diff --git a/.gitignore b/.gitignore index 9c88f8af..4a89005d 100644 --- a/.gitignore +++ b/.gitignore @@ -3,3 +3,9 @@ __pycache__ .coverage coverage.xml +logs.log +catboost_info/ +.env +.env.local +mlruns/ +model/ \ No newline at end of file diff --git a/topic/machine-learning/classification-automl/automl_classification_with_pycaret.ipynb b/topic/machine-learning/classification-automl/automl_classification_with_pycaret.ipynb new file mode 100644 index 00000000..806b1841 --- /dev/null +++ b/topic/machine-learning/classification-automl/automl_classification_with_pycaret.ipynb @@ -0,0 +1,3472 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Create a classification model with CrateDB, Pycaret and MLflow\n", + "\n", + "This notebook guides you through the process of creating a classification\n", + "machine learning model with CrateDB and Pycaret. The exciting part: we're\n", + "using automatic machine learning model selection, benchmarking and \n", + "hyperparameter tuning - commonly known as AutoML.\n", + "\n", + "## CrateDB\n", + "\n", + "CrateDB is a distributed SQL database that makes it simple to store and analyze\n", + "huge amounts of time series data in real-time. It provides a robust SQL\n", + "interface and a number of anlaytics features that are predestined for machine\n", + "learning tasks.\n", + "\n", + "Two additional features stand out:\n", + "\n", + "1. CrateDB allows to store both relational data like strings, floats and \n", + " timestamps as well as complex object types. This makes it easy to store\n", + " the raw data required for machine learning model creation as well as the\n", + " metadata that is often required to make sense of the data.\n", + "\n", + "1. CrateDB offes first-class time partitioning support. This allows to store\n", + " tremendous amounts of data in a single table and still be able to query\n", + " it in a performant way. This is especially useful for time series data\n", + " like sensor data, user tracking data or log data.\n", + "\n", + "## Pycaret\n", + "\n", + "Pycaret is a Python library that makes it easy to create and train machine\n", + "learning models in python. The outstanding feature of Pycaret is its AutoML\n", + "capabilities. \n", + "\n", + "Pycaret is a high-level interface on top of popular machine learning\n", + "frameworks. Among them are scikit-learn, xgboost, ray, lightgbm and many more.\n", + "\n", + "Pycaret provides a simple low-code interface to utilize these libraries without\n", + "needing to know the details of the underlying model architectures and\n", + "parameters. \n", + "\n", + "The general concept of Pycaret - and for the matter of fact for AutoML in\n", + "general - is rather simple: One takes the raw data, splits it into a training\n", + "and a test set and then trains a number of different models on the training\n", + "set. The models are then evaluated on the test set and the best performing\n", + "model is selected. This process gets repeated for tuning the hyperparameters\n", + "of the best models. Again, this process is highly empirical. The parameters are\n", + "changed, the model is retrained and evaluated again. This process is repeated\n", + "until the best performing parameters are found.\n", + "\n", + "Modern algorithms for executing all these experiments are - among other - \n", + "GridSearch, RandomSearch and BayesianSearch. For a quick introduction into\n", + "these methods, see \n", + "[this article](https://medium.com/analytics-vidhya/comparison-of-hyperparameter-tuning-algorithms-grid-search-random-search-bayesian-optimization-5326aaef1bd1).\n", + "\n", + "In the past, all these try-and-error experiments had to be done manually - \n", + "which is a tedious and time-consuming task. Pycaret automates this process\n", + "and provides a simple interface to execute all these experiments in a\n", + "straightforward way. This notebook shows how.\n", + "\n", + "## The dataset\n", + "\n", + "The dataset used to demonstrate the use of Pycaret and CrateDB for training \n", + "machine learning models is a churn dataset of a telecom provider.\n", + "\n", + "It includes various attributes relating to customer demographics, services \n", + "subscribed to, billing information, and churn status.\n", + "\n", + "- `customerID`: A unique identifier for each customer.\n", + "- `gender`: The customer's gender (e.g., Male, Female).\n", + "- `SeniorCitizen`: Indicates whether the customer is a senior citizen (1) or \n", + " not (0).\n", + "- `Partner`: Indicates whether the customer has a partner (Yes) or not (No).\n", + "- `Dependents`: Indicates whether the customer has dependents (Yes) or not \n", + " (No).\n", + "- `tenure`: The total amount of time that the customer has been with the \n", + " company.\n", + "- `PhoneService`: Indicates whether the customer has a phone service (Yes) \n", + " or not (No).\n", + "- `MultipleLines`: Indicates whether the customer has multiple lines (Yes), \n", + " no multiple lines (No), or no phone service.\n", + "- `InternetService`: The type of internet service the customer has (DSL, \n", + " Fiber optic, or None).\n", + "- `OnlineSecurity`: Indicates whether the customer subscribes to an additional\n", + " online security service (Yes, No, or No internet service).\n", + "- `DeviceProtection`: Whether the customer has a device protection plan (Yes, \n", + " No, or No internet service).\n", + "- `TechSupport`: Indicates whether the customer has tech support services (Yes, \n", + " No, or No internet service).\n", + "- `StreamingTV`: Indicates if the customer has streaming TV service (Yes, No, \n", + " or No internet service).\n", + "- `StreamingMovies`: Indicates if the customer has streaming movies service \n", + " (Yes, No, or No internet service).\n", + "- `Contract`: The type of contract the customer has (Month-to-month, One year, \n", + " Two years).\n", + "- `PaperlessBilling`: Indicates whether the customer has paperless billing (Yes) \n", + " or not (No).\n", + "- `PaymentMethod`: The customer's payment method (Electronic check, \n", + " Mailed check, Credit card (automatic), etc.).\n", + "- `MonthlyCharges`: The amount charged to the customer each month.\n", + "- `TotalCharges`: The total amount charged to the customer over the time they \n", + " have been with the company.\n", + "- `Churn`: Indicates whether the customer has churned (Yes) or not (No).\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Getting started\n", + "\n", + "First, install the required dependencies. \n", + "\n", + "```bash\n", + "pip install -r requirements.txt\n", + "```\n", + "\n", + "> **Note:** As of time of this writing, Pycaret requires Python 3.8, 3.9 or \n", + "> 3.10.\n", + "\n", + "Secondly, we need a CrateDB instance to store and serve the data. The easiest\n", + "way to get started is to use the free CrateDB cloud offering. You can sign up\n", + "for a free account at https://console.cratedb.cloud.\n", + "\n", + "[Deploy a cluster](https://cratedb.com/docs/cloud/en/latest/tutorials/deploy/stripe.html#deploy-cluster)\n", + "and we're ready to go.\n", + "\n", + "Finally, create a file `.env` with the following content:\n", + "\n", + "```env\n", + "CRATE_HOST= # set this to localhost if you're running crate locally\n", + "CRATE_USER= # set this to crate if you're running crate locally\n", + "CRATE_PASSWORD= # set this to \"\" if you're running crate locally\n", + "CRATE_SSL=true # set this to false if you're running crate locally\n", + "```\n", + "\n", + "You can find your cratedb credentials in your \n", + "[CrateDB Cloud Console](https://cratedb.com/docs/cloud/en/latest/reference/overview.html#cluster).\n", + "\n", + "### Creating demo data\n", + "\n", + "For convenience, this notebook comes with an accompanying csv dataset which we \n", + "can quickly import in our database. Upload the csv file to your CrateDB cloud\n", + "cluster, as described [here](https://cratedb.com/docs/cloud/en/latest/reference/overview.html#import).\n", + "To follow this notebook, choose `pycaret_churn` for your database name.\n", + "\n", + "This will automatically create a new crate table and import the data.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Alternative data import using code\n", + "\n", + "If you prefer to use code to import your data, please execute the following lines which read the CSV\n", + "file into a pandas data frame, automatically creates the table in CrateDB and loads the data." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import dotenv\n", + "import sqlalchemy as sa\n", + "import pandas as pd\n", + "if os.path.exists(\".env\"):\n", + " dotenv.load_dotenv(\".env\", override=True)\n", + "\n", + "dburi = f\"crate://{os.environ['CRATE_USER']}:{os.environ['CRATE_PASSWORD']}@{os.environ['CRATE_HOST']}:4200?ssl={os.environ['CRATE_SSL']}\"\n", + "engine = sa.create_engine(dburi, echo=True)\n", + "df = pd.read_csv(\"churn-dataset.csv\")\n", + "\n", + "with engine.connect() as conn:\n", + " df.to_sql(\"pycaret_churn\", conn, index=False, chunksize=1000, if_exists=\"replace\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Model creation\n", + "Now that our data and environment is set up, we can start creating our model.\n", + "\n", + "The first step is to import the required libraries and to load our data from\n", + "the database." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import dotenv\n", + "import sqlalchemy as sa\n", + "import pandas as pd\n", + "import plotly\n", + "import plotly.express as plotly_express\n", + "import plotly.graph_objects as go\n", + "import mlflow_cratedb # We need this import to use the CrateDB MLflow store\n", + "\n", + "if os.path.exists(\".env\"):\n", + " dotenv.load_dotenv(\".env\", override=True)\n", + "\n", + "dburi = f\"crate://{os.environ['CRATE_USER']}:{os.environ['CRATE_PASSWORD']}@{os.environ['CRATE_HOST']}:4200?ssl={os.environ['CRATE_SSL']}\"\n", + "engine = sa.create_engine(dburi, echo=True)\n", + "\n", + "with engine.connect() as conn:\n", + " with conn.execute(sa.text(\"SELECT * FROM pycaret_churn\")) as cursor:\n", + " data = pd.DataFrame(cursor.fetchall(), columns=cursor.keys())\n", + "\n", + "# We set the MLFLOW_TRACKING_URI to our CrateDB instance. We'll see later why\n", + "os.environ[\n", + " \"MLFLOW_TRACKING_URI\"\n", + "] = f\"{dburi}&schema=mlflow\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next, let's have a quick glance on how our dataset looks like.\n", + "As we already know from chapter [The dataset](#the-dataset), the feature\n", + "to predict is `Churn` . Let's have a look at the distribution of this feature.\n", + "\n", + "> **Note:** knowing the distribution of the target feature is important to know\n", + "> whether the dataset is imbalanced - meaning that it has much more samples of\n", + "> one class than of the other. This is important to know because it can lead to\n", + "> biased models - so we can accommodate for this in our model creation process." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Set plotly to png render mode to render static pngs instead of\n", + "# interactive plots. Remove this line to get interactivity.\n", + "plotly.io.renderers.default = 'png'\n", + "\n", + "# Count the number of customers that churned and did not churn\n", + "churn_counts = data[\"Churn\"].value_counts()\n", + "\n", + "# Calculate the percentage of customers that churned and did not churn\n", + "churn_percentages = churn_counts / churn_counts.sum() * 100\n", + "\n", + "# Create a bar chart\n", + "bar_data = go.Bar(\n", + " x=churn_percentages.index,\n", + " y=churn_percentages.values,\n", + " text=[f\"{value:.1f}%\" for value in churn_percentages.values],\n", + " textposition='auto', # to position the text inside the bars\n", + " marker_color=[\"#0f77b4\", \"red\"]\n", + ")\n", + "\n", + "# Define layout\n", + "layout = go.Layout(\n", + " title=\"Percentage of customers churned?\",\n", + " xaxis=dict(\n", + " title=\"Churn\",\n", + " tickvals=churn_percentages.index,\n", + " ticktext=[\"Non-Churned\", \"Churned\"]\n", + " ),\n", + " yaxis=dict(\n", + " title=\"Percentage of Customers\"\n", + " ),\n", + " showlegend=False,\n", + " width=800,\n", + ")\n", + "\n", + "# Create figure\n", + "fig = go.Figure(data=[bar_data], layout=layout)\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The plot reveals that our dataset is indeed skewed towards non-churned users.\n", + "Let's keep this in mind for later.\n", + "\n", + "With that out of the way, we can dig deeper into the dataset to get a better\n", + "understanding of the data we're dealing with. These next steps are not strictly\n", + "necessary for creating a model, but they help us to understand the data and\n", + "to better verify our models performance.\n", + "\n", + "As a general guideline, a Data Scientist is tasked with investigating the \n", + "influence of features on the target variable. Let's start with tenure - as it\n", + "might be reasonable to argue that a clients tenue might influence the churn." