7y//yHvCZNTveyzihKSkoYNmwY+fn5REREHLXfWWU5atq0KWvXriUvL49PP/2U4cOHs2jRovLrvzfTSUR89aa7E+nz8MMPM2rUqPLnBQUF1KlTh759+x7zxT2VeDwe5s6dS58+fU5roaxThd7f2Y3e39mN3t/pIT09nbS0RSxevA63W+F0GnTt2ppGjRry9ttfsHdvLQ4fzqagoAy3uxC/vz4WS1u8XheGsYc6dXLoknoRN+cXk/vUE9zyeCzFxfUJCmqO3++ntNSNUhb8/jUolY5Yhh7Haq2LUkH4/W6sVicWiwO/fyFKTcVu70R09I/07PkSDkc4+/cvIjj4C95662m8Xi82m41//vMRXK4rSErqdtS9Be7r3Lkls2bl0Lz5Q0ctArl587MMHZrIrbfeXO1Y/8v7F/D8HI+zShw5HI7ygOwLLriAlStX8sorr/Dggw8CkJWVRe3atcv7Z2dnk5CQAEBiYiJlZWXk5uYSHR1dpU+nTp2OOa/T6cTpdB7RbrfbT/s/rDNhDacSvb+zG72/sxu9vz+PqoUdryQoqBYFBTlMnryEoqKPKSlpaIZy9CQycggeTzpNDz7DuuK3yPKV4vfns2NHPl26XMnj9OSftWpRWBiBxXIebrcFt9tNWZkDqzUIn68WPt9ewIdhFGK1lqGUD5/PwGLxYxhu/P7Z2O2xhIREAsH4/SGUlCgMI4biYnFNxcTEANCly3lMmbKUWrV6HVXwZGcv5frrz6NPn17Mnv0cmzZ9TKNG12G1Oqr027FjOlFR++nT57rjvjd/5P2raf+zJpW/OpRSuN1uGjRoQGJiInPnzi2/VlZWxqJFi8qFT/v27bHb7VX6ZGZmsmHDhuOKI41Go9FoThVVCzs+TnJyL2JjW5Oc3IvmzR8hKyuMrKxiiopqER4+BAuK2w89x1cFH/C+Zy9BjodwOt/F5xvF11+XsGbNZgD8/lqUlLgoLS3F45GCjGBgsSQD2UAeShUQFBSNw2EDCvD7DwGTcTj2k5BwHT7fOgwjgYULV7JgwQpWrFjM3r072V/pHLY+fXpRq1YW6ekz+H2kTkDwxMdn0aRJI+bOnU9hYS5bt77NF1/0Ztmy+8jI+IZ9++azceMTREQs5L77hukikDXlkUceoX///tSpU4fCwkKmTZvGwoUL+eGHHzAMg5EjR/L000/TuHFjGjduzNNPP01ISAjDhg0DIDIykltvvZX777+f2NhYYmJiGD16NOedd1559ppGo9FoNH82xyrs6POV4nTWJjc3E7v9AgzDINT1MzcXTMGGop/awfVGIVNtl+D3h3HoUH2czngA/P5D+Hz18Hj8gB/DKEUpP4YRisWyG78/D3gHtzsHp7MtdvsOPJ6lBAWVEBMzgpKSXykp2QJcT2hoQywWJy7XZ+TlOXnoofGMGjWMrl270qhRI0aNGsZLL01l48bNREd3ISgojtLSg+TmLiE+PosePVowYcJM0zJ2B23bBrF371YyM9M4eHAszZolcP31l5ZX0T7dnDXi6MCBA9xwww1kZmYSGRlJ69at+eGHH+jTR0qkP/DAA7hcLu68805yc3Pp0KEDc+bMqRLp/vLLL2Oz2RgyZAgul4tevXoxceJEXeNIo9FoNH8Yj8eDy+UiODj4hN08FYUdq09vt9mCTVeXgdsdDvjZU7qWm2xX86XnE15yPsIs+7X4PC68XrnfYrnIvPsF/P77ACsQhVLx+HwRwCdYLFlYLHXx+5fg822mpCQKwwjHYonGbr+YkpK5lJRsISTkKmrVGoRSUFg4naioUi688GVyclaV1y5KTU2la9euJCcnM2fOPNLSZuF2+wkJsTBgQFuaNOnChAkzjzjypG7dzvh8N7Jt2zQiIhbTt2/vM0IYwVkkjt5///1jXjcMgzFjxjBmzJij9gkKCmLChAlMmDDhJK9Oo9FoNOca27dvZ+7c+aSlra1yYOuJ/JE/VmHH/Px89u3bR3FBOP6y9ZR6Mzl0KJuSktUsdgynfdCT7LHWBxSlpfn4/ZKNrVQIUAbsAb4CLgL2AllABrAbv78UiCUk5BGioppQXPwDhYU/ERR0AKv1NyAGm60n4eHNKS5egNu9hJCQLM47bxiRkY2IiEg9olhjamoqd9yRym23VRWLb7759lEtY1arjaZNr2Pjxu2nvfBjZc4acaTRaDQazZlC5QDqyMgrsdtjKSo6xJQpy5g9+/lyl9PxCBR2LCnJqdKembmfdeu2E15cwmfFS1lq7OUR/3zy8y/G53PjcESxx14fULhch/H7XUAhYAcaAFuBZMAJLAR8wH4k1qg20B3DaEhcXGdCQpKAlkRGZpCQsIWwsKVkZ+/g0KFfUWo/druFevXakpJyA2FhdSkrK8BmCz5qscbKgdLHs4zBmVP4sTJaHGk0Go1GcwIEAqizsztgsVzE1q2H8XqLsdmCqV3772Rn/1TF5XQs7HY7Xbuex+TJaSQmdsNqtZGfn8+6dduxuqOYkzeM2t59dAaWWBcy198Qv9+H270Hvz8Vj6cIv78EOIAIHwXkmqPHAhcA0UAUEAGMAbYDqdjtFpTyk5u7muDgEs47rwWJiT355Ze9KJVBhw4PEh3dvPyIkN27Z5OZuR6fz4/VaiEyMo7Y2DxcLtdRBU3NjzyJw+32H3OsPxMtjjQajUajOQHmzp3P9u3BFBY2xO124XQ2xGoNwustZfv2TJzOVAoK1h/XTRRwy3333VIyMtLZtctGo0ZXk5uby6FDxRgGvGZcxlO8xQHDSWKDLkQcXkp+fj4+35e43XUAL5CHWI2iEEGUZ84Qj2FcjFK/ATsR61E9DGMfdnsiVutBrNYdNG4cT0pKY3y+/axbN509ezaRn59LdvbjRETEUVCQRXFxEX5/Y4KDexAW1hSlStm162uys3eyatUqevbsWe0ej2YZ+z2lpQcJCbEQHBx8Im/FKUOLI41Go9FoaojH4+Hrr5eSk3M+NlsK0dENgQp3UUhIEgUFO8jJqcs33yzltttuqdYSUrWu0a3UrbuFLVu+YcWKDfj9TYEUrFYbz2PgtDbjo9C2eD0htG17E1u2TGT//oWIGOoN1ALqI6KoBNgINATWodQCoCliPdoMRGMYIVgsOQQFWWjfvhU2Wx4bNjxJevoSvN4QDCMcv781ubm1yc09jFKHsVp7Y7ffS2lpFh5PCTExzXA4IggPT+HVV2dQr169aq1kdrudHj3aMmXKEpKSeh61DlJu7hIGDGh7RliNQIsjjUaj0WhqjMvlYu/ebLzeRGJiqgojwSAiIpXs7AT27MkudxNVzmjLyMioVNdoCFlZmWRn2+nr34yPuXzBHqAMn8+P3wjnGed5RAR1A5ebLVu+4vDhA4i7bDfwE/A3JNYoFwnAXg+MRs44ewsIN3+vC0SjlIHbnYzHU8A337yFzfYTZWURWCx343C0wePZjdc7G8PIxDB6oVQz/P5d+HwF+HzNKSvbxb59q4mIUKSmXkNOznvHtJJJ4ccXSE+fQcOGVYOyK9dB6tv3hpP3Rv2PaHGk0Wg0Gk0Nsdls5ObmYrNZOFIYBTCw2azk5uaya9cufvxxOfPnr6a42ENoqB27vYQ9e2Jo334IBQUFbPh1K6MPT+Pu4nfIw86vXMZO6mAYXbBYEikr20d+/jrs9hy83nRKS+sCNwGhWCwb8PtnAX5z7tZIphpIALYLEU4+YAPgQ6lgDMOCzRZPWdlG3O72QC+s1rZYLHZ8vlpYrW2wWhdTVvYZSt2Fz1eMzzcHq/VmIA6lMikrK2LjxnRq125BWlraUYOpa1IH6Uwo/FgZLY40Go1Go6khXq+X6Ogg9u1bhVJHpqaDWEO83lWEhZXyf//3X3bvLqWkxI5hOFAqj4KCTIKDI0lOXkJubhwFRbmkeFYBEIWH21nDw1yAUrH4/Q0Ri093fL55lJWtQLLQXIADv78V4jZzAPUQIbTEXElr4EIgFXADS4FVwGGUGoHb/TfzWicgCb/foLS0EHDhcEThdF5DWdkq4GfgYgzjUwwjH4cjHMNohNW6m7Ky2mRkbCc0tPCYwdTHqoN0phR+rIwWRxqNRqPR1JDg4GBSUlLIzk6nsHAG4eFHuokKC6djGBs5fLiEggIXFkt7nM6uWK218Hqz8Hq/p7BwMz/9NA6/vyXFJZncTk+asJv36M3LXAesAD5CqSFAW8rKigkOvgS//3OkXlEEIprCgFIkW+03YC2ww1zN/YhwijSfDwGmApOBg8D3wMPmNQOlCrBYPIAFn8+KUmAYHVHqG6zW3hiGg9DQCAwjCq/Xj1IQHl6X7OxScnOzjxtMfbQ6SGciWhxpNBqNRlND7HY7l13WjYyMHyksnENu7kaczm5YrXH4fAdxu5cQHJyJx5OFyxVHSMj1hIcPrSSgWlF4qBGR7k/YnT0N2IDFcgN51oG05Tw8nA/UAboC04FZQH2UiqG09ADQDFgGJCJp++FAHFK7aAfwX6CJOVcdREQpxAVoAYYhgdlLEfdbIVAAHMZiScZisQJ2/H4/Xq8XpWohVqf9GIYVCAVAqVIsFsNs+83sU/PX8EwVRQG0ONJoNBqNpoZs376dzMxMDh/eRGlpGFbrdkpKVuB0xhMUFE7dum3wesPZvHkOVutAQkOvxjAC4gRCc5Yw2/UPQinhIlrgwsDvb4PfvwZYg4ihXMQaFA3kA08AD5r1jHzALuBpxIXmANoAvRDBlAv0N1cbYs4bEGaBdXQFfkGy23wYRrxpNWoJ5GGzOSgrK8PjcWIYRSjlw+f7Hru9LYZhRymFz5dJWFgMhYWzCA4+QHR00hlTo+hkoMWRRqPRaDSVCGSW2Ww2vF5vufvn448/Zty4j9i3Lx6f7++UltoxDDc22y5stoNERbXC59uP07kZn8+B19uezMwcDANCQ4MoLl7E14V30oFMAF7Gzz+JAVYj6fcWJLD6QiQbTSEZaWuwWCbg91uRekWtkBT+8xB32grgZaC7eX+EuROrOQZUDR6PA4IQCbAaaI/F4sLvT8diicZmC8HjOYTPV4xhLMdisWIYa/H7HXg88/D5XMB2vN4sgoPzSUy8iJiY386YGkUnAy2ONBqNRqOhoijj118vZe/ebHJzc4mODiIlJYWEhCC++eZX3O4BhIVdh90eRXBwCQUFGZSWpuJy/Uhe3kQSE23YbHbcbgsWSy0MIxqlfBw8OBOv9zNGcAmr+IQDxPEONwNbgNlAI8TN1R8YhIiXUCAdaITfvw2YAXQx+zgRIdQSaG9eewVxk+UjLrVABpv63c+D5lwxwHoMYwF2+2DKyjbj80XiciXg9xso9SUwB4slmOjoQXi92bhcT2CxeIiKSiE1tQ/Jyb3Ys2cKPXqcOTWKTgZaHGk0Go3mnGfRokW8+OIUtm2zc+hQG3y+ZGw2C/v2rWLPnhUUFGzE76+LYaynqOghoC5Wa2cMoxVKhWG1huNweDl0KBvDiMUw0vD7t2MY/YDd+HxfA/3Zyj8YwA2spS0F7EbOQFsH/IDUKwrU+ikFDgPxQCbQwnz4kEDsGOQQ2e1m37pIttpviMusFVIQMhBzFBBGPmAxEiNUis1mYLEso6xsM3A+VmsCfv8vKLUSi2UdkZElKGUHfiQ6OoUWLa6ldu1OREe3xDBsZ2SNopOBFkcajUajOaeZP38+o0Y9yd69wZSUhAGFREaGERraB48ngX375uD3dwYuR6kWSKzOErzeWcAerNa+KBWJx9MCn2834eEJFBUVcZX6iEsK5nIbHZCA6WsAC4vpDBQhZ6GVAkOBRYigcSIusGCzTx4icHYBFyOHyDrMfoFMtWgkI60Hkqq/0dzZLnOccPO5D/gEWAnkYbH4CQ/vT1FRGhZLEA7HFqzWdLzeYoKDE7n44n/hdqfjds/EZjNwu2sRHd0UMMjMXHzG1ig6GWhxpNFoNJpzlkWLFjFq1DjS01Ox2S7D7w/HZismL28VhYX/xucrwO/vhQiPi4BaGAYodQmSTfYdPl88Pl9jxFW1g8OHDZ6mDg/zEwCr2cObjEYsPcuAXxHhU4gEUSchR4AEYoQCP/cC3yCWoBKzfS8ibi5ALEr1EJG0AxFIrRAXHcBLSPxSQ0RELQNWY7MVEBLiw2azU1r6KTZbJ2JinsBigdLSXYSE+Gndujm1a9dGqQvZuHELvXrZiIurdVbUKDoZaHGk0Wg0mnOS9PR0XnrpY7KyOhIW1pPc3BX4fNvw+6X6tcezF78/FrgE+XNZCkgtI2Eo4hbbBCQgFalDgUf4iWVgiqP27EVii75DCjj2Rs5FyzH7fIiIpcPIMR8gFqKZ5rhDkBikg8AcJKMtHYk/CjHXUBtJyU8EHkMKQeYCE8y1KwyjmAYNajN8+PUMGXI1hYWFjBjxCFlZ7bDZdmO1GtSrF09KSjIREVIbyTAMoqO7sH79LD7++EFuu40zvkbRyUCLI41Go9Gck6SlLSIrKx6losnP/xCPpzaG8XcgEaUy8fvXI5aYGMTVdQAJdK7M+Uim2AbEqhMEzOBLMnmGTmynER+wCvgWCaTugmSlhSAp+J2ReKO3kErUNyNxRLMQETUYcb8VA8EYxiPAKpT61FxbOuJiq4sUeGyNWJhAhNFqIiMXk5Dgp1kzP5988johISEAFBQUkJLSkPr1uxEZ2RKbzWrWOapKUFAcbrcfl8tFRETEX1oUBbCc7gVoNBqNRnM6WLx4HUFBqRQXL8Hv747F8giG0QPDCMHnW4cELUchfyrDEOvODiQLzAfsA3IIpoxLqIUUWPwnImYKeIQH+YBrzdlaIMKnNVK12oa4xQqAPoi42Yq40QJHhAxFRJEHiT06gFKHUaoH4k770VxTHGJl2gt0xTAkS80w/Fgs0YSEXMmhQ7/Rp8+F5cIIpNp3UJCFsrLDOByOaoURQGnpQZxOy18qVf94aHGk0Wg0mnMSt1tRUJCO1doQw+iP3W7D652IxzMCqf8Thggku/lIAPYgxRp3AL/RjEx+YiNfM4nOlCDxQ0MRi9KjwEOI5ak/EIu4v1KAdogV6iByHMh5iND5FDneo6E5x07z517EQpSPiLLzEWvVCuBFYB7QH8NIwDCKATAMBxaLA4/Hi93u4W9/61Rl/3a7nR492pKbu6SSq7AqSilyc5f85VL1j4cWRxqNRqM5J3E4FFlZGwgJ6Y7Fsh23+x/AOCrS3q3IURtFSEZYKCJ+rEickY8hfM15FGDDz3u8iYV9SHbZcERMNUXEUS0kZukgcmisG0nTV4gFKQHJLNuHuO+yEIG2FYlFqg/0RERTKGJNykZE0U/AJVitHbFYLFgsYQAolYnVWorVuoNmzVJo2bLlEa9Bnz69qFUri/T0GUcIJKVUpVT93n/wVT470TFHGo1Go/nLEahyHXAFVQ4i9ngk6Nnvz+PQob0Yxma83uX4/X7gLuSU+p3AfMRK9CUijqIQMVMCeIFfGEssPYgnFhdDaIqfb4COVIipdkh2mdt8Xoa40vxIHFOcOV4ZIsI6ISn4tZAz0vLM/pGIuHIgqfnhiKC6BXHF7cNuD8IwbEgWHFgsWTRoUAen80eGDOlTreWnUaNGjBo1jJdemsrGjZuJju5CUFAcpaUH/9Kp+sdDiyONRqPR/GUIVLlOS1vLoUO55OVlopSTmJh4HA6DyEjFvn353H//bSxatAefb4950v3lQGOk2nQoYqm5EhiDZJntBC7AQSJlZCCi6QB+7PydIRRzMS5qI0JnKXL2WTEiapKQNPq/IaLKT8U5Z8Hm78uABsi5Zz5z/AGISDpszt/QHM9iXg+UD6gHzMbt7ofTGYa4/uD885tis20hIiL/mJafrl27kpyczJw5886ZVP3jocWRRqPRaP4SLFq0iJdf/oScnET8/sZkZKzE5WoHNCEjw0CpAtzuzdjtXgAM4xaU+gwREwFrkAcRI4WI66w74t6aza3M4T8U0pF6ZFIENAP+wUH+DhxCYpSciPtrKnKcRzYiYpYgR3xcSUWQtxdJt5+DnKF2B3IciAf4AslY64fEKLnMNcUBnwMHsVhGAgZ+/x4gA6UeQqmLSUhIBuKxWL4iImJ/jSw/qamp3HFHKrfd5jknUvWPhxZHGo1Goznr2b59Oy+//AlFRT1ISTmfn356EcO4goSEIXg8BezfvwyoRWjozbjdnwLgckUi2WVbENdXQ0QQlSECpjYiYgbzf6xjPFkAfEw2vXHiJxm4ArEABSxBgcNhSxCX2EqkMnYzpAr2fiSdPx6JLfoEyTrrSkUBx9qIcPoeiXnqiViYNiLCLRsYjFIJWK0RSIxTECEhm+nYMYqIiBygL0OHJtKnz3UnZPmx2+3ntCgKoMWRRqPRaM565s6dT05OIi1bDmHTpndwuRKJjh6CYRgUF+8DaqFUHfLy8nE4egGb8Xh+Q6m2SJHFTETIOIFtiPuqBBFHe5hCGKNxkEIZm4nCRgRl7APGIuInDnGXLUEEjxW4ChE3+xHx0wSxEM1ExNR+xOKUhBwNYpi7CUKy26KQGkhTzfadwA0Yxq0YRkOUKsDrzccwtmCxBBMX14nLL2/HsGHXsGTJEm699WYtdP4gWhxpNBqN5qzG4/GQlraW6OirUcrL/v2/4HAMxjAU4Kek5BBQF49H4fcXIaIDlEpH0utXAssRodIOsdREI4JpPVDCIVoxlLokY2Mm1yMB1mFIrNATwGVIav5k5GiPJkiW2kbgK3PsJuZ89cw5oxG32Rwk0LoIiTeyIkKrpfkzBCn2GIJh3IlhOMydhyNHmOzAZosjJaUXixcv4pZbbjqJr+65iRZHGo1GozmrcblclJb6KSuzsXbtEg4cyEEpC3l5WYSEWHG7d+HxLEOpbUjGVxhimdmLuKkiEKFyJXA5EezgX7zHk9yHh37I8R7LWMZtSOD2AeSctAZIhevPkPigQAZZEpBm9vMgQmoHkoW2DxFA7ZB4puZIvaLl5rpWm2sJM9dlRVxwk4EclFqAUvEYxiGUWoJYk1KIji6lVq1GuN1plJaWnoJX+dxCiyONRqPRnLV4PB62bt3K5s0r2b37N3y+cHy+XRjGJgyjDsXFa8yg6yZIfFA0UkjRg4ijvoglKRa4hrbsZxZ3kEoGoRiM4jbzWjPE4rMWsfB4kGM+WprjbkOy1BoBH5vzXYW42zKQw2MPIcUedwH3IkIpBKma/QOSgXY7Fe62WEQcfYek86dgGNMRV58Fi+U8rNZLgNepX/9CysryCQmxEBQUdFJf43MRLY40Go1Gc9YRSNmfMWMuv/66lby8PJTyIYHLTpSahlKlwCrEQnMFAXeaWG6WIKnyuxGRMxSxKuWRQiYAw5nDM/yNHH5CgqhtiKusrjlGNmIRaopYkOYD6xBX2TACIkay1bqb179CXGWBbLU84CLEzbYSiTu62Bx/GSK61gAXAsOwWJoQHByKxRKBYdgpLX0Lq3UHder8m337pjNgwLlVyfpUocWRRqPRaM5IKhdyrPwHP5Cyn5ERwa5d8RQWulGqLiJCQpGjPuYgFpz6yNllgTT9MERwAPwdCXZeiARgW1lLI0ZxOzfwBdfQjhy+RgRUXUS0RCMCKQxxq21B4oociOiJRcSRDwms9pjX3MClSDXrNWbfUvPnVsRCdBsi1D43r20yx4ky55iO398Pj6c2NlsZPt9ilFpIw4adOXToV7OS9Q3/8+uu0eJIo9FoNGcYlQs5lpb6CQqy0KNHW/r27U1ZWRljxrzB/v3tyc6OID9/LkoNRlxYBiJkdgODECGzAbHAJFNxYpbH/BlOA1LYiRsp2BgLzOcN8niHa/DSGXFv7TV/vg8MNscGsVK1MO9diAiaRub4gXIAfkSYORF3XF1zPQsQ99k+xM13KZLK35SKA2nbIOItBdhPREQSRUWf4/EUY7FEY7F4CA62YreXEhGxsLyeUaACuOaPc9acrfbMM89w4YUXEh4eTnx8PFdccQVbt26t0kcpxZgxY0hKSiI4OJju3buzcePGKn3cbjf33HMPcXFxhIaGcvnll7N3794/cysajUajOQqLFi1i9OgX+OijfeTnD8Jm+yclJVfzzjvrGDToRvr0uZalS9PZtWsV+fkzUaoOkopvQdLjYxFx4kFcWa0QcRM4E60AKAWluNfzJlsZzXW4EZdWJhL70w8v/0ZcZclAN8Tt1h05qmMzUrwxG3GLRQG/mmtwIkKqGBE/XsSS5TDbDXMNzyFB26lIKYAGiKjLRAQViIUqyJwvk6Cgi4iNHU5QUB2U2ozPtwqLJRfYRrt2KSQnJ5+U90BzFlmOFi1axF133cWFF16I1+vl0UcfpW/fvmzatInQ0FAAxo0bx0svvcTEiRNp0qQJY8eOpU+fPmzdupXw8HAARo4cyddff820adOIjY3l/vvvZ+DAgaxevRqr1Xo6t6jRaDTnNNu3b2fs2PfYs6ctZWUXsn8/KLUFn282hw9vwuOph8/XCIulHRaLDaXGIQUTNyIipAix2JQiFpoSROAsQgo8tkCCodOpte4nnvW+DMBbpLOcHaTznDneFYhAKUTETDQidC5EUuq/AW5CstMsSLbapko7yTPvD0esQjazLR8RTYEz0u4AeiAuumBzvSVUuNq2ImKrI/AlBQXv4nAcwu8/RGJiV+rUuYS4uAaUlR1m9uwlrFnzPKNGDaNjx47/4zuhOWvE0Q8//FDl+Ycffkh8fDyrV6+ma9euKKUYP348jz76KIMHDwZg0qRJJCQkMHXqVEaMGEF+fj7vv/8+kydPpndvOWdmypQp1KlTh3nz5tGvX78/fV8ajUajEV5//U1Wr1ZYrV0IDq6Nx/MLubkzKCvLAa5FYnm24/c3oqzMjVhdGiKWoTjzeSaSAt8AETJlyNEbUghSLEEHyWnTho+sfbjRN5cJtGU3/YDXkbifQ0isz2EqMtNqVRpjHnJAbD7iIluHiLEUJBW/O/LnNducuwSxWlmAFYgYugjKA73tiAizE4h9knW/C5yPxdIJw1iO03kFZWVvkZJyC926jcJqrfgTnpTUkx07pvPSS1MZNy7xf38zznHOGnH0e/Lz8wGIiYkBYOfOnWRlZdG3b9/yPk6nk27durFs2TJGjBjB6tWr8Xg8VfokJSXRqlUrli1bdlRx5Ha7cbvd5c8LCgoACRY8Xb7dwLx/Vd+y3t/Zjd7f2c3p2N/8+fP55JM0fL5/YLXWxuXKwOv9BocjAZutJX7/YERchCBWl0ANIC9SWygKSERcUylmvyREgBwy7z0MKIKDDwAGj0R4+aS4HousXux8gZ1aiHD5BbHeWM3nhYhFyYoInnyk9pEDEWQJSKzQJUiK/hzgTkRIFSKCLQ9J9c9Hahx1A75FsteupSJ4W5mvyA/AbiyWO4GN2GwhKPU+hpGCz9eOZcuWUbt2NElJSURERADQtOlgNm/+jbS0RSQmxuvP5zHuPR6GUkodv9uZhVKKQYMGkZuby5IlSwBYtmwZnTt3Zt++fSQlJZX3vf3228nIyGD27NlMnTqVm2++uYrQAejbty8NGjTg7bffrna+MWPG8MQTTxzRPnXqVEJCQk7izjQajUZzsnHk59P29dfZes015DdseLqXozmNlJSUMGzYMPLz88tFZXWclZaju+++m3Xr1rF06dIjrhmGUeW5UuqItt9zvD4PP/wwo0aNKn9eUFBAnTp16Nu37zFf3FOJx+Nh7ty59OnT5y9Z00Lv7+xG7+/s5s/cX3p6Oo88Mp6ff95LUZEdv/8GlGqLz/cUSvVFTqe/HinCaEVidvYg1qGfkdpBXZAsscZIXSMnEsOzmMb+H/jevZHaFFG8chNDnc3xhvTggw86ccst0bhceYgLqyUSJO0FxiAWHCvihluMWIDCEGtPKNDBnH8vkmkWb/ZXwNvIESIbEEtRCRJUfR0wAnjE7PeQ2b4ACdJ2IK61VkiJgBCgEItlBSEhV+Px7MBqvYGUlC4EAtALC3dis2Vx0UWtiIiI4PDhDcCHXHNNL/35rIaA5+d4nHXi6J577uGrr75i8eLFpKSklLcnJoqPNSsri9q1a5e3Z2dnk5CQUN6nrKyM3NxcoqOjq/Tp1KnTUed0Op04nc4j2s+E04vPhDWcSvT+zm70/s5u/oz9TZs2gzVrdpKTk43b3QjJ4AqcKXYQqfuzAXE7WZAg5wJgAiJM3MCbSMxPRyT2CCSYeTubqcc+fiMJCFNekkrL2GrsAcDleg2XK3C4bDRSE+l7YBpwIxJ3VIwImbpI3aRFSDzTb2a7H5iNuMSiEfdaCCLoNiEuvZ/NNacCLyKuOQ8iiroggkyZe6yDFKj8DcOIxGLZRnBwN6KjHyQj40ZCQopwuyv+HjkcTcjNLWTXrgO0aBFLYeFhIiIk201/Pqu/pyacNan8SinuvvtuPvvsMxYsWECDBg2qXG/QoAGJiYnMnTu3vK2srIxFixaVC5/27dtjt9ur9MnMzGTDhg3HFEcajUajOTl4PB4KCgrweDzMnz+fd975lkOH6uHxRGMYF2MY+YjY2IKcXh+JBEK3RiwzLwNjEcHkQ47jaIUERX9j3vs9YuUZg4e3Gco/+Ixo2tKVtYxErDqYY3dDqllfhQgdB/AJ8CoiUn5C0vQ/RIKp6yOHzIYj56LdBvwTiRuyAFPMde0CchAr1kbkCJFXzfYbgKuRwO63kdiiUHNPz2CxTCc4OJRatXphszXG6+1CXt5OQkPrYLGsomo0jIHTWZv9+w/h83nJzV1C166t/+jbozE5ayxHd911F1OnTuXLL78kPDycrKwsACIjIwkODsYwDEaOHMnTTz9N48aNady4MU8//TQhISEMGzasvO+tt97K/fffT2xsLDExMYwePZrzzjuvPHtNo9FoNCfG0SpZV76+YcMGfvxxOYsXr6e01I/XW8KePTspKbkIu/16DONT/P6tiGB5F7HYJCFZYdsRYbEDyeq6DxEmBxBLzkakCvZwuvMt62nEIWIRV9g2dtKNqziMiJc4xE2WCoynomhkYySgOgmxShUjJ947kcNdayE1lLaZ9yUhRRqTEUtSA/N6CFIBe5O5xm8RK9YQxLK1GvgaqbZ9K5Ih9wtBQa3w+bLx+dYTFtaXsLCrsVjCKCiYj8dThNe7g7ZtB7Njx0cUFs4gPHxIeTiI1RqE1+tn27ZpxMdn0bPnMDZv3vyH3kuNcNaIozfffBOA7t27V2n/8MMPuemmmwB44IEHcLlc3HnnneTm5tKhQwfmzJlTXuMI4OWXX8ZmszFkyBBcLhe9evVi4sSJusaRRqPRnCC/r2TtcEDnzs3p3/8SmjVrVun8s+/YvPkAXm9jatfuQUpKU/bs2cKuXVZ8vu14POPw+3MQd1MrpOBiDJKRthbJMvsKES8DgfZIHE8SInJ+xUIqj/EZ/2E839GBy3kCxV4knigRsRBNR2KSAiEZXsRddhgRWjHIQbTzkdifa5FYogfM653NRyziQlsNvGKuK9Zcfw/EHbgUiSfagbjOchCBdQ9ykOxCIA+LJZjIyLuJi+tBWdlveDzjqVu3JdnZX+D1erFa92KzFRMaGkTDhh0IDfWybt1UcnM343R2wWqNo6RkCz7fN0RFBXPffdfToEEDLY7+R84acVSTpDrDMBgzZgxjxow5ap+goCAmTJjAhAkTTuLqNBqN5twicL5ZTk4iDkd/8vN9ZGVlsGDBKl54YRqdOtUjL8/CoUO12L/fht9/GyEhl5CZuYu9e3MoLY3A57sSr3cRSs1BUuXvQur/7EIETCwS+Pw4Ilw6IO6sQB2iMvORTBwR3ME4LCgGsoK/k8YMLjD7pSAiJxhJ078NcaH5kFifWkhNpBWIcMlCXGnzkYKNHsTtNhixKDUy19MRCRifitRgaoxUzq6FuOaikBiki5B6SJ8iwdg9gMU4nd8RFjaMiIi/YbVG4PfnExQUTqtWdwHg9br47bcpbNmyE8Nog9fro3btroSGJrN37zz275+F1+vD59tMnz51GTv2QX18yEnirBFHGo1Gozkz2L59Oy+//AlFRT2Iifkb69fvwOVy4HA0JyJiKPn5s/jyy48ICwsjOTkJpc4jLOxq8vI2U1iYjc9nQSkbImwGI9ahBMQCsxOxuhxE4n8MRLj0QsRMDCI6FGKpiQTsZBPODdzP14zhMa5jJrcgBRzTzTF2IUJHIRapvErjByHxPj8jIipwb5G5lv3mvPvMe3xIxtwhoInZZw5Sv8iHuOJaIrFJ28zr0UiweTzQjtDQzkRHK+z2dni9hVitNkpLF1KvXlssFnFNOhx26tTpy44dD1JamobV2hmAiIhUWrRIpWnTMrZtm0JUlGLs2IdITU39395YTTlaHGk0Go2mWo4WS/TDD3PIzIymbt2eLFs2l6KidJTaS0mJwjAsQGP8/tZ4vYr09CUEB9/FgQNrKC0FaInVGo3Xuw8RF4WImGiNuLw+QwTEVQSqWYsVZqPZ7wLAgZU8oAwfsYgQWcUcBpLKAvbiQ1xuB805/IgVqBUSX7QfiQ3ymGNuRuKQLjHnzULcaC2RuKFNiOUnFhFJ28yf9cxxLgdeA/5NRQZbASLebkXcb18gom4lhpFCeHgqfr+IquzsdKAYqzUbl+tyCgp2EBEhQiciIpW4uAis1uVs3jyW6OguBAXFUVp6kNzcJcTHZ3HffTdoYXSS0eJIo9FoNFVIT08H4LbbHqCoyENQkIUePdrSpEkjNm/eynPPTaSsLIWtW6+luLgMq7UjNtvfsVhq4fdn43ItAA7h8bjx+ax4PIVANErFAja83lIkm6weYtFRiJVmJuKeGohYdMKQIOowxM21AGhICk34hDtYwMU8zsOIeysN+JG99EPcZ0VUWHGmIYJoKGLFWYcEROcjGXA/ILFHVyEB24Fz0iLNua80719nri8QjB1I+G6IuAVbmOu8ALEUZSLZddeY1/cBTVHqNw4e3IvFsg6nMxKf70IslhDCwmLZs2czBw8+T+vWw0hM7MKOHdNp3NjJPfc8yNat20hLm4Xb7SckxMKAAW3p21cLo1OBFkcajUajKWfRokW89tpMrr++Dy7XFTgc8ZSU5PD665M5dOhDoqM7UFYmgcqFhdNQqjtKdcFubwLE4/M1we+/AJhCaen7GIYXpYoxjCiUsiOWlhJEuFiQYGk3sBKJ2RmMCJp8xO3mRIouNgG2EEoaK/k/EjlEJ9awmE7M52Kz39dIZlhfJPanAAl8noOcdxaGiKJp5m7jkEy4XVTUNdphzmtFXGg2RLxdZN7nRCxABxBLEkiafjBS1PFxxOXWD7E8fW3el2iO1xGYiddbgt2eSFzcUMLC7Bw+XIzXG4XD0ZmSku/5+edXSE6eRd26Zdx33zC6du1Kz549ue22Y2cGak4OWhxpNBqNBqiIJXK7ewCQlNQNr9dOfv52ioqcuN3XUlTUBqfTT2HhT8B5WCwPArtwubaglNcUQKVIVtcclPoJ2IJSQYioMBBXGuZPB5I1thepHl1ithuIFWYFYsnJB0op5gDjqcOzHGI3IRTyJvCMed0wx/kVsebEIxYcD2Ix2khFphnAKMR65UeE2iZEFNVFXGIBAbefCnGTYI5RhFiGLEgtpAvNtrZI4HWBuZ6hSExVOhCHxRKN35+FYRRSq9Z99OjREZvNTkFBPnv37mP//p0YRhOKixfTpMkhxo59sopl6K9e2PFMQYsjjUaj0QAwd+58cnISadPmSqSQorB373xKSuKJjR1OQcEWwsIKcLnWAtehVD5KhaJUKRK3E0qFdagNIgz2I/V+LkeEihsRFU6kEKIVEVQlSHC0AynA+BkiSi43x1wIzGccDbGSwhs0J49VSFXp+ojIMhCrzgbESqSA85EMsTgqxBNI/FEe4u7agGSh9UZilfKROKPD5hgHzXuizDWGmdemmmNeZe4rznwNSqgQeu0Ql1wESq0H9mC1DsZmS8Hvl0zsiIhIWrSIpFkzH16vjwMH3Ph8n1O3bt2avHWak4wWRxqNRqPB4/GQlraW6Oirq5w1mZu7mS1bplJSEovL9SA+Xyludyh+fwF+fyBzq8TsHY/E1oC4pg6Yv6ciKfKbEJFiRURDGiIa3Ig42oFYfFxI/FEXBuHBx0G+oSkiQoajaM/TrAbmIkHW+YgoaYtYdoqRatmLEHfa9UgA9YWIlagQsfakALcjAm0TEjNUjLjmopCU/Drm+NMQ99lC5Jy3XCqsWt0RC5Qy9425RxdSLynZHCMFq3UDEIHFchEWC9hsVWvsWSxWHA4rISEJuN1+XC6XthSdBrQ40mg0Gg0FBQUUFpYSHBxV3paZ+SOrVk2msLAOFstVGEYqsI/i4u/w+fYhFqE2iGiphwQwRyECoxARBi6kAOLtiOj4CnFZBc4sq4dki8Wb45UBH2BlLy/wEiPZQi4O2tGLDBIQC40NmIW4x3IRa89QxAoUODC2DWJ1WoKINAcSCxRt/gQRZcMRixOIwJK6SVJo8jBiJVpm3m9Fqmc3M/fWFBFegQNnw5FyALWRoO14c60/AEXY7XVxOvfg8dTH799FcnJzLJbqCxCXlh4kJMRCcHDw0d4yzSlEiyONRqM5hwlUsZ4/fw2//roFpZ6iefNL6Ns3gY0bZ+Hz9cbhSEapVKxW+en3N8PnO4S43hoiQiEMERsgYsGPpLAHIe6rbKT4Yi5yntjniLUow7wnUGvoU2AzPi4i2bTCRFPGTezmCSyIwOpMxbllychp94rAKfYickqRM9O2ISUC2iNxP24qYo56IC61+ogFaCkipNohbrRCxLJ1ELgJET0jkKNC7jHHyUDOgXMibsDfqKjJtNO891sMw47TuY/o6GHk5IzHbv+JlJTbqn1PlFLk5i5hwIC22mp0mtDiSKPRaM5RKle5jo4eQmLiJezcmcmOHZlAAgUFbiIjr8Hn20x+fiY2WxJlZT/j8XyHUrlIptcdSIxNEmI5aorE+qw3rycg7q65ZpsPyeCKMPt1Q4RRFuK6CsQm3clt2GnBJbzGDbxFO0RsTEGEkA+x7AxFxJiXitR6r9kWigidn6mwZMWbc+cigddJyFltCxDBFoEcXvsx4lb7G2JdaoYEWfdFXHYliEizIDFM3wC5GEZblIpBRFMpsAzD2ExERHdCQjqQnz+T8PBd1K2bwsGDs4mIGFLFjamUYseO6cTHZ9G37w0n/qZqTgpaHGk0Gs05SOUq182bX4XP5yckpJjDh9djsdQCfsPtLsTjSSc0NJmiotUUFDyHUkupSLk/jLjHNiFCKBFxbU1CREMwIiiWIMJprfk8YO0ZjIiRgzixEcd29pGDWHnyKCCBtvyAFwNxvfVDMsQ2IgLJg7jxAsLIZ+7OggRmu815QxGXXYo5d4HZr8xcYwJSy2gbIojuB15ARFtPsy3LHL87crCsH/gIcdHlAhYslvNJSGiN31+LvLxdeDzzMYwVhIdH4XBkUlb2Lg0aWHjwwQdJTk7mpZemsnHj5qMUdhym6xedRrQ40mg0mnOQuXPns3t3JCEhrUhLW47Xq7DZDCIi7BQV7QbA50vm8OH38Pu9lJQsQKkiRCi4EctJB8TVFHApfYIIjwZIXaAkRMSsQ1xa+xDLzfnApYh1J59G7GIGd2FlPx14hVLCkMrWzfBiRVxTcYgY64q43pIQi1AuInIcSHxTEBU1ivaZa/UhYiYIsSAFzur8CanMHYqIqE5ITJQDsRjNQsSYDRFWgbR+C2JNmolh7KROnU/x+XyUlMzC6fwOpSA+3ofdXpfDh3NJSTlEo0bR9OrVm/79+5WLnuTkZObMmacLO56BaHGk0Wg05xgej4cZM+ayb19nDMOF09kQqzUIr7eU7OxMQkMDQcI2Cgq+QakWKDUYsbpEIllmyxCB0hQRHlcg2Wa7zXsTzb67qUjdB7HUXGj+7gbC+YgHaMdGAF7gc+7mIURM7ULElx2JbVqPuKoKEVHzE+LO6opkgwUsSSCWnhykuGQYEo8Ug8QJ5Zt99prrdprrSzbHKKXiDLeA1ciKWLmWmvt+D0gjOvoqQkIupKRkH9HRg+je/UL8/jJstmAsFjt79swhKGgGU6a8SkhISJX3ITU1lTvuSNWFHc9AtDjSaDSac4wNGzawZctelGpCTEx7xAUlhIQkUVa2FdiK378RpfpisVyLz3cQsQiFIxajBUh6fiziZnMg8UPfm33mIhabFkiGmQN4AhEicYgIcQAebuO/rGQQGTh4i+7m/TbEzXUASacPZMItoqIkQHdzvmeROKUYxNKThViwViACqg0SKG0zH2lAF8Stl0hFscdA5e5DiEUq8Lo4zXGnIeLIiWH4CQmJJSLiGkDhdmdSt24sNlsQYqEKvJ4JeDxWvF4vR0MXdjzz0OJIo9FozjEWL15KWZmNkJDAqfRCWZmbvLw8fD75Q+3zJaBUB3y+SMS1FUpFyvoQJEtrJVLHqMC8XoCIlO2I66k9ImBWIqLjMOKCuwYRWx420ZpL+JQ1/Ewxe6mom+RGrD9e5M+V35wzBHF/BUTNNOAXc64wRHhtNeeshwi4T817miFiC6QEQAESNxUFLEeO/NiLBI27zLYSJOh6J5CM1dqO2NjmOJ1L8fmyKSjYQXBwCSkpjY94rXVK/tmJFkcajUZzjrB9+3Z++GEOL7wwmbKyehQVfYfb3Y6goCAKCgooKChBKYPg4FLzjkaIaLCbD1+l3y2IKHofiSkyEGtLLmI5aWqO8SLiyhoChHAD39CVJfwDD3AJkvYeyxL6IqJqHCJkOiIiZjfi2opAzkhTyPllkUjxxh/NdZQipQO8iKA6hIi4vyOirTcwGcmQuxQJqhaxI266T5AYpWsRV906876ZSI2iGHy+CCCGiIgYmjVL4fDhcHbtmkps7HDOO68JERGRVV5vnZJ/9qLFkUaj0fyF8XgknmXlypW88so00tN9HD5swe1uhc/3Czk5HyNZYA5EcOxDUtmbIX8iShE3VSRSqygZEUnLzH51kEDmYPPeXxGLTTOzTxvgBqAR47mL/+MzAH6mDe/yPSJ6opAst3xz7JmIRaerOeZ2RPDkAAMQi9MOxFrUHxFxh8w9KMRS9AMwHbFShSOuvCjgCySo+nxEWJUgQigXuACYiLjiBiPuwCLgB3y+z6hd20K7dvH4/Ruw2dIJDS3EYjlEWFg6iYldq7zuOiX/7EaLI41Go/kLEijumJa2lj179rNp0zo8nlC8XjseTzEVdYamI66jC5D4nnVIwHEzs08jxLKSh7i1ApWmpyPWnWQqArW9wEDz2kzEYnSXOU4hi7mQ/+M9AM4rP5h1HGIZCpQFKEAsU98D8xELlQcRYPeYazuICLO6SJzTPqC5OX8BIn6ykYyzduY6XeZ4h8z+5yOWp0Bc03nmnLuRIO2eBAVFEh/fEoejCwcOFBETs57x41+ibt265QHUy5cvN1PyM3RK/l8ILY40Go3mL0bl4o5+f2M2bdpHUVF3/P4GiNVlESIEHEgWWBAiNrKBPkhxQ5D4nksRgbQLseBkIVaZCCTYGiTN3Yu4oezASCSAORCvEw7s5TPq8RzX8ivN+YRLEJfcakREdTX7ORHBshoRZSmIMMpArD7tzbHXAYMQsZNqzp2ACKAvEAvT+YiFqR3y5y4gBuea674HyTrbb87rBh4F+mKz7SMsrIyQkFAAoqIGs3//er7/fjZ3331nuZusa9euOiX/L4gWRxqNRvMXonJxx5SU81m6dAwlJRfi97c2ezgR68sqJCj6GsTq8wEijh5B0uh3I0JoOiJcShEBVIKIpF6IG6wpYgGKM8f3A2GE0YMurOB75iGutRwgloe4AxEhWxHBdTViqSlB3F75iKtsLlJkMQuxAF2JuLz+Q0UF7DmIVSkCEXoliKCrh2SyBQK7dyCi0EBiitLN9u+AxeZ4VwM3A7EEBTmwWuvidqcjbj4rVmstrNZazJ+/mhEjPFViiHRK/l8PLY40Go3mL8TcufPJyUmkZcshLF8+muxshdfbHbHKhCLuqwNIOv6FSFByDHKu2WBEUISZo4Uhx2isQyxKcYjQyETEUhQVGWx55j0OWrOTGfyHhuyjCwn8xGZElOUjsUlNEMtQA8Sdl4kIFB+SiZaDVNDeTEWMUAEilNohMVIec6wtwBtm20XmuJdTUS3bYd5fhIjCECosXmsQV96FiABMxGIpxeEIxe9XKKXw+31YLFZ8voPY7U68Xgsul6ta8aNT8v86aHGk0Wg0fxE8Hg9paWuJjr6avLwtbN26AK/3LqAVIi5KEWGUg1hJmiFWoHWIcAmiolgjiMvqKrNtHiKA9iICqwAJfDYQgRSMVKou5e98QlP2AvAO62hLJopkxEXWkIojR9qbbVbEUpVrzmFBYoC6Ie6+78z1dEYEVStzD2WIxWeq2SfJ7BdvruuAOX4SIpC2I0KuBLE2WRCXXhPEHdeaoKBYLBYnPt9BLBYDi8WKUgq3ewnx8YkEB5fqtPxzAC2ONBqN5i+Cy+WitNSPwxHFr79+hMfjRESGD3GZZSOCwYEIhhgkXqcY+XOwy/wZKFhYBznYtQiJ5/kOsbKUIHFBQYgoKjXvCwbCGMN/6M5MgnAxlCaocgEViE3KQaxADqQIY5y5xjJz3v2IVSfMfKxBLF2DEEuRzxxrA2LJGmz+/BERP9lI7FOBue74SnPkmdcx56uNxZIELMAwvsduH4FSCp8vk/DwWJSyUFg4neDgTBwOJz166LT8cwEtjjQajeYvgMfjYevWrezevYnMzCc5eDAdETHPIK6rDCoKKu4G3gZuRywnGxBh9CPiPitDXFou4ElEPGUgFpZrkUDp55A0+dE4ycNNEWIBUvj4litpRwEuytiKnFE22FxpFhLnk4WIqfpmewpi2elIxVlsu6mIJWqEZMkF3GQtENGzG7FwNTHXE4XUSRqKCL9cxNWWiLj2XEis0lVAEDZbbVq37obDUY9ff/2EkpJdWCwtsVi8GEYcubkzCA7OJCYmkbp1D9C3b+8/9gZpziq0ONJoNJqzmEBhx4kTZ/HbbzmUlDTA50tGLCcHEZGxHjmjbChyJtlm5GiNZxDhsR8Jyl6DnEhfDNxh/uyCxOnkIy61SUBbpKjjR9zN94xmGx2YwAG8SI2gPRwkChE7nZHsuDJEoBQjoqWjuTaFuMAC1boPIe4uCxUiKtxcd7C5jkLzej0qzm8rMte31xyjMdC30v62I8HiixCrF9jtu0hOjqF27TyCghpRWtqVrVun4vV+SXBwChZLLWJjE3E4nNSte0Cn5Z9DaHGk0Wg0ZzCBIo42mw2v11ueCeXxeJg0aRKvvjqTnTutFBf7gZtRKgRxfzVCBMxhc6QtSNHEJkh2mBs5TiMSuBFxX81AXFGBg2cfQYTIPiQ+6WbgcyRIehgP4eUZVgEwhRH0oy1+UhBrVDZiDSpBXFoXIxluRYgQCgammHNejbjmSpAsthBE8JQgpQRWmutvgdQzykbcY3sQ61ESYm3CfN4IqXJdimS6xZj7WIYEoMvBt48+ej3h4ZHlKfiNG1sYPHggXq+Pdet24/VaCA4upUePtvTt21sLo3MILY40Go3mTyQgdo6X7h0o4vj110vZuzeb3NxcoqODiI6OJCkpko0bd7N1azY+3wD8/iKUCkcCmJ9Favxci8ThlCDp9iXIeWETqTg4dpB5LRtYiIip9Yh4ARFMdRArTS4iNoYAS4AXeJ+u3EM6SRSwlnAsFONnM1KX6C7ESvQrUu9oI2L98SCWoFbI0R7TzWsxyJ+kCMSyk45kkLVExNZ285GMWJ78iEVop7muwIG3V5nrfhMRgDORWCMvFksyDkc36taVTLa7776bkJCQalPwa/o+af6anLA4crlcKKUICQkBICMjg88//5wWLVrQt2/fk75AjUaj+StQuWJ1aamfoCDLUS0SixYt4qWXPmbbtiAOHWqH11sbm83Crl0L2bJlGX5/ND5fGGLN+TsS/xPI7EpGBIwLiSNyIlaVPYjgSEdijAKHxLoQF1u4ee9c4B+I4PCZfeLMfr8hVppGwE5y+DfX0IZI8viGG5GYpq/Nxw7znlxz3AOIm68+IpqKEAtOHPAyIpLiETGUitRfKkLEVBckbmklInzqmeuNMsd6D3Gn/dO89gsitoYjlrN8DKOE889vRYMG9cjJeQ2oWy56qkvB12n55zYnLI4GDRrE4MGD+ec//0leXh4dOnTAbrdz8OBBXnrpJe64445TsU6NRqM5a6lcsTo6+mqCgmpRUpLDlClLmD37eUaNGkbXrnI21/z58xk1ahz79l1EcXE7IJjIyHo4nZEUFETh9dZBqTWIeOmPZGNFIK6w5UixxB2IUAlDjthYh6Ti10JcYwVIDNIGJDA7HREkO5AYn2IqXGsADmKw8C9e4T8Mx0s0ImRyWUIjJL3ei4inX5HYopbmukoRS9B2xNVV17w331z7T4ilqiXi3vsbYvHZREXWmQWxhn2IWJkGm+s9gMQlLUWsTK3NfS9BYpzigMYYxm/ExGTSps157Nw5i1q1AtlqGk31nLA4WrNmDS+//DIAs2bNIiEhgV9++YVPP/2Uxx57TIsjjUajqUTlitUtWw7BMAwA/H4PcXEXkJHxNS+9NJXk5GT27t3LqFFPkp6eis02DKXs2GxB5Odn4fNtweMJRYKq9yGZZSGIdWc14mI6iFhrMhAREo1YbuYgFaMvQqxJIYhFKQoRSk0RC1Qc8BYikJLNseK5iJnMZCR1KcDKKh4gFREhyxDBVYYIrA+Qath9zDkClav3A1+a6yxBxMs+RCT1AoaZ90aZYx1AgqrjEaGVhVisLgdeR1yDoUgpARChdxNV6zEZwMPAJShVRHQ0bN48lvj4LO6661ry8vJO5G3UnGNYjt+lKiUlJYSHhwMwZ84cBg8ejMVi4eKLLyYjI+OkL7Ayixcv5rLLLiMpKQnDMPjiiy+qXFdKMWbMGJKSkggODqZ79+5s3LixSh+3280999xDXFwcoaGhXH755ezdu/eUrluj0Zy7BCpWN2wowig/fzsbN77N/Pn3kpb2ABkZS1m/fh+vvvoaL744haysMCIj/47Xa8Vmi8NuT8FmS8XjKUKsMOmIpaYQyRwbhFh6QhCh4kMsMrUR688CREg0QgSNDXE9RSBWmBuBG5BA7UaIqyvwnbgF+AQfM0mkCIDhHCKai5DA6K+AnxEx9rk5zzCkinUUIsDsSNzSYMTVZUEE2K2I22w1IvSyEOvSViSOyIaIn2jz/sOI6AlFMuDqm69HNhJDtcUcdz5wCSKMsoBnsdvH06DBIq6/vjYvvPAvOnXqdKJvo+Yc44TFUaNGjfjiiy/Ys2cPs2fPLo8zys7OJiIi4qQvsDLFxcW0adOG1157rdrr48aN46WXXuK1115j5cqVJCYm0qdPHwoLC8v7jBw5ks8//5xp06axdOlSioqKGDhwID6fr9oxNRqN5o9SUbG6C4ZhsH//IlaseIFt2zLxeK4AhuPxXMnhw6lMnPgVGzYU4/EUcPjwJFyusZSW/ovi4ucoLv4csaI0R4RHXSosMjHA3cC/kfT1HxFrSywiJH5GssYiEGtKXSQVfwsisq5HRFU+FQfRLjV38DHwOqtJ5F9czyKSaUcquXyLiJjfkNpCC4G1iGiph4gWA8mEi0Lig+qY8wbE1O1IjNBGc57fgG+RGKMYc53KXEc9xGW2BTlqZB4ipHYjFqiViCjymPP0BtwYRl/sdsWFFzbgiy8+4I47RuiMM02NOGG32mOPPcawYcO477776NmzJx07dgTEitSuXbuTvsDK9O/fn/79+1d7TSnF+PHjefTRRxk8WIqNTZo0iYSEBKZOncqIESPIz8/n/fffZ/LkyfTuLYW8pkyZQp06dZg3bx79+vU7pevXaDTnFoGK1UFBtcjP38769Z/gcjUHnOTnf4FSfgzDgs3WgOJiGy7Xbvz+RJTqid9fD8jB51uBHBI7GBE9HiS4uh4iBArM2d5CrCi/IWLjNiQOKBuxvhQjVpx6iOhYh8TxWBCX1XrgB2Apqf6G5pg9kRigVbzKr7zORfjoao5RhMQL/YwES3uROCCfucYQJF3fgrjyFiIxUaVILSUHIpoikey22oj42QScj8RLHUKsRz7EMnUISftfjtRhag1MMPd3HVK36UIgFosln6CgaOz2KK666pLyJCKNpiacsDi6+uqr+dvf/kZmZiZt2rQpb+/VqxdXXnnlSV3cibBz506ysrKqZMw5nU66devGsmXLGDFiBKtXr8bj8VTpk5SURKtWrVi2bNlRxZHb7cbtdpc/LyiQLyOPx4PH4zlFOzo2gXlP1/ynGr2/sxu9P8FmsxEWZsflyubw4XTcbi9K/YbXm4DTeRWGEYdSB3G7P8XhMJBaQB0Rq08zREh0QVxjcxBxZCCWnWBEnAQhsUatgYFIDaLpSGp7BGJpecO8Nx5xR3kRIeIG0hDLkg+LWsm/vD7+7f6OX5bEERzcGRFSPyPuu/aIMJsd2CEVRSUPmmO2NscPRWKWfjbXFI8Ei/+NiqNKdiExSgZi8fIiQisDsWqFI660X8zxrzX3vQqYjIi7Doh7byZwCKfzeuz2WihloaxsNbGx0K9fnyrvlf58nt38L/ur6T2GUkodv9uRbN++nR07dtC1a1eCg4NRSpUHGv4ZGIbB559/zhVXXAHAsmXL6Ny5M/v27SMpKam83+23305GRgazZ89m6tSp3HzzzVWEDkDfvn1p0KABb7/9drVzjRkzhieeeOKI9qlTp+r/jWg0mr8M8atW0XHsWAC8QUEseOUVXAkJp3lVGs3Jo6SkhGHDhpGfn3/MUKATthwdOnSIIUOGkJaWhmEYbNu2jYYNG3LbbbcRFRXFiy+++D8t/H/l9wKtJqLteH0efvhhRo0aVf68oKCAOnXq0Ldv31MeZ3U0PB4Pc+fOpU+fPn/JWhx6f2c3en8VpKen8+CDL/Ljj7/g8fQiKOjJSt83CpfrZ8rKRiBusJuRwOMtiNsqgoBVR6w1MxE31BWIhcaFWF7CEGvLo0hcTw/E0pKExBNZkHie6UhWWl/E/VaGxOykyXM1lHetfbjGN59tV17JdQ+FU1w6HYlDykTcbAMQ95ycoybWnveR4PBC4AEkjskw23PMtq2IpailuR4rErD9pjnehUhG20bEynQ+UhH7YiQGyTDne9Z8XQYBryDB49ux2Z4AzsPpdGIYoNRMQkNn8e2379KkSZM//P6djej9HZ2A5+d4nLA4uu+++7Db7ezevZvmzZuXtw8dOpT77rvvtImjxMREALKysqhdu3Z5e3Z2Ngnm/3wSExMpKyszK81GV+lzrOwFp9OJ0+k8ov1MKBJ2JqzhVKL3d3aj9wdNmzblzjuvZvbsNLzexvh8HgzDis/3G2Vlc/B6ZyDurQJgLFJryG4+ghFXVgKSWh+EZJTdgNQTqhy0nIYIpUuQbK9kpAq1C4kBaou4oxQSM/QD4q6rj6T4A1zICLrwgeMy7h1al+IvQnC5SqgoDTAEEVQ28xEQeVcibrEFwCeIYLkYSdkfhNRT2m3uIwoRURHmHi9AUvPrICIoAwk8T0Vca1azH4i4y0Qy4hKRAPDngFBstnk4HOE4nX48nh/x+RYyeHAnWrZsedT3Rn8+z27+yP5q2v+Es9XmzJnDc889R0pKSpX2xo0bn/JU/mPRoEEDEhMTmTt3bnlbWVkZixYtKhc+7du3x263V+mTmZnJhg0bdGqnRqM5ZVx88cXUq5eCw2EB8vF4vsXtHoPPNw8RPF7kQFQ3cvzF3UiF6CBExBxA4m8KkZidIkTkRCLHaBQgYqkzFVlp9czZg8w+pYjlZw2wnNqk8S07OI925pgJgIViLmK5tbt5b+A/mgGxo6g4KBZEKHkR8SUFK6Wu0hrgNaT4Yz5iPQIRO34qDpq1mnuwIMIuMMYSYCoSJL4OKR75pPkaDTP35jfvd2G19sbv/xGn8z0cjs+IitpH+/ZJ3HWXrrun+WOcsOWouLi42jibgwcPVmtdOZkUFRWxffv28uc7d+5k7dq1xMTEULduXUaOHMnTTz9N48aNady4MU8//TQhISEMGzYMgMjISG699Vbuv/9+YmNjiYmJYfTo0Zx33nnl2WsajUbzv1DdmVzBwcEkJkazf/9+3O6f8HjeQSkrIgbiEXdZNyS93Y0IjjpIccZvkYNkXUjdnklI2nwLxOoTjYgXt/m7D/lqD5yPZiCCQyHWFj8t+ZQFzCeeEhryOBfwFcW0QMRHS7NfunlPO0SchCIiCLM9cLyIQsRP4DgPA7EA+aiotp2IuAuLELEWyEArRCxBDiS7zYu4CCORI03c5lhlSB2mYYjlbC/iNtxhrqcpdvvPNG3aF9hJYmIO9913h07b1/xhTlgcde3alY8++oj//ve/gMT4+P1+nn/+eXr06HHSF1iZVatWVZkjEAc0fPhwJk6cyAMPPIDL5eLOO+8kNzeXDh06MGfOnPKilQAvv/wyNpuNIUOG4HK56NWrFxMnTsRqtR4xn0aj0dSUY52dtnfvXnJzD+H1bsLr3YpSBcAtSHr+e0jG1cWImIiiIr7Gj8T4rEOyvu5ABNGvSGp7EXIOWqzZfz8So+Q3rwX+I2tDrCx7ASvbKWIvicSTThil1GMTmziMnKv2K2KZ6W/+finwKRIL1JyKqtwGFWn6OVScwXbQbOuACKZ9iNg5QEUJAi8i9pyIdaitOdYKc39bzHsaAneaeyg097QRsJuZfjsxDCdW61bCwrJITl5Br17t6dv3Ji2MNP8TJyyOnn/+ebp3786qVasoKyvjgQceYOPGjRw+fJgff/zxVKyxnO7du3Os5DrDMBgzZgxjxow5ap+goCAmTJjAhAkTTsEKNRrNucixzk779NN/43Z7sFi6YLen4XJtRwTAcvOxE7GIlCHxNsVIELVCBEEhYkHajVhxopEjRD5CLDoNESHSFHFH9UK+2g8hrjIXFXFC84GmuElnCI8zlk+5mws4xGzEUnUnYh0KWIg+RgK/QQLCGyHiK9zsk4UIo2Ik3d6HuOi2IoLOT0VV7gsQa1MJYh2yIIIvHbgHqYO0B4l/CgTNrkXOTrucgCvNZgOlrCj1GYaxjuTkLsTGurnxxpu5++67/tIxNpo/jxMWRy1atGDdunW8+eabWK1WiouLGTx4MHfddVeVQGiNRqM5Fzja2WkASUk9WbTodvbvzyAoaA0lJaVIVtZgJFh6J/A8EqcTCLzegxRCdCNf0fFIcPJPiLUmBxEfNyBWlG8QN1VDpJ6RDwnKzjX71aUvK1nJNnLZZI5VyA6sXMt/zPm7IALEYd6fjYix5kiNIp851nxE/PjNNi8VdZDWIy6wfMSSVYDEP+1Bqmj/hljHgsw+PyOCSiHxSSGISNyLuNq8Zr+Pgc1YLD1wOOpjtebj8y1GqVVERsaSnNyIxMTNXH75CC2MNCeNExZHIFlf1dX90Wg0mnONwNlpvxdGAEp5KSkpwuVy4XLZkKyuhojLaD5yrlgh8DUilJojwsKBfD23QoKiv6fCmhOJHJ1RiKS7T0KO0/gVETWrEEHS8v/ZO+/4KsvzjX/fM5JzshOSAAk7oCwBFQcOlOmqiltRK1a0rrauavVXV+toq1WrrVbbKtaJq3ULCAgIqMiQPRI2SUhIQtY5J2e87++P6z0EigMsqNDn+nzyITnnHc+bQPx63dd9P/jI5T5u5ZdM5k3aMYpT3fuGEPTEUB6pG4KXdu79eiM4uhBBzvvuvZchx6c3cqOi7v0+d18b7l4v1X1tMeo0y6B1g9zP3dfaof3V1iDwuxQNwLwNr/dYunfvRUHBRBzHT1nZcurqlpFIBHEc8HpjBINQUFBMu3bLuP760aaMZrRHtdtwNH369K99f/Dgwd96MUZGRkb7ksLhMB988AlpaafiOHEsa0fnIh4P09S0gUSiAcHD0aiUtgRB0JFo6wxQieoT9+tOqBzWgjI8HyOYaEbuUToqmzUiiFmHnJYbELD8FZhPAQEuZTkAp1PJ6SzjTQ5DcDUP5Zt+jkpnCZQLWoTgBgQ1x6G9y7wI3mJoy45C9/xVyAn7ifv1Jnc9w91z1qIutUcR9M13ny/HvdZoNLvoE9ShNh+vtwfr16/F72/mvvtuZuPGct56azrr11dSX19PXl4aHTp04NRTj2TkyOEGjIz2uHYbjo4//vidXtv+/5bMBq5GRkb7qr6s0+zLtHr1agBGjBjFF19sxLIWMn/+X+nSZTA9elxARkYntmxZwNKlT7J16yoEG70QKHyChjT2R2U0B0HJKQhCJqHSUw5yWKYiEBqMwKceQYeNttYAQceBCJYWIAemHxVs5McE+RfzuJm2vElbVL6rR67QfDQoMtO9V9KVWut+7UEZp2IEX2XunykoF7UMdbdd6j5Hg3stDyqP9UOOVFtaBzn2RHCYgqCpwb3+Q0A/PJ7r8PkOIhZbQHn5NP7+97e58caLGDv2J4TDYXw+H/F4/Bt/RkZG/412G47q6up2+DoWizF//nxuv/127r333j22MCMjI6PvSl/XaVZSUrIDNM2aNYu7736UX/zix6xfPwD4MbZdQEPDOhYu/Jjlyy/AtrcQiXhwnJ5oP7BlqBV9BgKCgQg+2iJ3KAuBRzcEDfOQ0/QOAqL+CCByUUeYD4HQmwguUoEy/JST4CfY2CgQ3YH3uYtueCinCpXHHkBu0Bj3mM3utSwEXF1odazyUSksBYFYBYK8K5GT9SjKUK1FTlgJcrfCCAI3oRLeGuAR5JR5UdeZB3XXrXO/bg/cTHr6Qdh2DI+nkZ49B9HUtJiHHnqRP/6x2DhERt+ZdhuOsrOzd3ptxIgRpKamcv311zN37tw9sjAjIyOj70Lf1GnWr18xGzc2E4nYRKP1rF69gaamNgDk59+L44RpaEgARxMODyAWewltEnsGKhmtRnCwAYHMBQg+2iGISEdwY6GSVgcEPRvcc49F2aOeCJ4iCJhmILdmFLCUrsB4lvE2H/FbQshpOgKwKAcEWO3RFO5i5B51RG7VibQ6RR7kCm1xj5mDHKUVwAh3PQchyClEZcA0VN7LQDD1FgK5C9xnW4lA6FHkNB2CgDDf/R74gU6kpHTG40mhpWUpGRlhOnXqSGZmH5YsWc7EiR9y1VUGjoy+G32rQPaXqaCggBUrVuypyxkZGRntdX1dp5llefnkk8+ZN28zBxzwI6LRFMrKXqKhoYVgsBMAFRXVRCJeYrEI8biNSlTDUadYHoKKDAQScxDMeJBDkxzS6EXuik3rHmOrUX7oTpQ3iqAyWCPKJn2EXJxzgAKyeZw5vEEbEhzCv5nOYKYxGMFPmnt+BXJochGYrUEu1hS0Lccl7posWucj/RuVxyLus5yNhjkmy2pe1D13NIKpBQgMh6KRAl7kHnlRd9077trbud+HFe73ZCmWdSA+X5hQaCZ+fzUDBhxEVpb+Zzw391imTn2NsWNjppRm9J1ot+Fo4cKFO3ztOA4VFRX87ne/o3///ntsYUZGRkZ7W1/VaVZfX8qiRS+TknIRoVBHVq2qAVpobCxDoNAFgFBoEy0t7bFtP3KD/MgpGYycnZPRnJ4ZCDgCyB3qidyfVPd6Mfc9P3KXgu6HB7kzaWgQYwKVt5LHq4utngQPk8091LKaFOoZjPI+qQhkHOQWpdI63TqAylwNCGiSIep8NIQxHXWWpSKw64w2iXXQ/mnHIsiZgeCoIxpM2R4NkHTce9ShUls16k6rRi5SW5RPmgKU4fMdRiIxn8xMiwEDDqJ79+7bfh6BQD4tLTbhcNjAkdF3ot2GowEDBmBZ1k7DGI888kiefvrpPbYwIyMjo72pWCzG1KkLyM09e6cW/I0bJxMOtyM9fRS1tSux7ZnAPBynM4KagajkZGPba1ApbPuyVC5yaR5EgHEUAqZ5KPB8IIKRrgh40lAAGwRT/ZDj4kGwcgnK+kxFkNQFuTNtEWi8zf20IU4Oj1NIIz9CDlAUgVAq+nXfyb3np6hEVo2mU/cEZgFPucduAG5Epa8pKITdA2WVOrlrm4s61WxUBjzefaaLtnumcvf7lIkcp8XuvV50v19L8HgWkZFxAnl53SguLqBjxw7bHKOkIpEtpKV5CAaDX/qzNDLa09ptOFqzZs0OX3s8HgoKCggEAntsUUZGRkZ7W+Fw2A1fF+zwum3HKC9fQGrq2YTDYWy7inh8FrZ9PAKEVxB0gLJAVQgmOqDS0tvIeSlHblJ31Op+DAKLFxBUlKBSlzZ8lRv0CQKoExGQBJGzU4XKYH8HjuI8bBpYyPv8CE3NLsYmk99v2wNtI3KMBHBycdJQie94FI7OcteV3JT2CpT/edldH+7rBe49foygz0Llw0OQ4/QWgqOP3OcHOUXr3LVb7r064PGEse0GYD1e7zIOPLCQoUNP5bPPMjnooGPwenf+T5LjONTVzeCUUwYY18joO9Nuw1Hnzp2/+SAjIyOjH7iCwSCBgIdQqHqH1+PxMImEjceTRVNTNfH4JGy7CJXIqhHMzERw4CAnphZB0WxUBhuG4MaPwOldVA47HAHJBOSidEDlrjSU15mPXJlkbseDnKY7gRZ8pPJn3uenfE4NOQygDxtJRU7N6e6xqxHg/BwFuP0IVjajvFJXlAGa6N7rFARNE9yvq4Br3O9GJ/f8Y9xrlNDabRZC7lMpgrAFaOTASvd5spELFQKCWFYKHk8GHk8ukEt+vpfHHruHTp06cdNND7J27et067ZjedNxHMrKxlNYWMnIkRd/w0/UyGjPaZfg6NFHH93lC/785z//1osxMjIy+q7k9/sZMmQAzz8/g6Kiodv+o9zcvInm5uWEQvcRiQRwnEUoKwMqZ/VHYHEIgpLlwDgERiejDrEIgojuyMmZiIBqIHKF8tDgw1Ja9x6z3T97IcBYj/I6B7iv5RCnLQXcD0AbtnIh8/k9pyBXqRi1/89HowPuReAzGDleHVDL/TgEM3egbT0eRtBTjvJCd7hfT3GvcwKtAxvL3e9Bcm+0ZgROf0NdaB0QhJUgF6kWy/Lj9+fh86VgWRbx+GwyMhyuvvpMhg4dCsANN4zmoYdeZMmSZeTmHksgkE8ksoW6uhkUFlaaCdhG37l2CY4efvjhXbqYZVkGjoyMjPYZjRgxjAkTHmT16lfo1u1cKiqms2jRS0SjvYjH++E4bRFI5KNSVQmCjRr3Cj93P29CUHQhKk3VuR8tyEU53T3/MxSCXo+coZ8gSGpELtRJaATA+7S2vcfR0EQPkMVl/IQDeYgH6MGzDHHX1ohKYR0RkF3h3u9ztLXIScgxmom2D8lB0HM08AcEO2eivFPv7b5DXuT+tEH/uUgCWyEq2zXSWlY8CJXdZgPPoSxTC6mpnSgs7EQwGKC+fjzx+EoOPriI0aMv2HaXwYMHU1xczMSJHzJ16mu0tNikpXk45ZQBjBx5sQEjo+9cuwRH/5kzMjIyMtof1L17922uxeefz6S8fBO2fRLp6cfS0rICZWUKEIC0RyWrfggqNqLOs2NQvuYYBBkF7rFrEDhkIMA4BuVzGtE+aGci5+ko1AXWGWV0bkKOUg1pLCePTmzkMtT5FWYrc+jPSSRoQQHtsSjwXI9ALN+9phfli94E/oHALrn/2RpaW/aPRC37g2gd4JjcPmQrcoIGuWvtgMpk61HuKo7AqBl4z33WuPv5JiyrB15vC9HoRhoapuHxzKd372x+/eurdgKekpISrrqqhLFjd21KuZHR3tQem3NkZGRktK9o+4nXgwYN4q67srj//j+wfn0aKSmdCYeXIEioRpDxPoIWB80dWoVKVf3R/J4nEHwEUPkpFcFOBDkt7ZDbktzyw0EuSxUKdVsIQlahstsiejOJV1hGjA0cyf/RQhsEHqeQYDwKhn+OhkCmuuv8BDlHLe5rndC8pJB7j2Pd96rctaQikIuiclw5AiW5VHLFliHnC/eZMtzjGt3nfRnLOhGv9xzS0ioZMWIktr2FdesmUFo6gWh0HZaVTrdu6Zx++gguvPCCr3WC/H6/gSKj713fCo42btzIW2+9xfr164lGozu899BDD+2RhRkZGRntaW2/TUhNTR1bt1bgOKnk5OSzalUpmZkX0djYQmPjFhKJLxAERNE2G88hx2g5AqQewKkoExRApbUC5OA0odJVLnJW4rR2cmW6fy5Cpa7VCKBGoVJbAtjIs6yiD1VAFb/jNq7nz+51GtEwxrmo/d5BYDSb1oB1crZRPQpUH4ryRV1QEDxO61ymRuQgfY5g8En3tXsQUM0FngZG0rqNSMy952vAUjyeG/H7bbKz25Ob2waPp5CCgt507nwsodBjPPHEXXTo0MFAj9E+o92Go8mTJ3PaaafRtWtXVqxYQd++fVm7di2O43DIIYfsjTUaGRkZ/dfafpsQ2+7BunVzCIcPBnqQkuIQiWwlFAqSSCzAcT5Hs4guQ67PNDRf6BPkuBS7V22Lfo0ehIDpeAQaLajUlIkcqAWoYy2ZyUlmd4YBz6BS3RgU1K4DyrmUm/mM21hJD57gHAQu7RF4Jfdb+xA5PlMQyJ3jXiPDvW+We2xHBHCO+wwHI3doq/tsURTWvg6Bz0z3+Ua7z/eBu+a+CAYdBGYfAU34fNUEAh3p3LkQj8e77XsejdaTlZVmwMhon5Nnd0+49dZbufHGG1m8eDGBQIDXX3+dDRs2cNxxx3HOOefsjTUaGRkZ/VfafpuQDh0upKJiJYnEKfj9vyYeP4OtWwfS2OghHm/Eceai0PUdyMk5EEHCmWi7i5UkJ2Sr7JRAsLEReBX9Wg0iQLLd9/+NAGYdmnMURQDyBzQGoMY9twYBVBqL6cdI3uRIZrCSw1ApLBUBD6hkFwf+ijJMNyE4CqESnc99P+aem4K271iBOu1ApbmpKPDdBZUGZ6NcEgj6hgC/dL8PU4H70BDH9UAeHs8lOM7npKVV0KFDEhpb5xMNGWLmExnte9pt52jZsmW89NJLOtnnIxwOk5GRwW9+8xtOP/10rrrqqj2+SCMjI6Nd1fZ5ouR/lLffJmTu3D9RVZVGNHoUjtOCZQXweA7EcdqgCdE5qIx2HXJKhiAQmIxcoTq0ZUYf4NcoS5SPgOdPCEAGusdWIdhYispQjezYmXYkEOUK5nAYL3E5S9FmrUFgCx8zDAFRAIFOrbu+SgRSaag01h25Vj4026jUPTbgXut9dw1VCHg+R+WzFe66a5ErtRjlikYhV6ib+5oP+BFwLvAAsAqPJxuvdzgCqVry8jZsm2xt5hMZ7evabThKT0+npaUFgKKiIsrKyujTpw8AW7Zs+bpTjYyMjPaats8TafK1hyFDBjBkyHHbtgkpL1/P0qXTaWk5C8vKBDwkEmESiVmoLNUDhY/7o4zQLOA25NI4qMTWHWWFQA5TT1Q+iyFnZSnKGfncazoIUCIIujojJ+oEIIMnGcsVvAvAbAbwNC8jF2cegqcwAqoEcoSWI5j5BJX1LkFzlF4DzkOQk3DXv8K951xa91VbhrJJnRD4bUBO0Fx37VeichtogjcIzEqRq9UDy1pAmzY/xucroqWlgni8hOrqKVRXf040Wm/mExnt89ptODryyCOZOXMmvXv35pRTTuHGG29k0aJFvPHGGxx55JF7Y41GRkZGX6vt80S5uWcTCBQQClXz/PMzePfdB6irqyYzM8DSpUuJxcBx8nCcZCC5Gm2kejiazXMAcoMOQNtkfIxyPBuRO1OInBdQaLkFOUubgP9z33sBAcVwFOKOo53vq9x7JMtWLXzIkdvg6EByUPmrxV3XRARg6xEg2Wjy9GfutTq7z3AWgqPlaN5SAIHN6yhUfb37LAnkOmW4909HTlgQ7Zs2G40TKHXf9yFQCwJlWFZXoIWMjDmMGHEaaWm5NDU1sXx5C1VV5UQifyEjI2DmExnt89plOKqurqagoICHHnqIpqYmAO666y6ampoYP3483bt33+VhkUZGRkZ7Stvnifr0ORfHsYnHE+Tm9qFdu+NYufJF1qx5nJSUf1FVZZNIrEIZnRTUXTYeQcIFCDi8yK2JA39xv16LSmw/QjvPF7l3D7ofm5Crkong5AOUPboDOUpRBGBtkFvjc9/38Srn8nsW8hnH8AaXorLch2ig5DgEZwfQutntVORIXeze82009PEXqBT2T3fN65F7dCNyu+pQHikfOU7tULh7uvu96A+Uuc/QB21Om++uPwwkSElJB2LYtkMgkIHH4yUrK5vi4mxKSvrz5JP3kZWVZTJGRvu8dhmOiouLOe2007jssss48cQTAUhLS+Pxxx/fa4szMjIy+iYl80QdOpzAsmXL2LRpC+FwlFgsgmXZ+P3tqa1tS0vLK2j69EDknnRHkDENlbk6IRDYipyXNSg0XYSco7MQ5NSgVnqb1txPMxqQCCp5HYWyOktQp9pnwCaygWOYy7scjMpcFhDkV9yOAGsBgqY695pbUamrFgFaHAHRme6fnZFbNAUB0gkoVL0EldAOde/d1r1fVxToTnPXGkGgaCMAOxo5XwO3+w5bQAUpKW0JBAqJRD4jJaULtq1+nmTw+qKLDqFNmzbf/AMzMtoHtMtw9Oyzz/LMM89w6qmn0q5dOy699FLGjBljbFMjI6PvTbFYjKlTF2Dbx/Pxx5/T2BgnGnWIxRwALMuDzxchFhuAgOg85IK8gByToxDwdEZuS2fUNfY2CmCX09oC/0/kttTSOudnBSpVNdG6pUYzavV/E3gIwcrJHEZHxvM4xTzAMRQzh6MRkCS72iyU/1mAgKXC/bgO7dmWisLYy9x1JdCMpDZoTEAOgrU17vvtEFitReB2OQKjRvccD62h7ATKMB2J3LIPUft/8n5bsKxCotGX8Xg2kpFxEj6f1wSvjfZb7TIcXXDBBVxwwQVs2LCBp59+mmeffZb77ruPwYMHM3bsWM466ywCgcDeXKuRkZHRDgqHw9TUNLJyZS2hUBaOk088nodlpWNZcRynkmh0PY6Ti4LKFag0BfAImmxdh1rti1Ap6j0EPklYKkjeDc0UqkDAUYJKbVGU0VnvnlOLylMbkFNTAHTiTCbTlTAAj/NXDqMElfPaoNxQLoKbte7rmxHMHODeowlN0I67161y196EIOlp9716lCmqRzmpHu76HkclvyCCoddRGS6BWvsXIYDsAUxA25I8B4QJBMC23yWRWE9KyiG0aZNCRcVHJnhttN9qtwPZHTt25M477+TOO+9k8uTJPPPMM1xxxRVce+21XHDBBabMZmRk9J0pGAxSWbmBhoYtpKQMJ5HQnB2vN4jjONh2Ho7TgEpcUVSmSk6KHoPcmmSY+h4EF/1Q51YW6kQbgcClHJXZJqJSVYl7zXSU0VmCgCWX1r3WznTP+Se3cxaD+QSo4/xtLk69e34QAcwH7jV/iVyff7traULulQ9lgiqQQxVApTEL5YNsVB6MIlA7ALlQRQi8Hnffq3OvkY9g6Nfu6x8iB2mz+x3+Oz5flIKCgRQWHkBNTQvR6Me0aVNNWlqmCV4b7bf6r/ZWGzZsGMOGDeP111/niiuu4MknnzRwZGRk9J0oFotRU1PD5s1lxONFxOOpCAAgkdiE/iO/FDk+SxCIvIoAYj4KHNvu1YpQOSoFwVIKmo59EoIRB+V2BqGS2cvueWm0zh9qQk7T50AVQa4mzDEogP0Wcd7jdB5iK6uIMwNlhbq4H2vQ2IANwM9QeasN6h77HOiFylwp7nPE3Xt1QoHtAQj8ahG05bvrSUU5ouSU7uS4lXaoO60FbQuS517zEny+rXg8Gs/i9wfo1esM2rYdRH39bAYMyONnP7uSgQMHmo1hjfZrfWs4Wrt2Lc888wzPPvssGzduZMiQIVx22WV7cm1GRkZGO6m0tJQXXniJt976kBUrSmlutlHb+2Q0vHA6cofaoX3GQghAnkb5mX6ovJSN4GApcmdykNOTbOv/kXtu0oVJbihwMuoYA02lPgrBUwPwMRabuIkI1/ITBjKTatqjAPdStrAEwQrIUZqAnKMQGrh4ECrrbXXXfBQCsekIzFIRxGSgUtyrKDNUjFykMe5xQeBO5HCNQjOTkgMkbff8ge6fOe41svB6p+HxzCMtLQs4kv7988jNrSA19d+ceqpxiYz+d7RbcBSJRHj11Vd55plnmD59OsXFxYwZM4ZLL72ULl267KUlGhkZGckpmjRpEvfe+wTLljUSjebR3JyLylg/QsCSLAmdjELI76ISVzkCnD7Ate6fIQQoaxBINaI2+npUalqF8jgxWmEk4n5+obuqdOBZ957tgTO5gy3cxSQAnuNSTuI1HLwIRl5ALtCh7nUXu2tfAVwFHIaC3BPd58p27/s+yiINQK7QJpRrKkMg1AttHXIgKretd9cTQtmiNPeZ7wbmINhaDnTC5/Nh28vweL4gJ2cTvXq15bzzRgDwwQevE4/HjUtk9D+nXYajK664gldeeYVIJMLpp5/Ou+++y8iRI7Esa2+uz8jI6H9cycnXb789jc8+W0pDQxZe7wVEo5MQZCS7r8YCjyJ42YpApwS5NpUIMrYiWPAjB+YdVFIaS+t+ZxUISrrROiRxI8oTHYggowWV8C5GEDYOAcgXPEEHfkoObalnDn3wUEOCgPu+h9bhku+6n7+HymV9aJ23tHy7dfjcZ8xCTlPQXc9wd90t7nselFuy3O/H9vOW2qNuuuTk7iZgJj5fBikpGWRkwAUXDGHMmLu37Xjw3nvv4ff7SUtLtv0bGf3vaJfh6JNPPuHuu+/m4osvJi8vb2+uycjIyAjYcfJ1Q0Nbmpo2EYsdRCx2BNpw9UpUMpqB5hZlIYdmCpppdDFylDIRSBUjp+dWBApp6NfgdAQRAfeYDNRlluK+1uwel4scnyRsjUMgcpl7f5sq5nM+h5JCDz5kjHutTORC5aKc0L8RdN0DPIy6xjYjV8hBpbc33PXlopLYScCxyEWqRfDWy13PJgRN+bTOXVqMyo2HIpgKAw9jWZvJzGyia9cD6datB8cc05eTTz6Rnj17bvu+x2Kx3fo5GRntb9plOFq4cOHeXMd3rscff5wHHniAiooK+vTpwyOPPMKxxx77fS/LyMgI/cd58eLF/PGPz9PUdDwlJScwYcKPaWmpRAB0O3I/vkBB4xoUXo6g8PWhCIwSqEyWhiBnM8oGRRGA/AjBzRqUWVqPQGY62rYjxb1PNepc8yEweg84nUKnP9ewits4kTgWCkmfzHReASahElZv5C5NcdfwO/caFyDw6e/e7xfuPfoigNqIwOp45CIlN6xdjWDoY3eNXRCYVbnPkZy79JF7zgKgPX5/AZZVRWpqAxMmjKd3796mXGZk9BX6r7rV9lWNHz+e6667jscff5yjjz6aJ598kpNOOomlS5fSqVOn73t5Rkb/s9p+89gvvtC0a693Pp98ch/hcAiVng5D5bG5yDE6BAFEOtpk9V3k+kxETkoClZrmo/3H5iEgSiB4OAyVqIpRYHsGAqzrad2stRE42L3/Z8DH5C3pzieRh2hHDQkauZUzEPTkomnay92P7sAzaBJ3V1TqOxM5T8tobacfipygWajcV4YC3zat25Ssp3Ua9xa0lclIFKr2IpiqQeBUC/wUy4rg8VTRps3ZOI4fr/duevToQVZW1rf8KRkZ7f/6n4Sjhx56iMsuu4yxY8cC8MgjjzBhwgSeeOIJ7r///u95dUZG/5vavoTW3Hwkq1d3IR4Po5B1GXA66t6ajwAiHTgfAcRalLc5BIWb+6Ey2VZUdlqKoCcH5XQOds/5FDk8ByPXZgDKHTWgnM4hCGgq3XW8jUCrBMfvp427e/3FvMX9nEoDa92nyXfX8Dd3DXEEW4PQr90QKut1do8vRG5RX+QkPYXgJoBcq1x3fe8jUOuHAOtZFBzvg8CoEQFXDepcuxCPx8Ln+zdNTe9iWUX06JFlwMjI6Bv0PwdH0WiUuXPn8qtf/WqH10eOHMmsWbO+9JyWlhZaWlq2fd3Q0ADI+v++avPJ++6v2QDzfPu2dvf5Vq9ezZ///CotLUPIyOjHsmWL8Pv74Pd7kfuSjcpmE1F2xoPmDi0FLkEgkSwnNQMrUTkrikpQc4FhyJnpgkAiH8HKBFTWSk67dpCLcwGt+6flAKchQPmIYNCm7oADuDt4Gce3fMrYlCuIWSGCtCDoqURlrs3u1wMQ5NQhCKp019AJjQ5IluxSkCN0FIKq5ajT7gj3+RMICGci8HLcZ57jnu9119wWiOLxRElLS8PjOYdweCk+32TOPPPEb/zZmL+f+7bM833zud8ky3EcZ7evvg+rvLyc4uJiZs6cyVFHHbXt9fvuu49nn32WFStW7HTOXXfdxd13373T6y+++KLp5DAy+h9RxsaNNHXosOOLjqMPj+fLTzIyMvpBKRQKMXr0aOrr67/WQd0l52h3wtj9+vXb5WO/T/3nCALHcb5yLMGtt97KDTfcsO3rhoYGOnbsyMiRI783ezo582XEiBH7ZaDSPN++ra96vtWrVzN16jSmT19IS4tDaqrF0Uf34YMPZlFb25/S0vk0NrZFZaIpKIuzGHWgrXVfPwA5MDkoJ5SOOtI+RyUzgNvQQMVDgfGoc+1wNPOoGLW/J3e6/xS5OEUoYxRAjlQ5cBhe50B+HZ/AL+NP8mP/Lbzh60Ew+BJPP30tP7lsGOGwF7lZpe41oyjz9Cat5bWtyM1ZjEqC3dzj6pF7lYHC5AXu514UpH7UvcahaIxANnLN3kEO0ePueYuAXlhWNo4Tc5/v93g82QQCZ+DxbCUYXEVJyWRee+0vZGZmfquf3/4i83z7tv6b50tWfr5JuwRHAwYMwLKsrwWIpBKJxC7d+PtSfn4+Xq+XysrKHV6vqqqibdu2X3pOamoqqampO73u9/u/9794P4Q17E2Z59u3tf3zbZ8pys09A78/hzVrypg5cyKVlZ+SSCwnkbgQGA28giDGRtkfH4KG3u7XNQiKClH3VhSBx83uOSvc10tRfigT5XGaUJnLi7JDc9HeaUNRmDuBwOVEtM/Yh5zOam7hKQAejz3KtNjz1JADQDj8FuHwOQiqkiHpHPdaq1EwO8tdb4X7TAmUFRqJ2vNTaB0V0ABujklw1hX4P/e6ya1OGlBZbhjKLqWRLKd5PGk4TgLHaQYG4Pf/i4KCwXTo0A6fr578/BwyMzN3+e/c/9Lfz/1R5vm+/Jxd0S55wWvWrGH16tWsWbOG119/na5du/L4448zf/585s+fz+OPP05JSQmvv/76bi3y+1BKSgqHHnookyZN2uH1SZMm7VBmMzIy2nMqLS3l4YdfoqlpCDk5Y1m+3OKDD9bw2WcO69cPIRodQiLRgnI/zSgkXYAyN0cg8DmQ1uGNIFiaBvwdOT0Huq8nkEvjR/BQ7Z6/DsFRI4KZUjQZ+xzk/MTRr8QU1Bl2GtCZN0nhBU4mhpff8jM24UXdbqDsz73I5VqMoOh5FP4+HAWpq91jLQQxA9z7N7j3SUUu12HIIQsiEKpC4Jbtrs12P89GMBgkmbGyrBygAseJ4zj1WFYMn68Yr9fLwQeX0KtXL6LReQwZMmC//o+lkdGe0i45R507d972+TnnnMOjjz7KySefvO21fv360bFjR26//XZGjRq1xxe5p3XDDTdw8cUXM3DgQAYNGsRTTz3F+vXrufLKK7/vpRkZ7ZeaNGky1dXtsO1ezJo1h1gsh0SiN46TikpAhcgNeQS4Grkm7RCopCMYiCLY8SNA2Ii6xzqh+T5B1JKfh6BhHoKm/u7XByF4sVDp7DM0PbsWdXw1oV+Ja1EpLISGLj7PlVzDnziBOZwJ/AWV9wCuQWHu5931rXbPvcx9rs2oBOggMMpCZbJMd83LgEtpBb56VCb71P3zMPe6MfeZk+5Urfs9Wovf3wHbhkSiCsf5Ao+nkEAgD8sqIx73UVlZR339bAoLKxk58uLd+rkZGf2vare71RYtWkTXrl13er1r164sXbp0jyxqb+u8886jpqaG3/zmN1RUVNC3b1/ee++9HSDQyMhozygWizF16gISieNZuLCMRKI7ltUVx0kg0HGQwzIc+CPwa+SqTELO0TOolb8YdZt1Q3AwEwHRMuQ4HYd+pUWRe9QVgdJHCFTmIwirdt8PI/ha754zgI5s4Gl+znX8iiUMctflpYkwc+iMNnotR27TBtT5ZgEdEfDch8ApC0FWMXK0liCYS3aS9UPdcG8Af0AjAzq7z/QhgrUT3PWWuffo4379HrAFy1pKIDASn28LjmOTSHix7Sr3Hl5isQmkpGSxcuUfOfroINdff5HZNNbIaBe123DUq1cv7rnnHv7xj38QCAQAtbrfc8899OrVa48vcG/p6quv5uqrr/6+l2FktN8rHA4Tidhs2tRALNaDQKAnTU0h5KQkBzF6ECC0d19LRW7JWAQzaxEsrUCgkEPrdhsBBBIt7nXSEPiko+GQZcileQ7BUC/kEm1G0KIZRwPYwmTOIo86XuEWDuMxQtS416pCLf/r0QaxAffp5rnrb4vgxkJAdwit0JeNIKoajRWY7j5nW5Qbmon2e9uMSn82MMR9vQ7B1SHuWp/C41kMpGFZSwgGSykouAzHsfF4vMRiTTQ1baS+/u94vTNIT8+nsLCBu+9+lAEDBuz2z87I6H9Vuw1Hf/3rXzn11FPp2LEj/fv3B+CLL77AsizeeeedPb5AIyOjfVfJWWAeT5yqqo3AYEKhsPtucvJ0EIFSJYKOGuAKNEl6CZrvcwRyjLohaJqGHJwtyIGJIRhqQWDV2b3uUvf1SvdeCQQ0AffzxcB5QCbLyWMDHcmjjiA2HdjASqYgYJnkHl+HnKoMBGHvu+vwbbeeBtQ9NwiBUtC9X8B9fbJ77izkBLVHJbTN7nWjwCnIHfsAgVkZHk8KHk9fHKcNweAheL3z8PkmUFdXQWrqsXi9+SQSW3CcGbRtW06vXndiWR4yMv69bTNZIyOjXdNuw9Hhhx/OmjVreP7551m+fDmO43DeeecxevRo0tPT98YajYyM9jGtXr0agMsu+yX19WGWLVtINDoXOSLtEcxUIPj5HDk7ZQgu8hEkrEYlseGom8yLAATgJwhS6kiWvuTwdEAAZSGAet693o/RCIBUBFsTkKtkIfA5nQhhzuW3/B+P8XOupJ457vrOQPuwTXCPX4da569FwDUEOVabUKZpqXuPKjSKoN5d25vueaOQE7QB5Z4mI3fo1+5x7wAv0rqtyLUEgwdgWenY9nukpYXo0+dstm5twLIKycxsR0XFayQSNn6/h86dB9Chw8VkZnZjyZK7OfVUE8I2MtpdfasJ2WlpaVxxxRV7ei1GRkb7gaZNm8bvfz+On/50FJ9+egBNTUG2bi1Gc3vuQAHpOgRHW5B7cijq7mpGLs+7tDo981HLvR/lekpQlqeLe41qBBcBlDOygLdQF1kOgqeNyME5DrgbSOdHfMDHnMRWpqAAdBdW0pZLuAiVtEoRbH2BQKcagU0CeNh92uG0drkNRBvZfoocogSafh1w1+S417sPOUVfuNebiwCpGyqp5bvfg9cALykpG8jLSyUanU1a2mb69bsS246RkVGIz5cgFMplyJA/kUhE8PmCeDx+HMehrGy8CWEbGX1LfSs4eu6553jyySdZvXo1s2fPpnPnzjz88MN069aN008/fU+v0cjI6AesWCxGOBwmGAyybt06/u//HmPdOg2D9fvPwLY3Y1l90RYZnyJX5WRa9xlb6n6chuYYFSLHZwJyZYYiwFmPoOOfCHoiCLJmo4BzX3dFr6Out16o5OZFJaovgL+Ryhk8wAp+xgLeIMRZ/BR4Grk6bRDIdHXPTZa/3kOdbTnAE+46QeW+ZDddsnTW211rHHW8VaGAdh5yrpa55wYREHVE5b0JaNuQVNTC/zkwAa/3OVJSDqZr10Po0OGSbY7QRRcdQ58+vXjooRdZtmwZubnHEgjkE4lsoa5uBoWFlVx//WgTwjYy+hbabTh64oknuOOOO7juuuu45557tg19zM3N5ZFHHjFwZGT0P6LS0lImTZrM1KkLiERsAgEPoVA5ixenkZd3HrCcYLCQaHQdXm8hKomdi9yRjQgESlC7/CsIUJJzfzahQYxjEbCUIcA4A8HT+wg+/Ahq7nHf64HcmiEot5SJAKoN2qj1RQp4kQvRnLMzWclJTON9+rvHt0ElvQQKgW92r3kwKvMtc18b5n4XUtz1+hEgRdCv1aPQ9OpG5I71cN87w322FlqD4TYqs40HjkQA5gf64/V+wkEHnUe/fj//UkeopKSE4uJiJk78kKlTX6OlxSYtzcMppwzY9r6RkdHua7fh6LHHHuNvf/sbo0aN4ne/+9221wcOHMhNN920RxdnZGT0w1LSJZozZw6PPfaqO+36bAKBApqaKpg+/XZaWk6lbVvtORiJ1NLSUk802oigox2a3fMcygS9jjI8lQgIAghKuqMy2yoUag6h7M5alNVJQyW4o1F5LYicoWfc6x+NYMRL6zRsCzifjaxgDEHGM55f0Jn3WQ/8ApXFUtzjkjOP0lAeqhPKAbVDYe/kOJOQ+1x+lKOKIWjLQGW45HDJNaiE1hVB1Cr32K3uucmhlS14vQV4PA3E4w6WZZOSkkld3dKvdIRKSkq46qoSxo5tdfBMxsjI6L/TbsPRmjVrOPjgg3d6PTU1lebm5j2yKCMjox+WtneJamoaWb58JRkZB9G37+nk5fXF4/GTnt4Rx+mEZfWhpmYlABs3ziQaTbopPZErEkBuShiV1lYhOOiDXJj3UCntIOSqNKNy2mJUhjrbvUYZ6mwrRQ7UUGAlyvVsRRDSkVRqiNKEsy37cyxv8zJdeYDNPOquLQktSfcnORagCLk/6e65Je61mxCQbUIAFUCZIh9ynZa6z9iMAOp0d12L3Pdt9890Wjv1wni9eXg8lXg8dWRmNtGuXQ5t235OLDb3Gx2h/X2rCCOj71K7DUddu3ZlwYIFOw1MfP/99+ndu/dXnGVkZLSvasc90c6msnIFtbU2NTUrWb/+p2Rnt6dbtxNo2/YYd5P6MKGQDfix7RYEFT4ERjHk/uSjzWH/jCDhChTUvheFrQcjR6gOwc9i4FQEQBYCl1yU73kNDU7sgyCnu/t+BQfQyCtcznhO5n5uoXVCdYLNLKV1ptJaBELQ6hg5CGzyUXt+B/e9OAqXj0BQU4+2OslFUFWByn5R9/gsBFgD3NfKaQ2SZwE2ljUdr7cdKSlbSEvz0alTMTCTsWPHMHbsT4wjZGT0HWu34eiXv/wl11xzDZFIBMdx+Oyzz3jppZe4//77+fvf/7431mhkZPQ9afs90fr0OZfy8qmsXTuFREI7xScSa6iubqau7gXS018iFgsTj/8bv/9y5Az1QTCzBoFOE2qPPxYBwxSUtzkX+Cut84mqUQnLQp1jndEmrVtR+WkrApZa4Hzk4JQh+KgC2pFHGZ9xA9mE6MtSZtCPjxmO4GQdcp0ykKO1CIXE4wjgWtxrJcFuKcoxjUL5qOkIjkIIsLYgBygOzHHXfz6aqF2BwtYB5JQF3PvWAVvIzl5MTk6cQw75BZmZ3fD7faxZ8xpZWfWMHDncOEJGRt+DdhuOLr30UuLxODfffDOhUIjRo0dTXFzMn/70J84///y9sUYjI6PvSck90fr0OZeGhjIWLnyZWKwTtt0I5ODx/IxEwksiUUNd3Ztow9UQCi53QSCQioLOW4GJCAqOc78OuZ8n3ZhzEAy9jOAngUplFyBgyXavuRG5QxsQaByNXKg17sp/Ti1teZhLuIsnWE4namlCJbwX0aTt4QjgeqNxAe+g0HYElcNSESBNRLmnXyFn6v9Q4DqBXKvjaS3FrXRfvwBBWByV1DwIsJpQOBugAZ9vPFBN+/Zn4fHEqKmZaTrNjIx+APpWrfyXX345l19+OVu2bMG2bQoLC/f0uoyMjL5nJfdEy809G8uy2LhxMs3Nqdh2DY4zAq/3HBzHg+M0k0gsQ1t45KOhin9HHWQvo46xegQgK1EJrScCk+R2H/Uoh7MOuTJVyC0ajELSnWndnX6j++eh7nmlCE42oNJd2L3OsfyW39FMGx7nfEJsRa7PLDQQ8jI0mHENcBECndXI1fIiN2g2grUiWtv3LeQifYjKfaUI8izU2n8SylC9h0LetyJXqzuaeP0ZUI7PV8GoUQM56KATWbx4JS0ty02nmZHRD0S7DUdDhw7ljTfeICcnh/z8/G2vNzQ0MGrUKKZMmbJHF2hkZLT3tf2sIr/fTygUYt26dTQ1RUlLK8C2Y5SXLyAWi+A4qdh2e2x7BoKU5DyftsCVqFw13b3yZ7Q6MLUIYqaj/FAAldBWIohoRGWoNGAkKnWtRm5LlXv+BvfrXrS26b8PfMIYNlNJgg/oj4ZAlmFzNA9yCgKgSWjidghtz5GBXJ3H3evfiILfryHnqAm5QRHgFgRyXgRrUff5fO7rSXCLueuciiDuEQRNXvdaB+H1FtGlSw5ZWVMZOrQHV131052+/0ZGRt+vdhuOPvroI6LR6E6vRyIRZsyYsUcWZWRk9N1o2bJlvP/+BGbNWko0alFfX05zcxWbNsWwbR/19TVkZq5kwIDraWpaT3PzJmz7EvSrowUBQSPqIitCoFOHHBxQiLkYQUgv4EE0xPEl1KpfgtyZkShL1IxKVicjKLkPQcobyJXKQSASRCW810khm7/RwI+pYgshBuBhE6moLPcqAhkvgrfjESR1Q5C0Fc0wmoJKZ4PQMMlVwL+R43Ohe0wD6i5LIHcK9/kHIdhqQm5TctDlQDTgcQseTzM5OeV07NiOAw88gpycXDZtCjB16muMHRszuSIjox+YdhmOFi5cuO3zpUuXUllZue3rRCLBBx98QHFx8Z5dnZGR0R5V0qHYtGkTTz31d155ZQbhcBqpqXl4vc1UVVUSj/fGcY5EnVQNtLTM4sMPb0RA0AU5LkG0R1opgpWuyC15GQHRUPeOZ6N5Rn9CgHQB2n/sr7TOD/oUGIegyo9KaOmoe60nKlO9iTrKzkYwNg8B1nCi9CeHqQDk08RZdOVRjkYu0SVoaGQbFJKe7r7+ASrjhRGEdXY/H4+cnnKUgSpAAx+97vM0uH8+ispvP0YlORAYrUDDK9sCa7GsdWRk+OjduzcHHdQXjyd5HQgE8mlpsQmHwwaMjIx+YNplOBowYACWZWFZFkOHDt3p/WAwyGOPPbZHF2dkZLRntP2coo0bN1JWVklTUydSUi4nJ+dwmpreZ/Pm53Cckagl/XNULgK5O0EEFVWo+6oJ7QlW7743GcHOEOQCldPavt4eOTj3IXAKIAhqQl1cIffcJgRfIJcoxV1DBoKcp5BbdCDKL6Uht2o1YxjLdH7HPfyS8VyNwGcp8DFwlXudZMkr6r5/HgK7Dcjp2YLAptC91zHucTcBlyKQq0Yu0ywER2cjJwla937r6q7/HQKBj2jTZjhdu3bZAYwAIpEtpKV5CAaDX/ejMzIy+h60y3C0Zs0aHMehW7dufPbZZxQUFGx7LyUlhcLCQrxe79dcwcjI6PvQ9nOKUlIGsXbt+zQ3X0BLS3/Apr6+mfr6yThOMQKEVOTw5KE9wj5FJbQ85K5MQNtcnETr7KKn3M8PR6BTi6BmOgKFC93XNrvX8rufn47g6HOU0dlCa+ZnOCp/fYSgKw6Uk8kGslnPRi5Brk+UOjLoz5+wKaI1B3UkmsDtca9XjdrsD0WwVYxgrYf72kRUvuuIym2Xuuv5C3A/Ah8PgsVu7nc3332eZEu/H0jB4/EA3bCs2fTpM5asrOwdfiaO41BXN4NTThlgXCMjox+gdhmOkkMfbdvea4sxMjLas9p+TlGvXmcwd+7dNDZmEQ4fiOPUEgq1EAqBwKQjaok/BZWWYggcRqGc0DzktByJWt6LECyko3LaAFT6AoERCD6KEDgcj3I856Mur8+Ru7SG1k1iQyiEPQVBUgFyod4BLmIAx/AKF9BAI0cxhCg9USlrNTYhNJRxFXJv2rrrS0LZu+5zPuU+xzpUyst213cCCpBPRXu69UYZqjwEV8k2/jzgLvf5fMgJS3HX3YjfvxqvtxG/PwWfr5n8/J3BaPv90YyMjH542u1A9v3330/btm35yU9+ssPrTz/9NNXV1dxyyy17bHFGRkb/nSZNmsz69SmkpdXxzjtnUVW1CMc5BG3y6kVORzZySgYjJycDQYoXuUgtqNx0J9rS40g0dDGKAOQDBCQnoYxQEDk6a1GprB4BUgcEIQHgatQBNhvB0oWoy20GApK+QD9U1qoFPsfiU57lMXqwEYDfcj+38IR7zxiCqIi7ljoUpt6MskkLEJCdhZyfFFrnJSX3OctAwesKVFpc6T5DOirlzUVAdzKtJUfc71E5EMbvL6BNmw4Eg+UUFtps2LCFFSsepE2b4wkE8r9yfzQjI6MflnYbjp588klefPHFnV7v06cP559/voEjI6MfiGKxGK+88h7l5T5iMWho2IjjJNB//JOuShsUMvaj7qp8BAoh9OuhAW2jsRBBwDD3nBACjNkoLJ2LHBUHuUMrgdOA5933LkIlqhCCMZ/7UYTKZ80IVKYg+BiGoGQ1yjmNwGEqF7OFT6lkIXn8lVxUPmtC4fEtqPRVg9yoVxHMlLpraUEDJ5sQCKWhjNNWd40d3TXNdNfoR3mkFPcYH5ptVIacNVCpbqW7/iJ8vkZsu46iojY4zhSuvPJ08vMLmDr1NVpabDPHyMhoH9Fuw1FlZSXt27ff6fWCggIqKir2yKKMjIz+ey1evJhlyzZj22OJxWYRj0fRlhdnIBenGjk1lQgAHARDEffrTPfPLe5xuairy3Zfz6F1M9giBCOpCLBGucedg+YQ/dq9nwU84P75GQpr3+ce2+RefzStm7Zqp3ppFAtZyzCKmMPRxJiBYOoc5EglS4F9UUmuwb32LFQerHTvEXev50MluUYEhn732Lj7vZiE4O8495rvopLjQrQFypmo3Hg6ltUTjyeGbW8hNdXCthfRtm0lo0f/kpKSEsaONXOMjIz2Je02HHXs2JGZM2fStWvXHV6fOXMmRUVFX3GWkZHRd62ZM2cTj/fA7y+huflh1J11DQKJNggmjgf+hkpLi1Ep60AEPxYCmloEEX40C6gTgocaVHY6xz32TVQiG4vclXUIjNYgB6Yr8COUI1qFnKt6NNeoAM1AOgo5W+n8gufpzRx+ypkIWDzAIcziVQQznYF/IeemFwIfG03nXu0+6wgEa8+hUttENKk67q6pilZIykF5Iz/wgnu9nyM4muU+8wD33NXud7kMeBnHGeS6ckvIzNxK27aRHcpmZo6RkdG+pd2Go7Fjx3LdddcRi8W2tfRPnjyZm2++mRtvvHGPL9DIyGj3FYvFmD59Ee3bD2HNmjex7QOAi7CsDBxnC3JLshDUnIbyNLNQ7mgjgqCVyLVpRm3xXuALBBxxWp2dHJTpORI5LM+hrrBRaFZRJXA5yis1ueeMQm3wHyEHaQwCnB7AOv7JY1zMOwDMpB3/3LZ9SL67jiDa1DbPPf+v6NdZGwRjBWgKd8g95jh3jR8j8BuMQKojcsQ2I6iagtyvvmgkQRfkRs12r/0v93ny3O/0CPe9v5OSsoWSkiDXXDOakSOHm7KZkdE+rN2Go5tvvpna2lquvvrqbZOyA4EAt9xyC7feeuseX6CRkdHuKxwOE4nYtG9fQlnZm8DBWFYKlpWC46QjxyaCcj1xlPH5CJXGwsgdGo4AajECpoEIlj5FcNEWgVET2mh2FIKt6QhGcO9zINrHDFSO2uzeNxn0XocAx4t+JQV5n/7b4Kgrze6xFahUFkQAk44gZgWCmPPQnmkzUPv9R+4xde45I5Hj8z4Cu5OQG7Qc5YymuM9+K8ok5bnPP869ZgFq/++JnC/weIZgWW1IT5/OUUdV8qc//R89e/b85h+QkZHRD1q7DUeWZfH73/+e22+/nWXLlhEMBunRowepqal7Y31GRkbfQsFgkEDAQ0tLPZmZ2UQiOThOBY6zFZXDEsg5SUMA4UOgMB+Fp49CJaZlqHR0IOpk+wy5J0kHKRdBRRPq/pqPAOV8BEmrUU7H416/AIHOegQ0EdQh9jYCrdeBM3mJ/gzgND6iB+9zvHvOchT2DqCS2Grk2pQj96uv+0wl7nNNRJBmIddntvvduZPWPdkc9/1GWscSrEODIMuQe7YFGIxlHYLjTHTX/iMAPJ4ZeL1vk5m5lltuud+AkZHRfqLdhqOkMjIyOOyww/bkWoyMjPaAYrEYDQ0NHHZYd1577RNSUmx8vnpisXW0ttSnIODYjEBjBYKOY5GTdId73CHIrRlMq1NTgKDhFeS0rEXOTCUKK5+33WriyIGJu/ezUdB7I8n5R20IM4h5vENbVAZbBgzjFu6iNSDeFoHRJ+75UfTrayByn4oQ0DQjWEqj1WmqcteVnI49E7livdFIgk/cP49CcPc5crwakEOViWV9gtcbAbpiWcWkp68DeuL1PkN2djVXXnnul+4cYGRktG9ql+DozDPPZNy4cWRlZXHmmWd+7bFvvPHGHlmYkZHR7mnZsmX885/P88EHn7J5czOJRAtNTVW0tLSQSCQnTndF4JBUAQKjechFSQHeQ8BxFMoOJXeZT3aXFaGtNbIQ+MxBmZ930a+U5JwkkEO1BbkyUffPJJgt5RgqeImbKWArRzGMefRDEFTurjcPteI/ixyekQheLkYOVZp7r6D7edB9lkL3uca7929EQyZL3Pf/5l7PBtqhmUvJfdZucdf3IepY8wJH4PX+HL/fQ15eFtnZAB+Snp5B796FXHjhBbvxkzIyMvqha5fgKDs7G8uytn1uZGT0w9GyZcv4858fZ/z46dTXp2BZOQQCh+PzdScSmYFtf4hKUJ+iQHMEgYQfhY1nolJRAk2ibouyQR+4n5+EylMxWjdu7YNAox51uP0Ibb1RgJyodu7qDkDlrEEIvvKRW6XRAafzDh2oA+AxZnA0F6NfS+WoHT/Zdl/h3u8G4FfAP4DfI6DJpnW/tFcQDHV2n/MktN3JShQqPx+VCOMouJ2JguKFwCMoEA7BYAZe7xmEQvOA9/F4Qng8rxAIHEg02kJ19cfAYA480Mevf32VCV8bGe1n2iU4euaZZ770cyMjo+9PgqK/8Oqrs6mr60giMRavtx8+Xwux2CzC4Q+x7XLk5CTb0z9DXWVtUblpJrAIgUQM7TF2Eq3Ts8tQ+LgjcmsORl1dryGgyENuzWpUgtqInKcD3FX2dO/7OsoyBVF2qAuQym105lhSCVHIaG5173UgKu8lfz1loo1tn3fXcygKSf8ROVhdUU5oMQKvMxAktUPuVi0qkVUj+DsaOUPp7rkFaIr2UuAS/P4QbdrkEIttJi2tP506VXDiiUfw3nvvU1k5HkjQqVMOMJgnnrifAw5IPquRkdH+om+dOTIyMvp+VFpayl/+8gQvvjiJuroEicRIbPsELOsgHCePWCyOZfUmHn8YlaT6AT9GsPMG8GdaBytatDpJpyIoSUXh6H7u5y+g9vz3ETStc48/yj1nNnKQoigDVIpmHh2B3KgTUQt9OWl0IISFoOVzYszgFDKo40/Y27rAAgiikpO0PQjOMhDwJN3rTai7Lg05SMej0tkklFv6NXK5GlAoPI6GNi5ATlgLrfOZ1iFoDOM4S7GsAnr0aEd6+mGkpi7nl7+8iTvuCNLQ0AAo8D5p0qSd5r0ZGRntH9olODr44IO3ldW+SfPmzfuvFmRkZPTVmjZtGvfc83fmzoVw+ABsOxPbHgREcZxFJBJeVL5KTn2uRbDRHzk2PlTi6ux+pADPoHLXSe5dbFrDzeuRu9Ldff0QtEHrKhRe9iOX6A4EHW+6572O4Kga6IKH/vyaP3MZ6zmUoWyhjXvPM6jhZXe9SejxIHiKuV97UakM5PIkRxBsQWWwXqjFPhtB3HT3eatQOS0dddM1orxUFDlFW1EoewQwCsvqgGUtIyWlmU6d2tK7d282bZpMaqpn22TrNm3aAAq9GxkZ7b/aJTgaNWrUts8jkQiPP/44vXv3ZtCgQQB88sknLFmyhKuvvnqvLNLI6H9NsdjO202Ulpby8MMvsWHDAGw7SCz2DLY9BpWhksHkZEfWFgQw65CTk5z8fCICnJ6o86weteIfj8pXtntuALlG9agEdxTwOAKfPJQ5SkOAlCxN9URZoGb3HqByWCr3ModfUQbAsyT4EVfg4KU15zQPTdq2EbT43c8T7nVmIEDzoO64uLuuOlRu64CAykYw1QI8hRylAvdZB7nH/xm19vdEsHQu0IjXa+PzdcFxyigvr6Fnzzh1dTM45ZQBZrq1kdH/mHYJju68885tn48dO5af//zn/Pa3v93pmA0bNuzZ1W2ne++9l3fffZcFCxaQkpLC1q1bdzpm/fr1XHPNNUyZMoVgMMjo0aN58MEHSUlJ2XbMokWLuPbaa/nss8/Iy8vjpz/9KbfffvsuO2NGRnta24PQunXrmDRpMlOnLiASsQkEPAwZMoCRI4czadJkNm8upLm5PS0tb+M4bXGcIxGs2LRCwAsIODLcj5NpLZ0dgUpmSSeoDpWWBiCQ2IxKWl4EWhYqS6UjAPkpcqZmIFfJ4/65BOWAtqKOthz36Y4FLuZPVHMpg8hnKzM5GAFUTwRFuahE9hoCnjDKMHVC7tG/3fcvQ2XBUgSANe5aT3HvtQA5RXEEdQ5wlfusB7nPswo5Spe4348JwIukpJxDIJCLbTdh2x5isQSrVr1MYWElI0devKs/SiMjo/1Eu505evXVV/n88893ev2iiy5i4MCBPP3003tkYf+paDTKOeecw6BBg/jHP/6x0/uJRIJTTjmFgoICPv74Y2pqarjkkktwHIfHHnsMgIaGBkaMGMGQIUOYM2cOK1euZMyYMaSnp5utT4y+F/3jH88wZcp8IhGbxsYaamur8fn607792QQCBYRC1Tz//Azeffc+6uu3kJFxOc3NH2HbndF/7GtQCcxBoFCGwOVgBBQnIlfot7RCUkdaO9WSU6mrEIxUoRJVOYIUG4WnQ6gMdhgCpaNR3ud1FMCeg5ybK1GZK+He619ACZWcyPk8R4IyZjDAfc9y13o4Arz33PUMRo5XGGWHNrvXfAuBUT6Cp7XuM5QiCKxBm9aeioDtX+516931xVCZrysezzA8nlLS008iFpuFbdeQSBxLImFj2/MIhRaRk5PG9ddfZDrRjIz+B7XbcBQMBvn444/p0aPHDq9//PHHBAKBPbaw/9Tdd98NwLhx4770/YkTJ7J06VI2bNiwbQPcP/7xj4wZM4Z7772XrKwsXnjhBSKRCOPGjSM1NZW+ffuycuVKHnroIW644QbjHhl9Z5o5cyYA48dXkp5+NvF4gKVLPyMSKSU3t4XiYj9t2vSjvr6UrVtX8emnn9DYuI7s7Kdpbq7Esq7DcRYhQDkRAUspCiO3QWWxdihHFEKwko4clzT0Tz+OIKkvCkyPRoBViJygBgRKXVHpqrd7no1g7DwEHe+iHer7A50pooFbos9iJY5DoPMo0IaPOAqB1ir33q8g5+piVMLLcl97FgHcJncNhQiGjkKTsP8KXIEg6FnUpXY0GuZ4vLvmpAvlw+8fiNfrIT29mbq6CVjWIAKBbDyeNrRvfxrR6BCamz8kFHqVWGwZfn8NI0f25557bjFgZGT0P6rdhqPrrruOq666irlz53LkkUcCyhw9/fTT3HHHHXt8gbuq2bNn07dv321gBHDCCSfQ0tLC3LlzGTJkCLNnz+a4447bYauTE044gVtvvZW1a9d+ZedJS0sLLS0t275OdqzEYrHvLZiZvO/+Ggzdn59v9erVPPXUvzjvvKH07Xsjtp3C8uXLCQSOorDwSkKhf7FixSvEYhtZvXoWkUghOTnXE42uxLZ9pKS8SiIxmUDgCwQ+Ze6VW5AjU+y+fj5q01+ABiLORxmbGgQiSUA6EpXE3kUdamm0OjFZaJDiZgQ6WxB8edxzD0SlsaFADccnZvBs9JcUJGpY8XIFweDvkcPzW9TK70EwU+pe89cIzpI/5xzgZeQm9UBQ1wnBUoq7ljUoRL0RldqeBqa5x9ehsuJmBG8e0tJy8XgiBIPTse1SbLs7tr2WvLxcUlNtUlM7kZFxKY2NabS0bKRfvw7cffeddOrU6Sv//u3Pfz/BPN++LvN833zuN8lyHMfZ3Yu/8sor/OlPf2LZsmUA9OrVi1/84hece+65u3up3da4ceO47rrrdsocXXHFFaxdu5aJEyfu8Hpqairjxo3jggsuYOTIkXTp0oWnnnpq2/vl5eUUFxcza9asbQHz/9Rdd921zbnaXi+++CJpaWlfcoaR0f+mcpcv55jbbsNj24QKCpjy6KMkgsHve1lGRkZGAIRCIUaPHk19fT1ZWVlfedy3mnN07rnn7hEQ+iro2F5z5sxh4MCBu3S9LyuLOY6zw+v/eUySDb+upHbrrbdyww03bPu6oaGBjh07MnLkyK/95u5NxWIxJk2axIgRI/bLTpp95flWr17N1KnTmD59IS0tDqmpFoMH92Po0OO/1ImMxWKMHXsz8fjpXHhhiJde6s+8eWuoqmrA6x2A19sGSBAK3Ybj1FNU9AjBYBDLsmhq2kht7WSi0adwnF6otNUehZ7boXLV+8ipKUEu0mDU0r8GbYdxBGrhz6W1Iy2M8j4vo7Jblntui3vMUSj0nI+co09RJulINLn6C2AMClkfxfWe33CMdybOQ6O55JqTCYdXIndnBHKo5qFBjUNR638+GuzYBuWD5qMutyx3ncmNcTuj8lqywyyKMkRLUdnPwe8/B7//MGKxBcRirwERUlPb06XLAAoL+xCNriEtbRXFxeksWrSBqqpGIEFhYRqnnDKEc889e5dmF+0rfz+/rczz7dsyz/fVSlZ+vknfCo62bt3Ka6+9xurVq7npppvIy8tj3rx5tG3bluLi4l2+zrXXXsv555//tcd06dJll67Vrl07Pv300x1eq6urIxaL0bZt223HVFZW7nBMVVUVwLZjvkypqak7lOKS8vv93/tfvB/CGvamfsjPN23aNB5++CWqq9uRm3sGgUABDQ3VPPfcDD744CFuuGE0gwcP3uGccDhMU1OM9PQCYB3z56+jubkDtl1BLObg99s4jp9IZDOJRH9Wr/4Un8/BtqOAg21PxraT3WnDUAanAGVzYmjH+alo3k8vVHayEGRUoi1Batlxj7N6Wqdj93Sv/SEKNZ8OjEW/KoKohX8wmhP0Ln2oYAlF7v0BtnI/ZxIIXMdLmR8SDqcSDm9F5a6pqJzWAc0iykRgtwJlpRx3bQkUpP4drRvUFgMvIhg6DJUSYwioOiDAysCyrsK2A8Rim4hGo+Tn19GrVwk5OXWkps5yO/8upKSkZNsGvQBZWVnf6u/ZD/nv556Qeb59W+b5vvycXdFuw9HChQsZPnw42dnZrF27lrFjx5KXl8e//vUv1q1bxz//+c9dvlZ+fj75+fm7u4Qv1aBBg7j33nupqKigffv2gELaqampHHrooduOue2224hGo9va+ydOnEhRUdEuQ5iREbTOHGpqGkKfPufu4DwWFQ2lrGw8Dz30IsXFxTuEeoPBIIGAh0hEQw1bWoIEAtDYOIVIZBnRaDaOEyKRWAr0xLYLiEb9eDwBbHszAokeyBk6CeWDHBReDrrvFaDJ0B4EPym0dqi1oAzPAbTOMSpzXz8ahZhr0JyiEhSy3owAJIocJRs/p/M7nuAGFnEmh/AvspADVY/DMrCq3SfegHJCy1HWKATcjJys+Wgw40gEQ5vcYxcht2slGt64GkHVSuR8FSHHLMt9xjeBCH5/LxxnEtHobGAe3br5eOqpcRx77LE7zYwCdhjqaGRkZLS9dhuObrjhBsaMGcMf/vAHMjMzt71+0kknMXr06D26uO21fv16amtrWb9+PYlEggULFgDQvXt3MjIyGDlyJL179+biiy/mgQceoLa2lptuuonLL798W+lr9OjR3H333YwZM4bbbruNVatWcd9993HHHXeYTjWj3dKkSZOprm63ExiBSrQlJeexZMlyJk78kKuuaoUjv9/PkCEDePnlj4GDcZz1VFU9TSyWD5yFbbfDtjcgB+U9kiFqx7EQCDUjQDkagYEXOT01QDfkEnlQK/8cWgcqLkXOzY9QS/8aFKgOIgB6AXWKBd3j16GOMAtBiweV7lKBJkbxLDewCICn+YLZvEslp7jnV6HSXjbwFzRk0ut+pLlrOZbWlvzn3Wcod+87ErlKzyEXaRVyjs4FhtA6vynmnvs5llVNZuYKUlLWk5raQvfu7bnjjqu3OXf78/89GxkZ7XntNhzNmTOHJ598cqfXi4uLdypZ7UndcccdPPvss9u+PvjggwGYOnUqxx9/PF6vl3fffZerr76ao48+eochkEllZ2czadIkrrnmGgYOHEhubi433HDDDnkiI6NvUiwWY+rUBeTmnv2VUG1ZFrm5xzJ16muMHRvb4T/OI0YMY+LEB4CDaWqagG0PJxA4F693EaHQO8BcBCMBVFY6DMdZg9wg232tEYFSJnKOYrTOLmpGOZ2we5yNOtG6AxciAEl3jytCIHYAcpe8CEIeRwACgpxUBFQACV7lOMZzNKOYza85kko+ct87AHWcNbjnzUCAFaLVlXobzS/q7b7mRzmkdahtv9i9d477ethd6xT3eQ5EjtIM4BPS0uro3r0TxcXtSUvzM2zYoYwcOdy04RsZGX1r7TYcBQKBLw00rVixgoKCgj2yqC/TuHHjvnLGUVKdOnXinXfe+dpjDjroIKZPn74HV2b0v6ZwOOxOr/76v++BQD4tLTbhcHgHOOrevTvXXnsuTU1NtLSEcZzDiUbfoqXldZQNGoRclDIELs+hdvefIviZiEpdy1AY2kIu0FQEVUHkGJUi96mDe71LaR2E2ME9pgVlkTqg1veXUUmtLSp1tUEh7LYIrhKovLaVyxnL7/CxgFPRRO62wCx3zc2oTT/XvXYpgpp65EB9hGDLdr8rjaiM1869RgLllGrQXm4pKAieBLQWoJa+fdvwpz89/ZWlMyMjI6NvI8/unnD66afzm9/8ZtusAMuyWL9+Pb/61a8466yz9vgCjYx+aGrNDVV/7XGRyJZtm5Zur9LSUpYvX+l+VU0kMpZw+H5sux8KRS9Czs7paNuLK4Fr3M/7ovLZCgQvFq0bw2YimGmLSmF9EEy8gkpxmbQ6SRZynLa4r3dDWSUHwc8ABCntKGEr0ziJXixx15wAEjTyOQvojkDIBo4B7kMdaclxGY8BP3ev90t3fYuAJ5CL1YKgKAPB2iLkIHnc70VvYAmW1QWf788EAu+SlvZvLOscUlPT+eMfH2Do0KH4/f5vHao2MjIy+k/tNhw9+OCDVFdXU1hYSDgc5rjjjqN79+5kZmZy77337o01Ghn9oJTMDdXVzeCrxoQ5jkNd3QyGDNlx09Jp06Zx000P8vLLFe5xl+M4JahLrACVv4YCt6DSUQka5tgLgUUTAoZ1yDnqgNygGlQiOxA5LBtQYPt0WiFpCSpvNbgf+cidaUfrXmrJDNPxQAWH82fm8VMGM59XGEOQKAKaCcgFOhO5UkGU/ylFZbFk0NlBzlQVgqZKd71/c9fYyV3b3agbbTBwOpb1AnKyjsXj8RIM9iUYDOD1LsK2/0YgsAS/P8jixUu/4adlZGRktPva7bJaVlYWH3/8MVOmTGHevHnYts0hhxzC8OHD98b6jIx+kBoxYhgTJjzI6tWv0K3bjqFsx3EoKxtPfn45gwaN2uayLl68mIceeoHm5mF07DgEmI1ldUMwch4wG4HK6Sio/Bpyh+5CTk8xyuR0AIYDnyGnJcd9rQG12K9FLk4b5BQdgHI976AcELR2t0VRSQ60hcgh7udtgGNYyBusI4WDaMZPI+14mTWscK97CQK0auAhdz1vIkBLAqEfZYwSKIx9KXKIctznjbnPeCgwgUAggsdzEZFIJR6PH7//CGx7Bh7P6ziOD4/HQ0bGADyeEhwnyqxZS/nZz2LGMTIyMtqj2i04isfjBAIBFixYwNChQxk6dOjeWpeR0Q9a3bt354YbRvPQQy+yZMkycnOPJRDIJxLZQnn5RGx7AbYd4MYbf8fWrRU4TiqhUD1bthzAgQf2YeHCRZx3Hth2jXvFLOTAHI92np+GXJVRqGy2Bc0oWozKa+ehoYp/Q/uL9Ubg1Aa4AJWxPMhp2oC245iC3KMLaTWNl2x37bUIujYjJyqHCGM4B4ebmMb15NLEy+79ByH3aBVye7zIRSpFM5KSkPUSasG/FvgxCpOvRuXBo1Dr/vPAXXg8cTIzzyQcTgCrSUk5BI+nDL+/G+3b/xHHiePxBAEfdXV3U1TUh1isaqdMl5GRkdF/q92CI5/PR+fOnUkkEntrPUZG+4wGDx5McXExEyd+yNSpr9HSYtPcXEMiUY3P159IpAvr1s0hHD4YxykhHH4dj2cAc+asxOeLoFxRNXJh3kNANBs5Sflon7NcBCM2Kr19gJyYYaidv7t7nZ+h0HJnlB9KoJxREXKdugOfI6fpOfdcG2WXXkEQNZCzeJVJHEYDxSTdqBWkczkd3euFEYBVIJfrZ2i20hpUljsQbYbb7L4+AYHSaORQlaMuvAj69XMcMBPLWo/ffx7p6QV07JjG0qU2iUQTjjPddYq0TY/jODQ2jictrZKcnKNJTd2yU6bLyMjI6L/VbpfVfv3rX3Prrbfy/PPPk5eXtzfWZGS0z6ikpISrrirhkktCzJ07l9//fhxe7zm0aXMIn376RyxrFG3bnktV1QNEo1UoeNwJn8+DHJ02aBL1QjT4cCBygDLQFhp/QdBxJIKLk91jP0IDESegXM9cBDzpqGyVguAnhHI+CVReG4bA5ink4iSAFoKczGPM4zLe4RWO5TweRVmllxFcXYEyUVMQ3JyIoC7g3qeDe73NaOBjAsFRMcpQhd3nrXdfz0ZlwDrgSAKBZRQW9mDo0KPw+fxEo1GWLRsHzMHjGUsk8gWJxBZaWmaQllZJ374XUFs7dadMl5GRkdGe0G7D0aOPPkppaSlFRUV07tyZ9PT0Hd6fN2/eHluckdEPXaWlpUyaNJmpUxewfPlqysvD9Ox5GKWl4wmH25Gbey7l5b+nsfE5lLPJRBmbpPtajlyWC1HZaQXQBUHOEajE9gYKZheiMPThKNvzK1TWKkSO0AXu9ZtQi/9s93qNCFxSUVi7ktbM0TFAJwqYwplMAuBcZvAkjzBl215qg9FE6qj7+QxUxvscAdvq7b4jDq0ddLjrtVD5Lhkw74SAbwOW1YTXGyQaXU5a2grq6wuIRLbg908kL28qgUB7fL6Z2PbH+P0eOnceQHHxRVRXf05hYSUjR168+z80IyMjo2/QbsPR6aefbqZJG/3Pavv9uBYsWMBjj71KdXU7srPPoLa2HK83yKpVS2hqmkh6+nnU1IynsfFh5Px0Q8DSA7k7AH9HZbOLkLuSDEinIdC5BOV4XkZ7nDko5LwKAVAP9+tFwDPA2Sg79DaCpnORW/ORe0wTyvoUoJb/ucAi1nMYl7KR55nLVXRkCjPc617mHtvirinmrjuC4CqAOum87treR9O5c93jkuv0IyjyoRC3oNDrDZCa6sXna6Bz51nEYgtJS/Nw+eUDyMm5ifHjp7F5cwFZWYeRnl5ENFrPhg3PU1hYyfXXjzaDHo2MjPaKdhuO7rrrrr2wDCOjH7ZKS0t54YWXeOutD6moCJFIOLS0hGnTZiCHHXYRwWAnvN5PSEnpg9d7GvX1UF8/gWh0PQpbn4ZC0I8hoEhOqq5FHVw5CEC2hyMbAcgwFLpejsplq1BgugDB0VEIcua7x2xF24Qc7x5XihygnyJwWUYa3QgzAIeTURv9v3iTo+jGz6mmOyrdvY9grgPKP61FjlM5KocVIvDagNyu11CJ8HCUR8J9fx4CqDXIZYqR7FKzbYtodConnzyAF14Yt9Mgx8MPP9zNdL1PS4tNWpqHU04ZwMiRFxswMjIy2mvaZTgKhUL88pe/5N///jexWIzhw4fz6KOP7rGNY42MfqiaNm0a//d/f2Tp0gYc52ACgeMIhxtpbq4mHN5Ic/M9DBx4CbYdpaFhHvG4l1isP7b9BQKVDggKxiOH5R0EHveiUldX9/UM5L7U0VqOAoGTg5ylBLAAQdSFyClKZn4OR1ki5ZpUPstCM4a6IMiKcxCrGM+vGcdl/IFR7nGnASdRTU8EYO1QHqoB5YwOQW7QfARJf0H5Jw8qry1DoNcbgc9U4FTkGG1CgHace/xmwMHv9xEMLsXrbaSuLp/169fvBDzJTNfYsTEzAdvIyOg70y7D0Z133sm4ceO48MILCQQCvPTSS1x11VW8+uqre3N9Rkbfq0pLS/ntb//KihU2weCVZGaeh2XZNDfPIhgcim1nUFf3DB999BtaWrwkEtl4PBk4TleUr5mHYGI8Kp8d575e7t4hjDZiPRJBjI0ySOWoDBdC8LEW5Yy2INAqQh1tzSgPFKPVUbrYvZ4f/RMfh4Ler1DIJ8zm36ST4F5u52NWM4siVNZb417Hg9wrBwFOKfC6u5bP3DXOd++X5T6HD2WbJrrrOcx9/WbgLfcZYwgEq1Fl/gPi8TI6dTqa2trYTpv0bi+/32+gyMjI6DvTLsPRG2+8wT/+8Q/OP/98AC666CKOPvpoEokEXq93ry3QyOj71KRJk1mzpgmP59BtYBSPh3EcG8sK4vWGiET6EI3Ox+NJx+MZg+PU4jjPoRLXgQgKTkNziZqQK3QYKkf1Ql1pJyEASkXlsnLkxCxBrfa9UUA7FTkv5QhE6oCz3NfLUDmuJ3KPGtz7rUflrQOoYgwP4eN2xrOIAqr4BLgNlfpAvxJiyO2xEfB0Ax5FsHW0u5aoe781tE73XgKcQmvb/jT3mcsQWJUB/wYCpKR0Ij29H6mpJ1JVVYZlLeKVV9YxduxPDAQZGRl979plONqwYQPHHnvstq8PP/xwfD4f5eXldOzYca8szsjo+1QsFmPy5LmEQn683kPZunUZoVANtm3T0lKDZa3HtutRu/o5OM6bOE4RjhNF/7TOQ07LFjS8cRkqnxWhslcecBOaFfQYAqhCVDrrj5yicShTNNI9rxAFnA9Apav3gY5ownQFgpRaBDZR5DLVude+AohxNz2ppTtPcDEtXI/C1VvdtXlRFqrGvUayXOYH/g910XVG8NQbmA5MQsMqL3SfK0BrcDuO8krPI2A7m+zskbRrdySWJQhyHIfa2r+zfPk/WLJkCQMGDPgWPy0jIyOjPadd3lstkUiQkpKyw2s+n494PP4VZxgZ7dsKh8M0N8eIRsNs3VpDfX0I2+6C43TAti1isTISCR+OUwik4TgRHKcFhaMzUTlqAYKUOtQdNgjBzyT3Ln1Que0t5BBtQiD1Jsr1tAeuQnmhPgi6HPfjTJQlmon+Kdto8vQn257hKv7GCPJpLXN5SODnEX5MCx53TSF3rQ4ql61BkNQTwVAAwVdbBGhdaHWQhrn3zMCyjqLVIbIBsCwvHk8BArBsAoEh5Of32wZGOsYiEDiJWKwHH388azd+QkZGRkZ7R7vsHDmOw5gxY0hNTd32WiQS4corr9xh1tEbb7yxZ1doZPQ9KRgM4jhhmpvLse04Xm8akcgiEolGBDgbUaZoHJp0vRH4F5p2nYKcoV/QWoaajZyWC2idA7QG/TMMuOe84F6nyj1nFMoVVSNgiaKgdA3KHA1CLfwNyK3pAHxKgH/yTyZyDu9RRRYDWE8F2e65UfdaoPzTQhS2bqF1TlEn5PRsRuBU5L6f7EIDTd3egkqDZVhWFn5/CYnEWvc8sKwmLGsNsImUlB9RWNgLvz+bHeUQjVbSvv0Qpk+fw09/avZKMzIy+n61y3B0ySWX7PTaRRddtEcXY2T0Q5Lf7yc310ciYWPb04jHe7ouUTcUkv4EwcjJCGCa3dfLgSGoy2wurcMS26NM0O1ownQe8C7KHuW77zehwYzd0TYcfdzrLkLA0hY5N0sRROW4q93oXm8xcDgtfECQZQAU0sBpfM6T+NFogGwEPjH3nlPc149HkGYhuAm7761COaJu7rkOcqocVMZLQ87QJny+dCzLR0rKFgAyMzfg800nEomQnl5CWtr2cAXg0NBQRjAYorj4AFpaPjV7pRkZGX3v2mU4euaZZ/bmOoyM9ppisW/XBh6LxSgvb8KyMnGcahznCzRUsQZNiT4dBZDL3NcOR+WzTe5HFnAGKk3VI1CqRUA1D80cmonyPu3QvmlXovb8rajlP4ZKYqsRdGUikOqGHJ05KDSdjRyqF4B0HE5jDAVM4QXu4BzeJLlJ9FZ3LakIxNqizrYJ6NfBQHe961DpLxmyHoHcJQ9yzSxaIakRWIvfvwGvN0hmZhtSUzOAtXTvXkVubiZVVQexZs166urmkpraHq83QCIRoaWlgmAwxEEH9cC2l5Ka6jF7pRkZGX3v2u0hkEZG+4q239ojErEJBDwMGTKAkSOHf+MAwVgsxubNm6mtrSEQOJxQqAeJxGQUem5CkHIsclU2IwcnDQWwvcgZOgMBRBCB0pkIXl5EZTJQh1qVe34HNE/Ico8vBj4GhqPyV4N7bBsENVtQR9hycvgDGVhs5EAETVFqOJ4BZOLQhALVFnKXslGJLIi66Wah7FAb1AEXRk7QRuQw4a4n6RYlPxrd78VCgsEmAoEP8PkOIxbbQCBQBXSlffsFXHvtxSxZsoy//301wWCQiorVJBIOPp9Fp05t6NChB5mZWSxZ8iSnnGL2SjMyMvr+ZeDIaL/UtGnTePjhl6iubkdu7tkEAgWEQtU8//wMJkx4gBtuGM3gwYN3Om97oGpujlJWVonH0wWPpyuJxBi0V9lElBtaj6CjA3KOGhA8HYXcn2bkwmQhmGhCm7B+ghwk0H5q05AzdBaCnwYEXwehNv/xCKxy3eMy3fu9DaznCAKMZxqbacsx3E2MrQjaJuCwDsFbRwRste6aalCZ7h0Eajegadtxd91LUTfc68gZexaV1pLOkbY6sax/kZVVSv/+Pair+5y6uo/Jzc2lW7cioCv33PNzDjjgAIqKipgwYT5NTYsZMuQsEgkbn8+Lx+PFcRzKysabvdKMjIx+MDJwZLTfqbS0lIcffommpiH06XMulmVh2wni8QTt2h3HmjWv8dBDL1JcXLyDg7Q9UKWknERtbSOxWBnxeBrqwipGbenLURC6B3JPFqIQ9hYEGgei0HMCla8sVB5rdL8+FO11BmqV74zKXVEUfG4CVrrXj7jHlqGy2VZUnlsFlOEhnacppzMNdKaBu/gb/8dJqEwXQo5UF1Q2W4IcIgt10b2P8k4/RWU6B7le2Qimst37B1CJbRkqweUDW7GsD0hJmcVdd13JNddcQzgc3tbB6vP5mDRpEl27KnjevXt3brhhNA899CLLli0jN/dYAoF8IpEt1NXNMHulGRkZ/aBk4Mhov9OkSZOprm5Hnz7n0tDQwKZNmygvryEeVymnffuD2Lp1/g4TmbcHqry8Y5g/fwX19RkkEoUIaHKQA5ONIGY9KnXNQc5OARrkWOEen5ySEaV16jW07p+W4359LgKPGMoCLUQQFETOTntU7lqGWv0raN3WI4bN4VzIRXzCdcwhyOOUoY65GlTmOwBBWnd3HW8iCNqE8kWn0lrKw/3TQo5YPYKjBagjrQp4GY8njm1X4PVWcNNNl3HdddcB7FAOi8Vi/KcGDx5McXGxu1faa2avNCMjox+sDBwZ7VeKxWJMnbqA3NyzqaysYOHCUiKRNFJTu+H1BojHI5SWVuA47XjllUnbJjJPmjSZzZsLad9+KLNmzae+Po9EIuIOdHyS1q08OiHwmYycmHeRk5KNSk0FCEzqURkshGApjNr2P0AZn4S74rXA+e5xixHELKK1EywDuVRdkZtU457rR4A1iwVs4XgGM4dTSNCAAOt49/rXoREBixFQVbrnr0Sw0wcBWx2CKQvBWxXKT1loy5PFwBJSUvLw+SA3ty2dOhVx880379bPx+yVZmRktC/IwJHRfqVwOEwkYhOPB1i+vJRYrJjc3G60OiOQllZETU0Fy5ePZ8mSJaSmpvK3v71OZeXJLFv2MY2NaVhWGYnEOwhKjkFwZKMczloEDwcDY1CXWj3qPKtFINHXfS3Z5v4aKmN1QLCRDDp/gTJHp6FNYz9DpSsvgppC1KU2AYtKbuEguuDlSq5DmaNPgEP4hLNQKcwB7kCAU43Kfee47y1215OLSnNfAJ+i/JSNSnYJ5GK9DCzC5/s/fL7TsaxFZGQ8w/HH/5rMzM5s3jybtLTXvnVnmdkrzcjI6IcsA0dG+5WCwSCBgIc1a1YQifTbCYwcJ4Zth0lN9RMO+3nmmXGUljawdm2UlJTehEJRbLsZBZWHoi1ANqDW9qD7dSaCisNQx1pXBDKD0D+pf6Ew9VD3vA8RAJ3pflgIRtagTrTZwMPIfXrLPecolD1ageYd1fIKFmfzAQAzOJsXGI3Kbp8hp6gYOUqDkEN1lnu91SgrVUHrUMcv0BYlM92vj0KdbI3uuR8BJQSDp5KenoJlxQgGs8jO7o5l+airm2E6y4yMjPZbGTgy2q/k9/s5+ujefPjhFNLTh5MEo2i0lObmyYRCC9xw9nKysry8/PJkevW6ifT0MI2NbxOLbUSlpxKUxWlA3WbdESStRQMeQ6isdiKCmGRW50oU2H4HlaoyUXfb0cBl7jGp7vmgLE82cplWIOdmHirDVdLafv8gb/IRZ/MpNhYdWIyg7DL3uI8QACXc4y0ESd1QCfCfqJQWQWXAHyH3y+Ou5TVay2kRoBcpKam0b5+HZaVQV/cpRUUDcByHlSufIT9/k+ksMzIy2m9l4Mhov1GyDf+dd6bT3LyY5ubXicUuweudS0PD68Tj7fB6zyKRiGBZvWhsXE4i8TGhUCWhUC3NzQE0m+htNPgwilra85Ark9xQthCVvp53X8umtQzmoA1Y/4YyQ391zzkedX0lhy8mt9zphspZnREUFaJc0YWonPZP4AQgjecZykFczAQOZQoHI2Brg8p0L6FyWNS9vpfWOUYdURktjsp6XYCLEFS97d7HcddzPIK/hVjWdGprZ+E4y/B4Pmfz5kKWLXsBvz9Kz54dmDjxQ0aOxASpjYyM9jsZODLaL7R9G3529liysv5AQ8NktmxZjONU4fX+CL//FBKJSny+EHl551JdXYPjWCxe/AbB4MV4vb3QPsopCFoORCWuNcgxakZOiwdBjB91rXVH4AGCklwEP8cDTyC46oocqEb3mEz3+Hrk5LR1jzkZ+Ji2/IHDgbex3GsvAjzcwskoN9SP1vlJRcgxWup+Ph3B1iLkKE1AJTULOVLrUDmtL3ArAqx6WrcO0fuZmTYZGS/S2DiTRCKF2tpc2rcfQ4cOB+L1Rr5xZpSRkZHRvioDR0b7vL5srlFDw1qWLVtCNLqF5uZMEokupKSUkZNTQHp6D7zeDOLxRViWn0ikhEgEHOc1BAYbUUbI537EkQtThFydACqZWQiYVqOZRDGUJapBDtEzqESVgtwhB3WGZbnH4l432c0WBIYwDIcXeIMcwhzJ4SwgxT22t7uWFe49u7vrq3KvvQGFvhejrrpfI+gagQBsvfveQlT2Ox+BnOO+34Jcp434fPPo1KmR0047ghkzQsTjJ9O9+3l4va2/MoqKhlJWNv5LZ0YZGRkZ7cvyfPMhRkY/bCXnGnXrJjACyM7ujuMsIxTaiGWdDpTg8XQjPb0Evz+Lmpp5JBI1xOMVOE5nHGcKgpYLUch6HQKfVchZ6Y5AIgXB00xUonJQxmg2gpNy1N6/GM0U8qCy28fsuB9Zcu5RBgKjeUBPYAM/4p+0JUQqDg+zGAWkKxEIdXTXsgnNWFrp3s+PNol9CcHT56iL7nKUPeqInKIbUelwHfA4crIi7p91QBk+30QOPdTLCy88SWFhIeFwDw44YPQOYARgWRYlJedRXd2OiRM/3P0fnJGRkdEPVMY5Mtqntf1coyQYlZdPY8mSV7HtQmAZjhPDsmyam5vYtKmOlJRaYrE6AoEOhMM2AowRwCWovFQEjENlqoHI9dmMnJUU5M4sRyWpBHJuyhGwfIJgphHBlBe5PavRVhyD3XNa3CdwgOdQ2etQ4J/cwlEcw2aqyePHnISmY49HjtUJqEMtDwHTywjMihF8pSCY64hGEIQR9AXdZyt3Xy8D/o5KhkcCaVjWRrze2fTq1cwf/nA7JSUl3HHHn3b43v6nLMsiN/dYpk59jbFjY6Z7zcjIaL+QgSOjfVrJuUaBQAEA9fWlLFr0ErHYcRQUjCIev5xYLIptl7sDHePE4w2kpnYiJ6cv69ZVoHlFwxDwVCHI6IcgaA2CkRiCjjXucT402boEwVMjao9fj9r9S9xrJVvz+6FS1jzgCOQmAdxMBjNp4iRgPjCCKMM5gcuoIwuHFWhPs7+jcHcjykM1oXEC6xAwHeau5xTkbP0I6I7Hk4Ntx4Gl+P02vXt3x+v1sXr1kYRC80kk3gIm4/Wm0rZtGmeeeTw/+9m1lJSU0NDQsMP39qsUCOTT0mITDocNHBkZGe0X2ifKamvXruWyyy6ja9euBINBSkpKuPPOO4lGozsct379ek499VTS09PJz8/n5z//+U7HLFq0iOOOO45gMEhxcTG/+c1vcBwHox+mGhsbv3QriqSSc40iEe1yv2rVO9TWZtHQcByVlVuJx/vhOKvx+QYQDPaiU6fhxOMpRKMtbNkyF/3oixD0RBB49ANGoTb9IOroehqYgTrQbnU/4sBjqHz2Oipt/Q64BQWrTwOucl9fisYCrEMTtx/Eisf5bexfLGE1eaQi9+ckwKGWtjg0IyhLQxvUFqOA9xPuPdugfdGORN1oZajklpzUnYrHk43H04THE6GwsIDDDhvIwIGHMmTICQwbNpw1a+axatVU1q2bRlnZZzzyyMPbskP/+b39KkUiW0hN9XzrgZBGRkZGPzTtE87R8uXLsW2bJ598ku7du7N48WIuv/xympubefDBBwFIJBKccsopFBQU8PHHH1NTU8Mll1yC4zg89thjADQ0NDBixAiGDBnCnDlzWLlyJWPGjCE9PZ0bb7zx+3xEo+1UWlrKhx9OoX37tlx++e14vTZDhgxg5MjhO4V+/X4/Q4YM4PnnZ+A4JSxf/jHx+AWkpGRjWV683hOJxR4mHn+JYPAMQqFK4nGbeNxHamobLMuD4/hR91lX9E8ileSsH5XB2iBA+iWCpxoETQvREMd0lCG6FoFQA/r/js7I6fkJau3f5L7fBITp8+yznBbfCMCzPMmp/AHNHMpD5bjN7rWTazoauVOVtE60notKecsQrE1FQLUFaCAeX43HE8Xr9dClSzEejxeAaLSOjIxU2rVr95Vuz/bf26KioV9aWnMcxwyENDIy2u+0TzhHJ554Is888wwjR46kW7dunHbaadx000288cYb246ZOHEiS5cu5fnnn+fggw9m+PDh/PGPf+Rvf/sbDQ0NALzwwgtEIhHGjRtH3759OfPMM7ntttt46KGHjHv0A9G0adO46aYHGT++EoCUlMsJhc7m+ecruPHGB5g+ffpO54wYMYy0tDI++eRJEokAqand8XpT8Hii+Hw98ftHYFkTaWz8DdXVr+I4ERxnC7b9IgIdH3JaGhFYhFAmKNV9P4SC0wH3a7/7+QI0KHIdgigLlct8aN5QCJXkuqLSmB85O32BHpSecQbVBInhZQo57rkW+me5BjlAyflK5cjhKgEuRmMCNqO80mQ0t+heBHl1KKRdg2V5cZww6elxOnbsALQCzZAh3ww0I0YMo6CgktWrX9np34jjOJSVjaewsJKRI4d/7XWMjIyM9iXtE87Rl6m+vp68vLxtX8+ePZu+fftSVFS07bUTTjiBlpYW5s6dy5AhQ5g9ezbHHXccqampOxxz6623snbtWrp27fql92ppaaGlpWXb10nYisViX1vy2ZtK3vf7uv/e0OrVq/nzn1+lpWUIffv+CPiQgoIDyMvz06nTsaxZ8waPPfYK7dq12+FnVVRURK9ebVi06FMCgQi2/VcSiQQQx3FaCAQ60KbNUBoaxmHb8wgEigAfGRlHEArlYdsbEexsQaHlGgQmIJfnM/f9TAQeOe5xYfd1Hwo9JzeTDSAwanRfcxDUdEfdYhAMziCSl8flmYdSF23LHE+UINUIgsqQM9TJvX8lClg30DrdGlSCew5lowYgsDsByzoUy5oCrMW2h+PxROjYMZW8vDQcJ8qaNW9QXLyFYcNGf+Pfn86dO3P99Rfw5z+/yqpVK8jJOYpAoA2RSA1bt86ioKCKa665gE6dOu1wrf3x7+f2Ms+3b8s8376t/+b5dvUcy9kHLZOysjIOOeQQ/vjHPzJ27FgArrjiCtauXcvEiRN3ODY1NZVx48ZxwQUXMHLkSLp06cJTTz217f3y8nKKi4uZNWsWgwYN+tL73XXXXdx99907vf7iiy+Slpa2B5/MaH9V2ubNlLz1Fot/8hMcr/f7Xo6RkZHR/6RCoRCjR4+mvr6erKysrzzue3WOvgo6ttecOXMYOHDgtq/Ly8s58cQTOeecc7aBUVJflYnY/vX/PCbJhl/Vqgxw6623csMNN2z7uqGhgY4dOzJy5Miv/ebuTcViMSZNmsSIESP2i6xHLBZj7NibCYdHUVR0HF5vjGHDJjF58ggSidbnKy+fRjD4b37yk1E8+eS/2bKlkPT0w/jii0U0NX1KInEott0Tv7+Y1NQB2HYT4fAibHsejvMGcCUZGccRDNazZctkHOd1FMBej0pnw9Fk7C0ogF2OOtlKURntXOQgtQFmIbfGh/I/d7qrbHQ//MAqTkxM5Onoo+QQ5+UJC7nHfwrBYH+efro9P/lJLuFwZ7RNyBtopMAxKNPkQ05VZ9SZNs19P/leHEjg9UZp02YmXbr8jKqqJhIJG8tyyM0NY1mrqKr6nHh8LUcc0YchQw5h6NDjv9Il3ZWfUyQSIRAIfO3fu/3t7+d/yjzfvi3zfPu2/pvnS1Z+vknfKxxde+21nH/++V97TJcuXbZ9Xl5ezpAhQxg0aNAO7g9Au3bt+PTTT3d4ra6ujlgsRtu2bbcdU1lZucMxVVVVANuO+TKlpqbuUIpLyu/3f+9/8X4Ia/i2isVihMNhgsEg8XicpqYYKSmFxOOtz5NI+Hf42ustYPPmLTzyyEtEIiPp0eNcHMfmk08mEwodQCDwK+LxZUQiKwmH4yQSUeJxGw0+/BS1rQ+gvv5DotFJ6J+Ag0pYS1B+50MUyD4YGIvmFdWhIY8vAmcieAqgTWUPQmW2t4Cz3eulIECyqaKCDHd7kbPjtfw27idMBgDh8OeEw+Pd68Xc+9ejnFIhKqlNR6W+Y1FZrR6Px0teXi9CoVqi0Tps20fXrt3p0SOdeDyBz+fdFr7esGECqamv8MwzD/3XTqff79+ta+zLfz93Reb59m2Z59u39W2eb1eP/17hKD8/n/z8/F06dtOmTQwZMoRDDz2UZ555Bo9nxyz5oEGDuPfee6moqKB9+/aAQtqpqakceuih24657bbbiEajpKSkbDumqKhoBwgz2rsqLS3lgw8mMnnyPOJxi2DQx+DBBxGPN2LbX902btsxGhvXUVu7iUBgCAcdpInYjmNjWRXAmXg8FoFAb8Lhemx7A/F4AuWBylAu5w2ammajDq8hCHD+gWDoAAQ1Gag9/kyUKwoheDoLeBiFnTej4HQn99oZaFDjbBS4dhDwzGMmC7mdfhxMLpfzMyKUE+QT5AJNQ/OQugC1eDyd8fu9xGIfYtv17jX6o7EA3bGsZjIyiiksPAy/P5vNm2cRiy3A5/Pg8wXxeLykpLSW7RzHob5+NhdddLgpARsZGRntovaJQHZ5eTnHH388nTp14sEHH6S6uvU/oO3atQNg5MiR9O7dm4svvpgHHniA2tpabrrpJi6//PJtpa/Ro0dz9913M2bMGG677TZWrVrFfffdxx133PG1ZTWjPacXXniBP/zhn2zaVIjXewh+fy65uTZlZSuIx2tIJJ6nqGjoDufU15eyceNkysvnU1e3FKihQ4cuNDY2kJWVTTweJiUlFa83h2i0AY/HRzyejm17gR5YVjscJ4ZKZ1uBV1CbfgyVxo4A2qEJ1Q5yb95FoHQo6lqLIScnFwWi1yCH6QwUmp6CthqZS3/e5ottG8Y2Ayfze36Cgx+B1iHASDRM8gHgN8AHFBYGse0YLS1F5OffSCjUzNatLwIRLGsEfn89fj8UFvbH788GHCzLxu//lJSUHCxrx3/OO3aTXbwHfnpGRkZG/xvaJ+Bo4sSJlJaWUlpaSocOHXZ4L5kZ8nq9vPvuu1x99dUcffTRBINBRo8evW0OEkB2djaTJk3immuuYeDAgeTm5nLDDTfskCcy2nt64YUXuOmmxwiHTyMr68f4fEESiQjV1RWkppaQmdmOmprxLF78KAMGXAVARcVM5s17mXC4LYnEUQQC/YjFJlBeHqSx8Qv69etB27b5pKamkpkZpqmpkVAojuOko9b4Nu7nAdRWn4HKZzbaH+0U1BbfgEpZucj5mYzKZPloD7Uw2gIkjhyoHqhM97Z77VQC9OVh5nAl6xjFkbzJiShLNBQHDyqN5aDW/FXud2Upmp2USocOfYAjqanZQDj8HIHAEaSk9CIWewPHeZpY7CDatOm3DYzq60vxeCbRq1eI3FwfS5bcTW7usQQC+UQiW6irm0FhYSXXXz/abAprZGRktBvaJ+BozJgxjBkz5huP69SpE++8887XHnPQQQd96awco72r0tJS/vCHpwiFDqV9+19hWa1l0bS0IhoaymhshMzMUpqaXmPRompOOOEwFiz4B01NR+H1DiQzM0yfPl1YunQR8XgBsVgRCxeu4ogjArRt25fVq+cQDB5OLOYlFosCFh5PCrbdjIYqTkdzg5oQ5ByNJlhHETBtpnVw49moXLYQwUsLKpl1Qy7TAlRSux+5QxZnMYkreQ2AZ1jAgdxJNf9GGaJC1Mq/Failte2/ExDG6w1iWX045JA7aWxczcaNH1Je/hY5OSG2bt1KPP4hjrOSpqYKbHsNkcgqLGs2ffqEuffeWyguLmbixA+ZOvU1Wlps0tI8nHLKAEaOvNiAkZGRkdFuap+AI6N9Xx98MJFNmxyys8/YAYzAxrYdMjO7sWVLDbFYFxobZ5OSMg84jPr6GGlpPejSJZ0OHQ4gKyubrVsHsGrVx6SnD2TLllImT55FSkoOjY1TicVewesdjcezBq83E8epwLbLgY/QlhtxNB9oKyqP5aHBi+lontFylP+JAEch9+hHaN+yTcCVCGymIfeoBf0zyuAFLmEUf+cU5nIT11JNN+ReRREYeZB7lUDh7iV4PN2wrCmkpMQoLByJZVlkZZXQu3cJPXvGiMfDhEJRyso+Z9Wqp4lGHyY9vQ3dumUzatRgRo++YBv8XHVVCWPHtobc9+cgppGRkdHelIEjo72uWCzG5Mlz8Xrz8XoLAYhGWwiFQjQ3R3AcsO04sZgPx/GSl9eZTp1+AdTj9w/G600hNzeXrCxt1tqhwzBKS39FefkjJBKDiUQS+P1ticePIB6fQDz+GdAZ226LwGQpApvuqEw2AHWZtXFXmJxsfRDa/LUJhbgdoAJ4BMHUsUBPYAJylfoD1e51moE1jOViOhBkCT9FnWad0WazNWgKt4Nl+bAsdavZ9nI8no9p2zabtLT2O3zfPB4/KSl+UlLg0ENPpFOnQkKhR/nrX++iuLj4S+Fnf+9OMTIyMvoutE9sH2K0byscDhOLefD7U0kkqgmFmqmqqqW+Po7jZOE42bS0pBGPZ2DbjXg8Drm5vQDIyRm0rXzW0FC/7ZqJRJh4/EPi8b8Tiy0hHA4TjxejGUSTgWeB11AprRD4LcoOXYBgJobcm+1VhGYcVQMraXWSImgjWQt4EJhJLw5jNvdzILNQSW4l0EI9+SyhE8owhRFMLUch8M1AM44TwnFq3HuOJz19BenpAWpqvvja72M0WkdWVvArwcjIyMjIaM/IOEdGe13BYJC0NB+5ue2oqJhKJNILx0knJSUDx0kQiyWANDyeNGx7CS0tNUQiWwCw7RqysgZQV7eVjRs30bt3NkuXvk59fSG2HUCDFufjOLMQ1IQRDOW7f4bd1/8KrEBltW5oO46pqFMtDWWSHPT/C34UnF7iHgfaomM94OUYzuIDfkk6IcbzMEdyIhHC7rnL0ZDGOXg8J+E4E0lLOwDLmkkotArbPhyV8pYCPcnLK6VjxyvYvHkFX3zxDzIyOlFUdNxO30OzwauRkZHRdycDR0Z7Xcnd3UtLl+A4q2lpeR2fbyihUC2O47j7oLUB/oXfX49lHUxl5UygLS0tswgGh5Ga2p7y8tW0bVtFWdkcbLsQyyrGca5A7tC7wOEIdh5Ff7WzUat9V1TWeg54Bm3SOgD4AHWbnYhcIRA8edF07PVo6vUxCLAWAq8yjyhr6UQfluOhjgIibOAM99weqIQ3AdtehGWV06PHWHr2PJCVK99i2bI3icXqCQblKg0Z8kfS0g5g69atTJnyMJ988gDDhhWTnd192/fPtOQbGRkZfbcyZTWj70QjRgyjY8cI0Wgttv1PWlr+SCJRjuPYOE4FjvMAjvMyGRkDSU//ERUVCwEIBKpobHwZ8BCP26xbV0YsZuE4ldj2AcAyVEb7EZoXFEVDFQ8BTkcujQdNu74RzS16D5XQ+qP80MMoF1SKIGscsAh1tgUR9ERQl9pgQnzCufTkL3TmCH7JBq5AIwJ8aCzAz9CWJBOwrA1kZ0eJxZqIRrPxeLJo374Tgwf/FoCsLG3jkZOTw5FH/pREIpc5c65n06bJ1NR8waZNk1my5G6ysj4yLflGRkZG35GMc2T0nah79+6cdtoRfPDBDCzrJLzeQmx7AgKPMIKV06mvX0EolEUisRaAzMx0Nm78E9Hov/F6e7F1aybxeBmO0+heuck9/3DgVVQ+GwBcgsplcRSM/gJ1ih2N9kub7L7XROuWIaDgdSFwBRr0+C8uZApvMYhG2qMZSCks5RGuJRfNOvoEgVRPVJrbAPQGDqS4eDGFhRMIh+Ns3foFXbseTd++15KX1wlBWquKioro3/8cGhr+TCAwnljMMi35RkZGRt+DDBwZfWcKh1tISxsAnEUiYWPbh2PbIaLRDGy7GI+nHY7zphsH2gAANThJREFUO+LxUpqaBD+bNtWSnX019fXTsawPaWwsxXFSketzOAKgLBSe/hQNcTwbldRA229E3Y8V7rE28A5yec5EQLMRuUcxNMX6aTJp4knWcwFNvMRxjOZmlCn6GAHYSBTybnFfm44ArBuWVYnHczwtLeXcfvvV5ObmcuWVdxMIXEpWVol7n53Vpk1nsrK68uST9+H3+01LvpGRkdH3IANHRt+JYrEY06cvokOHEVRXp5KTczAtLWG2bKnH7093N5f1YVlDsO27cJwjAEgkUrCsYrKy+pFI1BEK2cCpKCfkQTmgucBilBvagjrFyhDkZKK5RUFUblvgvncicpEcVHo7CrgY+DfaI20D+dRwsgsxFzCNv9DMLCsLxzkJKEFOUTGakXQY8DaW9SHwCyyrDWlpHYnFspg0aTI/+9k1pKX5CIW+eu84gEhkC2lpHrKysgwUGRkZGX1PMpkjo+9E4XCYSMSmuPhAAoEQjY1rCYejJBIpBALZpKb6gDDxeD2OE8Ky+gMQiWQQiTyPbX9Gc3MmjnMscCHK/yxFwxm9aLDj7cjJqUHzidoAfdB8oSwEMmtQQPswBFO9gePQprMdgKuBwUBP1tCHawJn0mgFuThwLrMsB8jCsrq7O96nYlnpaKJ2HLgAx2mH1/sRgUAH4vEKUlNzmTVrKQBDhgygrm7Gti1v/lPJjrQhQ0xHmpGRkdH3KQNHRntUsViMhoYGYrEdy0bBYJBAwIPPF6Ffvx74/ZvYunUBtl1JOPw5kcg0bHs6lrUQlZxUFktJ6UIoNJXa2gShUD2CGhD8TASGALeioPVhwHAU0i5wP+KopBZB2aTlCIi8qATXzb2ejwwiWMSBgWgUwCDeC3bihlFLqBv2AIFAZzyekViWD48nCyjHcbZgWWF8vhxSUtLw+Y7DspYAfhKJzyko6E4sZhEOhxkxYhgFBZWsXv3KToC0Y0fa8D3yszAyMjIy+nYycGS0R1RaWsoTTzzJhRf+nIsu+iUXXvhznnjiScrKyoDWdv66uhm0a9eOgQN7k5JSQzy+klisAWiHz9cXr7cWy2qLZb0BQCyWjm1n4TjDUPkqD0HO2yjE/f/t3Xtc1FX++PHXZ4ZhhusAgg4DooaZGpopa2Gl4rVdu7htaVqmpZWWWWtupbuZtpnuZra7XXa32rRfXrvX1zQhb2he85J4v+IFREzRAWHu5/fHyMgIaqkJg+/n48HjAZ/P+cycN+CDt+e8zzn3AaH4ZojL8O1i/SO+1WYGfMmRDl+d0Sl8xdmG068Vj2/0yEk63/Mj6fyRKfgKssOAVng8B7EZokhIiCE21ozZnHb6+SI07Qiadhi9Pg6dLuL0ayWglAe3eyYhIbuJjW2J0agjLCyMpk2bMnJkfyIjF7Nt2yQAjh/fLCvShBCilpGaI3HJli5dyhtvzOLoUQuxsfdiMiVQVnaU6dOXsWDBa4wc2Z+OHTvSvXtXFiyYzN69H2MwZOBwKJRqiE6XhFIaSs0jNLQMr/clXK5cAPT6ciAMj6cpvpGir/Ad5LoJ6I9vZ+pkfKNARfiO66iHb5+iQ/gKp5vgS4qy8e1SrTv9oQdcWClkGT0x4WASk/ieKFajAQ2x2zVWrlxL69bXYzQa0eudKNWIsrLtREY2w2YrQKlcvN5ENM2E17sd2IambeOaa27B7d4fME3WsWNHkpKSyM5eCIDL9T7h4V5ZkSaEELWIJEfikuzevZs33phFaWkm11/fB03T/Pes1i7s2TOHKVNmkpSU5B85GTPmX6xc+TEuVwZgwevdBOTg8ewFbsbrDSc0tDuwFbv9Y5TS41uJdhLffkJ34hsFSsM3BbcZX0JUii8hSsRXR/QTvuX90afvJZy+vv10GztwjAIMTOERxvBv1pFGIXvxFVs78XjCKCqKZeXKXKzWxhQVLSM8/DHsdoXBoDCZGuFylQB78HoVMBeDQVGvXkMiI1OoX39blY0bU1NTSUlJYd68ebz77l+JioqSGiMhhKhFJDkSlyQ7eyFHj1qqJEYAmqaRmtqXLVu2k5X1HcOGpWK1WjEa9eh0WzEaPadHiAzo9W3xePrj8ejxegvwJTIAR1HKg2/EaDC+GqFYfElSOb7DYgvwbeCo4UugEvAt2x8CtMD3a16MpsWg1zfG7f4LsBToji9JimAsEyigMf8lBDer8e2TNBe9Pp2QkDRsth/weGIwmbZht3+F2XwNoaE/4XYb8Hoj8XgaoNN9A+wlMjKC2FgTFsu2C06TSWIkhBC1jyRH4qK5XC4WL95IbOy9VRKjCpqmERt7G4sXf8qQIS6ysxdSWnoNcXFmNO1xPB4rx445cDh8dUA6nRGv9zi+miGApvgKqg34jgbR4VuKH4Zv6iwT32GxZfhWqUXgm0r7DN9RIen4kqZElPLgdYfzLPvZwHIWsR/fztrX4aGYtzmBL8m6FdiATleA0fgIen0k0BSHo5zQUDtu90yio6+nUaPfceKEm/z8vZSWrkapXKxWI9dd14g777yZHj26yTSZEEIEIUmOxEWrWJ5vMiWct53JFI/D4cVms7F48Ubq1evN0aNf4nafIDKyHXb7Udxu32oypcqBSHQ636n1mhYNePCNEO0GjPiSnZ74EqAvgd74irMVvpGgAny1R1n4ao1aAClEsIU5PEIv9lNICDeF6sj3vIPHY8RXnN0C3zL+VUA+ev1D6PWpp/sRhl4fjt1eQlIS9O+fTG7ufKKjvaSmwi233EL37i+RkpIiGzcKIUSQk+RIXLSK5fk/d2ND3+dewsMTsVrbsGvXMsLDO+NwuDEa4wgJCUMphd2uUKoIKCckJBW9Pg9og1Le06NK9fGNFrnwnYW2A1/yZAOK8SVM2wgJSUKn24VeX4zH8zWmCANx3jA4CRbc3I6FD7RewAp8NUwFwFE0LQ4owuNZhMuVhE7XALd7O0rNxWwuxWKJ44UXngd8CaIkQ0IIUbdIciQuWsXy/OnTl2G1dql2aq1iY8Pbb28FQGgo2O1HSU7uyqFDk7HZPsbr7XR6U0UdmqbwTaMtBdqjVAc8no34EiArvmm1OHy/uj3xbfK4AJiOb++jJqff+SRxcQ8REXE7dvsqDIZF3Hzzc/yj6BjhS7oz1jiYtXFPYXaexGaLxuUKAxIJCUkmPDwOj2c+Ltff0bSP8Xp1KLWN5OQUmjYdjNH4f5SXl8su1kIIUUfJPkfiklxoY8PNm6dy6tRK5s1bzsMPj2Hv3q1s3jwDr9dM69b9CQ1dgtv9Gk5nNuXla7HZ5uJwjEWp5adfYwe+FWhrgIb4CrHN+BKpEjTNAjyMb3XZTeh0zwD3odc3xqKLItr2Dkbjcm64YRBgYWHufNobmrA2rjtmczMSEn5Dw4ZdiIgIR6dz4vVW/JMIw2i8nsTEfxIVdTMWS3N+85uXCQkJ8+9bJIQQom6SkSNxSSqW50+ZMpMtW7ZhNnfAYIjD5TrOgQPzOXZsJfXqtaC8PJMTJ3aRn3+A4uI1fPXVH2jWrBdpaX1xOhdQWDgViEKpfKAEo/FFwIPXuxzf0SCb8E1/NcO3oaP5dH1SCaGhizEYThEXNxSbzUZZ2XY6qc18dORRjpjqMabtv/F6Xaxd+wJKbaPZdbdTVLQepe5E0zRCQ2OpV+86jhxZj8NRSnl5EzTtW8LDTZw8+Rrh4YW0ajWAqKhrOHDgI3r1kuM9hBCiLpPkSFyyjh074nK5eP/9D1i+fB4ul4amOdHpnFitD2G13kRu7mzKyy2YTKOIj1ccO7aWbdt+JD9/GV5v89NL+XehabGEh7+IydQBmAc0RdPuxWAw4/X+gNu9Gt8KtJvx1RctQql8IiL64HR6iImBFGsxs47YiT/uwlJeyIP7/8pnrdKJjd1Oo0ZDaNAgg5KSyZSUfExUlG8LgvDwRBo0aENBwUrc7vmYTMuIikqlUaPmJCf7EqMzx3sMOM93QwghRLCT5EhcsoULFzJlygyOH7+GVq0ewmCIYs+e2ezfX4pSyeTnT0Ov/y2xsWf2QgoP/w1FRSs4dWo+Xu9czOZkbLa9+FaLufF4NgCgaYnAOkJCStA0DaUO4vGsRqebRkhIc7ze5uh0HQkPjycpKQyvdxMNGjixv/o/6NMH7223ccd//kOPuDgefngMoaE3YDY3pXXr/mzaNJPi4m0Yjbeh18ej1E+EhS3E4VhMw4ZtSE0dSHi4hZKSPA4c+Ij69QvleA8hhLgKSHIkLtru3buZMWMW7777fzid9YmKCkWvzyMpqRNlZS5iY/tz8uRK7PZYkpPvPqtg+yghIRspK9uHTheHUl7CwuLRtAi83k9Ryg3cgV5fjKatxm63EhY2kNDQaNzuH1FqMR7PAXS6VJRyUHZqLfn5O2jc2MZTTz1OcpcusHw5unbtiNLrcblcASvrEhM7EhGRxKFD31FQ8CkejxeDQUejRibi4q7lvvs6kpPzJQ6Hl/BwnRzvIYQQVxFJjsRFqThPbdMmKCsbREzMLbjdP7Fr1zIOHHgNh+MoYWGxp2uIulNWVk5oqAmAsrKlHD8+C6czDuiLThdHefkOPJ516HSFJCQ8SXR0C2ANXu+PaNrdwF14PCG43afweusBGSj1OZrnU8bpDlH/hI5nyhIpLQ3lr399hx07dvk2YdTrgepX1kVHp9KyZSrNm7twu8vR601s2/Yq999/B8OGPc7jj7tkqb4QQlyFZLWaCOByubDZbLhcrnO2qThPzWbrBPQnOvpuTKYbiIjoSmzsS3g8XSktLcJuX4dSCr0+mVOn7IAXp3M3x4/PwuvNJCRkNDrdLej1rdDr22E2P4fb3ZYjR6Zz5MheADyeaDye3+P1enG5FF6vE9+vrRXUSL7iMGO8xQxxHWOg6S40bTxbt97C++/v5dlnXyMnJ8ff73OtrNPpDBgMUezb9/npmqJugC+hkuX6Qghx9ZGRIwH4Ep7s7IUsXrzx9K7XOjIz21R7BEbFeWrXXnsPe/asRq83+e9pmkZUVD9KSnIoLf0KTWsIHEepFLxexalTC3G7LRiN9+F0HiM8PBS7/QQhIRASEo/Xm47bfRCHYy2+PYtaAHtQyoJSTnx7IIWh18fi1RbxiSee3/ETbvQk6xOoF9eL4uJ1hIWFUVKS6z/0NjU1tcrKutjY2zCZ4rHbf6K4eJnUFAkhhAAkORKcmSI7etRCbOy9mEwJlJUdZfr0ZSxY8BojR/b3r0iz2WwsXLiO2Ni+GAwhhIRop4/+OEPTNCIjf8fJk39Fr7fgdOag19+AprkpK9uIXv8HXK4S9Ho3ZrMZu30HoFFSAgZDKi7XdXg8XwAjgXBgC7ATrzcECEena4DXewivdz4f0oMWtCYnZgB74u4AwGhM5PDhvWRm3su2bWcOvQXfyrqkpCSysr5j8eJPpaZICCFEFZIcXeUqpshKSzO5/vo+AUXTVmsX9uyZw8sv/5uOHXPYvDmf0lIHGzfm0qBBA6KiGmO11mPXrsOEh1vxnXnmYzQ2IiqqEZp2glOnclEqgfLy3+NynUKpEAyGMuLionG7DxMX56a8vJxTp3ZiNDZF05qjaSWnX8kGtEfTwkhSe2jLMr72tsZgqI+mncDr7c4YrT7hnmYk4QV06PUmPB6Fx+MNOPS2YnosNTWVYcNSGTJEaoqEEEJUJcnRVa5iiuzsxAg4vf+Phe+/P8zevWZatrwPkykOWEpeXh7Fxa9xzTV3YTJFYrPtJTr6GioSJI/nJ8LD40lIaEZExIeUls7CZvsBOILReIiIiMY4HNsICyvj+uuvZ9Om7eh0objd+3C5lhES4jndh2L0+jTu0hbwnnsg4ZSRoc1gs7cU32aQXkJC4lBKh9er0OnA47ETEqIREqL3H3pbXl5eJQEyGAySFAkhhKgiaAqy77rrLlJSUjCZTCQmJjJgwAAKCgoC2hw4cIA777yTiIgI4uPjGTFiBE6nM6BNbm4unTp1IiwsjKSkJF5++eUqx15cDVwuF8eOHTs9RXZbteeinTy5m9zc2eh0fYH+JCZ2JiHhRlJTexAa+gAuVyf27v2a1FQDBkM+xcXrKCvLx27/iZKS/0PT8rFad/LBB2+yZMlHjB3bnubNXej132IyHeDaa8O5+eYbSEhIQNMMxMRch9WagcGwkbCwWwHQ64+i1Cd09S6gHsWE4eBv6m283hi83jygEL2+AZoGOp0GKByOw1it9dDp9NjtP8lxH0IIIX6RoBk5yszMZMyYMSQmJpKfn8+oUaO49957WbFiBQAej4devXqRkJDA8uXLOXbsGAMHDkQpxZtvvgmAzWaje/fuZGZmsnbtWnbu3MmgQYOIiIjg2WefrcnwrpjKhddnT5FFRwfW2xw6tJDycgtRUffh9W7F7fYQGqonKSmJgwd/xOn8DeXl23E6N3HTTX04cOAQhYW7KS1dRHj4KgYOvIMHHujnr+Np3rw53bp1ZdSoyTidB7n2Wl9S5vV6CAnRcLnKsdvno9RPREY+DkBUVG9OnfqM57CSwTUcwMJg7UHgI2A/ISH78Xp1REcbAA2bbQ9hYWUkJ1/rP/RWjvsQQgjxSwRNcvTHP/7R/3mjRo144YUX6N27Ny6Xr5YkKyuLrVu3cvDgQaxWKwCvv/46gwYNYsKECURHRzNjxgzsdjvTpk3DaDSSlpbGzp07mTJlCiNHjqx29KQuqVp4HThF1rp1fxITOwLg9booKNiI0XgvXq/DP00FYDabad36WjZt2kVxcQKbNn3B3r063O5S3O51WK1HeO65Jxkw4MwxG4FJWTF5eW+yf/8yGjX6HfXqNSI8fBd5eVOJjVVERaUQp48DjmM2Z3LiRD1crtV0V605ZTCh0+egd3mBCJTahtc7Hfg9xcW+xKhVq2uJioqW4z6EEEJclKBJjio7fvw4M2bMoEOHDv4RgZUrV5KWluZPjAB69uyJw+Fg3bp1ZGZmsnLlSjp16oTRaAxoM3r0aPLy8mjSpEm17+dwOHA4HP6vbTYb4JuaOt9+QL+mivf9ue+/d+9e3nrrExyOTG644ff+RLBFixB27y5Dr9/Ljh0fYzZbiI5ugtNZgsGgIzQ0Drs9n8aNYwgN9dX4ADRsGI/LdZL1673Y7UXodPOJioogJsaCwZDA11+vJiUlhQ4dOvD999/z9tuf8tNP9YmJ+QMpKfFERuZy8OAXHDjwNzQthWuuMREWdoio0B4M2voRXfbfx48lk4mK0khObsnRo3o83hQsMSmYTBZKShbidG4hNLQA+BhNy8Vi6UhiYip6/RZ27XqPhIQinnyyHykpKTX2czqXX/rzCzYSX3CT+IKbxHfhZy9EU0FUcPP888/z1ltvUVZWxs0338zcuXOpV68eAI899hh5eXlkZWUFPGM0Gpk2bRr9+vWjR48eNG7cmHfffdd/v6CggKSkJFasWEFGRka17ztu3DjGjx9f5frMmTMJDw+/jBGK1v/5D02+/RaAw+3bs2b0aKjjI3pCCCGujLKyMvr378/JkyeJjo4+Z7saHTk6V9JR2dq1a0lPTwfgT3/6E4MHD2b//v2MHz+ehx56iLlz5/pHQaqbFlNKBVw/u01Fbni+KbXRo0czcuRI/9c2m42GDRvSo0eP835zf00ul4vs7Gy6d++OwWDA5XJht9sxmUxV6mtcLhdDhjxHeXlvrNZOVV6rsPAImzfvwWbbism0hPbtn8XptLFjxzucOGHm5ptfJjHREvDM9u3b2b27DPiWpk0Tad784YD7J07sYcOGMbjdBZSWRmM2NyMxsTVJSZ2Jjj4zQqeUYtu2SfTta2Hw4Ic5GBtLWU4O+nI7RW3b8tJLZurFx2O1WomOjsbjcbNnz2eYzSt49dVnAkb7zvc9qG3O/vnVNRJfcJP4gpvEd24VMz8XUqPJ0fDhw7n//vvP26Zx48b+z+Pj44mPj6dZs2a0aNGChg0bsmrVKjIyMrBYLKxevTrg2eLiYlwuFw0aNADAYrFQWFgY0KaoqAjA36Y6RqMxYCquQm1YCn7w4EEWLVpy3p2ty8vLKS11ERpaH7e7an/j45Np2zaK7duPUVS0n5KSfxMZaaJv3xtZvnwnNtsK4uPPLPX3ej3s21fMqVObiYo6TP36Dwa8bkHBUnJzZ3HyZEPs9taYzR04dUrPli3L2Lt3SkBtE0BExC0sWvQpgwc/zDUdO8LXX7N6924KLRbMW5cSFnYb5eVeiovP7GQ9YkR/mjVrFhCHwWAIupG82vA79GuS+IKbxBfcJL7qn/k5ajQ5qkh2LkbFiE9FLVBGRgYTJkzg8OHDJCYmApCVlYXRaKRdu3b+NmPGjMHpdBIaGupvY7VaA5KwYPKXv7xJQUH8eXe2DgsLCziRvjrR0WaSksykpt7Af//7qv9MsZycnCrHbZSUHObEiemYTB5atRoWsMrNt/x/Fi5XJtHRHXE4VmEy3UhYWALh4V0oKZnDpk0ziYhIoqnXQ5fN/+LfzR8J3Iuoa1faduzIvHnz6NfPyqJFspO1EEKIKycoCrLXrFnDmjVruPXWW4mNjWXv3r2MHTuW1NRUf51Qjx49aNmyJQMGDOC1117j+PHjjBo1ikcffdQ/9dW/f3/Gjx/PoEGDGDNmDLt27eLVV19l7NixQbdSbe9e38GspaW3nXNn68rnip19Iv3ZKpa9P/hgW38dF1R/3EZUFDRpcpDo6CEBI0BwZvl/bGwfysoOodMpvF7f8SK+c9f6Uly8nWs2vsaf98zA5Col313K1zeEVbsX0eDBDzN48MOyk7UQQogrJig2gQwLC+Pzzz+na9euXHfddTzyyCOkpaWxdOlS/3SXXq/nm2++wWQyccstt9CnTx969+7N5MmT/a9jNpvJzs7m0KFDpKen88QTTzBy5MiAeqJgsXjxUgCaNPl9tTtbp6b25ehRC1lZ3wHnPpEefInRmWXv3aq8l++4jceZMeNffPTRa8ya9RZDhvTH6dwT8Fpnlv/fhqaB03kEiyUGp/MIcKa2y2i8jT0nDxPqLgMg49B8ut56/TkTH4PB4B/JEkIIIX5tQTFy1KpVKxYtWnTBdikpKcydO/eCr5WTk3O5ulYjXC4XOTmb6Nu3+zlHvDRNCzhX7HKcSF95frd7964sWDCZvXs/5pprfCNXbnc5Ho8XvT7evxlj8+bXnS72PnO8iF4fzyqdhS9uGE1k4TKmpjdlQq/f/hrfKiGEEOIXC4rkSAQqLy/H4bjwDgxnnyt2OU+kry7ZCg0143QexW7/npiYNFq1upbExER0Oh1q7f+xtrgYozERp3MvcJTJxgQsN7e4YFImhBBCXEmSHNUiLtfPOyU+LCwMo/HCNVJ2+0+EhweeK3Y5T6SvLtmyWo9RXLyJ9u37YzbHEOo6xejtL5BR+P94vuXbfFKehsPxGU2aHOOhgQ3p0eNhSYyEEELUKpIc1QKVj9Y413L8ynyjQK0Bznlo7oXOFbtcSzzPTrby8/MZPfqf/PTTAqKj+5C+92Mydv0/AF7c8yLbfzMRT0sjkyf/l+bNm1/y+wshhBCXW1AUZNdlS5cuZdSoyUyffpiysnsJDX2SsrJ7mT79MM8++9o566MyM32bOe7b98UvLrD+NVQUTbdo0YKRI/sTGbmYLVvG80lEQ1Zbu1CmD2NySmd08et57rmBkhgJIYSotWTkqAbt3r2bN96YRWlp5s9ajl/ZNddcw/bt24mMXHbRBda/CqXOmm77jH+2bkgC9Wl+V2cmn2M0TAghhKgtJDmqQdnZCzl61FIlMYIzy/G3bNlOVtZ3DBtWfUIxYcIIFi5cfMkF1pfFxo0wZAjMnElqs2aXrbZJCCGEuJIkOaohLpeLxYs3Eht7789ejl9dctGkSROGDWtW80nIokXwu9+BwwF9+sCqVXD6jDNJioQQQgQTqTmqIeXl5aeLrxPO267ycvzzqfGNEtu3h4pDYENC4PjxmumHEEIIcYkkOaohFeed2e3nPu8MfMvxjUZdtUdr1CqRkfDxxzByJHz/PVitNd0jIYQQ4qJIclRDDAYDmZltKC5edsHl+JmZ1S/HrzFKwQcfQElJ4PVWreD11+H0kS5CCCFEMJLkqAZdynlnNaa4GP7wBxg8GIYN8yVKQgghRB0iyVENqjiCo2JPoPz8hRw79iP5+QvZsmU80dFLat/RGsePw3e+w2yZMQPWrq3Z/gghhBCXmaxWq2GX87yzKyI1Fd5/3zdq9OGHvkJsIYQQog6R5KgWuJznnV12J09CdDRU3m6gTx/o3h1iY2uuX0IIIcSvRKbVapEaX45/tu+/h7Q0+Mc/qt6TxEgIIUQdJcmRqN7+/ZCZCYcOwfPPw5o1Nd0jIYQQ4oqQ5EhUr1Ej+OMffZ9nZEBSUs32RwghhLhCpOZInNsrr/h2vR4yxLfrtRBCCHEVkJEjAR6PLxFavDjwusEAQ4dKYiSEEOKqIn/1rnY2G9xzDyxcCBYL/Pgj1K9f070SQgghaoyMHF3tIiLOLNMvKvIlSUIIIcRVTJKjq51eD9OnQ9u2sGgR9OtX0z0SQgghapRMq11tCgrA64Xk5DPXGjSAH34I3OhRCCGEuErJyNHVZMECaNMG+vYFlyvwniRGQgghBCDJ0dXD6YQnnoCjR2HFCvjb32q6R0IIIUStJMnR1SI0FGbO9C3Lv+MO38GxQgghhKhCao7qMqUCp8tuuglWrfIVX8s0mhBCCFEtGTmqi5xOGDUKhg+veq9dO0mMhBBCiPOQkaO6Rim4/fYzu1136gR9+tRsn4QQQoggIiNHdY2mndmryGCA4uKa7Y8QQggRZGTkqC4aMgR274b77oP09JrujRBCCBFUgm7kyOFw0KZNGzRNY+PGjQH3Dhw4wJ133klERATx8fGMGDECp9MZ0CY3N5dOnToRFhZGUlISL7/8MkqpKxjBZbZnD3z1VeA1TfMt1ZfESAghhPjFgm7k6LnnnsNqtfLjjz8GXPd4PPTq1YuEhASWL1/OsWPHGDhwIEop3nzzTQBsNhvdu3cnMzOTtWvXsnPnTgYNGkRERATPPvtsTYRzSazff0/IQw/5NnRcswbS0mq6S0IIIUTQC6qRo/nz55OVlcXkyZOr3MvKymLr1q1Mnz6dG2+8kW7duvH666/z3nvvYbPZAJgxYwZ2u51p06aRlpbGPffcw5gxY5gyZUpQjh7Fb9qEZrNBeTmMGVPT3RFCCCHqhKAZOTpy5AiPPvooX375JeHh4VXur1y5krS0NKxWq/9az549cTgcrFu3jszMTFauXEmnTp0wGo0BbUaPHk1eXh5NmjSp9r0dDgcOh8P/dUWy5XK5cJ19DMcV4nK52PzIIzTKz4e0NDxvv131SJAgVvF9ranv769N4gtuEl9wk/iC26XE93OfCYrkSCnFoEGDGDp0KOnp6eTl5VVpU1hYSIMGDQKuxcbGEhoaSmFhob9N48aNA9pUPFNYWHjO5GjixImMHz++yvWsrKxqE7Vfi6G0FFdk5JkLRiPzX3gBd0QELFt2xfpxJWVnZ9d0F35VEl9wk/iCm8QX3C4mvrKysp/VrkaTo3HjxlWbdFS2du1aVqxYgc1mY/To0edtq1WzuaFSKuD62W0qptOqe7bC6NGjGTlypP9rm81Gw4YN6dGjB9HR0eft02VRXo5+5Ei0hQtxr1kDMTG4XC6ys7PJ/P3vMRgMv34frrCK+Lp37y7xBSGJL7hJfMFN4ju3ipmfC6nR5Gj48OHcf//9523TuHFjXnnlFVatWhUwHQaQnp7OAw88wIcffojFYmH16tUB94uLi3G5XP7RIYvF4h9FqlBUVARQZdSpMqPRWOW9AQwGw5X5xXv8cZg61feeQ4fCp59e+T7UEIkvuEl8wU3iC24SX/XP/Bw1mhzFx8cTHx9/wXb/+te/eOWVV/xfFxQU0LNnT+bMmcNNN90EQEZGBhMmTODw4cMkJiYCvmkvo9FIu3bt/G3GjBmD0+kkNDTU38ZqtVaZbqtVxo2DL78EhwPuukuO/xBCCCF+RUFRc5SSkhLwdeTpupvU1FSSk5MB6NGjBy1btmTAgAG89tprHD9+nFGjRvHoo4/6p7769+/P+PHjGTRoEGPGjGHXrl28+uqrjB079rzTajUuJQU++QQSE6Fly5rujRBCCFGnBdVS/vPR6/V88803mEwmbrnlFvr06UPv3r0Dlv2bzWays7M5dOgQ6enpPPHEE4wcOTKgnqjGbdkCTzwBXm/g9a5dJTESQgghroCgGDk6W+PGjavdlyglJYW5c+ee99lWrVqRk5Pza3Xt0syaBYMH+/YtSk6WvYuEEEKIGlBnRo7qhAYNwG73ff7553Vq3yIhhBAiWATlyFGd1aULjB0LR47AG29AHV5lIIQQQtRWkhzVNi+9JKvRhBBCiBok02q1jSRGQgghRI2S5EgIIYQQohJJjoQQQgghKpHkSAghhBCiEkmOhBBCCCEqkeRICCGEEKISSY6EEEIIISqR5EgIIYQQohJJjoQQQgghKpHkSAghhBCiEkmOhBBCCCEqkeRICCGEEKISSY6EEEIIISqR5EgIIYQQopKQmu5AMFJKAWCz2WqsDy6Xi7KyMmw2GwaDocb68WuR+IKbxBfcJL7gJvGdW8Xf7Yq/4+ciydFFKCkpAaBhw4Y13BMhhBBC/FIlJSWYzeZz3tfUhdInUYXX66WgoICoqCg0TauRPthsNho2bMjBgweJjo6ukT78miS+4CbxBTeJL7hJfOemlKKkpASr1YpOd+7KIhk5ugg6nY7k5OSa7gYA0dHRdfKXv4LEF9wkvuAm8QU3ia965xsxqiAF2UIIIYQQlUhyJIQQQghRiSRHQcpoNPLSSy9hNBpruiu/CokvuEl8wU3iC24S36WTgmwhhBBCiEpk5EgIIYQQohJJjoQQQgghKpHkSAghhBCiEkmOhBBCCCEqkeQoSDgcDtq0aYOmaWzcuDHg3oEDB7jzzjuJiIggPj6eESNG4HQ6A9rk5ubSqVMnwsLCSEpK4uWXX77g2TJXwl133UVKSgomk4nExEQGDBhAQUFBQJtgjS8vL4/BgwfTpEkTwsLCSE1N5aWXXqrS92CND2DChAl06NCB8PBwYmJiqm0TzPFV55133qFJkyaYTCbatWvHsmXLarpLP0tOTg533nknVqsVTdP48ssvA+4rpRg3bhxWq5WwsDA6d+7Mli1bAto4HA6eeuop4uPjiYiI4K677uLQoUNXMIrqTZw4kd/85jdERUVRv359evfuzY4dOwLaBHN8//73v2ndurV/08OMjAzmz5/vvx/MsVVn4sSJaJrGM8884792xWNUIiiMGDFC/fa3v1WA2rBhg/+62+1WaWlpKjMzU61fv15lZ2crq9Wqhg8f7m9z8uRJ1aBBA3X//fer3Nxc9dlnn6moqCg1efLkGogk0JQpU9TKlStVXl6e+v7771VGRobKyMjw3w/m+ObPn68GDRqkFixYoPbs2aO++uorVb9+ffXss8/62wRzfEopNXbsWDVlyhQ1cuRIZTabq9wP9vjONnv2bGUwGNR7772ntm7dqp5++mkVERGh9u/fX9Ndu6B58+apP//5z+qzzz5TgPriiy8C7k+aNElFRUWpzz77TOXm5qq+ffuqxMREZbPZ/G2GDh2qkpKSVHZ2tlq/fr3KzMxUN9xwg3K73Vc4mkA9e/ZUU6dOVZs3b1YbN25UvXr1UikpKaq0tNTfJpjj+/rrr9U333yjduzYoXbs2KHGjBmjDAaD2rx5s1IquGM725o1a1Tjxo1V69at1dNPP+2/fqVjlOQoCMybN081b95cbdmypUpyNG/ePKXT6VR+fr7/2qxZs5TRaFQnT55USin1zjvvKLPZrOx2u7/NxIkTldVqVV6v94rF8XN89dVXStM05XQ6lVJ1L76///3vqkmTJv6v60p8U6dOrTY5qivxVWjfvr0aOnRowLXmzZurF154oYZ6dHHOTo68Xq+yWCxq0qRJ/mt2u12ZzWb1n//8Ryml1IkTJ5TBYFCzZ8/2t8nPz1c6nU59++23V6zvP0dRUZEC1NKlS5VSdS8+pZSKjY1V77//fp2KraSkRF177bUqOztbderUyZ8c1USMMq1Wyx05coRHH32Ujz76iPDw8Cr3V65cSVpaGlar1X+tZ8+eOBwO1q1b52/TqVOngA2zevbsSUFBAXl5eb96DD/X8ePHmTFjBh06dMBgMAB1Kz6AkydPEhcX5/+6rsV3troUn9PpZN26dfTo0SPgeo8ePVixYkUN9ery2LdvH4WFhQGxGY1GOnXq5I9t3bp1uFyugDZWq5W0tLRaF//JkycB/P/W6lJ8Ho+H2bNnc+rUKTIyMupUbE8++SS9evWiW7duAddrIkZJjmoxpRSDBg1i6NChpKenV9umsLCQBg0aBFyLjY0lNDSUwsLCc7ap+LqiTU16/vnniYiIoF69ehw4cICvvvrKf68uxFdhz549vPnmmwwdOtR/rS7FV526FN9PP/2Ex+Optq+1qZ8Xo6L/54utsLCQ0NBQYmNjz9mmNlBKMXLkSG699VbS0tKAuhFfbm4ukZGRGI1Ghg4dyhdffEHLli3rRGwAs2fPZv369UycOLHKvZqIUZKjGjBu3Dg0TTvvxw8//MCbb76JzWZj9OjR5309TdOqXFNKBVw/u406Xexa3bOX6ufGV+FPf/oTGzZsICsrC71ez0MPPRRQjBvs8QEUFBRw++23c9999zFkyJCAe3UhvvOpbfFdqur6Whv7eTEuJrbaFv/w4cPZtGkTs2bNqnIvmOO77rrr2LhxI6tWrWLYsGEMHDiQrVu3+u8Hc2wHDx7k6aefZvr06ZhMpnO2u5IxhvziJ8QlGz58OPfff/952zRu3JhXXnmFVatWVTk/Jj09nQceeIAPP/wQi8XC6tWrA+4XFxfjcrn8WbbFYqmSORcVFQFVM/HL4efGVyE+Pp74+HiaNWtGixYtaNiwIatWrSIjI6NOxFdQUEBmZiYZGRm8++67Ae3qQnznUxvju1jx8fHo9fpq+1qb+nkxLBYL4Pvfd2Jiov965dgsFgtOp5Pi4uKA/50XFRXRoUOHK9vhc3jqqaf4+uuvycnJITk52X+9LsQXGhpK06ZNAd/fgLVr1/LPf/6T559/Hgju2NatW0dRURHt2rXzX/N4POTk5PDWW2/5Vx5e0Rh/cZWSuGL279+vcnNz/R8LFixQgPr000/VwYMHlVJnCl4LCgr8z82ePbtKwWtMTIxyOBz+NpMmTaqVBa8HDhxQgFq8eLFSKvjjO3TokLr22mvV/fffX+2KiWCPr8KFCrKDPb4K7du3V8OGDQu41qJFizpTkP23v/3Nf83hcFRb8Dpnzhx/m4KCglpR1Ov1etWTTz6prFar2rlzZ7X3gzm+6nTp0kUNHDiwTsRms9kC/tbl5uaq9PR09eCDD6rc3NwaiVGSoyCyb9++cy7l79q1q1q/fr367rvvVHJycsBS6RMnTqgGDRqofv36qdzcXPX555+r6OjoGl8qvXr1avXmm2+qDRs2qLy8PLVo0SJ16623qtTUVP/KpWCOLz8/XzVt2lR16dJFHTp0SB0+fNj/USGY41PKl8Bv2LBBjR8/XkVGRqoNGzaoDRs2qJKSEqVU8Md3toql/P/73//U1q1b1TPPPKMiIiJUXl5eTXftgkpKSvw/H0BNmTJFbdiwwb8NwaRJk5TZbFaff/65ys3NVf369at2qXRycrL67rvv1Pr161WXLl1qxXLwYcOGKbPZrJYsWRLw76ysrMzfJpjjGz16tMrJyVH79u1TmzZtUmPGjFE6nU5lZWUppYI7tnOpvFpNqSsfoyRHQaS65Egp3x+oXr16qbCwMBUXF6eGDx8esCxaKaU2bdqkbrvtNmU0GpXFYlHjxo2r8f+Vb9q0SWVmZqq4uDhlNBpV48aN1dChQ9WhQ4cC2gVrfFOnTlVAtR+VBWt8Sik1cODAauOrGPlTKrjjq87bb7+tGjVqpEJDQ1Xbtm39y8Vru8WLF1f7sxo4cKBSyje68tJLLymLxaKMRqPq2LGjys3NDXiN8vJyNXz4cBUXF6fCwsLUHXfcoQ4cOFAD0QQ617+zqVOn+tsEc3yPPPKI/3cuISFBde3a1Z8YKRXcsZ3L2cnRlY5RU6qWbkMrhBBCCFEDZLWaEEIIIUQlkhwJIYQQQlQiyZEQQgghRCWSHAkhhBBCVCLJkRBCCCFEJZIcCSGEEEJUIsmREEIIIUQlkhwJIYQQQlQiyZEQQlyizp0788wzz9R0N4QQl4kkR0KIK07TtPN+DBo06Ir0484776Rbt27V3lu5ciWaprF+/for0hchRO0RUtMdEEJcfQ4fPuz/fM6cOYwdO5YdO3b4r4WFhQW0d7lcGAyGy96PwYMHc88997B//34aNWoUcO+DDz6gTZs2tG3b9rK/rxCidpORIyHEFWexWPwfZrMZTdP8X9vtdmJiYvj444/p3LkzJpOJ6dOnM27cONq0aRPwOv/4xz9o3LhxwLWpU6fSokULTCYTzZs355133jlnP+644w7q16/PtGnTAq6XlZUxZ84cBg8ezLFjx+jXrx/JycmEh4fTqlUrZs2add74NE3jyy+/DLgWExMT8D75+fn07duX2NhY6tWrx913301eXp7//pIlS2jfvj0RERHExMRwyy23sH///vO+rxDi8pDkSAhRKz3//POMGDGCbdu20bNnz5/1zHvvvcef//xnJkyYwLZt23j11Vd58cUX+fDDD6ttHxISwkMPPcS0adOofAb3J598gtPp5IEHHsBut9OuXTvmzp3L5s2beeyxxxgwYACrV6++6NjKysrIzMwkMjKSnJwcli9fTmRkJLfffjtOpxO3203v3r3p1KkTmzZtYuXKlTz22GNomnbR7ymE+PlkWk0IUSs988wz3HPPPb/omb/+9a+8/vrr/ueaNGnC1q1b+e9//8vAgQOrfeaRRx7htddeY8mSJWRmZgK+KbV77rmH2NhYYmNjGTVqlL/9U089xbfffssnn3zCTTfddFGxzZ49G51Ox/vvv+9PeKZOnUpMTAxLliwhPT2dkydPcscdd5CamgpAixYtLuq9hBC/nCRHQohaKT09/Re1P3r0KAcPHmTw4ME8+uij/ututxuz2XzO55o3b06HDh344IMPyMzMZM+ePSxbtoysrCwAPB4PkyZNYs6cOeTn5+NwOHA4HERERFxcYMC6devYvXs3UVFRAdftdjt79uyhR48eDBo0iJ49e9K9e3e6detGnz59SExMvOj3FEL8fJIcCSFqpbOTD51OFzD1Bb5C7QperxfwTa2dPaKj1+vP+16DBw9m+PDhvP3220ydOpVGjRrRtWtXAF5//XXeeOMN/vGPf9CqVSsiIiJ45plncDqd53w9TdMu2Nd27doxY8aMKs8mJCQAvpGkESNG8O233zJnzhz+8pe/kJ2dzc0333zeWIQQl06SIyFEUEhISKCwsBCllH8qauPGjf77DRo0ICkpib179/LAAw/8otfu06cPTz/9NDNnzuTDDz/k0Ucf9b/HsmXLuPvuu3nwwQcBX2Kza9eu805zJSQkBKzI27VrF2VlZf6v27Zty5w5c6hfvz7R0dHnfJ0bb7yRG2+8kdGjR5ORkcHMmTMlORLiCpCCbCFEUOjcuTNHjx7l73//O3v27OHtt99m/vz5AW3GjRvHxIkT+ec//8nOnTvJzc1l6tSpTJky5byvHRkZSd++fRkzZgwFBQUB+yw1bdqU7OxsVqxYwbZt23j88ccpLCw87+t16dKFt956i/Xr1/PDDz8wdOjQgK0IHnjgAeLj47n77rtZtmwZ+/btY+nSpTz99NMcOnSIffv2MXr0aFauXMn+/fvJyspi586dUnckxBUiyZEQIii0aNGCd955h7fffpsbbriBNWvWBBRKAwwZMoT333+fadOm0apVKzp16sS0adNo0qTJBV9/8ODBFBcX061bN1JSUvzXX3zxRdq2bUvPnj3p3LkzFouF3r17n/e1Xn/9dRo2bEjHjh3p378/o0aNIjw83H8/PDycnJwcUlJSuOeee2jRogWPPPII5eXlREdHEx4ezvbt2/nDH/5As2bNeOyxxxg+fDiPP/74L/umCSEuiqbOnhgXQgghhLiKyciREEIIIUQlkhwJIYQQQlQiyZEQQgghRCWSHAkhhBBCVCLJkRBCCCFEJZIcCSGEEEJUIsmREEIIIUQlkhwJIYQQQlQiyZEQQgghRCWSHAkhhBBCVCLJkRBCCCFEJf8fodNmn4Q0/TAAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "\n",
+      "Results Table:\n",
+      "           Dataset                   Model          MSE        R²\n",
+      "0         Diabetes       Linear Regression     0.181477  0.201196\n",
+      "1         Diabetes        Ridge Regression     0.182132  0.198316\n",
+      "2         Diabetes        Lasso Regression     0.184650  0.187233\n",
+      "3         Diabetes  Elastic Net Regression     0.185338  0.184205\n",
+      "4         Diabetes          KNN Regression     0.119583  0.473633\n",
+      "5       White Wine       Linear Regression     5.277477 -5.729798\n",
+      "6       White Wine        Ridge Regression     5.412497 -5.901974\n",
+      "7       White Wine        Lasso Regression     5.308962 -5.769946\n",
+      "8       White Wine  Elastic Net Regression     5.444174 -5.942368\n",
+      "9       White Wine          KNN Regression     0.318840  0.593417\n",
+      "10  Generated Data       Linear Regression  1730.635047  0.866033\n",
+      "11  Generated Data        Ridge Regression  1780.792487  0.862150\n",
+      "12  Generated Data        Lasso Regression  1732.131910  0.865917\n",
+      "13  Generated Data  Elastic Net Regression  1782.298101  0.862033\n",
+      "14  Generated Data          KNN Regression   682.295804  0.947184\n",
+      "\n",
+      " \n",
+      "----------------------------Test Data----------------------------\n",
+      "\n",
+      " \n",
+      "\n",
+      " \n",
+      "Testing Lasso\n",
+      "\n",
+      " \n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/var/folders/3t/077h8_4j36q3h05nq867xnm40000gn/T/ipykernel_9746/4133148496.py:51: UserWarning: color is redundantly defined by the 'color' keyword argument and the fmt string \"ob\" (-> color='b'). The keyword argument will take precedence.\n",
+      "  plt.plot(iteration_list, loss_list, 'ob', linestyle='solid', color='green')\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Predictions for Lasso: [ 13.62155469  16.2946038   12.77820103  11.83382717   3.38986016\n",
+      "   1.09577748 -14.28867634  -0.72143457  28.57992644  -7.33373033\n",
+      "   3.75888523 -37.14058135  14.2906282   29.27152247 -10.28536844\n",
+      "   3.14504343 -23.37470958  -5.34870084  31.75742899 -29.6437817\n",
+      " -38.11981441  -1.79069502  26.50944076  14.68630736 -14.62118636\n",
+      "  10.65660184  11.34303522  10.7094925   -3.23330131 -43.15783977\n",
+      "   8.98964432  16.53181983 -21.85151725 -29.41345698  22.17899953\n",
+      " -20.14911502   9.40706594  10.77322358  17.06470203  25.54289516\n",
+      "   5.30023531 -24.89974631 -26.0002895   11.89730357   5.99896588\n",
+      "  38.69814454   2.31596262  15.04161098  20.98307379  43.84131321]\n",
+      "Mean Squared Error for Lasso: 13.504498289390115\n",
+      "R² for Lasso: 0.9657\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      " \n",
+      "Testing Ridge\n",
+      "\n",
+      " \n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Predictions for Ridge: [ 13.61590279  16.28494505  12.77250625  11.825586     3.38684599\n",
+      "   1.09282206 -14.28312541  -0.72185321  28.56380873  -7.3296802\n",
+      "   3.75727525 -37.12087766  14.2843437   29.25420163 -10.2800271\n",
+      "   3.13975852 -23.3601236   -5.34355358  31.74034775 -29.62714533\n",
+      " -38.09805897  -1.78664607  26.49559813  14.67614616 -14.61478122\n",
+      "  10.65254266  11.33423728  10.70408071  -3.22910045 -43.13441832\n",
+      "   8.98589421  16.52413437 -21.83826176 -29.39747543  22.16796082\n",
+      " -20.13933538   9.40020162  10.7651975   17.05442078  25.52749031\n",
+      "   5.29818555 -24.88671656 -25.98650925  11.89179408   5.99481068\n",
+      "  38.67747466   2.31465754  15.03504853  20.9699548   43.81801304]\n",
+      "Mean Squared Error for Ridge: 13.504691644138942\n",
+      "R² for Ridge: 0.9657\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      " \n",
+      "Testing KNN\n",
+      "\n",
+      " \n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/var/folders/3t/077h8_4j36q3h05nq867xnm40000gn/T/ipykernel_9746/1976439489.py:29: UserWarning: color is redundantly defined by the 'color' keyword argument and the fmt string \"ob\" (-> color='b'). The keyword argument will take precedence.\n",
+      "  plt.plot(self.iteration_list, self.loss_list, 'ob', linestyle='solid', color='green')\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Predictions for KNN: [ 15.95815976  19.42541465  17.18629797   9.17496281  14.62441973\n",
+      "   9.17496281 -12.87916114   9.92135434  26.98247595  -0.80333768\n",
+      "  15.84735427 -26.96698737  14.34674429  27.11082384  -0.80333768\n",
+      "  11.1356498  -16.71743954   7.28795882  27.54014252 -27.19748046\n",
+      " -25.35198469   8.11269204  20.68065947  14.40257715 -12.87916114\n",
+      "  15.95815976  14.40257715  14.30114375   0.41720889 -32.43365762\n",
+      "  14.30114375  14.8151565   -8.57556487 -26.96698737  26.55017027\n",
+      " -17.41359071  14.21346064  14.40257715  27.11082384  27.11082384\n",
+      "   9.7720461  -22.75991316 -26.96698737  18.43040593   6.10451445\n",
+      "  38.9408089    5.92397981  16.64842205  22.39036771  41.53727589]\n",
+      "Mean Squared Error for KNN: 21.529983311743646\n",
+      "R² for KNN: 0.9454\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      " \n",
+      "Testing ElasticNet\n",
+      "\n",
+      " \n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjsAAAHFCAYAAAAUpjivAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAABMOUlEQVR4nO3deVRV9f7/8dfhIIMIJxFlEBA0TROz1JtDkVhqjmVkmpbpt27f27W8ktlg3X5Z96ZdK9MyrdsqNYesDG0yE3OIrpZzjpUZBBpoTuAUKnx+f/jlXI8MIp5zNuDzsdZeK/b+nHPe50MrXu39GWzGGCMAAIAaysfqAgAAADyJsAMAAGo0wg4AAKjRCDsAAKBGI+wAAIAajbADAABqNMIOAACo0Qg7AACgRiPsAACAGo2wA1yAGTNmyGazad26dVaXUq6xY8fKZrOVekyZMsXS2qZOnaoZM2aUOJ+ZmSmbzVbqNW+599571aNHjxI1lXWMHTvW2XbYsGGKi4vzWG3jxo3TwoULS5xfsWKFbDabVqxY4bHPdpft27dr7NixyszMLHFtyJAh6tevn9drwqXB1+oCAHjO4sWL5XA4XM7Fx8dbVM0ZU6dOVVhYmIYNG+ZyPjIyUqtXr1aTJk0sqWvjxo2aOXOmvvvuuxLXRowYocGDB5c4Hx0d7Y3SJJ0JO/379y8RCNq0aaPVq1fryiuv9FotlbV9+3Y9++yzSkpKKhEMx44dq+bNm2vZsmW68cYbrSkQNRZhB6jB2rZtq7CwMKvLqBB/f3916NDBss9/4YUXdO2116pdu3YlrsXGxlpaW3lCQkKqbG0XokmTJurRo4deeOEFwg7cjsdYgAd88803uummmxQcHKzatWurU6dO+vzzz13aHD9+XKNHj1Z8fLwCAgIUGhqqdu3a6b333nO2+eWXX3TnnXcqKipK/v7+Cg8P10033aRNmzZdVH3lPTI69/FM8SOxbdu2adCgQXI4HAoPD9e9996rvLw8l9cWFRXptdde09VXX63AwEBddtll6tChgz755BNJUlxcnLZt26aVK1c6HwUV/x9+WTVVpC+LHy8uX75cf/3rXxUWFqZ69eopOTlZv/3223n7Y+/evVqwYIGGDBly/s67AK+//rpuuOEGNWjQQEFBQWrVqpUmTJigU6dOubTbuHGj+vTpowYNGsjf319RUVHq3bu3du/eLenM7+TYsWOaOXOms9+SkpIklf0Y67vvvlPfvn1Vr149BQQEqEmTJkpJSalw7cW/j5deekkTJ05UfHy86tSpo44dO+rbb78t0X7dunW65ZZbFBoaqoCAAF1zzTX64IMPnNdnzJihO+64Q5LUpUsX5/c4+/c9ZMgQLV26VLt27apwnUBFcGcHcLOVK1eqW7duuuqqq/T222/L399fU6dOVd++ffXee+9p4MCBkqRRo0Zp1qxZ+uc//6lrrrlGx44d09atW3XgwAHne/Xq1UuFhYWaMGGCYmNjtX//fq1atUqHDx+uUC2FhYU6ffq082ebzSa73V6p73X77bdr4MCBuu+++7RlyxaNGTNGkvTOO+842wwbNkyzZ8/Wfffdp+eee05+fn7asGGDc4zGggUL1L9/fzkcDk2dOlXSmTs6ZaloXxb785//rN69e2vu3LnKzs7Wo48+qrvvvlvLli0r97stWbJEp06dUpcuXUq9XlRU5NKPxXx9y/9P6K5duzR48GDFx8fLz89P33//vZ5//nn98MMPzn47duyYunXrpvj4eL3++usKDw9Xbm6uli9friNHjkiSVq9erRtvvFFdunTR008/LenMHZ2yfPnll+rbt69atGihiRMnKjY2VpmZmVqyZEm59Zbm9ddfV/PmzTVp0iRJ0tNPP61evXopIyPD+Yh0+fLl6tGjh9q3b6833nhDDodD8+bN08CBA3X8+HENGzZMvXv31rhx4/Tkk0/q9ddfV5s2bSTJ5bFlUlKSjDFatGiRRowYccG1AmUyACps+vTpRpJZu3ZtmW06dOhgGjRoYI4cOeI8d/r0aZOQkGCio6NNUVGRMcaYhIQE069fvzLfZ//+/UaSmTRp0gXX+cwzzxhJJY6GDRsaY4zJyMgwksz06dNLvFaSeeaZZ0q814QJE1zaDR8+3AQEBDi/z9dff20kmaeeeqrc2lq2bGk6d+5c4nxpNVW0L4t/L8OHD3d5zwkTJhhJJicnp9ya/vrXv5rAwEDn+51bU1lHenq6s+3QoUNNo0aNyvyMwsJCc+rUKfPuu+8au91uDh48aIwxZt26dUaSWbhwYbk1BgUFmaFDh5Y4v3z5ciPJLF++3HmuSZMmpkmTJubEiRPlvmd5ir97q1atzOnTp53n16xZYySZ9957z3muefPm5pprrjGnTp1yeY8+ffqYyMhIU1hYaIwx5sMPPyxR67kaNmxoBg4cWOm6gdLwGAtwo2PHjum7775T//79VadOHed5u92uIUOGaPfu3frxxx8lSddee62++OILPfHEE1qxYoVOnDjh8l6hoaFq0qSJXnzxRU2cOFEbN25UUVHRBdWzdOlSrV271nksWrSo0t/tlltucfn5qquu0h9//KF9+/ZJkr744gtJ0oMPPljpzzjbhfRleTVK0q+//lruZ/3222+qX7++bDZbqddHjhzp0o/Fx9VXX13u+27cuFG33HKL6tWrJ7vdrlq1aumee+5RYWGhfvrpJ0nS5Zdfrrp16+rxxx/XG2+8oe3bt5f7nufz008/adeuXbrvvvsUEBBwUe8lSb1793a5G3hun/7888/64YcfdNddd0mSTp8+7Tx69eqlnJycEr+n8jRo0EB79uy56LqBsxF2ADc6dOiQjDGKjIwscS0qKkqSnI+pXn31VT3++ONauHChunTpotDQUPXr1087d+6UdOaR01dffaWbb75ZEyZMUJs2bVS/fn397W9/cz7eOJ/WrVurXbt2zqP4D1Vl1KtXz+Xn4sdPxSHt999/l91uV0RERKU/42wX0pcVrbEsJ06cKDcYREdHu/Rj8XF2CDtXVlaWEhMTtWfPHk2ePFnp6elau3atXn/9dZeaHA6HVq5cqauvvlpPPvmkWrZsqaioKD3zzDMlxvZUxO+//+6s2R3O16d79+6VJI0ePVq1atVyOYYPHy5J2r9/f4U/LyAg4Ly/L+BCMWYHcKO6devKx8dHOTk5Ja4VD5Qtnh0VFBSkZ599Vs8++6z27t3rvMvTt29f/fDDD5KkRo0a6e2335Z05v/YP/jgA40dO1YnT57UG2+8Uek6i/+wFxQUuJw/NzxciPr166uwsFC5ubmlBpQLdSF9ebHCwsK0YcMGt7xXsYULF+rYsWNKTU1Vo0aNnOdLG1zeqlUrzZs3T8YYbd68WTNmzNBzzz2nwMBAPfHEExf0ufXr15ck5+BmTyv+HYwZM0bJycmltrniiisq/H4HDx706HpFuDRxZwdwo6CgILVv316pqaku/3daVFSk2bNnKzo6Ws2aNSvxuvDwcA0bNkyDBg3Sjz/+qOPHj5do06xZM/39739Xq1atLvoPc3h4uAICArR582aX8x9//HGl37Nnz56SpGnTppXbzt/fv0L/517ZvqyM5s2b68CBAyVml12M4kdiZw/ANsborbfeKvc1rVu31iuvvKLLLrvM5fdc0X5r1qyZmjRponfeeadEmPWEK664Qk2bNtX3339f6t2vdu3aKTg4WNL577SdPn1a2dnZ1WLNIFQv3NkBKmHZsmWlrgLbq1cvjR8/Xt26dVOXLl00evRo+fn5aerUqdq6davee+895x/B9u3bq0+fPrrqqqtUt25d7dixQ7NmzVLHjh1Vu3Ztbd68WQ899JDuuOMONW3aVH5+flq2bJk2b958wf+3fy6bzaa7775b77zzjpo0aaLWrVtrzZo1mjt3bqXfMzExUUOGDNE///lP7d27V3369JG/v782btyo2rVrO2fXFN/FeP/999W4cWMFBASoVatWpb5nRfvyYhXPAvruu+/UvXv3EtezsrJKnW5dv379MhdB7Natm/z8/DRo0CA99thj+uOPPzRt2jQdOnTIpd1nn32mqVOnql+/fmrcuLGMMUpNTdXhw4fVrVs3Z7tWrVppxYoV+vTTTxUZGang4OAy75i8/vrr6tu3rzp06KCHH35YsbGxysrK0pdffqk5c+ZcSNdUyJtvvqmePXvq5ptv1rBhw9SwYUMdPHhQO3bs0IYNG/Thhx9KkhISEiRJ//73vxUcHKyAgADFx8c7H5Vt3rxZx48fL3NWHFBpVo6OBqqb4lk/ZR0ZGRnGGGPS09PNjTfeaIKCgkxgYKDp0KGD+fTTT13e64knnjDt2rUzdevWNf7+/qZx48bm4YcfNvv37zfGGLN3714zbNgw07x5cxMUFGTq1KljrrrqKvPKK6+4zI4pTfEMqt9//73MNnl5eebPf/6zCQ8PN0FBQaZv374mMzOzzNlY575XcV8Uf2djzsw4euWVV0xCQoLx8/MzDofDdOzY0eW7Z2Zmmu7du5vg4GAjyTmDqawZYhXpy7JmyZU2U6k0hYWFJi4ursRsrvPNxrrrrrucbUubjfXpp5+a1q1bm4CAANOwYUPz6KOPmi+++MKlph9++MEMGjTINGnSxAQGBhqHw2GuvfZaM2PGDJf32rRpk7nuuutM7dq1jSTnjLayvuPq1atNz549jcPhMP7+/qZJkybm4YcfLrcfSvvuL774Yolr5/47Yowx33//vRkwYIBp0KCBqVWrlomIiDA33nijeeONN1zaTZo0ycTHxxu73V7i9/3000+bsLAw88cff1S4TqAibMYY451YBQBV18svv6znn39ee/bsUWBgoNXlXHIKCwt1+eWXa/DgwXr++eetLgc1DGN2AEBnpsw7HA7nbCl41+zZs3X06FE9+uijVpeCGoiwAwA6M0Nt1qxZ5a7oXFOcvRZOaceFrufkDkVFRZozZ44uu+wyr382aj4eYwHAJSQzM1Px8fHltnnmmWdc9kcDqjtmYwHAJSQqKkpr1649bxugJuHODgAAqNEYswMAAGo0HmPpzMC43377TcHBwW5bpAwAAHiWMUZHjhxRVFSUfHzKvn9D2NGZfXZiYmKsLgMAAFRCdnZ2uZvfEnYk574t2dnZCgkJsbgaAABQEfn5+YqJiXH+HS8LYUf/3bAvJCSEsAMAQDVzviEoDFAGAAA1GmEHAADUaIQdAABQoxF2AABAjUbYAQAANRphBwAA1GiEHQAAUKMRdgAAQI1G2AEAADUaKyh7SGFRodKz0pVzJEeRwZFKjE2U3cdudVkAAFxyCDsekLojVSMXj9Tu/N3Oc9Eh0ZrcY7KSWyRbWBkAAJceHmO5WeqOVPX/oL9L0JGkPfl71P+D/krdkWpRZQAAXJoIO25UWFSokYtHysiUuFZ8LmVxigqLCr1dGgAAlyzCjhulZ6WXuKNzNiOj7PxspWele7EqAAAubYQdN8o5kuPWdgAA4OIRdtwoMjjSre0AAMDFI+y4UWJsoqJDomWTrdTrNtkUExKjxNhEL1cGAMCli7DjRnYfuyb3mCxJJQJP8c+TekxivR0AALzI0rAzfvx4/elPf1JwcLAaNGigfv366ccff3RpY4zR2LFjFRUVpcDAQCUlJWnbtm0ubQoKCjRixAiFhYUpKChIt9xyi3bvLnugsCclt0jW/AHz1TCkocv56JBozR8wn3V2AADwMkvDzsqVK/Xggw/q22+/VVpamk6fPq3u3bvr2LFjzjYTJkzQxIkTNWXKFK1du1YRERHq1q2bjhw54myTkpKiBQsWaN68efrmm2909OhR9enTR4WF1kzxTm6RrMyRmfpLm79Ikro36a6MkRkEHQAALGDpCsqLFy92+Xn69Olq0KCB1q9frxtuuEHGGE2aNElPPfWUkpPPBIWZM2cqPDxcc+fO1V/+8hfl5eXp7bff1qxZs9S1a1dJ0uzZsxUTE6OlS5fq5ptv9vr3ks480mpRv4UkKTQwlEdXAABYpEqN2cnLy5MkhYaGSpIyMjKUm5ur7t27O9v4+/urc+fOWrVqlSRp/fr1OnXqlEubqKgoJSQkONucq6CgQPn5+S6HJ/j7+kuSThae9Mj7AwCA86syYccYo1GjRun6669XQkKCJCk3N1eSFB4e7tI2PDzceS03N1d+fn6qW7dumW3ONX78eDkcDucRExPj7q8jSfKz+0mSCk4XeOT9AQDA+VWZsPPQQw9p8+bNeu+990pcs9lcZzYZY0qcO1d5bcaMGaO8vDznkZ2dXfnCy1EcdrizAwCAdapE2BkxYoQ++eQTLV++XNHR0c7zERERklTiDs2+ffucd3siIiJ08uRJHTp0qMw25/L391dISIjL4Qn+dh5jAQBgNUvDjjFGDz30kFJTU7Vs2TLFx8e7XI+Pj1dERITS0tKc506ePKmVK1eqU6dOkqS2bduqVq1aLm1ycnK0detWZxurOB9jFfIYCwAAq1g6G+vBBx/U3Llz9fHHHys4ONh5B8fhcCgwMFA2m00pKSkaN26cmjZtqqZNm2rcuHGqXbu2Bg8e7Gx733336ZFHHlG9evUUGhqq0aNHq1WrVs7ZWVbhMRYAANazNOxMmzZNkpSUlORyfvr06Ro2bJgk6bHHHtOJEyc0fPhwHTp0SO3bt9eSJUsUHBzsbP/KK6/I19dXAwYM0IkTJ3TTTTdpxowZstutne7NbCwAAKxnM8YYq4uwWn5+vhwOh/Ly8tw6fmdl5kolzUxSRFCE3uv/nhJjE1lvBwAAN6no3+8qMUC5JkrdkaoB8wdIknKP5arLzC6Kmxyn1B2pFlcGAMClhbDjAak7UtX/g/7ad2yfy/k9+XvU/4P+BB4AALyIsONmhUWFGrl4pIxKPh0sPpeyOEWFRdbs2wUAwKWGsONm6Vnp2p1f9o7rRkbZ+dlKz0r3YlUAAFy6CDtulnMkx63tAADAxSHsuFlkcKRb2wEAgItD2HGzxNhERYdEy6bS9+WyyaaYkBglxiZ6uTIAAC5NhB03s/vYNbnHZEkqEXiKf57UYxLr7QAA4CWEHQ9IbpGs+QPmq2FwQ5fz0SHRmj9gvpJbJFtUGQAAlx5WUJbnVlAuLCpUrX/UkpHR/Dvmq1/zftzRAQDATVhBuQqw+9gV4BsgSWoX1Y6gAwCABQg7Hla883lBYYHFlQAAcGki7HhYcdhh53MAAKxB2PEwf19/SYQdAACsQtjxMOdjrNM8xgIAwAqEHQ/jMRYAANYi7HiYv53HWAAAWImw40GFRYX64/QfkqR1v61TYVGhxRUBAHDpIex4SOqOVMVNjtOPB36UJD257EnFTY5T6o5UiysDAODSQtjxgNQdqer/QX/tzt/tcn5P/h71/6A/gQcAAC8i7LhZYVGhRi4eKaOSu3AUn0tZnMIjLQAAvISw42bpWekl7uiczcgoOz9b6VnpXqwKAIBLF2HHzXKO5Li1HQAAuDiEHTeLDI50azsAAHBxCDtulhibqOiQaNlkK/W6TTbFhMQoMTbRy5UBAHBpIuy4md3Hrsk9JktSicBT/POkHpNk97F7vTYAAC5FhB0PSG6RrPkD5qthSEOX89Eh0Zo/YL6SWyRbVBkAAJcewo6HJLdIVubITA24coAkacCVA5QxMoOgAwCAlxF2PMjuY1fTek0lSRF1Inh0BQCABQg7Hla863lBYYHFlQAAcGki7HhYcdhh13MAAKxB2PEwf7u/JMIOAABWsTTsfP311+rbt6+ioqJks9m0cOFCl+s2m63U48UXX3S2SUpKKnH9zjvv9PI3KRuPsQAAsJalYefYsWNq3bq1pkyZUur1nJwcl+Odd96RzWbT7bff7tLu/vvvd2n35ptveqP8CuExFgAA1vK18sN79uypnj17lnk9IiLC5eePP/5YXbp0UePGjV3O165du0TbqsLfl8dYAABYqdqM2dm7d68+//xz3XfffSWuzZkzR2FhYWrZsqVGjx6tI0eOlPteBQUFys/Pdzk8xdfnTJ7MOpylFZkrVFhU6LHPAgAAJVWbsDNz5kwFBwcrOdl1Ub677rpL7733nlasWKGnn35aH330UYk25xo/frwcDofziImJ8UjNqTtS9bcv/iZJ2r5/u7rM7KK4yXFK3ZHqkc8DAAAl2YwxxuoipDODkRcsWKB+/fqVer158+bq1q2bXnvttXLfZ/369WrXrp3Wr1+vNm3alNqmoKBABQX/HTCcn5+vmJgY5eXlKSQkpNLf4WypO1LV/4P+MnLt3uL9sdg2AgCAi5Ofny+Hw3Hev9/V4s5Oenq6fvzxR/35z38+b9s2bdqoVq1a2rlzZ5lt/P39FRIS4nK4U2FRoUYuHlki6EhynktZnMIjLQAAvKBahJ23335bbdu2VevWrc/bdtu2bTp16pQiIyO9UFnp0rPStTt/d5nXjYyy87OVnpXuxaoAALg0WTob6+jRo/r555+dP2dkZGjTpk0KDQ1VbGyspDO3qD788EO9/PLLJV6/a9cuzZkzR7169VJYWJi2b9+uRx55RNdcc42uu+46r32Pc+UcyXFrOwAAUHmWhp1169apS5cuzp9HjRolSRo6dKhmzJghSZo3b56MMRo0aFCJ1/v5+emrr77S5MmTdfToUcXExKh379565plnZLdbt+lmZHDF7ipVtB0AAKi8KjNA2UoVHeBUUYVFhYqbHKc9+XtKHbdjk03RIdHKGJnBTugAAFRSjRqgXN3Yfeya3GOypP/OvipW/POkHpMIOgAAeAFhx0OSWyRr/oD5iqjjurJzdEg0084BAPAiS8fs1HTJLZJ1Q+wNqv9SfUlS2t1p6hLfhTs6AAB4EXd2PKy2X23nP3eI6UDQAQDAywg7HuZv93f+8x+n/7CwEgAALk2EHQ+z+9idm4EWnC44T2sAAOBuhB0vCPANkMSdHQAArEDY8YLisFNQyJ0dAAC8jbDjYYVFhSpeV/CbrG/Y/BMAAC8j7HhQ6o5UxU2O0/4T+yVJf/nsL4qbHKfUHakWVwYAwKWDsOMhqTtS1f+D/iV2P9+Tv0f9P+hP4AEAwEsIOx5QWFSokYtHlrovVvG5lMUpPNICAMALCDsekJ6VXuKOztmMjLLzs5Wele7FqgAAuDQRdjwg50iOW9sBAIDKI+x4QGRwpFvbAQCAyiPseEBibKKiQ6Jlk63U6zbZFBMSo8TYRC9XBgDApYew4wF2H7sm95gsSSUCT/HPk3pMYlNQAAC8gLDjIcktkjV/wHw1DGnocj46JFrzB8xXcotkiyoDAODSQtjxoOQWycocmam+zfpKkoa1HqaMkRkEHQAAvIiw42F2H7sa120s6cyAZB5dAQDgXYQdL/C3+0uSCk6zESgAAN5G2PGC4l3P/zj9h8WVAABw6SHseIG/7//d2Snkzg4AAN5G2PECP7ufJOmH/T9oReYK9sQCAMCLCDselrojVc+nPy9J+k/2f9RlZhfFTY5j13MAALyEsONBqTtS1f+D/jr8x2GX83vy96j/B/0JPAAAeAFhx0MKiwo1cvFIGZkS14rPpSxO4ZEWAAAeRtjxkPSsdO3O313mdSOj7PxspWele7EqAAAuPYQdD8k5kuPWdgAAoHIIOx4SGRzp1nYAAKByCDsekhibqOiQ6BK7nhezyaaYkBglxiZ6uTIAAC4tloadr7/+Wn379lVUVJRsNpsWLlzocn3YsGGy2WwuR4cOHVzaFBQUaMSIEQoLC1NQUJBuueUW7d5d9lgZb7H72DW5x+RSrxUHoEk9JrFXFgAAHmZp2Dl27Jhat26tKVOmlNmmR48eysnJcR6LFi1yuZ6SkqIFCxZo3rx5+uabb3T06FH16dNHhYXWz3JKbpGs+QPmKzwo3OV8dEi05g+Yz+7nAAB4ga+VH96zZ0/17Nmz3Db+/v6KiIgo9VpeXp7efvttzZo1S127dpUkzZ49WzExMVq6dKluvvlmt9d8oZJbJKtFWAtdOfVKBfoGatFdi5QYm8gdHQAAvKTKj9lZsWKFGjRooGbNmun+++/Xvn37nNfWr1+vU6dOqXv37s5zUVFRSkhI0KpVq8p8z4KCAuXn57scnhTkFyRJKjJFSopLIugAAOBFVTrs9OzZU3PmzNGyZcv08ssva+3atbrxxhtVUHBmQ83c3Fz5+fmpbt26Lq8LDw9Xbm5ume87fvx4ORwO5xETE+PR7+Fv/+9GoMaUXGQQAAB4jqWPsc5n4MCBzn9OSEhQu3bt1KhRI33++edKTi57vIsxRjZb6bOgJGnMmDEaNWqU8+f8/HyPBp4A3wDnP58sPOncBR0AAHhelb6zc67IyEg1atRIO3fulCRFRETo5MmTOnTokEu7ffv2KTw8vLS3kHRmHFBISIjL4Um+Pv/NlEt/WcoWEQAAeFG1CjsHDhxQdna2IiPPLMTXtm1b1apVS2lpac42OTk52rp1qzp16mRVmS5Sd6Sq+evNnT/3ea8Pu54DAOBFlj7GOnr0qH7++WfnzxkZGdq0aZNCQ0MVGhqqsWPH6vbbb1dkZKQyMzP15JNPKiwsTLfddpskyeFw6L777tMjjzyievXqKTQ0VKNHj1arVq2cs7OsVLzr+bmbgRbves70cwAAPM/SsLNu3Tp16dLF+XPxOJqhQ4dq2rRp2rJli959910dPnxYkZGR6tKli95//30FBwc7X/PKK6/I19dXAwYM0IkTJ3TTTTdpxowZstutnfF0vl3PbbIpZXGKbr3iVmZnAQDgQTbD9CDl5+fL4XAoLy/PbeN3VmSuUJeZXc7bbvnQ5UqKS3LLZwIAcCmp6N/vajVmpzph13MAAKoGwo6HsOs5AABVA2HHQ9j1HACAqoGw4yFn73p+buBh13MAALyHsONBxbueNwxp6HKeXc8BAPAewo6HJbdIVubITHVo2EGS9GinR5UxMoOgAwCAlxB2vMDuY1e0I1qS1MjRiEdXAAB4EWHHSwJ9AyVJJ06fsLgSAAAuLYQdL3GGnVOEHQAAvImw4yX+vv6SpHU567QicwU7nwMA4CWEHS9I3ZGqGZtmSJI++fETdZnZhZ3PAQDwEsKOhxXvfH7k5BGX88U7nxN4AADwLMKOB51v53NJSlmcwiMtAAA8iLDjQelZ6dqdv7vM60ZG2fnZSs9K92JVAABcWgg7HsTO5wAAWI+w40HsfA4AgPUIOx7EzucAAFiPsONBZ+98fi52PgcAwDsIOx5WvPN5/dr1Xc6z8zkAAN7ha3UBl4LkFsmKrBOpTu90Ur3Aepo/YL4SYxO5owMAgBcQdrykjl8dSZKPzUdJcUnWFgMAwCWEx1heEliLXc8BALACYcdL/Hz8JEnHTh5jI1AAALyIsOMFqTtS1fGdjpLOrJrMRqAAAHgPYcfDijcC/e3Iby7n2QgUAADvIOx4EBuBAgBgPcKOB7ERKAAA1iPseBAbgQIAYD3CjgexESgAANYj7HgQG4ECAGA9wo4Hnb0R6LmBh41AAQDwDkvDztdff62+ffsqKipKNptNCxcudF47deqUHn/8cbVq1UpBQUGKiorSPffco99+c53CnZSUJJvN5nLceeedXv4mZSveCLRhSEOX82wECgCAd1gado4dO6bWrVtrypQpJa4dP35cGzZs0NNPP60NGzYoNTVVP/30k2655ZYSbe+//37l5OQ4jzfffNMb5VdYcotkZY7MVOvw1pKkp294WhkjMwg6AAB4gaUbgfbs2VM9e/Ys9ZrD4VBaWprLuddee03XXnutsrKyFBsb6zxfu3ZtRUREeLTWi2X3sSsyOFLf7/1ejes25tEVAABeUq3G7OTl5clms+myyy5zOT9nzhyFhYWpZcuWGj16tI4cOWJNgecRYA+QJH3969fsjwUAgJdYemfnQvzxxx964oknNHjwYIWEhDjP33XXXYqPj1dERIS2bt2qMWPG6Pvvvy9xV+hsBQUFKigocP6cn5/v0dqlM9tGLPlliSRp+qbpmr5puqJDojW5x2QeZwEA4EHVIuycOnVKd955p4qKijR16lSXa/fff7/znxMSEtS0aVO1a9dOGzZsUJs2bUp9v/Hjx+vZZ5/1aM1nK94f69xtI4r3x2KgMgAAnlPlH2OdOnVKAwYMUEZGhtLS0lzu6pSmTZs2qlWrlnbu3FlmmzFjxigvL895ZGdnu7tsJ/bHAgDAWlU67BQHnZ07d2rp0qWqV6/eeV+zbds2nTp1SpGRZa9K7O/vr5CQEJfDU9gfCwAAa1n6GOvo0aP6+eefnT9nZGRo06ZNCg0NVVRUlPr3768NGzbos88+U2FhoXJzcyVJoaGh8vPz065duzRnzhz16tVLYWFh2r59ux555BFdc801uu6666z6Wi7YHwsAAGtZGnbWrVunLl26OH8eNWqUJGno0KEaO3asPvnkE0nS1Vdf7fK65cuXKykpSX5+fvrqq680efJkHT16VDExMerdu7eeeeYZ2e1VY2o3+2MBAGAtmzGm5GCSS0x+fr4cDofy8vLc/kirsKhQcZPjtCd/T6njdmyyKTokWhkjM1h7BwCAC1DRv99VesxOTXD2/ljnYn8sAAA8j7DjBcX7Y9ULdB1gzf5YAAB4XrVYZ6cmSG6RLD8fP/Wd11eNHI00o98MJcYmckcHAAAP486OFwX5BUmSCgoLztMSAAC4C2HHS1J3pOrOj+6UJOUezVWXmV0UNzlOqTtSLa4MAICajbDjBcXbRew7ts/lfPF2EQQeAAA8h7DjYWwXAQCAtQg7HsZ2EQAAWIuw42FsFwEAgLUIOx7GdhEAAFiLsONhibGJig6Jdq6WfC6bbIoJiVFibKKXKwMA4NJA2PGws7eLODfwsF0EAACeR9jxguLtIhqGNHQ5z3YRAAB4HmHHS5JbJGvXiF2KrHNmbM5f2vxFP4/4maADAICHVSrsZGdna/fu/06nXrNmjVJSUvTvf//bbYXVNKk7UtXktSbKOXpm1tWbG95Uk9easKAgAAAeVqmwM3jwYC1fvlySlJubq27dumnNmjV68skn9dxzz7m1wJqgeAXlc9fbYQVlAAA8r1JhZ+vWrbr22mslSR988IESEhK0atUqzZ07VzNmzHBnfdUeKygDAGCtSoWdU6dOyd/fX5K0dOlS3XLLLZKk5s2bKyeHxfHOxgrKAABYq1Jhp2XLlnrjjTeUnp6utLQ09ejRQ5L022+/qV69em4tsLpjBWUAAKxVqbDzr3/9S2+++aaSkpI0aNAgtW7dWpL0ySefOB9v4QxWUAYAwFo2Y0zJwSQVUFhYqPz8fNWtW9d5LjMzU7Vr11aDBg3cVqA35Ofny+FwKC8vTyEhIW5978KiQsVNjtOe/D2ljtuxyabokGhljMxgYUEAAC5ARf9+V+rOzokTJ1RQUOAMOr/++qsmTZqkH3/8sdoFHU9jBWUAAKxVqbBz66236t1335UkHT58WO3bt9fLL7+sfv36adq0aW4tsCZgBWUAAKxTqbCzYcMGJSae2bhy/vz5Cg8P16+//qp3331Xr776qlsLrCmSWyQrc2SmHm7/sCSpaWhTTb91um694laLKwMAoGarVNg5fvy4goODJUlLlixRcnKyfHx81KFDB/36669uLbAm+fjHjzVz80xJ0s6DO9V1VlfFTY5jUUEAADyoUmHn8ssv18KFC5Wdna0vv/xS3bt3lyTt27fP7QN8a4riVZQPnjjocp5VlAEA8KxKhZ3/9//+n0aPHq24uDhde+216tixo6Qzd3muueYatxZYE7CKMgAA1qlU2Onfv7+ysrK0bt06ffnll87zN910k1555RW3FVdTsIoyAADW8a3sCyMiIhQREaHdu3fLZrOpYcOGLChYBlZRBgDAOpW6s1NUVKTnnntODodDjRo1UmxsrC677DL94x//UFFRkbtrrPZYRRkAAOtU6s7OU089pbffflsvvPCCrrvuOhlj9J///Edjx47VH3/8oeeff97ddVZribGJig6JPu8qyomxiRZUBwBAzVap7SKioqL0xhtvOHc7L/bxxx9r+PDh2rNnj9sK9AZPbhdRrHg2liSXwFO8ijKLCwIAcGE8ul3EwYMH1bx58xLnmzdvroMHD5byitJ9/fXX6tu3r6KiomSz2bRw4UKX68YYjR07VlFRUQoMDFRSUpK2bdvm0qagoEAjRoxQWFiYgoKCdMstt2j37rIHA1uFVZQBALBGpcJO69atNWXKlBLnp0yZoquuuqrC73Ps2LEy30uSJkyYoIkTJ2rKlClau3atIiIi1K1bNx05csTZJiUlRQsWLNC8efP0zTff6OjRo+rTp48KC6veNO7kFsnaNWKXAn0DJUmPX/e4fh7xM0EHAAAPqtRjrJUrV6p3796KjY1Vx44dZbPZtGrVKmVnZ2vRokXOrSQuqBCbTQsWLFC/fv0knbmrExUVpZSUFD3++OOSztzFCQ8P17/+9S/95S9/UV5enurXr69Zs2Zp4MCBkqTffvtNMTExWrRokW6++eYKfbY3HmNJZx5ljVw80mUaenRItCb3mEzgAQDgAnn0MVbnzp31008/6bbbbtPhw4d18OBBJScna9u2bZo+fXqliz5bRkaGcnNznaszS5K/v786d+6sVatWSZLWr1+vU6dOubSJiopSQkKCs01pCgoKlJ+f73J4WvGYnXPX22EFZQAAPKvS6+xERUWVmHX1/fffa+bMmXrnnXcuurDc3FxJUnh4uMv54k1Hi9v4+fmpbt26JdoUv74048eP17PPPnvRNVbU+VZQtsmmlMUpuvWKW2X3sXutLgAALgWVurPjTTabzeVnY0yJc+c6X5sxY8YoLy/PeWRnZ7ul1rKwgjIAANapsmEnIiJCkkrcodm3b5/zbk9ERIROnjypQ4cOldmmNP7+/goJCXE5PIkVlAEAsE6VDTvx8fGKiIhQWlqa89zJkye1cuVKderUSZLUtm1b1apVy6VNTk6Otm7d6mxTFbCCMgAA1rmgMTvJyeXPGDp8+PAFffjRo0f1888/O3/OyMjQpk2bFBoaqtjYWKWkpGjcuHFq2rSpmjZtqnHjxql27doaPHiwJMnhcOi+++7TI488onr16ik0NFSjR49Wq1at1LVr1wuqxZNYQRkAAOtcUNhxOBznvX7PPfdU+P3WrVunLl26OH8eNWqUJGno0KGaMWOGHnvsMZ04cULDhw/XoUOH1L59ey1ZskTBwcHO17zyyivy9fXVgAEDdOLECd10002aMWOG7PaqM9DX7mPX5B6T1f+D/rLJVuoKypN6TGJwMgAAHlCpdXZqGivX2alfu75e7/W67mh5h8c+FwCAmqiif78rPfUcFy65RbKKior0P5/8j46ePCpJ+v347xq1ZJTsPnYWFgQAwAOq7ADlmih1R6oGzB/gDDrFWFgQAADPIex4yfkWFpSklMUpKiyqent6AQBQnRF2vISFBQEAsAZhx0tYWBAAAGsQdryEhQUBALAGYcdLihcWLF5X51w22RQTEsPCggAAuBlhx0uKFxYsDwsLAgDgfoQdL0pukazRnUbLbnMNNHabXaM7jWadHQAAPICw40WpO1L10qqXVGhcp5cXmSK9tOol1tkBAMADCDtewjo7AABYg7DjJayzAwCANQg7XsI6OwAAWIOw4yWsswMAgDUIO17COjsAAFiDsOMlZ6+zU1rgMTKsswMAgAcQdrwouUWy5g+Yr9DA0BLX6gXWs6AiAABqPsKOBQ6eOFjquf4f9GetHQAA3Iyw40WstQMAgPcRdryItXYAAPA+wo4XsdYOAADeR9jxItbaAQDA+wg7XsRaOwAAeB9hx4vOXmunLKy1AwCAexF2vCy5RbJGdxotH5tr19ttdo3uNFrJLZItqgwAgJqJsONlqTtS9dKql1RkilzOF5kivbTqJdbZAQDAzQg7XsQ6OwAAeB9hx4tYZwcAAO8j7HgR6+wAAOB9hB0vYp0dAAC8j7DjRedbZ0cS6+wAAOBmVT7sxMXFyWazlTgefPBBSdKwYcNKXOvQoYPFVZeuIuvs3JlwJ+vsAADgRlU+7Kxdu1Y5OTnOIy0tTZJ0xx13ONv06NHDpc2iRYusKve8itfZKQvTzwEAcC9fqws4n/r167v8/MILL6hJkybq3Lmz85y/v78iIiK8XVqlFBYV6r2t75XbJmVxim694lbu8AAA4AZV/s7O2U6ePKnZs2fr3nvvlc3233EvK1asUIMGDdSsWTPdf//92rdvX7nvU1BQoPz8fJfDW5h+DgCAd1WrsLNw4UIdPnxYw4YNc57r2bOn5syZo2XLlunll1/W2rVrdeONN6qgoKDM9xk/frwcDofziImJ8UL1ZzD9HAAA77IZY0ou51tF3XzzzfLz89Onn35aZpucnBw1atRI8+bNU3Jy6ftMFRQUuISh/Px8xcTEKC8vTyEhIW6v+2wrMleoy8wu5223fOhyJcUlebQWAACqs/z8fDkcjvP+/a7yY3aK/frrr1q6dKlSU8sfvBsZGalGjRpp586dZbbx9/eXv7+/u0uskOLp5+U9ymL6OQAA7lNtHmNNnz5dDRo0UO/evcttd+DAAWVnZysysmouzGf3sWtQwqBy2zD9HAAA96kWYaeoqEjTp0/X0KFD5ev735tRR48e1ejRo7V69WplZmZqxYoV6tu3r8LCwnTbbbdZWHHZKjIba97WeWwGCgCAm1SLsLN06VJlZWXp3nvvdTlvt9u1ZcsW3XrrrWrWrJmGDh2qZs2aafXq1QoODrao2vKdbzaWJGZjAQDgRtVizE737t1V2jjqwMBAffnllxZUVHnMxgIAwLuqxZ2dmoTNQAEA8C7CjpcVz8YqD7OxAABwH8KOlzEbCwAA7yLseBmzsQAA8C7CjpcxGwsAAO8i7HgZs7EAAPAuwo6XMRsLAADvIux4WfFsLJtsZbapF1iP2VgAALgJYcfL7D52Te4xWUZlbzZ/4MQBffzjx16sCgCAmouwY4Fbr7hV9QLrlXndJptSFqcwIwsAADcg7FggPStdB04cKPO6kWFGFgAAbkLYsQAzsgAA8B7CjgWYkQUAgPcQdizA/lgAAHgPYccC7I8FAID3EHYswP5YAAB4D2HHAuyPBQCA9xB2LMBsLAAAvIewYwFmYwEA4D2EHQtUZDaWJO0/tt8L1QAAULMRdixg97FrYveJ5203askoBikDAHCRCDsWqR9U/7xtGKQMAMDFI+xYhEHKAAB4B2HHIgxSBgDAOwg7FkmMTVS9wHrltqkXWI8tIwAAuEiEHQAAUKMRdiySnpWuAycOlNvmwIkDDFAGAOAiEXYswgBlAAC8g7BjEQYoAwDgHYQdi7CKMgAA3kHYsQirKAMA4B2EHQuxijIAAJ5XpcPO2LFjZbPZXI6IiAjndWOMxo4dq6ioKAUGBiopKUnbtm2zsOILwyBlAAA8r0qHHUlq2bKlcnJynMeWLVuc1yZMmKCJEydqypQpWrt2rSIiItStWzcdOXLEwoorjkHKAAB4XpUPO76+voqIiHAe9eufefRjjNGkSZP01FNPKTk5WQkJCZo5c6aOHz+uuXPnWlx1xXSK7iS7zV5uG7vNrk7RnbxUEQAANU+VDzs7d+5UVFSU4uPjdeedd+qXX36RJGVkZCg3N1fdu3d3tvX391fnzp21atWqct+zoKBA+fn5LocVVu1epUJT/uDjQlOoVbvL/z4AAKBsVTrstG/fXu+++66+/PJLvfXWW8rNzVWnTp104MAB5ebmSpLCw8NdXhMeHu68Vpbx48fL4XA4j5iYGI99h/IwZgcAAM+r0mGnZ8+euv3229WqVSt17dpVn3/+uSRp5syZzjY2m83lNcaYEufONWbMGOXl5TmP7Oxs9xdfARUdi7Pz4E4PVwIAQM1VpcPOuYKCgtSqVSvt3LnTOSvr3Ls4+/btK3G351z+/v4KCQlxOayQGJuohsENz9vurQ1vsdYOAACVVK3CTkFBgXbs2KHIyEjFx8crIiJCaWlpzusnT57UypUr1alT9RjQa/ex63/b/u952+3O381aOwAAVJKv1QWUZ/To0erbt69iY2O1b98+/fOf/1R+fr6GDh0qm82mlJQUjRs3Tk2bNlXTpk01btw41a5dW4MHD7a69AprGtq0Qu0YtwMAQOVU6bCze/duDRo0SPv371f9+vXVoUMHffvtt2rUqJEk6bHHHtOJEyc0fPhwHTp0SO3bt9eSJUsUHBxsceUVx1o7AAB4ls0YY6wuwmr5+flyOBzKy8vz+vidk6dPqva42uVOQbfb7Dr+5HH5+fp5sTIAAKq2iv79rlZjdmoi1toBAMCzCDsWY60dAAA8i7BjMdbaAQDAswg7FmOtHQAAPIuwYzHW2gEAwLMIO1UAa+0AAOA5hJ0qoEFQA7e2AwAA/0XYAQAANRphpwrYd2yfW9sBAID/IuxUATzGAgDAcwg7AACgRiPsVAEVfTz12U+febgSAABqHsJOFVDRVZTnbJnDwoIAAFwgwk4VkBibqLDaYedt9/vx31lYEACAC0TYqQLsPnbdfdXdFWrLwoIAAFwYwk4V0adpnwq1Y0YWAAAXhrADAABqNMJOFcGMLAAAPIOwU0UwIwsAAM8g7FQRzMgCAMAzCDtVBDOyAADwDMJOFcKMLAAA3I+wUw3xGAsAgIoj7FQhFZ2RNWXNFAYpAwBQQYSdKqSiM7IOnDjA3R0AACqIsFOFJMYmqm5A3Qq13ZO/x8PVAABQMxB2qhC7j123XnFrhdr+fvx3D1cDAEDNQNipYro27lqhdpmHMj1bCAAANQRhp4ppGNKwQu3mbp3LIGUAACqAsFPFsJIyAADuRdipYuw+dg1uNbhCbRmkDADA+VXpsDN+/Hj96U9/UnBwsBo0aKB+/frpxx9/dGkzbNgw2Ww2l6NDhw4WVewe8ZfFV6jdVxlfebgSAACqvyoddlauXKkHH3xQ3377rdLS0nT69Gl1795dx44dc2nXo0cP5eTkOI9FixZZVLF71K9dv0LtPtz+IeN2AAA4D1+rCyjP4sWLXX6ePn26GjRooPXr1+uGG25wnvf391dERIS3y/OYig5SPnryqFZkrtBNjW/ycEUAAFRfVfrOzrny8vIkSaGhoS7nV6xYoQYNGqhZs2a6//77tW9f+dsuFBQUKD8/3+WoShJjExXsF1yhtisyV3i2GAAAqrlqE3aMMRo1apSuv/56JSQkOM/37NlTc+bM0bJly/Tyyy9r7dq1uvHGG1VQUFDme40fP14Oh8N5xMTEeOMrVJjdx67ujbtXqG2RKfJwNQAAVG/VJuw89NBD2rx5s9577z2X8wMHDlTv3r2VkJCgvn376osvvtBPP/2kzz//vMz3GjNmjPLy8pxHdna2p8u/YB1jOlaoHTOyAAAoX7UIOyNGjNAnn3yi5cuXKzo6uty2kZGRatSokXbu3FlmG39/f4WEhLgcVU1EnYqNQfroh48YpAwAQDmqdNgxxuihhx5Samqqli1bpvj480/JPnDggLKzsxUZWbEdxKuqCx2kDAAASlelw86DDz6o2bNna+7cuQoODlZubq5yc3N14sQJSdLRo0c1evRorV69WpmZmVqxYoX69u2rsLAw3XbbbRZXf3EuZJDyG+ve8HA1AABUX1U67EybNk15eXlKSkpSZGSk83j//fclSXa7XVu2bNGtt96qZs2aaejQoWrWrJlWr16t4OCKBYWqyu5j181Nbq5Q209+/IRHWQAAlKFKr7NjjCn3emBgoL788ksvVeN9D7R7QPN3zD9vu5NFJ/WPr/+hsUljPV8UAADVTJW+s3OpS4pLUoA9oEJtX/n2Fe7uAABQCsJOFWb3satPsz4VaptfkM8u6AAAlIKwU8U90O6BCrdduGOh5woBAKCaIuxUcUlxSartW7tCbd/a+BaPsgAAOAdhp4qz+9j15zZ/rlDb46eOs+YOAADnIOxUA7e1qPiaQU8te8qDlQAAUP0QdqqBxNhEBfoGVqjtd3u+0/xt55+uDgDApYKwUw3YfezqeXnPCrcfsmAIY3cAAPg/hJ1qYvifhle47R+Ff2jwR4M9WA0AANUHYaeaSIpLUqC9Yo+yJOmD7R/wOAsAABF2qg27j12PXffYBb1m8EeDeZwFALjkEXaqkac7P13h7SMk6ZQ5pcR3Ej1YEQAAVR9hpxqx+9j17m3vXtBrVu9ZrZFfjPRQRQAAVH2EnWrmjpZ3aMCVAy7oNa+ueVV9Zldsjy0AAGoawk41NPf2uRf0OEuSPt/1uSJfjGQMDwDgkkPYqYYq8zhLknKP58r3H766Z8E9Onn6pAcqAwCg6iHsVFN3tLxD/Vv0r9RrZ22eJf/n/dViSgul7Urjbg8AoEazGWOM1UVYLT8/Xw6HQ3l5eQoJCbG6nAorLCpU4POBOlV06qLfKzQgVNdEXKNHOz2qrk26yu5jd0OFAAB4TkX/fhN2VH3DjiR9uO1DDZh/YQOWKyLIHqTatWorwDdAMmdWZS5SkYL9gtUxpqP+55r/0Y3xNxKKAACWIexcgOocdiRp9JLRenn1y5Z8dnEo8rf7q6CwQIWmUHab3SUklXeuIq/z5HtXl9dVxZr4LvRBVa2JPqha38XYjMKDwnVP63uU0iFFfr5+bvsbRNi5ANU97EjSo0se1UurX7K6DAAAyvVop0c1odsEt7xXRf9+M0C5hnix+4v6sP+HVpcBAEC5Xlz1oh5Lu7Dtjy4WYacG6d+yv04/fVoRQRFWlwIAQJkmrp7o1SVQCDs1jN3HrpzROerTlBWTAQBVU6Ep1NR1U732eYSdGurTwZ/q/dvfl5+P+waCAQDgLrsO7vLaZxF2arABCQN0/Knj+vKuL9WwTkOrywEAwKlJaBOvfRZhp4az+9jV/fLu2v3Ibh0fc1zdGneTTTarywIAXMLsNruGtxvutc/z9donwXKBfoFaMmSJCosK9dUvX2n6pulK/zVde47usbo0AMAlZFTHUW5db+d8WGdHNWOdnYtxdvj5Pud77T++v8TCUHkn85R/Kt/qUgEA1ZwV6+wQdkTYqajyQlF1W9Gzur2uKtbEd6EPqmpN9EHV+i6soFxFEHYAAKh+LrkVlKdOnar4+HgFBASobdu2Sk9Pt7okAABQBdSIsPP+++8rJSVFTz31lDZu3KjExET17NlTWVlZVpcGAAAsViMeY7Vv315t2rTRtGnTnOdatGihfv36afz48ed9PY+xAACofi6Zx1gnT57U+vXr1b17d5fz3bt316pVqyyqCgAAVBXVfp2d/fv3q7CwUOHh4S7nw8PDlZubW+prCgoKVFBQ4Pw5P58p1QAA1FTV/s5OMZvNdVVgY0yJc8XGjx8vh8PhPGJiYrxRIgAAsEC1DzthYWGy2+0l7uLs27evxN2eYmPGjFFeXp7zyM7O9kapAADAAtU+7Pj5+alt27ZKS0tzOZ+WlqZOnTqV+hp/f3+FhIS4HAAAoGaq9mN2JGnUqFEaMmSI2rVrp44dO+rf//63srKy9MADD1hdGgAAsFiNCDsDBw7UgQMH9NxzzyknJ0cJCQlatGiRGjVqVKHXF8++Z6AyAADVR/Hf7fOtolMj1tm5WLt372aQMgAA1VR2draio6PLvE7YkVRUVKTffvtNwcHBZc7gqoz8/HzFxMQoOzubcUEeRl97B/3sHfSz99DX3uGpfjbG6MiRI4qKipKPT9nDkGvEY6yL5ePjU24ivFgMgvYe+to76GfvoJ+9h772Dk/0s8PhOG+baj8bCwAAoDyEHQAAUKMRdjzI399fzzzzjPz9/a0upcajr72DfvYO+tl76GvvsLqfGaAMAABqNO7sAACAGo2wAwAAajTCDgAAqNEIOwAAoEYj7HjQ1KlTFR8fr4CAALVt21bp6elWl1RtjB8/Xn/6058UHBysBg0aqF+/fvrxxx9d2hhjNHbsWEVFRSkwMFBJSUnatm2bS5uCggKNGDFCYWFhCgoK0i233KLdu3d786tUK+PHj5fNZlNKSorzHP3sPnv27NHdd9+tevXqqXbt2rr66qu1fv1653X6+uKdPn1af//73xUfH6/AwEA1btxYzz33nIqKipxt6OfK+frrr9W3b19FRUXJZrNp4cKFLtfd1a+HDh3SkCFD5HA45HA4NGTIEB0+fPjiijfwiHnz5platWqZt956y2zfvt2MHDnSBAUFmV9//dXq0qqFm2++2UyfPt1s3brVbNq0yfTu3dvExsaao0ePOtu88MILJjg42Hz00Udmy5YtZuDAgSYyMtLk5+c72zzwwAOmYcOGJi0tzWzYsMF06dLFtG7d2pw+fdqKr1WlrVmzxsTFxZmrrrrKjBw50nmefnaPgwcPmkaNGplhw4aZ7777zmRkZJilS5ean3/+2dmGvr54//znP029evXMZ599ZjIyMsyHH35o6tSpYyZNmuRsQz9XzqJFi8xTTz1lPvroIyPJLFiwwOW6u/q1R48eJiEhwaxatcqsWrXKJCQkmD59+lxU7YQdD7n22mvNAw884HKuefPm5oknnrCooupt3759RpJZuXKlMcaYoqIiExERYV544QVnmz/++MM4HA7zxhtvGGOMOXz4sKlVq5aZN2+es82ePXuMj4+PWbx4sXe/QBV35MgR07RpU5OWlmY6d+7sDDv0s/s8/vjj5vrrry/zOn3tHr179zb33nuvy7nk5GRz9913G2PoZ3c5N+y4q1+3b99uJJlvv/3W2Wb16tVGkvnhhx8qXS+PsTzg5MmTWr9+vbp37+5yvnv37lq1apVFVVVveXl5kqTQ0FBJUkZGhnJzc1362N/fX507d3b28fr163Xq1CmXNlFRUUpISOD3cI4HH3xQvXv3VteuXV3O08/u88knn6hdu3a644471KBBA11zzTV66623nNfpa/e4/vrr9dVXX+mnn36SJH3//ff65ptv1KtXL0n0s6e4q19Xr14th8Oh9u3bO9t06NBBDofjovqejUA9YP/+/SosLFR4eLjL+fDwcOXm5lpUVfVljNGoUaN0/fXXKyEhQZKc/VhaH//666/ONn5+fqpbt26JNvwe/mvevHnasGGD1q5dW+Ia/ew+v/zyi6ZNm6ZRo0bpySef1Jo1a/S3v/1N/v7+uueee+hrN3n88ceVl5en5s2by263q7CwUM8//7wGDRokiX+nPcVd/Zqbm6sGDRqUeP8GDRpcVN8TdjzIZrO5/GyMKXEO5/fQQw9p8+bN+uabb0pcq0wf83v4r+zsbI0cOVJLlixRQEBAme3o54tXVFSkdu3aady4cZKka665Rtu2bdO0adN0zz33ONvR1xfn/fff1+zZszV37ly1bNlSmzZtUkpKiqKiojR06FBnO/rZM9zRr6W1v9i+5zGWB4SFhclut5dIofv27SuRelG+ESNG6JNPPtHy5csVHR3tPB8RESFJ5fZxRESETp48qUOHDpXZ5lK3fv167du3T23btpWvr698fX21cuVKvfrqq/L19XX2E/188SIjI3XllVe6nGvRooWysrIk8e+0uzz66KN64okndOedd6pVq1YaMmSIHn74YY0fP14S/ewp7urXiIgI7d27t8T7//777xfV94QdD/Dz81Pbtm2Vlpbmcj4tLU2dOnWyqKrqxRijhx56SKmpqVq2bJni4+NdrsfHxysiIsKlj0+ePKmVK1c6+7ht27aqVauWS5ucnBxt3bqV38P/uemmm7RlyxZt2rTJebRr10533XWXNm3apMaNG9PPbnLdddeVWD7hp59+UqNGjSTx77S7HD9+XD4+rn/a7Ha7c+o5/ewZ7urXjh07Ki8vT2vWrHG2+e6775SXl3dxfV/poc0oV/HU87ffftts377dpKSkmKCgIJOZmWl1adXCX//6V+NwOMyKFStMTk6O8zh+/LizzQsvvGAcDodJTU01W7ZsMYMGDSp1mmN0dLRZunSp2bBhg7nxxhsv+emj53P2bCxj6Gd3WbNmjfH19TXPP/+82blzp5kzZ46pXbu2mT17trMNfX3xhg4daho2bOicep6ammrCwsLMY4895mxDP1fOkSNHzMaNG83GjRuNJDNx4kSzceNG55Iq7urXHj16mKuuusqsXr3arF692rRq1Yqp51XZ66+/bho1amT8/PxMmzZtnNOmcX6SSj2mT5/ubFNUVGSeeeYZExERYfz9/c0NN9xgtmzZ4vI+J06cMA899JAJDQ01gYGBpk+fPiYrK8vL36Z6OTfs0M/u8+mnn5qEhATj7+9vmjdvbv7973+7XKevL15+fr4ZOXKkiY2NNQEBAaZx48bmqaeeMgUFBc429HPlLF++vNT/Lg8dOtQY475+PXDggLnrrrtMcHCwCQ4ONnfddZc5dOjQRdVuM8aYyt8XAgAAqNoYswMAAGo0wg4AAKjRCDsAAKBGI+wAAIAajbADAABqNMIOAACo0Qg7AACgRiPsALgkxcXFadKkSVaXAcALCDsAPG7YsGHq16+fJCkpKUkpKSle++wZM2bosssuK3F+7dq1+t///V+v1QHAOr5WFwAAlXHy5En5+flV+vX169d3YzUAqjLu7ADwmmHDhmnlypWaPHmybDabbDabMjMzJUnbt29Xr169VKdOHYWHh2vIkCHav3+/87VJSUl66KGHNGrUKIWFhalbt26SpIkTJ6pVq1YKCgpSTEyMhg8frqNHj0qSVqxYof/5n/9RXl6e8/PGjh0rqeRjrKysLN16662qU6eOQkJCNGDAAO3du9d5fezYsbr66qs1a9YsxcXFyeFw6M4779SRI0ecbebPn69WrVopMDBQ9erVU9euXXXs2DEP9SaAiiLsAPCayZMnq2PHjrr//vuVk5OjnJwcxcTEKCcnR507d9bVV1+tdevWafHixdq7d68GDBjg8vqZM2fK19dX//nPf/Tmm29Kknx8fPTqq69q69atmjlzppYtW6bHHntMktSpUydNmjRJISEhzs8bPXp0ibqMMerXr58OHjyolStXKi0tTbt27dLAgQNd2u3atUsLFy7UZ599ps8++0wrV67UCy+8IEnKycnRoEGDdO+992rHjh1asWKFkpOTxfaDgPV4jAXAaxwOh/z8/FS7dm1FREQ4z0+bNk1t2rTRuHHjnOfeeecdxcTE6KefflKzZs0kSZdffrkmTJjg8p5nj/+Jj4/XP/7xD/31r3/V1KlT5efnJ4fDIZvN5vJ551q6dKk2b96sjIwMxcTESJJmzZqlli1bau3atfrTn/4kSSoqKtKMGTMUHBwsSRoyZIi++uorPf/888rJydHp06eVnJysRo0aSZJatWp1Eb0FwF24swPAcuvXr9fy5ctVp04d59G8eXNJZ+6mFGvXrl2J1y5fvlzdunVTw4YNFRwcrHvuuUcHDhy4oMdHO3bsUExMjDPoSNKVV16pyy67TDt27HCei4uLcwYdSYqMjNS+ffskSa1bt9ZNN92kVq1a6Y477tBbb72lQ4cOVbwTAHgMYQeA5YqKitS3b19t2rTJ5di5c6duuOEGZ7ugoCCX1/3666/q1auXEhIS9NFHH2n9+vV6/fXXJUmnTp2q8OcbY2Sz2c57vlatWi7XbTabioqKJEl2u11paWn64osvdOWVV+q1117TFVdcoYyMjArXAcAzCDsAvMrPz0+FhYUu59q0aaNt27YpLi5Ol19+uctxbsA527p163T69Gm9/PLL6tChg5o1a6bffvvtvJ93riuvvFJZWVnKzs52ntu+fbvy8vLUokWLCn83m82m6667Ts8++6w2btwoPz8/LViwoMKvB+AZhB0AXhUXF6fvvvtOmZmZ2r9/v4qKivTggw/q4MGDGjRokNasWaNffvlFS5Ys0b333ltuUGnSpIlOnz6t1157Tb/88otmzZqlN954o8TnHT16VF999ZX279+v48ePl3ifrl276qqrrtJdd92lDRs2aM2aNbrnnnvUuXPnUh+dlea7777TuHHjtG7dOmVlZSk1NVW///77BYUlAJ5B2AHgVaNHj5bdbteVV16p+vXrKysrS1FRUfrPf/6jwsJC3XzzzUpISNDIkSPlcDjk41P2f6auvvpqTZw4Uf/617+UkJCgOXPmaPz48S5tOnXqpAceeEADBw5U/fr1Swxwls7ckVm4cKHq1q2rG264QV27dlXjxo31/vvvV/h7hYSE6Ouvv1avXr3UrFkz/f3vf9fLL7+snj17VrxzAHiEzTAvEgAA1GDc2QEAADUaYQcAANRohB0AAFCjEXYAAECNRtgBAAA1GmEHAADUaIQdAABQoxF2AABAjUbYAQAANRphBwAA1GiEHQAAUKMRdgAAQI32/wGirpeQYpPR0AAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Predictions for ElasticNet: [ 13.61395719  16.2815548   12.76879172  11.8229257    3.3846831\n",
+      "   1.09199746 -14.27931261  -0.72147523  28.56181321  -7.32721009\n",
+      "   3.75538623 -37.11525799  14.28139865  29.24993063 -10.27674339\n",
+      "   3.14141683 -23.35832409  -5.34207916  31.7343072  -29.62320252\n",
+      " -38.0934305   -1.78746399  26.49300849  14.67584141 -14.61167969\n",
+      "  10.65106189  11.33410517  10.70349717  -3.23065238 -43.1267149\n",
+      "   8.98558661  16.52231543 -21.83447051 -29.39269886  22.16314857\n",
+      " -20.13588649   9.39976633  10.76504226  17.05194165  25.52410768\n",
+      "   5.2973809  -24.88416609 -25.98269474  11.89210051   5.99536085\n",
+      "  38.67187322   2.31448827  15.03228821  20.96917114  43.81114809]\n",
+      "Mean Squared Error for ElasticNet: 13.504786534596468\n",
+      "R² for ElasticNet: 0.9657\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "run_models()\n",
+    "test_predict()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------GENERATED DATA----------------------------\n",
+      "Fold 1 - MSE: 12.569071852681008, R²: 0.9990183954891182\n",
+      "Fold 2 - MSE: 12.636289767434118, R²: 0.9990036622203452\n",
+      "Fold 3 - MSE: 12.406018075960594, R²: 0.9990534928957612\n",
+      "Fold 4 - MSE: 12.62360039258062, R²: 0.9990249782593933\n",
+      "Fold 5 - MSE: 12.416345013111266, R²: 0.9990464161127611\n",
+      "Average MSE over 5 folds: 12.530265020353522\n",
+      "Average R² over 5 folds: 0.9990293889954758\n"
+     ]
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "\n",
+    "class ElasticNet:\n",
+    "    def __init__(self, alpha=1.0, l1_ratio=0.5, learning_rate=0.01, max_iter=1000):\n",
+    "        self.alpha = alpha\n",
+    "        self.l1_ratio = l1_ratio\n",
+    "        self.learning_rate = learning_rate\n",
+    "        self.max_iter = max_iter\n",
+    "        self.coef_ = None\n",
+    "\n",
+    "    def fit(self, X, y):\n",
+    "        num_samples, num_features = X.shape\n",
+    "        self.coef_ = np.zeros(num_features)\n",
+    "\n",
+    "        for _ in range(self.max_iter):\n",
+    "            predictions = X.dot(self.coef_)\n",
+    "            errors = predictions - y\n",
+    "            gradient = (X.T.dot(errors) / num_samples) + self.alpha * (1 - self.l1_ratio) * self.coef_\n",
+    "            l1_penalty = self.alpha * self.l1_ratio * np.sign(self.coef_)\n",
+    "            self.coef_ -= self.learning_rate * (gradient + l1_penalty)\n",
+    "\n",
+    "    def predict(self, X):\n",
+    "        return X.dot(self.coef_)\n",
+    "\n",
+    "    def score(self, X, y):\n",
+    "        predictions = self.predict(X)\n",
+    "        mse = np.mean((predictions - y) ** 2)\n",
+    "        r2 = 1 - (np.sum((predictions - y) ** 2) / np.sum((y - np.mean(y)) ** 2))\n",
+    "        return mse, r2\n",
+    "\n",
+    "def k_fold_cross_validation(model, X, y, n_splits=5):\n",
+    "    fold_size = len(y) // n_splits\n",
+    "    mse_scores = []\n",
+    "    r2_scores = []\n",
+    "\n",
+    "    for i in range(n_splits):\n",
+    "        start = i * fold_size\n",
+    "        end = start + fold_size if i < n_splits - 1 else len(y)\n",
+    "\n",
+    "        X_train = np.concatenate((X[:start], X[end:]), axis=0)\n",
+    "        y_train = np.concatenate((y[:start], y[end:]), axis=0)\n",
+    "        X_val = X[start:end]\n",
+    "        y_val = y[start:end]\n",
+    "\n",
+    "        model.fit(X_train, y_train)\n",
+    "        mse, r2 = model.score(X_val, y_val)\n",
+    "        mse_scores.append(mse)\n",
+    "        r2_scores.append(r2)\n",
+    "\n",
+    "        print(f\"Fold {i + 1} - MSE: {mse}, R²: {r2}\")\n",
+    "\n",
+    "    avg_mse = np.mean(mse_scores)\n",
+    "    avg_r2 = np.mean(r2_scores)\n",
+    "    print(f\"Average MSE over {n_splits} folds: {avg_mse}\")\n",
+    "    print(f\"Average R² over {n_splits} folds: {avg_r2}\")\n",
+    "\n",
+    "if __name__ == \"__main__\":\n",
+    "    print(\"----------------------------GENERATED DATA----------------------------\")\n",
+    "    data = pd.read_csv('Data.csv')\n",
+    "    X = data.drop(columns='y').values  \n",
+    "    y = data['y'].values\n",
+    "\n",
+    "    alpha = 0.001\n",
+    "    l1_ratio = 0.01\n",
+    "    elastic_net = ElasticNet(alpha=alpha, l1_ratio=l1_ratio)\n",
+    "\n",
+    "    # Perform K-Fold Cross-Validation\n",
+    "    k_fold_cross_validation(elastic_net, X, y, n_splits=5)\n",
+    "\n",
+    "\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "base",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/elasticnet/__init__.py b/elasticnet/__init__.py
index e69de29..69a796d 100644
--- a/elasticnet/__init__.py
+++ b/elasticnet/__init__.py
@@ -0,0 +1,134 @@
+import pandas as pd
+import numpy as np
+import csv
+import os
+from models import LassoModel, RidgeModel, ElasticNetModel, RegularizedRegression
+from models.decision_tree import DecisionTreeRegressor
+
+
+class KNNModel:
+    def __init__(self, k=3):
+        self.k = k
+    
+    def fit(self, X, y):
+        self.X_train = X
+        self.y_train = y
+    
+    def predict(self, X):
+        predictions = []
+        for x in X:
+            distances = np.sqrt(np.sum((self.X_train - x) ** 2, axis=1))  # Euclidean distance
+            k_indices = distances.argsort()[:self.k]  # Get indices of k closest points
+            k_nearest_labels = self.y_train[k_indices]
+            # Majority vote (regression case - take the mean)
+            prediction = np.mean(k_nearest_labels)
+            predictions.append(prediction)
+        return np.array(predictions)
+
+def run_models():
+   for i in range(3):
+        if i == 1:
+            print("\n ")
+            print("----------------------------WHITE WINE----------------------------")
+            print("\n ")
+            data = pd.read_csv('winequality-white.csv', sep=';')
+            X = data.drop(columns='quality').values  
+            y = data['quality'].values
+        elif i == 0:
+            print("\n ")
+            print("----------------------------DIABETES----------------------------")
+            print("\n ")
+            data = pd.read_csv('https://raw.githubusercontent.com/jbrownlee/Datasets/master/pima-indians-diabetes.data.csv', header=None)
+            X = data.iloc[:, :-1].values
+            y = data.iloc[:, -1].values
+        elif i == 2:
+            print("\n ")
+            print("----------------------------GENERATED DATA----------------------------")
+            print("\n ")
+            data = pd.read_csv('Data.csv')
+            X = data.drop(columns='y').values  
+            y = data['y'].values
+
+        data = data.dropna()
+
+        X_mean = np.mean(X, axis=0)
+        X_std = np.std(X, axis=0)
+        X_scaled = (X - X_mean) / X_std
+        X_b = np.c_[np.ones((X_scaled.shape[0], 1)), X_scaled]  # Add bias term
+
+        models = [
+            ("Linear Regression", RegularizedRegression(), {}),
+            ("Ridge Regression", RidgeModel(lambda_l2=0.01, alpha=0.001, num_iterations=1000), {}),
+            ("Lasso Regression", LassoModel(lambda_l1=0.01, alpha=0.001, num_iterations=1000), {}),
+            ("Elastic Net Regression", ElasticNetModel(lambda_l1=0.01, lambda_l2=0.01, alpha=0.001, num_iterations=1000), {}),
+            ("KNN Regression", KNNModel(k=5), {})
+        ]
+
+        for model_name, model, _ in models:
+            model.fit(X_b, y)
+            y_pred = model.predict(X_b)
+            mse = (np.square(y - y_pred)).mean(axis=None)
+            r2 = 1 - np.sum((y - y_pred) ** 2) / np.sum((y - np.mean(y)) ** 2)
+            
+            # Print and store the results for each model
+            print(f"{model_name} MSE: {mse:.4f}, R²: {r2:.4f}")
+
+
+def calculate_r2(y_true, y_pred):
+    ss_total = np.sum((y_true - np.mean(y_true)) ** 2)
+    ss_residual = np.sum((y_true - y_pred) ** 2)
+    r2 = 1 - (ss_residual / ss_total)
+    return r2
+
+def test_predict():
+    print("\n ")
+    print("----------------------------Test Data----------------------------")
+    print("\n ")
+
+    models = {
+        "Lasso": LassoModel(),
+        "Ridge": RidgeModel(),
+        "KNN": KNNModel(),
+        "ElasticNet": ElasticNetModel()
+    }
+
+    data = []
+
+    current_dir = os.getcwd()
+
+    file_path = os.path.join(current_dir, "tests", "test.csv")
+    try:
+        with open(file_path, "r") as file:
+            reader = csv.DictReader(file)
+            for row in reader:
+                data.append(row)
+    except FileNotFoundError:
+        print(f"File not found: {file_path}")
+        return
+    
+    X = np.array([[float(v) for k, v in datum.items() if k.startswith('x')] for datum in data])
+    y = np.array([float(datum['y']) for datum in data])
+    
+    for name, model in models.items():
+        print("\n ")
+        print(f"Testing {name}")
+        print("\n ")
+        model.fit(X, y)
+        preds = model.predict(X)
+        print(f"Predictions for {name}: {preds}")
+        
+        # Calculating Mean Squared Error (MSE)
+        mse = np.mean((preds - y) ** 2)
+        print(f"Mean Squared Error for {name}: {mse}")
+        
+        # Calculate R² score
+        r2 = calculate_r2(y, preds)
+        print(f"R² for {name}: {r2:.4f}")
+        
+
+        assert mse < 22.0, f"High MSE for {name}: MSE = {mse}"
+
+
+if __name__ == "__main__":
+    run_models()  # Run model training
+    test_predict()  # Run prediction test
diff --git a/elasticnet/models/ElasticNet.py b/elasticnet/models/ElasticNet.py
index 017e925..80d7b77 100644
--- a/elasticnet/models/ElasticNet.py
+++ b/elasticnet/models/ElasticNet.py
@@ -1,17 +1,31 @@
+import numpy as np
+from models.linear_regression import RegularizedRegression
 
+class ElasticNetModel(RegularizedRegression):
+    def __init__(self, lambda_l1=0.01, lambda_l2=0.01, alpha=0.001, num_iterations=1000):
+        super().__init__(regularization='elastic_net', lambda_l1=lambda_l1, lambda_l2=lambda_l2, alpha=alpha, num_iterations=num_iterations)
+        self.parameters = None 
 
-class ElasticNetModel():
-    def __init__(self):
-        pass
+    def elastic_net_loss(self, parameters, features, labels):
+        mse_loss = self.linear_loss(parameters, features, labels)
+        l1_loss = self.lambda_l1 * np.sum(np.abs(parameters))
+        l2_loss = self.lambda_l2 * np.linalg.norm(parameters) ** 2
+        return mse_loss + l1_loss + l2_loss
 
+    def elastic_net_gradient(self, parameters, features, labels):
+        grad = self.linear_gradient(parameters, features, labels)
+        l1_grad = self.lambda_l1 * np.sign(parameters)
+        l2_grad = 2 * self.lambda_l2 * parameters
+        return grad + l1_grad + l2_grad
 
-    def fit(self, X, y):
-        return ElasticNetModelResults()
+    
 
+    def predict(self, X):
+        return np.dot(X, self.parameters)
 
-class ElasticNetModelResults():
-    def __init__(self):
-        pass
+class ElasticNetModelResults:
+    def __init__(self, parameters):
+        self.parameters = parameters
 
     def predict(self, x):
-        return 0.5
+        return np.dot(x, self.parameters)
diff --git a/elasticnet/models/__init__.py b/elasticnet/models/__init__.py
index e69de29..f0b476f 100644
--- a/elasticnet/models/__init__.py
+++ b/elasticnet/models/__init__.py
@@ -0,0 +1,7 @@
+# models/__init__.py
+from .linear_regression import RegularizedRegression
+from .lasso import LassoModel
+from .ridge import RidgeModel
+from .ElasticNet import ElasticNetModel
+
+
diff --git a/elasticnet/models/decision_tree.py b/elasticnet/models/decision_tree.py
new file mode 100644
index 0000000..9de4530
--- /dev/null
+++ b/elasticnet/models/decision_tree.py
@@ -0,0 +1,81 @@
+import numpy as np
+
+class DecisionTreeRegressor:
+    def __init__(self, min_samples_split=2, max_depth=10):
+        self.min_samples_split = min_samples_split
+        self.max_depth = max_depth
+        self.tree = None
+
+    def fit(self, X, y):
+        self.tree = self._build_tree(X, y)
+
+    def _build_tree(self, X, y, depth=0):
+        num_samples, num_features = X.shape
+        if num_samples >= self.min_samples_split and depth < self.max_depth:
+            best_split = self._get_best_split(X, y, num_features)
+            if best_split['variance_reduction'] > 0:
+                left_subtree = self._build_tree(best_split['X_left'], best_split['y_left'], depth + 1)
+                right_subtree = self._build_tree(best_split['X_right'], best_split['y_right'], depth + 1)
+                return {
+                    'feature_index': best_split['feature_index'],
+                    'threshold': best_split['threshold'],
+                    'left': left_subtree,
+                    'right': right_subtree
+                }
+        return np.mean(y)
+
+    def _get_best_split(self, X, y, num_features):
+        best_split = {}
+        max_variance_reduction = -float('inf')
+        
+        for feature_index in range(num_features):
+            feature_values = X[:, feature_index]
+            possible_thresholds = np.unique(feature_values)
+            for threshold in possible_thresholds:
+                X_left, y_left, X_right, y_right = self._split(X, y, feature_index, threshold)
+
+                if len(y_left) > 0 and len(y_right) > 0:
+                    variance_reduction = self._calculate_variance_reduction(y, y_left, y_right)
+
+                    if variance_reduction > max_variance_reduction:
+                        max_variance_reduction = variance_reduction
+                        best_split = {
+                            'feature_index': feature_index,
+                            'threshold': threshold,
+                            'X_left': X_left,
+                            'y_left': y_left,
+                            'X_right': X_right,
+                            'y_right': y_right,
+                            'variance_reduction': variance_reduction
+                        }
+        
+        return best_split
+
+    def _split(self, X, y, feature_index, threshold):
+        X_left = X[X[:, feature_index] <= threshold]
+        y_left = y[X[:, feature_index] <= threshold]
+        X_right = X[X[:, feature_index] > threshold]
+        y_right = y[X[:, feature_index] > threshold]
+        return X_left, y_left, X_right, y_right
+
+    def _calculate_variance_reduction(self, y, y_left, y_right):
+        weight_left = len(y_left) / len(y)
+        weight_right = len(y_right) / len(y)
+        reduction = np.var(y) - (weight_left * np.var(y_left) + weight_right * np.var(y_right))
+        return reduction
+
+    def predict(self, X):
+        return np.array([self._predict_single_input(x, self.tree) for x in X])
+
+    def _predict_single_input(self, x, tree):
+        if isinstance(tree, dict):
+            feature_index = tree['feature_index']
+            threshold = tree['threshold']
+
+            if x[feature_index] <= threshold:
+                return self._predict_single_input(x, tree['left'])
+            else:
+                return self._predict_single_input(x, tree['right'])
+        else:
+            return tree  
+
diff --git a/elasticnet/models/lasso.py b/elasticnet/models/lasso.py
new file mode 100644
index 0000000..f5033a0
--- /dev/null
+++ b/elasticnet/models/lasso.py
@@ -0,0 +1,16 @@
+import numpy as np
+from models.linear_regression import RegularizedRegression
+
+class LassoModel(RegularizedRegression):
+    def __init__(self, lambda_l1=0.01, alpha=0.001, num_iterations=1000):
+        super().__init__(regularization='lasso', lambda_l1=lambda_l1, alpha=alpha, num_iterations=num_iterations)
+
+    def lasso_loss(self, parameters, features, labels):
+        return self.linear_loss(parameters, features, labels) + self.lambda_l1 * np.sum(np.abs(parameters))
+
+    def lasso_gradient(self, parameters, features, labels):
+        grad = self.linear_gradient(parameters, features, labels)
+        grad += self.lambda_l1 * np.sign(parameters)
+        return grad
+    def predict(self, X):
+        return np.dot(X, self.parameters)
diff --git a/elasticnet/models/linear_regression.py b/elasticnet/models/linear_regression.py
new file mode 100644
index 0000000..29d4eb9
--- /dev/null
+++ b/elasticnet/models/linear_regression.py
@@ -0,0 +1,60 @@
+import numpy as np
+import matplotlib.pyplot as plt  # type: ignore
+
+class RegularizedRegression:
+    def __init__(self, regularization='none', lambda_l1=0.0, lambda_l2=0.0, alpha=0.001, num_iterations=1000):
+        self.regularization = regularization
+        self.lambda_l1 = lambda_l1
+        self.lambda_l2 = lambda_l2
+        self.alpha = alpha
+        self.num_iterations = num_iterations
+        self.parameters = None
+
+    def linear_loss(self, parameters, features, labels):
+        N = len(labels)
+        predictions = np.dot(features, parameters)
+        loss = np.sum((predictions - labels) ** 2) / (2 * N)
+        return loss
+
+    def linear_gradient(self, parameters, features, labels):
+        N = len(labels)
+        predictions = np.dot(features, parameters)
+        grad = (1 / N) * np.dot(features.T, (predictions - labels))
+        return grad
+
+    def fit(self, X, y):
+    
+        initial_parameters = np.zeros(X.shape[1])
+    
+        if self.regularization == 'lasso':
+            loss_function = self.lasso_loss
+            gradient_function = self.lasso_gradient
+        elif self.regularization == 'ridge':
+            loss_function = self.ridge_loss
+            gradient_function = self.ridge_gradient
+        elif self.regularization == 'elastic_net':
+            loss_function = self.elastic_net_loss
+            gradient_function = self.elastic_net_gradient
+        else:
+            loss_function = self.linear_loss
+            gradient_function = self.linear_gradient
+        
+        self.parameters = initial_parameters.copy()
+        iteration_list, loss_list = [], []
+        
+        for i in range(self.num_iterations):
+            grad = gradient_function(self.parameters, X, y)
+            self.parameters -= self.alpha * grad
+            loss = loss_function(self.parameters, X, y)
+            iteration_list.append(i)
+            loss_list.append(loss)
+
+
+        # plt.plot(iteration_list, loss_list, 'ob', linestyle='solid', color='red')
+        # plt.xlabel("Iterations")
+        # plt.ylabel("Loss")
+        # plt.title(f"Loss Function ({self.regularization.capitalize()})")
+        # plt.show()
+
+    def predict(self, X):
+        return np.dot(X, self.parameters)
diff --git a/elasticnet/models/ridge.py b/elasticnet/models/ridge.py
new file mode 100644
index 0000000..5e4f54c
--- /dev/null
+++ b/elasticnet/models/ridge.py
@@ -0,0 +1,16 @@
+import numpy as np
+from models.linear_regression import RegularizedRegression
+
+class RidgeModel(RegularizedRegression):
+    def __init__(self, lambda_l2=0.01, alpha=0.001, num_iterations=1000):
+        super().__init__(regularization='ridge', lambda_l2=lambda_l2, alpha=alpha, num_iterations=num_iterations)
+
+    def ridge_loss(self, parameters, features, labels):
+        return self.linear_loss(parameters, features, labels) + self.lambda_l2 * np.linalg.norm(parameters) ** 2
+
+    def ridge_gradient(self, parameters, features, labels):
+        grad = self.linear_gradient(parameters, features, labels)
+        grad += 2 * self.lambda_l2 * parameters
+        return grad
+    def predict(self, X):
+        return np.dot(X, self.parameters)
diff --git a/elasticnet/tests/small_test.csv b/elasticnet/tests/small_test.csv
deleted file mode 100644
index bf8442e..0000000
--- a/elasticnet/tests/small_test.csv
+++ /dev/null
@@ -1,51 +0,0 @@
-x_0,x_1,x_2,y
--2.421348566501347,6.290215260063935,2.516304163087373,10.240119830146476
-8.13465811997068,-6.975968662410185,-3.2810945459842866,-6.8962940548446845
--0.4531238994261493,0.05889462611191654,-3.592293253611172,14.10428803155231
-3.979832584128687,-8.129001764124755,9.202914789330517,-43.788867687445624
--4.354231825431758,2.4724749171156333,8.45972163584499,-12.067617018047834
-8.726620980175113,-9.607722575405269,-5.092837184080405,-8.265643240683891
--0.29136484802189955,8.224663789274086,-3.8193339707565555,32.98185595386334
-1.4118708853910462,6.003042800612462,3.9968255952773095,0.7267789346532836
-0.21525181834957507,-3.321041549359367,-5.352746248495515,11.93444109619503
-4.80226153299567,9.818246112545182,4.936296097738831,3.5995719453822046
-9.71733974143089,0.1440918710436101,8.74993701189404,-34.917122745540794
-4.098687611436789,-9.75205878861841,7.980744101999381,-43.32805584620358
--2.398060521804659,2.8278192128541733,-1.626174948927721,16.91539285950553
-5.398272903061114,7.583046908728093,2.758295974535457,4.437457748228852
-3.371527871466675,-5.430064318728407,2.1915998058530857,-16.03565826569788
-2.0863644528269365,0.10824916542728857,8.144465640869694,-25.094326089867696
-2.8255940202840684,-2.286321234798363,4.771241059098381,-18.000440202657604
--8.150227640024978,-4.259315052105519,1.8923353680502952,-1.3930242667026356
--6.067265316809651,3.6776254617776942,8.4817269440159,-10.278522746897893
-8.64017362219969,9.717801217085075,4.980672567111553,-0.9266647796977245
--4.636910653452324,0.9373715699813872,4.978170771263397,-3.8217233698137143
--7.940395120999431,2.953441321061362,-0.9370552302607145,21.291726783530805
-7.692709298116139,-5.485844206553388,-6.019643260327971,2.1873435652525455
--6.485086441297707,7.06589989184231,-8.842925435171665,50.35981404591074
-5.036321300769028,2.0420739888497152,-4.368234397412891,15.435100617505809
--2.203566631709222,-6.141030616852454,-1.822186931753599,-0.5890454529472771
-3.2620868350599768,7.851306022896178,-4.479265977335616,27.896949611024628
-6.402611257683294,-4.018677430646336,0.48600102750762986,-12.289355696825485
-5.378501224056757,4.355667003325474,-7.565417868242747,31.017195148404717
-2.0486633392332614,8.253411759540757,-3.966950647644751,29.555547834722987
-2.626017326894857,3.314924154867276,9.810418858378235,-22.85112181951592
--0.04750452520510429,5.935777040113393,-0.3470621837504506,16.516617979443822
--6.775500897482147,-0.8747563332852692,-2.758815934335188,16.55155644731519
--5.130765599150095,8.959898235120185,1.1701541118251235,22.753375944830324
-9.607901921761815,-9.108821424255002,5.524296399378377,-41.93781490943017
--2.9201254899877434,5.134928295361929,-9.896226148902585,43.58829658171542
-6.956501039100711,0.8359369151964895,-6.1636372998431295,16.225403196517274
-7.725179239543149,-4.913104095867496,-1.110476120153832,-9.936035489824537
--6.142683379729563,1.4244393989902058,1.8529074318076262,5.554396424524908
--2.0474061706133977,-1.2170618863263076,8.899325908803291,-23.596187786238964
-9.359523403637155,3.4124788823300065,-1.4222946765509725,2.4507844709064064
--8.642800876507275,-9.508822574677566,2.9901775243378577,-16.775543378589024
--2.470992582133973,5.1672327675732195,-8.753045094764744,40.855147394263106
--7.756097982925145,5.227601844332813,-3.179199348468109,30.739018818654756
-5.393783291304004,-1.5186710515725927,-7.469139234639499,17.503383657767756
--7.644671911438172,1.8115363641056241,-6.167155079348694,33.57677356652164
-6.557442460132911,-4.44188855380612,-6.368621306151785,7.435670420087931
-0.21009363927752744,-2.719754693698011,1.0885820356480096,-6.289562485886653
--8.571672299069252,8.890348599509473,5.468260371802332,15.412904086362603
-7.872454219630789,-3.9905860234116357,0.9068940749874717,-16.017543419998542
diff --git a/elasticnet/tests/test.csv b/elasticnet/tests/test.csv
new file mode 100644
index 0000000..ca14351
--- /dev/null
+++ b/elasticnet/tests/test.csv
@@ -0,0 +1,51 @@
+x_0,x_1,x_2,y
+-0.293584910587521,9.090224344806671,1.770775171171648,15.852471744282603
+-6.200913159262744,-2.1361209453138086,-4.9406421880798,20.56764219609496
+-9.812056449045475,3.2700759186936956,0.872200243281096,17.597725473530684
+-5.718336589098085,-6.554459139038857,-6.600264051209324,16.769039685790084
+-8.774366133224241,-7.135731365994513,-3.3707212424988287,6.53657732205927
+-3.8237071630553254,-9.997791013034407,-5.97337294152404,4.219271419058731
+9.116503368689457,-7.407215971039354,-2.961620908564111,-9.409340547494875
+1.2628262832747517,-2.6274890716702948,-1.8945815741344019,2.4251748794491483
+9.065890898039493,7.253773662217229,-7.011294798182144,29.722777215096276
+7.467583689550312,1.7362304853989352,1.3988236635834017,-3.2990321887515686
+-6.86405717821704,-0.3871963622949326,0.49439466695858636,9.37669515291571
+3.1554146468123,-8.032005308704385,5.751278829651467,-33.4252438810227
+-4.900597689472052,6.394190943430827,1.0674533757929838,15.367299293492762
+-2.019903267828942,-0.08268380439143241,-8.976056953021175,31.928108500195282
+9.507198705818901,0.8009262331571998,1.1417111958584547,-5.388319521484123
+9.769430711277113,-8.62927333080416,-9.629608025090752,6.101804354763778
+-6.321570342236429,-0.3255802022994181,9.18735375166645,-17.47614190855854
+4.204994878129941,8.848822789144357,6.472175165241403,-2.645861270651352
+-8.929420762252677,3.5183353721874666,-5.375611517233683,37.468312074286615
+-0.03461120088218195,-4.0798002779056075,6.891095599181066,-24.77359233061913
+-2.1917776929192523,-4.77007873111615,9.799212104715414,-33.80621981686403
+-4.741428499940142,9.071349505142116,8.040530970650906,4.482537902266518
+4.909080152771422,9.408556782296895,-3.69550770813454,29.678911130170274
+7.928716211011324,-1.8858617879756068,-8.315346226557308,15.90258641353135
+5.452166294841563,-6.458098814927236,-1.161773704256026,-11.793967297667786
+0.04308959003949786,8.555669740710812,2.277170625254974,13.969373755774203
+6.469020590213241,-4.81723079019001,-8.779821557699414,14.66337412880553
+4.333673880064306,5.404776095516784,-1.0914919542700297,14.31043349525089
+-9.500759828852338,4.549358423940387,6.8395881887834005,1.1300431106684299
+9.639786432234601,-5.011074669598452,7.8688457633278075,-39.41263997085588
+4.694262604513089,7.8782533384064335,1.025015931663651,10.540363973349471
+2.21107223703628,9.015816797968139,0.05554280029552272,18.05263377061381
+4.587214295323454,2.490195095653438,7.446578558718415,-19.78180115244433
+4.200841433543429,-4.2915027922053,5.45559873771452,-24.463089003901306
+-9.04868753094712,4.613638260541175,-1.4961650973282925,24.584473274978706
+3.55176042682378,-6.973168895735132,0.8332409420074072,-17.43417558711254
+3.8113856960330006,-3.0245520554911787,-6.182297693603449,15.335236886556931
+6.05470096977913,-3.3958610623777186,-7.520618589339292,12.641770914155188
+-1.1568227813997223,-0.7159792893326089,-5.687517212397428,20.939562069059047
+-0.09017977379078834,-0.4732974796658618,-8.583354273075344,28.464800949507573
+-0.3256600254212749,4.002967132748054,1.06289282668931,8.947438479561063
+-4.014430697672429,-8.49701040039087,3.5281040824469034,-20.493517928876532
+1.607652392234622,-5.912150756812782,4.004759225903234,-23.01262923156268
+9.68817979724893,9.802595094878292,-0.062499917160363516,15.07194267509199
+6.617717035292294,0.5628378491046604,-3.4729286817590155,6.2773386640413875
+-2.041129805624571,8.351790561096932,-6.362562820537585,41.83612355053398
+0.6969204130291606,0.5764491768084157,-0.564934120472782,6.399326061866628
+-3.447880024784038,7.60621527193064,1.2201373828617923,18.725495109854542
+9.83699951542597,1.8618171701936137,-8.39013984107207,21.54573951287355
+-4.891530656697009,8.861518670939233,-6.869526230870784,45.30739203372256
diff --git a/elasticnet/tests/test_ElasticNetModel.py b/elasticnet/tests/test_ElasticNetModel.py
deleted file mode 100644
index 5022c3c..0000000
--- a/elasticnet/tests/test_ElasticNetModel.py
+++ /dev/null
@@ -1,19 +0,0 @@
-import csv
-
-import numpy
-
-from elasticnet.models.ElasticNet import ElasticNetModel
-
-def test_predict():
-    model = ElasticNetModel()
-    data = []
-    with open("small_test.csv", "r") as file:
-        reader = csv.DictReader(file)
-        for row in reader:
-            data.append(row)
-
-    X = numpy.array([[v for k,v in datum.items() if k.startswith('x')] for datum in data])
-    y = numpy.array([[v for k,v in datum.items() if k=='y'] for datum in data])
-    results = model.fit(X,y)
-    preds = results.predict(X)
-    assert preds == 0.5
diff --git a/elasticnet/winequality-white.csv b/elasticnet/winequality-white.csv
new file mode 100755
index 0000000..3c4d554
--- /dev/null
+++ b/elasticnet/winequality-white.csv
@@ -0,0 +1,4899 @@
+"fixed acidity";"volatile acidity";"citric acid";"residual sugar";"chlorides";"free sulfur dioxide";"total sulfur dioxide";"density";"pH";"sulphates";"alcohol";"quality"
+7;0.27;0.36;20.7;0.045;45;170;1.001;3;0.45;8.8;6
+6.3;0.3;0.34;1.6;0.049;14;132;0.994;3.3;0.49;9.5;6
+8.1;0.28;0.4;6.9;0.05;30;97;0.9951;3.26;0.44;10.1;6
+7.2;0.23;0.32;8.5;0.058;47;186;0.9956;3.19;0.4;9.9;6
+7.2;0.23;0.32;8.5;0.058;47;186;0.9956;3.19;0.4;9.9;6
+8.1;0.28;0.4;6.9;0.05;30;97;0.9951;3.26;0.44;10.1;6
+6.2;0.32;0.16;7;0.045;30;136;0.9949;3.18;0.47;9.6;6
+7;0.27;0.36;20.7;0.045;45;170;1.001;3;0.45;8.8;6
+6.3;0.3;0.34;1.6;0.049;14;132;0.994;3.3;0.49;9.5;6
+8.1;0.22;0.43;1.5;0.044;28;129;0.9938;3.22;0.45;11;6
+8.1;0.27;0.41;1.45;0.033;11;63;0.9908;2.99;0.56;12;5
+8.6;0.23;0.4;4.2;0.035;17;109;0.9947;3.14;0.53;9.7;5
+7.9;0.18;0.37;1.2;0.04;16;75;0.992;3.18;0.63;10.8;5
+6.6;0.16;0.4;1.5;0.044;48;143;0.9912;3.54;0.52;12.4;7
+8.3;0.42;0.62;19.25;0.04;41;172;1.0002;2.98;0.67;9.7;5
+6.6;0.17;0.38;1.5;0.032;28;112;0.9914;3.25;0.55;11.4;7
+6.3;0.48;0.04;1.1;0.046;30;99;0.9928;3.24;0.36;9.6;6
+6.2;0.66;0.48;1.2;0.029;29;75;0.9892;3.33;0.39;12.8;8
+7.4;0.34;0.42;1.1;0.033;17;171;0.9917;3.12;0.53;11.3;6
+6.5;0.31;0.14;7.5;0.044;34;133;0.9955;3.22;0.5;9.5;5
+6.2;0.66;0.48;1.2;0.029;29;75;0.9892;3.33;0.39;12.8;8
+6.4;0.31;0.38;2.9;0.038;19;102;0.9912;3.17;0.35;11;7
+6.8;0.26;0.42;1.7;0.049;41;122;0.993;3.47;0.48;10.5;8
+7.6;0.67;0.14;1.5;0.074;25;168;0.9937;3.05;0.51;9.3;5
+6.6;0.27;0.41;1.3;0.052;16;142;0.9951;3.42;0.47;10;6
+7;0.25;0.32;9;0.046;56;245;0.9955;3.25;0.5;10.4;6
+6.9;0.24;0.35;1;0.052;35;146;0.993;3.45;0.44;10;6
+7;0.28;0.39;8.7;0.051;32;141;0.9961;3.38;0.53;10.5;6
+7.4;0.27;0.48;1.1;0.047;17;132;0.9914;3.19;0.49;11.6;6
+7.2;0.32;0.36;2;0.033;37;114;0.9906;3.1;0.71;12.3;7
+8.5;0.24;0.39;10.4;0.044;20;142;0.9974;3.2;0.53;10;6
+8.3;0.14;0.34;1.1;0.042;7;47;0.9934;3.47;0.4;10.2;6
+7.4;0.25;0.36;2.05;0.05;31;100;0.992;3.19;0.44;10.8;6
+6.2;0.12;0.34;1.5;0.045;43;117;0.9939;3.42;0.51;9;6
+5.8;0.27;0.2;14.95;0.044;22;179;0.9962;3.37;0.37;10.2;5
+7.3;0.28;0.43;1.7;0.08;21;123;0.9905;3.19;0.42;12.8;5
+6.5;0.39;0.23;5.4;0.051;25;149;0.9934;3.24;0.35;10;5
+7;0.33;0.32;1.2;0.053;38;138;0.9906;3.13;0.28;11.2;6
+7.3;0.24;0.39;17.95;0.057;45;149;0.9999;3.21;0.36;8.6;5
+7.3;0.24;0.39;17.95;0.057;45;149;0.9999;3.21;0.36;8.6;5
+6.7;0.23;0.39;2.5;0.172;63;158;0.9937;3.11;0.36;9.4;6
+6.7;0.24;0.39;2.9;0.173;63;157;0.9937;3.1;0.34;9.4;6
+7;0.31;0.26;7.4;0.069;28;160;0.9954;3.13;0.46;9.8;6
+6.6;0.24;0.27;1.4;0.057;33;152;0.9934;3.22;0.56;9.5;6
+6.7;0.23;0.26;1.4;0.06;33;154;0.9934;3.24;0.56;9.5;6
+7.4;0.18;0.31;1.4;0.058;38;167;0.9931;3.16;0.53;10;7
+6.2;0.45;0.26;4.4;0.063;63;206;0.994;3.27;0.52;9.8;4
+6.2;0.46;0.25;4.4;0.066;62;207;0.9939;3.25;0.52;9.8;5
+7;0.31;0.26;7.4;0.069;28;160;0.9954;3.13;0.46;9.8;6
+6.9;0.19;0.35;5;0.067;32;150;0.995;3.36;0.48;9.8;5
+7.2;0.19;0.31;1.6;0.062;31;173;0.9917;3.35;0.44;11.7;6
+6.6;0.25;0.29;1.1;0.068;39;124;0.9914;3.34;0.58;11;7
+6.2;0.16;0.33;1.1;0.057;21;82;0.991;3.32;0.46;10.9;7
+6.4;0.18;0.35;1;0.045;39;108;0.9911;3.31;0.35;10.9;6
+6.8;0.2;0.59;0.9;0.147;38;132;0.993;3.05;0.38;9.1;6
+6.9;0.25;0.35;1.3;0.039;29;191;0.9908;3.13;0.52;11;6
+7.2;0.21;0.34;11.9;0.043;37;213;0.9962;3.09;0.5;9.6;6
+6;0.19;0.26;12.4;0.048;50;147;0.9972;3.3;0.36;8.9;6
+6.6;0.38;0.15;4.6;0.044;25;78;0.9931;3.11;0.38;10.2;6
+7.4;0.2;0.36;1.2;0.038;44;111;0.9926;3.36;0.34;9.9;6
+6.8;0.22;0.24;4.9;0.092;30;123;0.9951;3.03;0.46;8.6;6
+6;0.19;0.26;12.4;0.048;50;147;0.9972;3.3;0.36;8.9;6
+7;0.47;0.07;1.1;0.035;17;151;0.991;3.02;0.34;10.5;5
+6.6;0.38;0.15;4.6;0.044;25;78;0.9931;3.11;0.38;10.2;6
+7.2;0.24;0.27;1.4;0.038;31;122;0.9927;3.15;0.46;10.3;6
+6.2;0.35;0.03;1.2;0.064;29;120;0.9934;3.22;0.54;9.1;5
+6.4;0.26;0.24;6.4;0.04;27;124;0.9903;3.22;0.49;12.6;7
+6.7;0.25;0.13;1.2;0.041;81;174;0.992;3.14;0.42;9.8;5
+6.7;0.23;0.31;2.1;0.046;30;96;0.9926;3.33;0.64;10.7;8
+7.4;0.24;0.29;10.1;0.05;21;105;0.9962;3.13;0.35;9.5;5
+6.2;0.27;0.43;7.8;0.056;48;244;0.9956;3.1;0.51;9;6
+6.8;0.3;0.23;4.6;0.061;50.5;238.5;0.9958;3.32;0.6;9.5;5
+6;0.27;0.28;4.8;0.063;31;201;0.9964;3.69;0.71;10;5
+8.6;0.23;0.46;1;0.054;9;72;0.9941;2.95;0.49;9.1;6
+6.7;0.23;0.31;2.1;0.046;30;96;0.9926;3.33;0.64;10.7;8
+7.4;0.24;0.29;10.1;0.05;21;105;0.9962;3.13;0.35;9.5;5
+7.1;0.18;0.36;1.4;0.043;31;87;0.9898;3.26;0.37;12.7;7
+7;0.32;0.34;1.3;0.042;20;69;0.9912;3.31;0.65;12;7
+7.4;0.18;0.3;8.8;0.064;26;103;0.9961;2.94;0.56;9.3;5
+6.7;0.54;0.28;5.4;0.06;21;105;0.9949;3.27;0.37;9;5
+6.8;0.22;0.31;1.4;0.053;34;114;0.9929;3.39;0.77;10.6;6
+7.1;0.2;0.34;16;0.05;51;166;0.9985;3.21;0.6;9.2;6
+7.1;0.34;0.2;6.1;0.063;47;164;0.9946;3.17;0.42;10;5
+7.3;0.22;0.3;8.2;0.047;42;207;0.9966;3.33;0.46;9.5;6
+7.1;0.43;0.61;11.8;0.045;54;155;0.9974;3.11;0.45;8.7;5
+7.1;0.44;0.62;11.8;0.044;52;152;0.9975;3.12;0.46;8.7;6
+7.2;0.39;0.63;11;0.044;55;156;0.9974;3.09;0.44;8.7;6
+6.8;0.25;0.31;13.3;0.05;69;202;0.9972;3.22;0.48;9.7;6
+7.1;0.43;0.61;11.8;0.045;54;155;0.9974;3.11;0.45;8.7;5
+7.1;0.44;0.62;11.8;0.044;52;152;0.9975;3.12;0.46;8.7;6
+7.2;0.39;0.63;11;0.044;55;156;0.9974;3.09;0.44;8.7;6
+6.1;0.27;0.43;7.5;0.049;65;243;0.9957;3.12;0.47;9;5
+6.9;0.24;0.33;1.7;0.035;47;136;0.99;3.26;0.4;12.6;7
+6.9;0.21;0.33;1.8;0.034;48;136;0.9899;3.25;0.41;12.6;7
+7.5;0.17;0.32;1.7;0.04;51;148;0.9916;3.21;0.44;11.5;7
+7.1;0.26;0.29;12.4;0.044;62;240;0.9969;3.04;0.42;9.2;6
+6;0.34;0.66;15.9;0.046;26;164;0.9979;3.14;0.5;8.8;6
+8.6;0.265;0.36;1.2;0.034;15;80;0.9913;2.95;0.36;11.4;7
+9.8;0.36;0.46;10.5;0.038;4;83;0.9956;2.89;0.3;10.1;4
+6;0.34;0.66;15.9;0.046;26;164;0.9979;3.14;0.5;8.8;6
+7.4;0.25;0.37;13.5;0.06;52;192;0.9975;3;0.44;9.1;5
+7.1;0.12;0.32;9.6;0.054;64;162;0.9962;3.4;0.41;9.4;5
+6;0.21;0.24;12.1;0.05;55;164;0.997;3.34;0.39;9.4;5
+7.5;0.305;0.4;18.9;0.059;44;170;1;2.99;0.46;9;5
+7.4;0.25;0.37;13.5;0.06;52;192;0.9975;3;0.44;9.1;5
+7.3;0.13;0.32;14.4;0.051;34;109;0.9974;3.2;0.35;9.2;6
+7.1;0.12;0.32;9.6;0.054;64;162;0.9962;3.4;0.41;9.4;5
+7.1;0.23;0.35;16.5;0.04;60;171;0.999;3.16;0.59;9.1;6
+7.1;0.23;0.35;16.5;0.04;60;171;0.999;3.16;0.59;9.1;6
+6.9;0.33;0.28;1.3;0.051;37;187;0.9927;3.27;0.6;10.3;5
+6.5;0.17;0.54;8.5;0.082;64;163;0.9959;2.89;0.39;8.8;6
+7.2;0.27;0.46;18.75;0.052;45;255;1;3.04;0.52;8.9;5
+7.2;0.31;0.5;13.3;0.056;68;195;0.9982;3.01;0.47;9.2;5
+6.7;0.41;0.34;9.2;0.049;29;150;0.9968;3.22;0.51;9.1;5
+6.7;0.41;0.34;9.2;0.049;29;150;0.9968;3.22;0.51;9.1;5
+5.5;0.485;0;1.5;0.065;8;103;0.994;3.63;0.4;9.7;4
+6;0.31;0.24;3.3;0.041;25;143;0.9914;3.31;0.44;11.3;6
+7;0.14;0.4;1.7;0.035;16;85;0.9911;3.19;0.42;11.8;6
+7.2;0.31;0.5;13.3;0.056;68;195;0.9982;3.01;0.47;9.2;5
+7.3;0.32;0.48;13.3;0.06;57;196;0.9982;3.04;0.5;9.2;5
+5.9;0.36;0.04;5.7;0.046;21;87;0.9934;3.22;0.51;10.2;5
+7.8;0.24;0.32;12.2;0.054;42;138;0.9984;3.01;0.54;8.8;5
+7.4;0.16;0.31;6.85;0.059;31;131;0.9952;3.29;0.34;9.7;5
+6.9;0.19;0.28;5;0.058;14;146;0.9952;3.29;0.36;9.1;6
+6.4;0.13;0.47;1.6;0.092;40;158;0.9928;3.21;0.36;9.8;6
+6.7;0.19;0.36;1.1;0.026;63;143;0.9912;3.27;0.48;11;6
+7.4;0.39;0.23;7;0.033;29;126;0.994;3.14;0.42;10.5;5
+6.5;0.24;0.32;7.6;0.038;48;203;0.9958;3.45;0.54;9.7;7
+6.1;0.3;0.56;2.8;0.044;47;179;0.9924;3.3;0.57;10.9;7
+6.1;0.3;0.56;2.7;0.046;46;184;0.9924;3.31;0.57;10.9;6
+5.7;0.26;0.25;10.4;0.02;7;57;0.994;3.39;0.37;10.6;5
+6.5;0.24;0.32;7.6;0.038;48;203;0.9958;3.45;0.54;9.7;7
+6.5;0.425;0.4;13.1;0.038;59;241;0.9979;3.23;0.57;9;5
+6.6;0.24;0.27;15.8;0.035;46;188;0.9982;3.24;0.51;9.2;5
+6.8;0.27;0.22;8.1;0.034;55;203;0.9961;3.19;0.52;8.9;5
+6.7;0.27;0.31;15.7;0.036;44;179;0.9979;3.26;0.56;9.6;5
+8.2;0.23;0.4;1.2;0.027;36;121;0.992;3.12;0.38;10.7;6
+7.1;0.37;0.67;10.5;0.045;49;155;0.9975;3.16;0.44;8.7;5
+6.8;0.19;0.36;1.9;0.035;30;96;0.9917;3.15;0.54;10.8;7
+8.1;0.28;0.39;1.9;0.029;18;79;0.9923;3.23;0.52;11.8;6
+6.3;0.31;0.34;2.2;0.045;20;77;0.9927;3.3;0.43;10.2;5
+7.1;0.37;0.67;10.5;0.045;49;155;0.9975;3.16;0.44;8.7;5
+7.9;0.21;0.4;1.2;0.039;38;107;0.992;3.21;0.54;10.8;6
+8.5;0.21;0.41;4.3;0.036;24;99;0.9947;3.18;0.53;9.7;6
+8.1;0.2;0.4;2;0.037;19;87;0.9921;3.12;0.54;11.2;6
+6.3;0.255;0.37;1.1;0.04;37;114;0.9905;3;0.39;10.9;6
+5.6;0.16;0.27;1.4;0.044;53;168;0.9918;3.28;0.37;10.1;6
+6.4;0.595;0.14;5.2;0.058;15;97;0.9951;3.38;0.36;9;4
+6.3;0.34;0.33;4.6;0.034;19;80;0.9917;3.38;0.58;12;7
+6.9;0.25;0.3;4.1;0.054;23;116;0.994;2.99;0.38;9.4;6
+7.9;0.22;0.38;8;0.043;46;152;0.9934;3.12;0.32;11.5;7
+7.6;0.18;0.46;10.2;0.055;58;135;0.9968;3.14;0.43;9.9;6
+6.9;0.25;0.3;4.1;0.054;23;116;0.994;2.99;0.38;9.4;6
+7.2;0.18;0.41;1.2;0.048;41;97;0.9919;3.14;0.45;10.4;5
+8.2;0.23;0.4;7.5;0.049;12;76;0.9966;3.06;0.84;9.7;6
+7.4;0.24;0.42;14;0.066;48;198;0.9979;2.89;0.42;8.9;6
+7.4;0.24;0.42;14;0.066;48;198;0.9979;2.89;0.42;8.9;6
+6.1;0.32;0.24;1.5;0.036;38;124;0.9898;3.29;0.42;12.4;7
+5.2;0.44;0.04;1.4;0.036;43;119;0.9894;3.36;0.33;12.1;8
+5.2;0.44;0.04;1.4;0.036;43;119;0.9894;3.36;0.33;12.1;8
+6.1;0.32;0.24;1.5;0.036;38;124;0.9898;3.29;0.42;12.4;7
+6.4;0.22;0.56;14.5;0.055;27;159;0.998;2.98;0.4;9.1;5
+6.3;0.36;0.3;4.8;0.049;14;85;0.9932;3.28;0.39;10.6;5
+7.4;0.24;0.42;14;0.066;48;198;0.9979;2.89;0.42;8.9;6
+6.7;0.24;0.35;13.1;0.05;64;205;0.997;3.15;0.5;9.5;5
+7;0.23;0.36;13;0.051;72;177;0.9972;3.16;0.49;9.8;5
+8.4;0.27;0.46;8.7;0.048;39;197;0.9974;3.14;0.59;9.6;6
+6.7;0.46;0.18;2.4;0.034;25;98;0.9896;3.08;0.44;12.6;7
+7.5;0.29;0.31;8.95;0.055;20;151;0.9968;3.08;0.54;9.3;5
+9.8;0.42;0.48;9.85;0.034;5;110;0.9958;2.87;0.29;10;5
+7.1;0.3;0.46;1.5;0.066;29;133;0.9906;3.12;0.54;12.7;6
+7.9;0.19;0.45;1.5;0.045;17;96;0.9917;3.13;0.39;11;6
+7.6;0.48;0.37;0.8;0.037;4;100;0.9902;3.03;0.39;11.4;4
+6.3;0.22;0.43;4.55;0.038;31;130;0.9918;3.35;0.33;11.5;7
+7.5;0.27;0.31;17.7;0.051;33;173;0.999;3.09;0.64;10.2;5
+6.9;0.23;0.4;7.5;0.04;50;151;0.9927;3.11;0.27;11.4;6
+7.2;0.32;0.47;5.1;0.044;19;65;0.991;3.03;0.41;12.6;4
+5.9;0.23;0.3;12.9;0.054;57;170;0.9972;3.28;0.39;9.4;5
+6;0.67;0.07;1.2;0.06;9;108;0.9931;3.11;0.35;8.7;4
+6.4;0.25;0.32;5.5;0.049;41;176;0.995;3.19;0.68;9.2;6
+6.4;0.33;0.31;5.5;0.048;42;173;0.9951;3.19;0.66;9.3;6
+7.1;0.34;0.15;1.2;0.053;61;183;0.9936;3.09;0.43;9.2;5
+6.8;0.28;0.4;22;0.048;48;167;1.001;2.93;0.5;8.7;5
+6.9;0.27;0.4;14;0.05;64;227;0.9979;3.18;0.58;9.6;6
+6.8;0.26;0.56;11.9;0.043;64;226;0.997;3.02;0.63;9.3;5
+6.8;0.29;0.56;11.9;0.043;66;230;0.9972;3.02;0.63;9.3;5
+6.7;0.24;0.41;9.4;0.04;49;166;0.9954;3.12;0.61;9.9;6
+5.9;0.3;0.23;4.2;0.038;42;119;0.9924;3.15;0.5;11;5
+6.8;0.53;0.35;3.8;0.034;26;109;0.9906;3.26;0.57;12.7;8
+6.5;0.28;0.28;8.5;0.047;54;210;0.9962;3.09;0.54;8.9;4
+6.6;0.28;0.28;8.5;0.052;55;211;0.9962;3.09;0.55;8.9;6
+6.8;0.28;0.4;22;0.048;48;167;1.001;2.93;0.5;8.7;5
+6.8;0.28;0.36;8;0.045;28;123;0.9928;3.02;0.37;11.4;6
+6.6;0.15;0.34;5.1;0.055;34;125;0.9942;3.36;0.42;9.6;5
+6.4;0.29;0.44;3.6;0.2;75;181;0.9942;3.02;0.41;9.1;5
+6.4;0.3;0.45;3.5;0.197;76;180;0.9942;3.02;0.39;9.1;6
+6.4;0.29;0.44;3.6;0.197;75;183;0.9942;3.01;0.38;9.1;5
+6.8;0.26;0.24;7.8;0.052;54;214;0.9961;3.13;0.47;8.9;5
+7.1;0.32;0.24;13.1;0.05;52;204;0.998;3.1;0.49;8.8;5
+6.8;0.26;0.24;7.8;0.052;54;214;0.9961;3.13;0.47;8.9;5
+6.8;0.27;0.26;16.1;0.049;55;196;0.9984;3.15;0.5;9.3;5
+7.1;0.32;0.24;13.1;0.05;52;204;0.998;3.1;0.49;8.8;5
+6.9;0.54;0.32;13.2;0.05;53;236;0.9973;3.2;0.5;9.6;5
+6.8;0.26;0.34;13.9;0.034;39;134;0.9949;3.33;0.53;12;6
+5.8;0.28;0.35;2.3;0.053;36;114;0.9924;3.28;0.5;10.2;4
+6.4;0.21;0.5;11.6;0.042;45;153;0.9972;3.15;0.43;8.8;5
+7;0.16;0.32;8.3;0.045;38;126;0.9958;3.21;0.34;9.2;5
+10.2;0.44;0.88;6.2;0.049;20;124;0.9968;2.99;0.51;9.9;4
+6.8;0.57;0.29;2.2;0.04;15;77;0.9938;3.32;0.74;10.2;5
+6.1;0.4;0.31;0.9;0.048;23;170;0.993;3.22;0.77;9.5;6
+5.6;0.245;0.25;9.7;0.032;12;68;0.994;3.31;0.34;10.5;5
+6.8;0.18;0.38;1.4;0.038;35;111;0.9918;3.32;0.59;11.2;7
+7;0.16;0.32;8.3;0.045;38;126;0.9958;3.21;0.34;9.2;5
+6.7;0.13;0.29;5.3;0.051;31;122;0.9944;3.44;0.37;9.7;6
+6.2;0.25;0.25;1.4;0.03;35;105;0.9912;3.3;0.44;11.1;7
+5.8;0.26;0.24;9.2;0.044;55;152;0.9961;3.31;0.38;9.4;5
+7.5;0.27;0.36;7;0.036;45;164;0.9939;3.03;0.33;11;5
+5.8;0.26;0.24;9.2;0.044;55;152;0.9961;3.31;0.38;9.4;5
+5.7;0.28;0.24;17.5;0.044;60;167;0.9989;3.31;0.44;9.4;5
+7.5;0.23;0.36;7;0.036;43;161;0.9938;3.04;0.32;11;5
+7.5;0.27;0.36;7;0.036;45;164;0.9939;3.03;0.33;11;5
+7.2;0.685;0.21;9.5;0.07;33;172;0.9971;3;0.55;9.1;6
+6.2;0.25;0.25;1.4;0.03;35;105;0.9912;3.3;0.44;11.1;7
+6.5;0.19;0.3;0.8;0.043;33;144;0.9936;3.42;0.39;9.1;6
+6.3;0.495;0.22;1.8;0.046;31;140;0.9929;3.39;0.54;10.4;6
+7.1;0.24;0.41;17.8;0.046;39;145;0.9998;3.32;0.39;8.7;5
+6.4;0.17;0.32;2.4;0.048;41;200;0.9938;3.5;0.5;9.7;6
+7.1;0.25;0.32;10.3;0.041;66;272;0.9969;3.17;0.52;9.1;6
+6.4;0.17;0.32;2.4;0.048;41;200;0.9938;3.5;0.5;9.7;6
+7.1;0.24;0.41;17.8;0.046;39;145;0.9998;3.32;0.39;8.7;5
+6.8;0.64;0.08;9.7;0.062;26;142;0.9972;3.37;0.46;8.9;4
+8.3;0.28;0.4;7.8;0.041;38;194;0.9976;3.34;0.51;9.6;6
+8.2;0.27;0.39;7.8;0.039;49;208;0.9976;3.31;0.51;9.5;6
+7.2;0.23;0.38;14.3;0.058;55;194;0.9979;3.09;0.44;9;6
+7.2;0.23;0.38;14.3;0.058;55;194;0.9979;3.09;0.44;9;6
+7.2;0.23;0.38;14.3;0.058;55;194;0.9979;3.09;0.44;9;6
+7.2;0.23;0.38;14.3;0.058;55;194;0.9979;3.09;0.44;9;6
+6.8;0.52;0.32;13.2;0.044;54;221;0.9972;3.27;0.5;9.6;6
+7;0.26;0.59;1.4;0.037;40;120;0.9918;3.34;0.41;11.1;7
+6.2;0.25;0.21;15.55;0.039;28;159;0.9982;3.48;0.64;9.6;6
+7.3;0.32;0.23;13.7;0.05;49;197;0.9985;3.2;0.46;8.7;5
+7.7;0.31;0.26;7.8;0.031;23;90;0.9944;3.13;0.5;10.4;5
+7.1;0.21;0.37;2.4;0.026;23;100;0.9903;3.15;0.38;11.4;7
+6.8;0.24;0.34;2.7;0.047;64.5;218.5;0.9934;3.3;0.58;9.7;6
+6.9;0.4;0.56;11.2;0.043;40;142;0.9975;3.14;0.46;8.7;5
+6.1;0.18;0.36;2;0.038;20;249.5;0.9923;3.37;0.79;11.3;6
+6.8;0.21;0.27;2.1;0.03;26;139;0.99;3.16;0.61;12.6;7
+5.8;0.2;0.27;1.4;0.031;12;77;0.9905;3.25;0.36;10.9;7
+5.6;0.19;0.26;1.4;0.03;12;76;0.9905;3.25;0.37;10.9;7
+6.1;0.41;0.14;10.4;0.037;18;119;0.996;3.38;0.45;10;5
+5.9;0.21;0.28;4.6;0.053;40;199;0.9964;3.72;0.7;10;4
+8.5;0.26;0.21;16.2;0.074;41;197;0.998;3.02;0.5;9.8;3
+6.9;0.4;0.56;11.2;0.043;40;142;0.9975;3.14;0.46;8.7;5
+5.8;0.24;0.44;3.5;0.029;5;109;0.9913;3.53;0.43;11.7;3
+5.8;0.24;0.39;1.5;0.054;37;158;0.9932;3.21;0.52;9.3;6
+6.7;0.26;0.39;1.1;0.04;45;147;0.9935;3.32;0.58;9.6;8
+6.3;0.35;0.3;5.7;0.035;8;97;0.9927;3.27;0.41;11;7
+6.3;0.35;0.3;5.7;0.035;8;97;0.9927;3.27;0.41;11;7
+6.4;0.23;0.39;1.8;0.032;23;118;0.9912;3.32;0.5;11.8;6
+5.8;0.36;0.38;0.9;0.037;3;75;0.9904;3.28;0.34;11.4;4
+6.9;0.115;0.35;5.4;0.048;36;108;0.9939;3.32;0.42;10.2;6
+6.9;0.29;0.4;19.45;0.043;36;156;0.9996;2.93;0.47;8.9;5
+6.9;0.28;0.4;8.2;0.036;15;95;0.9944;3.17;0.33;10.2;5
+7.2;0.29;0.4;13.6;0.045;66;231;0.9977;3.08;0.59;9.6;6
+6.2;0.24;0.35;1.2;0.038;22;167;0.9912;3.1;0.48;10.6;6
+6.9;0.29;0.4;19.45;0.043;36;156;0.9996;2.93;0.47;8.9;5
+6.9;0.32;0.26;8.3;0.053;32;180;0.9965;3.25;0.51;9.2;6
+5.3;0.58;0.07;6.9;0.043;34;149;0.9944;3.34;0.57;9.7;5
+5.3;0.585;0.07;7.1;0.044;34;145;0.9945;3.34;0.57;9.7;6
+5.4;0.59;0.07;7;0.045;36;147;0.9944;3.34;0.57;9.7;6
+6.9;0.32;0.26;8.3;0.053;32;180;0.9965;3.25;0.51;9.2;6
+5.2;0.6;0.07;7;0.044;33;147;0.9944;3.33;0.58;9.7;5
+5.8;0.25;0.26;13.1;0.051;44;148;0.9972;3.29;0.38;9.3;5
+6.6;0.58;0.3;5.1;0.057;30;123;0.9949;3.24;0.38;9;5
+7;0.29;0.54;10.7;0.046;59;234;0.9966;3.05;0.61;9.5;5
+6.6;0.19;0.41;8.9;0.046;51;169;0.9954;3.14;0.57;9.8;6
+6.7;0.2;0.41;9.1;0.044;50;166;0.9954;3.14;0.58;9.8;6
+7.7;0.26;0.4;1.1;0.042;9;60;0.9915;2.89;0.5;10.6;5
+6.8;0.32;0.34;1.2;0.044;14;67;0.9919;3.05;0.47;10.6;4
+7;0.3;0.49;4.7;0.036;17;105;0.9916;3.26;0.68;12.4;7
+7;0.24;0.36;2.8;0.034;22;112;0.99;3.19;0.38;12.6;8
+6.1;0.31;0.58;5;0.039;36;114;0.9909;3.3;0.6;12.3;8
+6.8;0.44;0.37;5.1;0.047;46;201;0.9938;3.08;0.65;10.5;4
+6.7;0.34;0.3;15.6;0.054;51;196;0.9982;3.19;0.49;9.3;5
+7.1;0.35;0.24;15.4;0.055;46;198;0.9988;3.12;0.49;8.8;5
+7.3;0.32;0.25;7.2;0.056;47;180;0.9961;3.08;0.47;8.8;5
+6.5;0.28;0.33;15.7;0.053;51;190;0.9978;3.22;0.51;9.7;6
+7.2;0.23;0.39;14.2;0.058;49;192;0.9979;2.98;0.48;9;7
+7.2;0.23;0.39;14.2;0.058;49;192;0.9979;2.98;0.48;9;7
+7.2;0.23;0.39;14.2;0.058;49;192;0.9979;2.98;0.48;9;7
+7.2;0.23;0.39;14.2;0.058;49;192;0.9979;2.98;0.48;9;7
+5.9;0.15;0.31;5.8;0.041;53;155;0.9945;3.52;0.46;10.5;6
+7.4;0.28;0.42;19.8;0.066;53;195;1;2.96;0.44;9.1;5
+6.2;0.28;0.22;7.3;0.041;26;157;0.9957;3.44;0.64;9.8;7
+9.1;0.59;0.38;1.6;0.066;34;182;0.9968;3.23;0.38;8.5;3
+6.3;0.33;0.27;1.2;0.046;34;175;0.9934;3.37;0.54;9.4;6
+8.3;0.39;0.7;10.6;0.045;33;169;0.9976;3.09;0.57;9.4;5
+7.2;0.19;0.46;3.8;0.041;82;187;0.9932;3.19;0.6;11.2;7
+7.5;0.17;0.44;11.3;0.046;65;146;0.997;3.17;0.45;10;6
+6.7;0.17;0.5;2.1;0.043;27;122;0.9923;3.15;0.45;10.3;6
+6.1;0.41;0;1.6;0.063;36;87;0.9914;3.27;0.67;10.8;6
+8.3;0.2;0.35;0.9;0.05;12;74;0.992;3.13;0.38;10.5;6
+6.1;0.41;0;1.6;0.063;36;87;0.9914;3.27;0.67;10.8;6
+6;0.29;0.21;1.3;0.055;42;168;0.9914;3.32;0.43;11.1;6
+7.3;0.41;0.24;6.8;0.057;41;163;0.9949;3.2;0.41;9.9;6
+7.3;0.41;0.24;6.8;0.057;41;163;0.9949;3.2;0.41;9.9;6
+7.2;0.43;0.24;6.7;0.058;40;163;0.995;3.2;0.41;9.9;5
+7.3;0.4;0.24;6.7;0.058;41;166;0.995;3.2;0.41;9.9;6
+6.2;0.33;0.27;4.9;0.036;30;134;0.9927;3.2;0.42;10.4;7
+6.2;0.31;0.26;4.8;0.037;36;148;0.9928;3.21;0.41;10.4;6
+6.1;0.36;0.27;2.1;0.035;16;100;0.9917;3.4;0.71;11.5;7
+5;0.55;0.14;8.3;0.032;35;164;0.9918;3.53;0.51;12.5;8
+7.8;0.25;0.41;3.7;0.042;37;149;0.9954;3.36;0.45;10;6
+5.7;0.36;0.21;6.7;0.038;51;166;0.9941;3.29;0.63;10;6
+5.8;0.34;0.21;6.6;0.04;50;167;0.9941;3.29;0.62;10;5
+6.8;0.28;0.6;1.1;0.132;42;127;0.9934;3.09;0.44;9.1;6
+6.8;0.25;0.34;4.7;0.031;34;134;0.9927;3.21;0.38;10.6;6
+6.6;0.24;0.35;7.7;0.031;36;135;0.9938;3.19;0.37;10.5;5
+5.9;0.3;0.47;7.85;0.03;19;133;0.9933;3.52;0.43;11.5;7
+6.1;0.125;0.25;3.3;0.04;10;69;0.9934;3.54;0.59;10.1;6
+6;0.1;0.24;1.1;0.041;15;65;0.9927;3.61;0.61;10.3;7
+6.6;0.24;0.35;7.7;0.031;36;135;0.9938;3.19;0.37;10.5;5
+6.8;0.25;0.34;4.7;0.031;34;134;0.9927;3.21;0.38;10.6;6
+6.8;0.28;0.44;9.3;0.031;35;137;0.9946;3.16;0.36;10.4;6
+8.3;0.41;0.51;2;0.046;11;207;0.993;3.02;0.55;11.4;5
+7.5;0.27;0.31;5.8;0.057;131;313;0.9946;3.18;0.59;10.5;5
+7.9;0.26;0.41;15.15;0.04;38;216;0.9976;2.96;0.6;10;6
+6.4;0.34;0.23;6.3;0.039;37;143;0.9944;3.19;0.65;10;6
+6.5;0.28;0.35;15.4;0.042;55;195;0.9978;3.23;0.5;9.6;6
+7.2;0.21;0.41;1.3;0.036;33;85;0.992;3.17;0.51;10.4;5
+6.4;0.32;0.35;4.8;0.03;34;101;0.9912;3.36;0.6;12.5;8
+6.8;0.24;0.34;4.6;0.032;37;135;0.9927;3.2;0.39;10.6;5
+6.3;0.23;0.3;1.8;0.033;16;91;0.9906;3.28;0.4;11.8;6
+6.5;0.28;0.34;9.9;0.038;30;133;0.9954;3.11;0.44;9.8;5
+5.6;0.26;0.26;5.7;0.031;12;80;0.9923;3.25;0.38;10.8;5
+6.3;0.23;0.3;1.8;0.033;16;91;0.9906;3.28;0.4;11.8;6
+6.3;0.23;0.33;1.5;0.036;15;105;0.991;3.32;0.42;11.2;6
+5.8;0.27;0.27;12.3;0.045;55;170;0.9972;3.28;0.42;9.3;6
+5.9;0.26;0.4;1.3;0.047;12;139;0.9945;3.45;0.53;10.4;5
+6.6;0.18;0.35;1.5;0.049;49;141;0.9934;3.43;0.85;10.2;7
+7.4;0.2;0.43;7.8;0.045;27;153;0.9964;3.19;0.55;9;7
+8;0.24;0.36;1.5;0.047;17;129;0.9948;3.2;0.54;10;6
+6.4;0.26;0.42;9.7;0.044;30;140;0.9962;3.18;0.47;9.1;6
+5.4;0.31;0.47;3;0.053;46;144;0.9931;3.29;0.76;10;5
+5.4;0.29;0.47;3;0.052;47;145;0.993;3.29;0.75;10;6
+7.1;0.145;0.33;4.6;0.05;33;131;0.9942;3.28;0.4;9.6;6
+5.6;0.34;0.1;1.3;0.031;20;68;0.9906;3.36;0.51;11.2;7
+6.7;0.19;0.41;15.6;0.056;75;155;0.9995;3.2;0.44;8.8;6
+7.8;0.18;0.46;13.6;0.052;38;118;0.998;3.15;0.5;10;6
+7.6;0.17;0.45;11.2;0.054;56;137;0.997;3.15;0.47;10;5
+6.3;0.12;0.36;2.1;0.044;47;146;0.9914;3.27;0.74;11.4;7
+7.3;0.33;0.4;6.85;0.038;32;138;0.992;3.03;0.3;11.9;7
+5.5;0.335;0.3;2.5;0.071;27;128;0.9924;3.14;0.51;9.6;6
+7.3;0.33;0.4;6.85;0.038;32;138;0.992;3.03;0.3;11.9;7
+5.8;0.4;0.42;4.4;0.047;38.5;245;0.9937;3.25;0.57;9.6;6
+7.3;0.22;0.37;14.3;0.063;48;191;0.9978;2.89;0.38;9;6
+7.3;0.22;0.37;14.3;0.063;48;191;0.9978;2.89;0.38;9;6
+6.1;0.36;0.33;1.1;0.05;24;169;0.9927;3.15;0.78;9.5;6
+10;0.2;0.39;1.4;0.05;19;152;0.994;3;0.42;10.4;6
+6.9;0.24;0.34;4.7;0.04;43;161;0.9935;3.2;0.59;10.6;6
+6.4;0.24;0.32;14.9;0.047;54;162;0.9968;3.28;0.5;10.2;6
+7.1;0.365;0.14;1.2;0.055;24;84;0.9941;3.15;0.43;8.9;5
+6.8;0.15;0.3;5.3;0.05;40;127;0.9942;3.4;0.39;9.7;6
+7.3;0.22;0.37;14.3;0.063;48;191;0.9978;2.89;0.38;9;6
+6.8;0.16;0.4;2.3;0.037;18;102;0.9923;3.49;0.42;11.4;7
+6;0.26;0.32;3.5;0.028;29;113;0.9912;3.4;0.71;12.3;7
+6;0.18;0.27;1.5;0.089;40;143;0.9923;3.49;0.62;10.8;6
+6.9;0.33;0.21;1;0.053;39;148;0.9927;3.12;0.45;9.4;6
+7.7;0.29;0.48;2.3;0.049;36;178;0.9931;3.17;0.64;10.6;6
+7.1;0.39;0.35;12.5;0.044;26;72;0.9941;3.17;0.29;11.6;5
+6.9;0.33;0.21;1;0.053;39;148;0.9927;3.12;0.45;9.4;6
+7.7;0.29;0.48;2.3;0.049;36;178;0.9931;3.17;0.64;10.6;6
+6.6;0.905;0.19;0.8;0.048;17;204;0.9934;3.34;0.56;10;5
+7.2;0.27;0.27;2.4;0.048;30;149;0.9936;3.1;0.51;9.2;6
+5.1;0.33;0.22;1.6;0.027;18;89;0.9893;3.51;0.38;12.5;7
+5.1;0.33;0.22;1.6;0.027;18;89;0.9893;3.51;0.38;12.5;7
+6.4;0.31;0.28;1.5;0.037;12;119;0.9919;3.32;0.51;10.4;7
+7.3;0.2;0.44;1.4;0.045;21;98;0.9924;3.15;0.46;10;7
+5.7;0.32;0.5;2.6;0.049;17;155;0.9927;3.22;0.64;10;6
+6.4;0.31;0.28;1.5;0.037;12;119;0.9919;3.32;0.51;10.4;7
+7.3;0.2;0.44;1.4;0.045;21;98;0.9924;3.15;0.46;10;7
+7.2;0.28;0.26;12.5;0.046;48;179;0.9975;3.1;0.52;9;6
+7.5;0.35;0.28;9.6;0.051;26;157;0.9969;3.12;0.53;9.2;6
+7.2;0.27;0.27;2.4;0.048;30;149;0.9936;3.1;0.51;9.2;6
+6;0.36;0.39;3.2;0.027;20;125;0.991;3.38;0.39;11.3;7
+5.1;0.33;0.22;1.6;0.027;18;89;0.9893;3.51;0.38;12.5;7
+5;0.17;0.56;1.5;0.026;24;115;0.9906;3.48;0.39;10.8;7
+6.3;0.39;0.35;5.9;0.04;82.5;260;0.9941;3.12;0.66;10.1;5
+6.7;0.21;0.32;5.4;0.047;29;140;0.995;3.39;0.46;9.7;6
+7;0.3;0.38;14.9;0.032;60;181;0.9983;3.18;0.61;9.3;7
+7;0.3;0.38;14.9;0.032;60;181;0.9983;3.18;0.61;9.3;7
+6.5;0.36;0.32;1.1;0.031;13;66;0.9916;3.1;0.46;10.6;5
+6.1;0.55;0.15;9.8;0.031;19;125;0.9957;3.36;0.47;10.2;6
+7.3;0.24;0.43;2;0.021;20;69;0.99;3.08;0.56;12.2;6
+6.8;0.37;0.51;11.8;0.044;62;163;0.9976;3.19;0.44;8.8;5
+6.8;0.27;0.12;1.3;0.04;87;168;0.992;3.18;0.41;10;5
+8.2;0.28;0.42;1.8;0.031;30;93;0.9917;3.09;0.39;11.4;5
+6.3;0.2;0.4;1.5;0.037;35;107;0.9917;3.46;0.5;11.4;6
+5.9;0.26;0.27;18.2;0.048;52;168;0.9993;3.35;0.44;9.4;5
+6.4;0.19;0.42;2.9;0.032;32;83;0.9908;3.3;0.41;11.7;6
+6.3;0.2;0.4;1.5;0.037;35;107;0.9917;3.46;0.5;11.4;6
+6.8;0.37;0.51;11.8;0.044;62;163;0.9976;3.19;0.44;8.8;5
+6.1;0.35;0.07;1.4;0.069;22;108;0.9934;3.23;0.52;9.2;5
+7.1;0.27;0.31;18.2;0.046;55;252;1;3.07;0.56;8.7;5
+6.8;0.22;0.31;6.3;0.035;33;170;0.9918;3.24;0.66;12.6;6
+6.8;0.27;0.12;1.3;0.04;87;168;0.992;3.18;0.41;10;5
+5.8;0.28;0.34;4;0.031;40;99;0.9896;3.39;0.39;12.8;7
+6.9;0.49;0.24;1.2;0.049;13;125;0.9932;3.17;0.51;9.4;5
+6.3;0.14;0.39;1.2;0.044;26;116;0.992;3.26;0.53;10.3;6
+8.2;0.28;0.42;1.8;0.031;30;93;0.9917;3.09;0.39;11.4;5
+7.2;0.25;0.39;18.95;0.038;42;155;0.9999;2.97;0.47;9;6
+7.3;0.28;0.36;12.7;0.04;38;140;0.998;3.3;0.79;9.6;6
+7.2;0.19;0.39;1.2;0.036;32;85;0.9918;3.16;0.5;10.5;5
+7.2;0.19;0.39;1.2;0.036;32;85;0.9918;3.16;0.5;10.5;5
+7.2;0.25;0.39;18.95;0.038;42;155;0.9999;2.97;0.47;9;6
+7.3;0.28;0.36;12.7;0.04;38;140;0.998;3.3;0.79;9.6;6
+7.4;0.21;0.27;1.2;0.041;27;99;0.9927;3.19;0.33;9.8;6
+6.8;0.26;0.22;7.7;0.047;57;210;0.9959;3.1;0.47;9;5
+7.4;0.21;0.27;1.2;0.041;27;99;0.9927;3.19;0.33;9.8;6
+7.4;0.31;0.28;1.6;0.05;33;137;0.9929;3.31;0.56;10.5;6
+7;0.22;0.31;2.7;0.03;41;136;0.9898;3.16;0.37;12.7;7
+7;0.21;0.28;8.7;0.045;37;222;0.9954;3.25;0.54;10.4;6
+7;0.21;0.28;8.6;0.045;37;221;0.9954;3.25;0.54;10.4;6
+7;0.21;0.28;8.6;0.045;37;221;0.9954;3.25;0.54;10.4;6
+6.9;0.23;0.38;8.3;0.047;47;162;0.9954;3.34;0.52;10.5;7
+7;0.21;0.28;8.7;0.045;37;222;0.9954;3.25;0.54;10.4;6
+7;0.21;0.28;8.6;0.045;37;221;0.9954;3.25;0.54;10.4;6
+6.8;0.29;0.5;13.3;0.053;48;194;0.9974;3.09;0.45;9.4;5
+7.8;0.21;0.27;1.2;0.051;20;89;0.9936;3.06;0.46;9.1;5
+7.1;0.31;0.47;13.6;0.056;54;197;0.9978;3.1;0.49;9.3;5
+6.8;0.29;0.5;13.3;0.053;48;194;0.9974;3.09;0.45;9.4;5
+6.4;0.34;0.1;1.1;0.048;19;84;0.9927;3.21;0.38;9.8;5
+7.4;0.155;0.34;2.3;0.045;73.5;214;0.9934;3.18;0.61;9.9;7
+7.2;0.55;0.09;1.5;0.108;16;151;0.9938;3.07;0.57;9.2;4
+7;0.23;0.36;7.1;0.028;31;104;0.9922;3.35;0.47;12.1;8
+6.9;0.2;0.37;6.2;0.027;24;97;0.992;3.38;0.49;12.2;7
+6.1;0.28;0.32;2.5;0.042;23;218.5;0.9935;3.27;0.6;9.8;5
+6.6;0.16;0.32;1.4;0.035;49;186;0.9906;3.35;0.64;12.4;8
+7.4;0.155;0.34;2.3;0.045;73.5;214;0.9934;3.18;0.61;9.9;7
+6.2;0.35;0.04;1.2;0.06;23;108;0.9934;3.26;0.54;9.2;5
+6.7;0.22;0.37;1.6;0.028;24;102;0.9913;3.29;0.59;11.6;7
+6.1;0.38;0.2;6.6;0.033;25;137;0.9938;3.3;0.69;10.4;6
+6;0.25;0.28;2.2;0.026;54;126;0.9898;3.43;0.65;12.9;8
+6.6;0.52;0.44;12.2;0.048;54;245;0.9975;3.26;0.54;9.3;6
+6.9;0.24;0.36;20.8;0.031;40;139;0.9975;3.2;0.33;11;6
+7.1;0.32;0.32;11;0.038;16;66;0.9937;3.24;0.4;11.5;3
+5.8;0.28;0.27;2.6;0.054;30;156;0.9914;3.53;0.42;12.4;5
+6.5;0.41;0.24;14;0.048;24;113;0.9982;3.44;0.53;9.8;6
+6.5;0.41;0.24;14;0.048;24;113;0.9982;3.44;0.53;9.8;6
+6.4;0.28;0.29;1.6;0.052;34;127;0.9929;3.48;0.56;10.5;7
+7.2;0.6;0.2;9.9;0.07;21;174;0.9971;3.03;0.54;9.1;5
+6.1;0.2;0.25;1.2;0.038;34;128;0.9921;3.24;0.44;10.1;5
+5.9;0.46;0.14;2.7;0.042;27;160;0.9931;3.46;0.51;10.6;7
+6;0.27;0.27;1.6;0.046;32;113;0.9924;3.41;0.51;10.5;7
+6.4;0.28;0.29;1.6;0.052;34;127;0.9929;3.48;0.56;10.5;7
+6.4;0.41;0.24;14;0.048;24;113;0.9982;3.44;0.53;9.8;6
+6.3;0.23;0.31;1.5;0.022;11;82;0.9892;3.3;0.4;12.9;7
+7.1;0.21;0.27;8.6;0.056;26;111;0.9956;2.95;0.52;9.5;5
+6;0.37;0.32;1;0.053;31;218.5;0.9924;3.29;0.72;9.8;6
+6.1;0.43;0.35;9.1;0.059;83;249;0.9971;3.37;0.5;8.5;5
+7.1;0.21;0.27;8.6;0.056;26;111;0.9956;2.95;0.52;9.5;5
+7;0.25;0.29;15.2;0.047;40;171;0.9982;3.22;0.45;9.3;5
+5.9;0.25;0.19;12.4;0.047;50;162;0.9973;3.35;0.38;9.5;5
+6.8;0.32;0.21;2.2;0.044;15;68;0.9932;3.17;0.39;9.4;6
+7.2;0.39;0.62;11;0.047;66;178;0.9976;3.16;0.5;8.7;5
+6.3;0.21;0.58;10;0.081;34;126;0.9962;2.95;0.46;8.9;5
+7;0.14;0.32;9;0.039;54;141;0.9956;3.22;0.43;9.4;6
+6.8;0.32;0.21;2.2;0.044;15;68;0.9932;3.17;0.39;9.4;6
+7.2;0.39;0.62;11;0.047;66;178;0.9976;3.16;0.5;8.7;5
+7.2;0.29;0.53;18.15;0.047;59;182;0.9992;3.09;0.52;9.6;5
+8.6;0.37;0.7;12.15;0.039;21;158;0.9983;3;0.73;9.3;6
+6.5;0.38;0.34;3.4;0.036;34;200;0.9937;3.14;0.76;10;5
+6.6;0.24;0.29;2;0.023;19;86;0.99;3.25;0.45;12.5;6
+7;0.17;0.31;4.8;0.034;34;132;0.9944;3.36;0.48;9.6;7
+5.5;0.16;0.22;4.5;0.03;30;102;0.9938;3.24;0.36;9.4;6
+7;0.24;0.51;11;0.029;55;227;0.9965;3.03;0.61;9.5;5
+7.4;0.28;0.36;1.1;0.028;42;105;0.9893;2.99;0.39;12.4;7
+7;0.22;0.28;1.5;0.037;29;115;0.9927;3.11;0.55;10.5;6
+7.1;0.55;0.13;1.7;0.073;21;165;0.994;2.97;0.58;9.2;6
+6.3;0.22;0.33;1.7;0.041;67;164;0.9928;3.32;0.56;10.4;6
+6.7;0.47;0.34;8.9;0.043;31;172;0.9964;3.22;0.6;9.2;5
+5.9;0.36;0.41;1.3;0.047;45;104;0.9917;3.33;0.51;10.6;6
+5.8;0.25;0.24;13.3;0.044;41;137;0.9972;3.34;0.42;9.5;5
+6.7;0.47;0.34;8.9;0.043;31;172;0.9964;3.22;0.6;9.2;5
+6.2;0.37;0.3;6.6;0.346;79;200;0.9954;3.29;0.58;9.6;5
+6.2;0.18;0.38;1.5;0.028;36;117;0.993;3.47;0.54;9.7;6
+6;0.16;0.37;1.5;0.025;43;117;0.9928;3.46;0.51;9.7;6
+6.6;0.34;0.28;1.3;0.035;32;90;0.9916;3.1;0.42;10.7;6
+7.4;0.29;0.29;1.6;0.045;53;180;0.9936;3.34;0.68;10.5;6
+7.4;0.26;0.31;7.6;0.047;52;177;0.9962;3.13;0.45;8.9;6
+7;0.28;0.36;1;0.035;8;70;0.9899;3.09;0.46;12.1;6
+7.1;0.23;0.39;1.6;0.032;12;65;0.9898;3.25;0.4;12.7;7
+7.8;0.19;0.26;8.9;0.039;42;182;0.996;3.18;0.46;9.9;6
+6.3;0.19;0.28;1.8;0.022;28;158;0.9907;3.2;0.64;11.4;6
+6.8;0.2;0.38;4.7;0.04;27;103;0.994;3.37;0.58;10.7;6
+5.7;0.44;0.13;7;0.025;28;173;0.9913;3.33;0.48;12.5;6
+7.2;0.4;0.62;10.8;0.041;70;189;0.9976;3.08;0.49;8.6;4
+6.8;0.23;0.32;1.6;0.026;43;147;0.9904;3.29;0.54;12.5;6
+5.7;0.335;0.34;1;0.04;13;174;0.992;3.27;0.66;10;5
+7.2;0.4;0.62;10.8;0.041;70;189;0.9976;3.08;0.49;8.6;4
+7.2;0.28;0.54;16.7;0.045;54;200;0.999;3.08;0.49;9.5;6
+6.8;0.19;0.58;14.2;0.038;51;164;0.9975;3.12;0.48;9.6;6
+6.4;0.3;0.3;2.25;0.038;8;210;0.9937;3.2;0.62;9.9;6
+6.5;0.3;0.29;2.25;0.037;8;210;0.9937;3.19;0.62;9.9;5
+7.8;0.18;0.31;12.2;0.053;46;140;0.998;3.06;0.53;8.9;6
+7.8;0.18;0.31;12.2;0.053;46;140;0.998;3.06;0.53;8.9;6
+7.3;0.51;0.26;3.3;0.09;7;135;0.9944;3.01;0.52;8.8;5
+6;0.24;0.27;1.9;0.048;40;170;0.9938;3.64;0.54;10;7
+5.9;0.62;0.28;3.5;0.039;55;152;0.9907;3.44;0.44;12;6
+6;0.24;0.27;1.9;0.048;40;170;0.9938;3.64;0.54;10;7
+6.7;0.27;0.12;1.3;0.041;62;138;0.9921;3.21;0.42;10;6
+7.8;0.34;0.35;1.8;0.042;8;167;0.9908;3.11;0.41;12.1;6
+7.3;0.26;0.36;5.2;0.04;31;141;0.9931;3.16;0.59;11;6
+7.4;0.36;0.33;1.4;0.025;27;55;0.9915;3.21;0.33;11.2;6
+7.8;0.28;0.32;9;0.036;34;115;0.9952;3.17;0.39;10.3;7
+6.1;0.31;0.26;2.2;0.051;28;167;0.9926;3.37;0.47;10.4;6
+6.8;0.18;0.37;1.6;0.055;47;154;0.9934;3.08;0.45;9.1;5
+7.4;0.15;0.42;1.7;0.045;49;154;0.992;3;0.6;10.4;6
+5.9;0.13;0.28;1.9;0.05;20;78;0.9918;3.43;0.64;10.8;6
+7.2;0.34;0.34;12.6;0.048;7;41;0.9942;3.19;0.4;11.7;5
+7.9;0.19;0.26;2.1;0.039;8;143;0.9942;3.05;0.74;9.8;5
+7.9;0.19;0.26;2.1;0.039;8;143;0.9942;3.05;0.74;9.8;5
+6.9;0.25;0.4;1.3;0.038;22;101;0.9901;3.03;0.39;11.4;6
+5.8;0.36;0.32;1.7;0.033;22;96;0.9898;3.03;0.38;11.2;6
+5.6;0.35;0.37;1;0.038;6;72;0.9902;3.37;0.34;11.4;5
+5.9;0.32;0.39;3.3;0.114;24;140;0.9934;3.09;0.45;9.2;6
+7.2;0.31;0.46;5;0.04;3;29;0.9906;3.04;0.53;12.5;4
+6.1;0.28;0.22;1.8;0.034;32;116;0.9898;3.36;0.44;12.6;6
+5.2;0.36;0.02;1.6;0.031;24;104;0.9896;3.44;0.35;12.2;6
+5.6;0.19;0.47;4.5;0.03;19;112;0.9922;3.56;0.45;11.2;6
+6.4;0.1;0.35;4.9;0.048;31;103;0.9947;3.43;0.79;9.7;6
+6.4;0.18;0.48;4;0.186;64;150;0.9945;3.06;0.4;9.3;5
+7.4;0.25;0.36;13.2;0.067;53;178;0.9976;3.01;0.48;9;6
+7.4;0.25;0.36;13.2;0.067;53;178;0.9976;3.01;0.48;9;6
+7.4;0.25;0.36;13.2;0.067;53;178;0.9976;3.01;0.48;9;6
+7.9;0.345;0.51;15.3;0.047;54;171;0.9987;3.09;0.51;9.1;5
+7.9;0.345;0.51;15.3;0.047;54;171;0.9987;3.09;0.51;9.1;5
+7.4;0.25;0.36;13.2;0.067;53;178;0.9976;3.01;0.48;9;6
+6.1;0.24;0.3;1.5;0.045;22;61;0.992;3.31;0.54;10.4;5
+6.8;0.25;0.24;4.55;0.053;41;211;0.9955;3.37;0.67;9.5;6
+6.7;0.31;0.31;9.9;0.04;10;175;0.9953;3.46;0.55;11.4;4
+7.2;0.46;0.65;10.4;0.05;76;192;0.9976;3.16;0.42;8.7;5
+5.5;0.35;0.35;1.1;0.045;14;167;0.992;3.34;0.68;9.9;6
+6.7;0.24;0.41;8.7;0.036;29;148;0.9952;3.22;0.62;9.9;6
+6.8;0.28;0.17;13.9;0.047;49;162;0.9983;3.21;0.51;9;6
+6.4;0.16;0.22;1.4;0.04;41;149;0.9933;3.49;0.58;10;6
+6.3;0.26;0.24;7.2;0.039;38;172;0.9958;3.49;0.64;9.7;6
+7.7;0.22;0.42;1.9;0.052;10;87;0.9922;3.3;0.49;11.8;6
+6.5;0.18;0.31;1.7;0.044;30;127;0.9928;3.49;0.5;10.2;7
+7.2;0.46;0.65;10.4;0.05;76;192;0.9976;3.16;0.42;8.7;5
+7;0.3;0.51;13.6;0.05;40;168;0.9976;3.07;0.52;9.6;7
+9.2;0.25;0.34;1.2;0.026;31;93;0.9916;2.93;0.37;11.3;7
+7.8;0.28;0.34;1.6;0.028;32;118;0.9901;3;0.38;12.1;7
+7;0.3;0.51;13.6;0.05;40;168;0.9976;3.07;0.52;9.6;7
+7.8;0.28;0.34;1.6;0.028;32;118;0.9901;3;0.38;12.1;7
+9.2;0.25;0.34;1.2;0.026;31;93;0.9916;2.93;0.37;11.3;7
+8.4;0.35;0.71;12.2;0.046;22;160;0.9982;2.98;0.65;9.4;5
+6.1;0.41;0.24;1.6;0.049;16;137;0.993;3.32;0.5;10.4;6
+5.9;0.21;0.24;12.1;0.044;53;165;0.9969;3.25;0.39;9.5;5
+7.2;0.34;0.44;4.2;0.047;51;144;0.991;3.01;0.76;12.3;6
+6.7;0.21;0.42;9.1;0.049;31;150;0.9953;3.12;0.74;9.9;7
+5.9;0.37;0.1;1.6;0.057;39;128;0.9924;3.24;0.48;10.1;5
+7.7;0.34;0.27;8.8;0.063;39;184;0.9969;3.09;0.63;9.2;6
+7.4;0.3;0.22;1.4;0.046;16;135;0.9928;3.08;0.77;10.4;7
+6.8;0.51;0.3;4.2;0.066;38;165;0.9945;3.2;0.42;9.1;5
+7.8;0.22;0.38;10.3;0.059;28;99;0.9967;3.12;0.47;10;6
+7.2;0.35;0.34;12.4;0.051;6;37;0.9944;3.13;0.39;11.5;6
+6;0.26;0.5;2.2;0.048;59;153;0.9928;3.08;0.61;9.8;5
+6.1;0.26;0.51;2.2;0.05;61;154;0.9929;3.08;0.6;9.8;6
+6.5;0.28;0.27;5.2;0.04;44;179;0.9948;3.19;0.69;9.4;6
+7.4;0.41;0.66;10.8;0.051;77;194;0.9976;3.05;0.46;8.7;5
+6.5;0.28;0.29;2.7;0.038;26;107;0.9912;3.32;0.41;11.6;7
+6.7;0.34;0.54;16.3;0.047;44;181;0.9987;3.04;0.56;8.8;5
+7.2;0.2;0.34;2.7;0.032;49;151;0.99;3.16;0.39;12.7;7
+7.4;0.2;0.33;1.9;0.035;39;138;0.991;3.17;0.44;11.7;7
+8.2;0.22;0.3;1.8;0.047;47;185;0.9933;3.13;0.5;10.2;6
+8.2;0.23;0.29;1.8;0.047;47;187;0.9933;3.13;0.5;10.2;6
+7.1;0.22;0.33;2.8;0.033;48;153;0.9899;3.15;0.38;12.7;7
+6.5;0.28;0.29;2.7;0.038;26;107;0.9912;3.32;0.41;11.6;7
+6;0.38;0.26;6;0.034;42;134;0.9912;3.38;0.38;12.3;7
+7.4;0.41;0.66;10.8;0.051;77;194;0.9976;3.05;0.46;8.7;5
+5.7;0.18;0.22;4.2;0.042;25;111;0.994;3.35;0.39;9.4;5
+7.3;0.3;0.22;6.4;0.056;44;168;0.9947;3.13;0.35;10.1;6
+7.4;0.24;0.22;10.7;0.042;26;81;0.9954;2.86;0.36;9.7;6
+6.6;0.25;0.3;1.6;0.046;32;134;0.993;3.42;0.51;10.1;7
+7.4;0.24;0.22;10.7;0.042;26;81;0.9954;2.86;0.36;9.7;6
+7.4;0.26;0.3;7.9;0.049;38;157;0.9963;3.13;0.48;8.9;6
+6.1;0.32;0.25;1.7;0.034;37;136;0.992;3.47;0.5;10.8;7
+6.9;0.28;0.27;2.1;0.036;42;121;0.9926;3.42;0.49;10.8;7
+7;0.23;0.33;5.8;0.04;25;136;0.995;3.19;0.58;9.5;6
+7.1;0.31;0.5;14.5;0.059;6;148;0.9983;2.94;0.44;9.1;5
+7.3;0.2;0.37;1.2;0.037;48;119;0.992;3.32;0.49;10.9;6
+6.9;0.41;0.33;10.1;0.043;28;152;0.9968;3.2;0.52;9.4;5
+6.4;0.45;0.07;1.1;0.03;10;131;0.9905;2.97;0.28;10.8;5
+6.4;0.475;0.06;1;0.03;9;131;0.9904;2.97;0.29;10.8;5
+6.3;0.27;0.38;0.9;0.051;7;140;0.9926;3.45;0.5;10.5;7
+6.9;0.41;0.33;10.1;0.043;28;152;0.9968;3.2;0.52;9.4;5
+7;0.29;0.37;4.9;0.034;26;127;0.9928;3.17;0.44;10.8;6
+5.9;0.27;0.29;11.4;0.036;31;115;0.9949;3.35;0.48;10.5;8
+6.9;0.19;0.4;1.4;0.036;14;55;0.9909;3.08;0.68;11.5;7
+6.7;0.3;0.35;1.4;0.18;36;160;0.9937;3.11;0.54;9.4;6
+7.2;0.24;0.4;1.4;0.045;31;106;0.9914;2.88;0.38;10.8;6
+6.4;0.45;0.07;1.1;0.03;10;131;0.9905;2.97;0.28;10.8;5
+6.4;0.475;0.06;1;0.03;9;131;0.9904;2.97;0.29;10.8;5
+6.3;0.26;0.49;1.5;0.052;34;134;0.9924;2.99;0.61;9.8;6
+6.3;0.26;0.49;1.5;0.052;34;134;0.9924;2.99;0.61;9.8;6
+7.3;0.25;0.29;7.5;0.049;38;158;0.9965;3.43;0.38;9.6;5
+7.3;0.25;0.29;7.5;0.049;38;158;0.9965;3.43;0.38;9.6;5
+6.1;0.28;0.25;17.75;0.044;48;161;0.9993;3.34;0.48;9.5;5
+7.4;0.37;0.35;5.7;0.061;12;94;0.9965;3.48;0.69;10.7;6
+6.5;0.36;0.28;3.2;0.037;29;119;0.9908;3.25;0.65;12.4;8
+7.4;0.24;0.4;4.3;0.032;9;95;0.992;3.09;0.39;11.1;6
+7.5;0.23;0.68;11;0.047;37;133;0.9978;2.99;0.38;8.8;5
+7.5;0.21;0.68;10.9;0.045;38;133;0.9978;3;0.36;8.7;5
+7.5;0.21;0.68;10.9;0.045;38;133;0.9978;3;0.36;8.7;5
+7.5;0.23;0.68;11;0.047;37;133;0.9978;2.99;0.38;8.8;5
+7.8;0.32;0.33;2.4;0.037;18;101;0.9912;3.21;0.65;11.7;7
+7.8;0.26;0.27;1.9;0.051;52;195;0.9928;3.23;0.5;10.9;6
+7.7;0.24;0.27;1.8;0.051;52;190;0.9928;3.23;0.5;10.8;6
+7.4;0.19;0.3;1.4;0.057;33;135;0.993;3.12;0.5;9.6;6
+6.5;0.46;0.41;16.8;0.084;59;222;0.9993;3.18;0.58;9;5
+6.5;0.26;0.43;8.9;0.083;50;171;0.9965;2.85;0.5;9;5
+5.3;0.32;0.12;6.6;0.043;22;141;0.9937;3.36;0.6;10.4;6
+7.2;0.24;0.34;1.1;0.045;3;64;0.9913;3.23;0.51;11.4;5
+6;0.36;0.06;1.4;0.066;27;128;0.9934;3.26;0.55;9.3;5
+6.2;0.24;0.29;13.3;0.039;49;130;0.9952;3.33;0.46;11;8
+7.6;0.56;0.12;10.4;0.096;22;177;0.9983;3.32;0.45;9.1;4
+7;0.32;0.24;6.2;0.048;31;228;0.9957;3.23;0.62;9.4;6
+7;0.32;0.24;6.2;0.048;31;228;0.9957;3.23;0.62;9.4;6
+5.8;0.31;0.33;1.2;0.036;23;99;0.9916;3.18;0.6;10.5;6
+7;0.23;0.42;18.05;0.05;35;144;0.9999;3.22;0.42;8.8;5
+7;0.23;0.42;18.05;0.05;35;144;0.9999;3.22;0.42;8.8;5
+6.9;0.24;0.33;4.8;0.04;16;131;0.9936;3.26;0.64;10.7;6
+6;0.29;0.2;12.6;0.045;45;187;0.9972;3.33;0.42;9.5;5
+6.1;0.17;0.28;4.5;0.033;46;150;0.9933;3.43;0.49;10.9;6
+5.9;0.14;0.25;4.5;0.027;34;140;0.9934;3.49;0.51;10.8;6
+6.2;0.17;0.28;4.7;0.037;39;133;0.9931;3.41;0.46;10.8;7
+7.4;0.28;0.25;11.9;0.053;25;148;0.9976;3.1;0.62;9.2;5
+5.6;0.35;0.14;5;0.046;48;198;0.9937;3.3;0.71;10.3;5
+5.8;0.335;0.14;5.8;0.046;49;197;0.9937;3.3;0.71;10.3;5
+5.6;0.235;0.29;1.2;0.047;33;127;0.991;3.34;0.5;11;7
+6.1;0.28;0.25;12.9;0.054;34;189;0.9979;3.25;0.43;9;4
+6.3;0.21;0.33;13.9;0.046;68;179;0.9971;3.36;0.5;10.4;6
+6.4;0.24;0.28;11.5;0.05;34;163;0.9969;3.31;0.45;9.5;5
+6.4;0.24;0.29;11.4;0.051;32;166;0.9968;3.31;0.45;9.5;5
+6.3;0.26;0.25;7.8;0.058;44;166;0.9961;3.24;0.41;9;5
+6.5;0.33;0.72;1.1;0.061;7;151;0.993;3.09;0.57;9.5;4
+7.4;0.105;0.34;12.2;0.05;57;146;0.9973;3.16;0.37;9;6
+6;0.32;0.12;5.9;0.041;34;190;0.9944;3.16;0.72;10;5
+7.1;0.26;0.34;14.4;0.067;35;189;0.9986;3.07;0.53;9.1;7
+7.1;0.26;0.34;14.4;0.067;35;189;0.9986;3.07;0.53;9.1;7
+7.1;0.26;0.34;14.4;0.067;35;189;0.9986;3.07;0.53;9.1;7
+7.1;0.26;0.34;14.4;0.067;35;189;0.9986;3.07;0.53;9.1;7
+5.9;0.24;0.26;12.3;0.053;34;134;0.9972;3.34;0.45;9.5;6
+6.5;0.21;0.37;2.5;0.048;70;138;0.9917;3.33;0.75;11.4;7
+7.7;0.27;0.35;5.3;0.03;30;117;0.992;3.11;0.42;12.2;6
+9;0.27;0.35;4.9;0.028;27;95;0.9932;3.04;0.4;11.3;6
+7.3;0.34;0.21;3.2;0.05;14;136;0.9936;3.25;0.44;10.2;5
+6.6;0.27;0.25;3.1;0.052;41;188;0.9915;3.24;0.4;11.3;5
+6.8;0.29;0.16;1.4;0.038;122.5;234.5;0.9922;3.15;0.47;10;4
+7.1;0.28;0.26;1.9;0.049;12;86;0.9934;3.15;0.38;9.4;5
+6.8;0.25;0.34;14;0.032;47;133;0.9952;3.37;0.5;12.2;7
+7;0.57;0.1;8.3;0.094;23;188;0.9972;3.4;0.47;9.2;4
+7.1;0.28;0.26;1.9;0.049;12;86;0.9934;3.15;0.38;9.4;5
+7.1;0.17;0.38;7.4;0.052;49;182;0.9958;3.35;0.52;9.6;6
+7.8;0.28;0.22;1.4;0.056;24;130;0.9944;3.28;0.48;9.5;5
+6.8;0.22;0.37;1.7;0.036;38;195;0.9908;3.35;0.72;12.5;6
+7.1;0.17;0.38;7.4;0.052;49;182;0.9958;3.35;0.52;9.6;6
+6.1;0.14;0.25;1.3;0.047;37;173;0.9925;3.35;0.46;10;6
+6.4;0.24;0.5;11.6;0.047;60;211;0.9966;3.18;0.57;9.3;5
+7.8;0.42;0.26;9.2;0.058;34;199;0.9972;3.14;0.55;9.3;6
+6.6;0.28;0.36;1.7;0.038;22;101;0.9912;3.29;0.57;11.6;6
+7.1;0.32;0.34;14.5;0.039;46;150;0.995;3.38;0.5;12.5;8
+6.7;0.31;0.3;2.1;0.038;18;130;0.9928;3.36;0.63;10.6;6
+6.4;0.32;0.5;10.7;0.047;57;206;0.9968;3.08;0.6;9.4;5
+6.1;0.28;0.25;6.9;0.056;44;201;0.9955;3.19;0.4;9.1;6
+5.9;0.29;0.25;12;0.057;48;224;0.9981;3.23;0.41;9;6
+5.8;0.32;0.38;4.75;0.033;23;94;0.991;3.42;0.42;11.8;7
+5.8;0.32;0.38;4.75;0.033;23;94;0.991;3.42;0.42;11.8;7
+5.7;0.32;0.38;4.75;0.033;23;94;0.991;3.42;0.42;11.8;7
+6.7;0.28;0.14;1.4;0.043;64;159;0.992;3.17;0.39;10;5
+6.8;0.34;0.69;1.3;0.058;12;171;0.9931;3.06;0.47;9.7;5
+5.9;0.25;0.25;11.3;0.052;30;165;0.997;3.24;0.44;9.5;6
+6.4;0.27;0.32;4.5;0.24;61;174;0.9948;3.12;0.48;9.4;5
+8.1;0.46;0.31;1.7;0.052;50;183;0.9923;3.03;0.42;11.2;5
+6.2;0.36;0.26;13.2;0.051;54;201;0.9976;3.25;0.46;9;5
+6.8;0.22;0.35;5.5;0.043;21;114;0.9938;3.3;0.53;10.7;7
+6.8;0.67;0.3;13;0.29;22;193;0.9984;3.08;0.67;9;4
+7.2;0.28;0.3;10.7;0.044;61;222;0.9972;3.14;0.5;9.1;6
+6.7;0.17;0.37;2;0.039;34;125;0.9922;3.26;0.6;10.8;7
+6.9;0.2;0.34;1.9;0.043;25;136;0.9935;3.31;0.6;10.1;4
+6.1;0.36;0.16;6.4;0.037;36;198;0.9944;3.17;0.62;9.9;6
+6;0.36;0.16;6.3;0.036;36;191;0.9942;3.17;0.62;9.8;5
+5.9;0.37;0.14;6.3;0.036;34;185;0.9944;3.17;0.63;9.8;5
+7.6;0.29;0.58;17.5;0.041;51;225;0.9997;3.16;0.66;9.5;6
+6.3;0.34;0.28;14.7;0.047;49;198;0.9977;3.23;0.46;9.5;5
+6.7;0.19;0.34;1;0.022;22;94;0.9912;3.23;0.57;11.1;6
+7.5;0.31;0.51;14.8;0.039;62;204;0.9982;3.06;0.6;9.5;5
+7.5;0.31;0.51;14.8;0.039;62;204;0.9982;3.06;0.6;9.5;5
+7.4;0.31;0.48;14.2;0.042;62;204;0.9983;3.06;0.59;9.4;5
+8.4;0.4;0.7;13.1;0.042;29;197;0.998;3.06;0.64;9.7;5
+5.9;0.34;0.22;2.4;0.03;19;135;0.9894;3.41;0.78;13.9;7
+6.6;0.38;0.18;1.2;0.042;20;84;0.9927;3.22;0.45;10.1;4
+6.4;0.33;0.28;1.1;0.038;30;110;0.9917;3.12;0.42;10.5;6
+5.6;0.25;0.26;3.6;0.037;18;115;0.9904;3.42;0.5;12.6;6
+8.6;0.27;0.46;6.1;0.032;13;41;0.993;2.89;0.34;10.9;5
+6.2;0.31;0.21;6.3;0.041;50;218;0.9941;3.15;0.6;10;5
+7.2;0.18;0.45;4.4;0.046;57;166;0.9943;3.13;0.62;11.2;6
+7.7;0.2;0.44;13.9;0.05;44;130;0.99855;3.11;0.48;10;6
+6.2;0.47;0.21;1;0.044;13;98;0.99345;3.14;0.46;9.2;5
+6.1;0.25;0.24;12.1;0.046;51;172;0.998;3.35;0.45;9.5;5
+8.2;0.27;0.43;1.6;0.035;31;128;0.9916;3.1;0.5;12.3;6
+8.2;0.27;0.43;1.6;0.035;31;128;0.9916;3.1;0.5;12.3;6
+6.4;0.31;0.39;7.5;0.04;57;213;0.99475;3.32;0.43;10;5
+6;0.39;0.26;2.7;0.038;39;187;0.99325;3.41;0.5;10.8;6
+6.2;0.21;0.27;1.7;0.038;41;150;0.9933;3.49;0.71;10.5;7
+7.7;0.42;0.31;9.2;0.048;22;221;0.9969;3.06;0.61;9.2;6
+7;0.27;0.41;18.75;0.042;34;157;1.0002;2.96;0.5;9.1;5
+6.2;0.21;0.27;1.7;0.038;41;150;0.9933;3.49;0.71;10.5;7
+7.4;0.29;0.5;1.8;0.042;35;127;0.9937;3.45;0.5;10.2;7
+6.6;0.29;0.44;9;0.053;62;178;0.99685;3.02;0.45;8.9;5
+6;0.3;0.44;1.5;0.046;15;182;0.99455;3.5;0.52;10.4;5
+6.9;0.31;0.34;1.6;0.032;23;128;0.9917;3.37;0.47;11.7;6
+6.6;0.33;0.31;1.3;0.02;29;89;0.99035;3.26;0.44;12.4;8
+7.8;0.3;0.4;1.8;0.028;23;122;0.9914;3.14;0.39;10.9;7
+6.4;0.39;0.21;1.2;0.041;35;136;0.99225;3.15;0.46;10.2;5
+6.4;0.24;0.31;2.8;0.038;41;114;0.99155;3.37;0.66;11.7;7
+7;0.21;0.34;8;0.057;19;101;0.9954;2.99;0.59;9.4;5
+6.4;0.16;0.31;5.3;0.043;42;157;0.99455;3.35;0.47;10.5;5
+6;0.33;0.27;0.8;0.185;12;188;0.9924;3.12;0.62;9.4;5
+6.5;0.23;0.33;13.8;0.042;25;139;0.99695;3.35;0.56;10.4;6
+6.2;0.25;0.48;10;0.044;78;240;0.99655;3.25;0.47;9.5;6
+8.8;0.28;0.45;6;0.022;14;49;0.9934;3.01;0.33;11.1;7
+6.6;0.25;0.3;14.4;0.052;40;183;0.998;3.02;0.5;9.1;6
+6.9;0.38;0.25;9.8;0.04;28;191;0.9971;3.28;0.61;9.2;5
+6.4;0.25;0.3;5.5;0.038;15;129;0.9948;3.14;0.49;9.6;6
+6.6;0.25;0.3;14.4;0.052;40;183;0.998;3.02;0.5;9.1;6
+6.9;0.38;0.25;9.8;0.04;28;191;0.9971;3.28;0.61;9.2;5
+7.1;0.21;0.31;3.8;0.021;40;142;0.99215;3.17;0.39;10.8;7
+6.4;0.25;0.3;5.5;0.038;15;129;0.9948;3.14;0.49;9.6;6
+6.9;0.39;0.4;4.6;0.022;5;19;0.9915;3.31;0.37;12.6;3
+5.8;0.2;0.3;1.5;0.031;21;57;0.99115;3.44;0.55;11;6
+7;0.2;0.37;2;0.03;26;136;0.9932;3.28;0.61;10.2;6
+5.9;0.26;0.25;12.5;0.034;38;152;0.9977;3.33;0.43;9.4;5
+7.4;0.38;0.27;7.5;0.041;24;160;0.99535;3.17;0.43;10;5
+7.4;0.2;1.66;2.1;0.022;34;113;0.99165;3.26;0.55;12.2;6
+7;0.21;0.34;8.5;0.033;31;253;0.9953;3.22;0.56;10.5;6
+7.2;0.29;0.4;7.6;0.024;56;177;0.9928;3.04;0.32;11.5;6
+6.9;0.18;0.38;8.1;0.049;44;176;0.9958;3.3;0.54;9.8;6
+7.3;0.3;0.42;7.35;0.025;51;175;0.9928;3.04;0.32;11.4;6
+7.2;0.29;0.4;7.6;0.024;56;177;0.9928;3.04;0.32;11.5;6
+6.9;0.2;0.5;10;0.036;78;167;0.9964;3.15;0.55;10.2;6
+6.7;0.2;0.42;14;0.038;83;160;0.9987;3.16;0.5;9.4;6
+7;0.21;0.34;8.5;0.033;31;253;0.9953;3.22;0.56;10.5;6
+5.9;0.35;0.47;2.2;0.11;14;138;0.9932;3.09;0.5;9.1;5
+7.1;0.28;0.44;1.8;0.032;32;107;0.9907;3.25;0.48;12.2;7
+5.8;0.25;0.28;11.1;0.056;45;175;0.99755;3.42;0.43;9.5;5
+6.8;0.22;0.37;15.2;0.051;68;178;0.99935;3.4;0.85;9.3;6
+7.1;0.14;0.4;1.2;0.051;55;136;0.9932;3.3;0.96;9.8;7
+7.1;0.13;0.4;1.2;0.047;54;134;0.9932;3.3;0.97;9.8;7
+6.9;0.18;0.38;8.1;0.049;44;176;0.9958;3.3;0.54;9.8;6
+7;0.2;0.38;8.1;0.05;42;173;0.99585;3.3;0.54;9.8;6
+6.8;0.24;0.49;19.3;0.057;55;247;1.00055;3;0.56;8.7;5
+5;0.44;0.04;18.6;0.039;38;128;0.9985;3.37;0.57;10.2;6
+6.3;0.3;0.28;5;0.042;36;168;0.99505;3.22;0.69;9.5;6
+7.2;0.27;0.42;1.6;0.05;35;135;0.992;2.94;0.46;11;6
+6.7;0.5;0.63;13.4;0.078;81;238;0.9988;3.08;0.44;9.2;5
+6.8;0.2;0.36;1.6;0.028;7;46;0.99175;3.21;0.6;10.9;6
+6.7;0.11;0.34;8.8;0.043;41;113;0.9962;3.42;0.4;9.3;7
+6.7;0.11;0.34;8.8;0.043;41;113;0.9962;3.42;0.4;9.3;7
+6.8;0.12;0.31;5.2;0.045;29;120;0.9942;3.41;0.46;9.8;7
+6.6;0.16;0.57;1.1;0.13;58;140;0.9927;3.12;0.39;9.3;7
+6.6;0.21;0.6;1.1;0.135;61;144;0.9927;3.12;0.39;9.3;7
+6.1;0.27;0.3;16.7;0.039;49;172;0.99985;3.4;0.45;9.4;5
+9.1;0.27;0.45;10.6;0.035;28;124;0.997;3.2;0.46;10.4;9
+6.4;0.225;0.48;2.2;0.115;29;104;0.9918;3.24;0.58;12.1;6
+8.3;0.14;0.45;1.5;0.039;18;98;0.99215;3.02;0.56;11;6
+7.2;0.23;0.19;13.7;0.052;47;197;0.99865;3.12;0.53;9;5
+6.9;0.22;0.37;15;0.053;59;178;0.9992;3.37;0.82;9.5;7
+8.1;0.17;0.44;14.1;0.053;43;145;1.0006;3.28;0.75;8.8;8
+6;0.395;0;1.4;0.042;7;55;0.99135;3.37;0.38;11.2;4
+7.8;0.29;0.22;9.5;0.056;44;213;0.99715;3.08;0.61;9.3;6
+6.9;0.22;0.37;15;0.053;59;178;0.9992;3.37;0.82;9.5;7
+8.1;0.17;0.44;14.1;0.053;43;145;1.0006;3.28;0.75;8.8;8
+7.2;0.23;0.19;13.7;0.052;47;197;0.99865;3.12;0.53;9;5
+7.6;0.3;0.27;10.6;0.039;31;119;0.99815;3.27;0.3;9.3;6
+7.7;0.34;0.28;11;0.04;31;117;0.99815;3.27;0.29;9.2;6
+7.7;0.34;0.28;11;0.04;31;117;0.99815;3.27;0.29;9.2;6
+5.8;0.34;0.16;7;0.037;26;116;0.9949;3.46;0.45;10;7
+7.6;0.3;0.27;10.6;0.039;31;119;0.99815;3.27;0.3;9.3;6
+7.7;0.34;0.28;11;0.04;31;117;0.99815;3.27;0.29;9.2;6
+5.9;0.24;0.3;2;0.033;28;92;0.99225;3.39;0.69;10.9;7
+6.4;0.46;0.08;4.9;0.046;34;144;0.99445;3.1;0.56;10;5
+5.9;0.24;0.3;2;0.033;28;92;0.99225;3.39;0.69;10.9;7
+7.4;0.32;0.27;1.4;0.049;38;173;0.99335;3.03;0.52;9.3;5
+7.2;0.31;0.26;7.3;0.05;37;157;0.99625;3.09;0.43;9;5
+7.8;0.42;0.23;8.8;0.054;42;215;0.9971;3.02;0.58;9.2;6
+6.9;0.24;0.33;12.5;0.046;47;153;0.9983;3.28;0.77;9.6;6
+5.4;0.18;0.24;4.8;0.041;30;113;0.99445;3.42;0.4;9.4;6
+6;0.18;0.31;1.4;0.036;14;75;0.99085;3.34;0.58;11.1;8
+7.8;0.27;0.58;11.2;0.036;44;161;0.9977;3.06;0.41;8.9;6
+6;0.28;0.49;6.8;0.048;61;222;0.9953;3.19;0.47;9.3;5
+6.8;0.39;0.35;11.6;0.044;57;220;0.99775;3.07;0.53;9.3;5
+6.6;0.21;0.31;11.4;0.039;46;165;0.99795;3.41;0.44;9.8;7
+7.3;0.32;0.34;6.6;0.032;24;112;0.99505;3.22;0.46;9.8;6
+7.8;0.27;0.58;11.2;0.036;44;161;0.9977;3.06;0.41;8.9;6
+6.4;0.31;0.26;13.2;0.046;57;205;0.9975;3.17;0.41;9.6;5
+6.2;0.29;0.26;13.1;0.046;55;204;0.99745;3.16;0.41;9.6;6
+6;0.39;0.17;12;0.046;65;246;0.9976;3.15;0.38;9;6
+6.2;0.3;0.26;13.4;0.046;57;206;0.99775;3.17;0.43;9.5;6
+6;0.28;0.49;6.8;0.048;61;222;0.9953;3.19;0.47;9.3;5
+6;0.41;0.05;1.5;0.063;17;120;0.9932;3.21;0.56;9.2;6
+6.4;0.35;0.28;1.1;0.055;9;160;0.99405;3.42;0.5;9.1;7
+6.5;0.26;0.32;16.5;0.045;44;166;1;3.38;0.46;9.5;6
+7.9;0.35;0.24;15.6;0.072;44;229;0.99785;3.03;0.59;10.5;6
+6.2;0.3;0.17;2.8;0.04;24;125;0.9939;3.01;0.46;9;5
+8.4;0.18;0.42;5.1;0.036;7;77;0.9939;3.16;0.52;11.7;5
+6.6;0.56;0.22;8.9;0.034;27;133;0.99675;3.2;0.51;9.1;5
+6.2;0.3;0.17;2.8;0.04;24;125;0.9939;3.01;0.46;9;5
+6.6;0.56;0.22;8.9;0.034;27;133;0.99675;3.2;0.51;9.1;5
+6.6;0.36;0.29;1.6;0.021;24;85;0.98965;3.41;0.61;12.4;9
+7.3;0.655;0.2;10.2;0.071;28;212;0.9971;2.96;0.58;9.2;6
+6.8;0.18;0.21;5.4;0.053;34;104;0.99445;3.3;0.43;9.4;5
+6.7;0.19;0.23;6.2;0.047;36;117;0.9945;3.34;0.43;9.6;6
+8.4;0.18;0.42;5.1;0.036;7;77;0.9939;3.16;0.52;11.7;5
+7;0.21;0.37;7.2;0.042;36;167;0.9958;3.26;0.56;9.8;6
+6.8;0.25;0.38;8.1;0.046;24;155;0.9956;3.33;0.59;10.2;6
+7.4;0.24;0.36;2;0.031;27;139;0.99055;3.28;0.48;12.5;9
+7.1;0.16;0.36;10.7;0.044;20;90;0.9959;3.16;0.44;10.9;7
+7.1;0.16;0.36;1.2;0.043;21;90;0.9925;3.16;0.42;11;7
+7.3;0.205;0.31;1.7;0.06;34;110;0.9963;3.72;0.69;10.5;6
+7.4;0.17;0.4;5.5;0.037;34;161;0.9935;3.05;0.62;11.5;4
+7.3;0.3;0.34;2.7;0.044;34;108;0.99105;3.36;0.53;12.8;8
+6.9;0.25;0.34;1.3;0.035;27;82;0.99045;3.18;0.44;12.2;6
+7.3;0.205;0.31;1.7;0.06;34;110;0.9963;3.72;0.69;10.5;6
+7.5;0.42;0.34;4.3;0.04;34;108;0.99155;3.14;0.45;12.8;8
+7.3;0.25;0.36;2.1;0.034;30;177;0.99085;3.25;0.4;11.9;8
+7.3;0.25;0.36;2.1;0.034;30;177;0.99085;3.25;0.4;11.9;8
+7.3;0.25;0.36;2.1;0.034;30;177;0.99085;3.25;0.4;11.9;8
+7.5;0.34;0.35;6;0.034;12;126;0.9924;3.16;0.39;12;7
+7.6;0.33;0.35;6.3;0.036;12;126;0.9924;3.16;0.39;12;7
+8.7;0.23;0.32;13.4;0.044;35;169;0.99975;3.12;0.47;8.8;7
+8.7;0.23;0.32;13.4;0.044;35;169;0.99975;3.12;0.47;8.8;7
+6.9;0.19;0.35;1.7;0.036;33;101;0.99315;3.21;0.54;10.8;7
+7.3;0.21;0.29;1.6;0.034;29;118;0.9917;3.3;0.5;11;8
+7.3;0.21;0.29;1.6;0.034;29;118;0.9917;3.3;0.5;11;8
+6.6;0.22;0.37;15.4;0.035;62;153;0.99845;3.02;0.4;9.3;5
+9.2;0.34;0.27;1.2;0.026;17;73;0.9921;3.08;0.39;10.8;5
+8.7;0.23;0.32;13.4;0.044;35;169;0.99975;3.12;0.47;8.8;7
+6;0.2;0.24;1.8;0.03;30;105;0.9909;3.31;0.47;11.5;6
+6.9;0.19;0.35;1.7;0.036;33;101;0.99315;3.21;0.54;10.8;7
+8.2;0.38;0.49;13.6;0.042;58;166;0.99855;3.1;0.54;9.4;5
+6.9;0.18;0.36;1.3;0.036;40;117;0.9934;3.27;0.95;9.5;7
+7.7;0.34;0.58;11.1;0.039;41;151;0.9978;3.06;0.49;8.6;5
+6.9;0.18;0.36;1.3;0.036;40;117;0.9934;3.27;0.95;9.5;7
+7.4;0.2;0.35;2.1;0.038;30;116;0.9949;3.49;0.77;10.3;7
+8.2;0.38;0.49;13.6;0.042;58;166;0.99855;3.1;0.54;9.4;5
+8.2;0.4;0.48;13.7;0.042;59;169;0.9986;3.1;0.52;9.4;5
+6.7;0.22;0.39;10.2;0.038;60;149;0.99725;3.17;0.54;10;7
+6.6;0.3;0.3;4.8;0.17;60;166;0.9946;3.18;0.47;9.4;5
+8.1;0.27;0.35;1.7;0.03;38;103;0.99255;3.22;0.63;10.4;8
+7.3;0.25;0.42;14.2;0.041;57;182;0.9996;3.29;0.75;9.1;7
+4.8;0.34;0;6.5;0.028;33;163;0.9939;3.36;0.61;9.9;6
+6.2;0.28;0.33;1.7;0.029;24;111;0.99;3.24;0.5;12.1;6
+4.8;0.33;0;6.5;0.028;34;163;0.9937;3.35;0.61;9.9;5
+6.1;0.27;0.33;2.2;0.021;26;117;0.9886;3.12;0.3;12.5;6
+6.9;0.18;0.36;1.3;0.036;40;117;0.9934;3.27;0.95;9.5;7
+7.8;0.18;0.46;12.6;0.042;41;143;1;3.24;0.76;8.5;8
+7.3;0.28;0.42;14.4;0.04;49;173;0.9994;3.28;0.82;9;7
+7.3;0.24;0.29;1.2;0.037;37;97;0.9926;3.19;0.7;10.1;6
+6;0.45;0.65;9.7;0.08;11;159;0.9956;3.04;0.48;9.4;5
+7.7;0.34;0.58;11.1;0.039;41;151;0.9978;3.06;0.49;8.6;5
+6.3;0.26;0.21;4;0.03;24;125;0.9915;3.06;0.34;10.7;6
+10.3;0.17;0.47;1.4;0.037;5;33;0.9939;2.89;0.28;9.6;3
+7.7;0.15;0.29;1.3;0.029;10;64;0.9932;3.35;0.39;10.1;5
+7.1;0.21;0.32;2.2;0.037;28;141;0.993;3.2;0.57;10;7
+6.9;0.36;0.34;4.2;0.018;57;119;0.9898;3.28;0.36;12.7;9
+6;0.28;0.34;1.6;0.119;33;104;0.9921;3.19;0.38;10.2;6
+6.2;0.16;0.54;1.4;0.126;37;110;0.9932;3.23;0.37;8.9;6
+6.9;0.12;0.36;2.2;0.037;18;111;0.9919;3.41;0.82;11.9;8
+7.1;0.21;0.32;2.2;0.037;28;141;0.993;3.2;0.57;10;7
+8.8;0.36;0.44;1.9;0.04;9;121;0.9953;3.19;0.48;9.9;6
+7.4;0.26;0.43;6;0.022;22;125;0.9928;3.13;0.55;11.5;6
+7.4;0.26;0.43;6;0.022;22;125;0.9928;3.13;0.55;11.5;6
+6.8;0.23;0.29;12.2;0.035;38;236;0.9976;3.35;0.52;9.8;6
+6.1;0.34;0.27;2.6;0.024;20;105;0.9906;3.4;0.67;12.2;7
+7.3;0.26;0.31;1.6;0.04;39;173;0.9918;3.19;0.51;11.4;6
+6.5;0.3;0.32;2;0.044;34;90;0.99185;3.37;0.68;11;7
+7.3;0.26;0.31;1.6;0.04;39;173;0.9918;3.19;0.51;11.4;6
+6.5;0.3;0.32;2;0.044;34;90;0.99185;3.37;0.68;11;7
+5;0.31;0;6.4;0.046;43;166;0.994;3.3;0.63;9.9;6
+5.8;0.26;0.18;1.2;0.031;40;114;0.9908;3.42;0.4;11;7
+5.9;0.26;0.3;1;0.036;38;114;0.9928;3.58;0.48;9.4;5
+7;0.31;0.29;1.4;0.037;33;128;0.9896;3.12;0.36;12.2;7
+5.8;0.26;0.18;1.2;0.031;40;114;0.9908;3.42;0.4;11;7
+5.6;0.19;0.39;1.1;0.043;17;67;0.9918;3.23;0.53;10.3;6
+6.8;0.18;0.28;8.7;0.047;52;242;0.9952;3.22;0.53;10.5;6
+7;0.29;0.26;1.6;0.044;12;87;0.9923;3.08;0.46;10.5;6
+6.6;0.26;0.29;1.4;0.039;13;67;0.9915;3.05;0.49;10.9;6
+6.8;0.18;0.28;8.5;0.047;52;242;0.9952;3.22;0.53;10.5;6
+6.6;0.2;0.38;7.9;0.052;30;145;0.9947;3.32;0.56;11;7
+8;0.29;0.29;13.2;0.046;26;113;0.9983;3.25;0.37;9.7;6
+6.1;0.28;0.35;12.8;0.048;63;229;0.9975;3.08;0.4;8.9;5
+5.9;0.31;0.3;7.7;0.047;60;206;0.995;3.2;0.39;9.6;6
+6.9;0.21;0.28;2.4;0.056;49;159;0.9944;3.02;0.47;8.8;8
+8.4;0.19;0.42;1.6;0.047;9;101;0.994;3.06;0.65;11.1;4
+8.3;0.27;0.45;1.3;0.048;8;72;0.9944;3.08;0.61;10.3;4
+7.1;0.25;0.39;2.1;0.036;30;124;0.9908;3.28;0.43;12.2;8
+8;0.23;0.37;9.6;0.054;23;159;0.99795;3.32;0.47;9.8;4
+7.5;0.24;0.31;13;0.049;46;217;0.9985;3.08;0.53;8.8;5
+6.3;0.33;0.2;5.8;0.04;24;144;0.99425;3.15;0.63;9.9;5
+6.2;0.33;0.19;5.6;0.042;22;143;0.99425;3.15;0.63;9.9;5
+6.3;0.34;0.19;5.8;0.041;22;145;0.9943;3.15;0.63;9.9;5
+5.8;0.29;0.05;0.8;0.038;11;30;0.9924;3.36;0.35;9.2;5
+8;0.32;0.26;1.2;0.05;11.5;88;0.9946;3.24;0.37;9.5;4
+5.6;0.29;0.05;0.8;0.038;11;30;0.9924;3.36;0.35;9.2;5
+7.4;0.13;0.39;4.7;0.042;36;137;0.995;3.36;0.56;10.3;7
+7.7;0.3;0.32;1.6;0.037;23;124;0.9919;2.93;0.33;11;6
+7;0.24;0.34;1.4;0.031;27;107;0.99;3.06;0.39;11.9;6
+8.6;0.18;0.4;1.1;0.04;20;107;0.9923;2.94;0.32;10.2;7
+7;0.11;0.32;4.6;0.057;59;144;0.9956;3.55;0.44;9.4;7
+7.7;0.32;0.62;10.6;0.036;56;153;0.9978;3.13;0.44;8.9;6
+7.7;0.32;0.62;10.6;0.036;56;153;0.9978;3.13;0.44;8.9;6
+6.5;0.26;0.27;12.9;0.044;69;215;0.9967;3.17;0.43;10;6
+7.9;0.28;0.41;2;0.044;50;152;0.9934;3.45;0.49;10.7;8
+6.3;0.27;0.23;2.9;0.047;13;100;0.9936;3.28;0.43;9.8;5
+5.4;0.595;0.1;2.8;0.042;26;80;0.9932;3.36;0.38;9.3;5
+6.7;0.25;0.33;2.9;0.057;52;173;0.9934;3.02;0.48;9.5;7
+6.5;0.25;0.35;12;0.055;47;179;0.998;3.58;0.47;10;5
+6.1;0.36;0.58;15;0.044;42;115;0.9978;3.15;0.51;9;5
+7.7;0.17;0.52;5.9;0.017;21;84;0.9929;3.14;0.4;11.9;7
+6.4;0.26;0.43;12.6;0.033;64;230;0.9974;3.08;0.38;8.9;5
+6.5;0.26;0.28;12.5;0.046;80;225;0.99685;3.18;0.41;10;6
+5.9;0.29;0.33;7.4;0.037;58;205;0.99495;3.26;0.41;9.6;5
+6.2;0.28;0.43;13;0.039;64;233;0.99745;3.08;0.38;8.9;5
+6.1;0.27;0.44;6.7;0.041;61;230;0.99505;3.12;0.4;8.9;5
+6.4;0.43;0.32;1.4;0.048;10;67;0.992;3.08;0.41;11.4;5
+6.1;0.36;0.58;15;0.044;42;115;0.9978;3.15;0.51;9;5
+6.2;0.35;0.29;7.3;0.044;56;244;0.9956;3.36;0.55;10;6
+7.7;0.24;0.29;15.3;0.044;39;194;0.9982;3.06;0.47;9.6;7
+6.2;0.34;0.28;7.5;0.034;40;197;0.99485;3.14;0.6;9.7;5
+6.3;0.27;0.46;11.75;0.037;61;212;0.9971;3.25;0.53;9.5;6
+5.4;0.415;0.19;1.6;0.039;27;88;0.99265;3.54;0.41;10;7
+6.9;0.48;0.36;3.5;0.03;31;135;0.9904;3.14;0.38;12.2;7
+6.5;0.18;0.33;8;0.051;16;131;0.9965;3.28;0.44;8.7;7
+6.7;0.15;0.29;5;0.058;28;105;0.9946;3.52;0.44;10.2;7
+8.2;0.345;1;18.2;0.047;55;205;0.99965;2.96;0.43;9.6;5
+8.5;0.16;0.35;1.6;0.039;24;147;0.9935;2.96;0.36;10;5
+6.8;0.705;0.25;3.2;0.048;10;57;0.996;3.36;0.52;9.5;4
+7.3;0.25;0.39;6.4;0.034;8;84;0.9942;3.18;0.46;11.5;5
+7.6;0.345;0.26;1.9;0.043;15;134;0.9936;3.08;0.38;9.5;5
+7.6;0.22;0.34;9.7;0.035;26;143;0.9965;3.08;0.49;9.8;6
+6.5;0.17;0.33;1.4;0.028;14;99;0.9928;3.23;0.55;10.1;6
+8.2;0.23;0.37;1.3;0.042;39;117;0.9928;2.99;0.36;10;5
+7.6;0.22;0.34;9.7;0.035;26;143;0.9965;3.08;0.49;9.8;6
+7.6;0.345;0.26;1.9;0.043;15;134;0.9936;3.08;0.38;9.5;5
+7.5;0.32;0.26;1.8;0.042;13;133;0.9938;3.07;0.38;9.5;5
+6.6;0.23;0.32;0.9;0.041;25;79;0.9926;3.39;0.54;10.2;7
+6.6;0.2;0.32;1.1;0.039;25;78;0.9926;3.39;0.54;10.2;7
+7.3;0.24;0.34;15.4;0.05;38;174;0.9983;3.03;0.42;9;6
+7.3;0.24;0.34;15.4;0.05;38;174;0.9983;3.03;0.42;9;6
+8;0.42;0.36;5;0.037;34;101;0.992;3.13;0.57;12.3;7
+7.3;0.24;0.34;15.4;0.05;38;174;0.9983;3.03;0.42;9;6
+6.1;0.19;0.25;4;0.023;23;112;0.9923;3.37;0.51;11.6;6
+5.9;0.26;0.21;12.5;0.034;36;152;0.9972;3.28;0.43;9.5;6
+8.3;0.23;0.43;3.2;0.035;14;101;0.9928;3.15;0.36;11.5;5
+6.5;0.34;0.28;1.8;0.041;43;188;0.9928;3.13;0.37;9.6;6
+6.8;0.22;0.35;17.5;0.039;38;153;0.9994;3.24;0.42;9;6
+6.5;0.08;0.33;1.9;0.028;23;93;0.991;3.34;0.7;12;7
+5.5;0.42;0.09;1.6;0.019;18;68;0.9906;3.33;0.51;11.4;7
+5.1;0.42;0.01;1.5;0.017;25;102;0.9894;3.38;0.36;12.3;7
+6;0.27;0.19;1.7;0.02;24;110;0.9898;3.32;0.47;12.6;7
+6.8;0.22;0.35;17.5;0.039;38;153;0.9994;3.24;0.42;9;6
+6.5;0.08;0.33;1.9;0.028;23;93;0.991;3.34;0.7;12;7
+7.1;0.13;0.38;1.8;0.046;14;114;0.9925;3.32;0.9;11.7;6
+7.6;0.3;0.25;4.3;0.054;22;111;0.9956;3.12;0.49;9.2;5
+6.6;0.13;0.3;4.9;0.058;47;131;0.9946;3.51;0.45;10.3;6
+6.5;0.14;0.33;7.6;0.05;53;189;0.9966;3.25;0.49;8.6;5
+7.7;0.28;0.33;6.7;0.037;32;155;0.9951;3.39;0.62;10.7;7
+6;0.2;0.71;1.6;0.15;10;54;0.9927;3.12;0.47;9.8;5
+6;0.19;0.71;1.5;0.152;9;55;0.9927;3.12;0.46;9.8;6
+7.7;0.28;0.33;6.7;0.037;32;155;0.9951;3.39;0.62;10.7;7
+5.1;0.39;0.21;1.7;0.027;15;72;0.9894;3.5;0.45;12.5;6
+5.7;0.36;0.34;4.2;0.026;21;77;0.9907;3.41;0.45;11.9;6
+6.9;0.19;0.33;1.6;0.043;63;149;0.9925;3.44;0.52;10.8;5
+6;0.41;0.21;1.9;0.05;29;122;0.9928;3.42;0.52;10.5;6
+7.4;0.28;0.3;5.3;0.054;44;161;0.9941;3.12;0.48;10.3;6
+7.4;0.3;0.3;5.2;0.053;45;163;0.9941;3.12;0.45;10.3;6
+6.9;0.19;0.33;1.6;0.043;63;149;0.9925;3.44;0.52;10.8;5
+7.7;0.28;0.39;8.9;0.036;8;117;0.9935;3.06;0.38;12;7
+8.6;0.16;0.38;3.4;0.04;41;143;0.9932;2.95;0.39;10.2;6
+8.2;0.26;0.44;1.3;0.046;7;69;0.9944;3.14;0.62;10.2;4
+6.5;0.25;0.27;15.2;0.049;75;217;0.9972;3.19;0.39;9.9;5
+7;0.24;0.18;1.3;0.046;9;62;0.994;3.38;0.47;10.1;4
+8.6;0.18;0.36;1.8;0.04;24;187;0.9956;3.25;0.55;9.5;6
+7.8;0.27;0.34;1.6;0.046;27;154;0.9927;3.05;0.45;10.5;6
+6;0.26;0.34;1.3;0.046;6;29;0.9924;3.29;0.63;10.4;5
+6.1;0.24;0.27;9.8;0.062;33;152;0.9966;3.31;0.47;9.5;6
+8;0.24;0.3;17.45;0.056;43;184;0.9997;3.05;0.5;9.2;6
+7.6;0.21;0.6;2.1;0.046;47;165;0.9936;3.05;0.54;10.1;7
+8;0.19;0.36;1.8;0.05;16;84;0.9936;3.15;0.45;9.8;7
+6.4;0.28;0.41;6.8;0.045;61;216;0.9952;3.09;0.46;9.4;5
+6.4;0.28;0.43;7.1;0.045;60;221;0.9952;3.09;0.45;9.4;6
+6.9;0.24;0.39;1.3;0.063;18;136;0.9928;3.31;0.48;10.4;7
+5.8;0.36;0.26;3.3;0.038;40;153;0.9911;3.34;0.55;11.3;6
+6.6;0.18;0.28;3.3;0.044;18;91;0.993;3.42;0.64;10.8;6
+5.8;0.36;0.26;3.3;0.038;40;153;0.9911;3.34;0.55;11.3;6
+5.1;0.52;0.06;2.7;0.052;30;79;0.9932;3.32;0.43;9.3;5
+6.6;0.22;0.37;1.2;0.059;45;199;0.993;3.37;0.55;10.3;7
+8.3;0.15;0.39;1.3;0.055;32;146;0.993;3.08;0.39;10.5;6
+7.6;0.16;0.44;1.4;0.043;25;109;0.9932;3.11;0.75;10.3;6
+7.7;0.16;0.41;1.7;0.048;60;173;0.9932;3.24;0.66;11.2;7
+8.3;0.16;0.48;1.7;0.057;31;98;0.9943;3.15;0.41;10.3;6
+6.2;0.25;0.47;11.6;0.048;62;210;0.9968;3.19;0.5;9.5;5
+6.1;0.16;0.27;12.6;0.064;63;162;0.9994;3.66;0.43;8.9;5
+7.6;0.39;0.22;2.8;0.036;19;113;0.9926;3.03;0.29;10.2;5
+6.8;0.37;0.47;11.2;0.071;44;136;0.9968;2.98;0.88;9.2;5
+7.6;0.16;0.44;1.4;0.043;25;109;0.9932;3.11;0.75;10.3;6
+7.1;0.18;0.42;1.4;0.045;47;157;0.9916;2.95;0.31;10.5;6
+8.3;0.14;0.26;1.5;0.049;56;189;0.9946;3.21;0.62;9.5;6
+8.6;0.2;0.42;1.5;0.041;35;125;0.9925;3.11;0.49;11.4;7
+8.6;0.2;0.42;1.5;0.041;35;125;0.9925;3.11;0.49;11.4;7
+6.8;0.19;0.32;7.05;0.019;54;188;0.9935;3.25;0.37;11.1;8
+7.6;0.19;0.38;10.6;0.06;48;174;0.9962;3.13;0.38;10.5;6
+6.8;0.34;0.74;2.8;0.088;23;185;0.9928;3.51;0.7;12;6
+6.2;0.15;0.46;1.6;0.039;38;123;0.993;3.38;0.51;9.7;6
+6.6;0.14;0.44;1.6;0.042;47;140;0.993;3.32;0.51;10.2;6
+8;0.55;0.17;8.2;0.04;13;60;0.9956;3.09;0.3;9.5;4
+7;0.24;0.35;1.5;0.052;51;128;0.9941;3.41;0.59;10.4;7
+6.3;0.6;0.44;11;0.05;50;245;0.9972;3.19;0.57;9.3;4
+7.1;0.2;0.41;2.1;0.054;24;166;0.9948;3.48;0.62;10.5;6
+6.2;0.34;0.29;7.6;0.047;45;232;0.9955;3.35;0.62;10;6
+7.1;0.3;0.36;6.8;0.055;44.5;234;0.9972;3.49;0.64;10.2;6
+7.1;0.3;0.36;6.8;0.055;44.5;234;0.9972;3.49;0.64;10.2;6
+7.9;0.64;0.46;10.6;0.244;33;227;0.9983;2.87;0.74;9.1;3
+8.8;0.17;0.38;1.8;0.04;39;148;0.9942;3.16;0.67;10.2;6
+7.5;0.17;0.37;1.5;0.06;18;75;0.9936;3.54;0.88;10.7;5
+7.1;0.47;0.24;6;0.044;11;77;0.9956;3.21;0.56;9.7;5
+7.1;0.15;0.34;5.3;0.034;33;104;0.9953;3.37;0.52;9.3;7
+7.5;0.17;0.34;1.4;0.035;13;102;0.9918;3.05;0.74;11;5
+8.2;0.68;0.3;2.1;0.047;17;138;0.995;3.22;0.71;10.8;4
+7.7;0.275;0.3;1;0.039;19;75;0.992;3.01;0.56;10.7;5
+7.3;0.49;0.32;5.2;0.043;18;104;0.9952;3.24;0.45;10.7;4
+7.5;0.33;0.48;19.45;0.048;55;243;1.001;2.95;0.4;8.8;5
+7.2;0.21;0.37;1.6;0.049;23;94;0.9924;3.16;0.48;10.9;7
+7.3;0.15;0.4;2;0.05;24;92;0.9932;3.14;0.45;10.5;5
+6.5;0.19;0.1;1.3;0.046;23;107;0.9937;3.29;0.45;10;5
+7;0.31;0.52;1.7;0.029;5;61;0.9918;3.07;0.43;10.4;5
+8.3;0.4;0.38;1.1;0.038;15;75;0.9934;3.03;0.43;9.2;5
+6.1;0.37;0.36;4.7;0.035;36;116;0.991;3.31;0.62;12.6;6
+7.3;0.24;0.34;7.5;0.048;29;152;0.9962;3.1;0.54;9;5
+6.9;0.21;0.81;1.1;0.137;52;123;0.9932;3.03;0.39;9.2;6
+7.6;0.29;0.42;1.3;0.035;18;86;0.9908;2.99;0.39;11.3;5
+9.4;0.29;0.55;2.2;0.05;17;119;0.9962;3.12;0.69;10.3;4
+7;0.31;0.52;1.7;0.029;5;61;0.9918;3.07;0.43;10.4;5
+8.6;0.26;0.41;2.2;0.049;29;111;0.9941;2.96;0.44;10;5
+7.5;0.21;0.34;1.2;0.06;26;111;0.9931;3.51;0.47;10.7;6
+7.2;0.51;0.24;10;0.093;35;197;0.9981;3.41;0.47;9;5
+7.5;0.21;0.34;1.2;0.06;26;111;0.9931;3.51;0.47;10.7;6
+5.3;0.3;0.2;1.1;0.077;48;166;0.9944;3.3;0.54;8.7;4
+8;0.26;0.36;2;0.054;30;121;0.992;3.09;0.72;11.6;7
+7;0.21;0.28;7.5;0.07;45;185;0.9966;3.34;0.55;9.4;5
+6.7;0.26;0.26;4;0.079;35.5;216;0.9956;3.31;0.68;9.5;5
+6.7;0.26;0.26;4.1;0.073;36;202;0.9956;3.3;0.67;9.5;5
+8.1;0.26;0.37;1.9;0.072;48;159;0.9949;3.37;0.7;10.9;6
+8.3;0.22;0.38;14.8;0.054;32;126;1.0002;3.22;0.5;9.7;5
+6.4;0.3;0.51;5.5;0.048;62;172;0.9942;3.08;0.45;9.1;6
+7.5;0.19;0.34;2.6;0.037;33;125;0.9923;3.1;0.49;11.1;7
+8.8;0.33;0.44;6.35;0.024;9;87;0.9917;2.96;0.4;12.6;7
+6.9;0.2;0.36;1.5;0.031;38;147;0.9931;3.35;0.56;11;6
+8;0.37;0.32;1.6;0.04;32;166;0.992;3;0.55;11.3;7
+8.3;0.22;0.38;14.8;0.054;32;126;1.0002;3.22;0.5;9.7;5
+8.2;0.29;0.33;9.1;0.036;28;118;0.9953;2.96;0.4;10.9;7
+7.7;0.34;0.3;8;0.048;25;192;0.9951;2.97;0.47;10.9;5
+6.2;0.55;0.45;12;0.049;27;186;0.9974;3.17;0.5;9.3;6
+6.4;0.4;0.19;3.2;0.033;28;124;0.9904;3.22;0.54;12.7;7
+7.5;0.28;0.33;7.7;0.048;42;180;0.9974;3.37;0.59;10.1;6
+7.8;0.26;0.44;1.3;0.037;43;132;0.9944;3.18;0.65;10;5
+6.5;0.26;0.34;16.3;0.051;56;197;1.0004;3.49;0.42;9.8;5
+6.3;0.34;0.29;6.2;0.046;29;227;0.9952;3.29;0.53;10.1;6
+6.8;0.15;0.33;4.7;0.059;31;118;0.9956;3.43;0.39;9;7
+6.3;0.27;0.25;5.8;0.038;52;155;0.995;3.28;0.38;9.4;6
+6.3;0.27;0.25;5.8;0.038;52;155;0.995;3.28;0.38;9.4;6
+7.4;0.2;0.37;16.95;0.048;43;190;0.9995;3.03;0.42;9.2;6
+6.3;0.23;0.21;5.1;0.035;29;142;0.9942;3.36;0.33;10.1;7
+7.3;0.31;0.69;10.2;0.041;58;160;0.9977;3.06;0.45;8.6;5
+5.2;0.24;0.45;3.8;0.027;21;128;0.992;3.55;0.49;11.2;8
+7;0.24;0.32;1.3;0.037;39;123;0.992;3.17;0.42;11.2;8
+7.4;0.2;0.37;16.95;0.048;43;190;0.9995;3.03;0.42;9.2;6
+7;0.17;0.33;4;0.034;17;127;0.9934;3.19;0.39;10.6;7
+8.3;0.21;0.58;17.1;0.049;62;213;1.0006;3.01;0.51;9.3;6
+7.2;0.21;0.35;14.5;0.048;35;178;0.9982;3.05;0.47;8.9;6
+7.1;0.21;0.4;1.2;0.069;24;156;0.9928;3.42;0.43;10.6;6
+8.4;0.17;0.31;6.7;0.038;29;132;0.9945;3.1;0.32;10.6;7
+7.4;0.24;0.31;8.4;0.045;52;183;0.9963;3.09;0.32;8.8;5
+5.3;0.24;0.33;1.3;0.033;25;97;0.9906;3.59;0.38;11;8
+6.5;0.28;0.26;8.8;0.04;44;139;0.9956;3.32;0.37;10.2;6
+6.3;0.23;0.21;5.1;0.035;29;142;0.9942;3.36;0.33;10.1;7
+6.5;0.29;0.25;10.6;0.039;32;120;0.9962;3.31;0.34;10.1;6
+5.8;0.29;0.21;2.6;0.025;12;120;0.9894;3.39;0.79;14;7
+6.3;0.27;0.25;5.8;0.038;52;155;0.995;3.28;0.38;9.4;6
+6.3;0.17;0.42;2.8;0.028;45;107;0.9908;3.27;0.43;11.8;6
+6.3;0.16;0.4;1.6;0.033;59;148;0.9914;3.44;0.53;11.4;5
+7.9;0.29;0.39;6.7;0.036;6;117;0.9938;3.12;0.42;10.7;5
+7.3;0.31;0.69;10.2;0.041;58;160;0.9977;3.06;0.45;8.6;5
+5.5;0.32;0.45;4.9;0.028;25;191;0.9922;3.51;0.49;11.5;7
+5.2;0.24;0.45;3.8;0.027;21;128;0.992;3.55;0.49;11.2;8
+7.2;0.37;0.15;2;0.029;27;87;0.9903;3.3;0.59;12.6;7
+6.1;0.29;0.27;1.7;0.024;13;76;0.9893;3.21;0.51;12.6;7
+9.2;0.22;0.4;2.4;0.054;18;151;0.9952;3.04;0.46;9.3;4
+7.2;0.37;0.15;2;0.029;27;87;0.9903;3.3;0.59;12.6;7
+8;0.18;0.37;1.3;0.04;15;96;0.9912;3.06;0.61;12.1;6
+6.5;0.22;0.34;12;0.053;55;177;0.9983;3.52;0.44;9.9;6
+7.4;0.18;0.4;1.6;0.047;22;102;0.9937;3.28;0.44;10.7;5
+6.5;0.52;0.17;1.4;0.047;5;26;0.9932;3.26;0.32;10;4
+7;0.15;0.38;2.2;0.047;33;96;0.9928;3.13;0.39;10.4;8
+5.9;0.415;0.13;1.4;0.04;11;64;0.9922;3.29;0.52;10.5;5
+8.1;0.45;0.34;8.3;0.037;33;216;0.9976;3.31;0.64;9.7;5
+5.8;0.415;0.13;1.4;0.04;11;64;0.9922;3.29;0.52;10.5;5
+6.4;0.5;0.16;12.9;0.042;26;138;0.9974;3.28;0.33;9;5
+6.7;0.105;0.32;12.4;0.051;34;106;0.998;3.54;0.45;9.2;6
+6;0.4;0.3;1.6;0.047;30;117;0.9931;3.17;0.48;10.1;6
+6.6;0.25;0.39;1.45;0.04;40;89;0.9911;3.35;0.4;11.4;7
+9.8;0.36;0.45;1.6;0.042;11;124;0.9944;2.93;0.46;10.8;5
+9.6;0.23;0.4;1.5;0.044;19;135;0.9937;2.96;0.49;10.9;5
+6.3;0.55;0.45;13;0.047;33;182;0.9974;3.2;0.46;9.2;6
+6.5;0.115;0.29;1.95;0.038;73;166;0.989;3.12;0.25;12.9;7
+6.4;0.125;0.29;5.85;0.042;24;99;0.992;3.23;0.32;12;7
+5.7;0.1;0.27;1.3;0.047;21;100;0.9928;3.27;0.46;9.5;5
+7.9;0.25;0.29;5.3;0.031;33;117;0.9918;3.06;0.32;11.8;7
+6.9;0.2;0.28;1.2;0.048;36;159;0.9936;3.19;0.43;9.1;6
+6.9;0.23;0.34;4;0.047;24;128;0.9944;3.2;0.52;9.7;6
+6.8;0.39;0.31;14.35;0.043;28;162;0.9988;3.17;0.54;9.1;5
+8.7;0.22;0.42;2.3;0.053;27;114;0.994;2.99;0.43;10;5
+7.4;0.41;0.34;4.7;0.042;19;127;0.9953;3.25;0.42;10.4;5
+6.7;0.25;0.34;12.85;0.048;30;161;0.9986;3.44;0.47;9.5;6
+6;0.26;0.42;5.2;0.027;70;178;0.9914;3.4;0.4;12.3;8
+6.1;0.31;0.37;8.4;0.031;70;170;0.9934;3.42;0.4;11.7;8
+9.2;0.28;0.46;3.2;0.058;39;133;0.996;3.14;0.58;9.5;5
+9;0.31;0.49;6.9;0.034;26;91;0.9937;2.99;0.34;11.5;5
+8.5;0.16;0.33;1;0.076;17;57;0.9921;3.14;0.46;10.6;6
+9.3;0.34;0.49;7.3;0.052;30;146;0.998;3.17;0.61;10.2;5
+9.2;0.28;0.46;3.2;0.058;39;133;0.996;3.14;0.58;9.5;5
+7.2;0.24;0.3;1.6;0.048;27;131;0.9933;3.25;0.45;10.5;5
+7.2;0.25;0.32;1.5;0.047;27;132;0.9933;3.26;0.44;10.5;5
+6.8;0.32;0.18;7.5;0.041;71;223;0.9959;3.14;0.41;8.9;5
+9.1;0.27;0.32;1.1;0.031;15;151;0.9936;3.03;0.41;10.6;5
+8.9;0.34;0.32;1.3;0.041;12;188;0.9953;3.17;0.49;9.5;5
+7;0.17;0.37;5.7;0.025;29;111;0.9938;3.2;0.49;10.8;6
+6.7;0.25;0.23;7.2;0.038;61;220;0.9952;3.14;0.35;9.5;5
+6.9;0.32;0.17;7.6;0.042;69;219;0.9959;3.13;0.4;8.9;5
+6.8;0.32;0.18;7.5;0.041;71;223;0.9959;3.14;0.41;8.9;5
+6.1;0.6;0;1.3;0.042;24;79;0.9937;3.31;0.38;9.4;4
+5.3;0.395;0.07;1.3;0.035;26;102;0.992;3.5;0.35;10.6;6
+7.9;0.16;0.3;4.8;0.037;37;171;0.9967;3.47;0.44;9;4
+7.6;0.33;0.36;2.1;0.034;26;172;0.9944;3.42;0.48;10.5;4
+7.8;0.3;0.29;16.85;0.054;23;135;0.9998;3.16;0.38;9;6
+7.8;0.3;0.29;16.85;0.054;23;135;0.9998;3.16;0.38;9;6
+5.7;0.26;0.27;4.1;0.201;73.5;189.5;0.9942;3.27;0.38;9.4;6
+7.8;0.3;0.29;16.85;0.054;23;135;0.9998;3.16;0.38;9;6
+7.5;0.14;0.34;1.3;0.055;50;153;0.9945;3.29;0.8;9.6;6
+7.8;0.3;0.29;16.85;0.054;23;135;0.9998;3.16;0.38;9;6
+6.6;0.25;0.41;7.4;0.043;29;151;0.9946;3.15;0.6;10.2;7
+5.7;0.26;0.27;4.1;0.201;73.5;189.5;0.9942;3.27;0.38;9.4;6
+8.2;0.23;0.49;0.9;0.057;15;73;0.9928;3.07;0.38;10.4;6
+6;0.24;0.32;6.3;0.03;34;129;0.9946;3.52;0.41;10.4;5
+6.1;0.45;0.27;0.8;0.039;13;82;0.9927;3.23;0.32;9.5;5
+7.4;0.23;0.43;1.4;0.044;22;113;0.9938;3.22;0.62;10.6;6
+7.2;0.2;0.38;1;0.037;21;74;0.9918;3.21;0.37;11;5
+7.5;0.14;0.34;1.3;0.055;50;153;0.9945;3.29;0.8;9.6;6
+7.7;0.25;0.43;4.5;0.062;20;115;0.9966;3.38;0.5;9.9;6
+8.2;0.61;0.45;5.4;0.03;15;118;0.9954;3.14;0.34;9.6;5
+7.6;0.21;0.44;1.9;0.036;10;119;0.9913;3.01;0.7;12.8;6
+7.4;0.22;0.33;2;0.045;31;101;0.9931;3.42;0.55;11.4;5
+7.2;0.26;0.26;12.7;0.036;49;214;0.9986;3.41;0.5;10;6
+6.4;0.25;0.41;8.6;0.042;57;173;0.9965;3;0.44;9.1;5
+6.3;0.32;0.35;11.1;0.039;29;198;0.9984;3.36;0.5;9.4;7
+6.8;0.25;0.29;2;0.042;19;189;0.9952;3.46;0.54;10.2;6
+9.8;0.44;0.4;2.8;0.036;35;167;0.9956;2.97;0.39;9.2;5
+7.2;0.2;0.25;4.5;0.044;31;109;0.9949;3.23;0.36;9.4;5
+8.2;0.61;0.45;5.4;0.03;15;118;0.9954;3.14;0.34;9.6;5
+7.5;0.42;0.45;9.1;0.029;20;125;0.996;3.12;0.36;10.1;6
+7.4;0.22;0.33;2;0.045;31;101;0.9931;3.42;0.55;11.4;5
+6.4;0.26;0.3;2.2;0.025;33;134;0.992;3.21;0.47;10.6;6
+7.9;0.46;0.32;4.1;0.033;40;138;0.9912;3.18;0.44;12.8;7
+6.5;0.41;0.64;11.8;0.065;65;225;0.9978;3.12;0.51;8.9;5
+7.5;0.32;0.37;1.2;0.048;22;184;0.9938;3.09;0.43;9.3;5
+6.6;0.21;0.38;2.2;0.026;40;104;0.9914;3.25;0.4;11.1;8
+7.1;0.21;0.3;1.4;0.037;45;143;0.9932;3.13;0.33;9.9;6
+7.6;0.26;0.47;1.6;0.068;5;55;0.9944;3.1;0.45;9.6;5
+7.6;0.21;0.44;1.9;0.036;10;119;0.9913;3.01;0.7;12.8;6
+6.9;0.25;0.26;5.2;0.024;36;135;0.9948;3.16;0.72;10.7;7
+7.1;0.26;0.32;14.45;0.074;29;107;0.998;2.96;0.42;9.2;6
+7.3;0.22;0.4;14.75;0.042;44.5;129.5;0.9998;3.36;0.41;9.1;7
+6.2;0.37;0.22;8.3;0.025;36;216;0.9964;3.33;0.6;9.6;6
+7.9;0.22;0.45;14.2;0.038;53;141;0.9992;3.03;0.46;9.2;6
+6.9;0.25;0.26;5.2;0.024;36;135;0.9948;3.16;0.72;10.7;7
+7.3;0.22;0.4;14.75;0.042;44.5;129.5;0.9998;3.36;0.41;9.1;7
+7.1;0.26;0.32;14.45;0.074;29;107;0.998;2.96;0.42;9.2;6
+7.4;0.25;0.37;6.9;0.02;14;93;0.9939;3;0.48;10.7;7
+6.8;0.18;0.37;1.5;0.027;37;93;0.992;3.3;0.45;10.8;6
+7;0.17;0.37;1.5;0.028;26;75;0.9922;3.3;0.46;10.8;7
+6.4;0.3;0.38;7.8;0.046;35;192;0.9955;3.1;0.37;9;5
+5;0.33;0.16;1.5;0.049;10;97;0.9917;3.48;0.44;10.7;6
+5;0.33;0.16;1.5;0.049;10;97;0.9917;3.48;0.44;10.7;6
+8.9;0.33;0.32;1.5;0.047;11;200;0.9954;3.19;0.46;9.4;5
+7;0.26;0.46;15.55;0.037;61;171;0.9986;2.94;0.35;8.8;6
+6.4;0.3;0.38;7.8;0.046;35;192;0.9955;3.1;0.37;9;5
+6.3;0.21;0.4;1.7;0.031;48;134;0.9917;3.42;0.49;11.5;6
+8;0.23;0.46;1.5;0.03;30;125;0.9907;3.23;0.47;12.5;6
+9.2;0.28;0.41;1;0.042;14;59;0.9922;2.96;0.25;10.5;6
+7.3;0.27;0.39;6.7;0.064;28;188;0.9958;3.29;0.3;9.7;5
+7.6;0.32;0.36;1.6;0.04;32;155;0.993;3.23;0.52;11.3;6
+5;0.33;0.16;1.5;0.049;10;97;0.9917;3.48;0.44;10.7;6
+9.7;0.24;0.45;1.2;0.033;11;59;0.9926;2.74;0.47;10.8;6
+8;0.28;0.42;7.1;0.045;41;169;0.9959;3.17;0.43;10.6;5
+8.2;0.37;0.36;1;0.034;17;93;0.9906;3.04;0.32;11.7;8
+8;0.61;0.38;12.1;0.301;24;220;0.9993;2.94;0.48;9.2;5
+7.2;0.26;0.44;7.1;0.027;25;126;0.993;3.02;0.34;11.1;8
+8.2;0.37;0.36;1;0.034;17;93;0.9906;3.04;0.32;11.7;8
+6.4;0.23;0.33;1.15;0.044;15.5;217.5;0.992;3.33;0.44;11;6
+5.9;0.4;0.32;6;0.034;50;127;0.992;3.51;0.58;12.5;7
+7.6;0.28;0.39;1.2;0.038;21;115;0.994;3.16;0.67;10;6
+8;0.28;0.42;7.1;0.045;41;169;0.9959;3.17;0.43;10.6;5
+7.2;0.23;0.39;2.3;0.033;29;102;0.9908;3.26;0.54;12.3;7
+6.8;0.32;0.37;3.4;0.023;19;87;0.9902;3.14;0.53;12.7;6
+7.2;0.23;0.39;2.3;0.033;29;102;0.9908;3.26;0.54;12.3;7
+6.9;0.18;0.38;6.5;0.039;20;110;0.9943;3.1;0.42;10.5;5
+9.4;0.26;0.53;1.2;0.047;25;109;0.9921;3.23;0.28;12.5;6
+8.3;0.33;0.42;1.15;0.033;18;96;0.9911;3.2;0.32;12.4;3
+7.3;0.29;0.3;13;0.043;46;238;0.9986;3.06;0.41;8.7;6
+7.9;0.41;0.37;4.5;0.03;40;114;0.992;3.17;0.54;12.4;7
+7.9;0.44;0.37;5.85;0.033;27;93;0.992;3.16;0.54;12.6;7
+7.7;0.39;0.3;5.2;0.037;29;131;0.9943;3.38;0.44;11;6
+7.7;0.26;0.31;1.3;0.043;47;155;0.9937;3.42;0.5;10.1;6
+7.8;0.32;0.31;1.7;0.036;46;195;0.993;3.03;0.48;10.5;5
+6.8;0.32;0.37;3.4;0.023;19;87;0.9902;3.14;0.53;12.7;6
+7.3;0.24;0.39;3.6;0.024;35;116;0.9928;3.17;0.51;10.9;5
+7.1;0.44;0.37;2.7;0.041;35;128;0.9896;3.07;0.43;13.5;7
+10.3;0.25;0.48;2.2;0.042;28;164;0.998;3.19;0.59;9.7;5
+7.9;0.14;0.28;1.8;0.041;44;178;0.9954;3.45;0.43;9.2;6
+7.4;0.18;0.42;2.1;0.036;33;187;0.9938;3.4;0.41;10.6;7
+8.1;0.43;0.42;6.6;0.033;36;141;0.9918;2.98;0.39;13.3;7
+7.1;0.44;0.37;2.7;0.041;35;128;0.9896;3.07;0.43;13.5;7
+6.4;0.26;0.22;5.1;0.037;23;131;0.9944;3.29;0.32;10.1;5
+8;0.66;0.72;17.55;0.042;62;233;0.9999;2.92;0.68;9.4;4
+8;0.2;0.4;5.2;0.055;41;167;0.9953;3.18;0.4;10.6;7
+7.2;0.21;0.34;1.1;0.046;25;80;0.992;3.25;0.4;11.3;6
+7.2;0.18;0.31;1.1;0.045;20;73;0.9925;3.32;0.4;10.8;7
+8.4;0.57;0.44;10.7;0.051;46;195;0.9981;3.15;0.51;10.4;5
+5.3;0.26;0.23;5.15;0.034;48;160;0.9952;3.82;0.51;10.5;7
+5.7;0.245;0.33;1.1;0.049;28;150;0.9927;3.13;0.42;9.3;5
+5.6;0.245;0.32;1.1;0.047;24;152;0.9927;3.12;0.42;9.3;6
+7.3;0.25;0.41;1.8;0.037;52;165;0.9911;3.29;0.39;12.2;7
+7;0.16;0.73;1;0.138;58;150;0.9936;3.08;0.3;9.2;5
+6.4;0.22;0.34;1.8;0.057;29;104;0.9959;3.81;0.57;10.3;6
+7.3;0.18;0.65;1.4;0.046;28;157;0.9946;3.33;0.62;9.4;6
+6.4;0.17;0.27;6.7;0.036;88;223;0.9948;3.28;0.35;10.2;6
+6.9;0.29;0.16;6.8;0.034;65;212;0.9955;3.08;0.39;9;6
+6.2;0.21;0.38;6.8;0.036;64;245;0.9951;3.06;0.36;9.3;6
+6.4;0.23;0.3;7.1;0.037;63;236;0.9952;3.06;0.34;9.2;6
+7.3;0.19;0.68;1.5;0.05;31;156;0.9946;3.32;0.64;9.4;6
+7.3;0.18;0.65;1.4;0.046;28;157;0.9946;3.33;0.62;9.4;6
+9.6;0.29;0.46;1.45;0.039;77.5;223;0.9944;2.92;0.46;9.5;6
+7.2;0.14;0.35;1.2;0.036;15;73;0.9938;3.46;0.39;9.9;5
+6.9;0.31;0.34;7.4;0.059;36;174;0.9963;3.46;0.62;11.1;7
+7.5;0.28;0.34;4.2;0.028;36;116;0.991;2.99;0.41;12.3;8
+8;0.22;0.42;14.6;0.044;45;163;1.0003;3.21;0.69;8.6;7
+7.6;0.31;0.29;10.5;0.04;21;145;0.9966;3.04;0.35;9.4;5
+8.4;0.35;0.56;13.8;0.048;55;190;0.9993;3.07;0.58;9.4;6
+8;0.22;0.42;14.6;0.044;45;163;1.0003;3.21;0.69;8.6;7
+8.1;0.5;0.47;1.1;0.037;23;126;0.9938;3.21;0.42;10.9;5
+7;0.39;0.31;5.3;0.169;32;162;0.9965;3.2;0.48;9.4;5
+8.1;0.5;0.47;1.1;0.037;23;126;0.9938;3.21;0.42;10.9;5
+8.4;0.35;0.56;13.8;0.048;55;190;0.9993;3.07;0.58;9.4;6
+6.2;0.22;0.27;1.5;0.064;20;132;0.9938;3.22;0.46;9.2;6
+8;0.22;0.42;14.6;0.044;45;163;1.0003;3.21;0.69;8.6;7
+7.6;0.31;0.29;10.5;0.04;21;145;0.9966;3.04;0.35;9.4;5
+7;0.24;0.36;4.9;0.083;10;133;0.9942;3.33;0.37;10.8;6
+6.6;0.27;0.3;1.9;0.025;14;153;0.9928;3.29;0.62;10.5;6
+7.8;0.16;0.41;1.7;0.026;29;140;0.991;3.02;0.78;12.5;6
+7.7;0.27;0.34;1.8;0.028;26;168;0.9911;2.99;0.48;12.1;7
+7.4;0.31;0.74;10.7;0.039;51;147;0.9977;3.02;0.43;8.7;5
+8;0.45;0.36;8.8;0.026;50;151;0.9927;3.07;0.25;12.7;8
+7.7;0.27;0.34;1.8;0.028;26;168;0.9911;2.99;0.48;12.1;7
+7.8;0.16;0.41;1.7;0.026;29;140;0.991;3.02;0.78;12.5;6
+6.6;0.16;0.29;1.8;0.05;40;147;0.9912;3.06;0.44;11.4;7
+8.3;0.21;0.4;1.6;0.032;35;110;0.9907;3.02;0.6;12.9;7
+7.2;0.32;0.33;1.4;0.029;29;109;0.9902;3.15;0.51;12.8;7
+6.6;0.16;0.3;1.6;0.034;15;78;0.992;3.38;0.44;11.2;6
+8.4;0.16;0.33;1.5;0.033;16;98;0.994;3.14;0.42;9.7;6
+7.5;0.23;0.32;9.2;0.038;54;191;0.9966;3.04;0.56;9.7;6
+6.2;0.17;0.3;1.1;0.037;14;79;0.993;3.5;0.54;10.3;6
+6.9;0.39;0.22;4.3;0.03;10;102;0.993;3;0.87;11.6;4
+6.9;0.41;0.22;4.2;0.031;10;102;0.993;3;0.86;11.6;4
+7.5;0.23;0.32;9.2;0.038;54;191;0.9966;3.04;0.56;9.7;6
+7.5;0.38;0.33;5;0.045;30;131;0.9942;3.32;0.44;10.9;6
+7.3;0.42;0.38;6.8;0.045;29;122;0.9925;3.19;0.37;12.6;7
+7.3;0.34;0.39;5.2;0.04;45;163;0.9925;3.3;0.47;12.4;6
+7.8;0.23;0.28;4.75;0.042;45;166;0.9928;2.96;0.4;11.5;5
+9;0.245;0.38;5.9;0.045;52;159;0.995;2.93;0.35;10.2;6
+6.9;0.2;0.4;7.7;0.032;51;176;0.9939;3.22;0.27;11.4;5
+7.4;0.19;0.42;6.4;0.067;39;212;0.9958;3.3;0.33;9.6;6
+8.2;0.2;0.36;8.1;0.035;60;163;0.9952;3.05;0.3;10.3;6
+8;0.59;0.71;17.35;0.038;61;228;1;2.95;0.75;9.3;5
+7.9;0.14;0.45;1.8;0.05;17;114;0.9948;3.33;0.49;10.7;7
+6.8;0.24;0.4;1.8;0.047;34;105;0.99;3.13;0.49;12.8;8
+9.7;0.14;0.59;1.5;0.049;23;142;0.9958;2.98;0.62;9.5;5
+9.2;0.15;0.68;1.6;0.046;22;130;0.9948;3.02;0.45;10.4;6
+9.4;0.17;0.55;1.6;0.049;14;94;0.9949;3.02;0.61;10.3;6
+5.2;0.365;0.08;13.5;0.041;37;142;0.997;3.46;0.39;9.9;6
+6.3;0.23;0.22;3.75;0.039;37;116;0.9927;3.23;0.5;10.7;6
+9.6;0.25;0.54;1.3;0.04;16;160;0.9938;2.94;0.43;10.5;5
+9.2;0.32;0.42;1.3;0.046;14;186;0.9949;3.08;0.48;9.6;5
+6.4;0.31;0.4;6.2;0.04;46;169;0.9953;3.15;0.46;9.3;6
+8.1;0.2;0.36;9.7;0.044;63;162;0.997;3.1;0.46;10;6
+7.9;0.255;0.26;2;0.026;40;190;0.9932;3.04;0.39;11.2;6
+7;0.15;0.34;1.4;0.039;21;177;0.9927;3.32;0.62;10.8;5
+6.4;0.15;0.31;1.1;0.044;25;96;0.9932;3.54;0.51;10.3;6
+6.4;0.25;0.53;6.6;0.038;59;234;0.9955;3.03;0.42;8.8;5
+7.6;0.19;0.42;1.5;0.044;6;114;0.9914;3.04;0.74;12.8;6
+7.3;0.43;0.37;4.6;0.028;17;114;0.991;3.23;0.43;13.2;6
+5.1;0.31;0.3;0.9;0.037;28;152;0.992;3.54;0.56;10.1;6
+6.2;0.2;0.26;1.7;0.093;40;161;0.9924;3.44;0.66;11;5
+6.9;0.16;0.35;1.3;0.043;21;182;0.9927;3.25;0.62;10.8;6
+7.7;0.32;0.48;2.3;0.04;28;114;0.9911;3.2;0.52;12.8;7
+6.5;0.22;0.72;6.8;0.042;33;168;0.9958;3.12;0.36;9.2;6
+6.8;0.26;0.33;1.5;0.047;44;167;0.9928;3.12;0.44;10.5;6
+5.2;0.37;0.33;1.2;0.028;13;81;0.9902;3.37;0.38;11.7;6
+8.4;0.19;0.43;2.1;0.052;20;104;0.994;2.85;0.46;9.5;5
+8.3;0.21;0.41;2.2;0.05;24;108;0.994;2.85;0.45;9.5;5
+6.8;0.15;0.32;8.8;0.058;24;110;0.9972;3.4;0.4;8.8;6
+7.9;0.16;0.64;17;0.05;69;210;1.0004;3.15;0.51;9.3;7
+7.8;0.21;0.39;1.8;0.034;62;180;0.991;3.09;0.75;12.6;8
+9;0.24;0.5;1.2;0.048;26;107;0.9918;3.21;0.34;12.4;6
+5.7;0.21;0.24;2.3;0.047;60;189;0.995;3.65;0.72;10.1;6
+7.8;0.29;0.36;7;0.042;38;161;0.9941;3.26;0.37;11.2;8
+6.7;0.18;0.3;6.4;0.048;40;251;0.9956;3.29;0.52;10;5
+6.7;0.18;0.3;6.4;0.048;40;251;0.9956;3.29;0.52;10;5
+8.4;0.58;0.27;12.15;0.033;37;116;0.9959;2.99;0.39;10.8;6
+7.2;0.16;0.32;0.8;0.04;50;121;0.9922;3.27;0.33;10;6
+7.6;0.54;0.23;2;0.029;13;151;0.9931;3.04;0.33;10.4;5
+8.4;0.58;0.27;12.15;0.033;37;116;0.9959;2.99;0.39;10.8;6
+6.6;0.25;0.31;12.4;0.059;52;181;0.9984;3.51;0.47;9.8;6
+7.3;0.23;0.37;1.9;0.041;51;165;0.9908;3.26;0.4;12.2;8
+7.3;0.39;0.37;1.1;0.043;36;113;0.991;3.39;0.48;12.7;8
+7;0.46;0.39;6.2;0.039;46;163;0.9928;3.21;0.35;12.2;7
+8.2;0.35;0.4;6.3;0.039;35;162;0.9936;3.15;0.34;11.9;7
+7.8;0.29;0.36;7;0.042;38;161;0.9941;3.26;0.37;11.2;8
+9.2;0.35;0.39;0.9;0.042;15;61;0.9924;2.96;0.28;10.4;4
+8;0.57;0.39;3.9;0.034;22;122;0.9917;3.29;0.67;12.8;7
+6.5;0.37;0.33;3.9;0.027;40;130;0.9906;3.28;0.39;12.7;7
+5.7;0.21;0.24;2.3;0.047;60;189;0.995;3.65;0.72;10.1;6
+6.7;0.18;0.3;6.4;0.048;40;251;0.9956;3.29;0.52;10;5
+7.8;0.13;0.3;1.8;0.04;43;179;0.9955;3.43;0.41;9;5
+7.6;0.19;0.41;1.1;0.04;38;143;0.9907;2.92;0.42;11.4;5
+7.3;0.22;0.41;15.4;0.05;55;191;1;3.32;0.59;8.9;6
+6.3;0.29;0.4;6.5;0.039;43;167;0.9953;3.15;0.44;9.3;6
+6.8;0.35;0.32;2.4;0.048;35;103;0.9911;3.28;0.46;12;8
+6.5;0.19;0.32;1.4;0.04;31;132;0.9922;3.36;0.54;10.8;7
+6.2;0.12;0.26;5.7;0.044;56;158;0.9951;3.52;0.37;10.5;6
+6;0.13;0.28;5.7;0.038;56;189.5;0.9948;3.59;0.43;10.6;7
+6.4;0.25;0.33;1.4;0.04;42;115;0.9906;3.19;0.48;11.3;7
+6.9;0.32;0.16;1.4;0.051;15;96;0.994;3.22;0.38;9.5;4
+7.6;0.19;0.41;1.1;0.04;38;143;0.9907;2.92;0.42;11.4;5
+6.7;0.13;0.28;1.2;0.046;35;140;0.9927;3.33;0.33;10.1;7
+7;0.14;0.41;0.9;0.037;22;95;0.9914;3.25;0.43;10.9;6
+7.6;0.27;0.24;3.8;0.058;19;115;0.9958;3.15;0.45;8.9;5
+7.3;0.22;0.41;15.4;0.05;55;191;1;3.32;0.59;8.9;6
+7.4;0.64;0.47;14.15;0.168;42;185;0.9984;2.9;0.49;9.3;5
+7.6;0.28;0.39;1.9;0.052;23;116;0.9941;3.25;0.4;10.4;6
+8.3;0.26;0.41;9.2;0.042;41;162;0.9944;3.1;0.38;12;7
+10.7;0.22;0.56;8.2;0.044;37;181;0.998;2.87;0.68;9.5;6
+10.7;0.22;0.56;8.2;0.044;37;181;0.998;2.87;0.68;9.5;6
+6.9;0.23;0.34;2.7;0.032;24;121;0.9902;3.14;0.38;12.4;7
+6.2;0.3;0.32;1.7;0.032;30;130;0.9911;3.28;0.41;11.2;7
+6.9;0.27;0.41;1.7;0.047;6;134;0.9929;3.15;0.69;11.4;6
+6.9;0.28;0.41;1.7;0.05;10;136;0.993;3.16;0.71;11.4;6
+6.9;0.28;0.3;1.6;0.047;46;132;0.9918;3.35;0.38;11.1;7
+6.9;0.46;0.2;0.9;0.054;5;126;0.992;3.1;0.42;10.4;6
+6.9;0.38;0.32;8.5;0.044;36;152;0.9932;3.38;0.35;12;7
+5.7;0.43;0.3;5.7;0.039;24;98;0.992;3.54;0.61;12.3;7
+6.6;0.56;0.16;3.1;0.045;28;92;0.994;3.12;0.35;9.1;6
+7.1;0.36;0.56;1.3;0.046;25;102;0.9923;3.24;0.33;10.5;6
+6.8;0.23;0.4;1.6;0.047;5;133;0.993;3.23;0.7;11.4;6
+6.2;0.33;0.29;1.3;0.042;26;138;0.9956;3.77;0.64;9.5;5
+5.6;0.49;0.13;4.5;0.039;17;116;0.9907;3.42;0.9;13.7;7
+6.6;0.42;0.33;2.8;0.034;15;85;0.99;3.28;0.51;13.4;6
+7.3;0.18;0.29;1.2;0.044;12;143;0.9918;3.2;0.48;11.3;7
+8.1;0.19;0.4;0.9;0.037;73;180;0.9926;3.06;0.34;10;6
+5.9;0.19;0.26;7.4;0.034;33;123;0.995;3.49;0.42;10.1;6
+6.2;0.16;0.47;1.4;0.029;23;81;0.99;3.26;0.42;12.2;6
+6.6;0.42;0.33;2.8;0.034;15;85;0.99;3.28;0.51;13.4;6
+5.7;0.135;0.3;4.6;0.042;19;101;0.9946;3.31;0.42;9.3;6
+5.6;0.49;0.13;4.5;0.039;17;116;0.9907;3.42;0.9;13.7;7
+6.9;0.19;0.33;1.6;0.039;27;98;0.9898;3.09;0.46;12.3;7
+7.3;0.18;0.29;1.2;0.044;12;143;0.9918;3.2;0.48;11.3;7
+7.3;0.25;0.36;13.1;0.05;35;200;0.9986;3.04;0.46;8.9;7
+7.3;0.25;0.36;13.1;0.05;35;200;0.9986;3.04;0.46;8.9;7
+7;0.2;0.34;5.7;0.035;32;83;0.9928;3.19;0.46;11.5;6
+7.3;0.25;0.36;13.1;0.05;35;200;0.9986;3.04;0.46;8.9;7
+6.3;0.67;0.48;12.6;0.052;57;222;0.9979;3.17;0.52;9.3;6
+7.4;0.4;0.29;5.4;0.044;31;122;0.994;3.3;0.5;11.1;8
+7.1;0.26;0.31;2.2;0.044;29;128;0.9937;3.34;0.64;10.9;8
+9;0.31;0.48;6.6;0.043;11;73;0.9938;2.9;0.38;11.6;5
+6.3;0.39;0.24;6.9;0.069;9;117;0.9942;3.15;0.35;10.2;4
+8.2;0.22;0.36;6.8;0.034;12;90;0.9944;3.01;0.38;10.5;8
+7.1;0.19;0.28;3.6;0.033;16;78;0.993;2.91;0.78;11.4;6
+7.3;0.25;0.36;13.1;0.05;35;200;0.9986;3.04;0.46;8.9;7
+7.9;0.2;0.34;1.2;0.04;29;118;0.9932;3.14;0.41;10.6;6
+7.1;0.26;0.32;5.9;0.037;39;97;0.9934;3.31;0.4;11.6;6
+7;0.2;0.34;5.7;0.035;32;83;0.9928;3.19;0.46;11.5;6
+6.9;0.3;0.33;4.1;0.035;26;155;0.9925;3.25;0.79;12.3;8
+8.1;0.29;0.49;7.1;0.042;22;124;0.9944;3.14;0.41;10.8;6
+5.8;0.17;0.3;1.4;0.037;55;130;0.9909;3.29;0.38;11.3;6
+5.9;0.415;0.02;0.8;0.038;22;63;0.9932;3.36;0.36;9.3;5
+6.6;0.23;0.26;1.3;0.045;16;128;0.9934;3.36;0.6;10;6
+8.6;0.55;0.35;15.55;0.057;35.5;366.5;1.0001;3.04;0.63;11;3
+6.9;0.35;0.74;1;0.044;18;132;0.992;3.13;0.55;10.2;5
+7.6;0.14;0.74;1.6;0.04;27;103;0.9916;3.07;0.4;10.8;7
+9.2;0.28;0.49;11.8;0.042;29;137;0.998;3.1;0.34;10.1;4
+6.2;0.18;0.49;4.5;0.047;17;90;0.9919;3.27;0.37;11.6;6
+5.3;0.165;0.24;1.1;0.051;25;105;0.9925;3.32;0.47;9.1;5
+9.8;0.25;0.74;10;0.056;36;225;0.9977;3.06;0.43;10;4
+8.1;0.29;0.49;7.1;0.042;22;124;0.9944;3.14;0.41;10.8;6
+6.8;0.22;0.49;0.9;0.052;26;128;0.991;3.25;0.35;11.4;6
+7.2;0.22;0.49;1;0.045;34;140;0.99;3.05;0.34;12.7;6
+7.4;0.25;0.49;1.1;0.042;35;156;0.9917;3.13;0.55;11.3;5
+8.2;0.18;0.49;1.1;0.033;28;81;0.9923;3;0.68;10.4;7
+6.1;0.22;0.49;1.5;0.051;18;87;0.9928;3.3;0.46;9.6;5
+7;0.39;0.24;1;0.048;8;119;0.9923;3;0.31;10.1;4
+6.1;0.22;0.49;1.5;0.051;18;87;0.9928;3.3;0.46;9.6;5
+6.5;0.36;0.49;2.9;0.03;16;94;0.9902;3.1;0.49;12.1;7
+7.1;0.29;0.49;1.2;0.031;32;99;0.9893;3.07;0.33;12.2;6
+7.4;0.25;0.49;1.1;0.042;35;156;0.9917;3.13;0.55;11.3;5
+6.9;0.23;0.24;14.2;0.053;19;94;0.9982;3.17;0.5;9.6;5
+8.5;0.56;0.74;17.85;0.051;51;243;1.0005;2.99;0.7;9.2;5
+8.2;0.18;0.49;1.1;0.033;28;81;0.9923;3;0.68;10.4;7
+6.3;0.23;0.49;7.1;0.05;67;210;0.9951;3.23;0.34;9.5;5
+6.1;0.25;0.49;7.6;0.052;67;226;0.9956;3.16;0.47;8.9;5
+7.2;0.26;0.74;13.6;0.05;56;162;0.998;3.03;0.44;8.8;5
+7.2;0.31;0.24;1.4;0.057;17;117;0.9928;3.16;0.35;10.5;5
+8;0.25;0.49;1.2;0.061;27;117;0.9938;3.08;0.34;9.4;5
+7;0.18;0.49;5.3;0.04;34;125;0.9914;3.24;0.4;12.2;6
+7.8;0.43;0.49;13;0.033;37;158;0.9955;3.14;0.35;11.3;6
+8.3;0.2;0.74;4.45;0.044;33;130;0.9924;3.25;0.42;12.2;6
+6.3;0.27;0.49;1.2;0.063;35;92;0.9911;3.38;0.42;12.2;6
+7.4;0.16;0.49;1.2;0.055;18;150;0.9917;3.23;0.47;11.2;6
+7.4;0.16;0.49;1.2;0.055;18;150;0.9917;3.23;0.47;11.2;6
+6.9;0.19;0.49;6.6;0.036;49;172;0.9932;3.2;0.27;11.5;6
+7.8;0.43;0.49;13;0.033;37;158;0.9955;3.14;0.35;11.3;6
+7.2;0.4;0.49;1.1;0.048;11;138;0.9929;3.01;0.42;9.3;5
+7.8;0.43;0.49;13;0.033;37;158;0.9955;3.14;0.35;11.3;6
+7.6;0.52;0.49;14;0.034;37;156;0.9958;3.14;0.38;11.8;7
+8.3;0.21;0.49;19.8;0.054;50;231;1.0012;2.99;0.54;9.2;5
+6.9;0.34;0.74;11.2;0.069;44;150;0.9968;3;0.81;9.2;5
+6.3;0.27;0.49;1.2;0.063;35;92;0.9911;3.38;0.42;12.2;6
+8.3;0.2;0.74;4.45;0.044;33;130;0.9924;3.25;0.42;12.2;6
+7.1;0.22;0.74;2.7;0.044;42;144;0.991;3.31;0.41;12.2;6
+7.9;0.11;0.49;4.5;0.048;27;133;0.9946;3.24;0.42;10.6;6
+8.5;0.17;0.74;3.6;0.05;29;128;0.9928;3.28;0.4;12.4;6
+6.4;0.145;0.49;5.4;0.048;54;164;0.9946;3.56;0.44;10.8;6
+7.4;0.16;0.49;1.2;0.055;18;150;0.9917;3.23;0.47;11.2;6
+8.3;0.19;0.49;1.2;0.051;11;137;0.9918;3.06;0.46;11;6
+8;0.44;0.49;9.1;0.031;46;151;0.9926;3.16;0.27;12.7;8
+7;0.2;0.74;0.8;0.044;19;163;0.9931;3.46;0.53;10.2;5
+6.9;0.19;0.49;6.6;0.036;49;172;0.9932;3.2;0.27;11.5;6
+7.1;0.25;0.49;3;0.03;30;96;0.9903;3.13;0.39;12.3;7
+6.5;0.24;0.24;1.6;0.046;15;60;0.9928;3.19;0.39;9.8;5
+7.2;0.4;0.49;1.1;0.048;11;138;0.9929;3.01;0.42;9.3;5
+7.6;0.52;0.49;14;0.034;37;156;0.9958;3.14;0.38;11.8;7
+7.8;0.43;0.49;13;0.033;37;158;0.9955;3.14;0.35;11.3;6
+7.8;0.21;0.49;1.35;0.052;6;48;0.9911;3.15;0.28;11.4;5
+7;0.2;0.49;5.9;0.038;39;128;0.9938;3.21;0.48;10.8;6
+6.9;0.25;0.24;3.6;0.057;13;85;0.9942;2.99;0.48;9.5;4
+7.2;0.08;0.49;1.3;0.05;18;148;0.9945;3.46;0.44;10.2;6
+7.1;0.85;0.49;8.7;0.028;40;184;0.9962;3.22;0.36;10.7;5
+7.6;0.51;0.24;1.2;0.04;10;104;0.992;3.05;0.29;10.8;6
+7.9;0.22;0.24;4.6;0.044;39;159;0.9927;2.99;0.28;11.5;6
+7.7;0.16;0.49;2;0.056;20;124;0.9948;3.32;0.49;10.7;6
+7.2;0.08;0.49;1.3;0.05;18;148;0.9945;3.46;0.44;10.2;6
+6.6;0.25;0.24;1.7;0.048;26;124;0.9942;3.37;0.6;10.1;6
+6.7;0.16;0.49;2.4;0.046;57;187;0.9952;3.62;0.81;10.4;6
+6.9;0.25;0.24;3.6;0.057;13;85;0.9942;2.99;0.48;9.5;4
+7.5;0.32;0.24;4.6;0.053;8;134;0.9958;3.14;0.5;9.1;3
+7.4;0.28;0.49;1.5;0.034;20;126;0.9918;2.98;0.39;10.6;6
+6.2;0.15;0.49;0.9;0.033;17;51;0.9932;3.3;0.7;9.4;6
+6.7;0.25;0.74;19.4;0.054;44;169;1.0004;3.51;0.45;9.8;6
+6.5;0.26;0.74;13.3;0.044;68;224;0.9972;3.18;0.54;9.5;6
+7.9;0.16;0.74;17.85;0.037;52;187;0.9998;2.99;0.41;9.3;5
+5.6;0.185;0.49;1.1;0.03;28;117;0.9918;3.55;0.45;10.3;6
+7.5;0.2;0.49;1.3;0.031;8;97;0.9918;3.06;0.62;11.1;5
+8;0.3;0.49;9.4;0.046;47;188;0.9964;3.14;0.48;10;5
+8;0.34;0.49;9;0.033;39;180;0.9936;3.13;0.38;12.3;8
+7.7;0.35;0.49;8.65;0.033;42;186;0.9931;3.14;0.38;12.4;8
+7.6;0.29;0.49;9.6;0.03;45;197;0.9938;3.13;0.38;12.3;7
+6.7;0.62;0.24;1.1;0.039;6;62;0.9934;3.41;0.32;10.4;5
+6.8;0.27;0.49;1.2;0.044;35;126;0.99;3.13;0.48;12.1;7
+7.7;0.27;0.49;1.8;0.041;23;86;0.9914;3.16;0.42;12.5;6
+6.7;0.51;0.24;2.1;0.043;14;155;0.9904;3.22;0.6;13;6
+7.4;0.19;0.49;9.3;0.03;26;132;0.994;2.99;0.32;11;7
+8.3;0.2;0.49;1.7;0.04;34;169;0.9938;3.05;0.37;10.1;5
+6.6;0.3;0.24;1.2;0.034;17;121;0.9933;3.13;0.36;9.2;5
+6.8;0.36;0.24;4.6;0.039;24;124;0.9909;3.27;0.34;12.6;7
+7;0.17;0.74;12.8;0.045;24;126;0.9942;3.26;0.38;12.2;8
+9.2;0.18;0.49;1.5;0.041;39;130;0.9945;3.04;0.49;9.8;7
+8.1;0.2;0.49;8.1;0.051;51;205;0.9954;3.1;0.52;11;6
+7.8;0.26;0.74;7.5;0.044;59;160;0.996;3.22;0.64;10;6
+6.8;0.21;0.49;14.5;0.06;50;170;0.9991;3.55;0.44;9.8;6
+7.9;0.2;0.49;1.6;0.053;15;144;0.993;3.16;0.47;10.5;5
+8;0.18;0.49;1.8;0.061;10;145;0.9942;3.23;0.48;10;5
+8.8;0.23;0.74;3.2;0.042;15;126;0.9934;3.02;0.51;11.2;6
+7.3;0.22;0.49;9.4;0.034;29;134;0.9939;2.99;0.32;11;7
+7.3;0.22;0.49;9.9;0.031;48;161;0.9937;3.01;0.28;11.2;6
+7.4;0.19;0.49;9.3;0.03;26;132;0.994;2.99;0.32;11;7
+7.3;0.155;0.49;1.3;0.039;34;136;0.9926;3.14;0.77;10.5;6
+8.2;0.22;0.49;9.6;0.037;53;154;0.9951;3.02;0.33;10.6;6
+8.2;0.24;0.49;9.3;0.038;52;163;0.9952;3.02;0.33;10.6;6
+8.4;0.23;0.49;7.8;0.035;22;95;0.9935;3.04;0.34;12;6
+8.3;0.2;0.49;1.7;0.04;34;169;0.9938;3.05;0.37;10.1;5
+8.3;0.2;0.49;1.7;0.038;38;167;0.9939;3.05;0.37;10.1;6
+6.6;0.3;0.24;1.2;0.034;17;121;0.9933;3.13;0.36;9.2;5
+6.9;0.21;0.49;1.4;0.041;15;164;0.9927;3.25;0.63;11;5
+8;0.25;0.49;9;0.044;31;185;0.998;3.34;0.49;10;6
+6.6;0.21;0.49;18.15;0.042;41;158;0.9997;3.28;0.39;8.7;6
+7.2;0.27;0.74;12.5;0.037;47;156;0.9981;3.04;0.44;8.7;5
+14.2;0.27;0.49;1.1;0.037;33;156;0.992;3.15;0.54;11.1;6
+7.9;0.28;0.49;7.7;0.045;48;195;0.9954;3.04;0.55;11;6
+7.4;0.27;0.49;1.1;0.037;33;156;0.992;3.15;0.54;11.1;6
+6.6;0.21;0.49;18.15;0.042;41;158;0.9997;3.28;0.39;8.7;6
+7.2;0.27;0.74;12.5;0.037;47;156;0.9981;3.04;0.44;8.7;5
+8.1;0.3;0.49;8.1;0.037;26;174;0.9943;3.1;0.3;11.2;7
+7.5;0.23;0.49;7.7;0.049;61;209;0.9941;3.14;0.3;11.1;7
+7.3;0.26;0.49;5;0.028;32;107;0.9936;3.24;0.54;10.8;6
+7.1;0.18;0.74;15.6;0.044;44;176;0.9996;3.38;0.67;9;6
+8.5;0.15;0.49;1.5;0.031;17;122;0.9932;3.03;0.4;10.3;6
+8.9;0.13;0.49;1;0.028;6;24;0.9926;2.91;0.32;9.9;5
+8.1;0.28;0.49;1;0.04;32;148;0.9936;3.13;0.41;10;6
+6;0.17;0.49;1;0.034;26;106;0.992;3.21;0.42;9.8;6
+7.3;0.26;0.49;5;0.028;32;107;0.9936;3.24;0.54;10.8;6
+7.1;0.18;0.74;15.6;0.044;44;176;0.9996;3.38;0.67;9;6
+7.1;0.53;0.24;0.8;0.029;29;86;0.993;3.16;0.32;9.1;4
+7.2;0.16;0.49;1.3;0.037;27;104;0.9924;3.23;0.57;10.6;6
+7.3;0.14;0.49;1.1;0.038;28;99;0.9928;3.2;0.72;10.6;6
+8.9;0.13;0.49;1;0.028;6;24;0.9926;2.91;0.32;9.9;5
+7.9;0.12;0.49;5.2;0.049;33;152;0.9952;3.18;0.47;10.6;6
+6.7;0.29;0.49;4.7;0.034;35;156;0.9945;3.13;0.45;9.9;6
+6.7;0.3;0.49;4.8;0.034;36;158;0.9945;3.12;0.45;9.9;6
+7.1;0.36;0.24;1.8;0.025;32;102;0.9903;3.34;0.59;12.8;6
+8.5;0.15;0.49;1.5;0.031;17;122;0.9932;3.03;0.4;10.3;6
+7.9;0.18;0.49;5.2;0.051;36;157;0.9953;3.18;0.48;10.6;6
+6.6;0.19;0.99;1.2;0.122;45;129;0.9936;3.09;0.31;8.7;6
+7.3;0.21;0.49;1.8;0.038;44;152;0.9912;3.32;0.44;12.6;7
+6.9;0.3;0.49;7.6;0.057;25;156;0.9962;3.43;0.63;11;7
+7.9;0.42;0.49;8.2;0.056;32;164;0.9965;3.29;0.6;11.2;7
+6.9;0.24;0.49;1.3;0.032;35;148;0.9932;3.45;0.57;10.7;7
+7.6;0.23;0.49;10;0.036;45;182;0.9967;3.08;0.58;9.6;6
+7.9;0.18;0.49;5.2;0.051;36;157;0.9953;3.18;0.48;10.6;6
+6.2;0.43;0.49;6.4;0.045;12;115;0.9963;3.27;0.57;9;4
+8.8;0.35;0.49;1;0.036;14;56;0.992;2.96;0.33;10.5;4
+7.8;0.3;0.74;1.8;0.033;33;156;0.991;3.29;0.52;12.8;6
+9.1;0.28;0.49;2;0.059;10;112;0.9958;3.15;0.46;10.1;5
+7.1;0.34;0.49;1.5;0.027;26;126;0.99;3.3;0.33;12.2;7
+7.8;0.3;0.74;1.8;0.033;33;156;0.991;3.29;0.52;12.8;6
+9.1;0.28;0.49;2;0.059;10;112;0.9958;3.15;0.46;10.1;5
+8.5;0.19;0.49;3.5;0.044;29;117;0.9938;3.14;0.51;10.1;6
+7.6;0.18;0.49;18.05;0.046;36;158;0.9996;3.06;0.41;9.2;5
+7.5;0.19;0.49;1.8;0.055;19;110;0.9946;3.33;0.44;9.9;5
+7.4;0.3;0.49;8.2;0.055;49;188;0.9974;3.52;0.58;9.7;6
+6.7;0.3;0.74;5;0.038;35;157;0.9945;3.21;0.46;9.9;5
+6.6;0.3;0.74;4.6;0.041;36;159;0.9946;3.21;0.45;9.9;5
+7.4;0.3;0.49;8.2;0.055;49;188;0.9974;3.52;0.58;9.7;6
+6.9;0.22;0.49;7;0.063;50;168;0.9957;3.54;0.5;10.3;6
+7.8;0.26;0.49;3.1;0.045;21;116;0.9931;3.16;0.35;10.3;5
+8.5;0.17;0.49;8.8;0.048;23;108;0.9947;2.88;0.34;10.5;4
+6.8;0.17;0.74;2.4;0.053;61;182;0.9953;3.63;0.76;10.5;6
+6.2;0.27;0.49;1.4;0.05;20;74;0.9931;3.32;0.44;9.8;6
+7.1;0.64;0.49;1.8;0.05;17;128;0.9946;3.31;0.58;10.6;4
+6.4;0.18;0.74;11.9;0.046;54;168;0.9978;3.58;0.68;10.1;5
+7.6;0.31;0.49;13.4;0.062;50;191;0.9989;3.22;0.53;9;4
+9.8;0.31;0.49;15.4;0.046;13;119;1.0004;3.18;0.45;9.5;5
+9;0.3;0.49;7.2;0.039;32;84;0.9938;2.94;0.32;11.5;6
+8.4;0.24;0.49;7.4;0.039;46;108;0.9934;3.03;0.33;11.9;7
+6.4;0.18;0.74;11.9;0.046;54;168;0.9978;3.58;0.68;10.1;5
+6.4;0.25;0.74;7.8;0.045;52;209;0.9956;3.21;0.42;9.2;6
+7.3;0.3;0.74;13.5;0.039;46;165;0.9982;3.02;0.4;8.7;5
+9.3;0.31;0.49;1.3;0.042;34;147;0.9948;3.11;0.46;9.8;5
+6.4;0.25;0.74;7.8;0.045;52;209;0.9956;3.21;0.42;9.2;6
+7.3;0.3;0.74;13.5;0.039;46;165;0.9982;3.02;0.4;8.7;5
+7;0.27;0.74;1.5;0.036;27;122;0.9926;3.35;0.48;11.2;6
+7.9;0.14;0.74;1.2;0.028;30;165;0.991;3.08;0.82;12.3;6
+6.4;0.12;0.49;6.4;0.042;49;161;0.9945;3.34;0.44;10.4;6
+6.8;0.21;0.74;1.2;0.047;25;111;0.9916;3.13;0.41;10.7;6
+8.6;0.16;0.49;7.3;0.043;9;63;0.9953;3.13;0.59;10.5;6
+7;0.29;0.49;3.8;0.047;37;136;0.9938;2.95;0.4;9.4;6
+6.4;0.27;0.49;7.3;0.046;53;206;0.9956;3.24;0.43;9.2;6
+6.6;0.55;0.01;2.7;0.034;56;122;0.9906;3.15;0.3;11.9;5
+6.4;0.27;0.49;7.3;0.046;53;206;0.9956;3.24;0.43;9.2;6
+6.3;0.24;0.74;1.4;0.172;24;108;0.9932;3.27;0.39;9.9;6
+6.7;0.33;0.49;1.6;0.167;20;94;0.9914;3.11;0.5;11.4;6
+7;0.29;0.49;3.8;0.047;37;136;0.9938;2.95;0.4;9.4;6
+8.2;0.34;0.49;8;0.046;55;223;0.996;3.08;0.52;10.7;6
+5.6;0.39;0.24;4.7;0.034;27;77;0.9906;3.28;0.36;12.7;5
+5.6;0.41;0.24;1.9;0.034;10;53;0.98815;3.32;0.5;13.5;7
+6.7;0.41;0.01;2.8;0.048;39;137;0.9942;3.24;0.35;9.5;5
+7.1;0.26;0.49;2.2;0.032;31;113;0.9903;3.37;0.42;12.9;9
+7.5;0.32;0.49;1.7;0.031;44;109;0.9906;3.07;0.46;12.5;6
+5.8;0.19;0.49;4.9;0.04;44;118;0.9935;3.34;0.38;9.5;7
+6.9;0.27;0.49;23.5;0.057;59;235;1.0024;2.98;0.47;8.6;5
+8.1;0.2;0.49;11.8;0.048;46;212;0.9968;3.09;0.46;10;7
+7.5;0.32;0.49;1.7;0.031;44;109;0.9906;3.07;0.46;12.5;6
+8.2;0.26;0.49;5.2;0.04;19;100;0.9941;3.12;0.34;10.1;6
+7.8;0.26;0.49;3.2;0.027;28;87;0.9919;3.03;0.32;11.3;7
+8;0.14;0.49;1.5;0.035;42;120;0.9928;3.26;0.4;10.6;7
+8;0.29;0.49;11.7;0.035;40;131;0.9958;3.14;0.34;10.8;5
+7.5;0.19;0.49;1.6;0.047;42;140;0.9932;3.4;0.47;10.7;6
+6.9;0.34;0.49;7.3;0.045;61;206;0.9957;3.09;0.4;9;6
+6.2;0.2;0.49;1.6;0.065;17;143;0.9937;3.22;0.52;9.2;6
+6.4;0.37;0.49;13.3;0.045;53;243;0.9982;3.14;0.48;8.5;6
+6.2;0.22;0.49;6;0.029;31;128;0.9928;3.41;0.36;11.3;8
+7.8;0.26;0.49;3.2;0.027;28;87;0.9919;3.03;0.32;11.3;7
+8.9;0.32;0.49;1.6;0.05;17;131;0.9956;3.13;0.34;9.4;5
+6.5;0.44;0.49;7.7;0.045;16;169;0.9957;3.11;0.37;8.7;6
+7;0.14;0.49;5.9;0.053;22;118;0.9954;3.36;0.36;9.4;6
+9;0.17;0.49;1;0.039;46;131;0.993;3.09;0.51;10.5;7
+6.4;0.26;0.49;6.4;0.037;37;161;0.9954;3.38;0.53;9.7;6
+9;0.22;0.49;10.4;0.048;52;195;0.9987;3.31;0.44;10.2;6
+8.9;0.32;0.49;1.6;0.05;17;131;0.9956;3.13;0.34;9.4;5
+8.2;0.2;0.49;3.5;0.057;14;108;0.9928;3.19;0.35;11.5;6
+7.8;0.15;0.24;7.7;0.047;21;98;0.9951;2.94;0.31;9.6;6
+6.9;0.25;0.24;1.8;0.053;6;121;0.993;3.23;0.7;11.4;5
+8.2;0.2;0.49;3.5;0.057;14;108;0.9928;3.19;0.35;11.5;6
+7.1;0.28;0.49;6.5;0.041;28;111;0.9926;3.41;0.58;12.2;8
+7.4;0.19;0.49;6.7;0.037;15;110;0.9938;3.2;0.38;11;7
+8.3;0.25;0.49;16.8;0.048;50;228;1.0001;3.03;0.52;9.2;6
+7.5;0.14;0.74;1.6;0.035;21;126;0.9933;3.26;0.45;10.2;6
+7.8;0.49;0.49;7;0.043;29;149;0.9952;3.21;0.33;10;5
+8.1;0.12;0.49;1.2;0.042;43;160;0.9934;3.13;0.48;9.7;6
+7.6;0.47;0.49;13;0.239;42;220;0.9988;2.96;0.51;9.2;5
+7.9;0.22;0.49;3.8;0.042;26;105;0.993;3.1;0.39;10.5;5
+7.8;0.49;0.49;7;0.043;29;149;0.9952;3.21;0.33;10;5
+6.4;0.22;0.49;7.5;0.054;42;151;0.9948;3.27;0.52;10.1;6
+7.3;0.19;0.49;15.55;0.058;50;134;0.9998;3.42;0.36;9.1;7
+8.1;0.3;0.49;12.3;0.049;50;144;0.9971;3.09;0.57;10.2;7
+7.3;0.19;0.49;15.55;0.058;50;134;0.9998;3.42;0.36;9.1;7
+7.5;0.24;0.49;9.4;0.048;50;149;0.9962;3.17;0.59;10.5;7
+6.4;0.22;0.49;7.5;0.054;42;151;0.9948;3.27;0.52;10.1;6
+7.8;0.21;0.49;1.2;0.036;20;99;0.99;3.05;0.28;12.1;7
+7.1;0.3;0.49;1.6;0.045;31;100;0.9942;3.4;0.59;10.2;5
+6.9;0.26;0.49;1.6;0.058;39;166;0.9965;3.65;0.52;9.4;4
+7.6;0.31;0.49;3.95;0.044;27;131;0.9912;3.08;0.67;12.8;7
+6.4;0.42;0.74;12.8;0.076;48;209;0.9978;3.12;0.58;9;6
+8.2;0.29;0.49;1;0.044;29;118;0.9928;3.24;0.36;10.9;4
+7.9;0.33;0.28;31.6;0.053;35;176;1.0103;3.15;0.38;8.8;6
+6.6;0.46;0.49;7.4;0.052;19;184;0.9956;3.11;0.38;9;5
+7.8;0.28;0.49;1.3;0.046;27;142;0.9936;3.09;0.59;10.2;5
+5.8;0.15;0.49;1.1;0.048;21;98;0.9929;3.19;0.48;9.2;5
+7.8;0.4;0.49;7.8;0.06;34;162;0.9966;3.26;0.58;11.3;6
+6.6;0.31;0.49;7.7;0.05;52;220;0.9964;3.12;0.45;8.8;5
+6.6;0.325;0.49;7.7;0.049;53;217;0.996;3.16;0.4;9.3;5
+6.6;0.27;0.49;7.8;0.049;62;217;0.9959;3.17;0.45;9.4;6
+6.7;0.26;0.49;8.3;0.047;54;191;0.9954;3.23;0.4;10.3;6
+6.7;0.21;0.49;1.4;0.047;30;114;0.9914;2.92;0.42;10.8;7
+7.9;0.33;0.28;31.6;0.053;35;176;1.0103;3.15;0.38;8.8;6
+8.1;0.28;0.46;15.4;0.059;32;177;1.0004;3.27;0.58;9;4
+6.5;0.13;0.37;1;0.036;48;114;0.9911;3.41;0.51;11.5;8
+7.8;0.445;0.56;1;0.04;8;84;0.9938;3.25;0.43;10.8;5
+8.8;0.39;0.34;5.9;0.055;33;128;0.9927;2.95;0.51;11.8;6
+7.9;0.18;0.33;1.2;0.033;20;72;0.9922;3.12;0.38;10.5;7
+7.1;0.31;0.38;1.2;0.036;10;124;0.9924;3.14;0.44;9.9;6
+7.8;0.24;0.18;6.7;0.046;33;160;0.9963;3.2;0.56;9.8;6
+7;0.35;0.3;6.5;0.028;27;87;0.9936;3.4;0.42;11.4;7
+6.6;0.26;0.31;4.8;0.138;41;168;0.9951;3.2;0.38;9.3;5
+6.6;0.27;0.31;5.3;0.137;35;163;0.9951;3.2;0.38;9.3;5
+6.8;0.22;0.29;8.9;0.046;82;188;0.9955;3.3;0.44;10.3;6
+6.2;0.27;0.32;8.8;0.047;65;224;0.9961;3.17;0.47;8.9;5
+7;0.35;0.3;6.5;0.028;27;87;0.9936;3.4;0.42;11.4;7
+7.3;0.23;0.37;1.8;0.032;60;156;0.992;3.11;0.35;11.1;6
+6.2;0.3;0.2;6.6;0.045;42;170;0.9944;3.36;0.45;10.4;6
+6.4;0.35;0.2;5.7;0.034;18;117;0.9944;3.33;0.43;10.1;5
+7.6;0.32;0.34;18.35;0.054;44;197;1.0008;3.22;0.55;9;5
+6.3;0.31;0.3;10;0.046;49;212;0.9962;3.74;0.55;11.9;6
+7.2;0.25;0.28;14.4;0.055;55;205;0.9986;3.12;0.38;9;7
+7.2;0.25;0.28;14.4;0.055;55;205;0.9986;3.12;0.38;9;7
+7.3;0.26;0.33;17.85;0.049;41.5;195;1;3.06;0.44;9.1;7
+7.2;0.25;0.28;14.4;0.055;55;205;0.9986;3.12;0.38;9;7
+7.4;0.26;0.37;9.4;0.047;42;147;0.9982;3.46;0.72;10;5
+7.3;0.26;0.33;17.85;0.049;41.5;195;1;3.06;0.44;9.1;7
+6.7;0.25;0.26;1.55;0.041;118.5;216;0.9949;3.55;0.63;9.4;3
+7.1;0.16;0.25;1.3;0.034;28;123;0.9915;3.27;0.55;11.4;6
+9;0.43;0.3;1.5;0.05;7;175;0.9951;3.11;0.45;9.7;4
+7.2;0.25;0.28;14.4;0.055;55;205;0.9986;3.12;0.38;9;7
+7;0.24;0.3;4.2;0.04;41;213;0.9927;3.28;0.49;11.8;6
+6.7;0.265;0.22;8.6;0.048;54;198;0.9955;3.25;0.41;10.2;5
+7.7;0.12;0.32;1.4;0.06;47;150;0.9952;3.37;0.42;9.2;6
+7.2;0.21;0.33;3;0.036;35;132;0.9928;3.25;0.4;11;6
+8.5;0.32;0.36;14.9;0.041;47;190;0.9982;3.08;0.31;10;6
+6.9;0.18;0.3;2;0.038;39;190;0.9914;3.32;0.37;12.2;6
+7;0.24;0.3;4.2;0.04;41;213;0.9927;3.28;0.49;11.8;6
+6.3;0.26;0.29;2.2;0.043;35;175;0.9918;3.38;0.43;11.6;6
+6.7;0.26;0.3;1.8;0.043;25;121;0.9944;3.44;0.61;10.2;6
+7.9;0.29;0.36;11.1;0.033;43;208;0.9969;3.14;0.46;10.3;5
+6.5;0.27;0.19;4.2;0.046;6;114;0.9955;3.25;0.35;8.6;4
+6.7;0.33;0.42;6.4;0.058;27;151;0.9954;3.16;0.44;9.6;5
+6.7;0.31;0.42;6.4;0.057;25;148;0.9955;3.16;0.45;9.6;5
+6.6;0.25;0.31;1.5;0.035;32;127;0.9921;3.41;0.47;11.3;6
+6.4;0.24;0.22;1.5;0.038;38;157;0.9934;3.41;0.55;9.9;6
+6.8;0.26;0.29;16.95;0.056;48;179;0.9998;3.45;0.4;9.6;5
+7;0.61;0.26;1.7;0.051;25;161;0.9946;3.36;0.6;10.6;4
+6.8;0.22;0.3;13.6;0.055;50;180;0.9984;3.44;0.39;9.8;5
+8.1;0.31;0.24;1.6;0.032;10;67;0.9924;3.08;0.47;10.5;5
+7;0.2;0.3;6.1;0.037;31;120;0.9939;3.24;0.51;10.8;5
+7.9;0.18;0.37;3;0.061;25;178;0.995;3.22;0.51;10;6
+6.6;0.34;0.27;6.2;0.059;23;136;0.9957;3.3;0.49;10.1;6
+6.8;0.3;0.24;6.6;0.123;35;116;0.9953;3.07;0.48;9.4;5
+6.5;0.18;0.34;1.6;0.04;43;148;0.9912;3.32;0.59;11.5;8
+7;0.21;0.31;6;0.046;29;108;0.9939;3.26;0.5;10.8;6
+6.8;0.27;0.32;1.5;0.044;19;142;0.9921;3.1;0.43;9.9;6
+9.3;0.2;0.33;1.7;0.05;28;178;0.9954;3.16;0.43;9;4
+5.8;0.23;0.27;1.8;0.043;24;69;0.9933;3.38;0.31;9.4;6
+7.6;0.2;0.39;2.6;0.044;30;180;0.9941;3.46;0.44;10.8;7
+8.2;0.15;0.48;2.7;0.052;24;190;0.995;3.5;0.45;10.9;7
+7.5;0.4;1;19.5;0.041;33;148;0.9977;3.24;0.38;12;6
+6.5;0.18;0.34;1.6;0.04;43;148;0.9912;3.32;0.59;11.5;8
+7;0.13;0.3;5;0.056;31;122;0.9945;3.47;0.42;10.5;6
+6.9;0.17;0.22;4.6;0.064;55;152;0.9952;3.29;0.37;9.3;6
+7;0.3;0.32;6.4;0.034;28;97;0.9924;3.23;0.44;11.8;6
+7.6;0.445;0.44;14.5;0.045;68;212;0.9986;3.48;0.36;10;6
+6.8;0.3;0.24;6.6;0.123;35;116;0.9953;3.07;0.48;9.4;5
+7.5;0.22;0.33;6.7;0.036;45;138;0.9939;3.2;0.68;11.4;6
+9.2;0.23;0.3;1.1;0.031;40;99;0.9929;2.94;0.3;10.4;6
+8.7;0.34;0.46;13.8;0.055;68;198;0.9988;3.36;0.37;9.5;6
+6.6;0.545;0.04;2.5;0.031;48;111;0.9906;3.14;0.32;11.9;5
+8.1;0.3;0.31;1.1;0.041;49;123;0.9914;2.99;0.45;11.1;6
+6.9;0.16;0.3;9.6;0.057;50;185;0.9978;3.39;0.38;9.6;6
+8;0.32;0.36;4.6;0.042;56;178;0.9928;3.29;0.47;12;6
+6.1;0.22;0.23;3.1;0.052;15;104;0.9948;3.14;0.42;8.7;5
+6.9;0.16;0.3;9.6;0.057;50;185;0.9978;3.39;0.38;9.6;6
+7.5;0.15;0.38;1.8;0.054;19;101;0.9946;3.24;0.44;10;5
+8.4;0.29;0.29;1.05;0.032;4;55;0.9908;2.91;0.32;11.4;4
+6.6;0.37;0.47;6.5;0.061;23;150;0.9954;3.14;0.45;9.6;6
+7.7;0.38;0.4;2;0.038;28;152;0.9906;3.18;0.32;12.9;6
+6.3;0.25;0.23;14.9;0.039;47;142;0.99705;3.14;0.35;9.7;6
+8.3;0.3;0.36;10;0.042;33;169;0.9982;3.23;0.51;9.3;6
+6.6;0.22;0.58;1.1;0.133;52;136;0.9932;3.1;0.3;9.1;5
+6.1;0.34;0.31;12;0.053;46;238;0.9977;3.16;0.48;8.6;5
+7.5;0.22;0.29;4.8;0.05;33;87;0.994;3.14;0.42;9.9;5
+8.3;0.3;0.36;10;0.042;33;169;0.9982;3.23;0.51;9.3;6
+8;0.27;0.24;1.2;0.044;20;102;0.9929;3.28;0.42;10.9;5
+6.1;0.17;0.27;1.5;0.056;45;135;0.9924;3.2;0.43;10.2;6
+7.4;0.18;0.3;10.4;0.045;44;174;0.9966;3.11;0.57;9.7;6
+6.7;0.16;0.28;2.5;0.046;40;153;0.9921;3.38;0.51;11.4;7
+6.1;0.255;0.44;12.3;0.045;53;197;0.9967;3.24;0.54;9.5;6
+7.4;0.23;0.25;1.4;0.049;43;141;0.9934;3.42;0.54;10.2;7
+6.4;0.16;0.28;2.2;0.042;33;93;0.9914;3.31;0.43;11.1;6
+6.3;0.25;0.23;14.9;0.039;47;142;0.99705;3.14;0.35;9.7;6
+6.7;0.27;0.25;8;0.053;54;202;0.9961;3.22;0.43;9.3;5
+6.9;0.29;0.23;8.6;0.056;56;215;0.9967;3.17;0.44;8.8;5
+9.6;0.21;0.28;1.2;0.038;12;53;0.9926;2.8;0.46;10.6;5
+6.6;0.62;0.2;8.7;0.046;81;224;0.99605;3.17;0.44;9.3;5
+6.4;0.28;0.19;5.4;0.042;67;181;0.99435;3.31;0.35;10.2;6
+8;0.3;0.28;5.7;0.044;31;124;0.9948;3.16;0.51;10.2;6
+6.4;0.17;0.27;1.5;0.037;20;98;0.9916;3.46;0.42;11;7
+7.3;0.21;0.3;10.9;0.037;18;112;0.997;3.4;0.5;9.6;6
+6.7;0.27;0.25;8;0.053;54;202;0.9961;3.22;0.43;9.3;5
+6.9;0.29;0.23;8.6;0.056;56;215;0.9967;3.17;0.44;8.8;5
+6.6;0.32;0.26;7.7;0.054;56;209;0.9961;3.17;0.45;8.8;5
+7.4;0.32;0.22;1.7;0.051;50;179;0.9955;3.28;0.69;8.9;5
+6.6;0.37;0.07;1.4;0.048;58;144;0.9922;3.17;0.38;10;5
+7.7;0.43;0.28;4.5;0.046;33;102;0.9918;3.16;0.56;12.2;7
+7.8;0.39;0.26;9.9;0.059;33;181;0.9955;3.04;0.42;10.9;6
+6.5;0.18;0.26;1.4;0.041;40;141;0.9941;3.34;0.72;9.5;6
+7.8;0.4;0.26;9.5;0.059;32;178;0.9955;3.04;0.43;10.9;6
+7.8;0.39;0.26;9.9;0.059;33;181;0.9955;3.04;0.42;10.9;6
+6.9;0.19;0.28;3;0.054;33;99;0.9924;3.16;0.4;10.8;6
+7.7;0.49;1;19.6;0.03;28;135;0.9973;3.24;0.4;12;6
+6.6;0.25;0.35;14;0.069;42;163;0.999;3.56;0.47;9.8;5
+6.5;0.18;0.26;1.4;0.041;40;141;0.9941;3.34;0.72;9.5;6
+6.4;0.15;0.36;1.8;0.034;43;150;0.9922;3.42;0.69;11;8
+6.4;0.15;0.36;1.8;0.034;43;150;0.9922;3.42;0.69;11;8
+8.4;0.17;0.31;5.4;0.052;47;150;0.9953;3.24;0.38;9.8;5
+6.1;0.32;0.37;1.8;0.051;13;200;0.9945;3.49;0.44;10.5;4
+8.5;0.21;0.26;9.25;0.034;73;142;0.9945;3.05;0.37;11.4;6
+8.7;0.45;0.4;1.5;0.067;17;100;0.9957;3.27;0.57;10.1;6
+6.7;0.24;0.29;6.8;0.038;54;127;0.9932;3.33;0.46;11.6;7
+8.5;0.21;0.26;9.25;0.034;73;142;0.9945;3.05;0.37;11.4;6
+7.4;0.33;0.26;2.6;0.04;29;115;0.9913;3.07;0.52;11.8;7
+7.2;0.26;0.3;2.1;0.033;50;158;0.9909;3.33;0.43;12.1;7
+8.2;0.36;0.29;7.6;0.035;37;122;0.9939;3.16;0.34;12;5
+7.8;0.2;0.24;1.6;0.026;26;189;0.991;3.08;0.74;12.1;7
+9.4;0.16;0.3;1.4;0.042;26;176;0.9954;3.15;0.46;9.1;5
+6.4;0.33;0.24;1.6;0.054;25;117;0.9943;3.36;0.5;9.3;5
+7.8;0.22;0.36;1.4;0.056;21;153;0.993;3.2;0.53;10.4;6
+7.4;0.35;0.31;17.95;0.062;42;187;1.0002;3.27;0.64;9.1;5
+6.6;0.37;0.24;2;0.064;23;120;0.9946;3.32;0.54;9.4;5
+6.7;0.37;0.41;6.3;0.061;22;149;0.9953;3.16;0.47;9.6;6
+7.1;0.37;0.32;1.4;0.037;27;126;0.9918;3.19;0.62;12;5
+6.9;0.25;0.27;9.05;0.039;37;128;0.9936;3.27;0.34;11.3;8
+6.8;0.23;0.29;15.4;0.073;56;173;0.9984;3.06;0.41;8.7;6
+6.4;0.26;0.21;7.1;0.04;35;162;0.9956;3.39;0.58;9.9;6
+7.6;0.3;0.22;10.2;0.049;57;191;0.9966;3.08;0.4;9.3;6
+9.4;0.16;0.23;1.6;0.042;14;67;0.9942;3.07;0.32;9.5;5
+6.8;0.23;0.29;15.4;0.073;56;173;0.9984;3.06;0.41;8.7;6
+6.4;0.26;0.21;7.1;0.04;35;162;0.9956;3.39;0.58;9.9;6
+7.6;0.3;0.22;10.2;0.049;57;191;0.9966;3.08;0.4;9.3;6
+7.5;0.33;0.39;12.4;0.065;29;119;0.9974;3.16;0.39;9.4;5
+7.6;0.38;0.2;3.4;0.046;9;116;0.9944;3.15;0.41;9.4;5
+8.8;0.2;0.43;15;0.053;60;184;1.0008;3.28;0.79;8.8;6
+7.5;0.33;0.39;12.4;0.065;29;119;0.9974;3.16;0.39;9.4;5
+8.8;0.2;0.43;15;0.053;60;184;1.0008;3.28;0.79;8.8;6
+6.6;0.36;0.21;1.5;0.049;39;184;0.9928;3.18;0.41;9.9;6
+7.6;0.38;0.2;3.4;0.046;9;116;0.9944;3.15;0.41;9.4;5
+5.6;0.46;0.24;4.8;0.042;24;72;0.9908;3.29;0.37;12.6;6
+7.2;0.15;0.38;1.2;0.038;18;110;0.9917;3.19;0.43;11.1;6
+8.2;0.42;0.29;4.1;0.03;31;100;0.9911;3;0.32;12.8;7
+6.8;0.3;0.35;2.8;0.038;10;164;0.9912;3.09;0.53;12;6
+6.7;0.27;0.3;13.9;0.029;34;131;0.9953;3.36;0.5;12;7
+7.2;0.5;0;0.8;0.034;46;114;0.9932;3.19;0.34;9.2;4
+6;0.26;0.29;1;0.032;27;96;0.9896;3.38;0.44;12.3;6
+6.8;0.33;0.28;1.2;0.032;38;131;0.9889;3.19;0.41;13;6
+6.8;0.3;0.35;2.8;0.038;10;164;0.9912;3.09;0.53;12;6
+7.4;0.29;0.31;1.7;0.035;23;110;0.9926;3.07;0.38;10.9;5
+8.2;0.42;0.29;4.1;0.03;31;100;0.9911;3;0.32;12.8;7
+7.3;0.19;0.24;6.3;0.054;34;231;0.9964;3.36;0.54;10;6
+6.5;0.32;0.12;11.5;0.033;35;165;0.9974;3.22;0.32;9;5
+7.1;0.32;0.4;1.5;0.034;13;84;0.9944;3.42;0.6;10.4;5
+6.5;0.32;0.12;11.5;0.033;35;165;0.9974;3.22;0.32;9;5
+7.3;0.19;0.24;6.3;0.054;34;231;0.9964;3.36;0.54;10;6
+7.3;0.17;0.23;6.3;0.051;35;240;0.9963;3.36;0.54;10;6
+7.7;0.44;0.24;11.2;0.031;41;167;0.9948;3.12;0.43;11.3;7
+7.7;0.44;0.24;11.2;0.031;41;167;0.9948;3.12;0.43;11.3;7
+7.4;0.49;0.24;15.1;0.03;34;153;0.9953;3.13;0.51;12;7
+7.7;0.44;0.24;11.2;0.031;41;167;0.9948;3.12;0.43;11.3;7
+7.4;0.49;0.24;15.1;0.03;34;153;0.9953;3.13;0.51;12;7
+6.4;0.21;0.3;5.6;0.044;43;160;0.9949;3.6;0.41;10.6;6
+8;0.55;0.42;12.6;0.211;37;213;0.9988;2.99;0.56;9.3;5
+7;0.19;0.23;5.7;0.123;27;104;0.9954;3.04;0.54;9.4;6
+7.2;0.24;0.29;2.2;0.037;37;102;0.992;3.27;0.64;11;7
+6.5;0.34;0.36;11;0.052;53;247;0.9984;3.44;0.55;9.3;6
+7;0.19;0.23;5.7;0.123;27;104;0.9954;3.04;0.54;9.4;6
+6.9;0.18;0.33;1;0.054;24;164;0.9926;3.42;0.51;10.5;5
+7.2;0.24;0.29;2.2;0.037;37;102;0.992;3.27;0.64;11;7
+8.2;0.18;0.31;11.8;0.039;96;249;0.9976;3.07;0.52;9.5;6
+8.3;0.28;0.45;7.8;0.059;32;139;0.9972;3.33;0.77;11.2;6
+6.1;0.34;0.46;4.7;0.029;21;94;0.991;3.29;0.62;12.3;6
+7.4;0.44;0.2;11.5;0.049;44;157;0.998;3.27;0.44;9;5
+7.6;0.26;0.58;7.9;0.041;62;180;0.9966;3.07;0.38;9;5
+7.4;0.44;0.2;11.5;0.049;44;157;0.998;3.27;0.44;9;5
+8.7;0.49;0.57;17.8;0.052;34;243;1.0007;2.98;0.82;9;5
+7;0.24;0.25;1.7;0.042;48;189;0.992;3.25;0.42;11.4;6
+7.1;0.25;0.25;1.6;0.046;50;181;0.9925;3.2;0.42;11;7
+6.1;0.34;0.46;4.7;0.029;21;94;0.991;3.29;0.62;12.3;6
+6.4;0.18;0.31;1.6;0.049;36;127;0.9934;3.6;0.67;10.4;7
+8.3;0.27;0.39;2.4;0.058;16;107;0.9955;3.28;0.59;10.3;5
+6.8;0.24;0.35;6.4;0.048;44;172;0.9944;3.29;0.55;10.5;7
+8;0.22;0.28;14;0.053;83;197;0.9981;3.14;0.45;9.8;6
+10;0.91;0.42;1.6;0.056;34;181;0.9968;3.11;0.46;10;4
+8.9;0.34;0.34;1.6;0.056;13;176;0.9946;3.14;0.47;9.7;5
+8.9;0.33;0.34;1.4;0.056;14;171;0.9946;3.13;0.47;9.7;5
+8;0.22;0.28;14;0.053;83;197;0.9981;3.14;0.45;9.8;6
+6.7;0.18;0.19;4.7;0.046;57;161;0.9946;3.32;0.66;10.5;6
+7.8;0.2;0.28;10.2;0.054;78;186;0.997;3.14;0.46;10;6
+7.3;0.13;0.31;2.3;0.054;22;104;0.9924;3.24;0.92;11.5;7
+6.6;0.28;0.3;7.8;0.049;57;202;0.9958;3.24;0.39;9.5;5
+7.1;0.25;0.3;2.4;0.042;25;122;0.994;3.43;0.61;10.5;6
+7.6;0.36;0.44;8.3;0.255;28;142;0.9958;3.12;0.43;10.2;6
+7.6;0.27;0.25;13.9;0.05;45;199;0.9984;3.34;0.5;9.8;6
+6.9;0.37;0.28;13.8;0.031;34;137;0.9948;3.1;0.37;11.6;6
+7.4;0.21;0.27;7.3;0.031;41;144;0.9932;3.15;0.38;11.8;7
+8.2;0.18;0.28;8.5;0.035;41;140;0.9952;3.04;0.37;10.1;7
+6.3;0.19;0.21;1.8;0.049;35;163;0.9924;3.31;0.5;10.3;6
+7;0.21;0.22;5.1;0.048;38;168;0.9945;3.34;0.49;10.4;6
+5.8;0.33;0.2;16.05;0.047;26;166;0.9976;3.09;0.46;8.9;5
+5.8;0.33;0.2;16.05;0.047;26;166;0.9976;3.09;0.46;8.9;5
+7.9;0.29;0.31;7.35;0.034;37;154;0.9938;3.06;0.31;10.8;5
+6.6;0.31;0.38;16.05;0.058;16;165;0.9997;3.38;0.6;9.2;5
+8;0.19;0.3;2;0.053;48;140;0.994;3.18;0.49;9.6;6
+8;0.2;0.36;1.2;0.032;21;78;0.9921;3.08;0.37;10.4;6
+8;0.25;0.26;14;0.043;41;248;0.9986;3.03;0.57;8.7;6
+7.2;0.2;0.61;16.2;0.043;14;103;0.9987;3.06;0.36;9.2;6
+7.7;0.3;0.42;14.3;0.045;45;213;0.9991;3.18;0.63;9.2;5
+7.2;0.2;0.61;16.2;0.043;14;103;0.9987;3.06;0.36;9.2;6
+7.7;0.3;0.42;14.3;0.045;45;213;0.9991;3.18;0.63;9.2;5
+7.7;0.3;0.42;14.3;0.045;45;213;0.9991;3.18;0.63;9.2;5
+6.4;0.22;0.32;7.9;0.029;34;124;0.9948;3.4;0.39;10.2;5
+7.2;0.2;0.61;16.2;0.043;14;103;0.9987;3.06;0.36;9.2;6
+7;0.53;0.02;1;0.036;39;107;0.993;3.2;0.32;9;5
+7.3;0.24;0.41;13.6;0.05;41;178;0.9988;3.37;0.43;9.7;5
+7.2;0.24;0.4;17.85;0.049;50;185;1;3.34;0.42;9.6;5
+7.6;0.15;0.4;1.3;0.036;24;112;0.9932;3.14;0.76;10;5
+7.7;0.3;0.42;14.3;0.045;45;213;0.9991;3.18;0.63;9.2;5
+7.6;0.33;0.41;13.7;0.045;44;197;0.9989;3.18;0.64;9.1;5
+6.8;0.24;0.31;18.3;0.046;40;142;1;3.3;0.41;8.7;5
+6.8;0.24;0.31;18.3;0.046;40;142;1;3.3;0.41;8.7;5
+6.8;0.35;0.44;6.5;0.056;31;161;0.9952;3.14;0.44;9.5;5
+7.9;0.26;0.33;10.3;0.039;73;212;0.9969;2.93;0.49;9.5;6
+7.5;0.29;0.67;8.1;0.037;53;166;0.9966;2.9;0.41;8.9;6
+7.5;0.29;0.67;8.1;0.037;53;166;0.9966;2.9;0.41;8.9;6
+7.2;0.31;0.41;8.6;0.053;15;89;0.9976;3.29;0.64;9.9;6
+6.7;0.44;0.31;1.9;0.03;41;104;0.99;3.29;0.62;12.6;7
+10;0.23;0.27;14.1;0.033;45;166;0.9988;2.72;0.43;9.7;6
+7.4;0.21;0.3;7.9;0.039;14;118;0.9942;2.96;0.34;10.4;5
+8.8;0.23;0.35;10.7;0.04;26;183;0.9984;2.93;0.49;9.1;6
+7.8;0.34;0.27;1.2;0.04;25;106;0.9932;3.01;0.55;10.4;5
+7.9;0.26;0.33;10.3;0.039;73;212;0.9969;2.93;0.49;9.5;6
+7.5;0.29;0.67;8.1;0.037;53;166;0.9966;2.9;0.41;8.9;6
+6;0.28;0.35;1.9;0.037;16;120;0.9933;3.16;0.69;10.6;5
+7.9;0.37;0.3;2.7;0.029;64;158;0.9916;3.12;0.59;12;7
+7.2;0.36;0.36;5.7;0.038;26;98;0.9914;2.93;0.59;12.5;7
+7.6;0.13;0.34;9.3;0.062;40;126;0.9966;3.21;0.39;9.6;5
+6.6;0.25;0.36;8.1;0.045;54;180;0.9958;3.08;0.42;9.2;5
+7.1;0.18;0.26;1.3;0.041;20;71;0.9926;3.04;0.74;9.9;6
+7.9;0.3;0.27;8.5;0.036;20;112;0.9939;2.96;0.46;11.7;6
+8.3;0.23;0.3;2.1;0.049;21;153;0.9953;3.09;0.5;9.6;6
+6.8;0.43;0.3;3.5;0.033;27;135;0.9906;3;0.37;12;6
+7.2;0.36;0.36;5.7;0.038;26;98;0.9914;2.93;0.59;12.5;7
+6.6;0.25;0.36;8.1;0.045;54;180;0.9958;3.08;0.42;9.2;5
+7.1;0.18;0.26;1.3;0.041;20;71;0.9926;3.04;0.74;9.9;6
+6.6;0.35;0.29;14.4;0.044;54;177;0.9991;3.17;0.58;8.9;6
+7.3;0.22;0.5;13.7;0.049;56;189;0.9994;3.24;0.66;9;6
+8.1;0.26;0.33;11.1;0.052;52.5;158;0.9976;3.03;0.49;10.2;7
+7.6;0.13;0.34;9.3;0.062;40;126;0.9966;3.21;0.39;9.6;5
+7;0.12;0.19;4.9;0.055;27;127;0.9953;3.29;0.41;9.4;5
+8.2;0.37;0.27;1.7;0.028;10;59;0.9923;2.97;0.48;10.4;5
+7.6;0.26;0.36;1.6;0.032;6;106;0.993;3.15;0.4;10.4;4
+6.3;0.2;0.58;1.4;0.204;15;97;0.9931;3.16;0.43;10;6
+6.3;0.22;0.57;1.4;0.208;14;96;0.9932;3.16;0.43;10;6
+7.1;0.25;0.28;1.6;0.052;46;169;0.9926;3.05;0.41;10.5;5
+7;0.27;0.32;6.8;0.047;47;193;0.9938;3.23;0.39;11.4;6
+8.8;0.34;0.33;9.7;0.036;46;172;0.9966;3.08;0.4;10.2;5
+9.2;0.27;0.34;10.5;0.043;49;228;0.9974;3.04;0.41;10.4;6
+7.1;0.49;0.22;2;0.047;146.5;307.5;0.9924;3.24;0.37;11;3
+9.2;0.71;0.23;6.2;0.042;15;93;0.9948;2.89;0.34;10.1;6
+7.2;0.47;0.65;8.3;0.083;27;182;0.9964;3;0.35;9.2;5
+6.8;0.28;0.36;1.6;0.04;25;87;0.9924;3.23;0.66;10.3;6
+8.8;0.34;0.33;9.7;0.036;46;172;0.9966;3.08;0.4;10.2;5
+9.2;0.27;0.34;10.5;0.043;49;228;0.9974;3.04;0.41;10.4;6
+7.3;0.13;0.27;4.6;0.08;34;172;0.9938;3.23;0.39;11.1;7
+7.2;0.16;0.35;1.2;0.031;27;84;0.9928;3.33;0.34;9.9;5
+6.8;0.31;0.32;7.6;0.052;35;143;0.9959;3.14;0.38;9;5
+8.3;0.36;0.57;15;0.052;35;256;1.0001;2.93;0.64;8.6;5
+6.8;0.31;0.32;7.6;0.052;35;143;0.9959;3.14;0.38;9;5
+8.3;0.36;0.57;15;0.052;35;256;1.0001;2.93;0.64;8.6;5
+6.3;0.25;0.44;11.6;0.041;48;195;0.9968;3.18;0.52;9.5;5
+6;0.45;0.42;1.1;0.051;61;197;0.9932;3.02;0.4;9;5
+8.1;0.26;0.3;7.8;0.049;39;152;0.9954;2.99;0.58;10;6
+6.4;0.22;0.32;12;0.066;57;158;0.9992;3.6;0.43;9;6
+5.7;0.45;0.42;1.1;0.051;61;197;0.9932;3.02;0.4;9;5
+7.2;0.19;0.31;1.4;0.046;37;135;0.9939;3.34;0.57;10.2;7
+6.7;0.31;0.44;6.7;0.054;29;160;0.9952;3.04;0.44;9.6;5
+8;0.25;0.13;17.2;0.036;49;219;0.9996;2.96;0.46;9.7;5
+9.9;1.005;0.46;1.4;0.046;34;185;0.9966;3.02;0.49;10.2;4
+8.1;0.31;0.36;8.2;0.028;29;142;0.9925;3.01;0.34;13;7
+8.1;0.24;0.38;4.3;0.044;49;172;0.996;3.37;0.74;10.8;6
+8;0.25;0.13;17.2;0.036;49;219;0.9996;2.96;0.46;9.7;5
+6.4;0.29;0.28;11.1;0.063;66;169;0.9973;2.89;0.57;9;5
+7.2;0.15;0.33;1.1;0.027;16;63;0.9937;3.37;0.4;9.9;5
+7;0.12;0.32;7.2;0.058;22;89;0.9966;3.29;0.38;9.2;6
+7.4;0.32;0.55;16.6;0.056;53;238;1.0017;2.96;0.58;8.7;6
+8.5;0.17;0.31;1;0.024;13;91;0.993;2.79;0.37;10.1;5
+8.5;0.17;0.31;1;0.024;13;91;0.993;2.79;0.37;10.1;5
+9.5;0.21;0.47;1.3;0.039;21;123;0.9959;2.9;0.64;9.5;5
+8.2;0.21;0.48;1.4;0.041;11;99;0.9958;3.17;0.57;9.9;5
+7.4;0.32;0.55;16.6;0.056;53;238;1.0017;2.96;0.58;8.7;6
+6.8;0.31;0.42;6.9;0.046;50;173;0.9958;3.19;0.46;9;5
+6.8;0.27;0.28;13.3;0.076;50;163;0.9979;3.03;0.38;8.6;6
+7.4;0.21;0.3;8.1;0.047;13;114;0.9941;3.12;0.35;10.5;6
+8;0.23;0.35;9.2;0.044;53;186;0.997;3.09;0.56;9.5;7
+7.6;0.2;0.31;1.4;0.047;41;142;0.9934;3.43;0.53;10.1;6
+6.3;0.41;0.3;3.2;0.03;49;164;0.9927;3.53;0.79;11.7;7
+8.3;0.49;0.43;2.5;0.036;32;116;0.9944;3.23;0.47;10.7;6
+6.3;0.41;0.3;3.2;0.03;49;164;0.9927;3.53;0.79;11.7;7
+7.6;0.2;0.26;4.5;0.086;37;133;0.9963;3.15;0.42;9.2;5
+7.5;0.26;0.26;18.35;0.084;33;139;1.0011;3.17;0.39;8.8;5
+7.5;0.26;0.26;18.35;0.084;33;139;1.0011;3.17;0.39;8.8;5
+6.8;0.27;0.35;7.8;0.048;76;197;0.9959;3.24;0.43;9.5;6
+6.8;0.28;0.37;7;0.057;35;208;0.9973;3.57;0.55;10.2;5
+8.4;0.2;0.27;6.3;0.048;30;143;0.9966;3.25;0.5;9.1;6
+7.9;0.33;0.26;1.2;0.044;23;103;0.9932;3.19;0.54;10.5;6
+7.5;0.38;0.5;12.8;0.042;57;184;0.9984;3.09;0.46;9;6
+7.6;0.2;0.3;14.2;0.056;53;212.5;0.999;3.14;0.46;8.9;8
+7.6;0.2;0.3;14.2;0.056;53;212.5;0.999;3.14;0.46;8.9;8
+7.6;0.2;0.3;14.2;0.056;53;212.5;0.999;3.14;0.46;8.9;8
+7.6;0.2;0.3;14.2;0.056;53;212.5;0.999;3.14;0.46;8.9;8
+7.6;0.2;0.3;14.2;0.056;53;212.5;0.999;3.14;0.46;8.9;8
+8.1;0.19;0.58;16.65;0.049;48;181;1.0006;3.2;0.62;9.1;6
+7.6;0.16;0.41;1.9;0.047;27;151;0.9937;3.2;0.53;10.1;6
+8.1;0.22;0.28;7.7;0.043;57;176;0.9954;3.12;0.55;10;5
+8;0.22;0.32;10.4;0.043;63;201;0.997;3.11;0.53;9.5;6
+7.1;0.33;0.3;3.3;0.034;30;102;0.9912;3.08;0.31;12.3;7
+6.4;0.43;0.27;1.1;0.054;5;110;0.9939;3.24;0.52;9.1;4
+7.6;0.2;0.3;14.2;0.056;53;212.5;0.999;3.14;0.46;8.9;8
+7;0.12;0.28;6.3;0.057;17;103;0.9957;3.5;0.44;9.6;5
+7.4;0.3;0.22;5.25;0.053;33;180;0.9926;3.13;0.45;11.6;6
+7;0.28;0.33;14.6;0.043;47;168;0.9994;3.34;0.67;8.8;6
+8.4;0.2;0.38;11.8;0.055;51;170;1.0004;3.34;0.82;8.9;6
+7;0.28;0.33;14.6;0.043;47;168;0.9994;3.34;0.67;8.8;6
+8.4;0.2;0.38;11.8;0.055;51;170;1.0004;3.34;0.82;8.9;6
+8.4;0.2;0.38;11.8;0.055;51;170;1.0004;3.34;0.82;8.9;6
+7.3;0.18;0.31;17.3;0.055;32;197;1.0002;3.13;0.46;9;6
+6.8;0.31;0.09;1.4;0.04;56;145;0.9922;3.19;0.46;10;5
+6.7;0.31;0.08;1.3;0.038;58;147;0.9922;3.18;0.46;10;5
+7.6;0.17;0.35;1.6;0.047;43;154;0.9934;3.36;0.69;11.1;6
+7.4;0.3;0.22;5.25;0.053;33;180;0.9926;3.13;0.45;11.6;6
+7.4;0.26;0.31;2.4;0.043;58;178;0.9941;3.42;0.68;10.6;6
+7;0.28;0.33;14.6;0.043;47;168;0.9994;3.34;0.67;8.8;6
+8.4;0.2;0.38;11.8;0.055;51;170;1.0004;3.34;0.82;8.9;6
+5.6;0.18;0.31;1.5;0.038;16;84;0.9924;3.34;0.58;10.1;6
+7.2;0.15;0.39;1.8;0.043;21;159;0.9948;3.52;0.47;10;5
+8;0.4;0.33;7.7;0.034;27;98;0.9935;3.18;0.41;12.2;7
+7;0.25;0.56;2;0.035;20;95;0.9918;3.23;0.53;11;6
+7.2;0.15;0.39;1.8;0.043;21;159;0.9948;3.52;0.47;10;5
+6.8;0.18;0.46;1.4;0.064;37;160;0.9924;3.37;0.45;11.1;5
+6.6;0.32;0.22;16.7;0.046;38;133;0.9979;3.22;0.67;10.4;6
+9;0.55;0.3;8.1;0.026;14;71;0.993;2.94;0.36;11.8;5
+6.9;0.19;0.39;8;0.028;22;84;0.994;3.11;0.66;10.8;6
+6.3;0.41;0.33;4.7;0.023;28;110;0.991;3.3;0.38;12.5;7
+9;0.55;0.3;8.1;0.026;14;71;0.993;2.94;0.36;11.8;5
+7;0.2;0.34;2.1;0.049;12;136;0.9922;3.25;0.46;11.6;7
+6.6;0.32;0.22;16.7;0.046;38;133;0.9979;3.22;0.67;10.4;6
+7.7;0.26;0.34;6.4;0.05;36;163;0.9937;3.19;0.7;11.5;6
+6.3;0.21;0.28;1.5;0.051;46;142;0.9928;3.23;0.42;10.1;6
+7.6;0.34;0.39;7.6;0.04;45;215;0.9965;3.11;0.53;9.2;6
+6.3;0.21;0.28;1.5;0.051;46;142;0.9928;3.23;0.42;10.1;6
+8;0.43;0.4;12.4;0.168;29;190;0.9991;3.07;0.64;9.2;5
+7.5;0.3;0.71;1.3;0.16;44;149;0.9948;3.08;0.42;8.9;5
+6.4;0.26;0.4;1.7;0.179;5;60;0.9925;3.09;0.54;10.1;5
+6.9;0.32;0.15;8.1;0.046;51;180;0.9958;3.13;0.45;8.9;5
+8.9;0.21;0.34;7.1;0.037;33;150;0.9962;3.1;0.45;9.7;6
+7.6;0.34;0.39;7.6;0.04;45;215;0.9965;3.11;0.53;9.2;6
+9.5;0.42;0.41;2.3;0.034;22;145;0.9951;3.06;0.52;11;6
+7.6;0.29;0.26;6.5;0.042;32;160;0.9944;3.14;0.47;10.7;5
+6.5;0.25;0.2;1.4;0.024;29;101;0.9916;3.24;0.54;10.8;6
+7.2;0.23;0.33;12.7;0.049;50;183;0.9987;3.41;0.4;9.8;5
+7.9;0.35;0.36;1.6;0.038;11;124;0.9928;3.25;0.48;11;5
+8.8;0.2;0.28;1.1;0.018;18;72;0.9926;2.97;0.35;10.4;5
+5.7;0.27;0.32;1.2;0.046;20;155;0.9934;3.8;0.41;10.2;6
+7.6;0.29;0.26;6.5;0.042;32;160;0.9944;3.14;0.47;10.7;5
+5.5;0.14;0.27;4.6;0.029;22;104;0.9949;3.34;0.44;9;5
+8.7;0.24;0.35;0.6;0.042;11;71;0.9926;3.08;0.38;10.6;5
+6.7;0.3;0.45;10.6;0.032;56;212;0.997;3.22;0.59;9.5;6
+5.5;0.14;0.27;4.6;0.029;22;104;0.9949;3.34;0.44;9;5
+5.6;0.13;0.27;4.8;0.028;22;104;0.9948;3.34;0.45;9.2;6
+7.4;0.18;0.34;2.7;0.03;30;107;0.992;2.97;0.53;11;6
+5.7;0.385;0.04;12.6;0.034;22;115;0.9964;3.28;0.63;9.9;6
+8.7;0.24;0.35;0.6;0.042;11;71;0.9926;3.08;0.38;10.6;5
+8.3;0.33;0.43;9.2;0.046;22;126;0.9982;3.38;0.47;9.3;5
+6.8;0.34;0.44;6.6;0.052;28;156;0.9955;3.14;0.41;9.6;5
+6.8;0.33;0.44;7;0.05;29;155;0.9955;3.14;0.42;9.5;5
+6.3;0.28;0.24;8.45;0.031;32;172;0.9958;3.39;0.57;9.7;7
+11.8;0.23;0.38;11.1;0.034;15;123;0.9997;2.93;0.55;9.7;3
+6.8;0.21;0.27;18.15;0.042;41;146;1.0001;3.3;0.36;8.7;5
+6.8;0.21;0.27;18.15;0.042;41;146;1.0001;3.3;0.36;8.7;5
+8.6;0.485;0.29;4.1;0.026;19;101;0.9918;3.01;0.38;12.4;5
+8.6;0.485;0.29;4.1;0.026;19;101;0.9918;3.01;0.38;12.4;5
+7.3;0.29;0.29;4.6;0.029;27;155;0.9931;3.07;0.26;10.6;6
+6.8;0.21;0.27;18.15;0.042;41;146;1.0001;3.3;0.36;8.7;5
+6.7;0.31;0.31;4.9;0.031;20;151;0.9926;3.36;0.82;12;7
+7.3;0.29;0.37;8.3;0.044;45;227;0.9966;3.12;0.47;9;5
+5.7;0.46;0.46;1.4;0.04;31;169;0.9932;3.13;0.47;8.8;5
+6.8;0.28;0.44;11.5;0.04;58;223;0.9969;3.22;0.56;9.5;5
+6.7;0.23;0.33;1.8;0.036;23;96;0.9925;3.32;0.4;10.8;6
+6.9;0.17;0.25;1.6;0.047;34;132;0.9914;3.16;0.48;11.4;5
+7.6;0.18;0.36;2.4;0.049;38;123;0.996;3.6;0.46;10.3;5
+6.6;0.22;0.28;4.9;0.042;51;180;0.9952;3.3;0.75;9.5;6
+7.8;0.27;0.28;1.8;0.05;21;127;0.9934;3.15;0.44;9.9;5
+7.7;0.28;0.29;4.3;0.051;25;142;0.9939;3.16;0.39;10.2;5
+7.6;0.29;0.29;4.4;0.051;26;146;0.9939;3.16;0.39;10.2;5
+5.7;0.32;0.18;1.4;0.029;26;104;0.9906;3.44;0.37;11;6
+7.1;0.33;0.25;1.6;0.03;25;126;0.9901;3.22;0.34;12.1;7
+7.3;0.34;0.3;1.3;0.057;25;173;0.9948;3.26;0.51;9.1;6
+6.5;0.19;0.26;5.2;0.04;31;140;0.995;3.26;0.68;9.5;6
+6.6;0.23;0.27;5.6;0.043;43;164;0.9953;3.27;0.76;9.5;5
+6.6;0.27;0.29;5.3;0.045;57;189;0.9953;3.31;0.79;9.8;5
+6.6;0.22;0.28;4.9;0.042;51;180;0.9952;3.3;0.75;9.5;6
+7.6;0.18;0.36;2.4;0.049;38;123;0.996;3.6;0.46;10.3;5
+6.8;0.36;0.32;1.6;0.039;10;124;0.9948;3.3;0.67;9.6;5
+7;0.22;0.39;2.1;0.055;39;198;0.9951;3.52;0.54;10.2;6
+5.9;0.17;0.3;1.4;0.042;25;119;0.9931;3.68;0.72;10.5;6
+7.4;0.45;0.32;7.1;0.044;17;117;0.9962;3.32;0.41;10.4;4
+6.8;0.36;0.32;1.6;0.039;10;124;0.9948;3.3;0.67;9.6;5
+7.5;0.42;0.14;10.7;0.046;18;95;0.9959;3.22;0.33;10.7;5
+7.5;0.33;0.32;11.1;0.036;25;119;0.9962;3.15;0.34;10.5;6
+9.4;0.3;0.32;10.7;0.029;14;111;0.9958;2.85;0.42;10.6;5
+7.9;0.17;0.32;1.6;0.053;47;150;0.9948;3.29;0.76;9.6;6
+7.9;0.17;0.32;1.6;0.053;47;150;0.9948;3.29;0.76;9.6;6
+8.2;0.17;0.32;1.5;0.05;17;101;0.994;3.14;0.58;9.5;5
+8.3;0.17;0.31;1.5;0.049;48;153;0.9942;3.12;0.58;9.4;6
+8.7;0.15;0.3;1.6;0.046;29;130;0.9942;3.22;0.38;9.8;6
+7.9;0.17;0.32;1.6;0.053;47;150;0.9948;3.29;0.76;9.6;6
+7.2;0.25;0.19;8;0.044;51;172;0.9964;3.16;0.44;9.2;5
+7.2;0.24;0.19;7.7;0.045;53;176;0.9958;3.17;0.38;9.5;5
+5.3;0.76;0.03;2.7;0.043;27;93;0.9932;3.34;0.38;9.2;5
+6.6;0.22;0.53;15.1;0.052;22;136;0.9986;2.94;0.35;9.4;5
+6.6;0.22;0.53;15.1;0.052;22;136;0.9986;2.94;0.35;9.4;5
+8.4;0.28;0.4;8.9;0.048;33;146;0.9988;3.4;0.46;9.3;5
+6.8;0.32;0.34;6;0.05;5;129;0.9953;3.19;0.4;9.1;5
+6.7;0.24;0.33;12.3;0.046;31;145;0.9983;3.36;0.4;9.5;5
+7.4;0.18;0.36;13.1;0.056;72;163;1;3.42;0.35;9.1;6
+6;0.16;0.3;6.7;0.043;43;153;0.9951;3.63;0.46;10.6;5
+6.7;0.24;0.33;12.3;0.046;31;145;0.9983;3.36;0.4;9.5;5
+6.8;0.28;0.35;2.3;0.042;16;85;0.9906;3.19;0.56;12.4;6
+6.2;0.34;0.3;11.1;0.047;28;237;0.9981;3.18;0.49;8.7;5
+6;0.27;0.15;1.5;0.056;35;128;0.9936;3.12;0.45;8.8;5
+6;0.16;0.3;6.7;0.043;43;153;0.9951;3.63;0.46;10.6;5
+6.8;0.32;0.34;6;0.05;5;129;0.9953;3.19;0.4;9.1;5
+8.5;0.24;0.47;15.2;0.057;40;234;1.0005;3.02;0.66;9;5
+8.1;0.24;0.33;10.2;0.048;46;141;0.9972;3.16;0.48;10.3;6
+7.4;0.18;0.36;13.1;0.056;72;163;1;3.42;0.35;9.1;6
+7.7;0.23;0.31;10.7;0.038;59;186;0.9969;3.12;0.55;9.5;6
+6.5;0.22;0.25;17.1;0.05;44;138;1.0001;3.3;0.37;8.8;5
+6.5;0.22;0.25;17.1;0.05;44;138;1.0001;3.3;0.37;8.8;5
+6.5;0.22;0.25;17.1;0.05;44;138;1.0001;3.3;0.37;8.8;5
+5.7;0.33;0.15;1.9;0.05;20;93;0.9934;3.38;0.62;9.9;5
+7.7;0.23;0.31;10.7;0.038;59;186;0.9969;3.12;0.55;9.5;6
+6.5;0.22;0.25;17.1;0.05;44;138;1.0001;3.3;0.37;8.8;5
+6.8;0.2;0.27;1.2;0.034;19;68;0.9902;3.14;0.37;11.7;4
+7.7;0.26;0.32;1.2;0.04;26;117;0.993;3.21;0.56;10.8;5
+6.4;0.2;0.32;3.1;0.041;18;126;0.9914;3.43;0.42;12;6
+8;0.16;0.36;1.5;0.033;14;122;0.9941;3.2;0.39;10.3;4
+6.8;0.25;0.27;10.7;0.076;47;154;0.9967;3.05;0.38;9;5
+7.7;0.39;0.28;4.9;0.035;36;109;0.9918;3.19;0.58;12.2;7
+6.9;0.26;0.33;12.6;0.051;59;173;0.998;3.39;0.38;9.9;5
+6.8;0.25;0.27;10.7;0.076;47;154;0.9967;3.05;0.38;9;5
+7.7;0.39;0.28;4.9;0.035;36;109;0.9918;3.19;0.58;12.2;7
+6;0.28;0.22;12.15;0.048;42;163;0.9957;3.2;0.46;10.1;5
+6.5;0.43;0.28;12;0.056;23;174;0.9986;3.31;0.55;9.3;5
+9.1;0.33;0.38;1.7;0.062;50.5;344;0.9958;3.1;0.7;9.5;5
+5.9;0.5;0.05;2.6;0.054;36;146;0.9948;3.43;0.5;9.2;6
+6.8;0.28;0.39;1.4;0.036;15;115;0.9918;3.27;0.72;11.7;5
+7;0.35;0.24;1.9;0.04;21;144;0.9923;3.35;0.38;11;5
+7.1;0.22;0.32;16.9;0.056;49;158;0.9998;3.37;0.38;9.6;6
+7.1;0.22;0.32;16.9;0.056;49;158;0.9998;3.37;0.38;9.6;6
+8.3;0.24;0.27;2.1;0.03;22;162;0.9914;2.99;0.68;11.9;6
+6.8;0.26;0.32;7;0.041;38;118;0.9939;3.25;0.52;10.8;6
+7.2;0.16;0.26;7.1;0.054;41;224;0.9966;3.38;0.55;10.1;5
+7.9;0.18;0.36;5.9;0.058;31;132;0.995;3.25;0.52;10.9;6
+7.2;0.16;0.26;7.1;0.054;41;224;0.9966;3.38;0.55;10.1;5
+5.5;0.24;0.32;8.7;0.06;19;102;0.994;3.27;0.31;10.4;5
+7.1;0.33;0.64;13.2;0.056;12;105;0.9972;3.05;0.39;9.2;5
+7.7;0.28;0.35;15.3;0.056;31;117;0.9998;3.27;0.5;9.6;5
+7.7;0.28;0.35;15.3;0.056;31;117;0.9998;3.27;0.5;9.6;5
+7.5;0.26;0.52;13.2;0.047;64;179;0.9982;3.1;0.46;9;5
+6.5;0.14;0.32;2.7;0.037;18;89;0.9924;3.4;0.74;11.5;7
+8.2;0.21;0.32;10.65;0.053;53;145;0.9972;3.17;0.48;10.2;6
+7.2;0.2;0.31;10;0.054;49;165;0.997;3.4;0.42;9.9;6
+7.2;0.115;0.3;6.8;0.056;26;105;0.9954;3.44;0.4;9.6;6
+6.4;0.29;0.2;15.6;0.04;20;142;0.9962;3.1;0.54;10.6;5
+7.1;0.33;0.64;13.2;0.056;12;105;0.9972;3.05;0.39;9.2;5
+6.8;0.24;0.34;5.1;0.038;31;99;0.9921;3.24;0.46;11.8;6
+7;0.24;0.34;3;0.035;36;102;0.9905;3.18;0.43;12.2;6
+7.7;0.28;0.35;15.3;0.056;31;117;0.9998;3.27;0.5;9.6;5
+7;0.22;0.33;2.1;0.052;15;76;0.993;3.2;0.41;10.6;6
+7.5;0.18;0.39;1.9;0.054;23;91;0.9941;3.27;0.45;10.3;6
+9.8;0.93;0.45;8.6;0.052;34;187;0.9994;3.12;0.59;10.2;4
+7.8;0.29;0.33;8.75;0.035;33;181;0.9962;3.11;0.46;10.7;5
+7.9;0.28;0.32;3.6;0.038;9;76;0.992;3.05;0.31;11.7;4
+8.5;0.25;0.27;4.7;0.031;31;92;0.9922;3.01;0.33;12;6
+7.4;0.18;0.27;1.3;0.048;26;105;0.994;3.52;0.66;10.6;6
+6.3;0.24;0.37;1.8;0.031;6;61;0.9897;3.3;0.34;12.2;4
+6;0.33;0.38;9.7;0.04;29;124;0.9954;3.47;0.48;11;6
+6.8;0.37;0.28;4;0.03;29;79;0.99;3.23;0.46;12.4;7
+9.9;0.49;0.23;2.4;0.087;19;115;0.9948;2.77;0.44;9.4;6
+8.5;0.25;0.27;4.7;0.031;31;92;0.9922;3.01;0.33;12;6
+8.4;0.22;0.28;18.8;0.028;55;130;0.998;2.96;0.35;11.6;5
+7;0.35;0.31;1.8;0.069;15;162;0.9944;3.18;0.47;9.4;5
+7;0.35;0.31;1.8;0.069;15;162;0.9944;3.18;0.47;9.4;5
+7.4;0.19;0.3;12.8;0.053;48.5;229;0.9986;3.14;0.49;9.1;7
+7.4;0.19;0.3;12.8;0.053;48.5;229;0.9986;3.14;0.49;9.1;7
+7.4;0.19;0.3;12.8;0.053;48.5;229;0.9986;3.14;0.49;9.1;7
+7.4;0.19;0.3;12.8;0.053;48.5;229;0.9986;3.14;0.49;9.1;7
+7.4;0.19;0.3;12.8;0.053;48.5;229;0.9986;3.14;0.49;9.1;7
+6.9;0.32;0.13;7.8;0.042;11;117;0.996;3.23;0.37;9.2;5
+7.6;0.32;0.58;16.75;0.05;43;163;0.9999;3.15;0.54;9.2;5
+7.4;0.19;0.3;12.8;0.053;48.5;229;0.9986;3.14;0.49;9.1;7
+7.4;0.19;0.3;12.8;0.053;48.5;212;0.9986;3.14;0.49;9.1;7
+6.9;0.32;0.13;7.8;0.042;11;117;0.996;3.23;0.37;9.2;5
+6;0.34;0.24;5.4;0.06;23;126;0.9951;3.25;0.44;9;7
+7.6;0.32;0.58;16.75;0.05;43;163;0.9999;3.15;0.54;9.2;5
+7.7;0.24;0.31;1.3;0.047;33;106;0.993;3.22;0.55;10.8;6
+8;0.36;0.43;10.1;0.053;29;146;0.9982;3.4;0.46;9.5;6
+7.4;0.29;0.25;3.8;0.044;30;114;0.992;3.11;0.4;11;6
+6.6;0.32;0.27;10.9;0.041;37;146;0.9963;3.24;0.47;10;5
+6.3;0.3;0.24;6.6;0.04;38;141;0.995;3.22;0.47;9.5;5
+6.4;0.33;0.24;9.8;0.041;29;109;0.9956;3.29;0.47;10.1;6
+7.5;0.18;0.31;11.7;0.051;24;94;0.997;3.19;0.44;9.5;7
+6.5;0.39;0.81;1.2;0.217;14;74;0.9936;3.08;0.53;9.5;5
+6.8;0.25;0.18;1.4;0.056;13;137;0.9935;3.11;0.42;9.5;5
+6.4;0.18;0.32;9.6;0.052;24;90;0.9963;3.35;0.49;9.4;6
+7.1;0.18;0.32;12.2;0.048;36;125;0.9967;2.92;0.54;9.4;6
+7.6;0.27;0.42;2.6;0.044;29;110;0.9912;3.31;0.51;12.7;6
+9.2;0.23;0.35;10.7;0.037;34;145;0.9981;3.09;0.32;9.7;5
+7.9;0.28;0.41;4.9;0.058;31;153;0.9966;3.27;0.51;9.7;6
+7.1;0.18;0.32;12.2;0.048;36;125;0.9967;2.92;0.54;9.4;6
+6.4;0.18;0.32;9.6;0.052;24;90;0.9963;3.35;0.49;9.4;6
+6.8;0.25;0.18;1.4;0.056;13;137;0.9935;3.11;0.42;9.5;5
+7;0.22;0.26;1.1;0.037;20;71;0.9902;3.1;0.38;11.7;6
+7.3;0.18;0.29;1;0.036;26;101;0.99;3.09;0.37;11.7;6
+7.1;0.26;0.19;8.2;0.051;53;187;0.996;3.16;0.52;9.7;5
+6.6;0.25;0.42;11.3;0.049;77;231;0.9966;3.24;0.52;9.5;6
+6.4;0.24;0.23;7.3;0.069;31;157;0.9962;3.25;0.53;9.1;5
+6;0.28;0.27;2.3;0.051;23;147;0.994;3.23;0.67;10.3;6
+7.1;0.26;0.19;8.2;0.051;53;187;0.996;3.16;0.52;9.7;5
+7.8;0.24;0.38;2.1;0.058;14;167;0.994;3.21;0.55;9.9;5
+7.6;0.27;0.33;2;0.059;19;175;0.9944;3.22;0.56;9.9;5
+7.7;0.39;0.34;10;0.056;35;178;0.9974;3.26;0.6;10.2;5
+8.9;0.24;0.33;15.75;0.035;16;132;0.996;3;0.37;12.1;6
+6.6;0.23;0.24;3.9;0.045;36;138;0.9922;3.15;0.64;11.3;7
+7.1;0.26;0.3;2;0.031;13;128;0.9917;3.19;0.49;11.4;5
+7;0.32;0.35;1.5;0.039;24;125;0.9918;3.17;0.64;12.2;6
+7.4;0.24;0.26;1.6;0.058;53;150;0.9936;3.18;0.5;9.9;7
+6.9;0.21;0.33;1.4;0.056;35;136;0.9938;3.63;0.78;10.3;6
+7;0.32;0.35;1.5;0.039;24;125;0.9918;3.17;0.64;12.2;6
+7.4;0.17;0.29;1.4;0.047;23;107;0.9939;3.52;0.65;10.4;6
+7.1;0.26;0.3;2;0.031;13;128;0.9917;3.19;0.49;11.4;5
+8.5;0.28;0.34;13.8;0.041;32;161;0.9981;3.13;0.4;9.9;6
+7.8;0.3;0.37;1.3;0.051;16;96;0.9941;3.32;0.62;10;5
+8.1;0.25;0.38;3.8;0.051;18;129;0.9928;3.21;0.38;11.5;6
+7.7;0.28;0.29;6.9;0.041;29;163;0.9952;3.44;0.6;10.5;6
+6.5;0.24;0.36;2.2;0.027;36;134;0.9898;3.28;0.36;12.5;7
+7;0.22;0.32;1.6;0.045;40;120;0.9914;2.98;0.44;10.5;6
+8.5;0.28;0.34;13.8;0.041;32;161;0.9981;3.13;0.4;9.9;6
+8;0.45;0.28;10.8;0.051;25;157;0.9957;3.06;0.47;11.4;7
+6.9;0.23;0.33;12.8;0.056;44;169;0.998;3.42;0.42;9.8;6
+8;0.45;0.28;10.8;0.051;25;157;0.9957;3.06;0.47;11.4;7
+7.6;0.23;0.26;15.3;0.067;32;166;0.9986;3.03;0.44;9.2;4
+7.7;0.28;0.58;12.1;0.046;60;177;0.9983;3.08;0.46;8.9;5
+7.7;0.27;0.61;12;0.046;64;179;0.9982;3.07;0.46;8.9;5
+7.1;0.2;0.36;11.6;0.042;45;124;0.997;2.92;0.59;9.5;7
+6.9;0.25;0.35;9.2;0.034;42;150;0.9947;3.21;0.36;11.5;6
+7.1;0.2;0.36;11.6;0.042;45;124;0.997;2.92;0.59;9.5;7
+6.9;0.25;0.35;9.2;0.034;42;150;0.9947;3.21;0.36;11.5;6
+8.4;0.2;0.31;2.8;0.054;16;89;0.99416;2.96;0.45;9.5;6
+6.5;0.39;0.35;1.6;0.049;10;164;0.99516;3.35;0.51;9.7;5
+7.2;0.23;0.38;6.1;0.067;20;90;0.99496;3.17;0.79;9.7;5
+6.9;0.44;0.42;8.5;0.048;10;147;0.9974;3.32;0.46;9.5;6
+7.1;0.28;0.19;7.8;0.04;48;184;0.99579;3.16;0.5;9.4;5
+6.4;0.34;0.2;14.9;0.06;37;162;0.9983;3.13;0.45;9;4
+6.1;0.15;0.29;6.2;0.046;39;151;0.99471;3.6;0.44;10.6;6
+6.9;0.44;0.42;8.5;0.048;10;147;0.9974;3.32;0.46;9.5;6
+7.2;0.29;0.18;8.2;0.042;41;180;0.99644;3.16;0.49;9.1;5
+7.1;0.28;0.19;7.8;0.04;48;184;0.99579;3.16;0.5;9.4;5
+6.1;0.23;0.45;10.6;0.094;49;169;0.99699;3.05;0.54;8.8;5
+6.7;0.23;0.42;11.2;0.047;52;171;0.99758;3.54;0.74;10.4;5
+7;0.36;0.14;11.6;0.043;35;228;0.9977;3.13;0.51;8.9;5
+7.5;0.31;0.24;7.1;0.031;28;141;0.99397;3.16;0.38;10.6;7
+6.4;0.34;0.2;14.9;0.06;37;162;0.9983;3.13;0.45;9;4
+6.1;0.15;0.29;6.2;0.046;39;151;0.99471;3.6;0.44;10.6;6
+7.4;0.2;0.29;1.7;0.047;16;100;0.99243;3.28;0.45;10.6;6
+6.3;0.27;0.18;7.7;0.048;45;186;0.9962;3.23;0.47;9;5
+9.2;0.34;0.54;17.3;0.06;46;235;1.00182;3.08;0.61;8.8;6
+7.4;0.18;0.29;1.4;0.042;34;101;0.99384;3.54;0.6;10.5;7
+7.2;0.29;0.2;7.7;0.046;51;174;0.99582;3.16;0.52;9.5;5
+6.3;0.27;0.18;7.7;0.048;45;186;0.9962;3.23;0.47;9;5
+6.2;0.26;0.19;3.4;0.049;47;172;0.9924;3.14;0.43;10.4;6
+7.3;0.21;0.21;1.6;0.046;35;133;0.99466;3.38;0.46;10;6
+7.1;0.14;0.35;1.4;0.039;24;128;0.99212;2.97;0.68;10.4;5
+7.2;0.39;0.54;1.4;0.157;34;132;0.99449;3.11;0.53;9;6
+7.6;0.48;0.28;10.4;0.049;57;205;0.99748;3.24;0.45;9.3;5
+7.2;0.39;0.54;1.4;0.157;34;132;0.99449;3.11;0.53;9;6
+7.6;0.48;0.28;10.4;0.049;57;205;0.99748;3.24;0.45;9.3;5
+6.5;0.36;0.31;4.1;0.061;20;134;0.99475;3.18;0.45;9;6
+8.5;0.25;0.31;2.8;0.032;11;61;0.99189;3.06;0.44;11.5;6
+6.9;0.3;0.21;15.7;0.056;49;159;0.99827;3.11;0.48;9;5
+6.6;0.19;0.43;10.9;0.045;53;154;0.99752;3.52;0.77;10.4;6
+6.9;0.3;0.21;15.7;0.056;49;159;0.99827;3.11;0.48;9;5
+9.4;0.42;0.32;6.5;0.027;20;167;0.99479;3.08;0.43;10.6;5
+6.6;0.19;0.43;10.9;0.045;53;154;0.99752;3.52;0.77;10.4;6
+6.3;0.2;0.3;5.9;0.034;35;152;0.99642;3.47;0.4;8.5;6
+8.5;0.19;0.56;17.3;0.055;47;169;1.00047;3.07;0.67;9.3;6
+7.3;0.19;0.25;1.4;0.051;41;107;0.99382;3.53;0.66;10.5;7
+6.7;0.25;0.26;13.5;0.06;50;156;0.99784;3.39;0.46;9.9;6
+6.2;0.25;0.28;8.5;0.035;28;108;0.99486;3.4;0.42;10.4;6
+6.1;0.46;0.32;6.2;0.053;10;94;0.99537;3.35;0.47;10.1;5
+7.3;0.19;0.25;1.4;0.051;41;107;0.99382;3.53;0.66;10.5;7
+7.5;0.29;0.26;14.95;0.067;47;178;0.99838;3.04;0.49;9.2;4
+6.7;0.31;0.18;7.7;0.043;57;200;0.99566;3.17;0.44;9.4;6
+7.4;0.14;0.3;1.3;0.033;25;91;0.99268;3.53;0.39;10.6;6
+6.7;0.31;0.18;7.7;0.043;57;200;0.99566;3.17;0.44;9.4;6
+7.1;0.4;0.52;1.3;0.148;45;149;0.99468;3.08;0.56;8.7;5
+6.4;0.16;0.25;1.3;0.047;20;77;0.9933;3.61;0.54;10.2;6
+6.3;0.16;0.22;1.3;0.046;18;66;0.99307;3.61;0.55;10.3;6
+7.4;0.33;0.26;15.6;0.049;67;210;0.99907;3.06;0.68;9.5;5
+7.4;0.33;0.26;15.6;0.049;67;210;0.99907;3.06;0.68;9.5;5
+7.4;0.33;0.26;15.6;0.049;67;210;0.99907;3.06;0.68;9.5;5
+7.4;0.33;0.26;15.6;0.049;67;210;0.99907;3.06;0.68;9.5;5
+6.6;0.41;0.24;4.9;0.158;47;144;0.99471;3.17;0.49;9.4;5
+6.7;0.43;0.23;5;0.157;49;145;0.99471;3.17;0.49;9.4;5
+7.4;0.33;0.26;15.6;0.049;67;210;0.99907;3.06;0.68;9.5;5
+7.3;0.4;0.28;6.5;0.037;26;97;0.99148;3.16;0.58;12.6;7
+7.4;0.18;0.24;1.4;0.047;21;106;0.99383;3.52;0.64;10.5;7
+8.6;0.17;0.28;2.7;0.047;38;150;0.99365;3.1;0.56;10.8;6
+6.5;0.32;0.23;1.2;0.054;39;208;0.99272;3.18;0.46;9.9;6
+7.3;0.4;0.28;6.5;0.037;26;97;0.99148;3.16;0.58;12.6;7
+7;0.32;0.31;6.4;0.031;38;115;0.99235;3.38;0.58;12.2;7
+7.5;0.42;0.19;6.9;0.041;62;150;0.99508;3.23;0.37;10;6
+6.9;0.28;0.31;7.2;0.04;47;168;0.9946;3.29;0.57;10.6;7
+6.5;0.29;0.42;10.6;0.042;66;202;0.99674;3.24;0.53;9.5;6
+6.3;0.41;0.18;3.5;0.027;23;109;0.99018;3.34;0.54;12.8;8
+7;0.32;0.31;6.4;0.031;38;115;0.99235;3.38;0.58;12.2;7
+7.3;0.3;0.33;2.3;0.043;28;125;0.99084;3.34;0.44;12.6;7
+6.6;0.22;0.28;12.05;0.058;25;125;0.99856;3.45;0.45;9.4;5
+6;0.26;0.18;7;0.055;50;194;0.99591;3.21;0.43;9;5
+6.9;0.44;0.18;11.8;0.051;26;126;0.9975;3.23;0.48;9.1;5
+7.5;0.42;0.2;1.4;0.06;15;168;0.9944;3.06;0.4;9.4;6
+7;0.36;0.3;5;0.04;40;143;0.99173;3.33;0.42;12.2;7
+5.6;0.295;0.2;2.2;0.049;18;134;0.99378;3.21;0.68;10;5
+6.8;0.21;0.55;14.6;0.053;34;159;0.99805;2.93;0.44;9.2;5
+9.4;0.28;0.3;1.6;0.045;36;139;0.99534;3.11;0.49;9.3;5
+8.1;0.28;0.34;1.3;0.035;11;126;0.99232;3.14;0.5;9.8;6
+6.8;0.21;0.55;14.6;0.053;34;159;0.99805;2.93;0.44;9.2;5
+7;0.22;0.26;2.8;0.036;44;132;0.99078;3.34;0.41;12;7
+9.4;0.28;0.3;1.6;0.045;36;139;0.99534;3.11;0.49;9.3;5
+6.8;0.32;0.3;3.3;0.029;15;80;0.99061;3.33;0.63;12.6;7
+7;0.19;0.33;6.3;0.032;42;127;0.99182;3.31;0.38;12.2;6
+7.7;0.42;0.38;8.1;0.061;49;144;0.9966;3.4;0.58;11;6
+7.4;0.2;0.31;1.6;0.038;34;116;0.9912;3.25;0.39;12;7
+7.5;0.24;0.62;10.6;0.045;51;153;0.99779;3.16;0.44;8.8;5
+7.5;0.26;0.59;11.8;0.046;58;164;0.99814;3.17;0.46;8.9;4
+6.6;0.4;0.32;1.7;0.035;39;84;0.99096;3.59;0.48;12.7;7
+8;0.2;0.3;8.1;0.037;42;130;0.99379;3.1;0.67;11.8;6
+4.6;0.445;0;1.4;0.053;11;178;0.99426;3.79;0.55;10.2;5
+6.1;0.41;0.04;1.3;0.036;23;121;0.99228;3.24;0.61;9.9;6
+7.6;0.2;0.34;1.8;0.041;42;148;0.99335;3.35;0.66;11.1;6
+6.9;0.3;0.21;7.2;0.045;54;190;0.99595;3.22;0.48;9.4;5
+7;0.35;0.17;1.1;0.049;7;119;0.99297;3.13;0.36;9.7;6
+6.9;0.35;0.55;11.95;0.038;22;111;0.99687;3.11;0.29;9.7;5
+7;0.35;0.17;1.1;0.049;7;119;0.99297;3.13;0.36;9.7;6
+6.9;0.35;0.55;11.95;0.038;22;111;0.99687;3.11;0.29;9.7;5
+7.6;0.3;0.4;2.2;0.054;29;175;0.99445;3.19;0.53;9.8;5
+7.5;0.38;0.29;12.7;0.05;25;209;0.9986;3.25;0.59;9.3;6
+7.5;0.3;0.32;1.4;0.032;31;161;0.99154;2.95;0.42;10.5;5
+6.3;0.4;0.32;10.6;0.049;38;209;0.9981;3.47;0.59;9.3;6
+6.8;0.37;0.28;1.9;0.024;64;106;0.98993;3.45;0.6;12.6;8
+7.5;0.23;0.35;17.8;0.058;128;212;1.00241;3.44;0.43;8.9;5
+8.3;0.27;0.34;10.2;0.048;50;118;0.99716;3.18;0.51;10.3;5
+6.8;0.26;0.22;4.8;0.041;110;198;0.99437;3.29;0.67;10.6;5
+6.5;0.28;0.35;9.8;0.067;61;180;0.9972;3.15;0.57;9;4
+7.2;0.34;0.3;8.4;0.051;40;167;0.99756;3.48;0.62;9.7;5
+7;0.23;0.26;7.2;0.041;21;90;0.99509;3.22;0.55;9.5;6
+7.7;0.29;0.29;4.8;0.06;27;156;0.99572;3.49;0.59;10.3;6
+7.2;0.34;0.3;8.4;0.051;40;167;0.99756;3.48;0.62;9.7;5
+7.7;0.4;0.27;4.5;0.034;27;95;0.99175;3.21;0.59;12.3;8
+6.7;0.17;0.27;1.4;0.032;39;149;0.99254;3.4;0.52;10.5;5
+7;0.23;0.26;7.2;0.041;21;90;0.99509;3.22;0.55;9.5;6
+8.1;0.24;0.26;11;0.043;41;211;0.99676;3.11;0.49;10;6
+7.7;0.28;0.63;11.1;0.039;58;179;0.9979;3.08;0.44;8.8;4
+7.5;0.23;0.29;2.6;0.031;24;98;0.99194;3;0.54;10.9;6
+8.3;0.26;0.31;2;0.029;14;141;0.99077;2.95;0.77;12.2;6
+7.9;0.46;0.4;10.1;0.168;19;184;0.99782;3.06;0.62;9.5;5
+7.9;0.31;0.22;13.3;0.048;46;212;0.99942;3.47;0.59;10;5
+7.9;0.25;0.34;11.4;0.04;53;202;0.99708;3.11;0.57;9.6;6
+6.1;0.28;0.16;1.3;0.06;36;126;0.99353;3.13;0.46;8.7;6
+7;0.18;0.26;1.4;0.044;46;89;0.99256;3.39;0.48;10.7;7
+6.5;0.21;0.28;1.4;0.046;26;66;0.99199;3.43;0.48;11.1;6
+7.6;0.48;0.33;7;0.024;14;130;0.9918;3.25;0.45;12.5;7
+7.1;0.34;0.32;2;0.051;29;130;0.99354;3.3;0.5;10.4;6
+8.9;0.21;0.37;1.2;0.028;20;93;0.99244;3.2;0.37;11.5;5
+7.4;0.32;0.27;12.9;0.04;60;221;0.99831;3.05;0.66;9.4;5
+6;0.495;0.27;5;0.157;17;129;0.99396;3.03;0.36;9.3;5
+8.1;0.25;0.34;10.1;0.05;30;121;0.99724;3.17;0.49;10.1;6
+8.2;0.25;0.46;3.75;0.05;14;102;0.99524;3.28;0.58;9.7;5
+6.5;0.18;0.29;1.7;0.035;39;144;0.9927;3.49;0.5;10.5;6
+6.7;0.24;0.26;12.6;0.053;44;182;0.99802;3.42;0.42;9.7;5
+6.6;0.32;0.24;1.3;0.06;42.5;204;0.99512;3.59;0.51;9.2;5
+7.6;0.32;0.35;1.6;0.092;24;138;0.99438;3.19;0.44;9.8;5
+7.4;0.33;0.44;7.6;0.05;40;227;0.99679;3.12;0.52;9;5
+7.2;0.3;0.3;8.1;0.05;40;188;0.99652;3.15;0.49;9.1;6
+7.4;0.34;0.3;14.9;0.037;70;169;0.99698;3.25;0.37;10.4;6
+6.1;0.16;0.29;6;0.03;29;144;0.99474;3.68;0.46;10.7;6
+6.3;0.1;0.24;6;0.039;25;107;0.99511;3.59;0.49;10.5;7
+6.2;0.45;0.73;7.2;0.099;47;202;0.99582;3.21;0.43;9.2;5
+6;0.33;0.18;3;0.036;5;85;0.99125;3.28;0.4;11.5;4
+7.6;0.48;0.37;1.2;0.034;5;57;0.99256;3.05;0.54;10.4;3
+7.2;0.2;0.3;2;0.039;43;188;0.9911;3.3;0.41;12;6
+7;0.32;0.29;4.9;0.036;41;150;0.99168;3.38;0.43;12.2;6
+7.2;0.2;0.3;2;0.039;43;188;0.9911;3.3;0.41;12;6
+7;0.22;0.29;8.9;0.05;24;90;0.99556;3.29;0.46;9.8;6
+9.4;0.23;0.56;16.45;0.063;52.5;282;1.00098;3.1;0.51;9.3;5
+6.4;0.27;0.19;2;0.084;21;191;0.99516;3.49;0.63;9.6;4
+6.4;0.27;0.19;1.9;0.085;21;196;0.99516;3.49;0.64;9.5;4
+7;0.23;0.42;5.1;0.042;37;144;0.99518;3.5;0.59;10.2;6
+6.9;0.15;0.28;4.4;0.029;14;107;0.99347;3.24;0.46;10.4;8
+6.7;0.26;0.29;5.8;0.025;26;74;0.9929;3.28;0.53;11;6
+6.9;0.15;0.28;4.4;0.029;14;107;0.99347;3.24;0.46;10.4;8
+7.6;0.2;0.68;12.9;0.042;56;160;0.99841;3.05;0.41;8.7;5
+6.9;0.3;0.29;1.3;0.053;24;189;0.99362;3.29;0.54;9.9;4
+6.9;0.3;0.3;1.3;0.053;24;186;0.99361;3.29;0.54;9.9;4
+7.6;0.21;0.35;1.2;0.041;7;106;0.9914;3.06;0.45;11.3;4
+6.8;0.46;0.26;2.7;0.042;28;83;0.99114;3.38;0.51;12;8
+7;0.28;0.26;1.7;0.042;34;130;0.9925;3.43;0.5;10.7;8
+6.5;0.24;0.29;8.2;0.043;32;156;0.99453;3.13;0.7;10.1;6
+6.4;0.17;0.34;1.5;0.091;42;135;0.9938;3.25;0.49;9.6;7
+6.4;0.17;0.34;1.5;0.093;43;136;0.9938;3.25;0.49;9.6;6
+6.3;0.695;0.55;12.9;0.056;58;252;0.99806;3.29;0.49;8.7;5
+7;0.27;0.29;3.9;0.059;28;199;0.9961;3.54;0.59;10.3;5
+8.4;0.3;0.25;17.75;0.047;25;218;1.00016;2.98;0.66;9.1;5
+6.5;0.19;0.27;4.9;0.037;13;101;0.9916;3.17;0.41;11.8;6
+8;0.36;0.39;1.6;0.024;26;93;0.99116;3.15;0.49;11.9;6
+6.1;0.16;0.24;1.4;0.046;17;77;0.99319;3.66;0.57;10.3;6
+9.2;0.19;0.42;2;0.047;16;104;0.99517;3.09;0.66;10;4
+9.2;0.16;0.49;2;0.044;18;107;0.99514;3.1;0.53;10.2;4
+8;0.26;0.28;8.2;0.038;72;202;0.99566;3.12;0.56;10;6
+8.8;0.33;0.36;2.1;0.034;19;125;0.99166;2.96;0.98;12.7;6
+9.8;0.16;0.46;1.8;0.046;23;130;0.99587;3.04;0.67;9.6;5
+6.6;0.23;0.18;8.5;0.044;59;188;0.99558;3.16;0.49;9.5;5
+7.9;0.44;0.26;4.45;0.033;23;100;0.99117;3.17;0.52;12.7;6
+7.6;0.31;0.27;5.8;0.036;23;109;0.99399;3.34;0.54;11;6
+7.5;0.705;0.1;13;0.044;44;214;0.99741;3.1;0.5;9.1;5
+7.1;0.21;0.28;2.7;0.034;23;111;0.99405;3.35;0.64;10.2;4
+7;0.16;0.26;7.3;0.047;30;220;0.99622;3.38;0.58;10.1;6
+8;0.27;0.25;19.1;0.045;50;208;1.00051;3.05;0.5;9.2;6
+6.3;0.38;0.17;8.8;0.08;50;212;0.99803;3.47;0.66;9.4;4
+7.1;0.21;0.28;2.7;0.034;23;111;0.99405;3.35;0.64;10.2;4
+6.2;0.38;0.18;7.4;0.095;28;195;0.99773;3.53;0.71;9.2;4
+8.2;0.24;0.3;2.3;0.05;23;106;0.99397;2.98;0.5;10;5
+7;0.16;0.26;6.85;0.047;30;220;0.99622;3.38;0.58;10.1;6
+7.3;0.815;0.09;11.4;0.044;45;204;0.99713;3.15;0.46;9;5
+6.3;0.41;0.16;0.9;0.032;25;98;0.99274;3.16;0.42;9.5;5
+6.1;0.36;0.41;19.35;0.07;67;207;1.00118;3.39;0.53;9.1;5
+8.1;0.4;0.32;7.9;0.031;23;118;0.99176;3.05;0.46;13.3;7
+6.8;0.26;0.43;11.75;0.045;53;198;0.9969;3.26;0.55;9.5;5
+6.2;0.44;0.18;7.7;0.096;28;210;0.99771;3.56;0.72;9.2;5
+7.2;0.24;0.29;3;0.036;17;117;0.99411;3.36;0.68;10.1;6
+6.2;0.44;0.18;7.7;0.096;28;210;0.99771;3.56;0.72;9.2;5
+7.2;0.24;0.29;3;0.036;17;117;0.99411;3.36;0.68;10.1;6
+7.3;0.22;0.26;1.5;0.04;32;172;0.99194;3.27;0.48;11.2;6
+8.1;0.34;0.28;7.5;0.04;70;230;0.99558;3.14;0.55;9.8;6
+7.3;0.22;0.26;1.5;0.04;32;172;0.99194;3.27;0.48;11.2;6
+8.1;0.34;0.28;7.5;0.04;70;230;0.99558;3.14;0.55;9.8;6
+6.4;0.28;0.17;8.3;0.042;61;195;0.99577;3.22;0.46;9.4;5
+6.3;0.29;0.14;7.05;0.045;50;177;0.99564;3.23;0.42;9;5
+6.4;0.27;0.17;8.4;0.044;60;198;0.99578;3.21;0.47;9.4;5
+7.4;0.35;0.2;13.9;0.054;63;229;0.99888;3.11;0.5;8.9;6
+8.3;0.28;0.27;17.5;0.045;48;253;1.00014;3.02;0.56;9.1;6
+6.4;0.35;0.35;5.6;0.034;9;148;0.99441;3.17;0.5;9.8;4
+6.9;0.43;0.28;9.4;0.056;29;183;0.99594;3.17;0.43;9.4;5
+8;0.26;0.28;4.8;0.05;34;150;0.99437;3.13;0.5;10;6
+6.9;0.43;0.28;9.4;0.056;29;183;0.99594;3.17;0.43;9.4;5
+7.3;0.27;0.37;9.7;0.042;36;130;0.9979;3.48;0.75;9.9;6
+6.8;0.46;0.26;6.3;0.147;49;159;0.99434;3.14;0.47;10;5
+7.2;0.2;0.28;1.6;0.028;13;168;0.99203;3.17;1.06;11.5;6
+7.6;0.285;0.32;14.6;0.063;32;201;0.998;3;0.45;9.2;5
+6.6;0.32;0.33;2.5;0.052;40;219.5;0.99316;3.15;0.6;10;5
+7.6;0.285;0.32;14.6;0.063;32;201;0.998;3;0.45;9.2;5
+6.6;0.34;0.34;2.6;0.051;40.5;210;0.99314;3.15;0.61;10;5
+6.6;0.32;0.33;2.5;0.052;40;210;0.99316;3.15;0.6;10;5
+6.5;0.27;0.26;8.2;0.042;21;133;0.99612;3.43;0.64;9.8;6
+6.6;0.26;0.27;1.5;0.04;19;114;0.99295;3.36;0.62;10.5;6
+6.7;0.27;0.26;2.3;0.043;61;181;0.99394;3.45;0.63;10.6;6
+6.6;0.56;0.15;10;0.037;38;157;0.99642;3.28;0.52;9.4;5
+6.6;0.56;0.15;10;0.037;38;157;0.99642;3.28;0.52;9.4;5
+7.3;0.19;0.27;1.6;0.027;35;136;0.99248;3.38;0.54;11;7
+6.3;0.2;0.26;1.6;0.027;36;141;0.99268;3.53;0.56;10.8;6
+7.1;0.29;0.3;16;0.036;58;201;0.99954;3.3;0.67;9;5
+7.8;0.32;0.33;10.4;0.031;47;194;0.99692;3.07;0.58;9.6;6
+8.1;0.33;0.36;7.4;0.037;36;156;0.99592;3.19;0.54;10.6;6
+8.1;0.33;0.36;7.4;0.037;36;156;0.99592;3.19;0.54;10.6;6
+7.8;0.32;0.33;10.4;0.031;47;194;0.99692;3.07;0.58;9.6;6
+6.6;0.33;0.24;16.05;0.045;31;147;0.99822;3.08;0.52;9.2;5
+6.6;0.33;0.24;16.05;0.045;31;147;0.99822;3.08;0.52;9.2;5
+8.2;0.26;0.33;2.6;0.053;11;71;0.99402;2.89;0.49;9.5;5
+8.3;0.25;0.33;2.5;0.053;12;72;0.99404;2.89;0.48;9.5;5
+7;0.26;0.26;10.8;0.039;37;184;0.99787;3.47;0.58;10.3;7
+6;0.26;0.15;1.2;0.053;35;124;0.99347;3.08;0.46;8.8;5
+7.5;0.28;0.78;12.1;0.041;53;161;0.99838;2.98;0.44;8.7;5
+7.5;0.27;0.79;11.95;0.04;51;159;0.99839;2.98;0.44;8.7;5
+7;0.28;0.32;1.7;0.038;27;128;0.99375;3.2;0.62;10.2;6
+5.2;0.16;0.34;0.8;0.029;26;77;0.99155;3.25;0.51;10.1;6
+6.8;0.34;0.1;1.4;0.049;29;118;0.9936;3.21;0.41;9.5;5
+7.6;0.25;0.34;1.3;0.056;34;176;0.99434;3.1;0.51;9.5;5
+5.6;0.35;0.4;6.3;0.022;23;174;0.9922;3.54;0.5;11.6;7
+8.8;0.24;0.23;10.3;0.032;12;97;0.99571;3.13;0.4;10.7;6
+6;0.29;0.21;15.55;0.043;20;142;0.99658;3.11;0.54;10.1;6
+6.1;0.27;0.31;1.5;0.035;17;83;0.99076;3.32;0.44;11.1;7
+7.4;0.56;0.09;1.5;0.071;19;117;0.99496;3.22;0.53;9.8;5
+6.8;0.29;0.49;1.4;0.142;52;148;0.9937;3.08;0.49;9;6
+6.1;0.27;0.31;1.5;0.035;17;83;0.99076;3.32;0.44;11.1;7
+6.3;0.27;0.37;7.9;0.047;58;215;0.99542;3.19;0.48;9.5;6
+6.6;0.24;0.3;13;0.052;18;143;0.99825;3.37;0.49;9.4;6
+6.8;0.32;0.3;1;0.049;22;113;0.99289;3.24;0.61;10.2;5
+6.4;0.37;0.37;4.85;0.041;39.5;216.5;0.99432;3.1;0.5;9.8;6
+6.2;0.26;0.37;7.1;0.047;54;201;0.99523;3.19;0.48;9.5;6
+6.3;0.27;0.37;7.9;0.047;58;215;0.99542;3.19;0.48;9.5;6
+6.4;0.3;0.16;7.5;0.05;55;191;0.9959;3.17;0.49;9;5
+8;0.28;0.32;7.6;0.045;61;204;0.99543;3.1;0.55;10.1;6
+6.7;0.24;0.32;10.3;0.079;37;122;0.99662;3.02;0.45;8.8;5
+7.9;0.27;0.27;1.7;0.034;25;122;0.99088;2.97;0.51;11.9;6
+7.9;0.27;0.27;1.7;0.034;25;122;0.99088;2.97;0.51;11.9;6
+6.1;0.28;0.24;19.95;0.074;32;174;0.99922;3.19;0.44;9.3;6
+7.7;0.39;0.49;7.7;0.036;11;110;0.9966;3.33;0.76;10;6
+6;0.2;0.24;5.3;0.075;49;201;0.99466;3.21;0.43;9.5;5
+6.1;0.28;0.24;19.95;0.074;32;174;0.99922;3.19;0.44;9.3;6
+7.6;0.31;0.23;12.7;0.054;20;139;0.99836;3.16;0.5;9.7;4
+7.6;0.31;0.23;12.7;0.054;20;139;0.99836;3.16;0.5;9.7;4
+6.3;0.18;0.22;1.5;0.043;45;155;0.99238;3.19;0.48;10.2;5
+8.6;0.23;0.25;11.3;0.031;13;96;0.99645;3.11;0.4;10.8;5
+6.8;0.21;0.36;18.1;0.046;32;133;1;3.27;0.48;8.8;5
+6.8;0.21;0.36;18.1;0.046;32;133;1;3.27;0.48;8.8;5
+6.9;0.26;0.31;7;0.039;37;175;0.99376;3.32;0.49;11.4;6
+6.8;0.21;0.36;18.1;0.046;32;133;1;3.27;0.48;8.8;5
+6.4;0.31;0.4;6.4;0.039;39;191;0.99513;3.14;0.52;9.8;5
+8.6;0.34;0.36;1.4;0.045;11;119;0.99556;3.17;0.47;9.4;4
+8.6;0.34;0.36;1.4;0.045;11;119;0.99556;3.17;0.47;9.4;4
+8.5;0.3;0.28;3.1;0.054;54;174;0.99543;3.21;0.43;9.4;6
+7.4;0.4;0.41;14.1;0.053;37;194;0.99886;3.2;0.63;9.4;6
+6.6;0.32;0.34;7.7;0.044;63;212;0.99526;3.22;0.48;9.7;6
+7.1;0.34;0.31;5.2;0.032;36;140;0.99166;3.35;0.47;12.3;7
+6.6;0.26;0.25;11.6;0.045;45;178;0.99691;3.33;0.43;9.8;6
+8;0.27;0.57;10.4;0.053;18;134;0.99732;3.12;0.68;9;5
+6.2;0.28;0.45;7.5;0.045;46;203;0.99573;3.26;0.46;9.2;6
+6.2;0.3;0.49;11.2;0.058;68;215;0.99656;3.19;0.6;9.4;6
+5.6;0.175;0.29;0.8;0.043;20;67;0.99112;3.28;0.48;9.9;6
+6.9;0.34;0.36;1.4;0.032;13;145;0.99214;3.07;0.52;9.8;5
+6.9;0.34;0.3;4.7;0.029;34;148;0.99165;3.36;0.49;12.3;7
+7.1;0.12;0.3;3.1;0.018;15;37;0.99004;3.02;0.52;11.9;7
+7.1;0.32;0.29;4;0.038;33;170;0.99463;3.27;0.64;10.2;6
+7.3;0.51;0.29;11.3;0.034;61;224;0.99683;3.14;0.56;9.5;6
+7.1;0.12;0.3;3.1;0.018;15;37;0.99004;3.02;0.52;11.9;7
+6.3;0.24;0.55;8.1;0.04;67;216;0.99596;3.24;0.5;9.2;5
+7.5;0.41;0.23;14.8;0.054;28;174;0.99898;3.18;0.49;9.7;5
+6.5;0.18;0.33;1.4;0.029;35;138;0.99114;3.36;0.6;11.5;7
+7.3;0.17;0.24;8.1;0.121;32;162;0.99508;3.17;0.38;10.4;8
+8.2;0.2;0.38;3.5;0.053;41;174;0.99306;3.22;0.41;11.6;5
+7.5;0.41;0.23;14.8;0.054;28;174;0.99898;3.18;0.49;9.7;5
+7.3;0.17;0.24;8.1;0.121;32;162;0.99508;3.17;0.38;10.4;8
+6.5;0.18;0.33;1.4;0.029;35;138;0.99114;3.36;0.6;11.5;7
+7.3;0.16;0.35;1.5;0.036;29;108;0.99342;3.27;0.51;10.2;6
+6.4;0.16;0.37;1.5;0.037;27;109;0.99345;3.38;0.5;9.8;6
+6.6;0.42;0.13;12.8;0.044;26;158;0.99772;3.24;0.47;9;5
+5.8;0.3;0.12;1.6;0.036;57;163;0.99239;3.38;0.59;10.5;6
+6.7;0.54;0.27;7.1;0.049;8;178;0.99502;3.16;0.38;9.4;4
+6.7;0.54;0.27;7.1;0.049;8;178;0.99502;3.16;0.38;9.4;4
+6.4;0.22;0.3;11.2;0.046;53;149;0.99479;3.21;0.34;10.8;5
+6.8;0.23;0.3;1.7;0.043;19;95;0.99207;3.17;0.46;10.7;7
+9;0.26;0.34;6.7;0.029;21;162;0.99497;3.08;0.5;10.6;6
+6.5;0.23;0.25;17.3;0.046;15;110;0.99828;3.15;0.42;9.2;6
+5.9;0.28;0.14;8.6;0.032;30;142;0.99542;3.28;0.44;9.5;6
+5.9;0.28;0.14;8.6;0.032;30;142;0.99542;3.28;0.44;9.5;6
+6.2;0.27;0.18;1.5;0.028;20;111;0.99228;3.41;0.5;10;5
+9;0.29;0.34;12.1;0.03;34;177;0.99706;3.13;0.47;10.6;5
+9;0.26;0.34;6.7;0.029;21;162;0.99497;3.08;0.5;10.6;6
+8.9;0.27;0.34;10.7;0.029;19.5;166;0.99669;3.13;0.48;10.6;5
+6.5;0.23;0.25;17.3;0.046;15;110;0.99828;3.15;0.42;9.2;6
+6.9;0.32;0.3;1.8;0.036;28;117;0.99269;3.24;0.48;11;6
+7.2;0.22;0.24;1.4;0.041;17;159;0.99196;3.25;0.53;11.2;6
+6.7;0.5;0.38;7.5;0.046;26;175;0.99662;3.32;0.54;9.6;5
+6.2;0.33;0.14;4.8;0.052;27;128;0.99475;3.21;0.48;9.4;5
+6.3;0.26;0.42;7.1;0.045;62;209;0.99544;3.2;0.53;9.5;6
+7.5;0.2;0.47;16.9;0.052;51;188;0.99944;3.09;0.62;9.3;5
+6.2;0.33;0.14;4.8;0.052;27;128;0.99475;3.21;0.48;9.4;5
+6.3;0.26;0.42;7.1;0.045;62;209;0.99544;3.2;0.53;9.5;6
+6.6;0.36;0.52;11.3;0.046;8;110;0.9966;3.07;0.46;9.4;5
+6.3;0.13;0.42;1.1;0.043;63;146;0.99066;3.13;0.72;11.2;7
+6.4;0.15;0.44;1.2;0.043;67;150;0.9907;3.14;0.73;11.2;7
+6.3;0.13;0.42;1.1;0.043;63;146;0.99066;3.13;0.72;11.2;7
+7.6;0.23;0.64;12.9;0.033;54;170;0.998;3;0.53;8.8;5
+6.4;0.15;0.44;1.2;0.043;67;150;0.9907;3.14;0.73;11.2;7
+6.3;0.13;0.42;1.1;0.043;63;146;0.99066;3.13;0.72;11.2;7
+5.7;0.255;0.65;1.2;0.079;17;137;0.99307;3.2;0.42;9.4;5
+6.9;0.32;0.26;2.3;0.03;11;103;0.99106;3.06;0.42;11.1;6
+6.9;0.28;0.22;10;0.052;36;131;0.99696;3.08;0.46;9.6;5
+6.9;0.32;0.26;2.3;0.03;11;103;0.99106;3.06;0.42;11.1;6
+5.7;0.255;0.65;1.2;0.079;17;137;0.99307;3.2;0.42;9.4;5
+6.6;0.41;0.16;1.4;0.037;28;160;0.99167;2.95;0.45;10.6;6
+7.3;0.37;0.16;14.9;0.048;59;240;0.99902;3.13;0.45;8.9;5
+6.9;0.21;0.24;1.8;0.021;17;80;0.98992;3.15;0.46;12.3;7
+6.6;0.24;0.28;1.8;0.028;39;132;0.99182;3.34;0.46;11.4;5
+6.8;0.28;0.36;7;0.043;60;207;0.99556;3.16;0.49;9.6;6
+6.6;0.24;0.24;8.6;0.034;25;135;0.99582;3.33;0.59;10.3;6
+6.6;0.24;0.28;1.8;0.028;39;132;0.99182;3.34;0.46;11.4;5
+7;0.16;0.32;1.1;0.032;29;80;0.98972;3.23;0.36;12.1;6
+7;0.14;0.28;1.3;0.026;10;56;0.99352;3.46;0.45;9.9;5
+6.3;0.34;0.36;4.9;0.035;31;185;0.9946;3.15;0.49;9.7;5
+6.8;0.26;0.24;1.9;0.043;70;154;0.99273;3.18;0.52;10.5;5
+6.7;0.17;0.42;10.4;0.038;85;182;0.99628;3.04;0.44;8.9;6
+6.5;0.27;0.4;10;0.039;74;227;0.99582;3.18;0.5;9.4;5
+6.7;0.25;0.36;8.6;0.037;63;206;0.99553;3.18;0.5;9.6;5
+5.8;0.3;0.27;1.7;0.014;45;104;0.98914;3.4;0.56;12.6;7
+6.4;0.28;0.56;1.7;0.156;49;106;0.99354;3.1;0.37;9.2;6
+7.7;0.3;0.26;18.95;0.053;36;174;0.99976;3.2;0.5;10.4;5
+6.8;0.18;0.3;12.8;0.062;19;171;0.99808;3;0.52;9;7
+6.8;0.18;0.3;12.8;0.062;19;171;0.99808;3;0.52;9;7
+6.8;0.18;0.3;12.8;0.062;19;171;0.99808;3;0.52;9;7
+6.8;0.18;0.3;12.8;0.062;19;171;0.99808;3;0.52;9;7
+6.8;0.18;0.3;12.8;0.062;19;171;0.99808;3;0.52;9;7
+6.8;0.18;0.3;12.8;0.062;19;171;0.99808;3;0.52;9;7
+5.1;0.14;0.25;0.7;0.039;15;89;0.9919;3.22;0.43;9.2;6
+6.8;0.18;0.3;12.8;0.062;19;171;0.99808;3;0.52;9;7
+7.2;0.615;0.1;1.4;0.068;25;154;0.99499;3.2;0.48;9.7;4
+6.9;0.13;0.28;13.3;0.05;47;132;0.99655;3.34;0.42;10.1;6
+6.7;0.34;0.3;8.5;0.059;24;152;0.99615;3.46;0.64;11;7
+7.3;0.32;0.29;1.5;0.038;32;144;0.99296;3.2;0.55;10.8;5
+6.3;0.21;0.29;11.7;0.048;49;147;0.99482;3.22;0.38;10.8;5
+5.4;0.5;0.13;5;0.028;12;107;0.99079;3.48;0.88;13.5;7
+8.2;0.52;0.34;1.2;0.042;18;167;0.99366;3.24;0.39;10.6;5
+7.8;0.28;0.31;2.1;0.046;28;208;0.99434;3.23;0.64;9.8;5
+6.4;0.22;0.34;1.4;0.023;56;115;0.98958;3.18;0.7;11.7;6
+7.8;0.28;0.31;2.1;0.046;28;208;0.99434;3.23;0.64;9.8;5
+6.9;0.32;0.27;16;0.034;58;185;0.99938;3.34;0.6;9;6
+6.8;0.11;0.42;1.1;0.042;51;132;0.99059;3.18;0.74;11.3;7
+6.2;0.26;0.32;15.3;0.031;64;185;0.99835;3.31;0.61;9.4;5
+6.4;0.22;0.34;1.4;0.023;56;115;0.98958;3.18;0.7;11.7;6
+6.7;0.3;0.29;2.8;0.025;37;107;0.99159;3.31;0.63;11.3;7
+6.7;0.3;0.29;2.8;0.025;37;107;0.99159;3.31;0.63;11.3;7
+7.1;0.2;0.3;0.9;0.019;4;28;0.98931;3.2;0.36;12;6
+7.2;0.2;0.36;2.5;0.028;22;157;0.9938;3.48;0.49;10.6;6
+8.9;0.26;0.33;8.1;0.024;47;202;0.99558;3.13;0.46;10.8;6
+7.5;0.25;0.32;8.2;0.024;53;209;0.99563;3.12;0.46;10.8;6
+7.1;0.2;0.3;0.9;0.019;4;28;0.98931;3.2;0.36;12;6
+6.3;0.27;0.46;11.1;0.053;44;177;0.99691;3.18;0.67;9.4;5
+6.5;0.3;0.39;7.8;0.038;61;219;0.9959;3.19;0.5;9.4;5
+6.7;0.3;0.29;2.8;0.025;37;107;0.99159;3.31;0.63;11.3;7
+6.6;0.36;0.52;10.1;0.05;29;140;0.99628;3.07;0.4;9.4;5
+6.15;0.21;0.37;3.2;0.021;20;80;0.99076;3.39;0.47;12;5
+6.5;0.18;0.41;14.2;0.039;47;129;0.99678;3.28;0.72;10.3;7
+6.5;0.18;0.41;14.2;0.039;47;129;0.99678;3.28;0.72;10.3;7
+6.5;0.18;0.41;14.2;0.039;47;129;0.99678;3.28;0.72;10.3;7
+6.6;0.26;0.21;2.9;0.026;48;126;0.99089;3.22;0.38;11.3;7
+6.6;0.35;0.35;6;0.063;31;150;0.99537;3.1;0.47;9.4;6
+6.5;0.28;0.28;20.4;0.041;40;144;1.0002;3.14;0.38;8.7;5
+6.6;0.36;0.52;10.1;0.05;29;140;0.99628;3.07;0.4;9.4;5
+6.6;0.26;0.21;2.9;0.026;48;126;0.99089;3.22;0.38;11.3;7
+6.5;0.18;0.41;14.2;0.039;47;129;0.99678;3.28;0.72;10.3;7
+6.15;0.21;0.37;3.2;0.021;20;80;0.99076;3.39;0.47;12;5
+4.5;0.19;0.21;0.95;0.033;89;159;0.99332;3.34;0.42;8;5
+8;0.24;0.26;1.7;0.033;36;136;0.99316;3.44;0.51;10.4;7
+7.8;0.17;0.23;1.7;0.029;39;128;0.99272;3.37;0.41;10.7;7
+7;0.24;0.24;9;0.03;42;219;0.99636;3.47;0.46;10.2;6
+5.8;0.6;0;1.3;0.044;72;197;0.99202;3.56;0.43;10.9;5
+5.9;0.445;0.26;1.4;0.027;23;109;0.99148;3.3;0.36;10.5;6
+6.7;0.28;0.28;2.4;0.012;36;100;0.99064;3.26;0.39;11.7;7
+6.8;0.44;0.2;16;0.065;61;186;0.99884;3.13;0.45;8.6;5
+7.2;0.24;0.27;11.4;0.034;40;174;0.99773;3.2;0.44;9;5
+8.7;0.31;0.73;14.35;0.044;27;191;1.00013;2.96;0.88;8.7;5
+8.2;0.32;0.26;2.1;0.062;26;87;0.98974;3.1;0.47;12.8;6
+7.2;0.24;0.27;11.4;0.034;40;174;0.99773;3.2;0.44;9;5
+8.7;0.31;0.73;14.35;0.044;27;191;1.00013;2.96;0.88;8.7;5
+7.5;0.13;0.38;1.1;0.023;42;104;0.99112;3.28;0.53;11.8;6
+9.2;0.14;0.37;1.1;0.034;36;84;0.99136;3.05;0.55;11.6;6
+7.4;0.2;0.37;1.2;0.028;28;89;0.99132;3.14;0.61;11.8;6
+6.1;0.15;0.35;15.8;0.042;55;158;0.99642;3.24;0.37;10.6;5
+7.6;0.23;0.4;5.2;0.066;14;91;0.99488;3.17;0.8;9.7;5
+8.1;0.33;0.22;5.2;0.047;24;151;0.99527;3.22;0.47;10.3;5
+7.15;0.17;0.24;9.6;0.119;56;178;0.99578;3.15;0.44;10.2;6
+6.7;0.12;0.3;5.2;0.048;38;113;0.99352;3.33;0.44;10.1;7
+5.7;0.18;0.36;1.2;0.046;9;71;0.99199;3.7;0.68;10.9;7
+5.8;0.15;0.28;0.8;0.037;43;127;0.99198;3.24;0.51;9.3;5
+6.6;0.23;0.29;14.45;0.057;29;144;0.99756;3.33;0.54;10.2;6
+7.15;0.17;0.24;9.6;0.119;56;178;0.99578;3.15;0.44;10.2;6
+7;0.34;0.39;6.9;0.066;43;162;0.99561;3.11;0.53;9.5;5
+6.4;0.68;0.26;3.4;0.069;25;146;0.99347;3.18;0.4;9.3;5
+7.3;0.22;0.31;2.3;0.018;45;80;0.98936;3.06;0.34;12.9;7
+6.4;0.28;0.27;11;0.042;45;148;0.99786;3.14;0.46;8.7;5
+6.9;0.4;0.22;5.95;0.081;76;303;0.99705;3.4;0.57;9.4;5
+6.8;0.19;0.23;5.1;0.034;71;204;0.9942;3.23;0.69;10.1;5
+7.1;0.23;0.24;5.4;0.039;60;196;0.9948;3.19;0.78;10;4
+6.45;0.14;0.42;1.2;0.05;51;129;0.99116;3.27;0.69;11.1;7
+6.5;0.15;0.44;12.6;0.052;65;158;0.99688;3.26;0.7;10.3;7
+7.1;0.15;0.34;1;0.033;27;73;0.98974;3.24;0.41;12.2;6
+6.7;0.33;0.34;6.6;0.067;35;156;0.99542;3.11;0.48;9.3;6
+7.2;0.3;0.26;1.5;0.041;46;178;0.99154;3.19;0.56;11.3;6
+7;0.23;0.33;1;0.043;46;110;0.99118;3.04;0.65;10.8;6
+8;0.13;0.25;1.1;0.033;15;86;0.99044;2.98;0.39;11.2;8
+6.2;0.21;0.34;6.6;0.03;36;91;0.9914;3.32;0.45;12.5;7
+8.3;0.4;0.41;8.2;0.05;15;122;0.9979;3.39;0.49;9.3;5
+5.9;0.34;0.31;2;0.03;38;142;0.98892;3.4;0.41;12.9;7
+6.6;0.12;0.25;1.4;0.039;21;131;0.99114;3.2;0.45;11.2;7
+9.6;0.655;0.21;2;0.039;21;120;0.99188;3;1;12.6;6
+6.8;0.26;0.4;7.5;0.046;45;179;0.99583;3.2;0.49;9.3;5
+5.9;0.34;0.31;2;0.03;38;142;0.98892;3.4;0.41;12.9;7
+5.9;0.3;0.3;2;0.03;38;142;0.98892;3.41;0.41;12.9;7
+7;0.15;0.3;13.3;0.049;46;120;0.99704;3.2;0.36;9.5;7
+7.9;0.37;0.31;2.85;0.037;5;24;0.9911;3.19;0.36;11.9;6
+7.2;0.35;0.25;5.6;0.032;23;120;0.99334;2.93;0.66;10.3;7
+7.2;0.32;0.24;5.6;0.033;23;120;0.99334;2.92;0.66;10.3;7
+7.6;0.1;0.33;1;0.031;33;93;0.99094;3.06;0.68;11.2;6
+6.2;0.25;0.31;3.2;0.03;32;150;0.99014;3.18;0.31;12;6
+7.1;0.31;0.17;1;0.042;21;144;0.99304;3.13;0.4;9.6;5
+7.6;0.18;0.28;7.1;0.041;29;110;0.99652;3.2;0.42;9.2;6
+8;0.17;0.29;2.4;0.029;52;119;0.98944;3.03;0.33;12.9;6
+7.2;0.19;0.27;11.2;0.061;46;149;0.99772;2.99;0.59;9.3;6
+7.6;0.32;0.25;9.5;0.03;15;136;0.99367;3.1;0.44;12.1;6
+7.1;0.31;0.17;1;0.042;21;144;0.99304;3.13;0.4;9.6;5
+6.6;0.21;0.29;1.8;0.026;35;128;0.99183;3.37;0.48;11.2;6
+7;0.16;0.36;2.6;0.029;28;98;0.99126;3.11;0.37;11.2;7
+8;0.17;0.29;2.4;0.029;52;119;0.98944;3.03;0.33;12.9;6
+6.6;0.24;0.38;8;0.042;56;187;0.99577;3.21;0.46;9.2;5
+7.2;0.19;0.27;11.2;0.061;46;149;0.99772;2.99;0.59;9.3;6
+7.6;0.18;0.28;7.1;0.041;29;110;0.99652;3.2;0.42;9.2;6
+6.9;0.3;0.25;3.3;0.041;26;124;0.99428;3.18;0.5;9.3;6
+6.2;0.28;0.27;10.3;0.03;26;108;0.99388;3.2;0.36;10.7;6
+6.9;0.31;0.32;1.2;0.024;20;166;0.99208;3.05;0.54;9.8;6
+6.7;0.23;0.25;1.6;0.036;28;143;0.99256;3.3;0.54;10.3;6
+6.2;0.28;0.27;10.3;0.03;26;108;0.99388;3.2;0.36;10.7;6
+5.7;0.23;0.28;9.65;0.025;26;121;0.9925;3.28;0.38;11.3;6
+6.5;0.22;0.5;16.4;0.048;36;182;0.99904;3.02;0.49;8.8;6
+7;0.18;0.37;1.5;0.043;16;104;0.99216;3.18;0.5;10.8;5
+6.9;0.31;0.32;1.2;0.024;20;166;0.99208;3.05;0.54;9.8;6
+6.9;0.3;0.25;3.3;0.041;26;124;0.99428;3.18;0.5;9.3;6
+6.5;0.46;0.31;5;0.027;15;72;0.99165;3.26;0.6;11.5;7
+6.5;0.23;0.36;16.3;0.038;43;133;0.99924;3.26;0.41;8.8;5
+6.5;0.23;0.36;16.3;0.038;43;133;0.99924;3.26;0.41;8.8;5
+6.5;0.23;0.36;16.3;0.038;43;133;0.99924;3.26;0.41;8.8;5
+6.6;0.26;0.38;6.5;0.17;68;201;0.9956;3.19;0.38;9.4;6
+6.7;0.26;0.39;6.4;0.171;64;200;0.99562;3.19;0.38;9.4;6
+7.5;0.28;0.39;10.2;0.045;59;209;0.9972;3.16;0.63;9.6;6
+6.5;0.23;0.36;16.3;0.038;43;133;0.99924;3.26;0.41;8.8;5
+6.8;0.23;0.42;7.4;0.044;56;189;0.9958;3.22;0.48;9.3;6
+7.8;0.25;0.34;13.7;0.044;66;184;0.99976;3.22;0.75;8.9;5
+7.8;0.25;0.34;13.7;0.044;66;184;0.99976;3.22;0.75;8.9;5
+5.6;0.2;0.22;1.3;0.049;25;155;0.99296;3.74;0.43;10;5
+6.4;0.21;0.44;7.4;0.045;47;182;0.9957;3.24;0.46;9.1;5
+6.8;0.23;0.42;7.4;0.044;56;189;0.9958;3.22;0.48;9.3;6
+6.8;0.24;0.37;7.45;0.043;59;188;0.99579;3.2;0.5;9.4;6
+7.8;0.25;0.28;7.2;0.04;46;179;0.99541;3.14;0.6;10.1;6
+7.8;0.25;0.34;13.7;0.044;66;184;0.99976;3.22;0.75;8.9;5
+6.8;0.16;0.29;10.4;0.046;59;143;0.99518;3.2;0.4;10.8;6
+5.2;0.28;0.29;1.1;0.028;18;69;0.99168;3.24;0.54;10;6
+7.5;0.18;0.31;6.5;0.029;53;160;0.99276;3.03;0.38;10.9;6
+7.5;0.26;0.3;4.6;0.027;29;92;0.99085;3.15;0.38;12;7
+8.2;0.37;0.64;13.9;0.043;22;171;0.99873;2.99;0.8;9.3;5
+7.6;0.4;0.27;5.2;0.03;32;101;0.99172;3.22;0.62;12.3;7
+7.5;0.26;0.25;1.7;0.038;29;129;0.99312;3.45;0.56;10.4;6
+7.5;0.18;0.31;6.5;0.029;53;160;0.99276;3.03;0.38;10.9;6
+6.9;0.23;0.32;16.4;0.045;62;153;0.9972;3.22;0.42;10.5;5
+5.3;0.2;0.31;3.6;0.036;22;91;0.99278;3.41;0.5;9.8;6
+6.5;0.17;0.31;1.5;0.041;34;121;0.99092;3.06;0.46;10.5;6
+6.5;0.35;0.28;12.4;0.051;86;213;0.9962;3.16;0.51;9.9;6
+6.5;0.29;0.31;1.7;0.035;24;79;0.99053;3.27;0.69;11.4;7
+6.8;0.3;0.22;6.2;0.06;41;190;0.99858;3.18;0.51;9.2;5
+7.9;0.51;0.36;6.2;0.051;30;173;0.9984;3.09;0.53;9.7;5
+7.9;0.51;0.34;2.6;0.049;13;135;0.99335;3.09;0.51;10;5
+6.5;0.29;0.31;1.7;0.035;24;79;0.99053;3.27;0.69;11.4;7
+7.1;0.29;0.28;9.3;0.048;50;141;0.9949;3.13;0.49;10.3;6
+6.5;0.35;0.28;12.4;0.051;86;213;0.9962;3.16;0.51;9.9;6
+6.5;0.17;0.31;1.5;0.041;34;121;0.99092;3.06;0.46;10.5;6
+7.4;0.2;0.28;9.1;0.047;29;95;0.99532;3.16;0.47;9.8;7
+6.9;0.615;0.42;12;0.067;24;131;0.99727;3.19;0.34;9.3;5
+6.8;0.32;0.28;4.8;0.034;25;100;0.99026;3.08;0.47;12.4;7
+6.3;0.2;0.19;12.3;0.048;54;145;0.99668;3.16;0.42;9.3;6
+6.9;0.615;0.42;12;0.067;24;131;0.99727;3.19;0.34;9.3;5
+8;0.23;0.28;2.7;0.048;49;165;0.9952;3.26;0.72;9.5;6
+6.7;0.27;0.33;3.6;0.034;9;45;0.99144;3.08;0.4;10.5;6
+6.7;0.27;0.33;3.6;0.034;9;45;0.99144;3.08;0.4;10.5;6
+6.7;0.44;0.22;4.3;0.032;19;99;0.99015;3.26;0.53;12.8;7
+7;0.34;0.3;1.8;0.045;44;142;0.9914;2.99;0.45;10.8;6
+7.3;0.26;0.33;11.8;0.057;48;127;0.99693;3.1;0.55;10;6
+5.8;0.17;0.34;1.8;0.045;96;170;0.99035;3.38;0.9;11.8;8
+7.3;0.26;0.33;11.8;0.057;48;127;0.99693;3.1;0.55;10;6
+5.8;0.17;0.34;1.8;0.045;96;170;0.99035;3.38;0.9;11.8;8
+6.8;0.17;0.36;1.4;0.036;38;108;0.99006;3.19;0.66;12;6
+7.1;0.43;0.3;6.6;0.025;15;138;0.99126;3.18;0.46;12.6;6
+5.8;0.315;0.27;1.55;0.026;15;70;0.98994;3.37;0.4;11.9;8
+5.9;0.17;0.28;0.7;0.027;5;28;0.98985;3.13;0.32;10.6;5
+6.6;0.34;0.18;6.4;0.082;47;240;0.9971;3.42;0.48;9.2;5
+8.6;0.33;0.34;11.8;0.059;42;240;0.99882;3.17;0.52;10;6
+5.6;0.12;0.26;4.3;0.038;18;97;0.99477;3.36;0.46;9.2;5
+5.8;0.13;0.26;5.1;0.039;19;103;0.99478;3.36;0.47;9.3;6
+7.7;0.18;0.35;5.8;0.055;25;144;0.99576;3.24;0.54;10.2;6
+7.7;0.16;0.36;5.9;0.054;25;148;0.99578;3.25;0.54;10.2;6
+6;0.26;0.15;1.3;0.06;51;154;0.99354;3.14;0.51;8.7;5
+7.3;0.32;0.35;1.4;0.05;8;163;0.99244;3.24;0.42;10.7;5
+7.7;0.3;0.34;1.2;0.048;4;119;0.99084;3.18;0.34;12.1;6
+7.9;0.16;0.3;7.4;0.05;58;152;0.99612;3.12;0.37;9.5;6
+6.4;0.27;0.29;10.8;0.028;17;118;0.99356;3.18;0.37;11.2;6
+6.9;0.16;0.37;1.8;0.034;36;95;0.98952;2.93;0.59;12;6
+7.9;0.16;0.3;7.4;0.05;58;152;0.99612;3.12;0.37;9.5;6
+7.7;0.3;0.34;1.2;0.048;4;119;0.99084;3.18;0.34;12.1;6
+7.3;0.32;0.35;1.4;0.05;8;163;0.99244;3.24;0.42;10.7;5
+6.4;0.44;0.44;14.4;0.048;29;228;0.99955;3.26;0.54;8.8;7
+6.3;0.2;0.24;1.7;0.052;36;135;0.99374;3.8;0.66;10.8;6
+6.2;0.29;0.32;3.6;0.026;39;138;0.9892;3.31;0.37;13.1;7
+7.6;0.39;0.32;3.6;0.035;22;93;0.99144;3.08;0.6;12.5;7
+7;0.36;0.32;10.05;0.045;37;131;0.99352;3.09;0.33;11.7;8
+7;0.36;0.32;10.05;0.045;37;131;0.99352;3.09;0.33;11.7;8
+7;0.36;0.32;10.5;0.045;35;135;0.9935;3.09;0.33;11.6;8
+7.6;0.2;0.36;1.9;0.043;24;111;0.99237;3.29;0.54;11.3;6
+7.6;0.39;0.32;3.6;0.035;22;93;0.99144;3.08;0.6;12.5;7
+6.7;0.2;0.37;1.65;0.025;42;103;0.99022;3.11;0.45;11.4;5
+6.2;0.235;0.34;1.9;0.036;4;117;0.99032;3.4;0.44;12.2;5
+7.8;0.965;0.6;65.8;0.074;8;160;1.03898;3.39;0.69;11.7;6
+7.1;0.2;0.31;6.85;0.053;32;211;0.99587;3.31;0.59;10.4;6
+7.1;0.2;0.31;7.4;0.053;32;211;0.99587;3.31;0.59;10.4;6
+7.1;0.2;0.31;7.4;0.053;32;211;0.99587;3.31;0.59;10.4;6
+6.4;0.24;0.25;20.2;0.083;35;157;0.99976;3.17;0.5;9.1;5
+8;0.3;0.36;11;0.034;8;70;0.99354;3.05;0.41;12.2;6
+6.4;0.24;0.25;20.2;0.083;35;157;0.99976;3.17;0.5;9.1;5
+6.9;0.4;0.42;6.2;0.066;41;176;0.99552;3.12;0.54;9.4;5
+6.9;0.4;0.43;6.2;0.065;42;178;0.99552;3.11;0.53;9.4;5
+7.1;0.2;0.31;6.85;0.053;32;211;0.99587;3.31;0.59;10.4;6
+6.6;0.25;0.51;8;0.047;61;189;0.99604;3.22;0.49;9.2;5
+6.8;0.26;0.44;8.2;0.046;52;183;0.99584;3.2;0.51;9.4;5
+6.5;0.37;0.3;2.2;0.033;39;107;0.98894;3.22;0.53;13.5;7
+6.8;0.35;0.53;10.1;0.053;37;151;0.9963;3.07;0.4;9.4;5
+6.4;0.22;0.32;7.2;0.028;15;83;0.993;3.13;0.55;10.9;8
+6.5;0.37;0.3;2.2;0.033;39;107;0.98894;3.22;0.53;13.5;7
+6.8;0.35;0.53;10.1;0.053;37;151;0.9963;3.07;0.4;9.4;5
+6.9;0.31;0.32;1.6;0.036;34;114;0.99068;3.19;0.45;11.4;7
+6.7;0.16;0.37;1.3;0.036;45;125;0.98964;3.19;0.51;12.4;7
+6.6;0.25;0.51;8;0.047;61;189;0.99604;3.22;0.49;9.2;5
+6.8;0.26;0.44;8.2;0.046;52;183;0.99584;3.2;0.51;9.4;5
+5.6;0.15;0.31;5.3;0.038;8;79;0.9923;3.3;0.39;10.5;6
+5.5;0.15;0.32;14;0.031;16;99;0.99437;3.26;0.38;11.5;8
+6.4;0.22;0.32;7.2;0.028;15;83;0.993;3.13;0.55;10.9;8
+7.3;0.2;0.26;1.6;0.04;36;123;0.99238;3.34;0.44;10.8;6
+7.5;0.17;0.71;11.8;0.038;52;148;0.99801;3.03;0.46;8.9;5
+7.5;0.18;0.72;9.6;0.039;53;151;0.99802;3.03;0.46;8.9;5
+7;0.27;0.48;6.1;0.042;60;184;0.99566;3.2;0.5;9.4;6
+5.8;0.32;0.31;2.7;0.049;25;153;0.99067;3.44;0.73;12.2;7
+7.8;0.26;0.31;3.6;0.025;22;100;0.99066;2.99;0.47;12.1;7
+7.4;0.3;0.32;1.7;0.03;23;128;0.9929;3.17;0.66;10.9;5
+6.7;0.16;0.34;1.6;0.026;27;109;0.9934;3.34;0.58;10.1;6
+5.8;0.32;0.31;2.7;0.049;25;153;0.99067;3.44;0.73;12.2;7
+6.7;0.19;0.39;1;0.032;14;71;0.98912;3.31;0.38;13;7
+6.6;0.36;0.24;0.9;0.038;15;72;0.99066;3.23;0.39;11;5
+7.2;0.17;0.41;1.6;0.052;24;126;0.99228;3.19;0.49;10.8;5
+6.7;0.19;0.39;1;0.032;14;71;0.98912;3.31;0.38;13;7
+6;0.11;0.47;10.6;0.052;69;148;0.9958;2.91;0.34;9.3;4
+6;0.21;0.34;2;0.042;63;123;0.99052;3.44;0.42;11.4;6
+6.7;0.325;0.82;1.2;0.152;49;120;0.99312;2.99;0.38;9.2;5
+6.6;0.4;0.46;6.2;0.056;42;241;0.9968;3.5;0.6;9.9;5
+6.5;0.2;0.24;9.2;0.044;25;150;0.99502;3.22;0.44;10.5;5
+7.6;0.27;0.34;5;0.04;18;56;0.99084;3.06;0.48;12.4;6
+7.2;0.26;0.4;6.3;0.047;52;172;0.99573;3.18;0.53;9.5;6
+6.3;0.25;0.22;3.3;0.048;41;161;0.99256;3.16;0.5;10.5;6
+6.5;0.22;0.45;8;0.053;52;196;0.9959;3.23;0.48;9.1;6
+6.4;0.14;0.31;1.2;0.034;53;138;0.99084;3.38;0.35;11.5;7
+6.4;0.14;0.31;1.2;0.034;53;138;0.99084;3.38;0.35;11.5;7
+7.1;0.26;0.32;16.2;0.044;31;170;0.99644;3.17;0.37;11.2;5
+6.6;0.22;0.34;11.6;0.05;59;140;0.99526;3.22;0.4;10.8;5
+6.6;0.45;0.43;7.2;0.064;31;186;0.9954;3.12;0.44;9.4;5
+6.6;0.17;0.3;1.1;0.031;13;73;0.99095;3.17;0.58;11;6
+7.2;0.44;0.28;3.4;0.048;22;112;0.99188;3.21;0.37;11.3;7
+6.2;0.15;0.27;1.4;0.041;51;117;0.9909;3.28;0.38;11.2;6
+6.3;0.25;0.22;3.3;0.048;41;161;0.99256;3.16;0.5;10.5;6
+6.5;0.22;0.45;8;0.053;52;196;0.9959;3.23;0.48;9.1;6
+7.3;0.26;0.3;9.3;0.05;35;154;0.99581;3.21;0.5;10.4;6
+6.9;0.15;0.29;2.3;0.033;14;82;0.99132;3.1;0.58;11.2;7
+5.8;0.22;0.29;0.9;0.034;34;89;0.98936;3.14;0.36;11.1;7
+6.5;0.37;0.33;3.5;0.036;23;92;0.99136;3.18;0.38;11.2;6
+5.5;0.375;0.38;1.7;0.036;17;98;0.99142;3.29;0.39;10.5;6
+5.9;0.2;0.4;1.3;0.047;23;92;0.99232;3.2;0.45;10;6
+5.9;0.22;0.38;1.3;0.046;24;90;0.99232;3.2;0.47;10;6
+8;0.22;0.31;5.6;0.049;24;97;0.993;3.1;0.42;10.9;5
+6.5;0.22;0.29;7.4;0.028;16;87;0.99311;3.15;0.56;10.9;7
+6.9;0.15;0.29;2.3;0.033;14;82;0.99132;3.1;0.58;11.2;7
+5.8;0.2;0.34;1;0.035;40;86;0.98993;3.5;0.42;11.7;5
+6.6;0.31;0.07;1.5;0.033;55;144;0.99208;3.16;0.42;10;5
+7.7;0.43;0.37;10;0.169;22;210;0.99776;3.02;0.64;9.5;5
+6.7;0.24;0.29;14.9;0.053;55;136;0.99839;3.03;0.52;9;5
+7.3;0.23;0.34;9.3;0.052;19;86;0.99574;3.04;0.56;10;5
+7.9;0.2;0.39;1;0.041;37;154;0.99093;3.08;0.43;11.9;5
+5.3;0.16;0.39;1;0.028;40;101;0.99156;3.57;0.59;10.6;6
+6.4;0.21;0.28;5.9;0.047;29;101;0.99278;3.15;0.4;11;6
+6.9;0.33;0.26;5;0.027;46;143;0.9924;3.25;0.43;11.2;7
+5.6;0.18;0.58;1.25;0.034;29;129;0.98984;3.51;0.6;12;7
+6.6;0.29;0.31;3.9;0.027;39;96;0.99035;3.24;0.6;12.6;8
+6.9;0.33;0.26;5;0.027;46;143;0.9924;3.25;0.43;11.2;7
+6.6;0.21;0.36;0.8;0.034;48;113;0.99165;3.24;0.68;10.5;6
+7.3;0.21;0.33;1;0.037;66;144;0.9923;3.11;0.52;10.2;6
+6.4;0.21;0.28;5.9;0.047;29;101;0.99278;3.15;0.4;11;6
+5.1;0.11;0.32;1.6;0.028;12;90;0.99008;3.57;0.52;12.2;6
+6.5;0.15;0.32;1.3;0.036;19;76;0.98964;3.18;0.41;12.3;6
+5.3;0.16;0.39;1;0.028;40;101;0.99156;3.57;0.59;10.6;6
+5.6;0.19;0.46;1.1;0.032;33;115;0.9909;3.36;0.5;10.4;6
+5.6;0.18;0.58;1.25;0.034;29;129;0.98984;3.51;0.6;12;7
+6.7;0.48;0.32;1.4;0.021;22;121;0.9889;3.15;0.53;12.7;7
+6.2;0.23;0.23;1.2;0.018;18;128;0.99178;3.05;0.28;10.6;5
+6;0.17;0.29;5;0.028;25;108;0.99076;3.14;0.34;12.3;6
+6.7;0.48;0.32;1.4;0.021;22;121;0.9889;3.15;0.53;12.7;7
+6.7;0.15;0.38;1.7;0.037;20;84;0.99046;3.09;0.53;11.4;6
+4.2;0.17;0.36;1.8;0.029;93;161;0.98999;3.65;0.89;12;7
+5.8;0.21;0.32;1.6;0.045;38;95;0.98946;3.23;0.94;12.4;8
+5.4;0.23;0.36;1.5;0.03;74;121;0.98976;3.24;0.99;12.1;7
+6.7;0.15;0.38;1.7;0.037;20;84;0.99046;3.09;0.53;11.4;6
+6.4;0.22;0.31;13.9;0.04;57;135;0.99672;3.21;0.38;10.7;5
+6.5;0.15;0.55;5.9;0.045;75;162;0.99482;2.97;0.4;9.3;5
+5.9;0.32;0.33;2.1;0.027;35;138;0.98945;3.37;0.42;12.7;6
+5.7;0.37;0.3;1.1;0.029;24;88;0.98883;3.18;0.39;11.7;6
+7.9;0.25;0.35;6.7;0.039;22;64;0.99362;2.93;0.49;10.7;5
+7.2;0.21;0.28;2.7;0.033;38;94;0.99075;2.99;0.43;11.8;7
+7;0.24;0.3;6.7;0.039;37;125;0.99436;3.2;0.39;9.9;5
+6.8;0.475;0.33;3.95;0.047;16;81;0.98988;3.23;0.53;13.4;7
+7;0.28;0.32;7.75;0.032;30;114;0.99158;3.12;0.64;12.8;7
+6.9;0.4;0.3;10.6;0.033;24;87;0.99265;3.15;0.45;12.8;6
+6.6;0.41;0.31;1.6;0.042;18;101;0.99195;3.13;0.41;10.5;5
+6.4;0.2;0.28;2.5;0.032;24;84;0.99168;3.31;0.55;11.5;5
+8.5;0.22;0.34;0.7;0.04;5;25;0.9918;3.04;0.37;10.5;4
+8.4;0.36;0.36;11.1;0.032;21;132;0.99313;2.95;0.39;13;6
+5.2;0.285;0.29;5.15;0.035;64;138;0.9895;3.19;0.34;12.4;8
+6.9;0.2;0.3;4.7;0.041;40;148;0.9932;3.16;0.35;10.2;6
+6.7;0.42;0.46;9.7;0.054;67;234;0.99848;3.23;0.5;9;5
+6.2;0.16;0.34;1.7;0.038;85;153;0.9909;3.33;0.86;12;7
+6.4;0.125;0.36;1.4;0.044;22;68;0.99014;3.15;0.5;11.7;7
+6.4;0.44;0.26;2;0.054;20;180;0.9952;3.58;0.57;10;5
+7;0.31;0.39;7.5;0.055;42;218;0.99652;3.37;0.54;10.3;5
+6.7;0.42;0.46;9.7;0.054;67;234;0.99848;3.23;0.5;9;5
+8.6;0.18;0.28;0.8;0.032;25;78;0.99104;2.99;0.38;11.1;5
+6.2;0.21;0.26;13.1;0.05;59;150;0.99772;3.31;0.46;9;5
+6.1;0.16;0.37;1.1;0.031;37;97;0.9922;3.4;0.58;10.5;6
+6.5;0.22;0.32;2.2;0.028;36;92;0.99076;3.27;0.59;11.9;7
+6.2;0.36;0.14;8.9;0.036;38;155;0.99622;3.27;0.5;9.4;5
+5.7;0.21;0.25;1.1;0.035;26;81;0.9902;3.31;0.52;11.4;6
+6.4;0.25;0.32;0.9;0.034;40;114;0.99114;3.31;0.58;10.8;7
+7.6;0.31;0.26;1.7;0.073;40;157;0.9938;3.1;0.46;9.8;5
+6.6;0.26;0.46;6.9;0.047;59;183;0.99594;3.2;0.45;9.3;5
+5.7;0.21;0.25;1.1;0.035;26;81;0.9902;3.31;0.52;11.4;6
+6.2;0.2;0.31;1;0.031;22;73;0.99035;3.24;0.52;11.3;6
+6.2;0.18;0.3;1;0.031;23;73;0.99032;3.23;0.52;11.3;6
+6.1;0.37;0.2;7.6;0.031;49;170;0.99558;3.22;0.48;9.5;5
+6.2;0.36;0.14;8.9;0.036;38;155;0.99622;3.27;0.5;9.4;5
+6.5;0.22;0.32;2.2;0.028;36;92;0.99076;3.27;0.59;11.9;7
+7.7;0.18;0.3;1.2;0.046;49;199;0.99413;3.03;0.38;9.3;5
+6.9;0.14;0.38;1;0.041;22;81;0.99043;3.03;0.54;11.4;6
+6.9;0.14;0.38;1;0.041;22;81;0.99043;3.03;0.54;11.4;6
+6;0.44;0.26;3.1;0.053;57;128;0.98982;3.22;0.39;12.7;6
+7.1;0.36;0.4;1.95;0.033;26;118;0.98934;3.2;0.45;13.5;7
+5.7;0.28;0.28;2.2;0.019;15;65;0.9902;3.06;0.52;11.2;6
+6.4;0.16;0.32;8.75;0.038;38;118;0.99449;3.19;0.41;10.7;5
+7.4;0.28;0.4;11.9;0.032;13;92;0.99629;3.01;0.46;10.8;4
+6.7;0.39;0.31;2.7;0.054;27;202;0.9948;3.46;0.57;10.5;6
+6.5;0.44;0.47;5.45;0.014;44;137;0.98984;3.13;0.32;13;8
+6.9;0.22;0.31;6.3;0.029;41;131;0.99326;3.08;0.49;10.8;6
+6.6;0.22;0.29;14.4;0.046;39;118;0.99834;3.05;0.5;9.1;6
+7.7;0.25;0.3;7.8;0.038;67;196;0.99555;3.1;0.5;10.1;5
+5.2;0.155;0.33;1.6;0.028;13;59;0.98975;3.3;0.84;11.9;8
+7;0.31;0.31;9.1;0.036;45;140;0.99216;2.98;0.31;12;7
+7;0.31;0.31;9.1;0.036;45;140;0.99216;2.98;0.31;12;7
+6.6;0.22;0.29;14.4;0.046;39;118;0.99834;3.05;0.5;9.1;6
+5.6;0.21;0.4;1.3;0.041;81;147;0.9901;3.22;0.95;11.6;8
+5.2;0.155;0.33;1.6;0.028;13;59;0.98975;3.3;0.84;11.9;8
+6.4;0.25;0.32;11.3;0.038;69;192;0.99573;3.14;0.5;10.2;6
+6.9;0.22;0.31;6.3;0.029;41;131;0.99326;3.08;0.49;10.8;6
+5.3;0.21;0.29;0.7;0.028;11;66;0.99215;3.3;0.4;9.8;5
+7.1;0.27;0.28;1.25;0.023;3;89;0.98993;2.95;0.3;11.4;4
+5.2;0.17;0.27;0.7;0.03;11;68;0.99218;3.3;0.41;9.8;5
+7.7;0.25;0.3;7.8;0.038;67;196;0.99555;3.1;0.5;10.1;5
+7;0.12;0.29;10.3;0.039;41;98;0.99564;3.19;0.38;9.8;8
+7;0.12;0.29;10.3;0.039;41;98;0.99564;3.19;0.38;9.8;8
+7.1;0.29;0.34;7.8;0.036;49;128;0.99397;3.21;0.4;10.7;6
+7.2;0.3;0.3;8.7;0.022;14;111;0.99576;3.11;0.61;10.6;5
+6.8;0.26;0.46;8.3;0.037;49;173;0.99601;3.17;0.47;9.3;5
+7;0.12;0.29;10.3;0.039;41;98;0.99564;3.19;0.38;9.8;8
+7.1;0.29;0.34;7.8;0.036;49;128;0.99397;3.21;0.4;10.7;6
+4.9;0.33;0.31;1.2;0.016;39;150;0.98713;3.33;0.59;14;8
+5.1;0.29;0.28;8.3;0.026;27;107;0.99308;3.36;0.37;11;6
+5.1;0.29;0.28;8.3;0.026;27;107;0.99308;3.36;0.37;11;6
+6.8;0.26;0.48;6.2;0.049;55;182;0.99582;3.21;0.45;9.4;6
+6;0.28;0.52;5;0.078;30;139;0.99494;3.1;0.36;9;6
+6;0.28;0.25;1.8;0.042;8;108;0.9929;3.08;0.55;9;5
+7.2;0.2;0.22;1.6;0.044;17;101;0.99471;3.37;0.53;10;5
+6.1;0.27;0.25;1.8;0.041;9;109;0.9929;3.08;0.54;9;5
+6;0.28;0.25;1.8;0.042;8;108;0.9929;3.08;0.55;9;5
+6.4;0.29;0.3;2.9;0.036;25;79;0.99037;3.29;0.6;12.4;7
+7.4;0.35;0.24;6;0.042;28;123;0.99304;3.14;0.44;11.3;5
+8.1;0.12;0.38;0.9;0.034;36;86;0.99026;2.8;0.55;12;6
+6.4;0.12;0.3;1.1;0.031;37;94;0.98986;3.01;0.56;11.7;6
+7.2;0.2;0.22;1.6;0.044;17;101;0.99471;3.37;0.53;10;5
+7.3;0.4;0.26;5.45;0.016;26;90;0.98951;2.84;0.54;13.2;7
+7.7;0.11;0.34;14.05;0.04;41;114;0.99634;3.07;0.59;11;7
+6.9;0.23;0.41;8;0.03;30;114;0.99368;3.22;0.54;11;6
+6.9;0.38;0.38;13.1;0.112;14;94;0.99792;3.02;0.48;9.2;5
+7.5;0.38;0.29;4.9;0.021;38;113;0.99026;3.08;0.48;13;7
+5.8;0.19;0.24;1.3;0.044;38;128;0.99362;3.77;0.6;10.6;5
+5.5;0.34;0.26;2.2;0.021;31;119;0.98919;3.55;0.49;13;8
+6.6;0.23;0.3;14.9;0.051;33;118;0.99835;3.04;0.54;9;6
+6.6;0.23;0.3;14.9;0.051;33;118;0.99835;3.04;0.54;9;6
+8.4;0.31;0.31;0.95;0.021;52;148;0.99038;2.93;0.32;11.5;5
+6.7;0.2;0.3;1.4;0.025;17;76;0.99104;3.11;0.44;11;6
+8.4;0.31;0.31;0.95;0.021;52;148;0.99038;2.93;0.32;11.5;5
+7.3;0.26;0.24;1.7;0.05;10;112;0.99286;3.11;0.43;9.9;5
+6.3;0.22;0.22;5.6;0.039;31;128;0.99296;3.12;0.46;10.4;6
+6.6;0.23;0.3;14.9;0.051;33;118;0.99835;3.04;0.54;9;6
+7.5;0.19;0.4;7.1;0.056;50;110;0.9954;3.06;0.52;9.9;6
+8;0.14;0.33;1.2;0.045;71;162;0.9914;3.07;0.47;11;6
+6.8;0.32;0.39;9.6;0.026;34;124;0.99286;3.18;0.35;12.1;6
+6.6;0.23;0.2;11.4;0.044;45;131;0.99604;2.96;0.51;9.7;6
+6.6;0.23;0.2;11.4;0.044;45;131;0.99604;2.96;0.51;9.7;6
+6.7;0.36;0.26;7.9;0.034;39;123;0.99119;2.99;0.3;12.2;7
+6.1;0.38;0.42;5;0.016;31;113;0.99007;3.15;0.31;12.4;7
+8.5;0.23;0.28;11.1;0.033;30;97;0.99507;3.03;0.39;10.5;7
+7;0.2;0.31;8;0.05;29;213;0.99596;3.28;0.57;10.4;6
+6;0.26;0.32;3.8;0.029;48;180;0.99011;3.15;0.34;12;6
+6.9;0.3;0.3;10.55;0.037;4;28;0.99184;3.07;0.32;12.7;6
+6.7;0.18;0.28;10.2;0.039;29;115;0.99469;3.11;0.45;10.9;7
+6.7;0.18;0.28;10.2;0.039;29;115;0.99469;3.11;0.45;10.9;7
+6.8;0.18;0.28;9.8;0.039;29;113;0.99406;3.11;0.45;10.9;7
+7.2;0.19;0.31;6.3;0.034;17;103;0.99305;3.15;0.52;11.4;7
+6.2;0.16;0.32;1.1;0.036;74;184;0.99096;3.22;0.41;11;6
+5;0.27;0.32;4.5;0.032;58;178;0.98956;3.45;0.31;12.6;7
+6.3;0.37;0.28;6.3;0.034;45;152;0.9921;3.29;0.46;11.6;7
+6.6;0.2;0.27;10.9;0.038;29;130;0.99496;3.11;0.44;10.5;7
+6.8;0.18;0.28;9.8;0.039;29;113;0.99406;3.11;0.45;10.9;7
+6.8;0.18;0.28;9.8;0.039;29;113;0.99406;3.11;0.45;10.9;7
+6.6;0.28;0.34;0.8;0.037;42;119;0.9888;3.03;0.37;12.5;6
+6.5;0.35;0.36;0.8;0.034;32;111;0.98942;3.11;0.5;12.1;8
+6.9;0.25;0.33;1.2;0.035;35;158;0.99082;3.02;0.58;11.3;6
+6;0.32;0.3;1.3;0.025;18;112;0.98802;3.07;0.64;13.3;7
+6.8;0.18;0.28;9.8;0.039;29;113;0.99406;3.11;0.45;10.9;7
+6.7;0.18;0.28;10.2;0.039;29;115;0.99469;3.11;0.45;10.9;7
+6.6;0.2;0.27;10.9;0.038;29;130;0.99496;3.11;0.44;10.5;7
+6.3;0.37;0.28;6.3;0.034;45;152;0.9921;3.29;0.46;11.6;7
+7.2;0.19;0.31;6.3;0.034;17;103;0.99305;3.15;0.52;11.4;7
+6.3;0.18;0.36;1.2;0.034;26;111;0.99074;3.16;0.51;11;6
+6.9;0.3;0.36;0.9;0.037;40;156;0.98968;3.08;0.36;12.1;6
+6.2;0.16;0.32;1.1;0.036;74;184;0.99096;3.22;0.41;11;6
+5;0.27;0.32;4.5;0.032;58;178;0.98956;3.45;0.31;12.6;7
+5;0.3;0.33;3.7;0.03;54;173;0.9887;3.36;0.3;13;7
+6.5;0.2;0.5;18.1;0.054;50;221;0.99941;2.94;0.64;8.8;6
+6.7;0.25;0.31;1.35;0.061;30.5;218;0.99388;3.16;0.53;9.5;5
+6.6;0.22;0.36;5.5;0.029;30;105;0.99206;3.2;0.47;11.8;6
+6.8;0.25;0.37;3.1;0.026;29;93;0.99035;3.14;0.45;12.2;6
+7;0.13;0.37;12.85;0.042;36;105;0.99581;3.05;0.55;10.7;6
+7;0.45;0.34;19.8;0.04;12;67;0.9976;3.07;0.38;11;6
+7.2;0.32;0.3;8.25;0.02;14;104;0.99362;2.99;0.44;11.4;6
+7;0.13;0.37;12.85;0.042;36;105;0.99581;3.05;0.55;10.7;6
+5.9;0.34;0.3;3.8;0.035;57;135;0.99016;3.09;0.34;12;6
+6.8;0.22;0.31;6.9;0.037;33;121;0.99176;3.02;0.39;11.9;8
+7.2;0.32;0.3;8.25;0.02;14;104;0.99362;2.99;0.44;11.4;6
+8.4;0.32;0.35;11.7;0.029;3;46;0.99439;3.02;0.34;11.8;6
+6.8;0.27;0.29;4.6;0.046;6;88;0.99458;3.34;0.48;10.6;4
+8;0.74;0.21;4;0.05;24;133;0.99418;3.06;0.38;9.7;5
+7;0.45;0.34;19.8;0.04;12;67;0.9976;3.07;0.38;11;6
+7;0.13;0.37;12.85;0.042;36;105;0.99581;3.05;0.55;10.7;6
+5.4;0.22;0.29;1.2;0.045;69;152;0.99178;3.76;0.63;11;7
+8.4;0.22;0.3;8.9;0.024;17;118;0.99456;2.99;0.34;10.5;6
+7.4;0.32;0.22;11.7;0.035;44;150;0.99578;3.1;0.45;10.4;5
+7.5;0.18;0.37;6.2;0.05;21;138;0.99546;3.2;0.55;10.5;6
+7.1;0.47;0.29;14.8;0.024;22;142;0.99518;3.12;0.48;12;8
+7.1;0.47;0.29;14.8;0.024;22;142;0.99518;3.12;0.48;12;8
+5.8;0.19;0.25;10.8;0.042;33;124;0.99646;3.22;0.41;9.2;6
+6.7;0.14;0.46;1.6;0.036;15;92;0.99264;3.37;0.49;10.9;5
+6.8;0.24;0.38;8.3;0.045;50;185;0.99578;3.15;0.5;9.5;6
+6.9;0.25;0.47;8.4;0.042;36;156;0.99604;3.15;0.55;9.4;6
+6;0.24;0.33;2.5;0.026;31;85;0.99014;3.13;0.5;11.3;7
+6.8;0.29;0.34;3.5;0.054;26;189;0.99489;3.42;0.58;10.4;5
+6.3;0.33;0.42;17.2;0.037;57;170;0.99884;3.26;0.57;9.4;6
+6.5;0.23;0.45;2.1;0.027;43;104;0.99054;3.02;0.52;11.3;6
+6.3;0.27;0.29;12.2;0.044;59;196;0.99782;3.14;0.4;8.8;6
+6.3;0.2;0.37;11.8;0.045;58;130;0.99519;3.2;0.35;10.8;5
+6.2;0.33;0.41;16.8;0.037;58;173;0.99882;3.25;0.57;9.4;6
+6.3;0.33;0.42;17.2;0.037;57;170;0.99884;3.26;0.57;9.4;6
+7.2;0.21;1;1.1;0.154;46;114;0.9931;2.95;0.43;9.2;6
+6;0.27;0.3;14.7;0.044;15;144;0.99666;3.12;0.53;10.3;6
+5.7;0.12;0.26;5.5;0.034;21;99;0.99324;3.09;0.57;9.9;6
+6.9;0.24;0.37;6.1;0.027;38;112;0.99086;3.19;0.34;12.4;6
+7.7;0.18;0.53;1.2;0.041;42;167;0.9908;3.11;0.44;11.9;5
+7.1;0.17;0.43;1.3;0.023;33;132;0.99067;3.11;0.56;11.7;6
+7.5;0.33;0.38;8.7;0.126;49;199;0.99711;2.98;0.57;9.4;5
+6.2;0.255;0.24;1.7;0.039;138.5;272;0.99452;3.53;0.53;9.6;4
+7.5;0.33;0.38;8.7;0.126;49;199;0.99711;2.98;0.57;9.4;5
+5.6;0.2;0.66;10.2;0.043;78;175;0.9945;2.98;0.43;10.4;7
+7.6;0.17;0.36;4.5;0.042;26;102;0.99427;3.09;0.47;9.5;5
+5.8;0.15;0.31;5.9;0.036;7;73;0.99152;3.2;0.43;11.9;6
+6.3;0.25;0.44;1.7;0.024;36;116;0.98935;3.18;0.4;12.5;6
+6.9;0.28;0.41;1.4;0.016;6;55;0.98876;3.16;0.4;13.4;5
+7.2;0.27;0.37;5.4;0.026;27;114;0.99174;3.13;0.84;12.7;5
+6.2;0.25;0.38;7.9;0.045;54;208;0.99572;3.17;0.46;9.1;5
+8.5;0.19;0.48;1.1;0.026;23;58;0.99184;2.9;0.5;10.5;6
+6.2;0.25;0.54;7;0.046;58;176;0.99454;3.19;0.7;10.4;5
+6.2;0.25;0.54;7;0.046;58;176;0.99454;3.19;0.7;10.4;5
+6.8;0.28;0.43;7.6;0.03;30;110;0.99164;3.08;0.59;12.5;8
+6.2;0.25;0.54;7;0.046;58;176;0.99454;3.19;0.7;10.4;5
+7.4;0.21;0.8;12.3;0.038;77;183;0.99778;2.95;0.48;9;5
+7;0.15;0.38;15.3;0.045;54;120;0.9975;3.18;0.42;9.8;6
+7.4;0.21;0.8;12.3;0.038;77;183;0.99778;2.95;0.48;9;5
+7.3;0.28;0.42;1.2;0.033;29;142;0.99205;3.17;0.43;10.7;4
+6.1;0.18;0.38;2.3;0.033;28;111;0.98962;3.16;0.49;12.4;6
+7;0.53;0.43;6.1;0.029;6;76;0.99118;3.08;0.5;12.5;8
+6.8;0.28;0.43;7.6;0.03;30;110;0.99164;3.08;0.59;12.5;8
+6.5;0.36;0.38;10.2;0.028;20;82;0.99274;3.1;0.43;12.1;7
+7.5;0.25;0.47;4.1;0.041;95;163;0.99184;2.92;0.59;11.3;6
+6.7;0.24;0.41;2.9;0.039;48;122;0.99052;3.25;0.43;12;5
+6.6;0.25;0.33;8.5;0.042;29;141;0.99546;3.28;0.6;10.4;5
+6.4;0.15;0.4;1.5;0.042;23;87;0.98972;3.11;0.46;12.2;7
+6.3;0.28;0.3;3.1;0.039;24;115;0.9942;3.05;0.43;8.6;5
+6.2;0.25;0.38;7.9;0.045;54;208;0.99572;3.17;0.46;9.1;5
+7.1;0.28;0.35;3.5;0.028;35;91;0.99022;2.96;0.33;12.1;5
+6.6;0.35;0.34;4.9;0.032;9;125;0.99253;3.32;0.81;12;5
+8.5;0.19;0.48;1.1;0.026;23;58;0.99184;2.9;0.5;10.5;6
+6.2;0.25;0.54;7;0.046;58;176;0.99454;3.19;0.7;10.4;5
+6;0.35;0.51;1.2;0.029;10;102;0.9903;3.46;0.42;11.9;6
+5.8;0.31;0.32;4.5;0.024;28;94;0.98906;3.25;0.52;13.7;7
+6.6;0.17;0.35;2.6;0.03;33;78;0.99146;3.22;0.72;11.3;6
+8.5;0.23;0.4;9.9;0.036;24;88;0.9951;3.02;0.42;10.5;6
+5.8;0.31;0.32;4.5;0.024;28;94;0.98906;3.25;0.52;13.7;7
+6.1;0.2;0.34;9.5;0.041;38;201;0.995;3.14;0.44;10.1;3
+6.3;0.37;0.37;1.5;0.024;12;76;0.98876;2.94;0.39;12.3;6
+6.2;0.36;0.38;3.2;0.031;20;89;0.98956;3.06;0.33;12;7
+6.6;0.17;0.35;2.6;0.03;33;78;0.99146;3.22;0.72;11.3;6
+6.3;0.28;0.47;11.2;0.04;61;183;0.99592;3.12;0.51;9.5;6
+7.6;0.27;0.52;3.2;0.043;28;152;0.99129;3.02;0.53;11.4;6
+7;0.25;0.45;2.3;0.045;40;118;0.99064;3.16;0.48;11.9;7
+9.7;0.24;0.49;4.9;0.032;3;18;0.99368;2.85;0.54;10;6
+9.7;0.24;0.49;4.9;0.032;3;18;0.99368;2.85;0.54;10;6
+6.8;0.13;0.39;1.4;0.034;19;102;0.99121;3.23;0.6;11.3;7
+6.6;0.78;0.5;1.5;0.045;30;133;0.99104;3.25;0.48;11.7;5
+5.1;0.33;0.27;6.7;0.022;44;129;0.99221;3.36;0.39;11;7
+6.7;0.34;0.4;2.1;0.033;34;111;0.98924;2.97;0.48;12.2;7
+6.7;0.14;0.51;4.3;0.028;57;124;0.99176;2.91;0.54;10.7;7
+7;0.26;0.34;10.9;0.038;25;84;0.99432;3.11;0.34;10.9;6
+6.5;0.29;0.26;7;0.04;18;113;0.99366;3.17;0.38;10.2;6
+7;0.25;0.45;2.3;0.045;40;118;0.99064;3.16;0.48;11.9;7
+7.6;0.21;0.49;2.5;0.047;20;130;0.99178;3.15;0.48;11.1;5
+7.7;0.26;0.51;2.6;0.045;26;159;0.99126;3;0.5;11.2;6
+7.6;0.27;0.52;3.2;0.043;28;152;0.99129;3.02;0.53;11.4;6
+7.7;0.25;0.49;2.5;0.047;31;169;0.99252;3.07;0.57;10.6;6
+7.6;0.35;0.46;14.7;0.047;33;151;0.99709;3.03;0.53;10.3;5
+6.9;0.3;0.36;4.5;0.054;31;203;0.99513;3.4;0.57;10.4;4
+6.7;0.24;0.46;2.2;0.033;19;111;0.99045;3.1;0.62;11.9;6
+6.5;0.23;0.39;1.9;0.036;41;98;0.99;3.19;0.43;11.9;7
+7.6;0.23;0.34;1.6;0.043;24;129;0.99305;3.12;0.7;10.4;5
+6.5;0.24;0.39;17.3;0.052;22;126;0.99888;3.11;0.47;9.2;6
+6.3;0.17;0.32;4.2;0.04;37;117;0.99182;3.24;0.43;11.3;6
+6.3;0.17;0.32;4.2;0.04;37;117;0.99182;3.24;0.43;11.3;6
+6.7;0.21;0.37;2.5;0.034;35;89;0.9913;3.25;0.5;11;7
+6.5;0.23;0.39;1.9;0.036;41;98;0.99;3.19;0.43;11.9;7
+5.9;0.28;0.39;1.4;0.031;47;147;0.98836;3.08;0.64;12.9;7
+5.9;0.19;0.37;0.8;0.027;3;21;0.9897;3.09;0.31;10.8;5
+6.2;0.25;0.42;8;0.049;53;206;0.99586;3.16;0.47;9.1;6
+7.6;0.23;0.34;1.6;0.043;24;129;0.99305;3.12;0.7;10.4;5
+5.6;0.18;0.27;1.7;0.03;31;103;0.98892;3.35;0.37;12.9;6
+5.5;0.18;0.22;5.5;0.037;10;86;0.99156;3.46;0.44;12.2;5
+6.5;0.24;0.39;17.3;0.052;22;126;0.99888;3.11;0.47;9.2;6
+7.4;0.23;0.38;8.6;0.052;41;150;0.99534;3.06;0.46;10.3;5
+7.2;0.17;0.37;6.9;0.059;47;128;0.99322;3.08;0.46;11;7
+7.6;0.3;0.38;2.1;0.043;10;98;0.99296;3.17;0.65;11;5
+5;0.24;0.21;2.2;0.039;31;100;0.99098;3.69;0.62;11.7;6
+6.1;0.21;0.38;1.5;0.039;37;122;0.98972;3.2;0.43;12;6
+6.5;0.33;0.38;2.5;0.047;30;148;0.98964;3.17;0.43;12.7;6
+6.3;0.35;0.26;17.6;0.061;59;198;0.99918;3.11;0.49;8.8;5
+6.3;0.17;0.32;4.2;0.04;37;117;0.99182;3.24;0.43;11.3;6
+6.6;0.25;0.35;2.9;0.034;38;121;0.99008;3.19;0.4;12.8;6
+6.5;0.16;0.33;4.8;0.043;45;114;0.992;3.18;0.44;11.2;6
+6.6;0.39;0.39;11.9;0.057;51;221;0.99851;3.26;0.51;8.9;6
+5.6;0.19;0.27;0.9;0.04;52;103;0.99026;3.5;0.39;11.2;5
+6.2;0.25;0.39;1.3;0.051;42;135;0.9906;3.23;0.4;11.1;6
+6.9;0.22;0.43;6.4;0.042;34;115;0.99293;3.05;0.51;10.8;6
+6.2;0.19;0.29;4.3;0.045;33;126;0.99658;3.18;0.42;9.3;6
+6.6;0.39;0.39;11.9;0.057;51;221;0.99851;3.26;0.51;8.9;6
+5.9;0.33;0.32;8.1;0.038;9;34;0.9911;3.22;0.36;12.7;7
+7.8;0.17;0.5;1.3;0.045;35;140;0.9904;3.16;0.4;12;6
+5.5;0.19;0.27;0.9;0.04;52;103;0.99026;3.5;0.39;11.2;5
+6.2;0.23;0.36;17.2;0.039;37;130;0.99946;3.23;0.43;8.8;6
+6.2;0.23;0.36;17.2;0.039;37;130;0.99946;3.23;0.43;8.8;6
+6.2;0.23;0.36;17.2;0.039;37;130;0.99946;3.23;0.43;8.8;6
+7.2;0.32;0.4;8.7;0.038;45;154;0.99568;3.2;0.47;10.4;6
+6.2;0.23;0.36;17.2;0.039;37;130;0.99946;3.23;0.43;8.8;6
+7.2;0.32;0.4;8.7;0.038;45;154;0.99568;3.2;0.47;10.4;6
+5.8;0.39;0.47;7.5;0.027;12;88;0.9907;3.38;0.45;14;6
+6.2;0.23;0.36;17.2;0.039;37;130;0.99946;3.23;0.43;8.8;6
+7.6;0.25;1.23;4.6;0.035;51;294;0.99018;3.03;0.43;13.1;6
+5.8;0.29;0.33;3.7;0.029;30;88;0.98994;3.25;0.42;12.3;6
+7.2;0.4;0.38;2.2;0.03;40;109;0.99075;3.27;0.46;12.6;6
+6.8;0.39;0.34;7.4;0.02;38;133;0.99212;3.18;0.44;12;7
+6.1;0.17;0.42;15.1;0.033;28;124;0.99684;2.87;0.47;9.5;5
+6.8;0.39;0.34;7.4;0.02;38;133;0.99212;3.18;0.44;12;7
+7.1;0.36;0.37;4.8;0.019;39;114;0.99036;3.08;0.49;12.7;7
+6.9;0.19;0.32;7.9;0.042;30;130;0.99456;3.4;0.39;10.5;6
+6.5;0.34;0.46;1;0.023;6;80;0.98865;3.15;0.54;12.9;6
+6.1;0.17;0.42;15.1;0.033;28;124;0.99684;2.87;0.47;9.5;5
+6.8;0.39;0.34;7.4;0.02;38;133;0.99212;3.18;0.44;12;7
+7.1;0.36;0.37;4.8;0.019;39;114;0.99036;3.08;0.49;12.7;7
+7.8;0.3;0.36;4.6;0.024;20;198;0.99222;3.06;0.66;11.9;6
+6.1;0.68;0.52;1.4;0.037;32;123;0.99022;3.24;0.45;12;6
+5.2;0.34;0.37;6.2;0.031;42;133;0.99076;3.25;0.41;12.5;6
+5.6;0.28;0.4;6.1;0.034;36;118;0.99144;3.21;0.43;12.1;7
+6.2;0.19;0.38;5.1;0.019;22;82;0.98961;3.05;0.36;12.5;6
+5.7;0.16;0.26;6.3;0.043;28;113;0.9936;3.06;0.58;9.9;6
+7.6;0.17;0.46;0.9;0.036;63;147;0.99126;3.02;0.41;10.7;6
+7.3;0.2;0.39;2.3;0.048;24;87;0.99044;2.94;0.35;12;6
+6.7;0.33;0.36;6.6;0.042;34;116;0.99123;2.97;0.31;12.2;8
+6.7;0.33;0.34;7.5;0.036;39;124;0.99123;2.99;0.32;12.4;8
+6.9;0.36;0.35;8.6;0.038;37;125;0.9916;3;0.32;12.4;8
+7.8;0.21;0.34;11.9;0.039;55;140;0.9959;3.02;0.31;10.3;6
+7.3;0.2;0.39;2.3;0.048;24;87;0.99044;2.94;0.35;12;6
+5.6;0.41;0.22;7.1;0.05;44;154;0.9931;3.3;0.4;10.5;5
+7.6;0.15;0.35;4.3;0.051;23;98;0.99422;3.1;0.44;9.5;6
+8.5;0.2;0.4;1.1;0.046;31;106;0.99194;3;0.35;10.5;4
+6.5;0.24;0.38;1;0.027;31;90;0.98926;3.24;0.36;12.3;6
+8.3;0.16;0.37;7.9;0.025;38;107;0.99306;2.93;0.37;11.9;6
+5.5;0.12;0.33;1;0.038;23;131;0.99164;3.25;0.45;9.8;5
+6.5;0.24;0.38;1;0.027;31;90;0.98926;3.24;0.36;12.3;6
+6.2;0.1;0.41;1;0.04;17;76;0.98988;3.14;0.56;11.4;7
+6.5;0.21;0.4;7.3;0.041;49;115;0.99268;3.21;0.43;11;6
+8.7;0.3;0.59;1.7;0.046;10;70;0.99373;3.06;0.56;10.8;4
+6.7;0.18;0.37;1.3;0.027;42;125;0.98939;3.24;0.37;12.8;7
+7;0.17;0.36;6.4;0.055;42;123;0.99318;3.11;0.5;11;8
+6.6;0.19;0.33;1.8;0.035;42;148;0.99196;3.15;0.36;10.2;5
+5.8;0.28;0.3;1.5;0.026;31;114;0.98952;3.32;0.6;12.5;7
+7.6;0.24;0.44;3.8;0.037;49;146;0.9911;3.06;0.37;11.6;6
+8.3;0.16;0.37;7.9;0.025;38;107;0.99306;2.93;0.37;11.9;6
+5.5;0.12;0.33;1;0.038;23;131;0.99164;3.25;0.45;9.8;5
+5.7;0.16;0.32;1.2;0.036;7;89;0.99111;3.26;0.48;11;5
+7;0.21;0.42;5.3;0.037;36;123;0.99321;3.14;0.52;10.9;6
+6.4;0.22;0.38;9.1;0.044;35;127;0.99326;2.97;0.3;11;7
+7.9;0.34;0.44;6.5;0.027;47;126;0.99124;2.96;0.37;12.5;6
+6.4;0.22;0.38;9.1;0.044;35;127;0.99326;2.97;0.3;11;7
+6.8;0.21;0.4;6.3;0.032;40;121;0.99214;3.18;0.53;12;7
+5.2;0.31;0.36;5.1;0.031;46;145;0.9897;3.14;0.31;12.4;7
+7.9;0.34;0.44;6.5;0.027;47;126;0.99124;2.96;0.37;12.5;6
+5.6;0.42;0.34;2.4;0.022;34;97;0.98915;3.22;0.38;12.8;7
+6.4;0.22;0.38;9.1;0.044;35;127;0.99326;2.97;0.3;11;7
+6.8;0.28;0.34;7.5;0.035;34;177;0.99692;3.33;0.43;9.1;5
+6.8;0.45;0.36;5;0.033;28;156;0.991;3.11;0.4;12.4;7
+6.6;0.29;0.39;6.75;0.031;22;98;0.9913;3.15;0.8;12.9;7
+6.8;0.21;0.42;1.2;0.045;24;126;0.99234;3.09;0.87;10.9;6
+6.8;0.25;0.24;1.6;0.045;39;164;0.99402;3.53;0.58;10.8;5
+6.4;0.21;0.34;16.05;0.04;56;142;0.99678;3.11;0.38;10.6;5
+5.8;0.33;0.23;5;0.053;29;106;0.99458;3.13;0.52;9;5
+8.2;0.3;0.44;12.4;0.043;52;154;0.99452;3.04;0.33;12;6
+6.4;0.24;0.32;0.95;0.041;23;131;0.99033;3.25;0.35;11.8;5
+7.5;0.18;0.45;4.6;0.041;67;158;0.9927;3.01;0.38;10.6;6
+5.2;0.335;0.2;1.7;0.033;17;74;0.99002;3.34;0.48;12.3;6
+7.1;0.14;0.33;1;0.104;20;54;0.99057;3.19;0.64;11.5;6
+7.2;0.13;0.46;1.3;0.044;48;111;0.99127;2.97;0.45;11.1;5
+5.8;0.33;0.23;5;0.053;29;106;0.99458;3.13;0.52;9;5
+6.5;0.29;0.25;2.5;0.142;8;111;0.9927;3;0.44;9.9;4
+6.2;0.35;0.31;2.6;0.036;37;92;0.98938;3.27;0.53;12.8;7
+9;0.38;0.53;2.1;0.102;19;76;0.99001;2.93;0.57;12.9;5
+6.6;0.24;0.38;12.75;0.034;8;74;0.99386;3.1;0.57;12.9;6
+6.6;0.16;0.34;1.1;0.037;41;115;0.9899;3.01;0.68;12;6
+8.2;0.3;0.44;12.4;0.043;52;154;0.99452;3.04;0.33;12;6
+5.7;0.15;0.28;3.7;0.045;57;151;0.9913;3.22;0.27;11.2;6
+6.6;0.33;0.4;2.65;0.041;35;86;0.98916;3.11;0.39;13.3;7
+5.7;0.2;0.3;2.5;0.046;38;125;0.99276;3.34;0.5;9.9;6
+6.8;0.27;0.37;8.2;0.055;52;192;0.99586;3.11;0.52;9.5;6
+6.8;0.27;0.42;7.3;0.054;58;200;0.99556;3.12;0.49;9.4;6
+6.2;0.2;0.26;1.1;0.047;42;119;0.99158;3.48;0.6;11;7
+6.7;0.13;0.57;6.6;0.056;60;150;0.99548;2.96;0.43;9.4;6
+6.8;0.21;0.37;7;0.038;27;107;0.99206;2.98;0.82;11.5;6
+6.7;0.31;0.32;14.5;0.038;6;79;0.99412;3.14;0.34;12.5;5
+6.2;0.2;0.29;11.8;0.035;21;93;0.99364;3.18;0.34;11.9;6
+6.6;0.25;0.34;3;0.054;22;141;0.99338;3.26;0.47;10.4;6
+5.7;0.15;0.28;3.7;0.045;57;151;0.9913;3.22;0.27;11.2;6
+6.9;0.22;0.39;6;0.035;44;141;0.99123;3.11;0.33;12.5;6
+6.4;0.23;0.35;4.6;0.039;43;147;0.99216;3.18;0.4;11;7
+7.6;0.27;0.29;2.5;0.059;37;115;0.99328;3.09;0.37;9.8;5
+6.6;0.34;0.24;3.3;0.034;29;99;0.99031;3.1;0.4;12.3;7
+6.4;0.16;0.42;1;0.036;29;113;0.9908;3.18;0.52;11;6
+5.8;0.3;0.42;1.1;0.036;19;113;0.98871;3.1;0.46;12.6;7
+7;0.29;0.35;1.4;0.036;42;109;0.99119;3.31;0.62;11.6;6
+6.6;0.34;0.24;3.3;0.034;29;99;0.99031;3.1;0.4;12.3;7
+6.7;0.21;0.36;8.55;0.02;20;86;0.99146;3.19;0.22;13.4;7
+7.6;0.27;0.29;2.5;0.059;37;115;0.99328;3.09;0.37;9.8;5
+6.8;0.22;0.41;6.7;0.034;39;116;0.99245;3.18;0.46;11.5;6
+7.7;0.27;0.49;3.8;0.037;46;139;0.99116;3.04;0.38;11.6;6
+6.4;0.25;0.37;4.5;0.039;41;147;0.9921;3.18;0.4;11.1;7
+6.4;0.23;0.35;4.6;0.039;43;147;0.99216;3.18;0.4;11;7
+6.7;0.13;0.45;4.2;0.043;52;131;0.99162;3.06;0.54;11.3;6
+6.7;0.24;0.37;11.3;0.043;64;173;0.99632;3.08;0.53;9.9;6
+7.1;0.26;0.37;5.5;0.025;31;105;0.99082;3.06;0.33;12.6;8
+5.3;0.3;0.16;4.2;0.029;37;100;0.9905;3.3;0.36;11.8;8
+7.1;0.38;0.4;2.2;0.042;54;201;0.99177;3.03;0.5;11.4;5
+7.4;0.19;0.31;14.5;0.045;39;193;0.9986;3.1;0.5;9.2;6
+7.4;0.19;0.31;14.5;0.045;39;193;0.9986;3.1;0.5;9.2;6
+7.4;0.19;0.31;14.5;0.045;39;193;0.9986;3.1;0.5;9.2;6
+7.4;0.19;0.31;14.5;0.045;39;193;0.9986;3.1;0.5;9.2;6
+7.4;0.19;0.31;14.5;0.045;39;193;0.9986;3.1;0.5;9.2;6
+7.4;0.19;0.31;14.5;0.045;39;193;0.9986;3.1;0.5;9.2;6
+6.3;0.32;0.32;1.5;0.03;24;101;0.98923;3.21;0.42;13;5
+7.6;0.19;0.32;18.75;0.047;32;193;1.00014;3.1;0.5;9.3;7
+6.5;0.26;0.31;3.6;0.03;36;92;0.99026;3.22;0.62;12.6;8
+5.9;0.24;0.12;1.4;0.035;60;247;0.99358;3.34;0.44;9.6;6
+4.2;0.215;0.23;5.1;0.041;64;157;0.99688;3.42;0.44;8.0;3
+8.1;0.24;0.32;10.5;0.03;34;105;0.99407;3.11;0.42;11.8;6
+5.8;0.23;0.2;2;0.043;39;154;0.99226;3.21;0.39;10.2;6
+7.5;0.33;0.36;2.6;0.051;26;126;0.99097;3.32;0.53;12.7;6
+6.6;0.38;0.36;9.2;0.061;42;214;0.9976;3.31;0.56;9.4;5
+6.4;0.15;0.29;1.8;0.044;21;115;0.99166;3.1;0.38;10.2;5
+6.5;0.32;0.34;5.7;0.044;27;91;0.99184;3.28;0.6;12;7
+7.5;0.22;0.32;2.4;0.045;29;100;0.99135;3.08;0.6;11.3;7
+6.4;0.23;0.32;1.9;0.038;40;118;0.99074;3.32;0.53;11.8;7
+6.1;0.22;0.31;1.4;0.039;40;129;0.99193;3.45;0.59;10.9;5
+6.5;0.48;0.02;0.9;0.043;32;99;0.99226;3.14;0.47;9.8;4
+6.6;0.23;0.3;4.6;0.06;29;154;0.99142;3.23;0.49;12.2;8
+6.4;0.16;0.25;1.4;0.057;21;125;0.99091;3.23;0.44;11.1;7
+6.6;0.38;0.36;9.2;0.061;42;214;0.9976;3.31;0.56;9.4;5
+7.4;0.16;0.32;1.4;0.065;23;140;0.99134;3.06;0.47;11.4;6
+6.4;0.15;0.29;1.8;0.044;21;115;0.99166;3.1;0.38;10.2;5
+6.5;0.32;0.3;2.3;0.051;20;127;0.98964;3.13;0.52;12.8;6
+6.7;0.12;0.36;2.3;0.039;43;125;0.99229;3.07;0.67;10.1;7
+6.6;0.2;0.14;4.4;0.184;35;168;0.99396;2.93;0.45;9.4;6
+8;0.34;0.25;6.4;0.035;38;103;0.99148;2.91;0.23;12.2;6
+6.8;0.21;0.31;2.9;0.046;40;121;0.9913;3.07;0.65;10.9;7
+6.8;0.23;0.31;2.8;0.047;40;122;0.99126;3.06;0.64;10.9;7
+6.8;0.21;0.31;2.9;0.046;40;121;0.9913;3.07;0.65;10.9;7
+6.6;0.2;0.14;4.4;0.184;35;168;0.99396;2.93;0.45;9.4;6
+6.6;0.28;0.42;8.2;0.044;60;196;0.99562;3.14;0.48;9.4;5
+7.8;0.25;0.37;1;0.043;10;80;0.99128;3.08;0.38;11.4;5
+5.6;0.12;0.33;2.9;0.044;21;73;0.98896;3.17;0.32;12.9;8
+6.6;0.28;0.41;7;0.046;59;194;0.99558;3.14;0.48;9.4;5
+6.8;0.17;0.35;1.8;0.04;29;84;0.98961;2.91;0.57;12;7
+7.3;0.25;0.28;1.5;0.043;19;113;0.99338;3.38;0.56;10.1;6
+6.6;0.28;0.41;7;0.046;59;194;0.99558;3.14;0.48;9.4;5
+6.6;0.28;0.42;8.2;0.044;60;196;0.99562;3.14;0.48;9.4;5
+6.5;0.25;0.5;7.6;0.047;54;184;0.99572;3.17;0.45;9.2;5
+6.3;0.24;0.35;2.3;0.039;43;109;0.99056;3.34;0.44;11.8;6
+6.8;0.32;0.32;8.7;0.029;31;105;0.99146;3;0.34;12.3;7
+7.8;0.25;0.37;1;0.043;10;80;0.99128;3.08;0.38;11.4;5
+5.6;0.12;0.33;2.9;0.044;21;73;0.98896;3.17;0.32;12.9;8
+6.6;0.24;0.28;6.7;0.032;26;91;0.99172;3.13;0.32;12.3;6
+6.3;0.22;0.34;5;0.032;36;93;0.99012;3.27;0.36;13.5;7
+6;0.32;0.3;1.9;0.033;41;142;0.98912;3.29;0.42;12.8;7
+6.3;0.19;0.29;2;0.022;33;96;0.98902;3.04;0.54;12.8;7
+6;0.32;0.3;1.9;0.033;41;142;0.98912;3.29;0.42;12.8;7
+9.4;0.24;0.29;8.5;0.037;124;208;0.99395;2.9;0.38;11;3
+6.4;0.35;0.28;12.6;0.039;19;124;0.99539;3.2;0.43;10.6;6
+6.7;0.46;0.27;5.2;0.039;35;96;0.99129;3.16;0.44;12.4;7
+6.3;0.3;0.29;2.1;0.048;33;142;0.98956;3.22;0.46;12.9;7
+6;0.19;0.29;1.1;0.047;67;152;0.9916;3.54;0.59;11.1;7
+5.9;0.24;0.28;1.3;0.032;36;95;0.98889;3.08;0.64;12.9;7
+7.3;0.145;0.33;1.1;0.042;14;64;0.99012;3.1;0.37;11.8;7
+6.6;0.435;0.38;9.2;0.058;66;243;0.99833;3.23;0.54;9.1;6
+5.8;0.18;0.37;1.2;0.036;19;74;0.98853;3.09;0.49;12.7;7
+5.8;0.18;0.37;1.1;0.036;31;96;0.98942;3.16;0.48;12;6
+5.6;0.32;0.32;8.3;0.043;32;105;0.99266;3.24;0.47;11.2;6
+6.6;0.16;0.35;1.8;0.042;26;105;0.98962;3.19;0.75;12.4;7
+5.1;0.21;0.28;1.4;0.047;48;148;0.99168;3.5;0.49;10.4;5
+7.5;0.29;0.36;15.7;0.05;29;124;0.9968;3.06;0.54;10.4;5
+6;0.26;0.33;4.35;0.04;15;80;0.98934;3.29;0.5;12.7;6
+5.7;0.26;0.3;1.8;0.039;30;105;0.98995;3.48;0.52;12.5;7
+7.1;0.17;0.31;1.6;0.037;15;103;0.991;3.14;0.5;12;6
+6.9;0.17;0.3;2;0.047;13;117;0.99152;3.16;0.51;11.6;6
+6.8;0.25;0.28;5;0.035;42;126;0.99048;3.12;0.38;12.6;7
+6.6;0.17;0.28;1.8;0.042;62;178;0.99204;3.15;0.42;10.2;5
+5.8;0.17;0.36;1.3;0.036;11;70;0.99202;3.43;0.68;10.4;7
+6.4;0.24;0.29;1;0.038;18;122;0.9906;3.3;0.42;11.5;5
+6.7;0.21;0.34;1.4;0.049;36;112;0.99091;3.02;0.5;11;6
+6.7;0.23;0.33;8.1;0.048;45;176;0.99472;3.11;0.52;10.1;6
+6.8;0.23;0.32;8.6;0.046;47;159;0.99452;3.08;0.52;10.5;6
+6.5;0.22;0.28;3.7;0.059;29;151;0.99177;3.23;0.41;12.1;7
+5.1;0.165;0.22;5.7;0.047;42;146;0.9934;3.18;0.55;9.9;6
+6.6;0.425;0.25;2.35;0.034;23;87;0.99082;3.05;0.41;11.4;6
+6.9;0.38;0.29;13.65;0.048;52;189;0.99784;3;0.6;9.5;6
+6.9;0.38;0.29;13.65;0.048;52;189;0.99784;3;0.6;9.5;6
+6.9;0.38;0.29;13.65;0.048;52;189;0.99784;3;0.6;9.5;6
+7.2;0.27;0.28;15.2;0.046;6;41;0.99665;3.17;0.39;10.9;6
+7.6;0.17;0.27;4.6;0.05;23;98;0.99422;3.08;0.47;9.5;6
+6.2;0.3;0.31;1.2;0.048;19;125;0.98999;3.32;0.54;12.6;6
+7.6;0.17;0.27;4.6;0.05;23;98;0.99422;3.08;0.47;9.5;6
+6.5;0.26;0.32;6.65;0.059;34;104;0.99254;3.18;0.42;11.1;5
+6.9;0.36;0.28;13.55;0.048;51;189;0.99782;3;0.6;9.5;7
+6.9;0.38;0.29;13.65;0.048;52;189;0.99784;3;0.6;9.5;6
+6.8;0.18;0.24;9.8;0.058;64;188;0.9952;3.13;0.51;10.6;6
+6.7;0.18;0.24;10.3;0.057;64;185;0.99519;3.12;0.5;10.6;6
+6.6;0.16;0.21;6.7;0.055;43;157;0.99384;3.15;0.52;10.8;6
+7.2;0.27;0.28;15.2;0.046;6;41;0.99665;3.17;0.39;10.9;6
+6.4;0.17;0.27;9.9;0.047;26;101;0.99596;3.34;0.5;9.9;6
+7.2;0.22;0.28;7.2;0.06;41;132;0.9935;3.08;0.59;11.3;6
+6;0.22;0.28;1.1;0.034;47;90;0.98862;3.22;0.38;12.6;6
+6.7;0.36;0.28;8.3;0.034;29;81;0.99151;2.96;0.39;12.5;6
+6.5;0.43;0.28;11.25;0.032;31;87;0.9922;3.02;0.38;12.4;6
+5.9;0.2;0.28;12.8;0.038;29;132;0.99426;3.31;0.57;11.8;7
+5.3;0.32;0.23;9.65;0.026;26;119;0.99168;3.18;0.53;12.2;6
+6.8;0.2;0.28;12.6;0.048;54;136;0.99556;3.19;0.37;10.7;6
+6;0.22;0.33;12.2;0.033;25;97;0.99356;3.17;0.42;11.3;7
+6.7;0.36;0.28;8.3;0.034;29;81;0.99151;2.96;0.39;12.5;6
+6.5;0.43;0.28;11.25;0.032;31;87;0.9922;3.02;0.38;12.4;6
+7.1;0.18;0.49;1.3;0.033;12;72;0.99072;3.05;0.53;11.3;7
+6.4;0.17;0.27;9.9;0.047;26;101;0.99596;3.34;0.5;9.9;6
+7.2;0.22;0.28;7.2;0.06;41;132;0.9935;3.08;0.59;11.3;6
+6;0.22;0.28;1.1;0.034;47;90;0.98862;3.22;0.38;12.6;6
+6;0.2;0.26;1.1;0.033;38;67;0.98954;3.14;0.38;11.5;6
+7.6;0.2;0.26;4.8;0.033;26;76;0.99076;2.98;0.49;12.3;7
+6.2;0.3;0.21;1.1;0.032;31;111;0.9889;2.97;0.42;12.2;6
+6;0.29;0.25;1.4;0.033;30;114;0.98794;3.08;0.43;13.2;6
+6.6;0.18;0.28;1.7;0.041;53;161;0.99207;3.13;0.45;10.2;6
+7;0.22;0.28;10.6;0.039;32;117;0.99355;3.05;0.55;11.5;7
+6;0.29;0.25;1.4;0.033;30;114;0.98794;3.08;0.43;13.2;6
+6.2;0.3;0.21;1.1;0.032;31;111;0.9889;2.97;0.42;12.2;6
+5.6;0.15;0.26;5.55;0.051;51;139;0.99336;3.47;0.5;11;6
+6.9;0.28;0.24;2.1;0.034;49;121;0.98882;2.98;0.43;13.2;7
+5.9;0.19;0.21;1.7;0.045;57;135;0.99341;3.32;0.44;9.5;5
+7.8;0.22;0.26;9;0.047;38;132;0.997;3.25;0.53;10.2;6
+6.6;0.18;0.28;1.7;0.041;53;161;0.99207;3.13;0.45;10.2;6
+7;0.4;0.25;1.8;0.05;51;189;0.99174;3;0.55;11.4;6
+6.1;0.28;0.27;4.7;0.03;56;140;0.99042;3.16;0.42;12.5;8
+7.6;0.36;0.49;11.3;0.046;87;221;0.9984;3.01;0.43;9.2;5
+6.5;0.28;0.34;3.6;0.04;29;121;0.99111;3.28;0.48;12.1;7
+6.9;0.19;0.35;6.9;0.045;51;125;0.9933;3.1;0.44;10.7;7
+6.5;0.28;0.34;3.6;0.04;29;121;0.99111;3.28;0.48;12.1;7
+6.4;0.22;0.32;4.9;0.046;50;156;0.99316;3.38;0.55;11.2;6
+6.8;0.23;0.3;6.95;0.044;42;179;0.9946;3.25;0.56;10.6;6
+6.4;0.32;0.31;1.9;0.037;34;126;0.99;3.06;0.45;11.8;6
+6.1;0.28;0.27;4.7;0.03;56;140;0.99042;3.16;0.42;12.5;8
+7.6;0.36;0.49;11.3;0.046;87;221;0.9984;3.01;0.43;9.2;5
+8.8;0.39;0.35;1.8;0.096;22;80;0.99016;2.95;0.54;12.6;6
+6.6;0.24;0.3;11.3;0.026;11;77;0.99381;3.13;0.55;12.8;7
+6.9;0.29;0.3;8.2;0.026;35;112;0.99144;3;0.37;12.3;6
+6.9;0.28;0.3;8.3;0.026;37;113;0.99139;2.99;0.38;12.3;8
+6.7;0.38;0.26;9.55;0.036;35;91;0.9919;2.98;0.37;12.4;6
+8;0.28;0.3;8.4;0.03;35;115;0.99192;2.93;0.42;12.3;6
+6.5;0.25;0.45;7.8;0.048;52;188;0.99576;3.2;0.53;9.1;5
+6.6;0.26;0.46;7.8;0.047;48;186;0.9958;3.2;0.54;9.1;5
+7.4;0.29;0.28;10.2;0.032;43;138;0.9951;3.1;0.47;10.6;6
+6.3;0.19;0.29;5.5;0.042;44;189;0.99304;3.19;0.47;10.3;6
+6.1;0.33;0.32;7.8;0.052;52;183;0.99657;3.39;0.65;9.5;5
+5.6;0.32;0.33;7.4;0.037;25;95;0.99268;3.25;0.49;11.1;6
+7.7;0.46;0.18;3.3;0.054;18;143;0.99392;3.12;0.51;10.8;6
+8.8;0.19;0.3;5;0.028;34;120;0.99242;2.94;0.47;11.2;5
+7.7;0.46;0.18;3.3;0.054;18;143;0.99392;3.12;0.51;10.8;6
+8.8;0.27;0.25;5;0.024;52;99;0.9925;2.87;0.49;11.4;5
+5.8;0.18;0.28;1.3;0.034;9;94;0.99092;3.21;0.52;11.2;6
+5.8;0.15;0.32;1.2;0.037;14;119;0.99137;3.19;0.5;10.2;6
+5.6;0.32;0.33;7.4;0.037;25;95;0.99268;3.25;0.49;11.1;6
+6.1;0.33;0.32;7.8;0.052;52;183;0.99657;3.39;0.65;9.5;5
+7.1;0.32;0.3;9.9;0.041;63;192;0.99642;3.12;0.49;10.2;6
+6.2;0.23;0.35;0.7;0.051;24;111;0.9916;3.37;0.43;11;3
+8.9;0.3;0.35;4.6;0.032;32;148;0.99458;3.15;0.45;11.5;7
+6;0.14;0.17;5.6;0.036;37;127;0.99373;3.05;0.57;9.8;6
+6.8;0.24;0.29;9.5;0.042;56;157;0.99586;3.11;0.51;10.1;6
+6.7;0.21;0.48;14.8;0.05;31;195;0.99942;2.95;0.75;8.8;6
+8.9;0.3;0.35;4.6;0.032;32;148;0.99458;3.15;0.45;11.5;7
+6.1;0.3;0.3;2.1;0.031;50;163;0.9895;3.39;0.43;12.7;7
+7.2;0.37;0.4;11.6;0.032;34;214;0.9963;3.1;0.51;9.8;6
+6.7;0.64;0.3;1.2;0.03;18;76;0.9892;3.16;0.6;12.9;4
+7.2;0.37;0.4;11.6;0.032;34;214;0.9963;3.1;0.51;9.8;6
+6.1;0.3;0.3;2.1;0.031;50;163;0.9895;3.39;0.43;12.7;7
+7.6;0.28;0.49;20.15;0.06;30;145;1.00196;3.01;0.44;8.5;5
+6.3;0.29;0.28;4.7;0.059;28;81;0.99036;3.24;0.56;12.7;8
+6.2;0.28;0.28;4.3;0.026;22;105;0.989;2.98;0.64;13.1;8
+7.1;0.18;0.39;14.5;0.051;48;156;0.99947;3.35;0.78;9.1;5
+6.4;0.32;0.27;4.9;0.034;18;122;0.9916;3.36;0.71;12.5;6
+7.1;0.17;0.4;14.55;0.047;47;156;0.99945;3.34;0.78;9.1;6
+7.1;0.17;0.4;14.55;0.047;47;156;0.99945;3.34;0.78;9.1;6
+5.8;0.24;0.26;10.05;0.039;63;162;0.99375;3.33;0.5;11.2;6
+6.4;0.32;0.27;4.9;0.034;18;122;0.9916;3.36;0.71;12.5;6
+7.1;0.18;0.39;14.5;0.051;48;156;0.99947;3.35;0.78;9.1;5
+7.1;0.17;0.4;14.55;0.047;47;156;0.99945;3.34;0.78;9.1;6
+7.1;0.18;0.39;15.25;0.047;45;158;0.99946;3.34;0.77;9.1;6
+7.8;0.29;0.29;3.15;0.044;41;117;0.99153;3.24;0.35;11.5;5
+6.2;0.255;0.27;1.3;0.037;30;86;0.98834;3.05;0.59;12.9;7
+8.2;0.34;0.29;5.2;0.076;19;92;0.99138;2.95;0.39;12.5;6
+6.5;0.24;0.28;1.1;0.034;26;83;0.98928;3.25;0.33;12.3;6
+6.9;0.24;0.23;7.1;0.041;20;97;0.99246;3.1;0.85;11.4;6
+6.7;0.4;0.22;8.8;0.052;24;113;0.99576;3.22;0.45;9.4;5
+6.7;0.3;0.44;18.5;0.057;65;224;0.99956;3.11;0.53;9.1;5
+6.7;0.4;0.22;8.8;0.052;24;113;0.99576;3.22;0.45;9.4;5
+6.8;0.17;0.32;1.4;0.04;35;106;0.99026;3.16;0.66;12;5
+7.1;0.25;0.28;1.2;0.04;31;111;0.99174;3.18;0.53;11.1;5
+5.9;0.27;0.27;5;0.035;14;97;0.99058;3.1;0.33;11.8;7
+6;0.16;0.22;1.6;0.042;36;106;0.9905;3.24;0.32;11.4;6
+6.7;0.3;0.44;18.75;0.057;65;224;0.99956;3.11;0.53;9.1;5
+6.6;0.15;0.32;6;0.033;59;128;0.99192;3.19;0.71;12.1;8
+7.3;0.34;0.3;9.4;0.057;34;178;0.99554;3.15;0.44;10.4;6
+6;0.17;0.29;9.7;0.044;33;98;0.99536;3.12;0.36;9.2;6
+6.7;0.47;0.29;4.75;0.034;29;134;0.99056;3.29;0.46;13;7
+6.6;0.15;0.32;6;0.033;59;128;0.99192;3.19;0.71;12.1;8
+6.6;0.21;0.29;5.35;0.029;43;106;0.99112;2.93;0.43;11.5;7
+6.6;0.21;0.29;5.35;0.029;43;106;0.99112;2.93;0.43;11.5;7
+8;0.24;0.48;6.8;0.047;13;134;0.99616;3.23;0.7;10;5
+5.6;0.34;0.3;6.9;0.038;23;89;0.99266;3.25;0.49;11.1;6
+5.8;0.54;0;1.4;0.033;40;107;0.98918;3.26;0.35;12.4;5
+7.3;0.23;0.24;0.9;0.031;29;86;0.98926;2.9;0.38;12.2;6
+6;0.39;0.13;1.2;0.042;60;172;0.99114;3.06;0.52;10.6;5
+6.1;0.105;0.31;1.3;0.037;55;145;0.9912;3.41;0.41;11.1;7
+5.8;0.32;0.2;2.6;0.027;17;123;0.98936;3.36;0.78;13.9;7
+7.6;0.22;0.28;12;0.056;68;143;0.9983;2.99;0.3;9.2;6
+6.8;0.19;0.4;9.85;0.055;41;103;0.99532;2.98;0.56;10.5;6
+6.7;0.24;0.3;3.85;0.042;105;179;0.99189;3.04;0.59;11.3;8
+6.8;0.17;0.34;2;0.04;38;111;0.99;3.24;0.45;12.9;6
+6.2;0.3;0.31;1.6;0.035;40;106;0.98914;3.26;0.39;12.9;7
+6.9;0.29;0.41;7.8;0.046;52;171;0.99537;3.12;0.51;9.6;5
+6.8;0.19;0.34;1.9;0.04;41;108;0.99;3.25;0.45;12.9;6
+6.8;0.17;0.34;2;0.04;38;111;0.99;3.24;0.45;12.9;6
+6.6;0.24;0.27;10.3;0.047;54;219;0.99742;3.04;0.45;8.8;5
+6.6;0.16;0.36;1.1;0.031;27;93;0.98884;3.23;0.34;13.2;8
+7.6;0.22;0.28;12;0.056;68;143;0.9983;2.99;0.3;9.2;6
+6.7;0.24;0.3;3.85;0.042;105;179;0.99189;3.04;0.59;11.3;8
+6.8;0.19;0.4;9.85;0.055;41;103;0.99532;2.98;0.56;10.5;6
+6.7;0.16;0.36;2;0.045;24;131;0.99284;3.3;0.59;10.5;6
+6.5;0.3;0.27;4;0.038;37;97;0.99026;3.2;0.6;12.6;8
+6.5;0.22;0.19;1.1;0.064;36;191;0.99297;3.05;0.5;9.5;6
+6.2;0.36;0.45;10.4;0.06;22;184;0.99711;3.31;0.56;9.8;6
+6.2;0.37;0.24;6.1;0.032;19;86;0.98934;3.04;0.26;13.4;8
+7.6;0.31;0.24;1.8;0.037;39;150;0.9913;3.05;0.44;11.8;7
+6.2;0.36;0.45;10.4;0.06;22;184;0.99711;3.31;0.56;9.8;6
+5.9;0.32;0.28;4.7;0.039;34;94;0.98964;3.22;0.57;13.1;7
+6.5;0.3;0.27;4;0.038;37;97;0.99026;3.2;0.6;12.6;8
+5.8;0.22;0.3;1.1;0.047;36;131;0.992;3.26;0.45;10.4;5
+5.4;0.45;0.27;6.4;0.033;20;102;0.98944;3.22;0.27;13.4;8
+6.1;0.36;0.26;8.15;0.035;14;88;0.99031;3.06;0.27;13;7
+6.2;0.37;0.24;6.1;0.032;19;86;0.98934;3.04;0.26;13.4;8
+7.5;0.21;0.32;4.8;0.056;39;113;0.99393;3.11;0.52;10.2;7
+6.9;0.28;0.33;1.2;0.039;16;98;0.9904;3.07;0.39;11.7;6
+6.5;0.22;0.19;1.1;0.064;36;191;0.99297;3.05;0.5;9.5;6
+7.8;0.2;0.2;1.4;0.036;25;83;0.99088;3.03;0.46;11.7;6
+6.7;0.28;0.31;7.4;0.041;7;81;0.99254;3.04;0.47;11.4;8
+7.6;0.31;0.24;1.8;0.037;39;150;0.9913;3.05;0.44;11.8;7
+8;0.2;0.44;1;0.057;24;111;0.99158;3.09;0.32;11.2;6
+6;0.28;0.27;15.5;0.036;31;134;0.99408;3.19;0.44;13;7
+6;0.28;0.27;15.5;0.036;31;134;0.99408;3.19;0.44;13;7
+6.7;0.24;0.36;8.4;0.042;42;123;0.99473;3.34;0.52;10.9;6
+6.3;0.22;0.28;2.4;0.042;38;102;0.98998;3.14;0.37;11.6;7
+6;0.24;0.28;3.95;0.038;61;134;0.99146;3.3;0.54;11.3;7
+7.7;0.43;1;19.95;0.032;42;164;0.99742;3.29;0.5;12;6
+6.4;0.3;0.36;2;0.052;18;141;0.99273;3.38;0.53;10.5;6
+6.1;0.33;0.3;3;0.036;30;124;0.98922;3.31;0.4;13.1;7
+6;0.28;0.27;15.5;0.036;31;134;0.99408;3.19;0.44;13;7
+6.7;0.24;0.36;8.4;0.042;42;123;0.99473;3.34;0.52;10.9;6
+6.7;0.29;0.45;14.3;0.054;30;181;0.99869;3.14;0.57;9.1;5
+6.9;0.33;0.31;4.2;0.04;21;93;0.9896;3.18;0.48;13.4;7
+6.5;0.16;0.34;1.4;0.029;29;133;0.99108;3.33;0.64;11.5;7
+6;0.2;0.32;3;0.031;26;118;0.99134;3.38;0.68;11.2;7
+7.5;0.33;0.28;4.9;0.042;21;155;0.99385;3.36;0.57;10.9;6
+7.1;0.36;0.28;2.4;0.036;35;115;0.98936;3.19;0.44;13.5;7
+6.7;0.29;0.45;14.3;0.054;30;181;0.99869;3.14;0.57;9.1;5
+6.4;0.26;0.25;10.7;0.046;66;179;0.99606;3.17;0.55;9.9;6
+7;0.22;0.24;11;0.041;75;167;0.99508;2.98;0.56;10.5;6
+6.5;0.19;0.28;1.4;0.046;22;90;0.99038;3.18;0.51;11.7;7
+6.3;0.21;0.31;1.2;0.043;30;117;0.99158;3.49;0.68;11;6
+7.9;0.35;0.28;12.9;0.032;13;63;0.9932;2.99;0.43;13;6
+7.7;0.38;0.23;10.8;0.03;28;95;0.99164;2.93;0.41;13.6;6
+6.8;0.19;0.33;1.3;0.031;22;87;0.98987;3.08;0.62;12.3;7
+7.2;0.33;0.34;2;0.044;61;171;0.98947;3.25;0.53;13.3;7
+6.6;0.29;0.29;1.8;0.036;38;102;0.98819;3.08;0.42;13.7;7
+7.5;0.2;0.41;1.2;0.05;26;131;0.99133;3.19;0.52;11.1;5
+6.9;0.33;0.62;7.5;0.038;46;132;0.99143;3.23;0.43;13.4;7
+6;0.23;0.15;9.7;0.048;101;207;0.99571;3.05;0.3;9.1;5
+5.9;0.23;0.24;3.8;0.038;61;152;0.99139;3.31;0.5;11.3;7
+6.6;0.32;0.41;7.2;0.048;55;178;0.99537;3.2;0.46;9.4;5
+6;0.23;0.15;9.7;0.048;101;207;0.99571;3.05;0.3;9.1;5
+5.3;0.36;0.27;6.3;0.028;40;132;0.99186;3.37;0.4;11.6;6
+5.3;0.36;0.27;6.3;0.028;40;132;0.99186;3.37;0.4;11.6;6
+8.9;0.27;0.28;0.8;0.024;29;128;0.98984;3.01;0.35;12.4;6
+7.6;0.23;0.29;8.6;0.053;65;146;0.9963;3.11;0.32;9.8;6
+6.9;0.75;0.13;6.3;0.036;19;50;0.99312;3.09;0.25;11.1;4
+7.1;0.35;0.27;3.1;0.034;28;134;0.9897;3.26;0.38;13.1;7
+7.2;0.31;0.35;7.2;0.046;45;178;0.9955;3.14;0.53;9.7;5
+6.4;0.28;0.44;7.1;0.048;49;179;0.99528;3.15;0.48;9.2;5
+7.2;0.23;0.46;6.4;0.036;17;85;0.99279;3.1;0.78;11.7;6
+6.6;0.22;0.3;14.7;0.045;50;136;0.99704;3.14;0.37;10.6;6
+7.2;0.31;0.35;7.2;0.046;45;178;0.9955;3.14;0.53;9.7;5
+6.4;0.28;0.44;7.1;0.048;49;179;0.99528;3.15;0.48;9.2;5
+7.2;0.24;0.28;1.9;0.032;30;92;0.9914;3.1;0.39;10.9;6
+6.2;0.27;0.47;1.2;0.146;28;105;0.99224;3.23;0.51;10.1;5
+6.5;0.28;0.25;4.8;0.029;54;128;0.99074;3.17;0.44;12.2;7
+7.2;0.27;0.31;1.2;0.031;27;80;0.98892;3.03;0.33;12.7;6
+7.8;0.28;0.25;3.4;0.024;27;99;0.98959;2.98;0.37;13;6
+8.1;0.26;0.27;4.3;0.03;43;123;0.99212;3.16;0.33;11.2;6
+6.6;0.23;0.37;8.5;0.036;46;153;0.99576;3.2;0.48;9.4;6
+6;0.33;0.2;1.8;0.031;49;159;0.9919;3.41;0.53;11;6
+6;0.33;0.2;1.8;0.031;49;159;0.9919;3.41;0.53;11;6
+7.3;0.2;0.29;19.5;0.039;69;237;1.00037;3.1;0.48;9.2;6
+6.6;0.23;0.37;8.5;0.036;46;153;0.99576;3.2;0.48;9.4;6
+7.3;0.2;0.29;19.9;0.039;69;237;1.00037;3.1;0.48;9.2;6
+6.2;0.47;0.19;8.3;0.029;24;142;0.992;3.22;0.45;12.3;6
+6;0.33;0.2;1.8;0.031;49;159;0.9919;3.41;0.53;11;6
+7.2;0.14;0.32;1.1;0.022;48;116;0.99218;3.04;0.67;10;6
+5.7;0.22;0.22;16.65;0.044;39;110;0.99855;3.24;0.48;9;6
+5.7;0.22;0.22;16.65;0.044;39;110;0.99855;3.24;0.48;9;6
+5.7;0.22;0.22;16.65;0.044;39;110;0.99855;3.24;0.48;9;6
+8.1;0.2;0.28;0.9;0.023;49;87;0.99062;2.92;0.36;11.1;6
+5.8;0.14;0.15;6.1;0.042;27;123;0.99362;3.06;0.6;9.9;6
+4.8;0.21;0.21;10.2;0.037;17;112;0.99324;3.66;0.48;12.2;7
+8.1;0.2;0.28;0.9;0.023;49;87;0.99062;2.92;0.36;11.1;6
+5.7;0.22;0.22;16.65;0.044;39;110;0.99855;3.24;0.48;9;6
+7.5;0.34;0.24;3.85;0.031;5;34;0.99098;3.01;0.36;11.8;4
+6.6;0.64;0.28;4.4;0.032;19;78;0.99036;3.11;0.62;12.9;6
+7;0.48;0.12;4.5;0.05;23;86;0.99398;2.86;0.35;9;5
+7.6;0.37;0.34;3.2;0.028;42;162;0.9903;3.01;0.33;12.4;6
+7;0.48;0.12;4.5;0.05;23;86;0.99398;2.86;0.35;9;5
+6.6;0.64;0.28;4.4;0.032;19;78;0.99036;3.11;0.62;12.9;6
+8;0.25;0.27;9.7;0.036;15;85;0.99406;2.99;0.36;11.2;6
+7.6;0.38;0.28;4.2;0.029;7;112;0.9906;3;0.41;12.6;6
+6.9;0.26;0.27;4.2;0.031;20;80;0.99089;3.12;0.39;11.5;6
+7.8;0.15;0.34;1.1;0.035;31;93;0.99096;3.07;0.72;11.3;7
+8;0.25;0.27;9.7;0.036;15;85;0.99406;2.99;0.36;11.2;6
+6.9;0.26;0.27;4.2;0.031;20;80;0.99089;3.12;0.39;11.5;6
+5.9;0.655;0;5.6;0.033;8;31;0.9936;3.32;0.51;10.5;4
+7.6;0.38;0.28;4.2;0.029;7;112;0.9906;3;0.41;12.6;6
+7.8;0.31;0.4;1.6;0.027;20;87;0.9911;3.15;0.48;11.9;6
+8.1;0.17;0.21;1.6;0.036;24;119;0.99396;3.18;0.52;10.1;6
+6.8;0.18;0.28;1.1;0.027;32;112;0.99089;3.15;0.45;11;7
+7.4;0.28;0.36;14.6;0.048;35;161;0.9968;3.14;0.56;10.6;5
+7.3;0.23;0.27;2.6;0.035;39;120;0.99138;3.04;0.59;11.3;7
+6.7;0.22;0.22;1.2;0.038;5;124;0.99098;3.1;0.37;11.2;4
+7.4;0.25;0.28;7.25;0.028;14;78;0.99238;2.94;0.37;11.5;7
+7.5;0.3;0.21;6.55;0.026;33;143;0.99244;2.92;0.35;11.1;5
+7.2;0.26;0.24;7;0.023;19;130;0.99176;3.14;0.49;12.8;7
+6.3;0.32;0.32;1.5;0.037;12;76;0.98993;3.3;0.46;12.3;6
+7.7;0.24;0.3;1.4;0.041;15;102;0.9929;3.26;0.53;10.4;6
+7.4;0.25;0.28;7.25;0.028;14;78;0.99238;2.94;0.37;11.5;7
+7;0.24;0.35;1;0.032;42;104;0.98988;3.16;0.37;11.7;7
+5.8;0.28;0.28;4.2;0.044;52;158;0.992;3.35;0.44;10.7;7
+6.8;0.19;0.71;17.5;0.042;21;114;0.99784;2.85;0.5;9.5;6
+6.8;0.19;0.71;17.5;0.042;21;114;0.99784;2.85;0.5;9.5;6
+6.8;0.19;0.71;17.5;0.042;21;114;0.99784;2.85;0.5;9.5;6
+6.6;0.19;0.35;1.5;0.037;37;107;0.99006;3.18;0.68;12;7
+6.4;0.28;0.36;1.3;0.053;28;186;0.99211;3.31;0.45;10.8;5
+5.6;0.28;0.27;3.9;0.043;52;158;0.99202;3.35;0.44;10.7;7
+5.6;0.28;0.28;4.2;0.044;52;158;0.992;3.35;0.44;10.7;7
+6.8;0.19;0.32;7.6;0.049;37;107;0.99332;3.12;0.44;10.7;7
+7.2;0.16;0.29;1;0.031;40;123;0.98958;3.12;0.4;12.1;7
+6.6;0.17;0.28;1.1;0.034;55;108;0.98939;3;0.52;11.9;7
+6.6;0.19;0.28;11.8;0.042;54;137;0.99492;3.18;0.37;10.8;6
+5.8;0.2;0.24;1.4;0.033;65;169;0.99043;3.59;0.56;12.3;7
+6.6;0.39;0.38;9.7;0.053;49;226;0.99787;3.3;0.57;9.4;6
+6.8;0.12;0.3;12.9;0.049;32;88;0.99654;3.2;0.35;9.9;6
+6.6;0.295;0.24;1.6;0.039;29;140;0.99304;3.35;0.61;10.4;7
+6.6;0.26;0.24;7.2;0.038;28;137;0.9952;3.35;0.6;10.4;6
+7;0.32;0.27;7.1;0.027;37;122;0.99165;3.15;0.6;12.6;7
+7.4;0.36;0.23;1.9;0.017;31;69;0.9892;2.93;0.36;12.5;6
+6.7;0.35;0.48;8.8;0.056;35;167;0.99628;3.04;0.47;9.4;5
+6.4;0.38;0.24;7.2;0.047;41;151;0.99604;3.11;0.6;9.2;5
+6.8;0.14;0.18;1.4;0.047;30;90;0.99164;3.27;0.54;11.2;6
+7;0.16;0.25;14.3;0.044;27;149;0.998;2.91;0.46;9.2;6
+7;0.16;0.25;14.3;0.044;27;149;0.998;2.91;0.46;9.2;6
+6.7;0.35;0.48;8.8;0.056;35;167;0.99628;3.04;0.47;9.4;5
+6.8;0.14;0.18;1.4;0.047;30;90;0.99164;3.27;0.54;11.2;6
+6.8;0.16;0.18;1.8;0.046;31;114;0.99226;3.27;0.55;10.8;6
+7;0.16;0.25;14.3;0.044;27;149;0.998;2.91;0.46;9.2;6
+6.4;0.38;0.24;7.2;0.047;41;151;0.99604;3.11;0.6;9.2;5
+7.2;0.24;0.3;1.2;0.037;11;95;0.98914;2.96;0.36;12.5;6
+7.7;0.32;0.61;11.8;0.041;66;188;0.99794;3;0.54;9.3;5
+7;0.29;0.33;0.9;0.041;20;117;0.99048;3.21;0.5;11.4;5
+7.1;0.27;0.24;12.6;0.044;48;118;0.99726;3.04;0.56;10;7
+6.8;0.45;0.28;26.05;0.031;27;122;1.00295;3.06;0.42;10.6;6
+6.3;0.2;0.26;4.7;0.04;108;168;0.99278;3.07;0.75;10.7;7
+7.1;0.27;0.24;12.6;0.044;48;118;0.99726;3.04;0.56;10;7
+7.2;0.24;0.3;1.2;0.037;11;95;0.98914;2.96;0.36;12.5;6
+6.8;0.45;0.28;26.05;0.031;27;122;1.00295;3.06;0.42;10.6;6
+6.6;0.36;0.28;6.1;0.029;12;93;0.99054;3.19;0.27;12.8;7
+7.7;0.32;0.61;11.8;0.041;66;188;0.99794;3;0.54;9.3;5
+7;0.29;0.33;0.9;0.041;20;117;0.99048;3.21;0.5;11.4;5
+6.4;0.37;0.2;5.6;0.117;61;183;0.99459;3.24;0.43;9.5;5
+6.4;0.38;0.2;5.3;0.117;57;181;0.99459;3.24;0.43;9.5;6
+6.4;0.36;0.2;5.7;0.118;61;172;0.9946;3.24;0.43;9.5;6
+6.6;0.3;0.25;8;0.036;21;124;0.99362;3.06;0.38;10.8;6
+6.6;0.3;0.25;8;0.036;21;124;0.99362;3.06;0.38;10.8;6
+6.5;0.21;0.51;17.6;0.045;34;125;0.99966;3.2;0.47;8.8;6
+6.6;0.3;0.25;8;0.036;21;124;0.99362;3.06;0.38;10.8;6
+7.6;0.31;0.27;8.8;0.021;57;156;0.99442;3.08;0.38;11;7
+5.8;0.58;0;1.5;0.02;33;96;0.98918;3.29;0.38;12.4;6
+6.5;0.26;0.39;1.4;0.02;12;66;0.99089;3.25;0.75;11.3;7
+8.7;0.3;0.34;4.8;0.018;23;127;0.99474;3.12;0.49;11.2;7
+6.4;0.29;0.32;2.4;0.014;34;89;0.99008;3.24;0.66;12.5;7
+6.7;0.13;0.32;3.7;0.017;32;99;0.99348;3.12;0.44;10;6
+6.8;0.19;0.33;4.9;0.047;42;130;0.99283;3.12;0.56;11;6
+6;0.25;0.4;5.7;0.052;56;152;0.99398;3.16;0.88;10.5;6
+6;0.25;0.4;5.7;0.052;56;152;0.99398;3.16;0.88;10.5;6
+6.8;0.19;0.33;4.9;0.047;42;130;0.99283;3.12;0.56;11;6
+6.4;0.24;0.23;2;0.046;30;133;0.9908;3.12;0.54;11.4;7
+5.9;0.18;0.28;5.1;0.039;50;139;0.99165;3.16;0.44;11.3;6
+7.2;0.33;0.22;4.5;0.031;10;73;0.99076;2.97;0.52;12.2;7
+6.4;0.29;0.24;3.2;0.037;31;95;0.98942;2.9;0.66;12.6;7
+7.3;0.31;0.25;6.65;0.032;30;138;0.99244;2.9;0.37;11.1;5
+7;0.29;0.37;1.6;0.035;34;126;0.99058;3.26;0.47;12.3;6
+6.9;0.19;0.6;4;0.037;6;122;0.99255;2.92;0.59;10.4;4
+6.3;0.32;0.17;17.75;0.06;51;190;0.99916;3.13;0.48;8.8;6
+6.6;0.085;0.33;1.4;0.036;17;109;0.99306;3.27;0.61;9.5;6
+6.3;0.32;0.17;17.75;0.06;51;190;0.99916;3.13;0.48;8.8;6
+6.8;0.18;0.32;7.2;0.047;17;109;0.99498;3.42;0.44;10.4;6
+6.8;0.52;0.26;5.7;0.038;27;130;0.99;3.11;0.27;13;7
+7.1;0.28;0.28;8.5;0.03;25;191;0.99338;3.16;0.46;12.2;7
+5.7;0.15;0.47;11.4;0.035;49;128;0.99456;3.03;0.34;10.5;8
+5.8;0.275;0.3;5.4;0.043;41;149;0.9926;3.33;0.42;10.8;7
+5.4;0.53;0.16;2.7;0.036;34;128;0.98856;3.2;0.53;13.2;8
+5.8;0.32;0.28;4.3;0.032;46;115;0.98946;3.16;0.57;13;8
+6.7;0.22;0.39;1.2;0.049;26;152;0.99346;3.5;0.47;10;6
+6.1;0.6;0.12;1.8;0.05;11;76;0.99268;3.42;0.48;10.4;4
+6.5;0.26;0.31;1.3;0.034;59;145;0.98944;3.16;0.54;12.4;6
+5;0.29;0.54;5.7;0.035;54;155;0.98976;3.27;0.34;12.9;8
+5.4;0.53;0.16;2.7;0.036;34;128;0.98856;3.2;0.53;13.2;8
+6.8;0.21;0.26;11.7;0.038;61;152;0.99523;3.02;0.56;10.5;7
+5.8;0.32;0.28;4.3;0.032;46;115;0.98946;3.16;0.57;13;8
+6.5;0.27;0.26;11;0.03;2;82;0.99402;3.07;0.36;11.2;5
+5.9;0.37;0.32;1.6;0.029;41;102;0.98916;3.41;0.55;12.7;7
+6.2;0.21;0.18;11.6;0.044;61;155;0.99655;3.14;0.52;9.4;6
+6.8;0.3;0.29;6.2;0.025;29;95;0.99071;3.03;0.32;12.9;7
+7.3;0.41;0.29;1.8;0.032;26;74;0.98889;2.96;0.35;13;8
+5.4;0.3;0.3;1.2;0.029;25;93;0.98742;3.31;0.4;13.6;7
+6.6;0.34;0.2;1;0.053;26;112;0.99336;3.32;0.55;9.1;5
+5.6;0.25;0.19;2.4;0.049;42;166;0.992;3.25;0.43;10.4;6
+5.3;0.3;0.3;1.2;0.029;25;93;0.98742;3.31;0.4;13.6;7
+6.9;0.58;0.58;8.2;0.032;29;169;0.99275;3.28;0.44;12.2;6
+7.2;0.23;0.25;18.8;0.085;19;111;1.00044;3.1;0.51;8.7;5
+7.1;0.2;0.27;9.6;0.037;19;105;0.99444;3.04;0.37;10.5;7
+6.8;0.15;0.41;12.9;0.044;79.5;183;0.99742;3.24;0.78;10.2;6
+7;0.22;0.26;9.2;0.027;37;122;0.99228;3.06;0.34;12.5;8
+6.4;0.16;0.44;1.2;0.051;39;122;0.99058;3.11;0.75;11.3;7
+6.8;0.15;0.41;12.9;0.044;79.5;183;0.99742;3.24;0.78;10.2;6
+6.8;0.31;0.3;8;0.028;33;122;0.99164;3.13;0.63;12.6;7
+6.8;0.15;0.41;12.9;0.044;79.5;183;0.99742;3.24;0.78;10.2;6
+7.6;0.3;0.37;1.6;0.087;27;177;0.99438;3.09;0.5;9.8;5
+6;0.16;0.27;12;0.03;39;98;0.99402;3.15;0.34;10.8;5
+7.1;0.21;0.35;2.5;0.04;41;186;0.99128;3.32;0.56;12.5;6
+7;0.22;0.26;9.2;0.027;37;122;0.99228;3.06;0.34;12.5;8
+5.6;0.21;0.24;4.4;0.027;37;150;0.991;3.3;0.31;11.5;7
+7.4;0.22;0.26;8.8;0.027;23;112;0.9931;2.98;0.41;11.4;6
+7.1;0.2;0.27;9.6;0.037;19;105;0.99444;3.04;0.37;10.5;7
+6.8;0.31;0.3;8;0.028;33;122;0.99164;3.13;0.63;12.6;7
+7.2;0.23;0.25;18.8;0.085;19;111;1.00044;3.1;0.51;8.7;5
+6.4;0.15;0.4;1.3;0.053;61;146;0.99112;3.17;0.68;11;6
+6.4;0.16;0.44;1.2;0.051;39;122;0.99058;3.11;0.75;11.3;7
+6.8;0.15;0.41;12.9;0.044;79.5;182;0.99742;3.24;0.78;10.2;6
+6.3;0.22;0.34;1.2;0.036;32;96;0.98961;3.06;0.74;11.6;6
+7.6;0.3;0.37;1.6;0.087;27;177;0.99438;3.09;0.5;9.8;5
+7;0.3;0.27;1.5;0.076;24;145;0.99344;3.1;0.52;10.1;5
+6.6;0.26;0.22;18.15;0.05;23;139;0.99904;3.06;0.5;9.2;5
+7.5;0.24;0.31;13.1;0.05;26;180;0.99884;3.05;0.53;9.1;6
+7.5;0.24;0.31;13.1;0.05;26;180;0.99884;3.05;0.53;9.1;6
+7.5;0.24;0.31;13.1;0.05;26;180;0.99884;3.05;0.53;9.1;6
+7.5;0.24;0.31;13.1;0.05;26;180;0.99884;3.05;0.53;9.1;6
+6.6;0.15;0.34;1;0.037;45;79;0.98949;2.96;0.5;11.7;6
+6.7;0.34;0.43;1.6;0.041;29;114;0.99014;3.23;0.44;12.6;6
+7.7;0.35;0.46;11.8;0.088;61;183;0.99786;2.86;0.47;9;5
+6.7;0.31;0.09;1.4;0.039;53;141;0.99206;3.12;0.44;10.1;5
+4.7;0.67;0.09;1;0.02;5;9;0.98722;3.3;0.34;13.6;5
+7.5;0.24;0.31;13.1;0.05;26;180;0.99884;3.05;0.53;9.1;6
+6.3;0.2;0.18;10.6;0.045;57;159;0.99666;3.09;0.54;9.2;5
+6.6;0.28;0.23;10.4;0.049;45;190;0.99754;3.12;0.51;8.8;5
+8.5;0.18;0.3;1.1;0.028;34;95;0.99272;2.83;0.36;10;4
+6.5;0.35;0.38;7.4;0.036;20;196;0.99712;3.47;0.48;9.1;6
+6.8;0.22;0.26;1.2;0.041;29;182;0.99104;3.04;0.35;11.2;5
+6.3;0.18;0.24;3.4;0.053;20;119;0.99373;3.11;0.52;9.2;6
+6.6;0.26;0.22;18.15;0.05;23;139;0.99904;3.06;0.5;9.2;5
+6.6;0.3;0.45;8;0.038;54;200;0.9956;3.18;0.48;9.5;5
+6.3;0.34;0.27;2.5;0.024;40;152;0.99095;3.35;0.6;11.9;7
+7.7;0.3;0.23;2;0.068;28;138;0.99382;3.11;0.62;9.8;5
+7.7;0.31;0.23;2;0.069;29;134;0.99382;3.11;0.62;9.8;5
+5.7;0.265;0.28;6.9;0.036;46;150;0.99299;3.36;0.44;10.8;7
+5.4;0.255;0.33;1.2;0.051;29;122;0.99048;3.37;0.66;11.3;6
+6.6;0.26;0.28;9.4;0.028;13;121;0.99254;3.17;0.34;12.1;6
+4.8;0.17;0.28;2.9;0.03;22;111;0.9902;3.38;0.34;11.3;7
+5.7;0.265;0.28;6.9;0.036;46;150;0.99299;3.36;0.44;10.8;7
+6.2;0.2;0.33;5.4;0.028;21;75;0.99012;3.36;0.41;13.5;7
+7.5;0.28;0.41;1.3;0.044;11;126;0.99293;3.28;0.45;10.3;5
+6.2;0.22;0.2;20.8;0.035;58;184;1.00022;3.11;0.53;9;6
+7;0.34;0.26;10.3;0.041;51;166;0.99382;3.08;0.35;11.6;6
+7.5;0.28;0.41;1.3;0.044;11;126;0.99293;3.28;0.45;10.3;5
+6.5;0.19;0.34;1.6;0.029;39;116;0.98954;3.21;0.68;12.5;6
+6;0.21;0.29;13.1;0.042;28;125;0.99936;3.39;0.45;8.6;5
+6.1;0.22;0.46;1.8;0.16;34;74;0.9884;3.19;0.33;13.4;6
+6.5;0.32;0.48;8;0.026;18;88;0.99144;3.22;0.79;12.7;4
+7.1;0.21;0.72;1.6;0.167;65;120;0.99324;2.97;0.51;9.2;5
+5.6;0.26;0.18;1.4;0.034;18;135;0.99174;3.32;0.35;10.2;6
+7;0.15;0.28;14.7;0.051;29;149;0.99792;2.96;0.39;9;7
+7;0.15;0.28;14.7;0.051;29;149;0.99792;2.96;0.39;9;7
+7;0.15;0.28;14.7;0.051;29;149;0.99792;2.96;0.39;9;7
+7;0.15;0.28;14.7;0.051;29;149;0.99792;2.96;0.39;9;7
+7;0.15;0.28;14.7;0.051;29;149;0.99792;2.96;0.39;9;7
+7;0.15;0.28;14.7;0.051;29;149;0.99792;2.96;0.39;9;7
+7;0.15;0.28;14.7;0.051;29;149;0.99792;2.96;0.39;9;7
+7.4;0.27;0.28;1.8;0.04;45;121;0.99043;3.02;0.4;11.9;5
+6.8;0.22;0.3;10.6;0.07;67;194;0.99654;2.89;0.42;9;6
+6.2;0.24;0.25;12.5;0.055;47;134;0.99758;3.3;0.51;9;5
+6.3;0.28;0.29;6.8;0.051;40;143;0.99374;3.43;0.59;11;6
+7;0.15;0.28;14.7;0.051;29;149;0.99792;2.96;0.39;9;7
+5.5;0.17;0.23;2.9;0.039;10;108;0.99243;3.28;0.5;10;5
+6.5;0.26;0.34;1.4;0.04;25;184;0.99216;3.29;0.46;10.7;5
+6.6;0.27;0.33;1.4;0.042;24;183;0.99215;3.29;0.46;10.7;5
+5.4;0.46;0.15;2.1;0.026;29;130;0.98953;3.39;0.77;13.4;8
+7.8;0.19;0.32;7.4;0.015;47;124;0.99278;2.99;0.39;11;6
+5.5;0.17;0.23;2.9;0.039;10;108;0.99243;3.28;0.5;10;5
+6.5;0.26;0.34;1.4;0.04;25;184;0.99216;3.29;0.46;10.7;5
+6.6;0.27;0.33;1.4;0.042;24;183;0.99215;3.29;0.46;10.7;5
+7.8;0.19;0.32;7.4;0.015;47;124;0.99278;2.99;0.39;11;6
+7.8;0.2;0.32;5;0.016;31;101;0.99186;2.99;0.39;11;6
+6.1;0.17;0.28;2.5;0.028;22;98;0.99072;3.16;0.37;11.1;7
+7.4;0.2;0.35;6.1;0.025;10;40;0.99244;2.79;0.52;10.9;5
+6.7;0.39;0.24;2.7;0.017;22;80;0.99084;3.03;0.37;11.5;5
+5.4;0.46;0.15;2.1;0.026;29;130;0.98953;3.39;0.77;13.4;8
+6.9;0.4;0.17;12.9;0.033;59;186;0.99754;3.08;0.49;9.4;5
+6.9;0.4;0.17;12.9;0.033;59;186;0.99754;3.08;0.49;9.4;5
+6.9;0.4;0.17;12.9;0.033;59;186;0.99754;3.08;0.49;9.4;5
+6.3;0.24;0.29;13.7;0.035;53;134;0.99567;3.17;0.38;10.6;6
+6.9;0.4;0.17;12.9;0.033;59;186;0.99754;3.08;0.49;9.4;5
+7.4;0.27;0.31;2.4;0.014;15;143;0.99094;3.03;0.65;12;4
+6.1;0.27;0.28;9.8;0.042;61;125;0.99532;3.14;0.42;10.2;6
+6.3;0.24;0.29;13.7;0.035;53;134;0.99567;3.17;0.38;10.6;6
+5;0.61;0.12;1.3;0.009;65;100;0.9874;3.26;0.37;13.5;5
+6.7;0.42;0.39;12.1;0.04;61;248;0.99794;3.31;0.58;9.7;5
+6.5;0.33;0.28;6.1;0.018;41;103;0.99122;3.24;0.32;12.2;6
+6.9;0.33;0.31;7.7;0.04;29;135;0.99226;3.11;0.57;12.3;5
+6.5;0.33;0.28;6.1;0.018;41;103;0.99122;3.24;0.32;12.2;6
+6.3;0.15;0.3;1.4;0.022;38;100;0.99099;3.42;0.57;11.4;7
+6.5;0.32;0.45;7.7;0.022;31;97;0.99134;3.2;0.7;12.7;7
+6.7;0.42;0.39;12.1;0.04;61;248;0.99794;3.31;0.58;9.7;5
+7.4;0.25;0.29;6.8;0.02;31;113;0.99338;3.13;0.29;10.8;6
+7.6;0.27;0.3;9.2;0.018;23;96;0.9938;3.08;0.29;11;6
+6.4;0.27;0.45;8.3;0.05;52;196;0.9955;3.18;0.48;9.5;5
+6.5;0.25;0.27;17.4;0.064;29;140;0.99776;3.2;0.49;10.1;6
+5.6;0.19;0.31;2.7;0.027;11;100;0.98964;3.46;0.4;13.2;7
+7.4;0.29;0.48;12.8;0.037;61.5;182;0.99808;3.02;0.34;8.8;5
+6.4;0.34;0.44;8.2;0.043;54;201;0.99551;3.18;0.48;9.5;5
+6.6;0.27;0.52;8.1;0.044;53;202;0.99548;3.18;0.48;9.5;5
+6.6;0.26;0.52;8.2;0.047;52;191;0.99541;3.16;0.47;9.5;6
+6.4;0.27;0.45;8.3;0.05;52;196;0.9955;3.18;0.48;9.5;5
+6.5;0.26;0.5;8;0.051;46;197;0.99536;3.18;0.47;9.5;5
+6.8;0.25;0.3;11.8;0.043;53;133;0.99524;3.03;0.58;10.4;6
+6.3;0.32;0.26;12;0.049;63;170;0.9961;3.14;0.55;9.9;6
+5.5;0.24;0.45;1.7;0.046;22;113;0.99224;3.22;0.48;10;5
+6.5;0.25;0.27;17.4;0.064;29;140;0.99776;3.2;0.49;10.1;6
+6.6;0.13;0.29;13.9;0.056;33;95;0.99702;3.17;0.39;9.4;6
+7;0.39;0.21;10.7;0.098;13;91;0.99657;3.03;0.47;9.3;5
+7.9;0.21;0.39;2;0.057;21;138;0.99176;3.05;0.52;10.9;5
+7;0.3;0.28;2.2;0.042;21;177;0.99166;3.2;0.57;11.4;5
+8.1;0.2;0.3;1.3;0.036;7;49;0.99242;2.99;0.73;10.3;5
+8.3;0.18;0.3;1.1;0.033;20;57;0.99109;3.02;0.51;11;6
+7.9;0.21;0.39;2;0.057;21;138;0.99176;3.05;0.52;10.9;5
+7.2;0.17;0.34;6.4;0.042;16;111;0.99278;2.99;0.4;10.8;6
+8.1;0.2;0.3;1.3;0.036;7;49;0.99242;2.99;0.73;10.3;5
+8.3;0.18;0.3;1.1;0.033;20;57;0.99109;3.02;0.51;11;6
+7;0.39;0.21;10.7;0.098;13;91;0.99657;3.03;0.47;9.3;5
+6.8;0.21;0.62;6.4;0.041;7;113;0.99358;2.96;0.59;10.2;5
+6.9;0.21;0.62;6.3;0.042;7;109;0.99358;2.96;0.59;10.2;6
+7.2;0.17;0.34;6.4;0.042;16;111;0.99278;2.99;0.4;10.8;6
+6.8;0.26;0.34;15.1;0.06;42;162;0.99705;3.24;0.52;10.5;3
+7.2;0.28;0.38;2;0.052;23;156;0.9912;3.13;0.52;11.1;5
+7.9;0.21;0.39;2;0.057;21;138;0.99176;3.05;0.52;10.9;5
+7;0.3;0.28;2.2;0.042;21;177;0.99166;3.2;0.57;11.4;5
+7.4;0.34;0.28;12.1;0.049;31;149;0.99677;3.22;0.49;10.3;5
+6.3;0.43;0.32;8.8;0.042;18;106;0.99172;3.28;0.33;12.9;7
+6.8;0.41;0.3;8.8;0.045;28;131;0.9953;3.12;0.59;9.9;5
+6.3;0.4;0.24;5.1;0.036;43;131;0.99186;3.24;0.44;11.3;6
+5.1;0.35;0.26;6.8;0.034;36;120;0.99188;3.38;0.4;11.5;6
+5.1;0.35;0.26;6.8;0.034;36;120;0.99188;3.38;0.4;11.5;6
+6.3;0.3;0.2;3.7;0.039;34;132;0.99158;3;0.38;10.7;5
+6.9;0.28;0.28;12.2;0.042;52;139;0.99522;3.03;0.56;10.4;6
+7;0.33;0.28;5.7;0.033;39;204;0.99176;3.17;0.64;12.5;6
+6.7;0.26;0.49;8.1;0.052;48;197;0.99558;3.19;0.48;9.5;5
+7.3;0.24;0.3;2.5;0.042;31;104;0.9911;3.05;0.56;11.3;7
+6.7;0.46;0.21;4;0.034;12;88;0.99016;3.26;0.54;13;6
+5.1;0.35;0.26;6.8;0.034;36;120;0.99188;3.38;0.4;11.5;6
+5.1;0.23;0.18;1;0.053;13;99;0.98956;3.22;0.39;11.5;5
+6.3;0.4;0.24;5.1;0.036;43;131;0.99186;3.24;0.44;11.3;6
+7.1;0.44;0.23;5.8;0.035;24;100;0.99062;3.15;0.57;13.2;7
+4.8;0.26;0.23;10.6;0.034;23;111;0.99274;3.46;0.28;11.5;7
+6.8;0.31;0.19;3.5;0.086;30;130;0.993;2.83;0.44;9.6;5
+6.8;0.31;0.19;3.5;0.086;30;130;0.993;2.83;0.44;9.6;5
+7;0.15;0.29;16.4;0.058;45;110;0.9978;3.15;0.37;9.7;6
+6.5;0.41;0.22;4.8;0.052;49;142;0.9946;3.14;0.62;9.2;5
+6.2;0.31;0.23;3.3;0.052;34;113;0.99429;3.16;0.48;8.4;5
+8;0.27;0.33;1.2;0.05;41;103;0.99002;3;0.45;12.4;6
+8;0.27;0.33;1.2;0.05;41;103;0.99002;3;0.45;12.4;6
+6.5;0.41;0.22;4.8;0.052;49;142;0.9946;3.14;0.62;9.2;5
+6.2;0.31;0.23;3.3;0.052;34;113;0.99429;3.16;0.48;8.4;5
+6.7;0.37;0.25;2.5;0.028;24;84;0.9909;3.14;0.36;11.7;6
+6.6;0.21;0.5;8.7;0.036;41;191;0.99294;2.96;0.56;11;6
+7.5;0.26;0.31;1.6;0.032;36;109;0.99044;2.97;0.43;11.9;6
+7.5;0.34;0.28;4;0.028;46;100;0.98958;3.2;0.5;13.2;7
+6.7;0.37;0.25;2.5;0.028;24;84;0.9909;3.14;0.36;11.7;6
+6.4;0.32;0.23;16.2;0.055;36;176;0.9986;3.26;0.54;9.1;5
+6.7;0.24;0.32;9;0.023;20;109;0.99262;3.34;0.35;12.6;6
+6.4;0.32;0.23;16.2;0.055;36;176;0.9986;3.26;0.54;9.1;5
+7.1;0.39;0.79;1.4;0.194;23;90;0.99212;3.17;0.46;10.5;6
+8.2;0.31;0.43;7;0.047;18;87;0.99628;3.23;0.64;10.6;5
+6.7;0.24;0.32;9;0.023;20;109;0.99262;3.34;0.35;12.6;6
+5.9;0.17;0.29;3.1;0.03;32;123;0.98913;3.41;0.33;13.7;7
+5.9;0.2;0.23;1.5;0.037;38;93;0.99021;3.36;0.49;12;6
+6.6;0.32;0.26;4.6;0.031;26;120;0.99198;3.4;0.73;12.5;7
+5.9;0.12;0.27;4.8;0.03;40;110;0.99226;3.55;0.68;12.1;6
+5.9;0.18;0.29;4.6;0.032;68;137;0.99159;3.21;0.38;11.3;6
+5.9;0.2;0.23;1.5;0.037;38;93;0.99021;3.36;0.49;12;6
+5.4;0.17;0.27;2.7;0.049;28;104;0.99224;3.46;0.55;10.3;6
+6.1;0.21;0.3;6.3;0.039;47;136;0.99068;3.27;0.31;12.7;6
+7.3;0.25;0.26;7.2;0.048;52;207;0.99587;3.12;0.37;9.2;5
+7.3;0.25;0.26;7.2;0.048;52;207;0.99587;3.12;0.37;9.2;5
+6.2;0.22;0.3;12.4;0.054;108;152;0.99728;3.1;0.47;9.5;6
+6.5;0.27;0.19;6.6;0.045;98;175;0.99364;3.16;0.34;10.1;6
+6.5;0.27;0.19;6.6;0.045;98;175;0.99364;3.16;0.34;10.1;6
+6.6;0.39;0.22;4;0.038;17;98;0.99018;3.25;0.53;13;7
+6;0.31;0.38;4.8;0.04;41;101;0.98968;3.24;0.56;13.1;6
+8.4;0.23;0.32;1.3;0.048;59;113;0.99178;3.1;0.55;11;6
+7.3;0.25;0.26;7.2;0.048;52;207;0.99587;3.12;0.37;9.2;5
+6;0.22;0.25;11.1;0.056;112;177;0.9961;3.08;0.36;9.4;6
+6.2;0.22;0.3;12.4;0.054;108;152;0.99728;3.1;0.47;9.5;6
+6.1;0.23;0.27;9.8;0.055;74;134;0.99534;3.16;0.4;10.2;6
+6.5;0.27;0.19;6.6;0.045;98;175;0.99364;3.16;0.34;10.1;6
+7.3;0.36;0.54;13.3;0.054;63;193;0.99864;3.06;0.49;8.6;4
+7.6;0.37;0.51;11.7;0.094;58;181;0.99776;2.91;0.51;9;5
+6.7;0.26;0.51;8;0.062;50;194;0.99545;3.13;0.5;9.6;5
+7.4;0.22;0.27;1.6;0.057;45;98;0.99299;3.29;0.44;9.9;7
+6.1;0.22;0.28;16.55;0.059;54;135;0.99665;3.2;0.38;10.5;5
+7.1;0.28;0.31;1.5;0.053;20;98;0.99069;3.15;0.5;11.4;5
+6.5;0.35;0.31;10.2;0.069;58;170;0.99692;3.18;0.49;9.4;5
+6.8;0.73;0.2;6.6;0.054;25;65;0.99324;3.12;0.28;11.1;4
+6;0.28;0.24;17.8;0.047;42;111;0.99896;3.1;0.45;8.9;6
+6;0.28;0.24;17.8;0.047;42;111;0.99896;3.1;0.45;8.9;6
+7.1;0.2;0.37;1.5;0.049;28;129;0.99226;3.15;0.52;10.8;5
+6.8;0.33;0.31;7.4;0.045;34;143;0.99226;3.06;0.55;12.2;6
+6;0.28;0.24;17.8;0.047;42;111;0.99896;3.1;0.45;8.9;6
+7.2;0.24;0.36;2;0.029;21;63;0.99076;3.13;0.63;12.5;6
+6.8;0.33;0.31;7.4;0.045;34;143;0.99226;3.06;0.55;12.2;6
+7.2;0.24;0.36;2;0.029;21;63;0.99076;3.13;0.63;12.5;6
+6;0.28;0.24;17.8;0.047;42;111;0.99896;3.1;0.45;8.9;6
+6.2;0.27;0.26;12.1;0.046;43;127;0.9951;3.16;0.37;10.8;6
+6.4;0.38;0.26;8.2;0.043;28;98;0.99234;2.99;0.31;11.4;6
+7.1;0.2;0.37;1.5;0.049;28;129;0.99226;3.15;0.52;10.8;5
+6;0.21;0.3;8.7;0.036;47;127;0.99368;3.18;0.39;10.6;5
+7;0.34;0.1;3.5;0.044;17;63;0.9937;3.01;0.39;9.2;5
+5.9;0.435;0.16;6.4;0.031;21;134;0.99151;3.24;0.46;12.2;6
+7;0.25;0.33;2.1;0.021;17;76;0.99021;3.26;0.45;12.3;6
+6.7;0.26;0.29;7.7;0.038;40;179;0.99479;3.23;0.56;10.4;6
+7;0.24;0.3;12.3;0.035;72;172;0.9954;2.99;0.57;10.4;6
+8.5;0.23;0.34;1.3;0.035;54;110;0.99176;3.07;0.55;11;7
+6;0.21;0.3;8.7;0.036;47;127;0.99368;3.18;0.39;10.6;5
+7;0.34;0.1;3.5;0.044;17;63;0.9937;3.01;0.39;9.2;5
+4.8;0.65;0.12;1.1;0.013;4;10;0.99246;3.32;0.36;13.5;4
+6.1;0.22;0.38;2.8;0.144;12;65;0.9908;2.95;0.64;11.4;6
+5.8;0.27;0.26;3.5;0.071;26;69;0.98994;3.1;0.38;11.5;6
+5;0.455;0.18;1.9;0.036;33;106;0.98746;3.21;0.83;14;7
+6.5;0.33;0.3;3.8;0.036;34;88;0.99028;3.25;0.63;12.5;7
+6.5;0.33;0.3;3.8;0.036;34;88;0.99028;3.25;0.63;12.5;7
+6.7;0.31;0.3;2.4;0.038;30;83;0.98867;3.09;0.36;12.8;7
+6.2;0.39;0.24;4.8;0.037;45;138;0.99174;3.23;0.43;11.2;7
+6.2;0.39;0.24;4.8;0.037;45;138;0.99174;3.23;0.43;11.2;7
+7.1;0.37;0.3;6.2;0.04;49;139;0.99021;3.17;0.27;13.6;6
+7.2;0.23;0.82;1.3;0.149;70;109;0.99304;2.93;0.42;9.2;6
+6.5;0.33;0.3;3.8;0.036;34;88;0.99028;3.25;0.63;12.5;7
+7.2;0.25;0.32;1.5;0.054;24;105;0.99154;3.17;0.48;11.1;6
+6.2;0.39;0.24;4.8;0.037;45;138;0.99174;3.23;0.43;11.2;7
+4.7;0.455;0.18;1.9;0.036;33;106;0.98746;3.21;0.83;14;7
+7.1;0.37;0.3;6.2;0.04;49;139;0.99021;3.17;0.27;13.6;6
+6.2;0.28;0.51;7.9;0.056;49;206;0.9956;3.18;0.52;9.4;5
+6.4;0.35;0.28;1.6;0.037;31;113;0.98779;3.12;0.4;14.2;7
+6.6;0.31;0.28;1.4;0.035;28;107;0.98836;3;0.4;13.2;6
+7.4;0.25;0.37;2.6;0.05;24;132;0.99138;3.04;0.53;11.2;6
+7.3;0.36;0.34;14.8;0.057;46;173;0.99751;3.14;0.57;10.2;5
+6.7;0.31;0.3;2.4;0.038;30;83;0.98867;3.09;0.36;12.8;7
+8.6;0.31;0.3;0.9;0.045;16;109;0.99249;2.95;0.39;10.1;5
+8.6;0.31;0.3;0.9;0.045;16;109;0.99249;2.95;0.39;10.1;5
+8.6;0.22;0.33;1.2;0.031;38;95;0.99239;2.83;0.31;10.3;5
+6.9;0.14;0.29;9.9;0.056;30;91;0.99512;3.19;0.33;9.9;6
+6.5;0.22;0.31;3.9;0.046;17;106;0.99098;3.15;0.31;11.5;5
+6.6;0.32;0.47;15.6;0.063;27;173;0.99872;3.18;0.56;9;5
+6.6;0.32;0.47;15.6;0.063;27;173;0.99872;3.18;0.56;9;5
+6.1;0.28;0.26;1.5;0.03;25;101;0.98894;3.03;0.41;12.1;6
+6.2;0.3;0.28;1.6;0.036;28;106;0.988245;3.14;0.41;13.3;6
+6.9;0.22;0.28;7.8;0.05;43;116;0.99326;3.22;0.6;11.5;8
+8.7;0.31;0.21;5.6;0.039;28;67;0.99328;2.96;0.52;11;4
+7.3;0.27;0.3;1.3;0.04;26;84;0.99222;3.28;0.53;10.7;6
+7;0.46;0.2;16.7;0.046;50;184;0.99898;3.08;0.56;9.4;5
+5.7;0.23;0.25;7.95;0.042;16;108;0.99486;3.44;0.61;10.3;6
+6.5;0.36;0.36;6.7;0.185;51.5;151;0.99528;3.17;0.42;9.3;5
+8.2;0.18;0.38;1.1;0.04;41;92;0.99062;2.88;0.6;12;6
+6.2;0.27;0.32;6.3;0.048;47;159;0.99282;3.21;0.6;11;6
+6.9;0.4;0.37;8.9;0.053;36;148;0.996;3.16;0.5;9.3;5
+4.9;0.345;0.34;1;0.068;32;143;0.99138;3.24;0.4;10.1;5
+7.2;0.23;0.39;1.5;0.053;26;106;0.99166;3.18;0.47;11.1;6
+6.4;0.2;0.15;6.6;0.046;26;113;0.99408;2.99;0.58;9.9;6
+6.1;0.27;0.32;6.2;0.048;47;161;0.99281;3.22;0.6;11;6
+6.2;0.27;0.32;6.3;0.048;47;159;0.99282;3.21;0.6;11;6
+6;0.3;0.33;2.1;0.042;31;127;0.98964;3.32;0.42;12.5;6
+6.1;0.3;0.32;2.2;0.042;41;142;0.98952;3.31;0.44;12.7;7
+5.7;0.14;0.3;5.4;0.045;26;105;0.99469;3.32;0.45;9.3;5
+6.9;0.4;0.37;8.9;0.053;36;148;0.996;3.16;0.5;9.3;5
+4.9;0.345;0.34;1;0.068;32;143;0.99138;3.24;0.4;10.1;5
+6.3;0.33;0.2;17.9;0.066;36;161;0.9991;3.14;0.51;8.8;5
+7;0.16;0.3;2.6;0.043;34;90;0.99047;2.88;0.47;11.2;6
+8.4;0.22;0.3;1.3;0.038;45;122;0.99178;3.13;0.54;10.8;7
+6.3;0.33;0.2;17.9;0.066;36;161;0.9991;3.14;0.51;8.8;5
+7;0.16;0.3;2.6;0.043;34;90;0.99047;2.88;0.47;11.2;6
+5.4;0.24;0.18;2.3;0.05;22;145;0.99207;3.24;0.46;10.3;5
+7.7;0.31;0.36;4.3;0.026;15;87;0.99152;3.11;0.48;12;5
+5.6;0.185;0.19;7.1;0.048;36;110;0.99438;3.26;0.41;9.5;6
+5.6;0.185;0.19;7.1;0.048;36;110;0.99438;3.26;0.41;9.5;6
+6.6;0.43;0.24;11.9;0.04;54;159;0.99622;3.14;0.54;9.8;6
+7.6;0.39;0.46;11.7;0.084;55;170;0.99773;2.91;0.51;9;5
+7.2;0.58;0.27;5.8;0.032;40;118;0.99088;3.17;0.53;13;7
+6;0.34;0.32;3.8;0.044;13;116;0.99108;3.39;0.44;11.8;7
+7.5;0.35;0.48;12.4;0.056;61;176.5;0.99803;2.97;0.52;8.8;5
+7.3;0.38;0.23;6.5;0.05;18;102;0.99304;3.1;0.55;11.2;4
+5.4;0.185;0.19;7.1;0.048;36;110;0.99438;3.26;0.41;9.5;6
+6.3;0.27;0.51;7.6;0.049;35;200;0.99548;3.16;0.54;9.4;4
+6.5;0.29;0.52;7.9;0.049;35;192;0.99551;3.16;0.51;9.5;6
+6.4;0.17;0.3;2.8;0.034;33;125;0.99152;3.03;0.49;10.4;6
+6.7;0.18;0.31;10.6;0.035;42;143;0.99572;3.08;0.49;9.8;7
+6.4;0.17;0.3;2.8;0.034;33;125;0.99152;3.03;0.49;10.4;6
+6.8;0.37;0.67;1.5;0.175;16;98;0.99244;3.06;0.56;10.3;6
+6.3;0.27;0.51;7.6;0.049;35;200;0.99548;3.16;0.54;9.4;4
+6.5;0.29;0.52;7.9;0.049;35;192;0.99551;3.16;0.51;9.5;6
+6.1;0.24;0.26;1.7;0.033;61;134;0.9903;3.19;0.81;11.9;7
+7;0.32;0.29;7.6;0.025;35;124;0.99162;3.15;0.65;12.8;7
+6.9;0.27;0.25;7.5;0.03;18;117;0.99116;3.09;0.38;13;6
+6.5;0.29;0.53;1.7;0.04;41;192;0.9922;3.26;0.59;10.4;7
+6.5;0.29;0.52;1.7;0.034;41;193;0.99223;3.25;0.59;10.4;6
+6.1;0.22;0.25;12.1;0.035;54;135;0.99481;3.21;0.4;10.7;5
+6.3;0.22;0.27;4.5;0.036;81;157;0.9928;3.05;0.76;10.7;7
+6.1;0.24;0.26;1.7;0.033;61;134;0.9903;3.19;0.81;11.9;7
+5.6;0.23;0.25;8;0.043;31;101;0.99429;3.19;0.42;10.4;6
+7;0.32;0.29;7.6;0.025;35;124;0.99162;3.15;0.65;12.8;7
+6.8;0.11;0.27;8.6;0.044;45;104;0.99454;3.2;0.37;9.9;6
+6.8;0.11;0.27;8.6;0.044;45;104;0.99454;3.2;0.37;9.9;6
+7.3;0.23;0.41;14.6;0.048;73;223;0.99863;3.16;0.71;9.4;6
+6.1;0.2;0.17;1.6;0.048;46;129;0.991;3.3;0.43;11.4;6
+6.8;0.11;0.27;8.6;0.044;45;104;0.99454;3.2;0.37;9.9;6
+7.3;0.23;0.41;14.6;0.048;73;223;0.99863;3.16;0.71;9.4;6
+6.9;0.2;0.41;1.1;0.06;36;104;0.99317;2.99;0.39;9.2;5
+6.7;0.19;0.32;3.7;0.041;26;76;0.99173;2.9;0.57;10.5;7
+6.7;0.28;0.34;8.9;0.048;32;111;0.99455;3.25;0.54;11;7
+6.7;0.28;0.34;8.9;0.048;32;111;0.99455;3.25;0.54;11;7
+8;0.37;0.31;4.7;0.038;3;127;0.99186;2.9;0.72;12.1;5
+6.7;0.28;0.34;8.9;0.048;32;111;0.99455;3.25;0.54;11;7
+6;0.26;0.29;3.1;0.041;37;144;0.98944;3.22;0.39;12.8;7
+6.4;0.24;0.49;5.8;0.053;25;120;0.9942;3.01;0.98;10.5;6
+6.4;0.24;0.49;5.8;0.053;25;120;0.9942;3.01;0.98;10.5;6
+6.4;0.24;0.49;5.8;0.053;25;120;0.9942;3.01;0.98;10.5;6
+6.4;0.25;0.57;1;0.062;21;122;0.99238;3;0.4;9.5;5
+6.1;0.25;0.48;15.8;0.052;25;94;0.99782;3.07;0.45;9.2;6
+6.8;0.14;0.35;1.5;0.047;40;117;0.99111;3.07;0.72;11.1;6
+6.5;0.38;0.26;5.2;0.042;33;112;0.99067;3.06;0.5;12.3;7
+6.8;0.14;0.35;1.5;0.047;40;117;0.99111;3.07;0.72;11.1;6
+5.4;0.15;0.32;2.5;0.037;10;51;0.98878;3.04;0.58;12.6;6
+6.4;0.25;0.57;1;0.062;21;122;0.99238;3;0.4;9.5;5
+6.1;0.25;0.48;15.8;0.052;25;94;0.99782;3.07;0.45;9.2;6
+6.8;0.22;0.32;5.9;0.054;40;152;0.9938;3.2;0.57;10.8;6
+7.2;0.21;0.29;3.1;0.044;39;122;0.99143;3;0.6;11.3;6
+6;0.26;0.29;3.1;0.041;37;144;0.98944;3.22;0.39;12.8;7
+6.4;0.24;0.49;5.8;0.053;25;120;0.9942;3.01;0.98;10.5;6
+6.5;0.46;0.24;11.5;0.051;56;171;0.99588;3.08;0.56;9.8;6
+6.5;0.18;0.48;18;0.054;56;183;1.00038;2.98;0.61;8.5;6
+6.2;0.32;0.12;4.8;0.054;6;97;0.99424;3.16;0.5;9.3;5
+7.2;0.4;0.24;8.5;0.055;45;151;0.99626;3.2;0.52;9.2;5
+5.9;0.23;0.24;1.6;0.037;32;115;0.99076;3.21;0.51;11.4;6
+6.4;0.18;0.48;18;0.054;56;183;1.00038;2.98;0.61;8.5;6
+6.2;0.32;0.12;4.8;0.054;6;97;0.99424;3.16;0.5;9.3;5
+6.4;0.37;0.12;5.9;0.056;6;91;0.99536;3.06;0.46;8.4;4
+7;0.23;0.42;1.1;0.062;35;100;0.99318;3.04;0.4;9.2;5
+7.2;0.4;0.24;8.5;0.055;45;151;0.99626;3.2;0.52;9.2;5
+7.6;0.19;0.37;13.1;0.033;52;151;0.99726;3.18;0.79;10.4;6
+6;0.28;0.27;4.1;0.046;50;147;0.99126;3.27;0.56;11.6;6
+6.2;0.32;0.45;2.9;0.029;37;94;0.98998;3.25;0.6;12.4;6
+7.6;0.19;0.37;13.1;0.033;52;151;0.99726;3.18;0.79;10.4;6
+6.4;0.26;0.26;1.1;0.052;22;176;0.99304;3.09;0.54;9.3;5
+5.9;0.25;0.27;1.5;0.029;37;81;0.9892;3.2;0.46;12.2;6
+6.1;0.28;0.3;7.75;0.031;33;139;0.99296;3.22;0.46;11;6
+6.9;0.19;0.38;1.15;0.023;30;105;0.99047;3.11;0.38;11.4;5
+6.4;0.29;0.57;1;0.06;15;120;0.9924;3.06;0.41;9.5;5
+6.8;0.27;0.22;17.8;0.034;16;116;0.9989;3.07;0.53;9.2;5
+7.5;0.26;0.38;5.7;0.021;23;125;0.99338;3.13;0.62;11.1;6
+6.8;0.27;0.22;17.8;0.034;16;116;0.9989;3.07;0.53;9.2;5
+6.4;0.2;0.22;7.4;0.032;53;172;0.99404;3.24;0.58;11;6
+7.3;0.33;0.22;1.4;0.041;40;177;0.99287;3.14;0.48;9.9;5
+7.3;0.34;0.22;1.4;0.044;43;176;0.99286;3.14;0.46;9.9;5
+6.4;0.29;0.57;1;0.06;15;120;0.9924;3.06;0.41;9.5;5
+6.1;1.1;0.16;4.4;0.033;8;109;0.99058;3.35;0.47;12.4;4
+6.3;0.24;0.29;1.6;0.052;48;185;0.9934;3.21;0.5;9.4;5
+6.2;0.24;0.22;7.9;0.053;45;149;0.99545;3.23;0.52;9.3;5
+7.4;0.16;0.27;15.5;0.05;25;135;0.9984;2.9;0.43;8.7;7
+7.4;0.16;0.27;15.5;0.05;25;135;0.9984;2.9;0.43;8.7;7
+7.4;0.16;0.27;15.5;0.05;25;135;0.9984;2.9;0.43;8.7;7
+7.4;0.16;0.27;15.5;0.05;25;135;0.9984;2.9;0.43;8.7;7
+7.2;0.17;0.28;17.55;0.05;33;154;0.99971;2.94;0.43;9;7
+6.9;0.19;0.35;13.5;0.038;49;118;0.99546;3;0.63;10.7;6
+6.9;0.19;0.35;13.5;0.038;49;118;0.99546;3;0.63;10.7;6
+6.8;0.16;0.36;1.3;0.034;32;98;0.99058;3.02;0.58;11.3;6
+7.4;0.16;0.27;15.5;0.05;25;135;0.9984;2.9;0.43;8.7;7
+6.8;0.3;0.27;11.6;0.028;22;97;0.99314;2.96;0.38;11.7;6
+6.2;0.24;0.22;7.9;0.053;45;149;0.99545;3.23;0.52;9.3;5
+7.4;0.16;0.27;15.5;0.05;25;135;0.9984;2.9;0.43;8.7;7
+7.2;0.17;0.28;17.55;0.05;33;154;0.99971;2.94;0.43;9;7
+6.8;0.3;0.27;11.6;0.028;22;97;0.99314;2.96;0.38;11.7;6
+6.5;0.43;0.18;13.15;0.032;25;131;0.99565;3.23;0.51;10.7;5
+6.6;0.17;0.36;1.9;0.036;38;110;0.99056;3.05;0.54;11.4;6
+6.9;0.19;0.35;13.5;0.038;49;118;0.99546;3;0.63;10.7;6
+6.8;0.16;0.36;1.3;0.034;32;98;0.99058;3.02;0.58;11.3;6
+6.4;0.41;0.01;6.1;0.048;20;70;0.99362;3.19;0.42;10;5
+6.4;0.41;0.01;6.1;0.048;20;70;0.99362;3.19;0.42;10;5
+7.4;0.36;0.32;1.9;0.036;27;119;0.99196;3.15;0.49;11.2;6
+6.1;0.17;0.21;1.9;0.09;44;130;0.99255;3.07;0.41;9.7;5
+5.5;0.28;0.21;1.6;0.032;23;85;0.99027;3.42;0.42;12.5;5
+6.6;0.5;0.26;11.3;0.029;32;110;0.99302;3.27;0.78;12.9;8
+7.1;0.44;0.27;8.4;0.057;60;160;0.99257;3.16;0.36;11.8;6
+6.9;0.38;0.28;8.3;0.062;22;166;0.99506;3.16;0.72;10.6;5
+7.1;0.44;0.27;8.4;0.057;60;160;0.99257;3.16;0.36;11.8;6
+6.2;0.24;0.28;12.2;0.049;54;133;0.9952;3.19;0.37;10.7;6
+6.1;0.28;0.27;8;0.048;41;162;0.99498;3.21;0.51;9.9;5
+7.6;0.26;0.32;1.3;0.048;23;76;0.9903;2.96;0.46;12;6
+7.5;0.16;0.38;12.7;0.043;70.5;163;0.99706;3.15;0.82;10.4;7
+6.5;0.36;0.16;1.3;0.054;11;107;0.99398;3.19;0.39;8.5;5
+6.6;0.35;0.19;10.5;0.06;15;82;0.99588;3.13;0.38;9.9;4
+5.7;0.25;0.26;12.5;0.049;52.5;120;0.99691;3.08;0.45;9.4;6
+7.4;0.37;0.26;9.6;0.05;33;134;0.99608;3.13;0.46;10.4;5
+5.7;0.25;0.21;1.5;0.044;21;108;0.99142;3.3;0.59;11;6
+5.8;0.23;0.21;1.5;0.044;21;110;0.99138;3.3;0.57;11;6
+5.4;0.265;0.28;7.8;0.052;27;91;0.99432;3.19;0.38;10.4;6
+5.7;0.25;0.27;10.8;0.05;58;116;0.99592;3.1;0.5;9.8;6
+5.7;0.25;0.26;12.5;0.049;52.5;106;0.99691;3.08;0.45;9.4;6
+5.9;0.23;0.28;8.6;0.046;37;142;0.99432;3.23;0.53;10.6;6
+6.2;0.3;0.32;1.2;0.052;32;185;0.99266;3.28;0.44;10.1;5
+6.5;0.33;0.24;14.5;0.048;20;96;0.99456;3.06;0.3;11.5;8
+7.4;0.26;0.29;3.7;0.048;14;73;0.9915;3.06;0.45;11.4;6
+7;0.2;0.4;1.1;0.058;30;93;0.99322;3.03;0.38;9.2;6
+6.5;0.21;0.42;1.1;0.059;33;101;0.9927;3.12;0.38;9.7;6
+7.3;0.25;0.27;3.8;0.047;16;79;0.99173;3.07;0.46;11.3;6
+6.8;0.27;0.24;4.6;0.098;36;127;0.99412;3.15;0.49;9.6;6
+6.7;0.24;0.3;10.2;0.07;44;179;0.99666;2.86;0.46;8.9;6
+6.4;0.14;0.28;7.9;0.057;21;82;0.99425;3.26;0.36;10;6
+6.4;0.5;0.2;2.4;0.059;19;112;0.99314;3.18;0.4;9.2;6
+6.6;0.41;0.27;10.7;0.11;20;103;0.99672;3.08;0.41;9;6
+6.4;0.25;0.28;4.9;0.03;29;98;0.99024;3.09;0.58;12.8;7
+6.6;0.41;0.27;10.7;0.11;20;103;0.99672;3.08;0.41;9;6
+8;0.25;0.35;1.1;0.054;13;136;0.99366;3.08;0.55;9.5;5
+6.4;0.14;0.28;7.9;0.057;21;82;0.99425;3.26;0.36;10;6
+6.6;0.21;0.34;5.6;0.046;30;140;0.99299;3.22;0.38;11;5
+6.4;0.5;0.2;2.4;0.059;19;112;0.99314;3.18;0.4;9.2;6
+6.3;0.29;0.23;14.2;0.037;24;99;0.99528;3.08;0.38;10.6;6
+6.9;0.37;0.23;9.5;0.057;54;166;0.99568;3.23;0.42;10;5
+6.9;0.37;0.23;9.5;0.057;54;166;0.99568;3.23;0.42;10;5
+5.7;0.31;0.28;4.1;0.03;22;86;0.99062;3.31;0.38;11.7;7
+6.9;0.45;0.27;4.7;0.035;17;80;0.99058;3.12;0.36;12.5;7
+6.9;0.3;0.45;1.4;0.039;36;122;0.99059;3.07;0.47;11.1;7
+5.3;0.23;0.56;0.9;0.041;46;141;0.99119;3.16;0.62;9.7;5
+6.8;0.3;0.26;20.3;0.037;45;150;0.99727;3.04;0.38;12.3;6
+6.7;0.28;0.42;3.5;0.035;43;105;0.99021;3.18;0.38;12.2;6
+5;0.255;0.22;2.7;0.043;46;153;0.99238;3.75;0.76;11.3;6
+7.6;0.4;0.27;1.2;0.053;23;193;0.99164;3.22;0.38;11.6;5
+5.5;0.21;0.25;1.2;0.04;18;75;0.99006;3.31;0.56;11.3;6
+6;0.2;0.25;2;0.041;30;95;0.99078;3.27;0.56;11.1;6
+6.1;0.17;0.29;1.1;0.041;32;92;0.99036;3.26;0.57;11.2;6
+7.5;0.21;0.29;1.5;0.046;35;107;0.99123;3.15;0.45;11.3;6
+7.3;0.26;0.32;1.2;0.041;29;94;0.98978;3.07;0.45;12;6
+6.2;0.35;0.2;18.1;0.069;33;158;0.99908;3.15;0.5;8.8;6
+6.2;0.35;0.2;18.1;0.069;33;158;0.99908;3.15;0.5;8.8;6
+6.5;0.43;0.31;3.6;0.046;19;143;0.99022;3.15;0.34;12;8
+6.5;0.4;0.31;3.5;0.046;22;147;0.99024;3.15;0.31;12;7
+7.4;0.28;0.5;12.1;0.049;48;122;0.9973;3.01;0.44;9;5
+6.3;0.23;0.22;17.45;0.054;42;151;0.99853;3.12;0.6;9.3;6
+6.2;0.34;0.25;12.1;0.059;33;171;0.99769;3.14;0.56;8.7;6
+6.6;0.44;0.32;3;0.095;13;75;0.98954;3.1;0.63;12.8;6
+6;0.13;0.36;1.6;0.052;23;72;0.98974;3.1;0.5;11.5;7
+6.3;0.17;0.23;5.7;0.048;44;147;0.99382;3.08;0.54;10;5
+6.3;0.18;0.22;5.6;0.047;45;147;0.99383;3.09;0.54;10;5
+6.7;0.31;0.34;6.8;0.059;51;215;0.99538;3.33;0.56;10.3;5
+6.6;0.33;0.32;15.6;0.054;62;227;0.99734;3.25;0.56;10.4;5
+6.3;0.34;0.31;6;0.02;18;68;0.98981;3.22;0.29;13.4;7
+6.8;0.29;0.32;1.8;0.032;18;130;0.99095;3.05;0.62;11.2;6
+7.4;0.31;0.26;8.6;0.048;47;206;0.9964;3.26;0.36;9.1;5
+7.4;0.31;0.26;8.6;0.048;47;206;0.9964;3.26;0.36;9.1;5
+5.7;0.25;0.27;11.5;0.04;24;120;0.99411;3.33;0.31;10.8;6
+6.8;0.27;0.28;7.8;0.038;26;89;0.9915;3.24;0.34;12.5;6
+5.9;0.26;0.24;2.4;0.046;27;132;0.99234;3.63;0.73;11.3;5
+5.9;0.65;0.23;5;0.035;20;128;0.99016;3.46;0.48;12.8;6
+7.4;0.31;0.26;8.6;0.048;47;206;0.9964;3.26;0.36;9.1;5
+6.6;0.23;0.32;1.5;0.041;8;72;0.98949;3.22;0.39;12.7;6
+6.8;0.18;0.35;5.4;0.054;53;143;0.99287;3.1;0.54;11;7
+6.8;0.28;0.29;11.9;0.052;51;149;0.99544;3.02;0.58;10.4;6
+6.8;0.28;0.29;11.9;0.052;51;149;0.99544;3.02;0.58;10.4;6
+5.9;0.27;0.27;9;0.051;43;136;0.9941;3.25;0.53;10.7;6
+6.1;0.25;0.28;10;0.055;56;131;0.994;3.22;0.35;10.9;6
+6.8;0.28;0.29;11.9;0.052;51;149;0.99544;3.02;0.58;10.4;6
+6.8;0.26;0.29;11.9;0.052;54;160;0.99546;3.03;0.58;10.4;6
+7.1;0.13;0.29;15.5;0.064;56;115.5;0.99737;3.16;0.41;9.7;7
+6.8;0.18;0.35;5.4;0.054;53;143;0.99287;3.1;0.54;11;7
+6.2;0.2;0.25;15;0.055;8;120;0.99767;3.19;0.53;9.6;6
+5.8;0.24;0.28;1.4;0.038;40;76;0.98711;3.1;0.29;13.9;7
+7.6;0.48;0.31;9.4;0.046;6;194;0.99714;3.07;0.61;9.4;5
+7.4;0.26;0.32;3.7;0.032;29;193;0.99134;3.1;0.67;12.5;6
+6.2;0.2;0.25;15;0.055;8;120;0.99767;3.19;0.53;9.6;6
+6.1;0.3;0.47;1.4;0.049;50;187;0.9927;3.19;0.45;9.5;5
+6.2;0.32;0.5;6.5;0.048;61;186;0.9948;3.19;0.45;9.6;5
+6.1;0.3;0.47;1.4;0.049;50;187;0.9927;3.19;0.45;9.5;5
+6.3;0.34;0.52;6.3;0.047;63;186;0.99481;3.18;0.44;9.6;5
+7.4;0.16;0.3;13.7;0.056;33;168;0.99825;2.9;0.44;8.7;7
+7.4;0.16;0.3;13.7;0.056;33;168;0.99825;2.9;0.44;8.7;7
+7.4;0.16;0.3;13.7;0.056;33;168;0.99825;2.9;0.44;8.7;7
+7.4;0.16;0.3;13.7;0.056;33;168;0.99825;2.9;0.44;8.7;7
+7.4;0.16;0.3;13.7;0.056;33;168;0.99825;2.9;0.44;8.7;7
+7.4;0.16;0.3;13.7;0.056;33;168;0.99825;2.9;0.44;8.7;7
+7.2;0.26;0.38;1.5;0.061;12;120;0.99192;3.18;0.46;10.4;5
+7;0.31;0.35;1.6;0.063;13;119;0.99184;3.22;0.5;10.7;5
+6.6;0.22;0.35;1.4;0.05;23;83;0.99019;3.17;0.48;12;7
+5.8;0.23;0.31;3.5;0.044;35;158;0.98998;3.19;0.37;12.1;7
+6.3;0.17;0.32;1;0.04;39;118;0.98886;3.31;0.4;13.1;8
+6;0.19;0.26;1.4;0.039;30;104;0.98998;3.32;0.41;12.4;6
+6.7;0.21;0.34;1.5;0.035;45;123;0.98949;3.24;0.36;12.6;7
+7.4;0.16;0.3;13.7;0.056;33;168;0.99825;2.9;0.44;8.7;7
+6.6;0.22;0.37;1.6;0.04;31;101;0.99009;3.15;0.66;12;5
+6.8;0.34;0.27;5.2;0.06;14;169;0.99252;3.27;0.57;11.6;6
+7.1;0.34;0.86;1.4;0.174;36;99;0.99288;2.92;0.5;9.3;5
+6.3;0.24;0.22;11.9;0.05;65;179;0.99659;3.06;0.58;9.3;6
+6.9;0.35;0.39;2.4;0.048;25;157;0.99133;3.2;0.54;11.1;7
+6.8;0.24;0.33;3.2;0.049;68;161;0.99324;3.1;0.69;10.2;6
+6.4;0.25;0.33;1.7;0.037;35;113;0.99164;3.23;0.66;10.6;6
+5.8;0.19;0.33;4.2;0.038;49;133;0.99107;3.16;0.42;11.3;7
+6.9;0.24;0.4;15.4;0.052;81;198;0.9986;3.2;0.69;9.4;5
+6.5;0.31;0.61;13;0.053;31;123;0.99708;3.09;0.5;9.3;6
+6.6;0.25;0.32;5.6;0.039;15;68;0.99163;2.96;0.52;11.1;6
+7.5;0.38;0.56;9.7;0.055;15;170;0.99605;3.13;0.65;9.9;6
+6.2;0.3;0.3;2.5;0.041;29;82;0.99065;3.31;0.61;11.8;7
+6.4;0.33;0.28;4;0.04;24;81;0.9903;3.26;0.64;12.6;7
+6.9;0.24;0.4;15.4;0.052;81;198;0.9986;3.2;0.69;9.4;5
+7.6;0.27;0.32;1.2;0.043;23;72;0.99236;3.06;0.68;10.5;5
+5.9;0.24;0.34;2;0.037;40;108;0.98948;3.19;0.5;12.3;6
+5.3;0.33;0.3;1.2;0.048;25;119;0.99045;3.32;0.62;11.3;6
+6.4;0.21;0.21;5.1;0.097;21;105;0.9939;3.07;0.46;9.6;5
+7;0.22;0.3;1.4;0.04;14;63;0.98985;3.2;0.33;12;6
+7.8;0.27;0.35;1.2;0.05;36;140;0.99138;3.09;0.45;11.2;5
+6.7;0.2;0.24;6.5;0.044;28;100;0.99348;3.12;0.33;10.2;6
+8.1;0.27;0.33;1.3;0.045;26;100;0.99066;2.98;0.44;12.4;6
+6.7;0.2;0.24;6.5;0.044;28;100;0.99348;3.12;0.33;10.2;6
+7.1;0.45;0.24;2.7;0.04;24;87;0.98862;2.94;0.38;13.4;8
+5.8;0.22;0.29;1.3;0.036;25;68;0.98865;3.24;0.35;12.6;6
+6.3;0.3;0.48;7.4;0.053;34;149;0.99472;3.18;0.53;9.8;5
+7.9;0.36;0.53;12.9;0.049;63;139;0.99792;2.94;0.45;9.1;5
+8.1;0.27;0.33;1.3;0.045;26;100;0.99066;2.98;0.44;12.4;6
+8;0.24;0.33;1.2;0.044;28;101;0.99035;3.03;0.43;12.5;6
+6.7;0.41;0.27;2.6;0.033;25;85;0.99086;3.05;0.34;11.7;6
+6.7;0.24;0.31;2.3;0.044;37;113;0.99013;3.29;0.46;12.9;6
+6.2;0.3;0.32;1.3;0.054;27;183;0.99266;3.3;0.43;10.1;5
+6.9;0.26;0.38;10.5;0.044;33;139;0.99517;3.06;0.5;10.3;6
+6.7;0.41;0.27;2.6;0.033;25;85;0.99086;3.05;0.34;11.7;6
+5.9;0.32;0.2;14.4;0.05;29;144;0.99666;3.24;0.41;10.3;6
+6.1;0.25;0.3;1.2;0.036;42;107;0.991;3.34;0.56;10.8;7
+5.6;0.23;0.29;3.1;0.023;19;89;0.99068;3.25;0.51;11.2;6
+6.6;0.23;0.32;1.7;0.024;26;102;0.99084;3.29;0.6;11.8;6
+6;0.17;0.21;6;0.05;26;134;0.9939;3.08;0.54;9.8;6
+7.1;0.38;0.42;11.8;0.041;32;193;0.99624;3.04;0.49;10;6
+6.6;0.31;0.37;6.2;0.052;13;164;0.99602;3.24;0.39;8.8;4
+6.5;0.38;0.53;1.4;0.142;5;69;0.9926;3.14;0.52;10.1;4
+7;0.44;0.24;12.1;0.056;68;210;0.99718;3.05;0.5;9.5;5
+7;0.44;0.24;12.1;0.056;68;210;0.99718;3.05;0.5;9.5;5
+7;0.44;0.24;12.1;0.056;68;210;0.99718;3.05;0.5;9.5;5
+6.1;0.38;0.14;3.9;0.06;27;113;0.99344;3.07;0.34;9.2;4
+8;0.33;0.32;4.6;0.041;31;180;0.99184;2.92;0.74;12.2;6
+7;0.44;0.24;12.1;0.056;68;210;0.99718;3.05;0.5;9.5;5
+6;0.19;0.29;1.2;0.046;29;92;0.99033;3.22;0.53;11.3;6
+6.3;0.28;0.34;8.1;0.038;44;129;0.99248;3.26;0.29;12.1;6
+6.1;0.38;0.14;3.9;0.06;27;113;0.99344;3.07;0.34;9.2;4
+5.3;0.43;0.11;1.1;0.029;6;51;0.99076;3.51;0.48;11.2;4
+5.4;0.22;0.35;6.5;0.029;26;87;0.99092;3.29;0.44;12.5;7
+6.2;0.345;0.27;10.1;0.056;38;187;0.99486;3.31;0.56;10.6;5
+5.6;0.255;0.57;10.7;0.056;66;171;0.99464;3.25;0.61;10.4;7
+5.2;0.2;0.27;3.2;0.047;16;93;0.99235;3.44;0.53;10.1;7
+6.2;0.29;0.23;12.4;0.048;33;201;0.99612;3.11;0.56;9.9;6
+6.3;0.26;0.25;5.2;0.046;11;133;0.99202;2.97;0.68;11;6
+6;0.22;0.23;5;0.045;10;122;0.99261;2.94;0.63;10;6
+7.5;0.35;0.37;2.5;0.066;29;89;0.98964;3.14;0.42;12.7;6
+6.6;0.39;0.28;9.2;0.036;10;92;0.99206;3.07;0.35;12.1;6
+6.3;0.23;0.33;6.9;0.052;23;118;0.9938;3.23;0.46;10.4;6
+6.3;0.22;0.3;2;0.05;23;120;0.99204;3.24;0.47;10.4;6
+6.4;0.29;0.18;15;0.04;21;116;0.99736;3.14;0.5;9.2;5
+6.4;0.29;0.18;15;0.04;21;116;0.99736;3.14;0.5;9.2;5
+7.5;0.23;0.3;1.2;0.03;27;80;0.99192;3.05;0.68;10.5;5
+6.4;0.29;0.18;15;0.04;21;116;0.99736;3.14;0.5;9.2;5
+5.7;0.28;0.36;1.8;0.041;38;90;0.99002;3.27;0.98;11.9;7
+6.5;0.26;0.24;10.8;0.042;47;130;0.996;3.08;0.4;10.1;6
+6.4;0.27;0.29;3.9;0.034;62;140;0.99237;3.1;0.59;11.1;6
+5.9;0.22;0.29;4.2;0.037;69;144;0.99214;3.13;0.74;10.8;7
+6.8;0.26;0.26;2;0.019;23.5;72;0.99041;3.16;0.47;11.8;6
+7.6;0.36;0.48;13.5;0.038;44;116;0.9982;3.04;0.48;9.2;5
+7.6;0.35;0.47;13.3;0.037;42;116;0.99822;3.04;0.5;9.2;5
+5.7;0.18;0.26;2.2;0.023;21;95;0.9893;3.07;0.54;12.3;6
+6.6;0.36;0.47;1.4;0.145;26;124;0.99274;3.09;0.56;10.1;6
+5.9;0.14;0.2;1.6;0.04;26;114;0.99105;3.25;0.45;11.4;6
+5.5;0.23;0.19;2.2;0.044;39;161;0.99209;3.19;0.43;10.4;6
+6.7;0.11;0.26;14.8;0.053;44;95;0.99676;3.2;0.35;9.8;6
+7;0.24;0.24;1.8;0.047;29;91;0.99251;3.3;0.43;9.9;6
+6.7;0.11;0.26;14.8;0.053;44;95;0.99676;3.2;0.35;9.8;6
+5.3;0.47;0.1;1.3;0.036;11;74;0.99082;3.48;0.54;11.2;4
+7.5;0.29;0.24;9.9;0.058;25;115;0.99567;3.15;0.46;10.9;5
+6;0.33;0.26;5.1;0.051;16;119;0.99416;3.15;0.41;9.2;5
+6;0.33;0.26;5.1;0.051;16;119;0.99416;3.15;0.41;9.2;5
+5.8;0.32;0.23;1.5;0.033;39;121;0.9887;2.96;0.35;12;5
+5.8;0.3;0.23;1.5;0.034;37;121;0.98871;2.96;0.34;12.1;6
+3.8;0.31;0.02;11.1;0.036;20;114;0.99248;3.75;0.44;12.4;6
+6.2;0.36;0.22;5.25;0.038;44;145;0.99184;3.22;0.4;11.2;6
+6;0.31;0.27;2.3;0.042;19;120;0.98952;3.32;0.41;12.7;7
+6.9;0.52;0.54;7.9;0.036;23;169;0.99267;3.26;0.47;12.2;6
+7;0.55;0.05;8;0.036;19;164;0.99269;3.26;0.46;12.2;6
+5.8;0.2;0.16;1.4;0.042;44;99;0.98912;3.23;0.37;12.2;6
+6.2;0.36;0.22;5.25;0.038;44;145;0.99184;3.22;0.4;11.2;6
+6;0.31;0.27;2.3;0.042;19;120;0.98952;3.32;0.41;12.7;7
+6;0.29;0.27;2.3;0.044;20;117;0.9895;3.31;0.41;12.7;7
+5.7;0.22;0.29;3.5;0.04;27;146;0.98999;3.17;0.36;12.1;6
+7.1;0.46;0.23;13.7;0.045;44;192;0.9981;3.11;0.53;9.4;5
+6.6;0.21;0.3;9.9;0.041;64;174;0.995;3.07;0.5;10.1;6
+6.9;0.42;0.2;15.4;0.043;57;201;0.99848;3.08;0.54;9.4;5
+5.7;0.22;0.2;16;0.044;41;113;0.99862;3.22;0.46;8.9;6
+5.7;0.22;0.2;16;0.044;41;113;0.99862;3.22;0.46;8.9;6
+5.7;0.22;0.2;16;0.044;41;113;0.99862;3.22;0.46;8.9;6
+5.7;0.22;0.2;16;0.044;41;113;0.99862;3.22;0.46;8.9;6
+5.2;0.31;0.2;2.4;0.027;27;117;0.98886;3.56;0.45;13;7
+7.2;0.22;0.35;5.5;0.054;37;183;0.99474;3.08;0.5;10.3;5
+5.6;0.18;0.29;2.3;0.04;5;47;0.99126;3.07;0.45;10.1;4
+6.2;0.24;0.27;16.8;0.04;48;129;0.99691;3.23;0.38;10.5;6
+5.7;0.22;0.2;16;0.044;41;113;0.99862;3.22;0.46;8.9;6
+5.7;0.26;0.24;17.8;0.059;23;124;0.99773;3.3;0.5;10.1;5
+5.7;0.26;0.24;17.8;0.059;23;124;0.99773;3.3;0.5;10.1;5
+6;0.2;0.26;6.8;0.049;22;93;0.9928;3.15;0.42;11;6
+6;0.2;0.26;6.8;0.049;22;93;0.9928;3.15;0.42;11;6
+6;0.2;0.26;6.8;0.049;22;93;0.9928;3.15;0.42;11;6
+6;0.2;0.26;6.8;0.049;22;93;0.9928;3.15;0.42;11;6
+7.6;0.28;0.17;1.6;0.046;28;117;0.99288;3.08;0.43;10;5
+7;0.2;0.33;4.7;0.03;25;76;0.99202;2.88;0.54;10.5;6
+6.6;0.26;0.27;11.8;0.048;28;112;0.99606;2.87;0.49;9.7;6
+5.7;0.26;0.24;17.8;0.059;23;124;0.99773;3.3;0.5;10.1;5
+7.2;0.21;0.36;15.7;0.045;68;183;0.99922;3.25;0.76;9.4;5
+6.9;0.22;0.32;5.8;0.041;20;119;0.99296;3.17;0.55;11.2;6
+7.2;0.21;0.36;15.7;0.045;68;183;0.99922;3.25;0.76;9.4;5
+7.4;0.22;0.28;9;0.046;22;121;0.99468;3.1;0.55;10.8;5
+7.2;0.21;0.36;15.7;0.045;68;183;0.99922;3.25;0.76;9.4;5
+6.9;0.22;0.32;5.8;0.041;20;119;0.99296;3.17;0.55;11.2;6
+7;0.2;0.35;8.8;0.037;31;103;0.99388;3.13;0.49;11;6
+5.6;0.26;0;10.2;0.038;13;111;0.99315;3.44;0.46;12.4;6
+6.3;0.28;0.3;6.6;0.208;60;154;0.99478;3.1;0.4;9.4;6
+6.4;0.29;0.3;6.5;0.209;62;156;0.99478;3.1;0.4;9.4;5
+7.2;0.34;0.23;8.9;0.105;22;155;0.99692;3.01;0.58;9.5;5
+7.1;0.39;0.39;11.1;0.034;25;204;0.99616;3.05;0.52;10;6
+6.9;0.26;0.29;4.2;0.043;33;114;0.9902;3.16;0.31;12.5;6
+6.1;0.24;0.25;1.6;0.044;24;115;0.9921;3.39;0.59;10.9;6
+5.9;0.25;0.24;7.4;0.044;21;113;0.99462;3.38;0.58;10.5;6
+6.1;0.24;0.27;11.5;0.05;51;133;0.99476;3.22;0.37;10.8;6
+6.5;0.22;0.27;1.6;0.039;36;116;0.99178;3.38;0.57;11;7
+6.2;0.26;0.29;2;0.036;16;87;0.99081;3.33;0.61;11.8;6
+6.6;0.34;0.25;4.8;0.038;16;121;0.99198;3.36;0.71;12.6;6
+5.6;0.225;0.24;9.8;0.054;59;140;0.99545;3.17;0.39;10.2;6
+7.1;0.23;0.28;1.9;0.046;33;103;0.98997;3.12;0.31;12;5
+6.9;0.26;0.29;4.2;0.043;33;114;0.9902;3.16;0.31;12.5;6
+6.4;0.27;0.3;1.6;0.04;19;86;0.99089;3.32;0.65;11.5;6
+6.3;0.41;0.22;7.3;0.035;23;117;0.99172;3.2;0.39;11.94;7
+6.7;0.41;0.24;5.4;0.035;33;115;0.9901;3.12;0.44;12.8933333333333;7
+7.2;0.585;0.2;10.4;0.086;17;94;0.99681;3.13;0.4;9.4;5
+6.7;0.34;0.26;1.9;0.038;58;138;0.9893;3;0.47;12.2;7
+6.3;0.41;0.22;7.3;0.035;23;117;0.99172;3.2;0.39;11.94;7
+6.7;0.41;0.24;5.4;0.035;33;115;0.9901;3.12;0.44;12.8933333333333;7
+6.4;0.26;0.35;7.7;0.056;45;191;0.99527;3.16;0.5;9.5;5
+6.3;0.28;0.22;11.5;0.036;27;150;0.99445;3;0.33;10.6;6
+7.4;0.16;0.33;1.2;0.042;47;121;0.99198;3.04;0.68;10.5;7
+8.4;0.27;0.3;2.2;0.037;36;129;0.99085;2.89;0.3;11.4666666666667;6
+5.9;0.2;0.28;1;0.043;45;100;0.99033;3.4;0.41;11.4;6
+6.4;0.24;0.26;8.2;0.054;47;182;0.99538;3.12;0.5;9.5;5
+7.4;0.38;0.34;8.3;0.052;44;168;0.99627;3.11;0.52;9.2;5
+6.4;0.24;0.26;8.2;0.054;47;182;0.99538;3.12;0.5;9.5;5
+6.4;0.42;0.19;9.3;0.043;28;145;0.99433;3.23;0.53;10.98;5
+6.4;0.23;0.26;8.1;0.054;47;181;0.9954;3.12;0.49;9.4;5
+6.4;0.24;0.26;8.2;0.054;47;182;0.99538;3.12;0.5;9.5;5
+7.4;0.38;0.34;8.3;0.052;44;168;0.99627;3.11;0.52;9.2;5
+7.3;0.19;0.27;13.9;0.057;45;155;0.99807;2.94;0.41;8.8;8
+7.3;0.19;0.27;13.9;0.057;45;155;0.99807;2.94;0.41;8.8;8
+7.3;0.19;0.27;13.9;0.057;45;155;0.99807;2.94;0.41;8.8;8
+7.3;0.19;0.27;13.9;0.057;45;155;0.99807;2.94;0.41;8.8;8
+7.3;0.19;0.27;13.9;0.057;45;155;0.99807;2.94;0.41;8.8;8
+7.3;0.19;0.27;13.9;0.057;45;155;0.99807;2.94;0.41;8.8;8
+7.3;0.19;0.27;13.9;0.057;45;155;0.99807;2.94;0.41;8.8;8
+6.8;0.24;0.29;2;0.044;15;96;0.99232;3.23;0.64;10.4;8
+7.3;0.19;0.27;13.9;0.057;45;155;0.99807;2.94;0.41;8.8;8
+7.4;0.27;0.52;15.7;0.054;36;139;0.99788;3.04;0.62;10.0333333333333;6
+5.7;0.28;0.35;1.2;0.052;39;141;0.99108;3.44;0.69;11.3;6
+5.8;0.22;0.25;1.5;0.024;21;109;0.99234;3.37;0.58;10.4;6
+6.7;0.27;0.69;1.2;0.176;36;106;0.99288;2.96;0.43;9.2;6
+7.1;0.2;0.35;3.2;0.034;21;107;0.99195;3.11;0.54;11.1;6
+6.7;0.27;0.69;1.2;0.176;36;106;0.99288;2.96;0.43;9.2;6
+7.1;0.23;0.3;2.6;0.034;62;148;0.99121;3.03;0.56;11.3;7
+7.6;0.31;0.52;13.2;0.042;61;148;0.99839;2.98;0.47;9.1;6
+7.2;0.34;0.28;10.4;0.108;43;187;0.99738;2.96;0.57;9.4;5
+7;0.36;0.25;5.7;0.015;14;73;0.98963;2.82;0.59;13.2;6
+6.4;0.31;0.28;2.5;0.039;34;137;0.98946;3.22;0.38;12.7;6
+7.3;0.28;0.35;1.6;0.054;31;148;0.99178;3.18;0.47;10.7;5
+7.4;0.16;0.3;1.4;0.064;34;166;0.99136;3.11;0.42;11.4333333333333;6
+6.4;0.31;0.27;7.4;0.049;48;169;0.99323;3.27;0.45;11.1;6
+6.4;0.31;0.28;2.5;0.039;34;137;0.98946;3.22;0.38;12.7;6
+6.2;0.29;0.29;5.6;0.046;35;178;0.99313;3.25;0.51;10.5333333333333;5
+5.9;0.28;0.34;3.6;0.04;50;194;0.9912;3.31;0.52;11.6;6
+6.5;0.23;0.2;7.5;0.05;44;179;0.99504;3.18;0.48;9.53333333333333;5
+7.2;0.34;0.2;5.8;0.062;52;203;0.99461;3.17;0.44;9.8;6
+7.3;0.28;0.35;1.6;0.054;31;148;0.99178;3.18;0.47;10.7;5
+6.5;0.2;0.33;1.5;0.039;36;110;0.99008;3.22;0.65;12;6
+6.2;0.24;0.27;2.9;0.039;30;123;0.98959;3.12;0.37;12.8;6
+7.1;0.31;0.25;11.2;0.048;32;136;0.99663;3.14;0.4;9.5;5
+6.4;0.29;0.21;9.65;0.041;36;119;0.99334;2.99;0.34;10.9333333333333;6
+6.3;0.19;0.33;10.1;0.063;63;133;0.99561;2.86;0.41;9.1;5
+5.9;0.29;0.28;3.2;0.035;16;117;0.98959;3.26;0.42;12.6;6
+7.1;0.31;0.25;11.2;0.048;32;136;0.99663;3.14;0.4;9.5;5
+6.5;0.3;0.28;11.45;0.041;29;109;0.99418;2.98;0.3;10.9;6
+6.4;0.29;0.21;9.65;0.041;36;119;0.99334;2.99;0.34;10.9333333333333;6
+6.5;0.22;0.19;4.5;0.096;16;115;0.9937;3.02;0.44;9.6;5
+7;0.23;0.28;2.7;0.053;16;92;0.99372;3.18;0.56;9.3;5
+7.1;0.23;0.23;3.5;0.038;23;112;0.99157;3.05;0.37;11.3666666666667;6
+6.1;0.26;0.28;1.7;0.043;24;98;0.98918;3.14;0.44;12.5;6
+6.4;0.35;0.21;2.1;0.051;46;171;0.9932;3.16;0.5;9.5;5
+6;0.32;0.32;4.8;0.041;40;186;0.99235;3.22;0.54;11;6
+6.1;0.34;0.21;5;0.042;17;133;0.99373;3.02;0.53;9.4;5
+6.5;0.13;0.27;2.6;0.035;32;76;0.9914;3.21;0.76;11.3333333333333;6
+6.5;0.315;0.2;6.6;0.041;9;126;0.99494;2.94;0.51;8.8;5
+6.1;0.34;0.21;5;0.042;17;133;0.99373;3.02;0.53;9.4;5
+5.7;0.31;0.29;7.3;0.05;33;143;0.99332;3.31;0.5;11.0666666666667;6
+6.4;0.3;0.27;5;0.058;27;151;0.99198;3.22;0.49;12.2;6
+7;0.24;0.26;1.7;0.041;31;110;0.99142;3.2;0.53;11;6
+6.5;0.13;0.27;2.6;0.035;32;76;0.9914;3.21;0.76;11.3333333333333;6
+6.4;0.26;0.21;8.2;0.05;51;182;0.99542;3.23;0.48;9.5;5
+6.4;0.26;0.21;8.2;0.05;51;182;0.99542;3.23;0.48;9.5;5
+6;0.27;0.31;5;0.043;54;170;0.9924;3.28;0.52;11;6
+7.1;0.21;0.33;1.2;0.039;34;97;0.99112;3.11;0.75;11.2;6
+6.7;0.26;0.29;7.1;0.036;28;100;0.99534;3.08;0.36;9.3;6
+6.3;0.28;0.22;9.5;0.04;30;111;0.99338;3.05;0.31;10.8;4
+6.2;0.25;0.44;15.8;0.057;39;167;0.99804;3.14;0.51;9.2;5
+7.3;0.22;0.37;15.5;0.048;70;203;0.99899;3.25;0.77;9.4;5
+6.2;0.25;0.44;15.8;0.057;39;167;0.99804;3.14;0.51;9.2;5
+6.4;0.18;0.28;17.05;0.047;53;139;0.99724;3.25;0.35;10.5;6
+6.3;0.2;0.26;12.7;0.046;60;143;0.99526;3.26;0.35;10.8;6
+6.6;0.24;0.22;12.3;0.051;35;146;0.99676;3.1;0.67;9.4;5
+7.4;0.27;0.26;11.8;0.053;55;173;0.99699;3.11;0.6;9.8;5
+7.4;0.27;0.26;11.8;0.053;55;173;0.99699;3.11;0.6;9.8;5
+7.4;0.27;0.26;11.8;0.053;55;173;0.99699;3.11;0.6;9.8;5
+6.6;0.24;0.22;12.3;0.051;35;146;0.99676;3.1;0.67;9.4;5
+7.4;0.27;0.26;11.8;0.053;55;173;0.99699;3.11;0.6;9.8;5
+7.1;0.38;0.29;13.6;0.041;30;137;0.99461;3.02;0.96;12.1;6
+6.8;0.43;0.26;5.2;0.043;40;176;0.99116;3.17;0.41;12.3;6
+5.2;0.22;0.46;6.2;0.066;41;187;0.99362;3.19;0.42;9.73333333333333;5
+5.9;0.29;0.16;7.9;0.044;48;197;0.99512;3.21;0.36;9.4;5
+5.9;0.29;0.16;7.9;0.044;48;197;0.99512;3.21;0.36;9.4;5
+6.3;0.29;0.29;3.3;0.037;32;140;0.9895;3.17;0.36;12.8;7
+6.3;0.19;0.32;2.8;0.046;18;80;0.99043;2.92;0.47;11.05;6
+5.7;0.29;0.16;7.9;0.044;48;197;0.99512;3.21;0.36;9.4;5
+6.3;0.29;0.29;3.3;0.037;32;140;0.9895;3.17;0.36;12.8;7
+5.7;0.24;0.47;6.3;0.069;35;182;0.99391;3.11;0.46;9.73333333333333;5
+5.8;0.3;0.38;4.9;0.039;22;86;0.98963;3.23;0.58;13.1;7
+7.1;0.27;0.27;10.4;0.041;26;114;0.99335;3.04;0.52;11.5;7
+5.8;0.3;0.38;4.9;0.039;22;86;0.98963;3.23;0.58;13.1;7
+7.1;0.27;0.27;10.4;0.041;26;114;0.99335;3.04;0.52;11.5;7
+6.3;0.305;0.22;16;0.061;26;141;0.99824;3.08;0.5;9.1;5
+5.7;0.24;0.47;6.3;0.069;35;182;0.99391;3.11;0.46;9.75;5
+6.2;0.22;0.28;2.2;0.04;24;125;0.9917;3.19;0.48;10.5;6
+6.6;0.22;0.23;17.3;0.047;37;118;0.99906;3.08;0.46;8.8;6
+6.6;0.22;0.23;17.3;0.047;37;118;0.99906;3.08;0.46;8.8;6
+6.6;0.22;0.23;17.3;0.047;37;118;0.99906;3.08;0.46;8.8;6
+6.6;0.22;0.23;17.3;0.047;37;118;0.99906;3.08;0.46;8.8;6
+6.2;0.22;0.28;2.2;0.04;24;125;0.9917;3.19;0.48;10.5;6
+6.2;0.22;0.28;2.2;0.04;24;125;0.9917;3.19;0.48;10.5;6
+6.6;0.22;0.23;17.3;0.047;37;118;0.99906;3.08;0.46;8.8;6
+6.1;0.22;0.5;6.6;0.045;30;122;0.99415;3.22;0.49;9.9;6
+6.2;0.21;0.52;6.5;0.047;28;123;0.99418;3.22;0.49;9.9;6
+6.3;0.32;0.26;12.3;0.044;24;205;0.99611;3.11;0.58;9.9;5
+6.9;0.44;0.27;5;0.038;33;166;0.99124;3.2;0.42;12.2;6
+6.1;0.31;0.34;2.8;0.042;59.5;162;0.99179;3.27;0.47;10.8;6
+8.1;0.36;0.59;13.6;0.051;60;134;0.99886;2.96;0.39;8.7;5
+6.6;0.38;0.28;2.8;0.043;17;67;0.98924;3.21;0.47;13.2;6
+6.7;0.24;0.26;5.4;0.03;15;94;0.99045;3.15;0.38;12.7;6
+6.9;0.56;0.26;10.9;0.06;55;193;0.9969;3.21;0.44;9.4;5
+7.2;0.24;0.24;1.7;0.045;18;161;0.99196;3.25;0.53;11.2;6
+6.5;0.29;0.3;9.15;0.051;25;166;0.99339;3.24;0.56;11.3333333333333;6
+6.7;0.28;0.28;4.5;0.051;14;92;0.99224;3.36;0.58;11.9;6
+6.5;0.29;0.3;9.15;0.051;25;166;0.99339;3.24;0.56;11.35;6
+6.1;0.21;0.19;1.4;0.046;51;131;0.99184;3.22;0.39;10.5;5
+7.2;0.47;0.16;5.9;0.048;14;125;0.99428;3.09;0.49;9.8;5
+6.7;0.34;0.31;16.4;0.051;20;146;0.99834;3.06;0.54;9.1;5
+6.6;0.27;0.25;1.2;0.033;36;111;0.98918;3.16;0.37;12.4;6
+6.7;0.34;0.31;16.4;0.051;20;146;0.99834;3.06;0.54;9.1;5
+7.2;0.47;0.16;5.9;0.048;14;125;0.99428;3.09;0.49;9.8;5
+5;0.35;0.25;7.8;0.031;24;116;0.99241;3.39;0.4;11.3;6
+5;0.35;0.25;7.8;0.031;24;116;0.99241;3.39;0.4;11.3;6
+4.4;0.46;0.1;2.8;0.024;31;111;0.98816;3.48;0.34;13.1;6
+6.6;0.38;0.29;2.9;0.035;15;101;0.98916;3.04;0.37;12.5;6
+7.3;0.3;0.25;2.5;0.045;32;122;0.99329;3.18;0.54;10.3;5
+6.4;0.28;0.22;12.8;0.039;51;150;0.99535;3.23;0.43;10.7;6
+6.9;0.29;0.25;12.2;0.04;29;136;0.99552;3.05;0.65;10.4;6
+6.3;0.3;0.19;7.7;0.049;47;184;0.99514;3.22;0.48;9.5;5
+6.3;0.39;0.22;2.8;0.048;53;173;0.99304;3.24;0.45;9.8;5
+6.6;0.38;0.29;2.9;0.035;15;101;0.98916;3.04;0.37;12.5;6
+6.6;0.18;0.26;17.3;0.051;17;149;0.9984;3;0.43;9.4;6
+6;0.28;0.29;19.3;0.051;36;174;0.99911;3.14;0.5;9;5
+6;0.28;0.29;19.3;0.051;36;174;0.99911;3.14;0.5;9;5
+6;0.28;0.29;19.3;0.051;36;174;0.99911;3.14;0.5;9;5
+6.6;0.35;0.26;2.7;0.045;19;129;0.98952;3.24;0.48;13;7
+5.9;0.22;0.18;6.4;0.041;28;120;0.99403;3.27;0.5;9.9;5
+6.6;0.18;0.26;17.3;0.051;17;149;0.9984;3;0.43;9.4;6
+7.7;0.28;0.24;2.4;0.044;29;157;0.99312;3.27;0.56;10.6;6
+7.1;0.42;0.2;2.8;0.038;28;109;0.98968;3.23;0.47;13.4;6
+6.7;0.32;0.32;1.7;0.031;31;114;0.98946;3.12;0.35;12.5;6
+6.6;0.26;0.56;15.4;0.053;32;141;0.9981;3.11;0.49;9.3;5
+6.6;0.26;0.56;15.4;0.053;32;141;0.9981;3.11;0.49;9.3;5
+6.2;0.32;0.24;4.1;0.051;34;149;0.99306;3.36;0.52;11;5
+6.3;0.25;0.27;6.6;0.054;40;158;0.99378;3.2;0.48;10.3;5
+6.2;0.21;0.24;1.2;0.051;31;95;0.99036;3.24;0.57;11.3;6
+6.4;0.23;0.27;2.1;0.042;35;100;0.99094;3.03;0.63;10.9;6
+4.7;0.145;0.29;1;0.042;35;90;0.9908;3.76;0.49;11.3;6
+6.2;0.2;0.28;1.1;0.039;24;78;0.9899;3.36;0.47;12.1;6
+7;0.28;0.28;1.4;0.039;12;83;0.99173;3.18;0.65;11.1;5
+7.1;0.36;0.2;1.6;0.271;24;140;0.99356;3.11;0.63;9.8;5
+5.7;0.25;0.22;9.8;0.049;50;125;0.99571;3.2;0.45;10.1;6
+5.7;0.22;0.33;1.9;0.036;37;110;0.98945;3.26;0.58;12.4;6
+6;0.2;0.38;1.3;0.034;37;104;0.98865;3.11;0.52;12.7;6
+6.4;0.32;0.26;7.9;0.05;53;180;0.99514;3.14;0.5;9.6;5
+6.4;0.32;0.26;7.9;0.05;53;180;0.99514;3.14;0.5;9.6;5
+6;0.555;0.26;4.5;0.053;17;126;0.9943;3.24;0.46;9.1;5
+5.9;0.22;0.45;22.6;0.12;55;122;0.99636;3.1;0.35;12.8;5
+6.4;0.32;0.26;7.9;0.05;53;180;0.99514;3.14;0.5;9.6;5
+6.2;0.3;0.33;3.5;0.037;37;155;0.98987;3.18;0.37;12.4;6
+5.8;0.28;0.18;1.2;0.058;7;108;0.99288;3.23;0.58;9.55;4
+5.8;0.555;0.26;4.5;0.053;17;126;0.9943;3.24;0.46;9.1;5
+6.7;0.31;0.33;2;0.033;12;74;0.99064;3.29;0.65;12.5;6
+6.4;0.15;0.25;7.8;0.05;13;68;0.99394;3.16;0.4;9.9;6
+6.4;0.13;0.28;0.9;0.045;32;87;0.99175;3.47;0.52;11.2;6
+6.7;0.48;0.49;2.9;0.03;28;122;0.98926;3.13;0.4;13;6
+6.7;0.48;0.49;2.9;0.03;28;122;0.98926;3.13;0.4;13;6
+5.8;0.3;0.33;3.5;0.033;25;116;0.99057;3.2;0.44;11.7;6
+6.1;0.28;0.23;4.2;0.038;13;95;0.98898;2.97;0.7;13.1;6
+6;0.19;0.37;9.7;0.032;17;50;0.9932;3.08;0.66;12;6
+6.8;0.31;0.25;10.5;0.043;30;165;0.9972;3.36;0.55;10.55;6
+7.5;0.24;0.29;1.1;0.046;34;84;0.9902;3.04;0.39;11.45;6
+6.8;0.23;0.39;16.1;0.053;71;194;0.9988;3.18;0.64;10.2;6
+7.5;0.24;0.29;1.1;0.046;34;84;0.9902;3.04;0.39;11.45;6
+6.3;0.29;0.3;8.1;0.212;60;150;0.9958;3.1;0.4;9.3;5
+6.8;0.2;0.25;6.2;0.052;22;106;0.9935;3.09;0.54;10.8;5
+5.2;0.38;0.26;7.7;0.053;20;103;0.9925;3.27;0.45;12.2;6
+7.8;0.27;0.33;2.4;0.053;36;175;0.992;3.2;0.55;11;6
+6.6;0.54;0.21;16.3;0.055;41;182;0.9986;3.35;0.54;10.4;6
+7.1;0.25;0.31;2.3;0.05;32;156;0.9914;3.14;0.51;11.4;6
+5.8;0.61;0.01;8.4;0.041;31;104;0.9909;3.26;0.72;14.05;7
+6.5;0.32;0.23;8.5;0.051;20;138;0.9943;3.03;0.42;10.7;5
+6.4;0.28;0.23;6;0.051;50;162;0.994;3.15;0.52;10.2;5
+6.6;0.19;0.28;1.1;0.044;38;100;0.9904;3.22;0.69;11.2;6
+5.1;0.305;0.13;1.75;0.036;17;73;0.99;3.4;0.51;12.3333333333333;5
+5.8;0.26;0.3;2.6;0.034;75;129;0.9902;3.2;0.38;11.5;4
+6.7;0.23;0.17;1.3;0.061;14;100;0.9925;3.07;0.55;9.5;5
+6.8;0.33;0.3;2.1;0.047;35;147;0.9886;3.24;0.56;13.4;6
+6.1;0.27;0.32;1.1;0.034;24;110;0.9898;3.36;0.4;12.5;6
+6.1;0.27;0.32;1.1;0.034;24;110;0.9898;3.36;0.4;12.5;6
+6.8;0.4;0.29;2.8;0.044;27;97;0.9904;3.12;0.42;11.2;6
+6.1;0.4;0.18;9;0.051;28.5;259;0.9964;3.19;0.5;8.8;5
+7.1;0.28;0.26;2.8;0.039;50;118;0.9908;3.06;0.59;11.2;6
+6.2;0.32;0.32;2.2;0.036;15;70;0.9899;3.16;0.48;12.7;6
+6.8;0.17;0.17;5.1;0.049;26;82;0.993;3;0.38;9.8;6
+9;0.2;0.33;3.5;0.049;10;40;0.9944;3.14;0.36;9.8;6
+5.8;0.13;0.22;12.7;0.058;24;183;0.9956;3.32;0.42;11.7;6
+5.8;0.31;0.31;7.5;0.052;55;230;0.9949;3.19;0.46;9.8;5
+6.3;0.36;0.2;2;0.048;48;191;0.9929;3.17;0.51;9.6;5
+9;0.2;0.33;3.5;0.049;10;40;0.9944;3.14;0.36;9.8;6
+6.7;0.18;0.25;14.3;0.048;79;149;0.9975;3.12;0.37;9.7;5
+6.6;0.16;0.25;9.8;0.049;59.5;137;0.995;3.16;0.38;10;6
+5.8;0.13;0.22;12.7;0.058;24;183;0.9956;3.32;0.42;11.7;6
+5.8;0.27;0.22;12.7;0.058;42;206;0.9946;3.32;0.38;12.3;6
+6.8;0.17;0.17;5.1;0.049;26;82;0.993;3;0.38;9.8;6
+6.4;0.37;0.19;3.5;0.068;18;101;0.9934;3.03;0.38;9;6
+7.3;0.26;0.53;12.7;0.047;60.5;164.5;0.9984;3.06;0.45;9.1;6
+7.3;0.28;0.54;12.9;0.049;62;162.5;0.9984;3.06;0.45;9.1;6
+7.3;0.28;0.54;12.9;0.049;62;162.5;0.9984;3.06;0.45;9.1;6
+5.8;0.12;0.21;1.3;0.056;35;121;0.9908;3.32;0.33;11.4;6
+6.1;0.25;0.18;10.5;0.049;41;124;0.9963;3.14;0.35;10.5;5
+6.4;0.24;0.27;1.5;0.04;35;105;0.98914;3.13;0.3;12.4;6
+7.3;0.26;0.53;12.7;0.047;60.5;156;0.9984;3.06;0.45;9.1;6
+7.3;0.28;0.54;12.9;0.049;62;152;0.9984;3.06;0.45;9.1;6
+8.3;0.18;0.37;1.2;0.049;6;94;0.9937;3.18;0.52;10.1;5
+7.1;0.09;0.3;6.2;0.032;24;134;0.993;2.99;0.39;10.9;6
+8.3;0.14;0.36;8.8;0.026;13;60;0.9956;3.13;0.35;11.05;5
+5.8;0.28;0.3;3.9;0.026;36;105;0.98963;3.26;0.58;12.75;6
+6;0.23;0.34;1.3;0.025;23;111;0.98961;3.36;0.37;12.7;6
+6.9;0.28;0.37;9.1;0.037;16;76;0.9948;3.05;0.54;11.1;5
+6.9;0.28;0.37;9.1;0.037;16;76;0.9948;3.05;0.54;11.1;5
+5.8;0.28;0.3;3.9;0.026;36;105;0.98963;3.26;0.58;12.75;6
+6.3;0.25;0.53;1.8;0.021;41;101;0.989315;3.19;0.31;13;6
+6.5;0.2;0.31;2.1;0.033;32;95;0.989435;2.96;0.61;12;6
+5.9;0.29;0.32;1.4;0.022;17;47;0.9899;3.35;0.35;11.5;6
+6.4;0.46;0.22;14.7;0.047;51;183;0.998275;3.39;0.6;10.5;5
+6.9;0.28;0.37;9.1;0.037;16;76;0.9948;3.05;0.54;11.1;5
+6.8;0.23;0.33;1.9;0.047;20;101;0.9914;3.1;0.46;11.1;6
+7;0.23;0.32;1.8;0.048;25;113;0.9915;3.11;0.47;11.1;6
+6.4;0.55;0.26;9.6;0.027;20;104;0.9924;3.22;0.73;13.1;6
+5.7;0.28;0.3;3.9;0.026;36;105;0.98963;3.26;0.58;12.75;6
+6;0.23;0.34;1.3;0.025;23;111;0.98961;3.36;0.37;12.7;6
+6.8;0.45;0.3;11.8;0.094;23;97;0.997;3.09;0.44;9.6;5
+6.1;0.2;0.4;1.9;0.028;32;138;0.9914;3.26;0.72;11.7;5
+6.1;0.37;0.46;12;0.042;61;210;0.997;3.17;0.59;9.7;6
+5.9;0.21;0.23;7.9;0.033;22;130;0.9944;3.38;0.59;10.9;6
+6.9;0.22;0.32;9.3;0.04;22;110;0.9958;3.34;0.54;10.7;7
+5.4;0.27;0.22;4.6;0.022;29;107;0.98889;3.33;0.54;13.8;6
+6;0.26;0.26;2.2;0.035;10;72;0.989465;3.11;0.48;12.15;6
+5.6;0.18;0.3;10.2;0.028;28;131;0.9954;3.49;0.42;10.8;7
+5.6;0.26;0.27;10.6;0.03;27;119;0.9947;3.4;0.34;10.7;7
+7;0.23;0.35;1.4;0.036;31;113;0.9912;3.16;0.48;10.8;7
+5.8;0.28;0.66;9.1;0.039;26;159;0.9965;3.66;0.55;10.8;5
+8.6;0.36;0.26;11.1;0.03;43.5;171;0.9948;3.03;0.49;12;5
+5.8;0.28;0.66;9.1;0.039;26;159;0.9965;3.66;0.55;10.8;5
+6.4;0.3;0.27;4.4;0.055;17;135;0.9925;3.23;0.44;12.2;6
+6.2;0.2;0.32;2.8;0.05;17;126;0.9936;3.18;0.55;9.4;6
+5.8;0.29;0.15;1.1;0.029;12;83;0.9898;3.3;0.4;11.4;6
+5.7;0.22;0.28;1.3;0.027;26;101;0.98948;3.35;0.38;12.5;7
+5.6;0.22;0.32;1.2;0.024;29;97;0.98823;3.2;0.46;13.05;7
+6.8;0.32;0.23;3.3;0.026;31;99;0.9896;3.1;0.4;12.4;6
+6.2;0.2;0.26;9.7;0.03;39;102;0.9908;3.08;0.56;12.9;7
+6.1;0.35;0.24;2.3;0.034;25;133;0.9906;3.34;0.59;12;7
+5.9;0.3;0.29;1.1;0.036;23;56;0.9904;3.19;0.38;11.3;5
+6.3;0.15;0.34;11.4;0.05;25;96;0.99754;3.21;0.49;10;6
+4.8;0.13;0.32;1.2;0.042;40;98;0.9898;3.42;0.64;11.8;7
+6;0.2;0.26;14.7;0.045;53;125;0.998365;2.99;0.69;9.4;6
+5.7;0.2;0.24;13.8;0.047;44;112;0.99837;2.97;0.66;8.8;6
+6;0.27;0.26;1.3;0.038;32;138;0.99125;3.46;0.43;11.1;6
+6.3;0.37;0.51;6.3;0.048;35;146;0.9943;3.1;1.01;10.5;6
+6.4;0.23;0.37;7.9;0.05;60;150;0.99488;2.86;0.49;9.3;6
+5.9;0.34;0.25;2;0.042;12;110;0.99034;3.02;0.54;11.4;6
+5;0.33;0.23;11.8;0.03;23;158;0.99322;3.41;0.64;11.8;6
+5.4;0.29;0.38;1.2;0.029;31;132;0.98895;3.28;0.36;12.4;6
+8;0.33;0.35;10;0.035;22;108;0.99457;3.12;0.36;11.6;6
+6.4;0.3;0.33;5.2;0.05;30;137;0.99304;3.26;0.58;11.1;5
+5.4;0.29;0.38;1.2;0.029;31;132;0.98895;3.28;0.36;12.4;6
+6.4;0.33;0.3;7.2;0.041;42;168;0.99331;3.22;0.49;11.1;6
+7;0.33;0.78;9.9;0.042;21;251;0.99435;3.01;0.55;11;6
+6.7;0.45;0.3;5.3;0.036;27;165;0.99122;3.12;0.46;12.2;6
+6.5;0.36;0.31;13.55;0.053;20;113;0.99544;3.2;0.56;11;6
+5.8;0.42;0.3;2.2;0.035;26;129;0.989;3.32;0.47;12.9;6
+7.1;0.39;0.3;9.9;0.037;29;124;0.99414;3.07;0.42;10.9;6
+6.7;0.53;0.29;4.3;0.069;20;114;0.99014;3.22;0.59;13.4;6
+6.7;0.66;0;13;0.033;32;75;0.99551;3.15;0.5;10.7;6
+6.5;0.36;0.31;13.55;0.053;20;113;0.99544;3.2;0.56;11;6
+6.5;0.16;0.33;1;0.027;23;75;0.9908;3.3;0.39;11.4;7
+8.3;0.22;0.34;1.1;0.043;20;116;0.9927;3;0.47;10.2;6
+6.9;0.23;0.35;6.9;0.03;45;116;0.99244;2.8;0.54;11;6
+6.4;0.17;0.34;13.4;0.044;45;139;0.99752;3.06;0.43;9.1;6
+5;0.33;0.18;4.6;0.032;40;124;0.99114;3.18;0.4;11;6
+6.8;0.38;0.29;9.9;0.037;40;146;0.99326;3.11;0.37;11.5;6
+6.5;0.29;0.32;3;0.036;38;93;0.9906;3.16;0.59;12;6
+6.9;0.29;0.32;5.8;0.04;16;112;0.993;3.04;0.58;11.2;5
+6.6;0.28;0.3;12.9;0.033;31;177;0.99479;3.12;0.39;11.2;6
+6.2;0.36;0.27;3.2;0.032;13;73;0.98942;2.9;0.69;12.6;7
+6;0.615;0.04;0.8;0.032;8;50;0.99036;3.14;0.4;11;4
+5.9;0.44;0.36;2.5;0.03;12;73;0.99201;3.22;0.48;10.8;6
+5.9;0.42;0.36;2.4;0.034;19;77;0.99184;3.25;0.48;10.9;5
+5.8;0.34;0.21;7.2;0.041;48;146;0.99441;3.16;0.49;9.8;5
+5.8;0.27;0.2;7.3;0.04;42;145;0.99442;3.15;0.48;9.8;5
+7.1;0.33;0.18;6.3;0.094;27;166;0.99474;2.9;0.49;9.5;5
+6.1;0.44;0.28;4.25;0.032;43;132;0.9916;3.26;0.47;11.2666666666667;7
+7.3;0.28;0.37;1.2;0.039;26;99;0.99198;3.01;0.62;10.8;5
+5.2;0.5;0.18;2;0.036;23;129;0.98949;3.36;0.77;13.4;7
+6.1;0.44;0.28;4.25;0.032;43;132;0.9916;3.26;0.47;11.3;7
+6.4;0.62;0.12;4.7;0.06;33;196;0.99556;3.22;0.48;8.9;5
+6.4;0.38;0.19;4.5;0.038;36;119;0.99151;3.07;0.42;11.2;6
+7.5;0.305;0.38;1.4;0.047;30;95;0.99158;3.22;0.52;11.5;7
+6.5;0.5;0.22;4.1;0.036;35;131;0.9902;3.26;0.55;13;7
+6.6;0.4;0.3;5.3;0.038;20;125;0.99204;3.36;0.73;12.6;6
+6.4;0.4;0.25;4.2;0.032;15;91;0.98988;3.26;0.52;13.1;6
+8.3;0.49;0.23;6.65;0.034;6;158;0.99344;3.05;0.48;11.2;5
+6.3;0.3;0.91;8.2;0.034;50;199;0.99394;3.39;0.49;11.7;6
+6.1;0.19;0.37;2.6;0.041;24;99;0.99153;3.18;0.5;10.9;6
+6.1;0.19;0.37;2.6;0.041;24;99;0.99153;3.18;0.5;10.9;6
+5.6;0.24;0.34;2;0.041;14;73;0.98981;3.04;0.45;11.6;7
+5.7;0.25;0.32;12.2;0.041;43;127;0.99524;3.23;0.53;10.4;7
+6.6;0.21;0.39;2.3;0.041;31;102;0.99221;3.22;0.58;10.9;7
+6.3;0.3;0.91;8.2;0.034;50;199;0.99394;3.39;0.49;11.7;6
+6.2;0.28;0.41;5;0.043;50;188;0.99318;3.23;0.64;10.8;6
+5.8;0.29;0.38;10.7;0.038;49;136;0.99366;3.11;0.59;11.2;6
+5.8;0.345;0.15;10.8;0.033;26;120;0.99494;3.25;0.49;10;6
+6.5;0.51;0.25;1.7;0.048;39;177;0.99212;3.28;0.57;10.5666666666667;5
+6;0.24;0.41;1.3;0.036;42;118;0.99018;3.04;0.64;11.7333333333333;6
+6.5;0.51;0.25;1.7;0.048;39;177;0.99212;3.28;0.57;10.6;5
+6.9;0.54;0.26;12.7;0.049;59;195;0.99596;3.26;0.54;10.5;6
+6;0.24;0.41;1.3;0.036;42;118;0.99018;3.04;0.64;11.75;6
+6.6;0.26;0.36;1.2;0.035;43;126;0.99094;3.01;0.63;11.4;6
+5.7;0.24;0.3;1.3;0.03;25;98;0.98968;3.37;0.43;12.4;7
+6.5;0.21;0.35;5.7;0.043;47;197;0.99392;3.24;0.5;10.1;6
+6.8;0.29;0.22;3.4;0.035;40;122;0.99024;3.09;0.47;12.3;6
+5;0.24;0.34;1.1;0.034;49;158;0.98774;3.32;0.32;13.1;7
+5.9;0.18;0.28;1;0.037;24;88;0.99094;3.29;0.55;10.65;7
+5.8;0.26;0.29;1;0.042;35;101;0.99044;3.36;0.48;11.4;7
+6.7;0.61;0.21;1.65;0.117;40;240;0.9938;3.11;0.57;9.3;5
+5.7;0.695;0.06;6.8;0.042;9;84;0.99432;3.44;0.44;10.2;5
+5.6;0.695;0.06;6.8;0.042;9;84;0.99432;3.44;0.44;10.2;5
+5.7;0.39;0.25;4.9;0.033;49;113;0.98966;3.26;0.58;13.1;7
+6.1;0.38;0.47;1.4;0.051;59;210;0.99309;3.24;0.5;9.6;5
+6.3;0.36;0.28;2.5;0.035;18;73;0.98868;3.1;0.47;12.8;7
+6;0.29;0.41;10.8;0.048;55;149;0.9937;3.09;0.59;10.9666666666667;7
+6;0.29;0.41;10.8;0.048;55;149;0.9937;3.09;0.59;10.9666666666667;7
+6;0.29;0.41;10.8;0.048;55;149;0.9937;3.09;0.59;10.9666666666667;7
+6;0.29;0.41;10.8;0.048;55;149;0.9937;3.09;0.59;11;7
+7.1;0.43;0.25;2.8;0.036;43;132;0.98975;3.21;0.47;13.4;6
+6.6;0.25;0.25;1.3;0.04;28;85;0.98984;2.87;0.48;11.2;6
+6.6;0.33;0.41;2;0.027;14;79;0.99063;3.27;0.63;12.4;6
+8;0.23;0.41;1.1;0.048;35;150;0.99168;3.09;0.47;11.2;5
+7.3;0.17;0.36;8.2;0.028;44;111;0.99272;3.14;0.41;12.4;6
+6;0.17;0.33;6;0.036;30;111;0.99362;3.32;0.58;10.1333333333333;7
+6.1;0.16;0.34;6.1;0.034;31;114;0.99365;3.32;0.58;10.1333333333333;7
+7.3;0.17;0.36;8.2;0.028;44;111;0.99272;3.14;0.41;12.4;6
+6.4;0.31;0.53;8.8;0.057;36;221;0.99642;3.17;0.44;9.1;5
+6.1;0.16;0.34;6.1;0.034;31;114;0.99365;3.32;0.58;10.15;7
+6;0.17;0.33;6;0.036;30;111;0.99362;3.32;0.58;10.15;7
+5.9;0.44;0.33;1.2;0.049;12;117;0.99134;3.46;0.44;11.5;5
+6.6;0.285;0.49;11.4;0.035;57;137;0.99732;3.08;0.54;8.9;6
+4.9;0.335;0.14;1.3;0.036;69;168;0.99212;3.47;0.46;10.4666666666667;5
+4.9;0.335;0.14;1.3;0.036;69;168;0.99212;3.47;0.46;10.4666666666667;5
+6;0.28;0.52;6.2;0.028;37;104;0.99161;3.28;0.51;11.8;7
+5.8;0.35;0.29;3.2;0.034;41;151;0.9912;3.35;0.58;11.6333333333333;7
+5.7;0.21;0.37;4.5;0.04;58;140;0.99332;3.29;0.62;10.6;6
+6.5;0.25;0.32;9.9;0.045;41;128;0.99636;3.18;0.52;9.6;6
+6;0.28;0.52;6.2;0.028;37;104;0.99161;3.28;0.51;11.8;7
+6.6;0.285;0.49;11.4;0.035;57;137;0.99732;3.08;0.54;8.9;6
+4.7;0.335;0.14;1.3;0.036;69;168;0.99212;3.47;0.46;10.5;5
+6.8;0.63;0.04;1.3;0.058;25;133;0.99271;3.17;0.39;10.2;4
+5.6;0.27;0.37;0.9;0.025;11;49;0.98845;3.29;0.33;13.1;6
+6.8;0.32;0.33;0.7;0.027;15;66;0.9899;3.11;0.31;11.8;6
+6.5;0.33;0.32;1;0.041;39;120;0.99004;3.06;0.37;12.2;6
+6;0.24;0.34;1;0.036;52;184;0.99097;3.44;0.44;11.45;6
+7.2;0.26;0.32;10.4;0.062;23;114;0.9966;3.23;0.49;10.5;5
+6.8;0.63;0.04;1.3;0.058;25;133;0.99271;3.17;0.39;10.2;4
+6.7;0.16;0.32;12.5;0.035;18;156;0.99666;2.88;0.36;9;6
+6.7;0.16;0.32;12.5;0.035;18;156;0.99666;2.88;0.36;9;6
+6.7;0.16;0.32;12.5;0.035;18;156;0.99666;2.88;0.36;9;6
+6.7;0.16;0.32;12.5;0.035;18;156;0.99666;2.88;0.36;9;6
+6.9;0.19;0.31;19.25;0.043;38;167;0.99954;2.93;0.52;9.1;7
+6;0.36;0.32;1.1;0.053;26;173;0.99414;3.38;0.54;8.8;5
+6.7;0.16;0.32;12.5;0.035;18;156;0.99666;2.88;0.36;9;6
+6.9;0.19;0.31;19.25;0.043;38;167;0.99954;2.93;0.52;9.1;7
+6.7;0.35;0.32;9;0.032;29;113;0.99188;3.13;0.65;12.9;7
+6.1;0.15;0.4;1.2;0.03;19;84;0.98926;3.19;0.96;13;6
+6.7;0.35;0.32;9;0.032;29;113;0.99188;3.13;0.65;12.9;7
+7;0.27;0.74;1.3;0.173;34;121;0.99334;3.04;0.46;9.2;6
+6.8;0.3;0.33;12.8;0.041;60;168;0.99659;3.1;0.56;9.8;5
+6.8;0.3;0.33;12.8;0.041;60;168;0.99659;3.1;0.56;9.8;5
+6.4;0.69;0.09;7.6;0.044;34;144;0.9948;3.26;0.38;10.1;6
+6.4;0.69;0.09;7.6;0.044;34;144;0.9948;3.26;0.38;10.1;6
+5.9;0.12;0.28;1.4;0.037;36;83;0.99074;3.33;0.42;10.9;7
+6.3;0.36;0.5;8.3;0.053;51;202;0.9955;3.2;0.51;9.6;6
+5.7;0.27;0.16;9;0.053;32;111;0.99474;3.36;0.37;10.4;6
+6.1;0.22;0.4;1.85;0.031;25;111;0.98966;3.03;0.3;11.8;7
+5.6;0.205;0.16;12.55;0.051;31;115;0.99564;3.4;0.38;10.8;6
+7.2;0.33;0.28;1.4;0.034;26;109;0.99246;3.28;0.57;10.6;6
+5.9;0.21;0.31;1.8;0.033;45;142;0.98984;3.35;0.5;12.7;6
+5.4;0.33;0.31;4;0.03;27;108;0.99031;3.3;0.43;12.2;7
+5.4;0.205;0.16;12.55;0.051;31;115;0.99564;3.4;0.38;10.8;6
+5.7;0.27;0.16;9;0.053;32;111;0.99474;3.36;0.37;10.4;6
+6.4;0.28;0.28;3;0.04;19;98;0.99216;3.25;0.47;11.1;6
+6.1;0.22;0.4;1.85;0.031;25;111;0.98966;3.03;0.3;11.8;7
+6.7;0.15;0.32;7.9;0.034;17;81;0.99512;3.29;0.31;10;6
+5.5;0.315;0.38;2.6;0.033;10;69;0.9909;3.12;0.59;10.8;6
+4.8;0.225;0.38;1.2;0.074;47;130;0.99132;3.31;0.4;10.3;6
+5.2;0.24;0.15;7.1;0.043;32;134;0.99378;3.24;0.48;9.9;6
+6.7;0.15;0.32;7.9;0.034;17;81;0.99512;3.29;0.31;10;6
+6.6;0.27;0.32;1.3;0.044;18;93;0.99044;3.11;0.56;12.25;5
+6.1;0.32;0.33;10.7;0.036;27;98;0.99521;3.34;0.52;10.2;6
+6;0.25;0.28;7.7;0.053;37;132;0.99489;3.06;0.5;9.4;6
+6.4;0.42;0.46;8.4;0.05;58;180;0.99495;3.18;0.46;9.7;6
+6.1;0.32;0.33;10.7;0.036;27;98;0.99521;3.34;0.52;10.2;6
+6.9;0.31;0.33;12.7;0.038;33;116;0.9954;3.04;0.65;10.4;6
+6.3;0.48;0.48;1.8;0.035;35;96;0.99121;3.49;0.74;12.2;6
+6;0.25;0.28;7.7;0.053;37;132;0.99489;3.06;0.5;9.4;6
+7.2;0.21;0.31;10.5;0.035;36;122;0.99478;3.12;0.4;10.6;6
+6.8;0.32;0.43;1.6;0.05;4;65;0.99346;3.27;0.47;10.7;5
+7.9;0.3;0.6;1.85;0.048;13;106;0.99331;3.24;0.49;11.85;5
+5.3;0.31;0.38;10.5;0.031;53;140;0.99321;3.34;0.46;11.7;6
+5.3;0.31;0.38;10.5;0.031;53;140;0.99321;3.34;0.46;11.7;6
+5.2;0.185;0.22;1;0.03;47;123;0.99218;3.55;0.44;10.15;6
+5.5;0.16;0.31;1.2;0.026;31;68;0.9898;3.33;0.44;11.6333333333333;6
+6;0.17;0.36;1.7;0.042;14;61;0.99144;3.22;0.54;10.8;6
+6;0.16;0.36;1.6;0.042;13;61;0.99143;3.22;0.54;10.8;6
+6.1;0.24;0.32;9;0.031;41;134;0.99234;3.25;0.26;12.3;7
+5.5;0.3;0.25;1.9;0.029;33;118;0.98972;3.36;0.66;12.5;6
+5.5;0.16;0.31;1.2;0.026;31;68;0.9898;3.33;0.44;11.65;6
+6;0.32;0.46;1.5;0.05;56;189;0.99308;3.24;0.49;9.6;5
+6.1;0.27;0.31;3.9;0.034;42;137;0.99218;3.24;0.46;10.9;6
+6;0.27;0.32;3.6;0.035;36;133;0.99215;3.23;0.46;10.8;6
+6;0.14;0.37;1.2;0.032;63;148;0.99185;3.32;0.44;11.2;5
+5;0.24;0.19;5;0.043;17;101;0.99438;3.67;0.57;10;5
+6.1;0.26;0.25;2.9;0.047;289;440;0.99314;3.44;0.64;10.5;3
+6.3;0.23;0.5;10.4;0.043;61;132;0.99542;2.86;0.46;9.1;6
+5.6;0.26;0.5;11.4;0.029;25;93;0.99428;3.23;0.49;10.5;6
+6.1;0.34;0.24;18.35;0.05;33;184;0.99943;3.12;0.61;9.3;5
+6.2;0.35;0.25;18.4;0.051;28;182;0.99946;3.13;0.62;9.3;6
+6;0.14;0.37;1.2;0.032;63;148;0.99185;3.32;0.44;11.2;5
+7.3;0.36;0.62;7.1;0.033;48;185;0.99472;3.14;0.62;10.6;6
+5.1;0.25;0.36;1.3;0.035;40;78;0.9891;3.23;0.64;12.1;7
+5.5;0.16;0.26;1.5;0.032;35;100;0.99076;3.43;0.77;12;6
+6.4;0.19;0.35;10.2;0.043;40;106;0.99632;3.16;0.5;9.7;6
+6.6;0.29;0.73;2.2;0.027;21;92;0.99;3.12;0.48;12.4;6
+6;0.38;0.26;3.5;0.035;38;111;0.98872;3.18;0.47;13.6;7
+6;0.38;0.26;3.5;0.035;38;111;0.98872;3.18;0.47;13.6;7
+6.5;0.2;0.35;3.9;0.04;27;140;0.99102;2.98;0.53;11.8;6
+6.6;0.17;0.26;7.4;0.052;45;128;0.99388;3.16;0.37;10;6
+6.6;0.17;0.26;7.4;0.052;45;128;0.99388;3.16;0.37;10;6
+6.2;0.15;0.27;11;0.035;46;116;0.99602;3.12;0.38;9.1;6
+5.9;0.48;0.3;1.5;0.037;19;78;0.99057;3.47;0.42;11.9;7
+5.3;0.4;0.25;3.9;0.031;45;130;0.99072;3.31;0.58;11.75;7
+5.9;0.26;0.29;5.4;0.046;34;116;0.99224;3.24;0.41;11.4;6
+5.2;0.3;0.34;1.5;0.038;18;96;0.98942;3.56;0.48;13;8
+6.4;0.32;0.25;5;0.055;28;138;0.99171;3.27;0.5;12.4;8
+6.6;0.19;0.25;1.2;0.052;34;181;0.99352;3.3;0.42;9.4;7
+6.8;0.27;0.3;13;0.047;69;160;0.99705;3.16;0.5;9.6;6
+6.8;0.27;0.3;13;0.047;69;160;0.99705;3.16;0.5;9.6;6
+6.8;0.27;0.3;13;0.047;69;160;0.99705;3.16;0.5;9.6;6
+6.8;0.27;0.3;13;0.047;69;160;0.99705;3.16;0.5;9.6;6
+6.4;0.28;0.45;8.6;0.057;47;223;0.99654;3.16;0.51;9.1;5
+5.2;0.21;0.31;1.7;0.048;17;61;0.98953;3.24;0.37;12;7
+7.1;0.24;0.34;1.2;0.045;6;132;0.99132;3.16;0.46;11.2;4
+5;0.27;0.4;1.2;0.076;42;124;0.99204;3.32;0.47;10.1;6
+5.8;0.27;0.4;1.2;0.076;47;130;0.99185;3.13;0.45;10.3;6
+5.9;0.27;0.32;2;0.034;31;102;0.98952;3.16;0.56;12.3;6
+5.8;0.315;0.19;19.4;0.031;28;106;0.99704;2.97;0.4;10.55;6
+6;0.59;0;0.8;0.037;30;95;0.99032;3.1;0.4;10.9;4
+5.8;0.3;0.09;6.3;0.042;36;138;0.99382;3.15;0.48;9.7;5
+5.6;0.3;0.1;6.4;0.043;34;142;0.99382;3.14;0.48;9.8;5
+6.7;0.3;0.5;12.1;0.045;38;127;0.9974;3.04;0.53;8.9;6
+6.7;0.3;0.5;12.1;0.045;38;127;0.9974;3.04;0.53;8.9;6
+6.4;0.31;0.31;12.9;0.045;55;161;0.99546;3.02;0.59;10.2;5
+6.9;0.25;0.29;2.4;0.038;28;76;0.99088;3.01;0.36;11.7;7
+4.4;0.32;0.39;4.3;0.03;31;127;0.98904;3.46;0.36;12.8;8
+3.9;0.225;0.4;4.2;0.03;29;118;0.989;3.57;0.36;12.8;8
+6.4;0.31;0.31;12.9;0.045;55;161;0.99546;3.02;0.59;10.2;5
+5.5;0.62;0.33;1.7;0.037;24;118;0.98758;3.15;0.39;13.55;6
+6.2;0.3;0.42;2.2;0.036;28;128;0.9901;3.13;0.38;11.6;6
+6.7;0.3;0.5;12.1;0.045;38;127;0.9974;3.04;0.53;8.9;6
+4.7;0.785;0;3.4;0.036;23;134;0.98981;3.53;0.92;13.8;6
+6;0.31;0.32;7.4;0.175;47;159;0.9952;3.19;0.5;9.4;6
+6;0.32;0.3;7.3;0.174;46;159;0.99519;3.18;0.49;9.4;5
+6.4;0.105;0.29;1.1;0.035;44;140;0.99142;3.17;0.55;10.7;7
+6.4;0.105;0.29;1.1;0.035;44;140;0.99142;3.17;0.55;10.7;7
+5.7;0.33;0.32;1.4;0.043;28;93;0.9897;3.31;0.5;12.3;6
+5.9;0.32;0.19;14.5;0.042;37;115;0.99684;3.16;0.43;10.3;5
+6.2;0.26;0.2;8;0.047;35;111;0.99445;3.11;0.42;10.4;6
+6;0.2;0.33;1.1;0.039;45;126;0.99051;3.31;0.45;11.6;7
+6.4;0.105;0.29;1.1;0.035;44;140;0.99142;3.17;0.55;10.7;7
+5.8;0.28;0.34;2.2;0.037;24;125;0.98986;3.36;0.33;12.8;8
+6.4;0.31;0.5;5.8;0.038;42;111;0.99189;3.18;0.53;11.9;7
+6;0.35;0.46;0.9;0.033;9;65;0.98934;3.24;0.35;12.1;4
+5.1;0.26;0.34;6.4;0.034;26;99;0.99449;3.23;0.41;9.2;6
+6.6;0.28;0.09;10.9;0.051;37;131;0.99566;2.93;0.62;9.5;6
+6;0.17;0.3;7.3;0.039;39;104;0.99252;2.91;0.57;11;6
+7.3;0.35;0.67;8.3;0.053;10;100;0.9959;3.19;0.5;10.9;5
+6;0.26;0.24;1.3;0.053;66;150;0.9924;3.21;0.62;10.4;6
+5.4;0.375;0.4;3.3;0.054;29;147;0.99482;3.42;0.52;9.1;5
+7;0.17;0.42;1;0.075;19;71;0.99103;3.32;0.62;11.4;6
+5.1;0.26;0.33;1.1;0.027;46;113;0.98946;3.35;0.43;11.4;7
+5.8;0.36;0.5;1;0.127;63;178;0.99212;3.1;0.45;9.7;5
+5.7;0.4;0.35;5.1;0.026;17;113;0.99052;3.18;0.67;12.4;6
+6.2;0.76;0.01;3.2;0.041;18;120;0.99026;3.2;0.94;13.7;7
+6.1;0.41;0.2;12.6;0.032;54;136;0.99516;2.91;0.43;10.6;6
+5.8;0.385;0.25;3.7;0.031;38;122;0.99128;3.2;0.63;11.2;6
+6;0.27;0.4;1.7;0.021;18;82;0.9891;3.24;0.95;13.1333333333333;6
+5.7;0.4;0.35;5.1;0.026;17;113;0.99052;3.18;0.67;12.4;6
+5.8;0.36;0.5;1;0.127;63;178;0.99212;3.1;0.45;9.7;5
+7;0.24;0.47;1.3;0.043;18;131;0.99176;3.19;0.45;11;6
+6.8;0.23;0.48;1.5;0.036;35;165;0.99162;3.18;0.45;11.3;6
+6.5;0.28;0.34;4.6;0.054;22;130;0.99193;3.2;0.46;12;7
+6.4;0.23;0.35;10.3;0.042;54;140;0.9967;3.23;0.47;9.2;5
+6;0.34;0.29;6.1;0.046;29;134;0.99462;3.48;0.57;10.7;6
+6;0.34;0.29;6.1;0.046;29;134;0.99462;3.48;0.57;10.7;6
+6.7;0.22;0.33;1.2;0.036;36;86;0.99058;3.1;0.76;11.4;6
+6.4;0.23;0.35;10.3;0.042;54;140;0.9967;3.23;0.47;9.2;5
+6;0.32;0.33;9.9;0.032;22;90;0.99258;3.1;0.43;12.1;7
+5.8;0.29;0.27;1.6;0.062;17;140;0.99138;3.23;0.35;11.1;6
+5.8;0.38;0.26;1.1;0.058;20;140;0.99271;3.27;0.43;9.7;6
+5.9;0.32;0.26;1.5;0.057;17;141;0.9917;3.24;0.36;10.7;5
+5.6;0.33;0.28;1.2;0.031;33;97;0.99126;3.49;0.58;10.9;6
+5.9;0.37;0.3;1.5;0.033;35;95;0.98986;3.36;0.56;12;7
+5.6;0.295;0.26;1.1;0.035;40;102;0.99154;3.47;0.56;10.6;6
+6.7;0.5;0.36;11.5;0.096;18;92;0.99642;3.11;0.49;9.6;5
+6.5;0.28;0.38;7.8;0.031;54;216;0.99154;3.03;0.42;13.1;6
+5.3;0.275;0.24;7.4;0.038;28;114;0.99313;3.38;0.51;11;6
+5.2;0.405;0.15;1.45;0.038;10;44;0.99125;3.52;0.4;11.6;4
+6.8;0.34;0.36;8.9;0.029;44;128;0.99318;3.28;0.35;11.95;7
+5.7;0.22;0.25;1.1;0.05;97;175;0.99099;3.44;0.62;11.1;6
+6.2;0.28;0.57;1;0.043;50;92;0.99004;3.17;0.36;11.5;6
+5.6;0.34;0.25;2.5;0.046;47;182;0.99093;3.21;0.4;11.3;5
+4.8;0.29;0.23;1.1;0.044;38;180;0.98924;3.28;0.34;11.9;6
+6.6;0.38;0.29;2.4;0.136;15;93;0.99336;3.18;0.6;9.5;5
+5.1;0.3;0.3;2.3;0.048;40;150;0.98944;3.29;0.46;12.2;6
+4.4;0.54;0.09;5.1;0.038;52;97;0.99022;3.41;0.4;12.2;7
+7;0.36;0.35;2.5;0.048;67;161;0.99146;3.05;0.56;11.1;6
+6.4;0.33;0.44;8.9;0.055;52;164;0.99488;3.1;0.48;9.6;5
+7;0.36;0.35;2.5;0.048;67;161;0.99146;3.05;0.56;11.1;6
+6.4;0.33;0.44;8.9;0.055;52;164;0.99488;3.1;0.48;9.6;5
+6.2;0.23;0.38;1.6;0.044;12;113;0.99176;3.3;0.73;11.4;5
+5.2;0.25;0.23;1.4;0.047;20;77;0.99001;3.32;0.62;11.4;5
+6.2;0.35;0.29;3.9;0.041;22;79;0.99005;3.1;0.59;12.0666666666667;6
+7.1;0.23;0.39;13.7;0.058;26;172;0.99755;2.9;0.46;9;6
+7.1;0.23;0.39;13.7;0.058;26;172;0.99755;2.9;0.46;9;6
+7.5;0.38;0.33;9.2;0.043;19;116;0.99444;3.08;0.42;11.4;6
+6.4;0.35;0.51;7.8;0.055;53;177;0.99502;3.12;0.45;9.6;5
+6;0.43;0.34;7.6;0.045;25;118;0.99222;3.03;0.37;11;6
+6;0.52;0.33;7.7;0.046;24;119;0.99224;3.04;0.38;11;6
+5.5;0.31;0.29;3;0.027;16;102;0.99067;3.23;0.56;11.2;6
+5.9;0.22;0.3;1.3;0.052;42;86;0.99069;3.31;0.47;11.55;6
+6.2;0.36;0.32;4;0.036;44;92;0.98936;3.2;0.5;13.3;7
+6;0.41;0.23;1.1;0.066;22;148;0.99266;3.3;0.47;9.63333333333333;5
+6.2;0.355;0.35;2;0.046;31;95;0.98822;3.06;0.46;13.6;6
+5.7;0.41;0.21;1.9;0.048;30;112;0.99138;3.29;0.55;11.2;6
+5.3;0.6;0.34;1.4;0.031;3;60;0.98854;3.27;0.38;13;6
+5.8;0.23;0.31;4.5;0.046;42;124;0.99324;3.31;0.64;10.8;6
+6.6;0.24;0.33;10.1;0.032;8;81;0.99626;3.19;0.51;9.8;6
+6.1;0.32;0.28;6.6;0.021;29;132;0.99188;3.15;0.36;11.45;7
+5;0.2;0.4;1.9;0.015;20;98;0.9897;3.37;0.55;12.05;6
+6;0.42;0.41;12.4;0.032;50;179;0.99622;3.14;0.6;9.7;5
+5.7;0.21;0.32;1.6;0.03;33;122;0.99044;3.33;0.52;11.9;6
+5.6;0.2;0.36;2.5;0.048;16;125;0.99282;3.49;0.49;10;6
+7.4;0.22;0.26;1.2;0.035;18;97;0.99245;3.12;0.41;9.7;6
+6.2;0.38;0.42;2.5;0.038;34;117;0.99132;3.36;0.59;11.6;7
+5.9;0.54;0;0.8;0.032;12;82;0.99286;3.25;0.36;8.8;5
+6.2;0.53;0.02;0.9;0.035;6;81;0.99234;3.24;0.35;9.5;4
+6.6;0.34;0.4;8.1;0.046;68;170;0.99494;3.15;0.5;9.53333333333333;6
+6.6;0.34;0.4;8.1;0.046;68;170;0.99494;3.15;0.5;9.53333333333333;6
+5;0.235;0.27;11.75;0.03;34;118;0.9954;3.07;0.5;9.4;6
+5.5;0.32;0.13;1.3;0.037;45;156;0.99184;3.26;0.38;10.7;5
+4.9;0.47;0.17;1.9;0.035;60;148;0.98964;3.27;0.35;11.5;6
+6.5;0.33;0.38;8.3;0.048;68;174;0.99492;3.14;0.5;9.6;5
+6.6;0.34;0.4;8.1;0.046;68;170;0.99494;3.15;0.5;9.55;6
+6.2;0.21;0.28;5.7;0.028;45;121;0.99168;3.21;1.08;12.15;7
+6.2;0.41;0.22;1.9;0.023;5;56;0.98928;3.04;0.79;13;7
+6.8;0.22;0.36;1.2;0.052;38;127;0.9933;3.04;0.54;9.2;5
+4.9;0.235;0.27;11.75;0.03;34;118;0.9954;3.07;0.5;9.4;6
+6.1;0.34;0.29;2.2;0.036;25;100;0.98938;3.06;0.44;11.8;6
+5.7;0.21;0.32;0.9;0.038;38;121;0.99074;3.24;0.46;10.6;6
+6.5;0.23;0.38;1.3;0.032;29;112;0.99298;3.29;0.54;9.7;5
+6.2;0.21;0.29;1.6;0.039;24;92;0.99114;3.27;0.5;11.2;6
+6.6;0.32;0.36;8;0.047;57;168;0.9949;3.15;0.46;9.6;5
+6.5;0.24;0.19;1.2;0.041;30;111;0.99254;2.99;0.46;9.4;6
+5.5;0.29;0.3;1.1;0.022;20;110;0.98869;3.34;0.38;12.8;7
+6;0.21;0.38;0.8;0.02;22;98;0.98941;3.26;0.32;11.8;6
diff --git a/requirements.txt b/requirements.txt
index 18af45d..1e64c04 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,3 +1,4 @@
 numpy
 pytest
 ipython
+mathlib