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Vv/jii4PejueCLVFSxl+mvMPC9+FDKIU7J+FlDfn6WjAx/emnn3DzzTebiXv5ZoGaCIiACIiACIiACIiACPgSkHDXOSECIiACIiACIiACIlCHgA2TpjqdYr31H374AT///DOWLl2KLVu21PaXE1qyvnqPHj1qf9YSwr1bt2547bXXavcRjJxtjnA///zzzXEy650CurHNEe6nn366mSC0KY116FkChi1Uk6a2tnD3Vx4pmJhKuDflTNI6IiACIiACIiACItC2CEi4t61462hFQAREQAREQAREICgClK3Mjna73XXqgwe1gd8WevDBB/HZZ581ODEpF3NEZ//+/fHcc88F3DwnCf32229NKZeioqI6E1gGI9xDVVJm6NChaIkM9+uuuw5Llixp8uScoRDuDMSll16KtWvXmprlrCsf7MS1vkF0Sso0Rbh/+eWXZuLYjh074q233qr3/PDMxmdN/Q4dOtQu5/mZhHvAXy8tIAIiIAIiIAIiIAIi0EwCEu7NBKjVRUAEREAEREAERCBaCVByUnZy0tLHH3/c1DEP1CjoOdko12F79tlnjST1V7rllltuwY8//ohghbvTh48//hiPPPKIqafNUiEul8t89P777+OJJ56Av1rczJi//fbbzfIvvPAC+vTpU++hcdLUbdu2mfrxnNjUacFkQzcnw50PE1hbnuVzuC/K5sa0UAl3PizhQxO2K664AieccEJQ3WD9fZZdcVpzhPv8+fPB2u9sLOPiuV1n+9OnT8d//vMf808J96BCpIVEQAREQAREQAREQARaiICEewuB1WZFQAREQAREQAREINIJcDLOSy65xGSRM8OZ2cmU4g01TuBJycwa1507dzaLOdnJzIx++eWXvUq/8HPWaL/66quNpPcV7pWVlX4nR+WEpJzMk9v+9NNPa7OvZ86cifvvv9/04c0336y3uyxTc+aZZyI/Px+HH3646bNv++KLL8zxsFE677fffrWLtLRwp+RnWRk+wGD/OPGp80DBt59VVVUoLS1Fu3btaj8KlXBnDK666iozsStFN/vB2vkNNfaDE46yxv7EiRNrF2uOcN+5cyfOOusss62bbrrJvHHh2fg2xp///OfaOv8S7pH+zaP+i4AIiIAIiIAIiEBkE5Bwj+z4qfciIAIiIAIiIAIi0KIEmHl+5513wslYPuqoozBu3Dgjxzn5JGXn+vXrwZrvX331FShoKbkd4U5ZzzrkFLGc2PPaa6/FwIEDUVZWhjlz5uCpp54y2fB5eXl1hDslOrc5ZcoU7L///kb6s1FCL1682NRup+QfO3Ys7rrrrloOlMOXXXaZ+Td/zs/rax999BEeffRR89ExxxwDZrOz35TxlPachJTH7bt9Lt/Swp37YAkXPqRgO/DAA/GHP/wBe++9txHvZLBp0ybMmzfPZH1Tio8ZM6b2MEMl3LnBHTt24JprrgHFNxt5MCYsp5OamoqSkhLzFgDrm7NkCx9i8AEGHxQ4rTnCndvg/lkahqViWG5n1KhR5mEMy+7wHMrOzjbnEJuEe4t+JWjjIiACIiACIiACIiACAQhIuOsUEQEREAEREAEREAER8Etg1apVpob25s2b/S7HTPPjjjvOZMV7lv2gOH/ooYdq1+VyFMZsFOmUyc8880wd4U6R/PDDD9eux9Ix/EPJz6xutvomTeXPL7/8cqxevdosw8xvJ/v77LPPNnLdaU7JG+ff7du3R3FxcW3/WArn7rvvNmLZs4VDuDPr/6WXXjJy32nkSgZ8kOEw5GfM9B89enTtcqEU7two6+bzHFiwYEHA35YDDjjAPFhxHpBwheYK93Xr1hnpTrnP5mT7kxEntOUDh9tuu818JuEeMERaQAREQAREQAREQAREoAUJSLi3IFxtWgREQAREQAREQASihQDl7ty5c8Ha5ywDk5OTY7LWKaJZK53ifOrUqXVKxjjHzzrcrOVOCc5t9e7d20jYE0880dRfZ81135IyzJRmBveiRYvMxJ3MYqZsZ2Y993nooYfi+OOPN//2bRTEzBCnIGZmNjPV2S666CKceuqpXoszS5p135cvX26ypLm9AQMGmNIlzOh36tF7rhQO4e7sj5nsZEQOzOhnBj4fILDuPLmTw5AhQ7yOKdTC3dk4Y89SPmRGrhT/5MUHHyNGjMDkyZNN5rtva65w5/bS09NNxj85cL9du3bFIYccgnPOOQe7du0ysWWTcI+Wbx0dhwiIgAiIgAiIgAhEJgEJ98iMm3otAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiJgGQEJd8sCou6IgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAhEJgEJ98iMm3otAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiJgGQEJd8sCou6IgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAhEJgEJ98iMm3otAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiJgGQEJd8sCou6IgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAhEJgEJ98iMm3otAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiJgGQEJd8sCou6IgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAhEJgEJ98iMm3otAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiJgGQEJd8sCou6IgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAhEJgEJ98iMm3otAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiJgGQEJd8sCou6IgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAhEJgEJ98iMm3otAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiJgGQEJd8sCou6IgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAhEJgEJ98iMm3otAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiJgGQEJd8sCou6IgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAhEJgEJ98iMm3otAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiJgGQEJd8sCou6IgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAhEJgEJ98iMm3otAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiJgGQEJd8sCou6IgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAhEJgEJ98iMm3otAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiJgGQEJd8sCou6IgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAhEJgEJ98iMm3otAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiJgGQEJd8sCou6IgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAhEJgEJ98iMm3otAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiJgGQEJd8sCou6IgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAhEJgEJ98iMm3otAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiJgGQEJd8sCou6IgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAhEJgEJ98iMm3otAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiJgGQEJd8sCou7YRyArKwtPPfUUFi9ejNzcXBxyyCH429/+Zl9HW7lHJSUlOP7443HSSSfhsssua+XeaPciIAIiEJkENOYEFzeNOTWc/vjHP6Jz587497//HRw4LdVoAjt37sRZZ51l/px//vmNXl8riIAI2EtAY25wsdGYGxwnLSUCIiACngQk3HU+iEAAApTrP/30E84991z06NEDXbt2xfDhw1uVW2lpKaZPn276MXr06Fbti7PzlrwQW7ZsGd577z0sX77cPPRo164dhgwZgqOPPhoTJkyw4vjVCREQAREIBQGNOcFRbIkx5y9/+QsWLlyImJgY/O9//zPjvW974okn8P7775sf/+tf/8KoUaOC63ATlwo03odCuAfaRxO7HlGr+WMg4R5RoVRnRaBRBDTmBocrlGPuM888g7fffjuoHZ9yyim4+OKLg1pWC4mACIiAbQQk3G2LiPpjHQFmbR944IG49dZbrelbXl4eeAFi00VIKC/EPEG/+OKLRnx07NgREydONA89KN3nzJmDbdu24bDDDsNNN92EuLg4a+KjjoiACIhAUwlozAmOXEuMOY5wj4+Pxx/+8AeceeaZXp2pqKjAGWecAe6bfw+HcA803odCuAfaR3ARieyl/DGQcI/s2Kr3IuCPgMbc4M6PUI65fLC9YsUKrx0zkYzttNNO8/o5k8v233//4DqppURABETAMgIS7pYFRN2xiwAznn7/+9/j2GOPxbRp06zpnI03x6G8EHNAz5w5E/fffz9GjBiBf/zjH2jfvn1tDCorK/HQQw/hiy++wKmnnoqLLrrImvjY0pHi4mKkpKTY0h31QwREIAABjTnBnyItMeZQuLN83Lhx47Bu3Trwga9n44Pev//97zjiiCMwa9YsCffgw2X9khLu1odIHRSBkBPQmBs80pYYcz33zofZbG+88UbwnWqDS+rerg0GXYcc0QQk3CM6fOp8SxJgPdRPPvmkzi4eeOABjBw5Eu+88w5++OEHpKenIz8/32Rgjx071tT35N992+rVq/H6669j6dKlKCoqQqdOnbDvvvviT3/6k8nadtrs2bPN6+q82Xe73RgwYIB52u+UTvnll19w44031tl+9+7dTSZ4Y1owfaqqqjKv/VF+b9++HYmJiabfLLGz11571e4u1BdiFOrnnHMOCgoK8PLLL6NLly51Do0ZhuS3a9cuvPLKK7Wv/zsZf5deeimef/55/Prrr6ZEAF/9v/LKK029W8/G7bz11lv46quvzDEmJCQYyX/eeedh0KBBfpFy+7w4ZJ1/32XZ99NPP93U/fd8Q4LcGSueC+TG+E+ZMsVkTsbGxtbuj+cXuXP5nJwcJCUlmTJC9fXLOWbyeOmll8w6LL2jC9fG/EZoWRFoPQKhHnO++eYbfPDBB2Ys4fcpx4gxY8bgkksuMd+HGnPqxtoR7nzAe8stt+Dhhx82Y4HT+D3ObOfJkyfj2WefrSPcKW35/cvvbn5n81rg4IMPNuOl53XBl19+ada96667sHLlSvM9n52dbcYC1gmfOnWq2WUw473z3X/DDTeYcWjJkiVwuVwNjne+Rx3MPoK9DvD32+OZJb733nubcZ3XTxzbecwsEcdlnn76aXPcPGc5dl599dV1HhyvX7/ecOYYSmHWs2dPM4byWslzDH3wwQfx2WefmfGWD0/mzZtnlh88eLD5PRg2bFhQnD37zvOB29qwYYNJAuC5cMEFF3jtt/W+RbRnERCBYAlozK259wz2+z3U93m+cfIV7vfddx+ce2Lel7GxtCgT4Pjdy/tw51rmxx9/NGM2x2i++dyY46rvfNG9XbC/RVpOBEQgEAEJ90CE9HmbJbBlyxZTsoQD+EEHHWTKt7BRMnOgZ1b1AQccYIQ4xeaaNWvMTfMee+xhbhj5SrrTvv/+e5MVx2xj3lRyGd5cszY8b5adOuwvvPACXnvtNfPqHMvYsEwKM+p4A33FFVfghBNOMAKaN5l33HGHuahgBj4bL0acm8dgghZsnygEKG4oqykOKBEocSip+fDB2WdDF2KZmZlm2WAahQRZsvEYr732WnOM/sr5vPrqq+bGmzflxx13nFmXTHlTTX5nn322ubmmdKKMYH8pOpzGm3qWpOH+Jk2aZD7nAxE+bGGMKFxYL76hlpGRYUoPMDaMkWfjgxPW+7333ntrYzx//nzceeedtZK9Q4cO5rVKZuqPHz8et99+e+0m+Heyo2SnlOC+2K+ysq/CLagAACAASURBVDI8+eST6NevX+2yPGbGgBfOPGYKDT4IorBQEwERsJ9AKMec//znP2aej/79+5vvUD7g5XjG8YQ3ks7Nq8ac3WMOzxBHuH/66adGAnNsvv76683Jw4n1+DPWkuX3rK9w57hx+eWXY+vWrTjqqKPMuMHrAm6rV69e5jvbeUvLEe4UxVyOYxevGd58800jhR3RH8x4z+9+CnaOebwm4YNfCunPP//cjNue4119vwXB7CPY6wB/v2WOtObYxAfbxxxzDNLS0kw/N23aZBIJeD5yvOM4vGrVKvMWAVled911tZvmw2ReG3B85/UPx0Yy+/nnn82bCbw2cpoj3Hv37m1+D3gtx3GR12h8OMLrB16XBWLg9J394u8p+8T6/nywsmjRIpNowXNDTQREIHIIaMytmQMs2O/3UN/n+Z4pvsKd90WU7vzjlJThw1Pe81VXV5v7K+f+jOMxE6f4x3m4Hexx1XfG6t4ucn6P1VMRsJ2AhLvtEVL/WpWAc3FRX0mZ+l7pYob0P//5T/z1r381r5yz8SaYN2LMuuJNnm+mNrPY+YSeN+aXXXZZveKW0p9CmDfjycnJ5kaxOTXcg+0Tb2Apo3mjyj7wpp6NN/PMHueNPS942Bq6EOONKC9qg2mUFSeeeKJZ9KOPPsKjjz6KCy+80GSJN9QosCnkWYOR2etsFBC8oefN9n777Ve7KrPgmVVH4eTIamZIMC6U2xTeTissLDT77tOnj3mw4K9RFFACMD6OyOLyzKDjjTz3yxiXl5cbGc5MU2bWeD6U4brPPfecV5/rO8coc/785z+bbL5rrrmmtlvOMXPyJ0n2YM42LSMC9hEIxZjDN3quuuoqc4N69913e33P8CbV+R7XmAMjyJ0xh2eDI9wpgTlO8KEpb+D5dhHfFuKNPv/Ph+u+wv2///2veYuN4xDHI6d9+OGHeOyxx7xKnznCnW/LeY4v/M6ndODbchxz2QKN9853PzPcncx4rsfxk+Oo53jX0Bnvbx+NuQ7w9xvlSGuOe3wgRAnOxgfbHBf58JtvaHnWzee4zMxFTprOax82PlznWwF8gD5w4EDzM57XPNeZHEDJQn5sjnAnIz4YdxqTGCjxPR/UB1NShn3nZH99+/at3S/L2XFdp/6wfd8q6pEIiEBDBDTmtt59nm9MfIU7317meMA/HBvY+ACciVl80Ml7a+f+kPekzoNwLheKcUv3dvreEAERCAUBCfdQUNQ2opaAvwsxz4PmIM8/zDz+v//7PyPNeSPPNnfuXFCCBhLHlL6Uv3xVuVu3bl5MmZVIke885Q90Ax4oIMH2yblh5w2mc2PrbJvHxO0wI5/9bUi4L1iwAJQIwTQKfGb/s1FqUBRQHDlZ/PVtY9myZUY8MzudDwfYeHPNePiW2HHkPMsFMNONjRdplOvcl2/jwwS+jv7xxx97SSvf5b799ltTY97zQYsjszxv9JkNR4HAG33ngYyzLU4ES+nAPywZ49v4YIbHRLHA9XmuUfg4jfthhiXPITUREIHIJBCKMYffWxTFlLxDhw5tEITGHJiHxs6YQ1Cewp0PN/ld7Ihs3vDzjQFmUFPC+wp3lhXh2MyHp55lTfi9TZFAYcwHvmyOcKc8OPLII71ixGsHfs8zI54t0HjvvN1E4es8TOF6fIuNffUc7xo6GfztozHXAf5+6xzhXt9ba5TWLNHCBwR8uOE0lrPj9QdZ821CjpN8u/DQQw81b4p5Nq7P7XhmxDvCnQ+9+TaB05y6zZ4Tzwcj3Fna77bbbvPaL8X/u+++Cz5YcR4KROa3j3otAm2PgMbcmgezrXGf53u21VfDnWMw34TiOMSkJT4gZzITH8TyIS3vjXkPd/LJJ5vPmLjGFopxS/d2be/7QEcsAi1BQMK9Jahqm1FDwN+FGDOkmM3GbEKKTs/Gmp5OnXUnc9mzrEh9gG6++WZTYsZfc4RuoBvwQAEItk/cH7MEZsyYYV7f9mwUB7yJdbLIQ13br7kZ7iyh8Mgjj3j12ZHznpmAfHuBF3H+GuV/fTXknXV40ccMDAoBPhRxLvYo6vnKOjPa2Rzu/vbF1+ydzHW+0kjOjAGzAD0bH3LwYYfTKF1SU1Nr3zgIdA7ocxEQAfsIhGLMccYSlp/yfOPG92g15tSNv6dw56esFUt5TpnObGgne7o+4c7vbpZLYTkY38aHpBx/+ACXUtwR7pQFLAPj2dgHlv/h2MEWaLzndz9Lk/EBi2fzHe94bnFbno2v3lNw+9tHY68DGtqHI9yZkcgEBM9GPqznTq6ejW8a8A0A5zrDeXujvgfTfLDBGHCOGeetAUe4s6yP7zUMH3TwWo3XA4E4++u7Ux+e8fKcj8e+bxf1SAREwJeAxtzWu8/zjUV9wp1vA/P7m285scwYx0cmSPF+mSXI+HPKdz6A9XzDtzHjVkO/Fbq30/eFCIhAKAhIuIeCorYRtQQauhDjjSxvEFnPndnsvMniZKLMSqMsnThxosl2ZnMyteu7sfYE51wc8AbR98bQWY6ZeLyxDnQDHiggje1TfcKdr9bzBjOQcKc0DiS0nf5yMlOnxm1za7hzW7xQq09AeGYV8gadZWM8y7P48mMWpGf5l/r4shwMhTofQnDfnLyN9V75oMVpDndmMFLM1NcoQFjvlxkbzKjkOcWLUGZWMnuOpWkoVijgPSdEdSbO8z3mQOeCPhcBEbCHQCjGHGcsoXD3972lMQfmu9oZc3gW+Ap33ug/9NBDpjwP64zzITu/gxsr3FlznJO9+Qp31ldnnXXPxj4wu955QyvQeN/Qd78j3J3xzpHXnvtiYgClc1OFu+91gL99eE48ylJzno3XUzxm30m+ne05k9U3VbiTu+dbB9w3hTvfjCNvtmAy3FnCwLfvjnD3zaK351tFPREBEWiIgMbchoV7S9/n+cakPuHulAnjw27Od8UxgeME5+VipjvvQfkWON8w4ptGzjxg/oS773H5++3QvZ2+O0RABJpLQMK9uQS1flQTaOhCjBlslNB83ZkC3GnOJCssF+IId6d8C+tuU8I21JwyAHwNLtDkp5z0i6VrPF+Hbkwggu1TY17JC3UNd2YWnHPOOaYGOrO868sw54SilNK8kaf85yRmbMEKCC7LV9A5sSsFSiCp7o8xMxLPPfdcUxKG9V35gIWvnvMVdKc53Jkt6VxYNrRNThZHWc+SAJwIzrNxH8zmk3BvzFmvZUXAfgKhGHOcseTxxx9v8MEeSWjM8V/DnYwYD47bLEHimZndmJIyLAfGdesrKROMcA803gc73nGcY6kzz8YJ5/i2lL99NOY6wN8+QiHcm1pSJhjh7o+Bv75LuNv/vaoeikBDBDTmNr+kTFPn6vKNSX3C3XkQypIxfODKxDOWD2UyEsuLseQo7634Np8zpxi325hxS/d2+n4QARFoSQIS7i1JV9uOeAINXYgxi5jZg8xoZoac0xwR7yncPScoZY08z+W5njOJHV+Vu+KKKzBixAjwJty3FEBWVlatdGbGOEuhMEOL2WuNbcH2yZl0hhn7LD/g1IdlrVRmFgQzaWpTa7jzmHiTzOwFMmF2g5O5wM8o5Jl5yFnsedFFce60YAUEl3fECaUKH4r4Nk/ugTjz1XRm6TFDndmQFOKebyuQOyduoyxn/WSn1IyzXX7Oz3icX3/9Ne655x4zISxr3jrNmZiXDyAk3ANFRJ+LQGQRCMWY42QBs1QJ63d7Pkj0nDRVY47/Gu7OmcPyL3ygyglJnTrg9Ql3Z9JU33lHnPJonuOUU1ImGOEeaLxvzHjX0G+Dv3005jrA329bKIQ7t+9MmsoxlGXcnOsojpezZ8+ud9LUYIS7PwYS7pH1PareikCwBDTm1kya2lr3eZ5xqk+483Pe3/H7efv27eDbYs68J7y+2bhxoylH5luqLFTjFveve7tgf5u0nAiIQH0EJNx1XoiAHwINXYhRIjODfc899zTimyKaE2KyzAcHfgpSJ8Odm+fTd14Y8NX1o48+2jyhz8nJMTXomMU9evRo0wu+ksxsbgpbvubNjG0KX4qRX375xWTVO43C28mop8RnHdaDDz446HgG2yeKbr7Sxz6OHTvWTFrGCfmYXc7XvJ1s/FDXcHcOhLX6KJZZaoUXhBQe7AMns6EEIWteLHqK7cYICIp7Sm1enO2333448MADjfDesWOHYc6/O3XZA8Hlzf7dd99tFmvo7QOeO5w4lRKMk7v169fPlI+hoP/uu+/M+nzAwPOD2fssX8DMDsaYIo3HTRaU8xLugSKiz0UgsgiEaszhw12+gUUhybds+P3Bm1V+l/MVaeeBrsYc7/PDt6RMQ2dPfcKdc7mwXBjHJY7zfCC9du1aU3+W4xaz7zjPBltjhDuX9zfeN2a88/fb4G8fwV4H+Nt+qIT76tWrjXThmH/88cebc5sTonNs5dtgfCvMaU4N92CEuz/OEu6R9T2q3opAsAQ05sI8pGzN+zwnVg0Jd04gzlrtbJ5zZTgPs/nz+uZJC/a4Ap0rurcLREifi4AI+CMg4a7zQwT8EPA3mQ4zjSk8mdFMKUsZzYnAWONz/PjxXsKdu6AsZf1X1lXldnmTyMm9KFU9M51548g6dJTsZWVlRq5S7PNGknLfabyR5w08XxHnctyGU/M12KAG0ydmXFMuzJw50wgb1qqnmGb5FNawd1pLCXdunxPU8mKLNXD52ndKSgr4KjylBmWSk3nv9KWxAoLHyPp/zJbnAxM2ZpAPHTrUZDX6TmrXEF8+hODkqXwFkg8KKNPra3xDgOfOokWLzLKUMHzIwnOIAsGRMitXrjRyzCkDwIcbzMLnz5xtBDrmYM8FLScCItD6BEI55nCM+uCDD8x3BTPbOUaMGTMGF198sXmQ5zSNObvj3hzhzq3wYTAfmn///ffmoSkn7z7ooINw3nnnmbHcaY0V7v7G+8aOdw2d5f72Eex1gL/foFAJd+6D9XvJmdcGfPjMBxocq/mmmmet9sYK94YYSLi3/nejeiACLUFAYy7Mm7WtfZ/H2DYk3JnQxkQlfs8zScBpvP/m2MrvfCaCMfHMswV7XIHOK93bBSKkz0VABPwRkHDX+SECIiACISLAWr0U7rwofOSRR0K0VW1GBERABERABERABERABERABEQgnAR0bxdO2tqXCEQfAQn36IupjkgERKCVCPCVTL7CyCzJKVOmtFIvtFsREAEREAEREAEREAEREAEREIHmENC9XXPoaV0REAEJd50DIhBFBFiPnE/i/TWWEvCsdx5Fh99qh8Ja/Kynz1cdWXKHk+d5TlTYah3TjkVABESgBQlozGlBuNq0CIiACIiACHgQ0JgbvtNB93bhY609iUA0E5Bwj+bo6tjaHIG//e1vZoJWf813UrE2B6kFDpi1+zdv3mwmyZs2bRoGDx7cAnvRJkVABETALgIac+yKh3ojAiIgAiIQvQQ05oYvtrq3Cx9r7UkEopmAhHs0R1fH1uYIcAIZTirqr6WlpaF3795tjo0OWAREQAREILQENOaElqe2JgIiIAIiIAINEdCYq3NDBERABCKLgIR7ZMVLvRUBERABERABERABERABERABERABERABERABERABEbCUgIS7pYFRt0RABERABERABERABERABERABERABERABERABERABCKLgIR7hMTryCOPxIwZMxAbGxshPY7+bhYVFZmJMRMSEqL/YCPkCCsqKlBaWorU1NQI6XHb6GZubi46dOgAl8vVNg5YR9ksAr///e8xffp0JCcnN2s7Wjl0BIqLi831ByeFVrODACfPKykp0XhnRzhqe5GXl2diwgnq1UQgEIHTTjsNTz/9NDp37hxoUX0eJgL8XuX1alJSUpj2qN0EIlBVVQXed7Msqpo9BDTe2RML9cReAhLu9sbGq2cS7vYFSsLdvphIuNsXE/ZIwt3OuNjaKwl3+yIj4W5fTCTc7YsJeyQBYWdcbO2VhLt9kZFwty8mEu72xUTjnZ0xUa/sIyDhbl9M6u2RhLt9gZJwty8mEu72xUTC3c6Y2NwrCXf7oiPhbl9MJNzti4kEhJ0xsblXEu72RUfC3b6YSLjbFxONd3bGRL2yj4CEu30xkXCPkJhIuNsXKAl3+2Ii4W5nTGzulYS7fdGRcLcvJhLu9sVEAsLOmNjcKwl3+6Ij4W5fTCTc7YuJxjs7Y6Je2UdAwt2+mEi4R0hMJNztC5SEu30xkXC3MyY290rC3b7oSLjbFxMJd/tiIgFhZ0xs7pWEu33RkXC3LyYS7vbFROOdnTFRr+wjIOFuX0wk3CMkJhLu9gVKwt2+mEi42xkTm3sl4W5fdCTc7YuJhLt9MZGAsDMmNvdKwt2+6Ei42xcTCXf7YqLxzs6YqFf2EZBwty8mEu4REhMJd/sCJeFuX0wk3O2Mic29knC3LzoS7vbFRMLdvphIQNgZE5t7JeFuX3Qk3O2LiYS7fTHReGdnTNQr+whIuNsXEwn3CImJhLt9gZJwty8mEu52xsTmXkm42xcdCXf7YiLhbl9MJCDsjInNvZJwty86Eu72xUTC3b6YaLyzMybqlX0EJNzti4mEe4TERMLdvkBJuNsXEwl3O2Nic68k3O2LjoS7fTGRcLcvJhIQdsbE5l5JuNsXHQl3+2Ii4W5fTDTe2RkT9co+AhLu9sVEwj1CYiLhbl+gJNzti4mEu50xsblXEu72RUfC3b6YSLjbFxMJCDtjYnOvJNzti46Eu30xkXC3LyYa7+yMiXplHwEJd/tiIuEeITGRcLcvUBLu9sVEwt3OmNjcKwl3+6Ij4W5fTCTc7YuJBISdMbG5VxLu9kVHwt2+mEi42xcTjXd2xkS9so+AhLt9MZFwj5CYSLjbFygJd/tiIuFuZ0xs7pWEu33RkXC3LyYS7vbFRALCzpjY3CsJd/uiI+FuX0wk3O2LicY7O2OiXtlHQMLdvphIuEdITCTc7QuUhLt9MZFwtzMmNvdKwt2+6Ei42xcTCXf7YiIBYWdMbO6VhLt90ZFwty8mEu72xUTjnZ0xUa/sIyDhbl9MJNwjJCYS7vYFSsLdvphIuNsZE5t7JeFuX3Qk3O2LiYS7fTGRgLAzJjb3SsLdvuhIuNsXEwl3+2Ki8c7OmERKrzZs2ICLLroIgwcPxpNPPhkp3W5SPyXcm4Qt/CsdeeSRmDFjBmJjY8O/c+2xXgIS7vadGBLu9sVEwt3OmNjcKwl3+6Ij4W5fTCTc7YuJBISdMbG5VxLu9kVHwt2+mEi42xcTjXd2xiRSeiXhHimRakP9lHC3L9gS7vbFRMLdvphIuNsZE5t7JeFuX3Qk3O2LiYS7fTGRgLAzJjb3SsLdvuhIuNsXEwl3+2Ki8c7OmERKryTcIyVSbaifEu72BVvC3b6YSLjbFxMJdztjYnOvJNzti46Eu30xkXC3LyYSEHbGxOZeSbjbFx0Jd/tiIuFuX0w03tkZk0jplYR7pESqDfVTwt2+YEu42xcTCXf7YtKmhHtFMbDlJ6BgR00gUnsAfcYA8Sl2BsbSXkm42xcYCXf7YiLhbl9MJCDsjInNvZJwty86Eu72xUTC3b6YtLXxLr+kEgs2ZZtAjO7fGWnJcXYGJUS94nX/hx9+iLlz52LLli0oLy9Hly5dsPfee+Ooo47C6NGjvfbE5d955x3MmTMH27Ztg8vlwh577IGJEyfipJNOQlJSktfygYT70qVL8fbbb2PFihUoKChAWloa9tlnH3DMHDZsWJ2jvO6667BkyRI8/PDDpgT3a6+9ZtbNz8/HPffcgzFjxoSITOM3oxrujWfWKmtIuLcKdr87lXC3LyYS7vbFpM0I94LtwOLXgapy7yDEJgAjzwRSe9kZHAt7JeFuX1Ak3O2LiYS7fTFpawLCzghEVq8k3O2Ll4S7fTGRcLcvJm1lvKuuBp76Zi3mrNnlFYTxg7vi0sMGweWyMzbN6RWF+V//+lcjzinKhw8fjpSUFGRmZoKifMSIEbjvvvtqd5GdnY3rr78emzdvRrt27bDffvvB7XYbAc7v04EDB+KBBx5Aampq7Tr+hPu7776Lp556yizLSVV79eplpP/69euNyJ82bRqOOeYYr0N0hPvpp5+Ot956Cx07dkTfvn2Rm5trJmc98MADm4OkWetKuDcLX/hWlnAPH+tg9yThHiyp8C0n4R4+1o3ZEwe7Dh06mEEyatv8p4HS3PoPL6kjMPaSqD30UB+YhHuoiTZ/exLuzWcY6i1IuIeaaGi2l5eXZ24qY2JiQrNBbSWqCUi42xdeCXf7YiLhbl9M2KO2MN498uVqzNtQk9nu2w4a0BlXTx5iZ3Ca2Cv+rl188cXYtGkTxo0bh2uvvdZLlDPbfNWqVV4Z7rfddhvmzZuHkSNH4s4770T79u3N3nl+3HzzzVi9erXJdL/llltqe9WQcOe2r7zySuMMbr31VowfP752nZkzZ+L+++83GewU8gMGDKj9zBHu/MEFF1xgMuGd6zDK/9a8JpNwb+LJGO7VJNzDTTzw/iTcAzMK9xIS7uEmHtz+ol64Z60Flr3tH8aIU4Aug4ID1saXknC37wSQcLcvJhLu9sWkrQgIO8lHZq8k3O2Lm4S7fTGRcLcvJm1hvNuRX4ppby5CRVU1CkorUFxeaQKRkhCH1KR4xMe68O/Tf4cead7lUuyMVnC9+vrrr00JFpaDee655xAfH+93xa1bt+K8884zQvuFF14w63m2devW4ZJLLjEC/dVXX0X37t3Nxw0J93vvvRezZs3C1KlTccMNN9TZN4X+d999h6OPPto8DHCaI9yZXf/ggw8Gd7BhWkrCPUygm7sbCffmEgz9+hLuoWfa3C1KuDeXYMusH/XCfeNcYNNc//D6jwP2HNcygKNsqxLu9gVUwt2+mEi42xeTtiAg7KQeub2ScLcvdhLu9sVEwt2+mETreLclpxi/pOdiw64irMzIx6qMApRVusF3tMuq3CYQibE1b7B1S03EuQfviRP3721ngJrQK5aK+eKLL4xEP/vsswNuYcaMGaZuOrPbWTamvnb55ZebLPebbroJkyZNMos0JNzPOOMMZGVlGWlOee7b5s+fbzLfKfZfeuml2o8d4c5yM8cee2zAfodzAQn3cNJuxr4k3JsBr4VWlXBvIbDN2KyEezPgteCqUS/cty8CVn/mn+CQo4Bev2tBytGzaQl3+2Ip4W5fTCTc7YtJtAoIO0lHR68k3O2Lo4S7fTGRcLcvJtE43q3fWYiPlmyvhb1iWz7mb8gywr3S7Qaqd8ehXWIcOiTH4+pJQ3DyqOgR7qzFvnjxYrBMzIQJEwKeeK+88gpefvllM5EqpXd97a677sI333yDCy+8EKyxzlafcK+urgadJ//PSU+7detWZ3Pp6emmZExCQgI++eSTOsKdGfK+E7oGPIgWXkDCvYUBh2rzEu6hIhm67Ui4h45lqLYk4R4qkqHdTtQLd3clMPchoLom86FOc8UA464FYqJ7RvtQnTUS7qEiGbrtSLiHjmWotiThHiqSod1OW6hpG1pibXtrEu72xV/C3b6YSLjbFxP2KJrGO5aN4eSonCSVrcpdjfTsYny2LAMVVW4jgT2nIotxuZCSGIfHzhyFCYO72hmgJvSqscKdsp3S3bfEi+eugxXurLVOcU/Wr7/+Orp2rcs1kHBntj0ndbWpSbjbFA0/fZFwty9QEu72xUTC3b6YsEdRL9x5kDtXASveqz8Aw08Cuu1tZ3As7JWEu31BkXC3LyYS7vbFJNoEhJ2Eo6tXEu72xVPC3b6YSLjbF5NoG+8Wpufg2zW7wLrtm7KK4a6uRk5xBdbsKDCJ7ZTAno0lZuLjYvDkWaMwaVgPOwPUhF5FekkZCfcmBF2r1BCQcLfvTJBwty8mEu72xaTNCHceaPYGYP3XQFFmTSDadQcGHg503j2Lup0RsqtXEu52xYO9kXC3LyYS7vbFJNoEhJ2Eo6tXEu72xVPC3b6YSLjbF5NoG+/mb8jGWws2Y2tuSS3s7bkl2JxTYuR7fS0+NgY3HT0Ufzo0eu7zOGEpy7L07t3bTJoaF+f/7WzPSVNffPFF9OrVywuVUzqmsZOm0n0y2963/f3vf8ecOXManDRVwt3O74qI6JWEu31hknC3LyYS7vbFpE0JdzvxR1yvJNztC5mEu30xkXC3LybRJiDsJBxdvZJwty+eEu72xUTC3b6YRNt4N299Fh75ao0X6G25JaasTEONEvmmo4biogkD7QxQE3rF37WLLroILN0yceJEXHPNNUhJSandEv0XJ0Ddf//9a3/GSUw5mSl/dscdd6Bdu3bms4KCAjPB6YoVK8y2brnlltp1Gpo0ddWqVbjyyitBttzWIYccUruO8zAgNjYWTz31FAYM2P2gw5k0VcK9CUHXKjUEJNztOxMk3O2LiYS7fTGRcLczJjb3SsLdvuhIuNsXEwl3+2ISbQLCTsLR1SsJd/viKeFuX0wk3O2LSbSNd/PXZ+PRWWu8stmZ7b7Zj3Ang+umDMEVRwy2M0BN7NWWLVtw0003YceOHUaesyZ6cnIyMjMzsXbtWuyzzz5g6RmnZWdnm2z0zZs3IzU1FSNHjjQleBYtWgT6soEDB+KBBx4wnzmtIeHOz9955x08/fTTZtFhw4aZrHn2iaKfIv7qq6/Gscce63V0Eu5NDLZW201Awt2+s0HC3b6YSLjbFxMJdztjYnOvJNzti46Eu30xkXC3LybRJiDsJBxdvZJwty+eEu72xUTC3b6YRNt4x5Iyny/PwK/b82thb8kpwZachjPcueC0SUNw9eToEu48Lnqu9957D3PnzgXLxnBC086dO2Po0KFmYtMDDjjA66Tk8u+++y6+/fZbbNu2zXzGsjTMbD/55JORlJTktbw/4c4FlyxZYsT78uXLTaZ8WlqaEf+nnnoqhg8fXucXQsLdzu+IiOqVhLt94ZJwty8mEu72xSRahXt+SQUWb8nD9rwSxMS40CstCQf074Sk1rybcQAAIABJREFU+Fg7gxBBvZJwty9YEu72xUTC3b6YRJuAsJNwdPVKwt2+eEq42xcTCXf7YhJt493qHQX4dFkGdhWWYcnmXGQWlKGgrBJFZZV+4V89aTCmTR5iZ4DUKysIuKp9p9y1olvqhC8BCXf7zgkJd/tiIuFuX0yiUbhzAp13f9lSB3ZifCxOGdUbXdsn2hmICOmVhLt9gZJwty8mEu72xSTaBISdhKOrVxLu9sVTwt2+mEi42xeTaBzvWMP94yXbUFpRZYDnl1aCCVb+GmU7pbuaCDREQMI9Qs4NCXf7AiXhbl9MJNzti0m0CXfOVP/snA0o++1izJd4l/aJOGdsPzsDESG9knC3L1AS7vbFRMLdvphEo4Cwk3L09ErC3b5YSrjbFxMJd/tiEg3j3YZdRfhsWQZW7ShAXEwMVmbkI6+kvBZ2UMI9SkvK2HnGRWavJNwjJG4S7vYFSsLdvphIuNsXk2gT7ku35mHWyky/oM8Y0xc90rxr1dkZGTt7JeFuX1wk3O2LiYS7fTGJBgFhJ9Xo7ZWEu32xlXC3LyYS7vbFJNLHuwUbs/HQl6tRXV3DlpnsrNceG+MCk6fiY2Ows6DMlJjx11RSxs5z06ZeSbjbFA0/fZFwty9QEu72xUTC3b6YRJtw56Q689Zn+QU9flBXjOrfyc5gRECvJNztC5KEu30xkXC3LyaRLiDsJBrdvZJwty++Eu72xUTC3b6YRNp4l1dSgWXb8pFdVAYXXHhuzjokJ8TVgs0sKMWughq5Hh8XY8qDUrZnFe7OeK8vChLudp6bNvVKwt2maEi4R0g0arop4W5fuCTc7YtJtAn3nzflYO7aXX5BnzByD+zZtZ2dwYiAXkm42xckCXf7YiLhbl9MIk1A2EmwbfVKwt2+eEu42xcTCXf7YhJJ492mrGK8t3ArXK4ajiwds2xrnslmT46PRaW72mS4F5ZVmr9XuauREh+L8io3yirdfuFPU0kZO09Oi3ol4W5RMPx1RRnu9gVKwt2+mEi42xeTqBDuWWuA9d8CxTtRWeXGl5lp2NLhABQldK0DPA2FOG9Qac1FXbehQLIy3Rt7Vkq4N5ZYyy8v4d7yjBu7Bwn3xhILz/J5eXlITU1FTExMeHaovUQ0AQl3+8In4W5fTCTc7YtJpAh3ToD67Jz1taVj2O8V2/OxZHMuisorkRAbg+SEWFS5gcz8ElQz/90FJMVRxAcW7jccuTcumzjIzgCpV1YQkHC3IgyBOyHhHphRuJeQcA838cD7k3APzKg1lsjNzUWHDh3gclILWqMTTd3n1p+BtV94rc1XDtftLMKKHschP7GX+cyFagze+SUO6ZiFDsnxu5fvOgQYfhJq0yqa2o82tJ6Eu33BlnC3LyYS7vbFJFIEhJ3k2mavJNzti7uEu30xkXC3LyaRMt7VVwp0+bY8zPcoD5qWHI+KqmpkFZah6rei7pxE1c1sd6fIewMhuG7KEFxxxGA7A6ReWUHAKuFOWfbJJ5/gs88+Q0ZGhgHUo0cPTJkyBccffzwSEhK8oJWVleHVV1/FrFmzkJ2dja5du2Lq1Kk488wzERe3uyaTs9Knn36K9957D1u2bEG7du0wduxYXHDBBejUqW4GYmZmJp5//nn89NNPKC0tRf/+/cGLosMPP7xVAifh3irY/e5Uwt2+mEi42xcT9ihihXtZPjDvyXqh5hZXYF1BLOZ2OdV8PqZoNvZL3IH2SXXHHlC673OyncGxsFcS7vYFRcLdvphIuNsXk0gREKEgl1Ncjl/Sc7E6o8BsbkjPVIzq1xGdUrzv1UKxr2jehoS7fdGVcLcvJhLu9sUkUsa779dl4aeN2V4AN2YV46tfM/BbhRmkJsejpLwKhaWVqHCzhIwLMS6YrHh3AOF+7ZQhuFLC3c4T1JJeWSXc77rrLnzzzTc44IADMHr0aFRXV+OHH37A0qVLjRzn507jZzfddBN++eUXI+SHDBmCZcuWmfUPO+ww3HrrrV6I//e//+HFF1/EiBEjMGHCBFCof/DBB+jevTueeOIJI+CdRnl/2WWXmRrdJ5xwAjp37myk/qpVq3DVVVeBMiDcTcI93MQD70/CPTCjcC8h4R5u4sHtz1bh/kt6Dn7ckF1bn69/lxSMG9TVTJRj2sa5wKa5/g/ywEsAVAM/PhNguYtVXia408WMsdOnT0dycnKQa2ixliYg4d7ShBu/fQn3xjMLxxptoaTM5pxivPvL1npxnjyqN/p2SgkH6qjYh4S7fWGUcLcvJhLu9sWEPYqE8W7e+iwwy92zbckpwcL0HOwsKDU/Tk2KQ3F5FTixKmU7a7uzUbaznru/ds3kIbhqkjLc7TxD7eiVNcKdAvzss8/G/vvvj/vuu6+WjtvtNpKbsvu1115Dt27dzGdff/017rnnHpx66qm46KKLapd/5JFH8PHHH+Nf//oXRo0aZX7ObZ977rkYPHgw/v3vf9fWVZw9ezbuvvtunHXWWTj//PNrt8FlmGlPwU/Rz0aRd/nll5vMe8p71mcMZ5NwDyft4PYl4R4cp3AuJeEeTtrB78tG4f7xkm2mLIxvi3G5cProPuielgRsnANs+s7/gY48C8jfCmz4BrnF5dicU4KiskqzTrvEOPTtlIyOzPgbcBjQ7+DgobXhJSXc7Qu+hLt9MZFwty8m7FEkCIjmkGPC03/mbEBJRVW9m+EEdH8ePyAyS8g1B0wT15VwbyK4FlxNwr0F4TZx0xLuTQTXwqvZOt6xPMziLbmoqHRjZ2EZFm3O9Sr3SeG+JafYCPaMvBLExcaYDPfi8kqT9U7F7jLFQgNnuEu4t/BJFgWbt0a4b9iwwYjzyZMn48Ybb/RCe+edd+K7777Du+++Wyu6mcE+f/58vPnmmyYD3Wnbtm0zcp1Z73/5y1/Mj9966y08++yzJuud2e9O40UjJT/rClOis1Hwn3zyyWab//3vf736wZI0Dz30EK6//npQgIezSbiHk3Zw+5JwD45TOJeScA8n7eD31VrCnd/x9dWN35hVhA8WbWvwAHp2SMLpo/sCm+cD678GSnKBgm1AcTbgigHadQM69kOJOw5L+/8RqTkr0GnHD+B262uDu7dHl32nSrgHecpIuAcJKoyLSbiHEXaQu5JwDxJUmBezVUCECsPqHQX4dFlN2c+G2tEjemJIj/AmJoXq+MK9HQn3cBMPvD8J98CMwr2EhHu4iQe3PxvHO8r0jxZvQzlnQf2trd9ZhIoqN/buWTMulVVU4adNOaZmO5OiEuNikFlQivSsYlOzPUAVGS84V08ajGmThwQHTEu1SQLWCHfeOFCUZ2Vl4eKLL8aBBx5o5DdFO8X3Kaec4pXJzsz2pKQkvPLKK3UCx8/S0tJMDXY2p1QNpTpLyHg25zNK+Y4dOyI9Pd3Udafgplj3bM5nlAHMug9nk3APJ+3g9iXhHhyncC4l4R5O2sHvK5zCnRdJc9fuwqLNOXDeAuSN//jBXdE+saa+en31/HyP5orDByG2ugKYeSvcGctQWFZptkeBz1cNSyqq8WvqIVjY+ywkVOSj+4r/IjkhDp3b1a1fy3UOOPUmxLXb/XA4eHptb0kJd/tiLuFuX0wk3O2LCXtko4AIJal567Mxf0OW302OHdAFBw3UeBcMdwn3YCiFdxkJ9/DyDmZvEu7BUAr/MraNdxTpz83dgMp6ysDsyC8193G9OiQZUAs2ZSOrsNzId8p5vp3M+bn8F5Cpy1jCPTznHUuHX3PNNWZnV1xxhSn77dnKy8tx7LHH1ilDHp7e+d+LNcKd3Vy/fr0pJ7Nu3braXsfGxuKSSy7BiSeeWPszfukeddRR2HfffU3GuW/j8sx0//DDD81HDA6D9Pnnn9eWk3HWeeqpp0zm/JNPPmlKzixcuNBkxp9zzjnmAYBno2BlPw466CD84x//CGv8JNzDijuonUm4B4UprAtJuIcVd9A7C6dwf2vBFmzLK6nTt5SEWJx1YD9T5mXOml1g/XZ/7dLD9kJCdSkKPrkV+ZsWeWU7sM5feXUcsnqOw6I+5yAzvxQ9Ns/AHpXpZvu+k8blJA9A3/FnY0TvDkEza8sLSrjbF30Jd/tiIuFuX0zYI9sERKgp/bo9HzNX7PC72anDe2BYr7RQ7zoqtyfhbl9YJdzti4mEu30xsXG8Y6121myvr/Gt550F5Thuv17Ymlti7gU3ZRchr7gClW43CkorTYmZ3W9G16j3QNnuEu67aS/flo9dhWUoq3CjW2oihvVKRVJ8bEhOXk/hziRpJl0z+dppEu5BYmZ99Oeee84sffDBB5sMd9ZZ//HHH012OzPX2Xjjx6carNHOWu2+zan5TsHOdumll4Ilaz777LM6yzIL/o033sDDDz9sJlTlJK233367qenO2u6ejTLvmGOO8aozn5PjX9oEeegBFzvjjDNM2Rs+gFATAREQARGoS2BFRiHmrON3sguZBWXmtUC2ru0SEB/rwuBuKThiSBcsSM/Dz5vz/SK86JA+iNv2E379cSZQXoz2FbuQUpWPMjewo6IddsZ2Q0J8PJb1PhPpRXHILi7HwaVz0LtqM3qmJYK14NmyEvtjZefDMapvB4zuF3rhzgtDXniEo4VrvPvjH/+IZ555RpOmhiOo2ocIiIAINIIAJ5F7ab736/qeqyfExuDcsXvUjoGN2HTARcM53jFRgIKmpRvvb3kv26lTp5belbYvAiIgAlFN4PsNOVi6rdAcY0J1GdqV7URFTBIy0RFrd5agwl2N/fukYVteGRZuyTP3i8xud7urUVrpNhOnOu2327iAwv3iQ/uCf1qiRcq4UFpRhY+XbAfL+Xi2tKQ4HDdyD3RPTWw2Hke4DxkyBKtXrzaJ0UyQdpqEexCICwoK8Kc//cnI7JtvvtlrjVtuuQULFiwwMr5v375QhnsQQLVIixNQhnuLI270DpTh3mhkYVkhXBnuny3LwI8bs8Eas76zyu/ZpR16pCWaOnv5JRV44fuNDR778F5pmDK8BzKWfIGNP8/0Wo7r5pdWmKf3ZZVVWNjpaGxBd/NEn1n0iZUFGB67FZw4bmfyQHTt1gOd2iXg9/vtgYHd2oWFd6TvRBnu9kVQGe72xUQZ7vbFhD2K9gx3HuOmrCK838A8KCf+bg/076KxLtizUxnuwZIK33LKcA8f62D3pAz3YEmFdzkbxrvN2cVYnVlo3jam8M0vLMCw7FmozFpv7gWZ/lSJWKzoMAHbE/bEgQM6Y2VGARZszDblQtnMMu5qr3tHJk7xoWugx668r2SWe1tuHy3ejnU7ax50+DZK97PG9mt2prsj3M877zwzj+emTZvw8ssvo0OHmmQ2f8KdJcqnT59uqqkwpgMHDgTH3nHjxoUlbNaUlPnoo4/w6KOP4o477qhz8DNnzsT999+PadOmmdo8bKrhHpbzQzvxQ0DC3b7TQ8LdvpiwR+ES7q/NT8dHS+qfDDW5uhgT07bhD6N7wRUbh3VlHfDx1rpSgFL+lFF9zIz1mxd9ha0Lvd+MonBn9nx5ZU0WxKxOp6Eqvj14wVdQWoHE+Fh0T01Cu8TY2gy/Uf064YYj97YzOBb2SsLdvqBIuNsXEwl3+2LCHtkgIMJBhvVwf9qYjXU7ayYL36tbO4zZszN6pO1+xTsc/Yj0fUi42xdBCXf7YiLhbl9MbBjvWB6UpWGctqugDJ1W/g8p5TvBt63YKN2dmu5LOk5GbLch2JZXimVb88A3tti4JOu7O29G82fxsTHmc98ELt9ItPWSMizD88J3DSexkReT2PbZo3ll5jyFO8uKX3fddTj55JNNJRO2hoQ7S4w/9thjJml76tSpZlm65c2bN+Pyyy/3KlveUr9l1gj3l156Ca+++ipuvfVWHHbYYV7HO2PGDFPyxbNAPpfj0w0+rfB83WL79u3g6+hTpkwxtdjZOCHqs88+W2fbfMLhvIrAci1sLGPD4HXp0qV20lWnMyxJ8+CDD5rJVFlTPZxNNdzDSTu4fUm4B8cpnEtJuIeTdvD7Cpdwf+n7jfhseUadjvWq3IpDimchIS4Gx/+ud+3nWQl9sLLbUcgqKjcZ6d3TEjGyz+7yLD+v3YaKbx+uSX34rRWXV2LjrhrBkOPqgB86n4S4GBc2M6uipAIVVW50bZ8IvorI1987pySYbIq/HDXULKcWmICEe2BG4V5Cwj3cxAPvT8I9MKPWWKKtCPfWYBuN+5Rwty+qEu72xUTC3b6YsEetOd5tzyvB9AVbvMAk71oK96oZpgxMbIzL3HdRtleybAxccMel4IceZyEjrxTp2UU15WJcMAlSTja7U0mM6/PvjpRvKAJtXbgz4eydX7b6PUEPGtj8idQ9hfvZZ58NVkDh3JsvvPACevToUa9wZwUVlginK+a8ne3a1STa0eFR1O/atQuvv/56bZZ8S/2WWSPcWav97rvvxpgxY8z/nQkLKMCvvfZaLF++HI8//jj23rsmS3DWrFm49957cfrpp+PCCy+s5cMseWbL//Of/8QBBxxgfp6ZmWkkPNeluI+JqXni9c033+Cuu+7CmWeeacrZOI3LUPLfc889pj9svLGh8N+6dStee+01pKamtlRM6t2uhHtYcQe1Mwn3oDCFdSEJ97DiDnpn4RLuL36/EZ/7CPf27gIcWfS+6WuH5HhMGd7Tu997jgf6H1rvsWQVleHTWbMxaNeXtZ9zUh1e5JVWxeCz+ElI7NQbhaUV2FHASWKqaNnB1+eY6Z4YG4P2SXHm9fo/HNQf+2rS1KDOGQn3oDCFdSEJ97DiDmpnEu5BYQr7Qq0pIMJ+sNphswlIuDcbYcg3IOEecqTN3qCEe7MRtsgGWnO8Y2Y7M9x7FCxH77xfEO8uQWzeJuQXFiO9uhtK3bFIjIsxwr280g3mPNEvzu11HrbmV5g3k2vy211wwbN0TI1859xfFO5OdnxDACXcW0e4szzMJZdcgsmTJ5sk6/oy3B3Xe9lll+Gkk07yCuH777+PJ554AjfeeKPZRks2a4S7I7TXrVuH4cOH45BDDjHZ5gTFn7HGDsvNOI2fEdCiRYtMNjtlOqX8119/jfHjx5uJTz0bZ7JlnR++gjBhwgQj4Qm6W7duBnb79u1rF8/KyjKvGFConnjiiejcubMR/CtXrvTKsm/JwPhuW8I9nLSD25eEe3CcwrmUhHs4aQe/r3AJ9w8Xb8P367JMfVmnjShfhL3LliIpLhZdUxPBp+xezRULTLihwYP5emUmNqz7Fb0KlqJjSTpyS91YWtkXP1QMAZLSTE06ZrZvySk2rx8mJ8SiY0oC2ifGeW3zisMH4dBBXYOH1oaXlHC3L/gS7vbFRMLdvpiwR60pIFqKSEl5FRZuzkFOcYV5e6tLu0Qc0L+T3toKAXAJ9xBADPEmJNxDDDQEm5NwDwHEFthEa453M5ZlwLXsHXQq2V3OJCZ3A+ILt6ECcVgVsxcSEpNRVulG0W+12olgTs9zsa2gCpuzizAcGzAuZhmSXOWGzq7qNKRXd8fQmC3oklCByqpqZFam4Bv3SGys9knY+o1nW6/hzglTWVKGnBtqrOHe3IlTfTPcuS8mWNPRPvPMM+jdu7cpPT527FiTUM32xhtvmIol9913n5kn1LMtXrzYVC1hUvYf/vCHFvjt2L1Ja4Q7u8QB7t1338W3336LHTt2mCcVffr0waRJk3DKKacgNjbWC0ZpaSko0inZc3Jy0LVrVyPfmbEeHx9fB9wnn3xiJDuz1FNSUkxALrjgAiPUfRv3z0laf/75Z3A//fr1M8X1jzjiiBYNSEMbl3BvFex+dyrhbl9MJNztiwl7FC7hPm99FuZvyDYCPLuo3Mw4P7r4Wwxwb0JKQhzSkuIxvL4achNuNJnpDbVFm3OwavE8xJXngbXqfi3phNSeA019QGbBb8stwaasYrMJZlFQuLN0YGxMTK14v2DcAEwe1sPOAFnWKwl3ywICQMLdvphIuNsXE/aoNQVESxDh+Pbewq11svxSk+Jw8v590DGl7v1WS/QjWrcp4W5fZCXc7YuJhLt9MWnt8W7pop9QtHC6F5iY/C2Iz99kfpbrSkNWyl4oq3CjsLwSbpaWqY7B7B7nYldhOfbMm49RrtVe6/dyZWFv12aUIBEJsS5T1z23Kgm5aI8N7l5IcFWY5bdWd8E893Bsru6OG44cissm7mVngMLUK75p8O3q3bX0PXfL++6pw5t//1ufcM/IyMD555+P0aNH47bbbmuUcGfS9g033ND2hHuYzomI3I2Eu31hk3C3LyYS7vbFJJzCnfXTX/5hU+2s89z3ntlz0KPwVwOGE7akJtUjBw67qWFwJbnA8reBol2mjh9fPFy2LQ9bXT2xuvvR4E+25JTgxw1ZRvTHxLiQkrD74TCz3vt0SsZlEwfVza63M1yt3isJ91YPQZ0OSLjbFxMJd/ti0toCItRE+Dr9899t8MoO9NxHt9REnHVgv1Dvtk1tT8LdvnBLuNsXEwl3+2LS2uNd9uIZWP3L115gKiorkZjxM+JRaeqyr0n5nSn3yexrZmLPi9kf6xKHIb4sFydVfOK1LtcZH7MEnV2FqIILO1xdTUmZxOoydHXlI7O6I75171tT9P239mHVwThx8uG48ohBdgYojL1am1mIL1bs8Mp0D0XtducQ6hPu/OzJJ5/Ee++9Z7LYWVrGM8NdJWXCeAJEw64k3O2LooS7fTGRcLcvJuxRuDLczb6KK/Dpsu3ILCgzMLoXrcKQ3DkY1L29qeFep3XoC/zubK8fr9tZhF2FZeaSamTGW0gsz/H6nFnsKzMKkB4/EOu6TATrun/5awZyimpet2ftPzb+vV1iPPbq1h7/PHlf7NEx2c4AWdYrCXfLAqIMd/sC8tvcQhRD4Z5TyEoYFnUqmjLcl2/Lx5e/7vBLl6+Kd2ufaFEEIqsrEu72xUvC3b6YSLjbFxP2qFXHuxUfYNXS+abUmWcrLcpDSs4qdI0pxJb4AebtrK3lKZhXPQKLksaYe7QR5UuwT8VSr/X6uHbioJiaBC22TFdnVLhjsIdrl7kf5KSrX1eNRA7SapepRAwSDrseV04eameAWqFXvP/mQ46+nVNCuveGhDsdA8vC9O3bF6tXr/YS7oWFhabyCauZcNJUVjhhYxIRJ03duXNn25o0NaQRicKNSbjbF1QJd/tiIuFuX0zYo3AKd4dATnE5tuaUoHO7BOyx4W0gv74Z1F3AAecC7Wvq8rFczMdLtplXDdm6Fa3BwKyvTd25gd12z/Ph7GNnQSnWDb0EOwqr8ML3G5FVWAbWunXq2HGyHtZ079MpBQ+eOlLCPcjTU8I9SFBhXEwZ7mGEHeSulOEeJKgwL9aqAiLEx8oSbSzV5q+NH9wNo/p1DPGe287mJNzti7WEu30xkXC3Lybmvikvzzz0j4mJCX8H180CtvyIjLxSbM0pRoWb7xwDXRPK0b1kPUrzd2FTbH8j3NcXJ2OJayi+izvQ9HOf8iUYVrbEq8/DXOnYJ2Z3Pfhd6IhYVKETCmqX+8U9GOure3mtt8/hZ2LyEVPCf/xtbI8NCXdicObq5N89M9z57w8//BCPPfaYKQ8+depUQ23mzJlIT09HfZOptgRWq2q4t8QBRss2Jdzti6SEu30xkXC3LybsUWsIdy8S1W5g9edAxuLdP27fAxh8JJC2h/kZMx5emZcOinqn9cn7Gb3zfjb/7NspBb071ZOh/ruz8cOuFDz0xSpszCpGeWUVqlj0D6zh7kJCXCz27JKCa6fsjYP38pmw1c5wtXqvJNxbPQR1OiDhbl9MJNztiwl71KoCIgRIWJpt0eY8lFZWYXVGATbsKgJLx6SVbkNq2XagGshJ6Y/ihJpJwH8/cg8M7NouBHtum5uQcLcv7hLu9sVEwt2+mLT6eMdEqoWvID27GNvzSs19nKvajQGlK5CWUI2C+G4oTh2AjLwSrN9ViOpqF75374PFMcOwV9mv2L+85v6OjW8kD3Ftwb6u9bU/246uaI8SpKKo9mc/uvdGerV3PfKDjzgBBx5+gp0BiqJe+RPu/M5mljt9g69wJ4K5c+di+vTpWL9+vTlP9tprL5x66qkYP358WAhJuIcFc/N3IuHefIah3oKEe6iJNn97Eu7NZ9gSW2h14f7bQXGW+szcArRPTkK3NG95vnRrHmatzPQ6fMp2SveUimx0LN2Cfh3iaj5PTIW74wBklCUgfcAZ+G5HLD5ctNWUluE+qmkkTJU/F9olxqFL+wRcPWkwjtuvRu6r+Scg4W7fGSLhbl9MJNztiwl7FMnCnZmC7y/aWvuWFuX7kk2ZOLx8NoYm53vNLZ6T3A8bex6NSw4b5G/OcTuDZFGvJNwtCsZvXZFwty8mEu72xcSG8W72Vx/DvXYWCkorwPGqW9VO9HJnoNCVjMKOw1FZ7UJucbn5Excbg6SEeLzb/iwUlJRhYtYbSKiuSbJivfduyMHBMcuQiArEwo1yxCMOVaYefBniUVqdgK/co1CEJK9gDD7iPBxz+AQ7A6ReWUFAwt2KMATuhIR7YEbhXkLCPdzEA+9Pwj0wo9ZYIuzCvXgXkLkCqCwDYuNRlNgTM7a1Q37mJnQo24by2PYoSBuEqSN6Y8BvmXk/rM/CjxuyjWjIzC81ryZ2Ks/A8Tkvoru7RsT3SEtEbEyMyWBnjfeM5CH4dsA1WJ9VjJnLM1BZ5TZZ7b4tOSEO95+yHyYPa/4s7a0Rv3DvU8I93MQD70/CPTCjcC8h4R5u4sHtL1KFOycF/+93G+tMkNp34ztw521GUnwsuvrUah8yYgw6jzktODBaql4CEu72nRgS7vbFRMLdvpiwR6053nEurSdnr4UrZxP6VaxD96oMdK7MhLu0AFvdneFyuRAf60JFVbWR8YnxsUiOj8Hnnc9BRXUcCnesxxHlX5uyMRTuzHw+PGYh+sTsREl1ImoK1ADtXSXm/yvdfTHPPdwrEPnVyehw+DRcNWmwnQFSr6wgIOFuRRgCd0KLJAXwAAAgAElEQVTCPTCjcC8h4R5u4oH3J+EemFFrLBFW4b5jKbBy98zzvIBakZ4JFGehIHG38OaF1LouR2D8oRPQv0sKKNw5u/qv2/NrEbV3F+Ci3IeRVJWPqqpqJMTV1ChkPcCkuBisixuEl9MuMvKdr92z8fKMrybW/N1l/h4XE4N7Tt4Xx49Uhnsw55+EezCUwruMhHt4eQezNwn3YCiFf5nWFBBNOlp3JVC0C8syy/DVxt0l1bgtlpEZlvmxmZuEGYI90pIQE+NCSkIs+ndpVzMR+cFXAgkqKdMk9gAk3JtKruXWk3BvObZN3bKEe1PJtex6rTnevbdwK6Yv2Ox1gIMLF6Bn3iLwATLfNY6PjYHbXW3+zcbx65W4U+F2xYLVP91lRRhRvQadY4vhdrsxyfUjero4LWqxEfG8k+O6Sa5ybK/ugvluTo5ac5NXWR2Dd9wTcNoRB2Ha5CEtC1pbj2gCEu4REj4Jd/sCJeFuX0wk3O2LCXsUNuGevw1Y+DJQkmMEOyqKkVPmQknWZrhdcchL7ouChO5ekHbteTyOO3w8WFLm3k9XmgwHpw0rW4y++T+jV8VmdHPlITmeF2jVKKusxobqnihL6oavO5yMtYUJZsIeU7vdVfNqIhv/y4s7rnftlCH448F72hkgy3ol4W5ZQABIuNsXEwl3+2LCHrWmgGgUEc5twofTmcvNaltyirEprwrruxyG7OQB5mdOWTVnu8N7pSGNkt2zDZ4K7DGqUbvWwrsJSLjbdzZIuNsXEwl3+2LS2uPdk7PXYc6anV5gOuatwD4F39UKdgp3NiZKUbwXIgX/izkO1UbCA3GxLgzrmYZ2SXHoXbAUvbO/NyVkuldno31MKdxuFwqqE7GrOg3dXbnYUt0Nu6o7mHtATqBahGRTMlTC3c7z05ZeSbjbEokA/ZBwty9QEu72xUTC3b6YsEehEu5ZReVYs6PAXDjFxbgwuEcqurRL2H3Q674Clr0D5G4y4pzLlRXmwl2cg8qYBOTFd8fapBGmLAwz9NjK4tIw7uxbsWBTDp6bsx6FZZXmQq280m1msKdwZ4t3VaN7fCnK3C7sqqh51ZDLzU6egnUVnZFfUmGyKZjVzr45We5cNyk+Bn89ZjhOH93XzgBZ1isJd8sCIuFuX0B4A1lZCYqh1NRUK/vXVjsVMcJ90WtAXnptmCjct+TUvDq/putUZKfsid65P6PPb2Mgf75fnw5ISfhtLhNnzSFHA71GttVwN/u4JdybjTDkG5BwDznSZm9Qwr3ZCFtkA6053j39zTp8s9pbuDP5aXzhDPRAds39WGxNAlRFpdvco33oPhQZcb1rEqQAUwaUD5LHDe6GtB3zEJs+FwUlleb+0SkzszsNC/jWvZ8R7Z5t2qQhuHqySsq0yAkWJRuVcI+QQEq42xcoCXf7YiLhbl9M2CNP4b5+VxE4MRsvdlhbb589OiA1yecGvp7DWJiei299Mhm42ITB3bB/v441a8x7Eu6VHyO7qAKlFXwVEIgtzUZcZbH5e5GrHRYkH2L+zksw1qQtrXRjy75XYXNOCbKLyrEttxRF5RVmmSEVK/G78p/Bsuy88EqIdaHSDVML0CTCu4CXXSei2B2Pksqa/fGKjhd4XJ71A7kOMyweOWN/HDqoq50BsqxXEu6WBUTC3b6ASLhbGRN2qjUFRNBQdq0Blr/jtXhxeRWWbMk1P6uMScTPfc5FSvku7Jvxbs1YGuPCmD07193FodcAcYlB71oLehOQcLfvjJBwty8mEu72xaS1x7vPl2fgxe83eoHhg+NdeQU4KuZHDIzJMAlQdOvFVbH43D0aG6p7o1tKDCrcQLmb92o1ZWfOOLAfehaugPv/2fsO8LiqM+13epFGvTfbki1bbrjhArbBphMCCQnJbggkpGzIn7bZZPOTsilPdje7efbf7CZLYDeVQEhYAiyhLQnNFHeMe7ea1btGo+lz7/+839WMJVm2JGskBny+RI+tO6fd7ww+57zn/d7v+PNCoDLweANq53nPiRCKTT1o0XPh1d04rpcL8N4LD75100J88nIjKkyZ8sBYHlCA+zvke6EA99SbKAW4p96cKMA99eaEI4oD7n/c14L6bgP8jhs3MrcsK0kkLx3rDaiPzrrnMmqjS/LTV3+I9n1/EkA8brZQD/SQT7ZNmm7CM+YrhfVgNhuge5rDiuMLPo+OgRAOt3qF2U7WPNkNvkAAtwz+QcILCaCTqc7nBPM57mY9H89aNoloO5/xEoEguzDcyYEf+ntVQTq+ceNCrJkzBliRmlP2to5KAe5vq/vH7FxJyqTenCiGe+rNCUeUyoA716j+QASu5jfgat1xlgNrO32yFtIIuBN4r+78X2QHGjG/yINs97CIMhYqWw1UbU7NiXiHjEoB7qk3UQpwT705UYB76s1JMtc7rjunOnxyfiMAznMTz1U8//X5I0LMKs92SWRz3Aiu/+ertTjZ4UtENXd4Q2jzBqWIxxLGLHMXemIONEazsNp8DKtNR5DjNCGmA+2xDGzRl6EhlodFpZmwQsPatodgiYUT8qA866XrPtSYGxHU7dinV505vwJ4QrsCH71+Az69oTI1J0iNKiU8oAD3lJiG8QehAPfxfTTTJRTgPtMeH78/BbiP76O3owQB96M9Meyo6zln9x+/bLaRgG0Me3xPkzDQz2XchN26ogz9z/8jBo68MKKYJeSFHuwTwJ1Z5/9sWidgeTyBjm73YGvBXwijgZs3u9XQaafkzGAohsxQC95veQ1mGDI2BCy4UevV0/GH2AbAni5MCAL1/Iz9kAkoyVMBuB1WrJiVjc9vmosVFdlvh/vfcX0qwD31pkwB7qk3JwpwT705SSYAkcy349r04uE29JzaCVssgHzfUeRoPSgrzEPWKBC9pS+A071+7Cn5KMIWNzwOC97v2I1sf+3IISmwPSlTpAD3pLgxqY0owD2p7kxKYwpwT4obk95IMi6Yd9b3YNup7hFja+wehNlsRlm2a8RzkqtIsorbluNdeGh7PZr7/EKIYoLvzoGQ5M8yyE9AKKrhan0brjTvRZm5GzazQcryaU406IX4jXYDMkvnyWW03lOHm/GqMN9JmqI86XIch9mk4bA2SzTbh1vE7ET21V/BJzecAeKT7mTV4DveAwpwf4dMoQLcU2+iFOCeenOiAPfUmxOOiID7g3s6h0L0xh7j6jk5WFeZO+aH//7iCXlO0KDdGxRAnIzzwgyngNs0Jq05+OJDcB9+BPbYYKIdfygCV7BdYgLb9Sxsx1L5jMlzqLO+xbYetqKFArgT1A9HY5KtfomjE96oFW+FCmHXQlhurUOheQAh3YLWqAd79GroMMuGjmGHEaLw3KDBJGPiDz+yW80o8Djx8ztXoTzHnZoTlGKjUoB7ik2IkpRJvQlRkjIpOSccVDIAiGS/3LNb98Bz8knYYkaEWXqoHVnBJvjteSicswSZ7rMvuyOX/y1M5vgaByA8CHQdA0wWIH+BkpFJ0iQpwD1JjkxiMwpwT6Izk9SUAtyT5MgkNzPV9Y5RVU/tbx0xqt7BMI61D8izsSKrNs0vkHwitN/tbMTRtgE5G3qDUTmPEXAnY57pUmO6jgKtA1/BQ8g1eaVOPMeWSIMC2K0vxJbST4ncaXNfANnw4hLTScwztyAX/chDn0jJRHC2/ClB+Svf92ksXbE2yZ5Vzb2bPKAA93fIbCrAPfUmSgHuqTcnCnBPvTnhiHp6+/CbNzuELXAuW1yaiasWFIz58X1bTslG6PjQBmx4oepCD4oynfjsFVV49dUX4Tj1HDL8DXAEOoWZMBiOoSdshcMURY+ejjqUCsOdn72iL8dh8zwsL88S/faefi+u0rahVG8TyRmDCQ9s0ZZhv14lrHcC66GoISlDUJ0yMywTjDAhj3ER4LCYE4l6BNxwWPHPH7wE65WG+4S+oApwn5CbZrSQYrjPqLsn1JliuE/ITTNeaKoAxHgDJluPgESGy5ZI/n2+Osdbe9Hxp/8Hq2ZIxQjgAB1FAwdh0cIIpZejal7NyCZKVgLzrhlvKOrzJHhAAe5JcGKSm1CAe5IdmoTmFOCeBCdOQxNTXe8e39MsEVXD7VibF73+iDDOB0NRAcg9Thtm56ZhbkG6nKk+uX4O9p3uwyujkqaynb2NvTjZ6ZNzGSOn14a34ebgk3LuG30OdSIMjyWCU7lXonMwiq39+dimLUAPMuQ8t8Z0GKtNh8/pOTLpb3jPbZi7+vpp8K5q8t3iAQW4v0NmUgHuqTdRCnBPvTlRgHvqzQlH1Nvbiwfe7Dwv4E7Qe2N1/pgv8PT+Vjy4rR59gQj8YTIYDHPbrchy2XDHutm4aWmxJFXt3/pr+DvrEKWOu65hIKQhHNMwoLuwU1+ITHMQQc2CA9oshGGXDdWq2Tno8oVxWf/TmK/XogydcJnDAqp36x406QV4Vr8MXZ4FwrLv8oWkHoF2bvwIwBMEoXFDl2a3JhgUTMxKlvvnN83Dhy8tT80JSrFRKcA9xSZEMdxTb0IUwz0l54SDmioAca4XI/jAJHGt/YY+LY35Rq6uKZRL53NZ3Z4X0L7v+bM+tsf8yPWfglmLoHTZ1bKmieVUAUtuS1n/vtsGpgD31JtRBbin3pwowD315iQZ6108gnn42+2q70F9lw8DZKybTMhwnmGW56Y7QIY7o5pfPNqBg839IxzjC0VwsNkr+u++UBQsf4XvOVzq/bNER8dBdzmrIYhss0804xuLrkOb34TaLp+c7f6gXYkWLRcLzI24zrzrnM4n4H7J1R/Fxg2bUnOC1KhSwgMKcE+JaRh/EApwH99HM11CAe4z7fHx+1OA+/g+ejtKUFLmzycH0DIMKBg9DoIGi0oyxhzeE281495XTiIUiZ31ucNmweeunIv3Ly/FiQ4fvvLfb6Gs/00s0o7BqkeEkX4gWoHX9aWImB1DQLmOaEyHwxTBcvMpLCpywR3swOKB15EBn1wMEHuIhxtSLeYg5uEB98cN8D4YhaZpoi9IhnskqiEY1UQrkBs3JvexWdjGGUb/FzfPw22rFOA+ke+fAtwn4qWZLaMY7jPr74n0phjuE/HSzJeZDsCdF7q8dGbE1mgjUP7RtRVnJzQdKli38ym0H3p1TEeQ6Z4W7kLN5jtgsTuAzHIga9bMO+0i7lEB7qk3+QpwT705UYB76s0JRzTR9W4sdjnr37/lVIKwFH/D14534kSHISnDcxTPVMNtSWkmfnr7Sjx3sBXH233yEWVkSH7q9IURCEflrEd2PKOgl3Y9jZr2p0X2k+c6Hs3MuoYi05BuvA7sSt+E/ogZ3kBUgHnm6Xogdh1M0HC35SmJkh5tbCcMG7Kv+ZrScE/Nr2fKjEoB7ikzFecfiALcU2+iFOCeenOiAPfUmxOOiIB7yOTE73efHnOAxZlO3LikWJKUZrltcFipvHfGvvrofjR0+yTEkBuquDmsFgEZWOeT6yuxr6kXj+5uQqcvlEDLCYQzoalssEyGrjo3XCXowC2WN2AzaWD/eaFGzAsdQVC3oceUZWQ8ZeD9EOo+qDvwD+7/K7ruDFMk8M42yWZnop542KPTaoHDboHdwr4MwJ2hkN+8sQaXK0mZCX1BFeA+ITfNaCEFuM+ouyfUmQLcJ+SmGS80GoDg+hCJaeDacB5VtfOO8/WTXXizofecZRbkO3FdlQuwpwG2kUndmt58Dk37XzpnXa5Saz72A8B8tj7tjDvvIuxQAe6pN+kKcE+9OVGAe+rNCUd0PsCdDPPXTnQl5EB5/lpWni3ymvG1kJ/vaRy5tjGSq3lIZobnPIdt5JkwL92BJ/7P5dh6qgsvH+tEpOktVPr3w60NwB8BDsRmYScWIwC7REFXB/bho+Hfwwwjdxdzb6Xpg0jTjHxfATjxlmcj/OFYAnDn819Gb4AXblSY2nGr5XUpO3oNf1LfgNuvvxKfuHxOak6QGlVKeEAB7ikxDeMPQgHu4/topksowH2mPT5+fwpwH99Hb0cJAu6ZmZlo94bw0rEOYSLEjZshsgmMZDeGMbnodQsLkeYwAICP/WqngOZxY7gfN25k/TFRDtnqy8qzRLOvwxuUemwTOuCPxCS0kHX4O7XZnXoIn7Q8A6tZF0Z6ttuGWeGTKI/UShfMQj9gShfAnRIycfuPgu+hX09DQ/egAPFkz+ek2eXjPn9EkvOwvMtmMTpjdH6aA9WF6fjJX64QaRll43tAAe7j+2imSyjAfaY9Pn5/CnAf30dvR4k4ANHK9e5IB3r84cQwFhR5cFVN4VCy7fOPLhCO4UBzv6xlfz7cDpfdIusV843wgpcgRLEbqOp5BTmBRqyJJx1PywOqbwAySqWDaPNe7Pnzw8aaOIaVFhag/Ma/HfkJy0YGjQSpowD8t8On7+Y+FeCeerOrAPfUmxMFuKfenHBE5wLcuUY9vLNRQOzRVpLpwm2ryuQxz3YPbW/AQMg4A3KdenJvC7yBsJzbGMWsaxpMZhPszI9lNqMww4nf/9VadA+G8fCvf4LikHF2o4UiGrzBCPo1F56xXSuX0OFQEJ+OPITF5npYTLqsv+n6INz6IMK6Dcf0CvR7qhCIEHCPJKKbH9c24rSeL78XogerzMcw19wi/ZzSS7EHC+Cz5+Nr1y3A7WsqUnOC3iWj+s53voPt27fjRz/6ERYuXHjWWx0+fBh//dd/jXXr1uF73/teyr21AtxTbkrGHpAC3FNvohTgnnpzogD31JsTjigOuMclVghK84eM9d/tbBhT252s9Y+umSWJSb/0yF4B0ocbNdrru/0IR2OwWc2YV+DByQ5q/kWEWZ7utEHXNQHlueEztPsMZgMT4Kw1H5Z+rRYz8tLtKA2dQkX4JEzyPx1t5gKpo+lnWO73Fn4fPTEnTvf4pV0bN21Oq4yR7HxfMAKLxYRMl12e8VKAAAnZ92ozNvHvpgLcJ+6rmSqpAPeZ8vTE+1GA+8R9NZMlCUAM6jb89+7mMRnt1Fv/8DjyYkwQ/uyB1sTauLu+R+RkeNFLgILQOYGDW6L/i7lpQTBXyNo44C4vawJW3gWkG4nIvVt/jmMnjo+4QOZzRojNv+YThm573E69CJzeNRTlBcDqAOZdDxSMSqw6k059F/elAPfUm1wFuKfenCjAPfXmhCM6F+BOlvrRNkMWZizbvKAAlIahMSqZWu6nOgz99Loun6xVst7FjD9pXOe4flpMJnzt+gXoP30Y9qNPCDgfv07mRTXznZCJXm+qwBbb5QLC50Zacav5ZZSauuGxavDAB4/mRQeycVSfjew0pwG4B6OJ/n6p3YRBOM9aN2WFZcQ0gMJMJ356+wpcUpaVmhP0dozK1w5EQ0BW8i4hmAvuU5/6FDweD+6//344nWfy1oRCIXzmM5/BwMAAfvGLXyArK/XmQgHub8cX8QL6VID7BThtmqsowH2aHXwBzSvA/QKcNo1VWvsDaOwJyCKYk+nBJeXZAkTHjdrsjT1+9PrDoovODRYB8dx0uyREXVuZgzVzcvHg9gY8d7AtsQmSDdpACJ0DQYnvc9sswjSnRrw/FJENGzdD1FEn+51MdJh0uBBBmX0AS3AKc/TTskEjG52M+sxQK0oG9sGKqKjJdFoKENUMsJ3lmvR8/Mj1BfijgD8UG5KoMRK3WsxIJPdhYY6f7XJzWFOSgfx0Bz6zsVJ+Vza+BxTgPr6PZrqEAtxn2uPj96cA9/F99HaUIADxv8e9aBt1STx8LMPBhtFj5IXu4281j3hMAJ6SMtSmZQQX19Gl2hGsjO0TCbYFxZlYOSt7ZFPDk5/GwtAOP4nW2oPQNCOsPiM9HRnL3g/kzTtT79DjQNfxsd1WczNQcDaz7O3w8bupTwW4p95sKsA99eZEAe6pNycc0bkA93974fiYZCrWYT4ut8OKVbOyhQhFSZn9zf3CLifRqdsXRlNCUuZMZDDPdvx8xaxsrJqVA1fjy8jp3SfnLZKbYpqGvkBEZGEo5cbz23+ZPyRrHklSLlMIy8ynUOBiHi8N66K70I1M2K0WkSblOZSkLY6pXc/C77Wr5B1YP248H3L9lFxflAx12bDtnqvOkkJNzdma5lF1HgeOPWOA7XGbvR7gTxLs1Vdfxfe//33ccsst+PznP59o8ac//SmeeOIJ/N3f/R02btyYhJ6S34QC3JPv02lpUQHu0+LWKTWqAPcpuW9aKivAfVrcekGNEiAnSEALBoNwOBxw2a1479JilGQZGrNkNLAMQ+RHW1V+ujD2blpaLMlQH9nViFOdgyIPQzvZMTCURNUEt8PYbPlCQ+GAQ1wHMt25cXLoQdxo2SU6fMwoX27qQD76UG8qQ9DqwcKSTJi1CLI6dsIV6YENMfTaCkEVG2q1dyIbR9LXYafnahlrW39AxkB2PEMbyajwh6MJyZjL5+bL82F3C6JZeBYgckGeffdXUoB76s2xAtxTb04U4J56c8IR9fX149e7288JNrDM8vJsbKzOkxfgRfPWU9042Nwv601t56DIxZQOrZMsw8921hkJ3ngpTbBic/R1zNKb5NnC4kysrco92yFX3DPyWSwEDLQDNjdA6RkaF8mwDxjsAg48cm6nUuN9/VfOFrFNzWl4x4xKAe6pN1UKcE+9OVGAe+rNCUc0GnCnbjsjfn+7o2EEwSo++ta+ABp6/Mhw2rCwJAN1XYPYe7oPWS6rnBFpXb4QGrr9AphTipNrnixTMU0kZZZXZGHV7Bxk1z8Ld/9xOYMZUcUmYakzqllURXUN9+E2Q1KU58Ghy2ZGIUc1DUXRZsnlxbFYLUakcr8/DObseky7Aj26x1gih7mefcRzgnFcmS4r/vHWpdg034gmu2iNUXGMjhvLipYAC96TFNf84z/+I15++WX88Ic/xPLly7F//3585StfwebNm/H1r39d+uju7sZDDz2EHTt2oKenRyRt165di7vuumsE+53lHnzwQezatQtk0LtcLhQXF+P666/HTTfdlJTxxhtRgHtS3Tl9jSnAffp8e6EtK8D9Qj03ffUU4D59vp1My9tru7GjridRJQ64kxHQMxjC6tm5sil6an+LMApGJ0mNV7xhcTHuXDdLfn3lWAf2NfWLdi1D6/k7JVy4Gauw9qFA70JzJB0H/TmyOWJm+TRzDCHNjA9bXkKeySsACNnoOXo/qkzNwk6ot1aivLRE+nBF+uDsPSYh+15nMXTdhIZQGgYdBdjivhZ9MbtsyHoHjdt79j23wCN6gWRm0NjHZVW5KM4cmbiOlwdr5uRMxo0XbVkFuKfe1CvAPfXmRAHuqTcnHFFvXz8eGAdwX1yaiasWFAjYTmBid30vOgZCcpAnsy/dYUVZthssR6OGe/dgCNFQAItQiww7sFp7S1Y6i90hkVa3LDM020fYaMB9+IdEJE48D7TuNZ72NQADrUBuNeA+x1q18hMJmZrU9P47b1QKcE+9OVOAe+rNiQLcU29OOKI44N7UG8QLR9uNaF8Au+p74HFa5YxEYFrWRn8Yx9oGhDjFiN8Cj0Muk3keZCAyz4Jkk1MShmA782IRLHdayV6nRKch41lu7sKtVYCj5xh6Ok4jENGgaSRBGVHNBNNpZpMZPzPfJn9nO2S5kyHPvF1kwPOsN8s+gJW2epTHTsMfs2BvsAjbY9UIwS4AfjzKOe79+LuQvMXoao6HsqEfv2x2ak7QTIwqGgS23zeS2T6631WUuCuc8mgYMU9pGavVih//+Mei207s52c/+5nIzXR0dOCLX/yiEP1uvPFGlJaWoqWlBX/84x+Rk5MDsuHT0tJkHJShaW9vx80334yysjLwnFNXVwdK1NxzzyiywhRHrgD3KTpwpqorwH2mPD3xfhTgPnFfzVRJBbjPlKfP38+PXzqRSDrDknHA/XDrgITrEUgoy3bhj3ubhbGQ5bYLwDDarltUNGITQ/kZsh7IoGCSHW9nIzbrO5Cpe6UqN1O+mAV9WhoKTH0CXhSbegRgr9OL4IdL9N654VqAenjgR8TsgqV8ZaJre8yPNtc8LMuNocVvxpFwPh5uLYUvYnAcRBM+FBVQ3223GOM2mQT85wYyL90hIAn/HG7U7KX2oLLxPaAA9/F9NNMlFOA+0x4fvz8FuI/vo7ejBAGIh/Z0yoH+XLZ6Tg7WVebi5WMdeGBrvawrcWvuC8ghn1Fbc/PTkem24fWTXZiNVlwVe00SyKU5LCiOtclFc5utHL3mHHxwtC683QOs+9y5XbD/90Bv/ZnPCbj3NRq/Fyw6C3Qni/Bo0XsR85RjfpFHwBRlU/eAAtyn7sNkt6AA92R7dOrtKcB96j6cjha43nmjVjy+10gmGjdeHDf1BuSctHRI3/xAUx9O9wYkIphnJJ6ZjrR6EYqSoW4ekuI0o8sXljWQZziH1YKa4gyREE2LdOPK2DY58zEyORboh63zEI5rpeiDR1ju8RxhHMdRUyW2Wi6VIQUjmgD4XFepHe8LRdA1EBbCFBOSp9mtch7t9oWgCx3rzPodzzdOERmC+vyMYDyNcjb33FCDD19aPh3ufWe02dsA7Pvd+ceaRGmZnTt34pvf/CYyMjLg9XrxD//wD1i9erX0/+1vf1tY7/fdd5+w1eN25MgRfOlLX8Idd9whP62trbjzzjtx99134wMf+MC0+1kB7tPu4uR0oAD35Pgxma0owD2Z3kxOWwpwT44fp9IKNyz3vXJqRBME3Ft9MbQPadqS/T0r142XjrYn5GQKPM6EJAsrc4NDOZmPrjUY7qPt75/YhYLDvxLN9biRNVGj18KNIA7qcxAwuTAHrchDLwhnHNSrELU4pW1N1+SzYqsX4bLLjA2ZNQP1ORsRzazAp9bPAZn6v3i9VqRqCPJLElVNR9dgGMEwE+sAnqFQRDI0uDGkXM7lVXkjkuUVZTgv7s3YJL9QCnCfpMNmoLgC3GfAyZPsQgHuk3TYDBUnAHGsO4ptw6K8Rnf9icvnCGD9tcf2SxLu4dbnj6AvEJaweI/DKjlGBrub8SUyUPUAACAASURBVJ7QM6i0dKAAfXLot+hRpOs+eE0enDRXoqCwWEAAsgZZx1JzE8BQ7rGs+xRw8NGRnwy0Ad0njGcWG1C+Vv7KNY+ybmQn7iq7C5rZJs8XFHnAS3FlU/OAAtyn5r/pqK0A9+nw6tTaVID71PyX7Nq1nT60D4TgHfDhrRa/ANmU2Rxuh1u9Ev1bkeNGvseBLcc70ecPg5Iu8Qvbwy0G4E6jljolWliGGuurTYexwnIKpR6z5C/JiXah05QNi8WKeYUetPcHofc3okTvwFF9FgbN6QK486zWoWfhD9omOOyUjzHY7MTInQTwSzLgC0Ylmow5vvg5LwYiMU0uvw2AnTnFjPfhuTZuhoa7AbrzkoCM90fvvgyLSjKS7eJ3TnszDLjTMf/yL/+C559/HsRHv/rVr4qviMu9//3vx9VXXy3M99FGcJ3yMj/60Y/Q19eH2267DZdeeqnUJ/t9Ok0B7tPp3SS2rQD3JDozSU0pwD1JjkxiMwpwT6IzL7ApblzuffnkiNoE3Pe2DCaeEZTmBmz7qW70ByPCeqeGXobLOMhzMzO/MB2Xzs7BjUvO3FBrzXvQfmwHIv3t6Gg7jf6BQTRGMxPJVLOjnSjR2mRTFdXN6DDlohjdMOlkpJuFAVFrNrKmS2JV6LL5Cq26GzGLHTGzwUq/aWkJqvLT8OKRDvz89dqzPEGN3WDEAPqZrI7RkmyvcyCAAo8L64Zp6TJh6vuWl8pmTtnEPKAA94n5aSZLKcB9Jr09sb4U4D4xP810qXiI/XOH2nGyw3dW9+9bVioXzrSP/Hz7iGgwPiP7r77LWC954K8u8mCR93Vs8D0Llx6QA/4QuQ52PYxMDKDPPQe+3DPgui9vOa644irYvI2AMxPInQuYhoEhda8CjVvPdk3TLoDh4bSKdYDZiiMtXlmne9yVOJF39Yg6i0oycXXNRa5dO8UvmALcp+jAaaiuAPdpcOoUm1SA+xQdmMTqT7zVDEYc0+LnO65JC4oykDl0juNnJCrtbewTFnm6wyL5SZictDDDlVjDjrd5RSY0vt5lp9lEcua68AsoQpcA+bnpduRG2pAVbkXQ5ERv5iLkpDtR3z2I3kGugT7J1dWoF8GLNBzXy/CmNl9kanLS7AhGNUSi1H831s6a4kwZE9dZgvM09sFL7rgkjkSZWS2SiDUW00fouMddSdidEdr/9IGluHbh1OVSkjhFM9tUsA/Yfv/5+5x/I1C8NGnjevbZZwU4//KXvyzSMbSjR4/iC1/4wnn7oMTMr3/9aynz8MMP44EHHhAMobKyEitWrMD69euxcGHyk8MrwD1pUz+9DSnAfXr9eyGtK8D9Qrw2vXUU4D69/p1o6796ow7eIR0/1gkEgtjXegZwJ5id73HiRLtPdGnJKiA7vDjTKUlNizx2zPa9hdX2BpQxZ40zEz5vL1491i5gBK0yeBgWLYyoLQMnzHNkU1QUrkdurAs56IcFOpqRjwz44cEgevR0kZQ5YFsMhgWyHwL7Ad2G8JovDm32TLh2URHmFaTL72S437/l1Ihwf2rIk+lHFgS1Asna4CaOTPe5BdSFM0myV27eMoeSAk3Ub6qc4QEFuKfeN0EB7qk3JwpwT7054YiGJ5E73RNAU59fWHdcJy4pz5IQ9Ljd+cudsv7x0pmHff6dTDxiAPw716nqQg/u6r8XuYOnjPwkJmrTGlFgvOhNNwWQ74iiPWMpomYn2jxLYNFCmOPyoTLP0ColcI6am4HsOUCgG2jaDbQfPNuB4UGg45ChxVq+BgMREw61eDHgKMLRwpugYSSDkQ18ZmOlSAMouzAPKMD9wvw2nbUU4D6d3r2wthXgfmF+S3at1050YU9jb6LZOODu1v1YEtqD1e42WbeCug3Pe+fg9XAV0hxWZLvtONE+IOtaptueSArOpKlc/7hGkjGek2ZDTew4lod3yxpnt5oE1K6I1MMR7YOVSUuzyuB1lQtgzrxgJHoxuus/tA9KRBaBdq6RlJhZVp6FzoGQJGLlekmAnePhOsvIZILmlWhCuWNQznSHwwVo17OkPa7V1IM/w3o/403JCSaSN2b83U2LVBTzwceArqEIudFfOl76U8PdmjxZ1bEAd8rGUL/92muvPWfSU7vdjqqqqsQIqeG+bds2HDhwAG+99RaoEc8zKNtJpinAPZnenMa2FOA+jc69wKYV4H6BjpvGagpwn0bnTqJpboKe3HdGz284w52a5/FEcNzE7DvdJwA2N0fpDhsynBbcFHsBlQ7vmXI9Tag9tg8+pKHBbiyU1aHD0KLU2gPMuXMRcBXC1XUAef5TBhIBoEnPgxma6LhzU9VrzsIh9+pEhnmWOZ13Ja656loBzMm6J2vjrcZeNPT40dofRI8vhL6AwcInSyIYjg1p8+oCMuSmOeCwWWT81CScW5COjfPysbwiaxIeU0WHe0AB7qn3fVCAe+rNiQLcU29OOKLhgPt4I/z+M4ex5VhnIqSe5eWyWjcAeurUVhdm4L0nvgF7sEvACgHvLdSqBbLgRbopJAf/0wVXImayIcdfi7BmxnFzpVxsM8y/IN2GsthpmDxFgCsb8DYD/aeBvGrANSqUmusnk6cu/gCOtPnwZpcN3e4553yVzfMLsKTMSO6qbPIeUID75H023TUU4D7dHp58+wpwn7zPpqPGv784ElTl+a62pQNX+J6BXQ8lopXbeH4aDKHZXIKX7VfKeanbF5boYK5h6ZTjJDDPhKmUgRFJGbMkSH2f9iJKLD0iMcNDXobLitJQLfIsfgHJfWENR+yLhY3On6GcrAK40wic838kcvGSmxI1PNsZoL5J+o1oOuzRQbzX/AbyTX2JBKkE5Wv1EjytrZMIMwL0Y+Vj4ZmSFwts65vvWYg7ziF/Oh1zkJJtMjLu4ONn8sDEB0mwffGtSUmYOvy9xwLcqedOPfZVq1bhBz/4waTdRAzp+9//vgDwv/nNb0ZowE+6sVEVFOA+VQ/OUH0FuM+QoyfRjQLcJ+GsGSqqAPcZcvQEuiFr4c+H22VzxA1ZQ19ENjRVBWmJZDPcyBBwZ2IdAvFMXLMouAcrTcdQVZAuzD5a08HXJDEKrdVahl5LDoqjzciKdiPCbPQ2N7oyFqPQd0jABm7QQroNnTBAADsiyDN5EYEVr9g2yDNuunpzV6J4+Q0JZsKB5n68dLQj8Xa9/gj2N/WhyxeE226VTV0grAkrn++SZregIneIQThUi4z3L19djTlxZuEEfKWKjPSAAtxT7xuhAPfUmxMFuKfenHBEkwHcGZr/Hy+fELZd3Kh5S2Mo/fp5+bKWLN/7beSFm4RtxyWPrD9LLIgcvRdOPQzdZILXMxf2qA/m8AB6kYF2WymsecYFdYHvKNIQQH52Fszlq4yEcKd3ALEIULjobNC9eBlQfT221/ZgR133eR2tAPepfQ8V4D41/01HbQW4T4dXp9amAtyn5r9k1OaF70/HyNFV2fUiTEP5P0heoqzM0TavAN/8ecOxHvXmcgHXmROLZz8C8BlOJirV5TnPVwTIbRYT7og+jhynDub2YsQxz1WW/gZ0N9ciOKT3Xp++XJjrTX0BuaDuQRZ+p18jr0mJEALnPLddu6hQQPk3TnbKJTXbpxFEv1V7Hnnol2hnPue4CMrzzvmQPgdbTKtGJGEdy4c8S37zxoW46/LZyXDxO7+N1v3AYIcRJZdWABQvSSqzPe6gsQB3fvatb30LO3bswN///d9jzZo1I/ypaZpgCVlZWeC/8TabDVbryOTvBNoffPBB3Hvvvaiurk7afCjAPWmunN6GFOA+vf69kNYV4H4hXpveOgpwn17/XkjrBA/au3uRnZWJP7zZNEKehaA8E6kySQ61/8hLX938gEjF0LjRyk134Mi2ZxM67X5zGuptVXDoIVSGjiEci0HXTWjIWIFS/xGURuqlbpeeiRDsic0XAYYBkwcveN4Ps8WMJutshO3ZeO8lJSjLdkmCni3Hu0QKJm7ceD1zoEXAEDIvuPnjBQKTBXHLRvYFN4I0brp4acA/f3bnqhGyARfit4u5jgLcU2/2FeCeenOiAPfUmxOOaDKA+3++Wou9p3vBxHFM4iaAum6A7UUZTH6ahoUlGbAfeQxr+55Blt4LN4wLX6sWhFMPQoMFg5YMhNNL4Qj3ApSFAdBnyUV30Xq4w13ICTTIM+YSyVl0leG40IAhH0OZmPLVZ5yZPRtY8mHRrmntD+C/dzed19FKUmZq30MFuE/Nf9NRWwHu0+HVqbWpAPep+S8ZtWO6jv946UyOLkYpD/oDuL73IfQHovCFIpLom5IxB5v7BGxnNNZhywLssixHMGLIp9GYs4tRxcIo7/RJYlLW5VnrmuirKNdbkJVmxw2LiwWc7+r3IVC3HSZdQ8xkRWvGJWjq8aNr0Eiw+rS+HqdNRs4vi8kkkcd56XZ86z0Lsa22W8hUIgcaMaKUq7QGbNK3iwwoz3Mc53DAnSD8z023IqSZR1yIj/Yj63735sW4c92sZLhYtTFBD5wLcO/o6BBd987OTmzatAk1NTXSYnNzM7Zu3Sp677fffjt27dqFf/7nf8aGDRtQXl6O9PR01NXV4cknn0RZWRnuv/9+mIeS5k5wSOctpgD3ZHhxBtpQgPsMOHmSXSjAfZIOm4HiCnCfASdfQBfMBs7M4GQ2vHGqC0dbB0TW5c2GXtFtZxLVuK1p/K/E3ws8DlTmp2Pvtj9LcjgaNWSPOhYLA0EP9KIi1iDM9Tp7DUrCtSjQuwFdk8Q6cSPboUPPRoOpBM/lfpz7K0mWykRwRPkJmvNigCyL4iyXSMNQq52siP5AWBgY4WhMNAcZ7k9WRSAcFXDd47LJZo1GkOSyqjx8eFW5CrG/gO9JvIoC3KfgvGmqqgD3aXLsFJpVgPsUnDeNVeOA+2BYG7HeEQC4dFY2Vs7KTvT+by+cwMGWfnQNhGT94YGfB32CEoz4Ks50SfLwnvoDuKnl3ySJnNNk5DFxaz5Y9QgiJiu6rMWwurNgDfbAEjWS2cHqwKnC65EZbIYn1Jbos2z5tcPeXge8LcCiWwGTBcgoBXLP6Juy4ONvNeP0UIK84W6j5jzXVjIaafOLPCKlxkThyibuAQW4T9xXM1VSAe4z5emJ96MA94n7ajpL/mZbA0iWOtXpE4kzLRrGbYFHhGTkcVpFxoxrwp8OtSaGccxUia3W1XKm4poRienCgp+dl4YuXxh9fkNfnUA4JVrmmZpwo2WHXBAvLM6UJOPNvQEMenuQE6iDz16AAUchmnv9Ivn5AtbgQLhUypO4RXnSnHQ77BYzHv70Wjyy6zSe3NssSVy7fSEhfi2LHZQfnkU5Jkqvcf2lBvyQKimeMl+F01rOCKLYaN/y/HfPDTX4q42V0+l21fYoD5wLcGcx7sEeeeQRAdip0e5wOJCfn4/ly5eLtntFRQUIzDNpKrXbu7q6wP00yxCA55rs8RgR9skyBbgny5PT3I4C3KfZwRfQvALcL8Bp01xFAe7T7OALbD4OuBNIiBs3OD8eYkqQQd4xEJSPNnX9DjkOI2N9xlDS0SNHD0PvqZPNXT/ScNI0WzZsBMEZhthlzkeXvRSl4TqkR3tgNekoNPXBYqIuoAn9ejq8uhNtyMWJ0ltlc8XNIjdYTHhTlu0WYL1nMCyJ64oyXchNswsIz0z23ACSscHQ/j5/JMHGIEBC5gU/ZygkN5tkwX9+01wFuF/gd4XVFOA+BedNU1UFuE+TY6fQrALcp+C8aazKw55udeL3u0dGdMW7JHjwvmWl8us9j+9HQ7dfLngZKs+Qd64nvMzlpW5Jlhur5+QgcnILFnU9gwpTF6wmDVY9jKxYNxxaAJrJjIA5DTZHGvRIAKZYGJqZTEELDhfchKxgE9JD7dIfmYEVl2wSUH+Erf8bwHImumv4Z4z0emp/i4wzbtTEJVDCnCXDjUDFB1aUoTznzCX6NLr6XdG0AtxTbxoV4J56c6IA99SYk60nu/CTl8+w3LkP+XDg9yJTRob6dYsNlvnje5pEO52237wQb1qWypmKxnWiNMeNhcUZQrzyBSNyvqMRrOfydFlkByq1WuNS12EV0JvnrbTCSviyF8MR7cepngie7ynEYNQsDHnKfHJtk3xgLisKPU78+C+X49Hdp/HwzkZJnBq3ReH9WBw5IO2zDsF6Av4813F15LM/Wq9FSyxL1udzGcv+zTXV+PzmeakxQWoUKekBBbin5LScPSgFuKfeRCnAPfXmRAHuqTcnHNFYgDuf/+Slk2jpC6C+2wiBp9WED2BReC/y0hhO7xaGO2VnTu57A07Nh1N6GbqRKRsjbpRa9Vw8b79GktuEQkH8hfYM3KbQME0+GIwF6HhCuwLRjHIB1QlmENhwO2wCpPcHImjq9ctGy2I2C1uPbHZvwNgwElB/z9JiYVlQ05b9MzSRLESG9/NzhkgSwP/XD10CMhOVXZgHFOB+YX6bzloKcJ9O715Y2wpwvzC/TXctAu5b6nyoGwZQj+7zxsXFmFeYjnse249d9T0CFoy2NIcNG+bl4eZLStD2wk9gDXYj6OuFRxuARQuhMNaGvFgHLDpZg0DQki4MvTT4YTJb4bfn4WTeZmSEWpERNJKY97jnYOn80cCAGbjiayO6ZxRXbdegrJELijxIc1hxssOH5w62yWUAGfgEP8YyroGf2VgloImy8T2gAPfxfTTTJRTgPtMeH78/BbiP76OZKPGrN+pwujcgxCOSlMKRKNab9mKltQ7ZaXZU5acJy/3V451o7BkUOZanrNeiy5QjDHfKv/CMVZDhkGjiA039IqVGgJtrhm0oA2ogoqESTVhgbsJcZx/aYxk4rpWhyTEXNywpEYIT23psT1MCEOcZLG5cCzfOy4dO0pU/jN0NvXDazELWopZ3Qawd18deluLsN8tll3WY50N+rukm/NxyG0JRMvLPXp/j/bDuV6+dj/9z5dyZcL/q4x3qAQW4v0MmTgHuqTdRCnBPvTlRgHvqzQlHdC7AnRsl6rqPNB1X+v8kQMLlc/NRlOlEQ/cgtp3qQseghoBmQ5opAK/mxN5YJfaYFgjYThCAm6VMrR83WHYi3+QdSoID+GMW/K++Fs2mIpGPYVhhIGyw6AkOLCzJFCYGwf+4LSjOEBCDGrY06gretLREyuys65Hy3GjFw+nj9WqKM/HZK6uwvDwrNSfjHTAqBbin3iQpwD315kQB7qk3JxwRAfdf7Wo/m0U+bLgrK7Kxfl4e/u9jB7C7vntMwJ2XuFdU5+PvblqII49+D/0+nwDqZNtxbSoI1aPSt0cAd2LbUXuGERIfi8Gmh+FLn4WGrLUw6xqKBvZjwFEMZ26FJCQfYbPWA7PXyyOyCJ/a14LmYWsh2yRoEgfYyRIk+E6wZDTDPd7u9YuLMH8o6XlqzlLqjEoB7qkzF/GRKMA99eZEAe5v/5yQaHTvyyfRMRDC8TYvBsMxRGMxuGxmvA8vo9o1IEQparMfaO5Hz2AI/xtahjcC5UKQYg4sRkyRTU6AmwD5weZ+YZVTCobnMV7yiownQW7dyI+V77FL9BeJUrQFxZm4rCpXNNn3N/WLtEw8ESs/53rF9rJcNskDRvLU6SHwn33E7QbtFZSiQyRGs9NsQqLqC0QFcH/DtBwHME8A+vMB7mzrOzctwsdV0tS3/wuawiNQgHsKT87woSnAPfUmSgHuqTcnCnBPvTnhiM4FuP9qaz3eONklLAludLhBojH56Dp7Ld5T0Inq9DAeOxHDcz2FOKzNEqA8wrA/shCGakgCOTMT3lADUEMuvNhgOYgF9k5hRbwWXYAGlEiIfZbbNgpwt0hSOkrKdPvCsvEzNnQZwlwnOM8wyDyPA4tKMkX/b19THwKhGBw2A+iPm9tOSRmHACTVCmy44C+jAtwv2HXTVlEB7tPm2gtuWAHuF+y6aa3Y29ePB3afH3DnWnJ1TQE++cAuYdRxjaH+eprmxYAlG7ozUy5zCVp/9+ZF6N71KE4c3Dli3OkDtSgcOAirFobdpCFmdQmbb9DkQr/mhs9RhIbZH4RusiBozcLCgddxSZFDpNQSVlAD1NyS+JVat21eQ94tbkzoSmk15jAhmEI99zggzwvsqvxRAD6ANXNysbYyZ1r9/G5pXAHuqTeTCnBPvTlRgPvbPycEwb//9GHsru+RsxGN4DSTS/IsdLmrEbfPi2Fhdgw91kL8/IQbb/Wny0Uu2eiMJOaFMS9vS7PdclF8uKUf/gjlQQ0pNZFT43lwSEidZXgmlL50ScElBKg71s1GfdegrFdx7Xie3/hDEJ8APC0uGdrSF5RxcPWzWU3Sn90MXG3agYpYo7Dzea7kGLdhGQ6aq6U+6/DnfPaVa+eLlKgy5YFzeUAB7u+Q74YC3FNvohTgnnpzogD31JsTjuhcgPu/v3hCtNTJlvOHGWqoC8OB4evl2S4BBubkpUvIYCgaMxL0cMcFyAaN5WnxDRj3V9WowzXmN0FMISfNjkBYQzASRa1eilfsGySxD0F7bhadpgiWm09hbp4TvrCGhkgm6vRiYWAQRODGjyw+MvrIbKc+O0Pp27wB5KU7ZUMo2n4mk+jNpzut8vsV1QWiAU/JADLdh4c5puYMpdaoFOCeWvMh/735/bBYLJJ8SFlqeEAB7qkxD/FRcN2gDEtrVy+2NvjgshsgwVjGRKhk6H3tsf0IdNTh0uAbcOtnpNX6zVnY7dqAktIKucBFbwNqX/wZ2r0h+EIRYbjnDR6HJ9KNDK0Pg+YMSRTOsHybxYReZzna9BzULvo8XDarXCqvnZUJa/teIBIwYuhzKo0kqUPGtfjp/WcS3fExJQAOtfQbJXRgTWUuugcNhnvcVs3OkQvv4aYY7hP/birAfeK+mqmSCnCfKU9PvB8FuE/cV+cqSWITjQm8L9Te/9M35ExEEJrnsZimwWY1clnZLGZ8+ZpqyVHCxKq/fKMOexp75VzE8xovl0lU0jUddpsZmgb0+MMGg3yIcRWPVuYax1XFbDaJNnvcCKSzH0q4NPT45bxWmOFMfH6k1XtmzRoC3CmR1jmUJ4wFCfYTcE9zUBIUmB04jA8Vd+C0N4bfdlaiy5SNyuBhZOheRDUT2mPpeFOrRhRj++3LV1fji1cpDfcL/U5dDPUU4P4OmWUFuKfeRCnAPfXmRAHub8+cMORuZ103TnYOSshfZV4aFpdmoiTL0DEfAbj7e4COw3J6/8+tLXhtsBwx4RycsQ5vUMIJye5bUpaF32yrlw0bN15xfT9/RJONliS8GWI8FJl6cCteFNDBYTFjdn4aenxhqWu1mLDXsQpHLfMFojf3NeAGvCYJ6PLS7cKcYOKeFnMxmituxoKiDBkQN29kPJC9vrQsU3Te953uE115sjTItKBxLGRllGa55d2LM40NIHENJpEjO1DZxDygAPeJ+WkmSynAfSa9PbG+FOA+MT/NRKkjrQP485E2Q0s9GETLQBTBiIZ5hR4BwEfbX66ukGioX/9pJ3KOPIRwzABChpvZ5sKpOR/BhoWz5HF230G07n4Sg+GohMznB+qRFu1BvzUPmtUt0jJccHrNOdAtNgEhLvvEv0z49XfU9WB7bfeI8sPZ7PyAzHyyCclwpLwAjet9wTDAQ2m4T9jlUlAB7pPz10yUVoD7THh5cn0owH1y/hpemvIu1FSP/5tNcHxjdT6WlGaO22jvYBj/s7cFbzb2IhyN4c36XkS50A0xyONJR9kQyVJfvKoaf3FpOR7c3oAtxzvlXEWgnX0zmpkMdPbPNYNRXNSCZwRVnExFAJyEcllddF2IT5SgGW6ZLhte/dpmvHaiSwD94bbvdC9OJC6ETSjLdon0TOswmbT5RRnSbpo2gMsCryDX5MWNS4rlIvlwXRMywu04iTI5K/Jsx58B3YXHYhvQB89ZPvubq6vxBQW4j/tdupgLTAlwr6+vR21tLYqKirBw4cKL2Y/T/u4KcJ92F0+6AwW4T9pl015BAe7T7mLZOPGwfaRtQEIEy7PdqO/xJ8L/ho/ghsVFIq2SANxrX0bzwS0iy8KzOsFszWxDl60U+dFW2BFGRzQNe7R5OGaukrpLy7Lw8I5GkXyhcaPGjZIktuGeT4LoIeD3euzFCsspKUN2/PzCdGGydw9GhPEeNjnwVPqHYNdDuM77B/gCQWE3ZLnt0rYw7G1mBAtX4S37CgE12vqDAvQvKsmQsEYC7VtPdQlLnhvHOHt9MBSD3cqNoRVX1RQmQiBlE2q34JPr55xX03f6Z+6d04MC3FNvrhTgnnpzogD3t29OTrQPoNMXktWHOrUnOwZlLaERcLfb7TjS5pODOi9qh9um+QWJZ7WvPIiOuv1DMmdR0Yu1c7EyQdaXQOFK9BRtkEtjgiZLsiKYb2kScD3UWQd0HcOgKQ1uh/UslnkoZwFu//gXznISgQ+OlQy/4TYZwJ05THjJwCaGA+7EYHjBXJ6jLpgn+u1UgPtEPTVz5RTgPnO+nmhPCnCfqKdGlmNS7q2nRl6kxkswyorRVucySod976lDEulE43p2sLlPAHGD0W4ySE+S8NQAxv9qYxU+ftls/PUjb0lE1nAjYanfH0FE08AcJby8JaGJ5yky17km8bzFs2VcPsZmNcM5THed7fE89vCn14m02eg8YFwnj7V5pVteAGS77SLZRpY7I6VpNSWZMEHHNYNPI1Prk9xe66ryRAu+88hrMGsRdOqZqENpAnBnvQ49Cw/HrjrLXV+9dgE+t6nqwiZI1booPDAu4P7iiy/i2Wefxac+9SnU1NQknPLrX/8av/3tbxO/b9q0Cffcc4/oOClLvgcU4J58n061RQW4T9WDya+vAPfk+3R4i9ywGPIuZ/TsDrd6ZTNDcJwSLqONQHM04EOmvx5vPPuQyLHEzesPYW7sJDKtMdQ6FyJmssrGjhu4JnMZTpfeKGzxP7x5WpgR3OzFWe7BqMFwj4ccsu+btJcxy9Il4Ds3WjcsLoYvGMXe071Sn6z5Y4yaDAAAIABJREFUxzx3oCa0D4siB0CWBJPqsC43eqzX0DOI1r4gHkn7CPoDUdGEZyJUggqy4RoI4fWTnQk2BmVmDOaGsbFkqOM1CwsFeB9u71lSfM4Ec9M7a++81hXgnnpzpgD31JsTBbjP/JwQFHh8T/OIpKJvNvQKWMCoKAIIBNwpvUQAghe0jG5i8m9JMpqfLlFRlG8hoFC+/98FCODaJLJpUYM13hcICyCRkZWLvaUfEakaRn7xopnrlqw5vhDW+55DianbYOsN6dyyPi+Xj5fdhu/eti7hJOZLIUtxiJgoDPsr5xckorEmKikTx+k5FiYVp+wbwZf5RR4sr8hCfrqSnZrMN1MB7pPx1syUVYD7zPh5Mr0owH0y3jLKUkLm/ldrz1vx7o2V55SY+faTB4exxQ1SO89TceOaQ9TPZDaJHCjtznWz8ekNlfjIz3ecRcRq6B6UsxhN1jeXdYj1zoxcOixDOu4823FN5QmPawuTssYtz+PElfPzcc/1C2A1m7GzfmRkVkO3H7vqu2Wd5VrEdZiAPqXQ4glQizJdqIpRfnQnstwOGfuKWdnoaT+NtlP7EYnGoJtM2K0tQERjfrB4hjHgoehV6ELWCJ/+7XXzReJGmfLAuTwwLuD+rW99C/v27cMf/vCHhHbnyZMn8dnPfhY2mw0rVqwAf+/u7sa3v/1tbNiwQXl7GjygAPdpcOoUm1SA+xQdOA3VFeA+DU4d1uRvdzSKdl/cuCkie4JmQQzXFvTDoYfQ65qFkNUIu1szJxsLsoCmF+7F0aYOecZND0H1vHAT8rRu2cwMOEvQbSsS8J7ggctuwam8q+EuW4IXj3Sgpc8vgISum+CwmYRhEYpowtQjyFGZn441gVdRFm2QDRYZEHFZGIIe1BOkTuAzOR9DjX835keOSDjjwmJPgnlOZoRosgPYXXYXGvojaOo1Lgjm5KVJiD4ZGgw7jPuBgDulZKjtzsuAvDSHaLcXZ45k+KkkchP/birAfeK+mqmSCnCfKU9PvB8FuE/cV8kq+afD7RKZFTeuXTvrjDWQh/8Vs7IQDoUSgDufr5yVjfVz86QMQ+z3nu5L1F/T+F+SqG0gFEE4qksicP5OCTTRmbWl4c2yOySqjMnhyHrnxTDBe2rSDoYiWBXZg+XWWmQ4jUveVmsZ6rMuQ0VpCb40FOb++J4mnB5ay4b7gjjCh1aVJeTfmDSV6+DpXr9EeNG4JlPzl5fOTJo63OLJX5Pl34uxHQW4p96sK8A99eZEAe6TnxPKrVB2ZSxzRvtR0r8Xq1ytKM5wAPnVQNlqIKNEivMs9Knf7B5RlbAzk5zG1wYy2gmGx8m2PLt97sq5uG1VOT79m92JxKrxRk52DMi5LaJRh90kl8edAyRTceUzoq7YHpcePuOlNNssyWR+EkhEMc9tVpMJS8sN0JvRVHNy09HSHwABfebT2t3QK5fdw43rZ78/LPUJxi+PHcQy7aBcVPMMSZKUw9cEva9BLha4th/RZ6NfdycIVmzvtdgS7NHnDcVWGz2opKmT/25ebDXGBdxvv/12FBYW4l//9V8Tvrnvvvvw+OOP4+tf/zo2b94sYPsdd9yBpUuX4p/+6Z8uNh/OyPsqwH1G3DypThTgPil3zUhhBbif7WayCZixvc0bElkV6qoTAJCw9dEW6AU6jxpP8xcAruxECW6+fv563YgaZA3sa+pDVfgYloV2IdPFjYtNygRt2cIQmOsOIN9lQt3el9FuysOpSB5iQ2yB5dohCevjhirmzEXAXYLOoBmayRhbOH8JOkuuwvH2ARxrGwDD2BmKSBY5wQ2GHXKDlpVmQ26aA1Xho1gdfRO56Q4wkVucccG2BgIRNNlm4XD2ZpT17sRs//4RiXa6BkI42XkmEdzO8k+iwxcVJiKNmz2C5gxhpK4tGYb0CVmCZPoxkR3fneMZi+1P1vvCYkMXXtn5PaAA99T7hijAPfXmRAHuMzsnPPz/5KUTIzodfunMD8py3MiyA2kuI4EpbUVFNjbMyxOgnoD9cJvX/D8Y6KgTvXdeMvMCmVFecd1aS+kKNOZtBNnpZJPHrSzbLeshJdM4Bq6Jl5R6JLGxx2lHbrpdAA2y7k51+PD0gZHJUIePgSzAj6ypkEevnegU7d24hACf8XKc7764JBOZbmN9py0o8uC6RUUzOwnvwt4U4J56k6oA99SbEwW4T35OxpIJYyueYCtqOp6W8xdlQUuzhxGEFt8G5FYJSekbTxw4q9P67kEMDEX/UsrMZaUMjFnWoNXuVnx0sQOLC114YFcHtvoK4TWfYYMfpYzokAQNZVwIuFOajOA6jWtmusMigDdBfS6hBOKXlmYhO80Ofzgqax5Bddbl55SM4Q/XMD6jUbP912/U47WTXcLyp8V15OPZWZfFDmJJ9IAw6OkDj8sGu68Fpr46IYXRDuqVGNSdMuZsDGC2qR31eiF64YFXd2OLthSn9FJ89dr5+NwmxXCf/Df04qkxLuDOg++6devwjW98I+GVu+++G83NzQK6k+VOI/je2Ng4Qmbm4nHj9L+pAtyn38eT7UEB7pP12PSXV4D7SB8ztO5/9jaf5XhqkX9gRWlCu1x2N4efALqOjyybVw0sfL+gzWR6U05muBHw7jq5CyuD2+QxN0FkINijPhT4jiFsTYO9fDlyHEDtWy8hEo3CpGkIwQqzSUeB3o0gHHCZwrDZHIDTg0DMjG4tHZ3O2bAVzMPhgvdiIBTFlmMdwrQzkpSaRC/dZbPKhmvVrGwJT+Szy/qfwZIM/4jwehmcxQ6s/ATgyjKSth7544h3GZ4cLmjNxL6SD8vnvFDgxQIB9llk95kggDuBdZEIKEgX95HpH9cgvHR29gi9dm5E776i8izN3On/L+Kd2YMC3FNv3hTgnnpzogD3ic8J/23m5TOjkLLloH52ItPxWuv1RySB92gjw93PfB79x5Cl9cJuisFidyFccAkqiguxYV6+XHL/4vW6sxh/3Y1HMKflaQEVyCLnJTEvh/k7h1g/5yPIKSjFtlNdCRkbjp0yNZRV6xowWHzpDhuuXzwS/F4zJwdrK3NFvzceiTbWO9I3f3FphcinUS6Hxstkvi8vALjOcd0l8H7Z3DyYYcjHkBWobOoeUID71H2Y7BYU4J5sj069PQW4T96HLX0BPPrmyHMbW1nW/DAcMYNMxIvU9GH/lncNRnGy+tPwhoEfv3jirH/nOySyKopARJNcVR67GS6HDTfjFcx39kp0cabLjrouH3gGfS62Bo1WI/E3QXwC4LxcZnQw/zw0jDHPs1LW0KUuL6EJrvPimJFU/DsTuLIO16ThxojiqxcW4MbFxfKY51Weffc39Uv0McH2dm8AaQ6btEep0SK9E9dFXwRzmrNfJjgfDASQ2bVHGO1cg3dqNfJnHvpQZWpFDGbs0qrlDBq3P8VW4rqrrsUXVdLUyX9BL6IaEwLc16xZA0rL0KhN+L73vU/Y7D/84Q8TruLfX3nlFdF7V5Z8DyjAPfk+nWqLCnCfqgeTX18B7md8Sk3Y/9xSO0J7brjHizKc+PCl5cajQ4+fDbbHCxN0X3SrbFp++cbZYEPFoZ8iFjU0+cguIMu7cOAwbJrBxsuvvASaPQP7dm1BSawFFpOGbj1DgPZytMMDgtc6whY3zFZjExWCDX5XCfaX3IbanCtE4/ZQi1dY5KM3WtWF6Xj/8jJU5LiR5rDAQTz+xJ+A1n1n9kRZs4F51wLuYcmB9v4W6D+dcMlwwP1owU3odxphlWRUMCST71+S5U4wEAmMbKzOT9Qn2/Bo28CY7PZblpVidu7IUPzkf/vfPS0qwD315lIB7qk3Jwpwn9icvH6yC7vrewXApvEP/tu9bCgkfWKtEISO4eevn62HW9sxgJwTj6JA7xRmOg/wBqBvws6Mq7GgZpn0zTB3hsYzyixuzx5oQXGoFhuj2xI67JIsNWrCi9YNCHpmgUlWt9d2g+AJwXGCHPFE32SiM+lcYYZDgP24UeaM0Vf8PB6RRTkYsvniRgD9VOegyKMxcR7bZ9g9pWMYJTaWfWzd7AQgMlG/qXLn94AC3FPvG6IA99SbEwW4X9ic/G5no+SeiltGqBU17U/Jr2l2C5aUGQx0ri2H5ZwVRUP2ZWjzLMYLR9plDclNsw+RnQxJUILuXD/WVuYBWhQrtQOYHTiYICFJe5qOQ61eAedf9tyMXlMmmnsDoqXOz+JrDNcnrmGU/LSYGb1scNBJeueZjkz4uQUeNPb4BTQn2akgwzkiSptrJvNxXbuoSCTXuOa39XO9NN6a4+3whiQajBIyTptZgP+ro1tQjjZZe5lnheQqs68VFXoravVidCIbZuhYZToq+4ajWhn6YMilJtZRXpZv+ho+u3nBhU2QqnVReGBcwP2uu+6SUJFf/OIX4pCtW7fiO9/5jkjI3HnnnQknffe738WhQ4fw6KOPXhSOm+mXVID7THt8/P4U4D6+j2a6hALcz3icidy46TifMbGNO+YFdv7n+adq9WdEXoah5mQJEgDngd4Z8+GyzkdEV5b7GgGkoaHM+5a0xw3KoKsEneZ8RFv2Y67eIM8HdBf6kYYKUwdyTQNgMKHmzILLYej00QIxE96o+BwOZm0WWRey6Qi2U5ePmyZukKipzj/5/PahkPgRLxKLAGarQRVsPwic3gEMdhps98IlQNQPdBwxNmTeIA73WVCfszEBtvM55Xi4AfWHoqguoiSMLix+hjtyQ1hA7UNAQIj5hRmSFLa+yy/PZue5BcggG1HZxD2gAPeJ+2qmSirAfaY8PfF+FOA+vq+eP9QmF6FjGWVeKPcyGaOsWjzPR7xe4NCzyOk/OCTtYkpw36hTS+mz5ppPIisrR0BzGqXXmIibxoTgNOY+WWqpR7bTLBfOW/3liIBRW2bcfEmpXDgzMXdfIIIct13WPRrBBQISjLIio53r5PF2JmQ9k+SNeuwEOnhJTKagESUGYRYaScqBdVW5wgpkjhLauZKgf2BFGcqGyw9Mxnmq7JgeUIB76n0xFOCeenOiAPcLmxP+G//kvhZ0D+XfKh44gIrebcIUrynKSKwHx9q8EtVEa8pciebMlSJb9srxTgHXh+elYsQv1yEC4uFwBLf4fo8FhWfn+GA9ynDuNS3EybQVchHd6QshGtVQ3+0XeVGepShTw4XIZjVLEtbwUJ4vAuZV+eky1tM9g8KqJ1hOvfU4+YpkKAL2XBNJviKAz0SqNrMBzNN4vmvuD0ofLMdLa74Dk6Nu1HZigalBIrRJVPOFNAHWS01dyDD5UWjqRQF60agXyrl1LFu66UPYtPn6C5sgVeui8MC4gPuPf/xjPPXUU/jIRz6C5cuX495770V9fT34vKamJuGkj3/843A6nbj//vsvCsfN9EsqwH2mPT5+fwpwH99HM11CAe5nPM7DPfX7zmdyeB7YC9RtOf9UzbkCqFiHxu5B/P2zR+SQbtdD8GheXOl/TqD1kkyXbGRM0FA+sFdYEMQEvM5idJvz4WzdAZsWRo7JC7/ulI1LtakJDlNEwvR0iwOwGpsjAgJRaxr251yHXaUfE3ZiUaZDku1wsxY3as/OynULK+Kvr5537nc49izQtv/sz6lRv+yjAsjrZit+u6sV3YMGW5/G8MVj7QZYQ3bgcOCcIAU1dW9cUix4fpbLjiWlGRckVTDT/52ken8KcE+9GVKAe+rNiQLczz8n1HH9zTbjkncs47/hn9tUJeHkEzWCBE8Ok2nTNA2ZO/+fVOf6x7b4LMxbZNE+19GZcym689egQaTIjMRwDF/PdVvx9IE2ubCm8SKXh34a18/ewRBcdiuY/4OAQftASMAHMugps0amnstmkfKUVbt8bh5quwbx1L6WEa9DQIPJ82hkKrJvAisEWGi8uGZS8Nb+oCSdo5EJzzwoo+2vNlQK+KEseR5QgHvyfJmslhTgnixPJq8dBbhP3Jc8ozH3FdeaBcUeOK1mSYbN5+5AC0rqHx+Rw2p0LpI4w509knDEC18m8ybATr13m4WyLnYZUDgYwIaOB+WimVJj8eirEaMtvgSovkEeUVqNF+GD4ZiskZR7GQxH5exk5+JGUlYwKoz3dCfzc9klepqAO5+zHNc+RjWHojEhgBGYZ/l1lblo7Paj1RuU9ZhrPC+avYGwkZfEZBJ2Pd+D7xyKUjpGh0WPotw2IESv1lhGIiEqNe7XmI9grdkgZp3L1m5+H9ZsunniE6RKXnQeGBdwb21tBTXbediK26pVq/CDH/wg8Tv13Am485D8xS9+8aJz4ky8sALcZ8LLk+tDAe6T89dMlFaA+xkvTwRw//hls5HZuXtcwF2btRF6xTo8c6AVHaf2Ir/1JURDAWE9LI0dQsBZiFj2HElso+kavEdfSYAIvc4K9JuzYG/ZkRhcp56JTj0L15h3GXrsiAhQYbY7ETXZ0BdzIGpxYzC7Bq9WfgVvNvaiqccvwHahxwGrHpFyOkxy+L+sKg+fWj8n0T5DD8mK7/aFUaq1oKrt2QTT4azvYcFCoMbYKHFD9vT+Vgk/pJHtR9YfmR0E9uPGDSKT/5ANsbg0U9gSNG5AybBwK0BiSv+5K8B9Su6blsoKcJ8Wt06pUQW4n99950oYN7zWtQsLUTPJZNZk4710tBO+QAh6JAjPnnslh4jDZgD3BNx9oRjMWhjFWhusNgd6nWUI6jbsCVegzBHEImeHgAjNfUFsD1Zgj20lCjJHyo4RLGCuFUrFsCzXX7IFRxsB8w+tKhNw5dUTnXirse+sMnHJM35AXfe4hBol4BYWewTE4OUAI+MIRNAIuA+XoCGznZf0ypLrAQW4J9efyWhNAe7J8GJy21CA+/j+5L/hXCdqO42L07gtKc3E5gUFZx7suA8I9id+Z36sw63GBaxusmB32cegmUbm6IjnBHnpaIeA93ELBgO4ouNB+ZVw+fKK7ARrPlGobDVQtRknOwbwqzcacLTNK2fEeG4Vnv9y0uwoznJJ1BYjiyn5wjMfgXOewXjpTPkzGklZlJnpD4Ql6ppSMMyBwgtpRkGzLFnyzNnisJgQ1YBAJApSwtgmpXS4zpExL0lch9rkMzLfh1uFqR23Wl4/r/PnXPVJ3Hzl5eNPkCpx0XpgXMCdnmEy1CeeeAJ9fX2YP38+PvCBDySSpfLzP/7xj3jmmWfwiU98AtR7V5Z8DyjAPfk+nWqLCnCfqgeTX18B7md8SvD4l2/UndPJZNPdddlsINB7TkkZMgTruwaxs+BD8JnS0V27F1dhu7ALyCag5Uba4Q40oyOaBm/GPAGfY50nJAzP4khDu2chIkyS07pDNjbcyuzVqxGBFTebXocFMdmlxWwemN3ZsskKcXcEoCd/Nd6cczcONPXjdHs7Lovuwjxre2Iz12otw1vONbj6krmSoZ42GmRh6CRDKMkcXFhCSZgx7Ip7Rjw0wIigbArJqLePYkDuPd2XuFBgiP7w5HFkwX9wpQIlpvJftwLcp+K96amrAPfp8etUWlWA+/m9NxHA/YoL0HJHXwNw4s+I+ToFXD++83l0WQvRinzENE1YddFwAAv0WlgQhddehF5HCWyIYE7oOPpiTgxkzkduul2AAobDt5ty8Yr7ukQyNoIM1QUefGrDnBGa71x79jT0occfEvbfJaWZWFOZk0jI/dzBNmE2jmVcVwlEXLeoCCc7fALeU45muHEsR4aAlxWzshNrX7bbjltXlCYul6fyvVV1R3pAAe6p941QgHvqzYkC3MefEyYKZaLSsWxpWabkAxFj/qp9vwN046xFEtH+JuOi9ljB9ehzGuep4caLWoLu//bCiYT0Jz9nbsdl3peQGTSSs/Jitix7VM6qmvcCBYvwHy+fxKvHO8GzZTyyi2sOz1gkT/E8xQvwV451JMB1rqeMMOalACOQA+EorBazyJ7xfNbpDcrFcE66Q2RmyHgXiRpA5GnYLiPGyIaXZOSgpIzxLC6HSsDdauGlMxIXzsPf/Q7Ln0T+dCzr1j3I2/R5lTR1/K/nRV1iQoD7Re2hFHl5BbinyEQMG4YC3FNvThTgPnJOeDjfcrxzzIkaocU6RtJUbmxOtA+g1zUHx/Ovkc1O9fH74Y72oyJaj0zdK6yAoMkOv+aAw6KjO6MGFlcGWvv8KIy2YNBZhEyPBwSGgu0n4Il046heDi/ShVG31nQQxeiWv4ecebA5XNJP3HYW/SX6K67BvvoOrOp8TDTjCUQQ8I9b1OaBb8nH8KkraySpzhNvNY9433ndLyJn8NS5N4L85Ir/OyLrfLwBghJkiwy3uF/iz9bMyR2x+eTzO9fNAgEKZRfmAQW4X5jfprOWAtyn07sX1rYC3M/vt9pOH57aP/Lf79E1PnH5bEn0PWHrrQf2/35E8dMH30BPbw969AzUmcsl8qss0oBs04CskV3uKgxaM1EaaUSmZoAartLFKCouE1Z8a18Afa216I46EbSkY9CWjUD+Mqxat1lAhbgRFGESu7quM+zF4kwnrlpQKOA9jQm+4/Ix53qnL101D+fbGxCYYII5XkYQhCCIsXIWQf0Je0kVnIQHFOA+CWfNUFEFuM+QoyfRjQLcz+8sMrt/v8vICXIuu3tjVSISC/4e4PR2oP2QSLs835GB5vQlGLAPY8IPa+gvLy2XXFX3bRmZOJyAe5bZj6Xt/wOTHsXoiGBkVQCXfERa+uQDu+Sy1x+OCgOd/VLyjEx0gu5MKM7Ep1tPdUneEbLR+Tyuxc535MUxz4ALCj0igdbhC0muFCYJJ/O9rT8o0clxcN1tNwtrPU7k4geZbpuA7cGIJpIy/P/5APdc9AvLPc1kRD/HbVB34vHYetxx1aX40vlkTSfxPVdF350eUID7O2ReFeCeehOlAPfUmxMFuJ89Jwwt5OYlrk1OrVbq3I1gtpFCcPgJoOu4NEDAgElnepxzcCL/apFuMfs7MefIfVgS3C0SMNzg0CQED2bUW2bDW7gG/pyF2NZmQYutHHmDJ1Bu98FpjqKhX0NeoA4e3WAJiO653o+VpuMCuFvd2bIRNAB3Exptc/Cngrswq7QUgSPPY274iGi4G7p+VqlDNj1D7ds8S/C+D96Jl491YH/TmVBH9lPRux3FA4Z+OwGD1XNyRzqJu7IrRzLchxfgBpabvLjFZWb43tygZbjsAqowRJGbRV4IbKzOx/LyrNT7D+QdMiIFuKfeRCnAPfXmRAHu48/JwzsbhfE2ls3OdeOWZaXjNzK8xPb7gNDINaa5rR3dJ3cJu/2EuVKSgi+JHpRag/+fve+Aj+uq0v+mF41675Ys2XLvJXHs9JA4PRCSkBAIgUAIhLb/XRbYhYUsdWHphA0pBAiQUOI00hOnuttyr+q9jaQZafq8/+87T280siQX2TLj6J38FEsz791337lv5tz73e98x5iMrqQKiVezA8N1RJJzpsFVUAmnxQRb1y6EBvvQb0zHYGqFxJPcVDsM6WWozrhcYh7lYnYPFTk9usMEJG5dWSJZXGSt/2WryjQcy+YUpOCSWbnC5HvorRpVR3cMW1CUhgtmZp+cb/SjJ+QBHXCfkNsm9SQdcJ9U906ocR1wP7bbNtT0YGOtWph7PLu4KkdkMMcyEqye29025nszc5Nx+dw8We+RpR5vBNxtNhuc4V6Uut/FbEc3islwNxiBomVA2QXqgg/A5T9+Q9ZT8UW9NRkXHpKZZMONS4uHMrAG0eUNCnlJk+mk/joZ6wToGaPIyucGNHXjqdVOI+De1u9DOKLWUJG6KsyuVtgHtbYYN5EZ+/r9IQHb2R5Z8mNJymj3akYYi42HkAZ1w7sXSdgWrUQYZvzLZTNxz4UVE3qu9ZOmhgdOGHCnrAxlY/bv34/+/n5cc801uP7668VLu3fvRm1tLS644AIkJw+zMaaGC8/MXeqA+5nx88lcRQfcT8ZbZ+ZYHXA/NT83NDej5dB20cTbHSqALXkYnE72t2L1tnvhUrywCsSuTlyk0ruByfJmPJp6D3Y7l8PrD6PXF5Q0RdbAsZgM8AQiCEeiWIL9qDI3IwWDqI1kw2QwYLGlDpUuP5w2E7q9YbQbs/G240LkO6IoT47AVf8SvGDquwF2swlZcWnwHl8I3qgFDbPuEgkYVq+XyZ4UnosiI9SKOZ3PxhzDtMgRljcfmLl2XMeRBfFUdYsUlKMRcD/SOYDBQBjpSSNZ7JzYUbaG2QOVOa5TG4wpfLYOuCfe4OuAe+KNiQ64H39MKK3G729N+1U7g8zw6xcVnlTBVAQHgHd/NuqiG2u6YQp5YffUoS3okPg1K7gbXcZsNCFHNGnJvCPgrgENEWcufKnlSPG3ICvcjgyXFWZnGsB4RDm1gQAOtXtxJON8dLpmxjTXyXin1u3RxjR86tHTxpPS4Sb7jUuKYDFEBQzp8ATx7I4GuLqrYYoGGNExaM1ESvHck9+IOP5Q6EeM4wEdcE+8R0MH3BNvTHTA/dhjciISatRxp577eMbaVzs2rYfB74ZBURA22VA8bw1WVuTFTnlsY4NIuWimAe7cVKZdOS8PFVlOwDi6uPb5P3gNrCdytFHehbEx02XDB5cWC/GKmvKMdSRVcS1nGmKxk9TETeO8FBu21Pdi3Y4mKQLO4q4E5ClX0zsYkhpbJI9RQoZGJjs3rnk+622xzgrnB9rrxwPcj+X9r66dhY+vLk+8D43eo4TxwAkB7k8//TR+/vOfi1ahZh/+8Idx++23y5+bN2/GV77yFfzLv/wLCAzrdvo9oAPup9+np9qiDrifqgdP//k64D4xn3Iys25HC3a39GMgoOrk9XiDUsW+Kj9FgHWztwUf3PlxWKODMCIqUxit0BqnND7Y8VTyLXg1+Wp0eoNo6hkQxgABcIuJle4jkkLICRA1z3k+pdqdhgDe79yOc427kWwzwxM2YYtSJdrwLqsi6YSlnm0IKGY0W0phc6VJm7ROj5pemJFkw66Ku6UgT4cnIBMvsv00WxSuxkrzQWFArIgH3JOygUUfBkxCr3jaAAAgAElEQVTHl39p6fWLZA3T7X/1+mG597GMqY6/vm2JTOp0m5gHdMB9Yn6bzLN0wH0yvTuxtnXAfbTfyGavbuqVTVF+37OI2rJp6ajpGojJlWW7bJg+kQ3RwW5g8wMjLkpG3Oa6nthrLamLUGObjRlHHkIwHJF0eerNsi+V/t1QImEh+4VchfC5ilHYXy1p+IwXeYVlMGRVgJvIe4Z01D32AuzNuUokYLj5S7DCaTNLXGRiGtPoS7OSZFP73osqY/0g64+ABVPu0xxWVOa6sDSyE4bmTTHdXlicgK8XbQPRoUJxisTNlLxyYMEtKkNRt0n3gA64T7qLT/oCOuB+0i6b9BN0wH0MFzMItFUDAY8wu19oNKHXUTzuWNy1ulwY4mNaJKjquntahRxFANxqNgFmOzDvg0BKgZzW0uvD41uaYlKa8YB7cboDNxyjsPZlP16P9iHy0lh9YGbXXaunC6s9GIngYLt31GELi9NE7oy2v82Dx7c0YFtDL9wDQekziV4qqK8y2rW1mloc1SD3z00HbsIzPmo1Uk8FcP/X91Xh7gumT/pnQL/A2euB4wLuO3fuxJe+9CXY7XbceuutWLx4Me655x7EA+78Erzhhhvkva9//etnrzcSuOc64J54g6MD7ok3JjrgPrExYQr6C3vaBKgmY52TLU5GyNiuzEkW1nZ6725cufdLsCv+IW089VrqZEVBFCb8PuXjeMt1OQ60eSS9nm0RgLYYgT6/WiGeODT1+MgOdygBrHCvgz0ygLxUh7AZbBEv7F270ac40WRTU/RKg0fkdU7+PFkLEDHapK+cVFFWRkktxbaMK9A3GMSWerewIajLS2aEZoXhRtxY0IUV6V7AlgzkzAZKV43JwjiWF3c39+GRd+okdX8sI8Bz78UVyEm2T2ww9LOgA+6J9xDogHvijYkOuI8cE4LMZLMfbVxgf2Bx0ZjM8JMa1WgEePMHI07hIn5T7TDg3pi2HDXWKpT1b4KxZZus+bnBnOqwIuJuRHqgWcD1gcx5CJqcKOrbGmvPWrQQOdk5UvSUWWZk6HlDRryUeavUU+GmNeMq74ep95oRzJ9flIYvXjoj9hpjIOXV+C8Bhzmdz8Hli5OaYbG8xo1AJAwULABsRxUUz50HVF15Uu7RD56YB3TAfWJ+m8yzdMB9Mr07sbZ1wP0ov3EDePdf0dXRCn9YlQZr7fXDbcvH/uy1UI7aMK3KS5aC2eParieAHrXe1SizuoCVn45twjLjl4VN+a/P74fLYcfSaRlYVZF1zMG97cGNIgHDYuGMZZpxU5qyMYtLMvCTmxfGXm90D+Lv25oRiiqSLc3+z8xLxl6Sw4IRYbQ/9HatrAc146Y767dwR8AwBLiT6CVLVUCypBcUp8kGfFOvTzbF+T7jKElhWjHXE31KGV+/eMkMfOYiXVLmRH02FY87LuD+ta99DRs3bsQPf/hDzJ+vpjpeeumlIwB3vkZ2u9vtxoMPPnhKfuQXKhn1L774IhobG2WiWFBQgCuvvFIW4fEWCATw+9//Hq+++ip6enqQlZWFyy67DLfccgvM5uGieto5//jHP/D3v/8dTU1NSEpKwooVK3DnnXciPT19VJ87OjrkXsje5+5daWkpOCm68MILT+n+JnqyDrhP1HOTd54OuE+ebyfasg64j/YcGXg7Gt3wh7m7DwEdOPHSjMD6V/++C829fvT5hlP9BgJqJXiCBZfMykNeuBlXVX9KAHeTEokxuAmqRxQDfAYbnk2+GS8kXY39Q+w8fn8XpjngtBhQ261ObDhxsluMApSfF96IOaZ6SfNjZfsslx2uvv2IDvaAc7EGYyF6DOnINHhREqmT/pvTCuFLKUOzewCRKITN8LplDVrMRTKBoj4gGYQkflCixmI0CkBRZenA9QU9mOfogdWVAXvBHKDknJi2oOaPjn4/9rV50NbvjxXxWVqaHrtfLW2T1yG7IhBSJ7q8H04EmRK5pjIbi0p0DfeJfo51wH2inpu883TAffJ8O9GWdcB92HOMLfe/cUS+98cyMsFvWV4yUVcPn7dvHdCxTw0wQS8QDaO6IwJfxICowYxthR8WIMButaCiZR3CvU2y+UswgXJklUoDjK5MDFhVhp7GcHfbS2BJL0BVXgooUUNt2T5fCB2mXLzpvAytfT5h8Nmo+W42omhINk3rGGP616+eI38yE+uZna0CttMyButQ2fWiZKyxhotYXxPgrlV/tyYBBYtH+2acYuKn7kS9hXgP6IB74j0POuCeeGOiA+4jx8T/zv04UFsn4LVmDEsEn4MZVTicdVHs9YocF9bOzRs3MxeRAPDW/x5z0CPTL0Ukf5Gsixp7BvHK/g4hPfkDAdhtNtGGp2QN13Pj2Xf/sV/qg7kHAtBkZCgVYzUZhITFmiofXlkqp1PehnEs3vr9YUQi0ZicJ2MdyU82k1HWlgTOGWfb+wPyOwlh6npQnRiw9hj/ph4932ty+0S+jWtHrhO5nuzzEbxnWyf+GeBm92fjMsxO/Ez9yKnigeMC7mSuE/CmpIxmYwHu3/72twWYX7du3YR9R7DsP//zP7FlyxbMmjULM2fOFGZ9a2urAOhf/vJwYTt+ePj3tm3bZANgxowZoiW/fv16nH/++eBGQbz94Q9/wCOPPIK5c+dizZo1IKDOvubk5OAXv/iFAPCaEbz/9Kc/DQKq1157LTIyMgTUP3DgAO69995RwP+Eb/gkTtQB95Nw1hk6VAfcz5CjT+IyOuA+0lkEj5/a2QqC5/GWl2LHDYtV/drXD3Ti+y/sl0kHd/bjJxn8neD4uRXZWODqw9pd98IY9sFpCMKshOTYsGLAgMEBFpz/Y/qnscl2Dva3sqicymYnaM8MRk8gKnIsnIrxupzcfCL6uLAWqHFLbXWCAZ27XhFmH416sj2OafJ7SqBV9G6TnE6kzzxPdGpbegexy7IA+6zz5BhK4XAixwkoWYQpwnA3YLlhHxZHd0lRVg2oYB+ml01H2qqPAUZ1g/ZIhxfP7Bo5wePrLMjzgcWFwtbfWu/G6wc7sb3BLaA8AXfOyxwWE0oykjCvMEUmjTFg4ySeX/1Q1QM64J54T4IOuCfemOiA+/CYMLPp7cNdslDOHjgMW7hfvpcpydJvy5cDP35emXyHn5JFw8D67wEN78q1aCzm3RBw4rnsj6PRUIBgKASrxYz8VAeWmg9jtXkfIt4uvObOQlP6Cgx6+2Dsa4RN8SMt1IZiiwdRS5LEGQLnbxzsRIdHrRmyxX4O6i0Vksavad/yHkozh9csPI4a7v951WyJ9Q++VRtj8/G94r7NKOjbLu2xUCyzyeCuA/oah10x7byhFPw476y8R80G021SPaAD7pPq3gk1rgPuE3LbpJ6kA+5x7m3biepXHhsBtsc7nxu8vhVfAEwWzMhxjao3NWqgehuA6sfGHL++wRBqu7w4krQITalL1M3gwRCKM9RaWfGSMiRYfWBJ0bjPwfZGNx5+u04KmXNDmIQtCwuWUjo0MwmfWF0mMnBtfT78ecvI4t9cF25v6BXwnOQmys4c7vDG6rPwNcqnvXW4E8xE1oz1U0g8449md6wqk3Wndj437MuzXZJJtq+tHyGy3k/iaf78JTPwuYuHJd1O4lT90CnigeMC7pdffjlWrlyJb3zjGzGXjAW4f/WrX8WOHTuksOpEjYA4gfEvfOELWLt2/CJ2bP+1114DQf4bb7wRd911V+ySP/nJT/DMM8/ge9/7nkjc0Aiuf+QjH0FlZSV+/OMfw2hUdQlff/11/Pd//zc+9KEP4Y477oi1wWN4H/fdd5+w4GkE8iil09bWJn0808VhdcB9ok/V5J2nA+6T59uJtqwD7sOeIxj+8Du1UhRmLCvPSsLVCwpAOZn/efEAfMGxj+O5TBVclBnFZa33o7jrdSghFlhTjf+SO9/umiOp70eSFuKdw10xkJ9sPOrLun3hWNV4MiT42t14QqrDc0KUmWRFdrIdqe0bBJDnZChgdqEzaWas+5bwAEKBQZhmXYmN9R7sCeai1zRcBFVjARL8Z8fSkyzIVbpweehlAf9tZtMo7d5Zi1YjdeE10t8H3qyN6RIe7bPSTCeuW1gomvF3/nazaP+NZXMKUvGrWxePzySZ6MM9hc7TAffEG2wdcE+8MdEB9+Ex2VDTjepD9ZjR+TwcIfeIweq1F+FgzhW4YXGxZFKdkrXvBvY/A3jbhxjuUSgmC7a7ndjcn4KnDBcLA8/EeiFJHbi3YB/SHCrIX93Yi31eB141nAuPUQWymfJ+/sDzmOH0CNBQkuHEm4c6JVOr3VSAt5wXy3Fk8REUYJx22SwoyVTBDhpBDrLX37+kSLKuCBrEW6l7A/I8O+UlbkQvm5YB9NYDBFk0Kzl3tLzaqs+r+r26TaoHdMB9Ut07ocZ1wH1CbpvUk3TAfdi9XbtfxuHNLxzT38uuuxem9PH13LWTpbAo5Wm2/GZUe9zkZUyhEWxvTl0SqydCwJsg99FFU1m8uzI3WWp4jWVP7mgWuTOy1SlfyuMyXDacW56JC2aqmV8v72vHnpb+EaeTzc6NZ1oSddiL0kQ6hnW7aCRxLShKE4m3rfXDMm9cb5LVzrUbjQz8O1eXx/pHJn1d14CsQ5nxzXpdlLvhulZjxh/vwSbYTtBdN90D43nguIA7JwJkeN9///2xNsYC3KnpTvmARx99dELe5geW15o3b56A4Pxi5QLP5XKNCVxoUjd//vOfpX+atbS0CLjOPv7rv/6rvPzEE0/g//7v/4T1TvZ7/JcMdenZb4LoNBaGJaufbT700EMj7oWSND/60Y/+KcVhdcB9Qo/VpJ6kA+6T6t4JNa4D7sNu29Xch1f3dxzTj586fzqerm7Bt57dq6bIH2VM0SMpgAVqZuen4OJ9X4PTU4NsxQ1DNCSTmHDUAI8pFVFzEmryr0DYaMfbHVa82Z+LTqSL1ArR7+4B6sOrEx6ywTkXuxN/h1lRi8gRNKC2u7FjD1xRjyrhklIAt12dMHKyxMlQo2MWDJWXCZuRDPMsl01S7GkE3Dn5oq4fUwcJuC8ObUdVeJ8w65mOTyZgvLEA6/xbvwMCNmTNH8s+c2GFpOt/7k/b4ZaiPKONrMaHPrps6L4n9BhP+ZN0wD3xHgEdcE+8MdEB9+Ex2VTbjYG3fz0KbNeO6EqagfOvuUMk0jTjQrvLq36PZ7msAngf1976IRAJjTiMm68E03t9IbyorECNoRjTDK242viuxLUlpemyMU2wYGdTLwYNSXgh6VpEDWrxOoLuVcE9+NQML3IsfrzcEMXrA8XYHS0Xbd5whIXgwlIQjnEtxW7G3DwHFIMZdpsFrb0+SadfXJIujD1K0VBCQKthUtS3BYV922J9ZjYZfG6Amwc0dq5s9chbp2bvOZ85rjv0A07dAzrgfuo+PN0t6ID76fboqbenA+7DPmzc/iKad7x0TKdWXHEvsvLGB9zrugew/mAnegfVeHZO66OYnm4WWUzNyChnZjJtV/4H4DWnj6hZQgk0qyECh90mciwErpMdZsn2pS0oSsX5M3JGEZkI4td0edHlCYAZ14xXZVkuHOzwwD0QEsCda8c9LX3Y39Yv2dfsRqrTAofFKPJqKU4LgiG1KDnXgVxHMrYxBlJfnv3mslbWknHGY29cqvqFTPtXD3RIDCSDnqx7jz+kxsQhadITeXJ1wP1EvDS1jzku4P7Nb34Tb775Jsgcnz17tnjraMBdY5sTFKaW+0SMWulf+cpXRFOdoPnLL78srHIC7tRl5+tWqzXWNJntlJv53e9+N+pyfC8lJSWmJ0+mOqVmCKpTQibetPcIyqelpaGhoUGuNda9aO8RDKC0zJk0HXA/k94+sWvpgPuJ+elMHjXlAHdPm6rDanGqRUBNw0VCTwRAZiE5gszf+cdeYc/RuKinkSVO4JqTldWVOZiTa8fM6u+iKFQrYHmyzShAAdVfLP5OBA02uNMXwWfPEg09rz+MFwyr0GQqko3MroEQIhG2p8rMkNWwOLobS7BXrked2ySbCaagBxXRGpgMBvSlVsHgSJO+McVegRE7C25CVnYuttT1CAvQF4pIgVKyE3hdTqA48SKrgZIyq4JvoTRCJp+CfMsgZqQboRhM8FozBbCgrfjo9/BujRub644NuH9sVZlMBB/f0igTQLI/mBJJI3ueYA6Z+Z9cU44LZo6MNWfyc3C2X0sH3BNvBHXAPfHGZKoD7oc7PNhY65aN2LT+A8hufhEpDuuYzDpu8i645VsSI7l5++T2Ztk87R5Q2XEsQkp2+ZKUXkR7m2S9bUnORmnVkuEFu78f2PjLUQ/CP3a1yuYv2XA7jHOw1TAHH4w8iyTFKyy5knQHUp1WAdzVtHYFe+2Lsd86V9pijJ2Rmywb2/y5f/0RkS7j/WnxRfTYQ35cZt6OSmOzSOMwhtZHc7DTuRLZOXnCco9n/LHYeYrdAktkEIubSSpSY5UA7rS23YDfDSTnA5lHFXyb90EgozzxHvr3YI90wD3xBlUH3BNvTHTAfXhM9uzfC8+7D487SFzjVLz/G5I1PJaNpY+e4atHZecLEgcL0hwCPjMO0ZhpXJN5vsQvrpMYQ7n+YVxljS5ej5vC3OQl6YgZwZoVpNpjAPd4HW7s8eHZXS0xFjolO/e1ejAYCEkWNI2a7+wToxjXWyRa8R2+RnY7AftzpmcKSexPmxukf2SzC4PfYABpWXarCbetLMXKsky5l/98ao/IqRJs58Y217/x0jMn+inQJWVO1FNT97jjAu7URafECwuLfvGLX8SyZctAmRky2lmclMD4L3/5S7CA6a9+9StMnz59Qt7829/+JuenpqbCYrHgpptuEtCcsi/vvvsuzj33XPzXf/2XtM0vXfaBbHgyzo+2T33qUwLaP/XUU/IW+8/7eOGFF2JyMto5vCavzXug5Mz27duFGX/bbbcJUz7eCLBed911IrHzrW99S94ikHQm7IorrhCpHJNJZcTo9s/3ACdkrC3A51W3xPAAAQh+F8XXZEiMnp3mXgT6Ydj7JOCJ1xs3QKm4FChYJBcjkM4fI6LI7d8Fc5TAggGDljR0J6lac7cuL8b2xl7878uHpGhqcIjJwPe40CfoneIw45zpWaiy9yKn5i/CPs8LtyDNGpEFvzPkRthohTtsQ48lD/32Anh8IWQl22QC84+UG9EbNGJzfZ9MlMhy5ySI55KBcL1hPQoNXQIgELDmZMno64HTGIKSXCBsi56BIHrCVmxLWoOC0hlyrsZO5CSPtehddjNa3D54AmH4Q2FhNljNJqyIbsMKZScqDc2wG9QJIo2AvC+1TIrXLbv9e9hY241NdSOlCI4etU+fPx3rqlvwt+3NxxzQ21aU4Iq5ead50MdvTpNJm+wLnql4x9opf/rTn+BwnKL8w2Q7ZAq1zyxEPmfxxIcpdPsJeaucC3Nc3vPxbgzvb65z492a7tg7RX1bkd65SVjm2S6bbMBqxkU5M5tcK24HUovxl21NWH+gE/U9gxJvaGZEcWHwVWSG26XAqWaurCIsv+IjSPO3AINdMDS8A1iGv5e4OP/DxvrYIp2A+zbDbNwReUI2ihmHWAyO6ffdXj8sIrFmRE/qXOxzrRTGOoFybhIXpTmktsrftrfgr9tU/dpYoXGTgnPc62APuiVWso+sH0Lgw2h1YnD+RxE0OdHW55f7onETe3a+Kl2T6mvErK4X4LQaMa8wddijwQF1w14rdGdLgVL5voQG299r8e7mm2+WNWh8tnZCfuFMoU7xe5Ugnc02zPadQrefkLfK+aemfJCQHTyDnWp2+7D7xYeQ7o+TBYu7fk3G+bjpqrVjSmQSVL5/fU1sMze+22m+BpT3vo0V+SYhXVU3e9GYshgtKQtjh71xqAudQzVGuKFLwN3tj0g8YhbxwuI0iWXxdumsnFHZxdr7nd4AHtvYOKKv2xp6waw1LhoZyxmeGAsDBNwV1gEzxNZybIf70QXpDiwqThWmfUd/AIMh/st1bVRAe256T8twymYAC7zuaHDLes4fisaIZmxbI52dzHB+4ZIZ+MyFE8M/j3edMxXvjtcP/f1T88BxAXc2rxUc5e9klTMQEQznFx8BLtonPvEJkYSZqGnXIID58MMPIy9vGKz4t3/7NymO+tOf/lSKqfK6XJBTo51a7Ucb2ecscEqAnXb33XejtrYWzz///KhjH3zwQVnY/+///q8UVCW4z8Kt1HSntnu8kT1LbflFixbh+9//vrzV1zdcmGGi934i59G3f/zjH3XA/UScdYaOYfDnhIw/uiWGB7iTzZ/3dIBSFFh3PgqDb2w2dqjiCkSzqoTp/cKWvZjd85Iw3OLNa8vF/uwrcMe509DU68eXnzqA1r6AAO5k5BFE4KSDzLtkmxmXVGUhNeJGaf3jsWaY1p5iNaDIu1MmLGQZ+JMK4XMWoKXPLyx2gtt7LPOw1zoPW+qHvyv5keGEyRtQUxVnG+ow2+FGgT2IflMaapQCHApmYLmjFQsyFWzptqDHOQ1lGU4p4kobCEawr80rv/MzuKQ4BTuaPTjcMSBAPoENAvul4Tp8UfktzFALqdrjgBhOwtoLLsWiaz+H7oEQntg+vIHBDQe2y6KutIwkCz64KB+bG/rw67fGnuRqzvnmlTNQkHpmFmrsI+PxmbAzFe+44f3AAw/ogPuZGNQTvIYe707QUWfwsCkR78bwp3swhD9vG1ncutizHSWe7QJA84fxiV/d6U4LCtLs8r0fnHcrOpU0fPvFIzjcOTACcFgTfBOFkSYBw1MdZsniouVG2pFv9aFktlrPydy0AYo9VWIsYyU3lf+8rSXWyw2mpdhnKMdtwccljnKMCI67bKZYPRWy8cI5C9CazUKlw1ae5cRlVVl4fFsr1h9WWYSaVQV2YppXLXzqsJqRbDNJDFRlZgzwZcxBW64qmbm3zSugA21pyTC4bosM4KaCTqQY/YDZhmhSDhot5djb0o+Wrm5YLFZMy03HkqIUAU4S0c5kvOvv7z9hDd9T8dXHP/5x/OAHPxBim26J4QFNu1lf3yXGeLAXUzXejTcCz+5uh63+NeQO7I8dwqzdI2mrMHPeMszOG5ZII6FqS0MfWvsD6PWF0dYfkDUK4+RYtqLEhfn5SXhgY7u8zZjrC6nscq67SHSikSTFNSLXfJqdU5aObNewIgVfn1+QjHPLx/5+e+1QDw60q2s5zZ7f2yl9pTEWC0FLGO7qDjmzq6njrhkl1SgPesWsLHQOBNHtDcJqMYlcDjO1aVz/8R6YnVyYZhcf0C8qjqO2dDTgrn7+GceP/Tm4Z3UpPrHq+Hr5E/k0kYis29nvgRMC3Hmbb731luizE7iOt8LCQgGn47XRJ+IWTWd9yZIl+O53vzuiiVdffRXf+c53ROqFTIBEYrhP5F4nco4uKTMRr03uObqkzOT6dyKtTwlJmeatwOGxtft83Nn3GbC16HZJt0uufgDWsFcq2UtK+pB+OsHoilmLkbXyFngDYdzz2DY09gzKMQQJCDaTrUDAmpp5V84vEOC5cNcvoETDUrhNJFRMIZT69w0B0wb0ps6G0ZEiKf7d3oCAAVJkxzAbNd0+AQg4c+G5nMdooAAZDGT58UczTnDyUu1YUZ6JrXU9KEp3jmJr8Dqba3uEyUCtXG4yUGaGGn8aYDA/vBtXBZ5FpqFfJm2UfIlN0gwWmMrWYO5NalFw6sI/vrVJWBGaEYChviBlYtg/+udLT1TLdcYyMie+unbWRB5f/ZwhD+iSMon3KOiSMok3JlNJUmZfaz9e3NsuGrG9vqDEEMqwaPqsKYFWzGp/OjZIy8syJH4NmxFY8/9Adt5/PbNHYiIBbcY8F3y4JfJUjDxBRjrjZ1a4HTkRFXDIrVyClIwcWPobgL5GwJYC5C+Q88lw56LeY0jGX81rJUZc638STkUt8EYtWmZgxcfhQNEqBIvOHfFQra7IwuLSdPz45YOiyU55GE1f99yevyE12i+p87yrogynxFmCBzSDwYSm+Z+V31mI7vDQuZp8DIGRS6pyRxRb3dvaj5f2qvcXb2TQf3BJsWS36Tb5HtAlZSbfxyd7BV1S5mQ9NvnH65IyI33MNdKLe9twsLUP9pBbaoIErWkiZxmfxVTbNYCnqoc3hVnrqr5bJWGx6Cmzr442xo0VZRl4fncb/ra9KbZZzE0PFvDm2o2EKq7LIpEw2jxaLRQbyrOTYhruWrtzClJwyazcMR+Sn716OMYqZzYz16Qv7W0TdnuIxUsVSsgYMUgm+hB4rkARoJ8WjHDTWS2G+rHzyuXeqpvcwmynXjvXfFyLUtudsZExdFqmC829g2hyqzGa53K6MBpwV7t8PMD9S5fNBGt86aZ7YDwPnDDgrjXQ1dWF1tZW2WnMzs5Gfn7+afEupWNYLDW+2KnWcHV1tWjDU5v9rrvukpd1DffT4na9kVPwgA64n4LzJunU9wrgzkkA9V6ph1eZ6xoJHNS8DjRuGOVBFpHZ0diLfn8Q6+zXoyjcgOXR7RgIEDhX2draxKKUWrXTMoBVX8CWpgG8tK9dKtEbPC3ICjRLsZgDwSx4rDkyYZmenSwswd66HShuU8F+AggWRDFtcKf8PWhOhylPrfNBXdyOPj/84Sg2K7OxBbPhD6vatRaTSQBxdocMd01fLzfZBqfNLBMrsgZb+nzCnqAeIDX2KBuzcnpmbHLI83a39EuBG0rHsPBOQ/cAmnoHBfCgZAyveG5oA8ojtchUepBv6JZNAsCIXlMGgsklcDntWPnR70tKPaViqB1I/xPI4CQr02VFcboTH1xWjPIstRAQtX9/8MIBATzirSwrCSyeE79xMEmP+nu6WR1wT7zh1QH3xBuTqQK4E1R4+O262AD0+0Po94UEyL6wKjdWNHtmx3NI86tSLCwgGi8rgxnvA/IX4U+bGvCTVw9hMBCW+MBYMVc5jFVQi4py4U0pFpfNiFkBSrEF4Yj2w2RLQtSagqjRItSDFmsAACAASURBVJldaQ4TkDsXcKTjr1ub0OC34xXTeegzpIjUZPpALS43qnGatUTIcueif8Afht9gw7b8WzC3JDt2TywYfvPSIonTv3mzRt2cHjLKsBXu+fWQLJzK1GNc7PMFY0AID21e8PkRDynT/dfOyxMJGrV4+bD1+8N4+O1hAhU3Dnjv2gYGGYAfWDI5jL3E+yT9c3ukA+7/XP+PdXUdcE+8MdEB97HHhPrj1EDn2onrtPiNZsa3X60/MkKXnOz0nU1qxjHXYcunZY4iM106KxesAfLinnb8ZVvjMODOOOMelDjF+MJN73A4JISqJKtZpFuO1nDndbgBfo5WO+So2yDgTokaasMTbKeRPBVRFNiHyFmMX9x85r1qlpFklbpgjI+aEXA/0ObBruZeeYmSbSRucQ1JuTX1ng0ib0NZnka3uvEgGu9jAO4n+in49ytm4a41es2TE/XXVDzupAH3yXJSW1ub6MIvWLAA//M//zPiMi+99JJIuBBsJ9BO+9rXvoaNGzfi8ccfH5GGx82A22+/fQRwr7HneU48E5+ADVPXaZS0oXGifMMNNyAzMzNWdFXrDCVpfvjDHwr4T8b5mTSd4X4mvX1i19IB9xPz05k86mwH3DnJeH5Pm2iWa0ZW9tp5+SCYK1bzGtC4cYRbuVh+fX8Hkrx1KAjVo9lcghSlH4bQIA4YpyPNaUWuLSSTKp8lA2GTHTnJNpRfchc2uV3YcKQdMztegLGvLpayRyZAI3LwjuMiFGQkoyjdIdXpHb0HcW5kM1Isajp70eABeA1JcNuLUJDmFKmYuu4B9A4EwWnQ48plcBtSEQiTk8AkfEgaIxnoBE3IpueP02KCzUKQ3CCvc/LmtJmExcD3B4JhWIwGXDpbBRDIsiArPz3SjVVpbrjMYdT0hLBrMA2Hgplw2SxIc1owq+9NFPgPisYfJ1SaPi9Z/jyGEjXOS78qkjJ7WvqEOTmWkc0RP6HiGG1tcAvDnmPECeWyaRnSN91OzQM64H5q/puMs3XAfTK8emptTgXAnd/x//pXdVNXM4LF/T41RhamO2MLeaaZl3evR9bAQSyfljFUbM0IzLhUwHYaC17/93N7EQqrsmm0majHRdgk8ZEbu2R2Z1lDqAzsQXK4WzZe/aZk+E0uaZPAhiMtF3lzLwDy5uHl2hB+sdeK1j6/yJkRBPCHI1hgrMXFpu1Sh0Qj2/fDhReUc+DMLMDCYjXFviovGRdV5YicDe3dI6wnMlIyznnkWaR7D8n7BDoI4hNMaevzycbBgCkNvXM/OsJPV83Px/TsYVmB+Depf894zowB9jsm4W5m8TmnzBnuubBizAK0p/bU6mcf7QEdcE+8Z0IH3BNvTHTAfewx4bqxpmtAvqsZS+LXIFzTvLyvY9SJu5v70D0QlHpbZHzzHEq0FGckoTjDIXKjXIv97FU15vAaPpKQABxo64drCFxngdUMuwEdA5GYrExhukNISvF2+znTRN5tLOOG9U9fPTRCO51EMW6sc71I4hX75/GHY4A8/+Y6Mj5rjDHrhsVFEtO4NuO6mCx33h+PI4mKPiJBi3Gx3eNHQ9eArFNp3GweW1JGlTMaz7iu/H/vq8Knzp8cDffE+yTqPZqIBxIGcGfnWZSVxU3ji6/yC/bzn/889u/fj9/85jcoLS2V+9RkZlhclfp3mlHn/emnnxZZGsrT0Do6OgSEnzlzpmi1a/rO69evx3333SfFXz/2sY/F2uAxzz33HL797W9LkVgaFzaf+cxn0NzcjMceewzJyWohojNlOuB+pjx94tfRAfcT99WZOvJsBtwp4fLwO3UjdFvj/Xb9okKpHG9q3gxDzasjXFrb5UXfoQ0oDDfKhKjLlANH1AtHpB9WJYQOUw5crmGd74A5BSGjFTOqFmDA6MK+IyrTjey9eCPb4EAwG/2VNwg7vbqxD5xMSeHRQD8i4RDau3txefhlKc5KICDZYcGe5j6Z7GzDLFSb58f02qWIHEGSNCeykq2ysUDWgaZVy4mLEBgMKjjOVEcC+DSV2KAIo2JRSTp2NvWiZHA3LjDtisnHsD2yNw4YyvGWcZmkNRb0b0ehe5O0RxYDJ29yrwolbcIYMCSjruJ2YViQcT8t04nijJGTRc0nnFARbNFtcj2gA+6T69+JtK4D7hPx2uSeMxUA98c3N+LvO0YWqSbQzLR4iQgKhIkdrx5TmmbGdaVh0SlHahFgGP7OZpG0/3hy94gC4RaE8QnDk7ArPhQZu1FoGYDDGEZWqAVBmFj9A93GTPmXRmCcOuoFa78Mx+zLJb3+S3/eClvzBhRHGuCI+nAokos9yjSYU/IxE7UwKUEMmDPQm1QmAe5jq8pw/oxsiW9H60RzI+BPmxsF5NAs2lOL4sZ1wtrPSR6WXuO8oWsggMbcS2Ag437I2DaL141n7xzpxqPv1qHPx4yv0Ubg5kuXzpRMNt0m1wM64D65/p1I6zrgPhGvTe45Uw1wP9juEe10xrZZecmSeRVvXDc9Xd0i5KN4W1BEWRk1e2pDTQ821nZLnS1mDVPqk8YaW0c6PPI722U2NY2gM9c551VkybUZI442Eqo0tjglZbIcanHhfa0eAcmXlKbHNo957rE2fvk+Qf0/bx5ZNJWvU4eda8Yk1guzm+V3FkXnipCZ10IgG5JLZUym/CjXh/XdA+CGAucILINiNRlEdiYSjUq/uK5kv7mBQB+HwlFh02sCdBq0rum3sy/HkpThef9x1RzcsWra5H4A9NbPag8cF3BnQdETMRY7pbD/jBkzYqD4iZwXf8yRI0fwhS98QQBxLrgJar/xxhtSAPX9738/PvWpT8UOJxOdxVR37NghbHaC6Xv27MFrr72G1atXS+HTePvd734nGvTz5s3DmjVrBIR/8sknRRbnF7/4BVyuYRZId3c37rnnHhBQve6666RyPAF+gv4E3Vmw9UybDrifaY8f/3o64H58H53pI85mwJ0LYKbUjWXUciULrTQzCQZEcX3wGczPQozJ0NDUCEfty1CUKNxKMgYNdpiUEEqUVoELggYbBpLL1JTxaABJwW4EzMmwz7tGJFY6978DfwToTJqJoGkk2MyJWO7Fn0FTIAmv7m+XBTo1ATWQnJOaQusglmMPZplbJHX9jcYwNhvm4jCKhV1AzFwrkEqwhID2tCwXjnR4Ud8zIIxA45AGn5oyqOrpZQ5p6cb7hGDDJ9aU48DeaqzwvjzCXQQ+mDpI22I/F/kzl6OmvRfTa/8AFwYFrNA03Mmi5wTuJdNqBFKnwxcKq5M7m1nkCMaShbnzvLJRqfln+hmfCtfTAffEG2UdcE+8MZkKgPsj79ThhT1to5zPzVItE+yaBQXCWqNx0/cDS4piG6tHn/jyvnb821+qRe6MccdgUJfXl2ATbjU+LzGSMcJmiEi2GK0HKegxZoxoisBE3iX3ImfFTXixug6WXY8h6u2UGBKKUB9eEbmzl8IL0WCfGUvz54J/aWk67lhVJmnt4xkzzN463IVdzf3C/GO/svr3YFrPm6MA+nD+YiTNvlxiMhn4c/JTjptpRZ/St+MZY+Vvbl86AjhJvE/Ae6NHOuCeeOOoA+6JNyZTBXCnVOWzu1pj9Tu0kWDcWFWRFRsYgtRt49SS0o6lbvljmxrAeh1ef0iIRjRKkJpNaqwjS52Zv8w6Lkh1COh+9/nTJdv5N2/VjPkgsD2uoZj5nOUwCuDO2FOU5kB9j0+yr7j2u2lJEbKSbcd8mD780CbpG+O5lnXGEwh4s7vsKyVDmQFNshb90+QelDpjhMkZqwpT7ZJJRhCdGXCUvSHAzntgzKXsDPvEOMo1HoF5GteyJFvF89c1cD1+E/+YgLvBgP+4cpbEdN10D4zngeMC7gSzT9aqqqpEdkVjo5/M+SzK+sgjj4C67YFAAMXFxQK+8+do8/v9IJBOkN3tdiMrK0vAdzLWLZbRqSvPPvusgOxkqTudTqxYsUIKsRJQP9ra29uFUb9161bwOiUlJeCk6KKLLjqZ2zltx+qA+2lz5WlrSAfcT5srT1tDZzPgvm5Hi0ixHG1b691gwTgCDJw4SME0uw8fcm3DtZVWmSh56rZhsGE7+pEEL1TA3KYEkKd0wGJQC5X2Js+AwWhEsr9NKrwPWtLhmnsFXP52KO46mcR4oxa0Jw+z5AheVOUnw1h2PgKFK/Gd5/ZhXxt108MysWEBG05KCDKkOqxYVJIm7IE/bqqXyQ0nbpzccIOU1eH5GidU3DiYmZeC9Qc6JEWQkxmNTcC2eJNM7U+ymWLMC55HNgMlX25eXoKUmmeQ5asFC9wxTVCzLk9A0vn95lR0z7kDh9o96O5swzLfGyi29Mt1VKZEBA1KjhRTzTT7hUG/XykWRr4zJRMXj1Hg596LKkdpHZ62h1dvKOYBHXBPvIdBB9wTb0ymAuBOpve6oxju2kgQYB4IhHDdwiKp/1GRnYTlZZmxrCjtOH7fb2/sxUAgLJvaLASXPliLFdFtSFJUDdc5xjqJQ8mGQan/YTeEpGgqs6oCsKLDmD0kiKa2OggHUi/+IuaccyWe+/Mvkekb1kPnuLDAW7PbL/HuadtahGzUyTXAZTNJzPrJTYtGasyfwOPFrLFHXtqC7tpqKOEAYLIgpWAmbr981Sj241jNMRZuqXejwxOQwnL7WvtEmmZkcVn1TG6c//yWxQJy6Da5HtAB98n170Ra1wH3iXhtcs+ZCoA710jcCNW0zOM92jsYlPUVwWGuwbq8fmFqa1JkI7yvAJ+5qEK+2+94ZJOwvinNSWONLK4nCZCnOay4dmHBqE1cMtzJVP/NW7USN8cyMtAppWmOBpDiSoLbF5bCpPHGvpHhTlB/PPvQAxtigDf7pYLkBjitanYV4+ajH1suxK1/7G7D6wc70dpL9roiUi9k+PM6lEnlsQTuuZbm+pQZyVpdEq5BeTznCrPzUyTeU3KHRC0NXI+XlDkZwP3/vW+mbFLopntgPA8cF3B/+OGHQfD5lVdegdVqxaJFi5CbmysPNXXXt2/fjmAwKEA0We5kmRPQTktLw/333y9a6Lqdugd0wP3UfXi6W9AB99Pt0VNv72wG3J/c0SKTonhj2t5zu1pibPJ4ORNOMD4xR8EnFzvRW/0M6qtfRxTDi2OXMgCnMgA7gnAiAL8tE0YlKsz3XnM2PFELfFnzYAt5kBlqEb1zgtzdKVWIWpNFOz1Vq15fdgFQshKf/sM2maDEsxDYX06QKD971fxCKYj6xNYmSdnX2OQE3MlEYNEbAhiUxslOtmMLGf1k3RvUKvQ0FovT2ie4nuWyysRIBeYVYTGsnVeAhfUPodfjkQkli+LEgwZef1jYG9XT7xYGA88jsBDtbYbV24gWnxl2TwOqjA1yTe3aBGaCsOB522W4ZMmc2ESNx8wtTMXFVTmn/pDqLRzXAzrgflwXnfEDdMD9jLv8uBecCoA7C4F/7/n9EgO5yRsKswi4AazBwQ3hihwXvnXt8CYxj9nR0CuZWIyRjEtMddeKrXFx3nN4C5b635FFPn+SMYAqpQ5msxHdthIU5mTBaoigv247UuGFAz54DDzKocYoOFFjLMWsNTdiwTmXYtvvvjxirDguHd6QyKpRN/agfT5qXKrEZW6KDWVZLsmiouQLN8w1QOBYA84Y+MfNDSNkZrTjKZP2oeUlsXg7VjtHZ9BRG39/W7/EVWaNxfeBv88pSMFnL6rUM7qO+yk89QN0wP3UfXi6W9AB99Pt0VNvbyoA7iRYMbPpaOMmKTOdGfsIcpPh3eT2CdmIaxNtrRV/3k3LioWF/q1n9o4gczGWkh1Oo+75mhnZItESbyvLM7GiLAN13YP446YGNPQMgoA/jXGVWcrLStNx3aJC9PX1oaYvgjcOdcMW8SLLe1Aia8joQKerSiTdmB08Xn0rxnfGeZrU9Ioosn7TiFSMk/92eZWA+WT+xxvjfHVTr0jlUOqU98N1MzOvub+gZU6riD7/p2ZP02eUzKnr8sJkNEp9MOZWc+1J+Z1jabaP9SR/4ZIZuPfiylN/yPUW3rMeOC7gTrD905/+NBYuXChyKunpapEfzXp7e/Gzn/1MpF1++ctfCsucGuzr1q2T4qN33333e9Z5Z/LGdMD9THr7xK6lA+4n5qczedTZDLi/fbhL2GfWsBc5AwdgVMLY3zGIF1udaFVUdhy16DTjZIITn4+cOw3Tmp9CSf1fR7iagHuq4kGywklaFF5TuujIWpQQfAY7PI4iuNPmIWowI8+zS1jv6SY/FHsGIo4MWOxOOLJKZbLkW/xJ9ETson3LTQEWMCV7QCYvRsBmMgqATl3ahcWpeHxrE7jAd3gbkRZslWKpgagZu5Tp8CssyuYSkJuAu1SHZyEbo8pkIAtBqzpPpmF2sk1AC04QSX7PcNlQnO7ApQNPIynsVouwOlgg1Rq7f04eK3JTgDX/iurGXmFEyHRL4eZAFB2NB1HevE5ei/er9n6rIQfJKz8SY45wcnn9wkKd3X6GPsw64H6GHH0Sl9EB95Nw1hk6dCoA7nTlN57eg/Y967EgsgdWqJrjzYZ87LIvxn23XhRLDycA8eSOZsmk0mx7gxtpSj/OdzUgy1cnWq2h5p2oD6cjbDALmz1H6Uah0iqxQPTZp6/GYFhBz5EtAsZTlo2M9h6kwWNgFlkSAjBjZ8lHMDPHiWn7fy3gvwYocFzaPMOFz73Zi+HOXy1gCZmJrD/CDQCyyHkeAZSblxEwH59NzgKnLHQ6ns0rTMFFVbljvk3ZAcoPxFtLr09AFMZWbjRTx5fgBON4YZpD4jMBhOEZxxl6qKfgZXTAPfEGXQfcE29MpgLg/uahLmxrcI9wfiDEDK3h15ZNyxBAmfGORnLUnMLUUQNGwH1nYx8efqdWYiI3V/l9T1DbP8TqZhzKTXFIQVOyypl9zPUTi3jPK0wVKdMH3qxBTSdlRFWQnuuk/FS7APJcG3m8XrxR68GCyG6UeraN6AdB90PZl2HWzFk4Z/pIAi77xOsfbvfi60/vFukYjYXPRgi4Mxvsm9fMFYD8lX0d2N3SF2uf4DhjmKYnPxgIY0ZeMva3esC6ZmxLQHcGMcZ2I9s0wmQy4DMXzcCGI13guptvc17A49Us7OEiqfHM92N9Ij53cSU+f8mMxPvQ6D1KGA8cF3D/zne+g507d4r++VgyLbwTglwf/vCHBZT/8pe/LFIwt912G1JSUvDggw8mzM2ezR3RAffEGz0dcE+8MTmbAXemtT350msob39BJFVohzs8wgrfo7AI6JIYi1ubGBBWuPv8CgS7avC+2m8jGlZZ4PzPjhDKlQaYDApCihGDplSYBXAPSvNBczIO5l8tzPOsgUNI7T8ARCOIOLMRNqpsB8Vowb7stdiXs1bS9F7Z3y6TLerLiqbdUD/JLOBC/ZblxXj/4iJhIv7ltz+Bo/+ItEOGO6vOB2FGe+k1cOaUyeTmz5sbRCaGRlYdJ1hky6t6exANQE4EqcnHwjYs4JaRZIXLZsG88C7MCVZLPwi4l2e5ZMKY6rRI2iXyFwIzLpe2/7CxQcAKrWBQcd9mlHh2yESMLPr41EHpr6Kg8sb7YDWbhT1flpWUeA/7e7hHOuCeeIOrA+6JNyZTAXAnC+3dpx9AtGM/er0+SV9n8VKLzYHsVCdMSz6KNYvnykL5gbdqY8w9jhaLjnraDmH1wMvCAKSWrMPfAUPPEQQiwO5oKXxwSH2POcZ60XPngjySVg6PNRtNXb0oDR2B0xBEk6EAnYYMiTf+iIL10cUoSIogyWLAooE34bekSQxkzZOjAfdQ4TnoyFohqfmsg8J4RvCd2rMEtpOsZiyZloGvrq0aU96F9/LYxgZ0DhW8G+tJZPz8zIUVsbcOdXjBzQYCJgQkCGwwRb+tzxeTKyA7kOx49oXgSXzxVurLXzZ7bAA/8T4JZ3ePdMA98cZPB9wTb0ymAuBOdjtZ7vGmsdm11xaVpMvGLdeHmnHTdoQ02JCkDCVY/rBRrUUyos3eQfRLxjGQm+qQelmaMWvs61fPkfXRYxsb0T1UF0uTBOU6bV+bR9jzBOVNShg99Tux3P+OgPXUgo+3iMGMyPJPY83sYnmZUjRcSzI20UimeqemW2RN4zd4GY8Yl/7jytmyxvvL1iYwM6u2ewAd/QFZt3Fdyn5p0qJk5m+rd0uhWL7OZWq85Cj/JkHsI6vKJD5uqu2WmM41n7ZNH6/XrsXE4zHeCbYTdNdN98B4Hjgu4H7jjTdi8eLF+Pd///djevHb3/62yMs88cQTctxXvvIVAeqfeeYZ3funwQM64H4anHiam9AB99Ps0NPQ3NkMuMPbAc/b/yea41r6O3/v4+IcwBuGJdiHcpkUiM75kH3qggo0u32Y3vhXLPW+CqPClHsgRfGgQFE1aAeNyTCYLIgqUdgjqmwNdWk3p60Vll/R4D6khztE933QkScsP16jLZqKRtcCNFXcKul3z+9uFYZ4fPFRrR+ses8Jx3ULC4Ha9VDq38HBdq/oDA4GQhgIKgJGsLjOtsJbETHahF1AfXpNkoYTI2GZS3EbYE5BqoDnLNBDEJ6gO1mAwopn8djoSyiweEQ//n1z8oafIEsSsOxOwKLqBnLC+c7hbvQMpURW9G9Anme3XIMMx6MBd7L9rv/sD2G22sd9KrlRQNYJ/aIWeLWJ5mH85O40PNJTsgkdcE+8YdcB98Qbk6kAuO/bswP9G3+HDF8dHKFhIIKZWb32YgQsKVh2/tWo6fbh3TYDupKGF70t7gEsanwEZkUFFihl5hhshrmvUYqm+hQrdqNCvr/nKIdEfo3f3722fPRY8mSTOBQOI8fQh33OJSLJVudzwBnqRrmxLSZFNj1aB2M0hGZrGQqy0iU2dQ2EZFOZLPaWsg/AY8vDhppuHGjrFyCAoES8RByP+9h55RJDspJsSHGo+rWa/fL1wxInj2Xagv/1Ax2obhpmAtZTPqalT+4526UWt5M5QDgK90BAQBICFYzhNDLcb1hcOC74n3ifhLO7RzrgnnjjpwPuiTcm7wnA3dsGdB4AQoOA2Q4k5wPZVTFn72zqw2sHOkY4v9E9KGs8SrqQmMU4RiOBiFlV3EymRBnXZZppRVMJKv/wpYMjsr54DIFrTaazOCMpVmScDHiuiZaVMasa2NHgFv31nJThtRD10TVWuVY0tejgI7ApfgHM89Mco2JH1pyLULH8CvT7Q/jDhobYGpd9IXu+w+OX63HtRXCbG8jTMl2y3tPkPF/e244/b2mUfjMUUl7OG4jAHwrLuXkpDikqSx++eahTBdGlPlhMTUbcIwXPU+xSqJXrN+GOxSH9xyqQOt6n4itrZ+ETq8sT70Oj9yhhPHBcwP2KK66Q4qLf+MY3jtnpr3/969i8eTOee+45Oe4HP/iBFDPV/k6YOz5LO6ID7ok3cDrgnnhjclYD7kdeBZo2iVO508+Jz4E2Lw6298trg7DjUVwdS3vja1azSbTxCI4/t6sV80I7cWnkDaTZFGQHm5EW6UYIJtiNUVncS5GZSBAGJYoQzGiwVSIIK1zBDtF/7zLlYpqhXQD3nUo5vIYkYR9sTbscbaY87G1h0VGVMUCAQFu4sy9kV/zLZVW4ekE+8Mb3AWV4U4CFp3e0DOvTN6UuRXPqYtHZJTjAiSPbYrtc9HPuMy0rCUtLM2Ry9OzOFnQPBGXyFc/isCKMlZEtONfVhivnF6gPZGYFUHEpYFdTLOMlZSiDE4hEkd21EaaGd+R3Tq40qR4C+Zy8chK5+s7/ic3COCF850iX9IGWlWRFc59/BGDC18kWvGFRkejh6zZxD+iA+8R9N1ln6oD7ZHl24u1OBcC9ZtNzUDb+CrahjWLNW6ZoAM5gD3zWDGQvXIvW/oCk2HttudiXczWiBiNsHTuQ1fp6zMEEmy2hfli79sTYbAcN5RgwOKX9mUodjAYF7Y4KAfIZGyif9g/D+fA4iyVOZHZtxlLskWwqLRbZlCBmKDUIKib0Z8xHss0oNa1YAK4/cyHq088VEOGxTQ0STxnrGD81IwDPYytzU8BidRJjXDZcNidXAHIatWuPLkgX/+RQmuaOVdMkxf7v25tHPFSMX9saeuQ1asZnJA3r9fIeef3PXVIpG9C8XmVu8sQfSv3Mk/aADriftMsm/QQdcJ90F5/0Bc56wL1lG3DoxdH3nV4OzP+gvK7FiS7vsCQZGe7UOOeakMQeZv6qxwKdXr/IklGHXYtHC4rScMHMbDmGa8PvPr9fiE2akSxE1rpWQLQgVQXwqWVOQJzrMErFMJuY6ycaJWQoN0PjxrFm3JzNdRow88gDci32kbXAWGyb60gC6Iw50+atQt7S6/Di3vYRfWE7lEvT6naxPV473tifey6swAt72vGbt2rQ4w3EAHvqvTOjmj6ZlpkkG8fcZNhY2yPkMN6jxlLXAHj6KclqQijK/g6vU0/6gRw6gf37wQcWiJ69broHxvPAcQH3j370o+jp6cEjjzyCjIyMMdvh+zyOBVJZZJVGRnx9fT0ee+wx3funwQM64H4anHiam9AB99Ps0NPQ3FkNuO94DOhTi3hq1t7PoqmtIrvCycLPox8QfTmy1glEcwLElD7KzrR7AsJWoxWnWnHe4Ms4x/uiTDbsRgUZtgg4t+jyG5Gp9IAa712WAkkHRCQg7D0zQqreHQxyvVbkYKdpDo64FmOfdT5quqjjF5VjyKzQGHq8BnUEr1lYiEUFSSjZ+yspDqdNdAi4H+kJSBokrTV5PhrSV8rvZG3saelXQXy7We5r+bRMXLOwQJgWBOX/6+k9UuBtPKMPfnnLAsBgGklVAPDK/g7sbh5m+7ENW7AXOft/KwwHsgY5WeNGAjcwmFpZNX8F8lbeJJfjRHf9kAa8dn1qLHJyObsgFSn2kUxEas6zgJ1uE/eADrhP3HeTdaYOuE+WZyfe7lQA3LvfeQS+TY+OcBLrjbj8bYxSMEJB0ow16BqIoMVngs+Sju6kOEFn1gAAIABJREFUShzOvBD5vVtgrH8rdm6usNrCSOquhgNMXzegzZSPViUDgYgCq8IC4364TdmwmRQ0WUqx21CJplAKSjOcApIvqfs/KcTKRbsUXZUFPeAwRFBo6ERJfh7SsvKRml0oxVJ/tc8O91BmFYEAbiinUsZliGWuaesy7Oam2nHlvKGN46Fi3qzRQsk2Fv9+qrpl3Iflklm5Uuh0LA1gxu1t9SrgTitKHwloULbt5x9arDPaJ/5RPKUzdcD9lNw3KSfrgPukuPWUGj2rAfe+RmDHH8a///ILgeIV8r7Ii+5oFi33aBQCgu9p6ZPi1gSvjzZKkn1iTbmsoarykkcVJ+Uahhu2rNtBCRaywgPhsIDhlTku5A8B7pSyIUitxgiHMOkJhmvG4qUE0TfXjYwl2Q5gWdMjqO8ZkNpeR2dvcYP3wosuh6HyMvz01UOqHGmcaQA+YyFJYdOzXRJXGQ8lAxmQeiJP72zBr147DE9AXUdqRpCf3eZ6mBsN9Nummm5pi2tQVWZV3VimyVrPZJS/4zXjJ/JwMp7nuGy477q5uLAqZyJN6OdMEQ8cF3D//e9/j9/+9rcoKSnBJz/5SSxfvnyEa8hqv//++9HQ0CCg+6233ioP980334yysjJ897vfnSKunNzb1AH3yfXvRFrXAfeJeG1yzzmrAfe9f1dTDY8yyrgwhY+Tg19Eb4ylybGK+8y8FAG9qaXHSRnZ2ZwQcbJUEqrBta0/FQCbxskVJ1OmwU5YEUBUMWK9/SKkRrqxOLRddGyDihl+w5CW39CkqEXJwi+tH8UBU6UA1NR8Zzuc+HFiRVYEmX8EI2bmJaM4zYbljQ/KhKYqLQqn4kUwGEQQFuzxJEExGNGSshCNacOxhEAItfq4cVCYbpeJZbx95rFtYFo8wfmjjcVSCYYQMBjL/rG7VaRtRp3Xvx+u2hcwEAjBbjWD2ZjUhp85fTpKL74LMNtkg+Cht2vl1GBEEWYF/UwNQk7aeP+LitNGtf2hFSUxZuLkPvHvzdZ1wD3xxlUH3BNvTBIecBdx1DBgNI/aCD1RbwY2PYzOd3434nBb2AtHuBeW8KDorlsLFyCsQNLcAyYXulwzsLXoI8j17EVK+wb0+YICJhNAYPaY2+3GdKUOdkMER4zT4FaSZAPVq9ixLroGAVu6gBZkvwXDKntuQXE6prtCSK7+TWzhrsVWdo63yrVPb84KdKQvgtlskQLg5dlJEke4Uf2PXSpgzvO0AqvcTNdAjuJ0Jy6Nl0YDsKgkDWsqVbYiWXvx7ELNKTNyXbhibr78Sc3eg+3D2r58jbHzYJtH/ECLB9w5f2DK/r0XVY6QJDjR8dGPO3UP6ID7qfvwdLegA+6n26On3l6iA+7czOXmKmUwSR4aYYdfBpq3jO8Eysus+ry8zywlAu6MDWyvZyAkRVLJ5NYynrSGCLLz+/vzF88QVvl4RlnONw52ShxiNhVJTrOS/ViI/cgYOIJINIodA5k4aJ2DTlOOgN4kD5HoxHUZjezzwvSRIDwl0CKhIMoankDU2wVfKCxrP03HnWvSDKcVM1ddi8yq1fjJK4dGdZHxitlpPQPUZVflXhivucbiWjAnxYaZuckitUO2PwlhXIvyXrgOZm0SZpyR7X7p7DxUN/WqmwKKItIzjMvx4Pp4gPuJ6rUP1WCVOO6wmDG/KBWfvahSip/rpntgPA8cF3AnUEI99urqamnD5XIhN1ctpNPe3g6vVwUyFixYABZYZWHVuro63Hfffbj++utx5ZVX6t4/DR7QAffT4MTT3IQOuJ9mh56G5s5qwL1xI1DzmsiWtEths4gUJ/UGwyS0Y6c/B89Gz5VJCFnfBRYv5poaUGAdhDtoQlM4DfuM01GelYzFpenizXn7f4ycvmpZ0LM4KHVmKTND9vpuYxWajAVIinpxRfT1WLEaDxwCqms598TdP2f7JjpMeXLdYJhV3KOwGI2wDGkGUjuQk7Gl0zIEeF/Q8icU9m2HK9onqYgEhphi748YcBglqM66Kqa1S0bGxbNyj6l9/o2n9+BAm0fYCKxET74C2YlOG4Fybjwk4xtXzxnzCaIUzOa6kUWIJH71+9HfXofiwGHMcXQjaEpCMLUc4cIV+MDSYtm8ILixoaZHAAyNpahtbrCID1M5WcAoXouXba+uzMbiktFA/Gl4xKdEEzrgnnjDrAPuiTcmCQu4U5+WqfOd+4edRp3aystidTW0NwgEVDf2od3jh8tqFpb2ivK4AnAHnoP7lR+LtItm9nA/kv1tkulltdlhyJ4pgH7fYAjBgR4YFQU1GauhGEzI9exCi6kQUUemLJAJHrT1+ySjyxb2YIMyRxblnWEndinlWGCsQY7JC4shis5IMrqMmVhoOIRVWYNIt0YRaq5GA3LQo6TEQAFtQc9Y2ZK6BEecC+D2RaTuCFl31NelPVXdjC6PmoXmGAIJGFM1+djFpRkgizDeNKkY7bXmXp9o3lLHNslG+TMnyuOKeo/FcCeYQaCCgA0LtxJIIShCeYKiDFVvl4D70bVMEu+Jf2/2SAfcE29cdcA98cYkUQH3jn6/SKVokpP0HDNlWXQ6pn1e/RjQOzKDeZSHz/+yfEc/8GbNCBY49db5vc+1z0AwIhujjBmUHZtXlCokK0qLxsuUjTd6Wh2Ql97dhIxDfx0SN1cLl2pFubcmX4y88nnSBNeOjNEE/0nkYryhzAz7SRCcxUqZwdzaeFiyqmms1cX1EwuQM6b4zGmILLkT84rS8dzuViFOcVOBazBuVDOWsZg3QXHGIk0yh6x1bqivqsiW9eWGmi4B5qUA+pDUWvx9ci34uztXiP9+vf5IbCObx7B+iVb7jMA6l64kvGusdx6jxb/jabizj+SxcT7Btd+C4jT8+KZFIsGjm+6B8TxwXMCdJ3JS//jjj2PdunUiLxNv6enpuPbaa8EJA8F23SbHAzrgPjl+PZVWdcD9VLw3Oeee1YC7omDP0z+Gp3s4bZwTE05GLGYz2io/BL81Q9ICPU17sNT7mjiRwC8nUb5gGD2mLOzIvBLLytXUtqYeL6pqH8WiwCbYzUY4ol6YwoPYa6hAPdTU9UqlHnOVg3AYVPabD1bRd9cA9x7Fhb9Zr8XLlvPR7w/LpI9GFgcZFQSgaVnJdlw1P18mTDM6X8K8tr/EJl+s/0bAXcyehvD1DyJksMBuVqVcjmdPbm/Ghtoe1HcP68Br5xDQWFmWMa5+XjxLXTuHDA8W1qHxfG4KxFtFjgtXzssXwP2ht+vg8av3SCPDXbtngiHUDOQYxNvVCwpGgCDHuz/9/ZEe0AH3xHsidMA98cYkIQH3aAjY8hDgG73JCUc6sPRjgFH9vqRcGiW/yN7TFrkEKrhxe9uKErWIZ/3bwN6/Y6Bxl8QfLpCTQt1whbqFRW6wuoD0IQmvwW4EBz3CfNuXfTlYWDXD0I/ScANsBXOgODMFXF+3vUk2j583XYAGJVc2to1+N67BeqQYfLGNZG5GV6IBR0xlyMzMFikYS/MGKNEIGpUctCJL4hcX7ppW7P60C9BhL0ObR42njIcs5MYsLmqwb63vEdBbKzwuscRgEBbgeZXZyHKNXLRTTuauNSdejG0sDXdeb9eQrBoZktNzXCMe5unZSbhKq4GSeI/5e75HOuCeeEOsA+6JNyaJCLhT3uTRd+rGlCYhAHz7udNEbhN71wGd+8Z3KndrL/iyrDmYyRRvXPMd6vBKdhbjJIFvzQiyzylIlRocJ7CUip0XePNn2FfXJEA0jSQsXofxLDvZiZ3TPoaIQV2zMba19PlRku5EQZpdYtfu5v4YMO4PBLCj2Yv8cBNWhzcg3zXcE2ZIv6isgC0pFeXZLnR6AqB0DetdEbDmdXlfnf0BhBUFaQ6LvE6gnxlivD8y+Gfnpwhz/dBQ9hYzm+M3GLgBQCCe2WDUq99S14OIoshGAk2y1YbkctS4PJSVdpzHXNXFJ8ls+EBh37ONIcCdG9iPf/KcMTcBEu9TpPfon+WBEwLctc7Jh66lBV1dXfISNdsLCwtjOr3/rJuYCtfVAffEG2UdcE+8MTmbAXcuxl/YWY+yrvXI8NUKsEBN9jYlHdtsK2BLL5RCol2dHVjQ8pgs2gNhBcwiFJ26oYJoTdYKGGZdJRMWavcVheuxxrAD+eFmOILdwmJoVHIxAIdMnMojdaiM1sCMCOwGVfolCDPCihF9SIZPseB5y6V4yXKhFNrRJh6cRBJwJ6BN9jwLmp4zPUuYCMsbHoAj3Id0Xz3SrQpYQ1QA96QcIGsGULYGKF11wg9QffdQimUoIgVW2QdOmDJdNtG3vW5hIUozR+rSxjdOEGLdjpZYYR6N8ZeVbENF9kjwgZOrrIEj+ND8ZCm+8+t9FvQbh1mH2sRUbd+AaxYUjEjFZ2rj3edXnNBGwgk7YIodqAPuiTfgOuCeeGOSkID7kVeAps3jO6toGTD9Ylk4f/+FA7KhfLTxO/S2ldOEIYhIEHj35/D1d6G7vQkIDsLu70JKoAlWm0M2cGFPUY/zkPXOlbAJmHMDFKNFXZ8Q/O9vAXLVLKg/1djwRFcpOhT1e50A/ft8zyEbvTAMFe/m6/OUg7AZQggbLPBkLRYZtcGeFqT76gT42KFUIqBYYhlXveYsbEi/Ck6zIQa4s51Z+SkCijCm72zqFWCD16TsAGUI+C/lZHjc0Uaw4eKT1IZlIfLqoQ1lrb3WPj86PH7MyU9RNzKGjGzEDy4tkrR83f45HtAB93+O3491VR1wT7wxSUTA/dX9HbHNzLE8xvpSF/H7u3kbcHiMgqnaSTmzgVnX4M1DndjWoBYq1YxruWd2tsTY2IVpzhHrixVlmfj8JZUnPmC99UD1HyWGMRZRA51Zw12eoKwjGTLr089BW7LKcqdRIuYT55XFJEqb3T68dqBT1oRkuO9oGUBeqh3TMpxIDbTCGu5HqyEXm9ui0h7l3EoynOBajnr07oFgTAKHuvLsC+Ogy2YSmZY+/3DmF+VQ3zcnT1jxXCdTeoagvKY9TxIUSWdcezJDjDVLttZ1S5a4WvJMEUlQ3qdmJ8Nm5zlaUVf+PqTSKnML/k62/ZevmCVrQd10D4zngeMC7p/97GfhdDpFLsZoHF8fSnfx5HpAB9wn178TaV0H3Cfitck9J5EAdxa+IXuNKXdHS46M5QVO3Fjs5UinF/2DAdijPnT6jfCGDeBuPgFtTqySWt6BtfldYeVJsdI4rUCyzzkxalnweTT3+eBq34LVpt0xvdjgQC9cPXtk5/+AMg0BczKSFC9WRzbFutRpzEIEakEZzX7q+gLajLmS9seJDnf4WdCGqX9aijyPZRHRebkOLG1Si2fTilPMyLJHYUtKG87ZK1oOTL/omA9DR38ANV1eYY6QKcJ/yYw42jiZ5aT2eEamA0EItsMiqh2egLTLDQgy3pmWmWsewCr/G7CH3Fg2Tc0m2FTbjXpLOTbbhzcICBIx+4DnUA4nnmnBSVdZXIr/8fqlvz/aAzrgnnhPhQ64J96YJCTg/s5PgJBPnCVSK4oCk+ixDrHeLA7g3M/hsY0NeHpnM2YHdqIytA9mJSSL7kZrBXbaFiM1JQU/uXmRtFNzeD9a3v49zFFVjiXF34Jczx4BjlMy89S2/X3qD82VA7AIHbXj423pnTjgteP53W2gDABZ335qtAe6BXDnEod9YFxwGkOYET4gTDbGPF/KdBiS8yQmJQU6UBBpRQuy0YwsiZVNyMN6y3nITE1GkmUk4M7CdNSAp/FYSgRQjo0AAcEUShFQt/ZoC4QjAtST9U8j+H4isgE8loxIbhgTaOem9OyCFLkG2X+sCUOAnZIAlO9hHNPtn+cBHXD/5/l+vCvrgHvijUkiAu6/eO3wMQtvMpbcc2GF6sztvwP6m0c7lvrtzPyypeDtw13YctQ6h+xyblB3eVUJFsYNLZ5y/Uf2N4uKqmzsE7DGTUDNq6MOFPmYln6Ri2lKXYLm1CVyDOMfSU3xzHrtZCGG9fZia4sf+9u90r+ugYDItzDGcmOZxj4yE/jdmm609vok7pHwxTjEeEjKGOuBUZaFMjzNvYOxrDdqs59XmSUa7cyG4xqOEjfUmWf8Jmue7PYZuclyPv/mxgXXaBQfJSgucqTBsLSpsdal7srQjdCfKm2N/1di1z4WMK9Jy3Ae8pW1s/DhlaUn4Hz9kKnqgeMC7mvXrkVVVRV+9KMfTVUfJcR964B7QgzDiE7ogHvijUkiAO4s3PbyvpF6fpQs4Q492WRHG2VS2vsDkka4vdEtEwnNZNLi8cskIOf/s/cd4G2dR7YHHSQAgr1KbJKo3qstWZbcS2xv7NhxHJdUb5ye7L5kd1+y2exmk13nZUt6b3Zsx3HvltwlW12yKFEUKVaxdxIkQHS878zlBQEWiZRIC0nu5MtnCbzlv/+FODNnzpxxWLC1LAuOljeBpv0CZrAISjYgTQ22GFjUlt2LwaEhbO9/THTGOZGe+Dnb6HM9p+CAG8MRIyoNCyVwWxM4imz0wAMrXHpq0yoBCgOSKkMZnsz8WwEKGrqH5D7JFmroWYXxR1Barf4vznNiWZ5NhqaqxoFuyYYILBbLKOhSuAko2TbpF+id2h5l6M0Y41Aaahl2DHgF8L9ycc6Ee3q2byaDPoIupzpcKArUIinsFmBlfqAKNn1ANG4pFcN71Xa50TXoRZV5OY5bVkUvzf1gwLgoL0VaRjNtZlxSliUsDs3Obwc0wP389m82ztYA99nY1fO7ZkIC7m/+J/yhEOq6hqLD1viUqckmaSk3GwzApV/Fv79QiYxTjyIz1DluEzw6G16zXYff3rtNita/eacBeoSRTZA97EdSoA+5rnIkBV3IQRfS2UJFsN3vRiQpDYOwwZXJIdoRAahZsBZbegv29dmx9/ToEG0Oi7N3HYG54XXxY/STBBjS9B4UB6mlq/jBAUse+sx5MjCb2uwGXQR9hmzU6ovwricTLtjEv9HXm/WAL0QfqoANKsM99kHv3FQUBdIJgr9c0RHHWuR9OBBubMzAOIJzTzT7y9kBDXBPvHepAe6J904SEXD//ms14iMmMs4JyXafxAdXZQB6M5C7HGjYDbQejmqnI2M+MP9KwKqQhk51DInOeaypGu68DfOOwoxkyVeYf7HLlzZVDXc5eKAZePfBSV8wQe3mjEvQ41wm/mdVYaoUbSezgYEBWJJt+NEbdXi1siMqwUliEueycM6VKmP24vE26c4mqE98m6QtMtxpLE4QOGecQLCepDWVDLUgR/F5ZKkTGud5zAeZP7OoXJKRjGXGZmHWu/0RPHQ6Fa0evfhzLp0MeIL/3MNYEH08c10B3FVjMZrHEOyfyNSCPAH3j24uSbx/NNqKEmYHzgq4f+QjH4HNZsOPfvSjhFn0X+NCNMA98d66Brgn3ju50IA7B2s+uKcBea53kTVYCUtwCMPmdLTbl8CdsRx3XVQcZbszSHi5ol1AcBrZaPU9btGwU0gBSvmdARYHxjEQoc6qo+1t6Br3wBcKyeAz1QiQMzBggNSx6gtI7TqIpNZ3RHM92UJdPCVYcXv9KEMTUnRunDQshF9nRjgcwrxwo2i8q/p0vFZz0iI8lf4JZKfaBTzYX98rYERsOx+149VhQeuLM0TahUNTOdguheyLfKe0HKqAO4Mt6tz6MhbDbNDJwJlYhh2ZedT2HWtsG6ztHAL11dliSGMx4aqlOcL4mI6dbHfhf5/ajU3Db8AWUXTh00M9yA22oNeQgUj6PBl8yucis4RsDK77keQ7hIVB/Xq2SHIfyF5hoKjZzO2ABrjP3F7O1JU0wH2mdnLmrpOIgHvw8AM4VnE8ymyLfVp2ei1fugzGNXfhkWeeg7HmxUk3o9E0D3/3uS9PqGnLkxZ2voBUb7Ocv6kkFRjsQKDrFAZcLvgiRhmYSvOanEhOsiHP0A9d4UXo9gRR1eVHQ8YWdCcrzEPbYD0cNU+NDORWBpom6UNY4KuIPkefpQA9xiwBB+iTKaN2yLhKho/3u/3wseMMSseZxaiTYjh1Y/nMLJRTw121a5flgYXoWKNvJuOe1ybYUNvtnpSxePPqAszVCrsz9w/pAl9JA9wv8AuY4PYa4J547yQRAffnytukK3mspXibsbD7FWRYI1iYq0qF6YAlNwEcIB7hRNCJO4ueONyCpj5P9JKqBCY/YKcS856xdt+l8+KkLc/69vb/bOI5KzyRnWGbvzi+Q2ySixJwb3UD//FSlXQMkzTGfJGAOQlhWXaryOpQ8/yJw81SRGd+yfzJZjFKbsVjCYQztyNzfWDYLwNSmVllOaxCglLNFPHjytRWLMi0oqbLjaDZidKhQzAHlfdAZjvz67dCy3A4XCbMercvBA+lc0Y67ihfQwCekm4q6B4LxPPPzIUpF0PfrObpE20BjyPgzqKHZtoOTLYDZwXcf/vb3+Lhhx8G/5uXl6ft5AXaAQ1wv0Abf4bbaoB74r2TCw24v3S8FYajf4DDP561N2CdA9v6D2PL/EzRPf/dnoY42RbqrRMIZgDAQIRVdibwTNgZlDBhv2XNHLhaq2CtfEyGwfhHWOjCwgNg0uvgtuQgvPpuzHUdgrv6DYQ5+V2vE6YfgWPXcFD+a9d50WBeiB59OqrCBaj3WFGKVqwz1Ulf/XHMR4upENcuy40Og+FAH7b6MQCKBfsZYFE6gMACP3d6m7HF/YqwGsj6UwH36o4hvN1lwU7LVdEvD4HrL1y+IMoMf3BvowDdDJjYLUCgnWtnAMb2Qw6Vm589yvBjYHTXxiKR7pmq7a/tRPvO/4bf45LWR7IecsLtyEO3BFmBlCKsWKro/RIEYUBI25d7B4JGWxRgX1HgxPZp6utOdY1/zcdpgHvivX0NcE+8d5KIgPvxowcwdPjRSTfLvuY2LFu5HsdeeRBV5Xuix6laq2qrvDPJjCvv+2/sOtUtUmvjLYKivj3IdR3H+pJ06crqKt+BcNCPoH40OWfh1xIchM6RB3t2kfjJqt4wBkzZqM3Yhk7bIiq0oujEzxAM+BAIhZBkNklinj9cDQc84j/bnavgDemjg+V8YQMet94sA8ZZ7KYmLRN3+qgkkwK4049TxuXjl5QiEAyDz7QozxFltk+2Sc8cbUV99/gB4erxlCwbpxcb8ADubsDigAyn1ezPZgc0wD3xXpUGuCfeO0lEwJ3s8yeOxMvEJAX6saL1UTYmR6VU4nZzxe1AWvGkG0zf89apbpnBRSPY29DtRkmWbUKwnSD1xzZPfr0Jb0Rpm6MPwevzS9cWzZlsUiTLln8QSD87eNzvCUjOSizkifJu9HqU66hGprwqTbpqbpqQpZ5+t0XmcNFYtOYcMPpPtzeIQDgcBdw5v6ybOu9Gg4DtKsM+N9SGzcOvIS/FIkXn7gE30vqOYtiagw59juS2/cMBDHkVItsbhovgSV2EPo8vKn9KsjrlcZi3sos5dug5z1EGoJMZr5f3R/lR5qMTdTKIjjuAr16zCJ+cxnDzxPvXpa1otnfgrIC73+/HV7/6VbhcLnz+85/HypUrZ3tN2vUn2AENcE+8r4UGuCfeO7nQgPsTTzyC/IFDk25Md8EVeN9VV+Ot6m6Rj4m1o039OHS6TwB3UtujmreUpLUYcd3yPHz7/cvxp4NNqHvzAWR5lcFtTPIJdit6dHo8qbscc4tKUeg+jlLXPgl4GCiQecdrdg+RoRcWYPlx6y3w6SwCcFMTnuxtyqPQGHBQMoXB3LayLAEqCGpTf4/MA3XYHY/hwLfbNxRibloSqDubbrPA2N8AVL8I+FwCuHd5wvhTkxOHky4SjfhYIyv/e7eulMLC/756SgCW0z3uqDYiGQZ8jjSbBXkpVgFYYo1B0ZUcsDdFqz30CloOvyh6gGxtZFEiL9KBAl2PaOUTcMlfeYUAJgTkqavIIPE5x22yX/z80rIsfPKS0ineUTtsOjugAe7T2a335lgNcH9v9nk6d0lEwP2nb9Yiu2sv8gffHfcorY5V6MzahE9dOg+uPb/FWwcPo3dEokU9mH6JjDS2i8/5m3/FZPJi6vEsTX/m4hzUt/Vg4LXvIdN9CoaIUiDVI4QUb5tov3sNdjhzisWv+QJhNA2GcDJSjIft9yCsMyA/1IKN7teQ47DIHBT6m54BF4oDdYikFGDYmi3JfE3HINiAtsO4DUPJcwUAae7zyM/I0uPf7WY9zCYjONStLNchvmJd0dRBcPrAsxmL1GKU0jn5rCIToJolBVh43RlBnbNdX/v5e7cDGuD+3u31VO+kAe5T3an37rhEBNz59NUdg9KVq+ZsJX27ke2qwIKcFGTYJyACOQuBVXdMaePoV+gTnz/WNmkRlvrq7CyejjEn3HnkFIZr30Gmpwa6SAg9yaUwFm7AFeuXj5vrwTyT0qfM71hEpgSqWhDwen14rqJT8qIMmyXKtKc/5IBT5lhClrKZ0djrkZxKYbMbo11c/IzANyXZNpZmiJY870myE0lX9MepGMKH8KKsjT+jXnuqrw3Jnlb5e7ulCAP6VMlNCaaz8zhituP19A/K30/3uqMFAEqBsmDA7gQVcB+7fyzik+jG9fPYiUwdnPp/NUmZ6Xz9/iqPPSvg/pWvfAUM6o8dOyYblJ6ejpycHFit4wf88Of333//X+VGzvZDa4D7bO/w9K+vAe7T37PZPuNCA+5v/+5rMIwMdpvoWb3JBdj2wS/iV7vrJShgkNDQ7cFwICgT2Gs73fKZqiFHhjsDEwYOi3JT8NRnNoPst+++XIVl4UqsDFXAjIAA03WhbLwRXI4+nRNZdjPCwQDuCD4JiyEs7ACy6/zBELzBsIADbeEMvJ58tZxLHXYB2A3KEBtqx9IYMBGIv3Z5HtSJ8GajATkpFhl0Q2PwRXBk0kGhAQ8Gutvx9dd70eVWgJCJ7EMbCoW19+VH38WBBhYjRjXz2IJIY3BDAGPzvMy4S3Ao32cvGxlMNIUvWeOB53Bw94tKkYKyPZEIUsMDKAydlrP5KwsYAAAgAElEQVQJuJSuvRI6vUGCacoIuIN6vJTGIJlBpVk0BK9ZliuD5zSb2R3QAPeZ3c+ZuJoGuM/ELs7sNRIRcFfBYoe3Ham+JhjCfoT0ZvRb5mLQmisbQLA4Ur0Du996WYq3TLZZBObvd+mQSjJh+9I5sF3+FRnw+fS7rZNuXK7Tig+um4vmd3ei+cgOadV3+LugjwSRHOhFhrtWAHVaUuZcmExmKWr3egIYCJrwgO2jaDaXSOfUIksP1gaPINcwKIl+3aABfTkXiVa809cKfdiPt7qSccBfjEGdXcB1FqTZ9UVj8XlxrhNJxggyU5JFBo62pjANlyyI91ln+ib8+I0a0ZydzNim/+lt84FwEDjwS8CrMCHH2aq7AGfBzH7ptKvN+A5ogPuMb+l5X1AD3M97C2f8AokKuPNBCeiyG5b5W17Fz5Fvi0hhlzKjBIsJRrOQTN9GAlHN4s8KgWk6cpgsPnOgqsq05rUo1XIuc6MoZ3qyfXDCd0T2N7upVWM+9tt36qNa6wSgRdt9bqoA5sNeL56v6JLDCV5TSpTeiz/rcHnFlzIHpYwLgWvmWyR2cT+iw1NNRgHSee9b183FjhMdMgeGP1dt6fAh5LmOSs5KH8jzC4JNsHi7lUOMFtRZl8j+soucWSyPeS7tbukX51okl9QB87Pswlonw12R4B/1tzxWSG8A8lOTJT7pGhlYG7thzJkZszA///e/WY4PrB3dsxn/8msX/LPfgbMC7ldeeeW0HnLnzp3TOl47eGo7oAHuU9un9/IoDXB/L3d7ave60ID7sT/8A9wxQ0/HrjrTacf8m7+BX+yqQ0OPB3tqu6MBBUFdVcdOIgKV5c7hqGT9WY049PWr8MiB0/jjgSZhqitBQUS0YvtGKvAM7NiCR8mZrGAbro+8hSSTHovznRJskC3g1tnxovEyZGdmC9Bf0zkoASGNYDNlbBhAqsHOmqJ0Ca5UI8jOoIjB5VT0y3t6+/DZx6vO+BIvX5yNT2wpxd2/3o/67nhNRBdZ/yODiQjsb18Uz2bnyj+vMv6m8FWp3fccDu9+AcOBsBQUVFsYqYdTPyyB38KN12DIH8bxlgH5cW3GdnTbRliFIydQRoBD7Bh4Zdkt0cFAU1iCdsgZdkAD3BPv66EB7on3Tt4LwJ1pKAGDM/2eZwJc2dKHgM+Dt+qGAL0+rkMrdufYDXXzmgKcrDyG/r2/Fx1VzgHhPSjdQt/Doq++ZAs2bLtJTn2uvBU1nUPS2q36JHZR5YU7cH1GG7L8Tehvr0d7Tx8GLLmI6JQuLYLtOUMnordPzsiHwZSElr5hxcUCODjnozidtimabtPNfHpbqRSmf/N2w7iXTqkXroUSZ0zmCRwwaSfYnu9MxtqiNPh8ozNLeAF+Rim5qdrrJztR3jIgLo8Du/2hsBQiKOVGXxOVMuMAvsbdk182tQhY+aGp3lY77gLtgAa4X6CNP8NtNcA98d5JIgPucbu198do6+yUgZ6xRj9JaTGCz/uK7pUf0dddvTRnWqA5/QG7kUd4UeI7mT+SKMX5Umcz5nY/31V3xsMIHrMYcKChF/+1szruWHZ00UjC2jw/UzqYX6zsFpCb+ZSaQzKfJdhOUJo5FX07GfJ0vfT1hek2GfyqGnM75plbF2RhZ2XHuFle6wdeRrK7CXnoxBx9H5KMgD3sknu6dHbp8K61rRJAniA5P+e9d2Z9RMmUI5B5aGThU+70WHM/jjT1R/utFaKbTor/Kgaf6bBIBzTza6HCydDVkeBhRIeez/XdW1eJ/Kpm2g5MtgNnBdyPHj06rd3TJGemtV1TPlgD3Ke8Ve/ZgRrg/p5t9ZRvdKEB974d96OqRan0T2TLli6HfcPdIyz1k3GHEExgkEBT/bl6AAF3JtwV37wazxxtE9BdhqmOsOQJSHcN+kTHlsEAGdgMGKhjZ48MYSlqsSF1EO6QHg2hTLQ4VsFiNmNdcTpEyqaxN7oWyrrwfoMjGnj8wdqidBluSuNAGoIOpZl20fwj04BB18o5o4D82GefCuC+fWE27t1aitt+tgftLpV1oFxJBf8ZpKUmm8EWylhbkG0XyZ2pWtWRXTi88yFpFYw1PcIojjShICmM0jWXieRMU58X9Rlb0WVbGD2UIFFV+yA8/iBWzEmNBo1sh3z/6oJx7ZhTXZd2nLIDGuCeeN8EDXBPvHcym4A7/ckbVV1oHRiOPvjKOU5cWpYd55+6WmrR89w3kdt/CPpISDTND5vXoz//EuT76qTjK6S3oMOxFM3OtTL4uzTLjufL2zBc8xbmDBwct7GDljycyHkfvnB5mfyMszzI+q7rjmkJRyNusx/F4nxlIJ2vpxFdp6sQ1pvRaSsTHfd0Tx1yBytGfKoOloy5cPs5hDwEQ2gYZv8AKo1L0GXKgyHJiZ7cS+Cyl4oEDBP/3+1pFH831k62DQpzsXCkjZ8sfc5P4XA8m8UQNySc516+OAfLRtY5lW8R1/eDV0/hWEu/MAZVo39fXpCKz12+ADYCFccfB3rOIj9z6T9M5ZbaMRdwBzTA/QJu/iS31gD3xHsnfy6A+8Cxl1B58NW4DSRQy7xGNM0zytAy57q4n6sA93R3/bWTncKsV42Fcc6VoszmZMbjed6ZbFNpBjaWpOPeBw7F5YJ8DrWji+cz90uz6HCkZQiVbS65pAq4Uxs+WiC3myWHZe5EMhhnnFCClPO4SPailGdbvxf5aUmSv5Y390t3W1qyRXJM2uKendjifQMOnUcIANR3N4eGYAsPIgQD+vTpcBdskWO7h3ySn/WG7Tg+53Y53m4xCRntumV5sq4njjSDM8NiTSUYqINUsx3W6OyzEAfdCiSvMuB1svasFCv+7soyyf0003Zgsh04K+CubV1i7IAGuCfGe4hdhQa4J947udCAO+rfQlv5q6JTF2t0z2UpAaTlLwDs2XihxoM/VBtwWpeP7EgPsiPdqHEnoSZIFpwiIzNSQ49W0+nYq/7tWuyp7cHv9zbEacp1urzoHPSC+LHZoBMgnEbZGrLf+dn8HAdMer0AKKzYM6Di0Bm2+DHwYOleHa5K4J9teUp0ocPNq+cgNdkkg+GqOpQ2RLb+zUlTdAN1kSC2J9VhuWMICPkARz6QswxwKBX//v5+fOXZ2rjAbey359a1c3Dzmjm481f75N4ENNQCBINUtmdSxoUFgbHg+gfXzxVpm6kYr/nM0Rb07/4Fknxd8HNy/ciJRr0eVrMBFbaL8c83Lkd5hx+7ehyI6OI152MHqS7Jd0r3gWrFGcm4aUxBYCrr0o4Z3QENcE+8b4MGuCfeO5ktwJ1g+yMHmqSDaazlO5XuJlpPRzNCD94Ca2A04efnhqAbQ7DhUMoV8IWUBJysvqKSBUja8BFp5SZzjixy53Azigb2It1dB7c5E6fTLkKHfbFcn9IzTIwpwUbZM55Hn2aHB7f4nxaGeXGGDRy8jXAI3SfeEN/hM9jRZV8IytoUuI4gHAogqDNhyJQpbHFT0ANHeEBA+WOW1RjUK+AEfa6r+BosXnWx+Efe87HDLRMOS1uanyKzVbhFLHhXtg1EfbU6JJzFbyb4d2wonNaXp9Plw6/erhd9WXVgNy9A3zcvy46Pby5BdooFKH8E6BvPwo+9WWTrVyftNpjWorSDZ20HNMB91rb2nC+sAe7nvHWzdmKiA+4kBnHA6eGaZjiP/So6S4QbonYX88/vOG9AUfG8uH0im3y6kiRPH22VYao0srrpv9RO5SsX52DJJEVedu2+ehbAfWNJBuZn2/C5h4/ErZNyNuzoUm1JnhOl6Wa82+oWmVEStVTAvYODRkek1lgg5uc0VaqU+eeVS3LFJ5P4ReZ5aZZNjmF8INrpbj+SLUYpVKwbeg03Bl4SQhhzZALuZLGnh7thQAg9ugwMzdkaXRuL5S/pt6KkbIV8xutvX5iFgrQk+fuzR1vx9aePj+a6IokTQTCkDE1lF8GCHDv8wQiaet3yOX/OPJkPptPrpHuc8jqUlNlaljVr333twn/+O6AB7n8m71AD3BPvRWmAe+K9k/cCcKfjZ3DDNrJxxuz73Qfg62kSxjm9NiVfcvxNMEYCQMY8IDCMl6r64fP7oQ+40QVlmBrlTagp+1J4A5oiCotQWtfEwXOYqQGHv36VtNU/vP+0aN+SaaC0nftkOA3b2gmwG/SK2IxOBqlG5NrpNpMEKtQ7ZwDDYTCqTMwbVZ2il8eEXh0UqgLuZCNuW5gtazzY0BsdZEqwnaC7KeTBks5nBXQhy52geNSW3gxklgngvq/Zi9/umRgcYFvh925dJaA+9ek5NFUJzIICuqtauGQtkEW4vMApP+dar1+eN7l+/MhCSCoho6OiVQGGyMRo6OjB1diLubqO6HLJkjiYtBld1hL88p71ONnmGheYxhYdeOL64vRokKte6GObi0XbV7Nz2wENcD+3fZvNszTAfTZ399yuPVuA++OHW2QQ6GR21ZIcLM5LQdtj/we2mmfjDjNG/NAFfZIgnzCUodq0SIAAdQC3N2cN+pKKccplwNDQEK4z7kcqRrVkwzojajIvR39SkejTsptqLNN+se8olvjLJSHmPJGL1Zkenj701R8WBntLymroEEZm935Y/f0Y0KcgENGLyGxmuAsBnREDhkxUJy0fgdqVx+A11935LczNVHwMB4rvq+vBqU5F5myymSX8+Y6KdvGPKuBObd3rV+RPHCuc4ZW/VNEuHVQ0AgosTFiNehjp2AEszHXgmqW5QN3rQNO+Ca/U3OtBvduEw3m3y88J1G+ZnyEdYpol1g5ogHtivQ+uRgPcE++dJCrgzrxkR0UHuoZ8smkEizMjvbjacABpI76tZ8iHvqAJB6yXoBnZWJDjkCI0cx7VooOwp7D1LAb/6VCz5IGxvprSLZRm4UySz25fMK5bmpcmeemnb9We8S63r58rQPQ/PKHMb4w1dv4KU5+s87wUzEu34t1WxT+y4MA8k5j0qc5BYZZLh7bRICx21ZjXMYe8YnGOyOEQdOcQVNWYozHXZV5Ln8y9WjX0Jq7274BNF4gC7lxHJBxAasSFIX0KXAUK4C5xRMZlCGUswJ0bC5Xcd0Q2lT9n3ry/oRffffmk5L5cj8JuZ/GCg2ohc89Ksmwy86Wuyy2f06xGg+TYqqUkmXH/B1bgotKMKbw57ZC/1h3QAPc/kzevAe6J96I0wD3x3slsAu5km1HTlf9V7fJF2fjo5pJ4wJWe/PQeoO0o4B0AgsNAfxPgdwnYTqtpH4At2CsBwildiQw6JUjg9Sts64eCl6FLpwDxonen02FZgROPfepiuRcDBTLdlcCBQ0+92HWqC/3DnOYehgGc+K5DMAJJ0skuKMtxRJluHMjG1ndqwdosJszLsmFXTRd2nxrVlGeQUZxpw+b5WdLSR/bG0ebR4WyqlMrCzheQ6m2WtcxJTcKcdIX1riwOwMWfRb8nCKfTiQf2NuK1k12i46daapIJf3fVQszPtstHlA34xjMVMlGeTHzV+Bycck8ZHGoVUvuQQ1YnGjpEViRZ6CpDnmAIgzrVqK1IRgULEZkmH7KDrfDqk9FvKYAjyYxFuQ7847WL5bl/+06DMBhVY3DLIJdGRnyu0yJ/JtuSQ/RoqiTB6EZof5rODmiA+3R26705VgPc35t9ns5dZgNwpz/5/ms1Z1zGauqslmWh/z+XioxMrJmClH0JiV/y6GzYZb9aktugdwhzw82wm4Aa0yIYdGEU+GowaMxEjk0Hky6MMPQY1tvQ4rOiJu9G6NOLcapjEOUt/bCZjfL7nIn5uvAxrNVVIkc3gAJ0YXG2RQEWktIBWzbgc8GTthBu2PDc8Q6YhlrgDPXChCCcERdSwgNwRyyo1xfBYI9PkglYbL7mDmQuvGg6r0Jxd3T9vR7Rkl80JwvOKYLbfKZdp7pR0eqSfSNgk+2wiK5vVC82ZjWMBz7HIeHD/cD+n8UNfONhJ1pdMqulJvMK9CSXRs9kSz+Hk8eCPNN+SO2EGd8BDXCf8S097wtqgPt5b+GMXyARAXfmbQ/saRCpFNWU3CIkudqWbD/SQ10o7zOhypchBVzmJ2p3MI+hJCYLodMB3PfV94ocCsH+iYzX/NxlC6TDaiJ7vaoT5c0Dccx7+lgOci3KSBbZTvqle359YJx/IRCv3pd5aXGqwnCnkbSlEqIe2X9aSFM0+h52D9OY1nFuS0mmA1vLMsGhrCSUzct2ROVj2M32do0iz0ofyDxvk+slONyNKI40I9M4HJ0rMxgy4rSuALZkKwaLr4XPmIK+pEJS0HHDynyUZiqsedqR0/3YW9cjz8b3QHk4PovSIR6WgjnfJXNmkqZITGMXOBnu/lBECg0k0THgYKzA46hl/5VrFk1rMPqM/+PQLpjwOzBlwL26uhq7du1Cc3MzCDROZvfff3/CP/Sf4wI1wD3x3poGuCfeO5ktwJ3VbbaeTdRiTyD7mzcunXwz9v8cOPksEFFkWgh2+wd7EPZS706HFuNc1JgXYsgXEs11gsy1kXw8H7lYrsnkmtV9MhZuHJEqYSJOdnll26CwtckQJ9thaeAY1usqYdQpwV93OAVvRFYjnDJX5GNijYzDb920LO5zJvxkL9C6Bv0ShKjGlsgTIxp9ZCLwuQ2RINY1/Tp6TKzMTPTDoi3oT10mgDsDJwLqBLzJxCdITdCfgQ5BcYINDGDJFqF+rapRL8y+CCQYZKt/bHfBRfMysKE4PXo7Ah5sFWTgpDyHT4okHLLHi5CBwZZG/nfA45d3yiBR3WvqsG+al4kvjgxh5XBaXo8ABo1gO4sBruGgBIcq04PBV64zScB6DkEi80Ozc9sBDXA/t32bzbM0wH02d/fcrj0bgDt/bf7gtTPrgi/McYh2a+R/lo1buMHvivpJdgw9YbwOCAexOHwKRgSFrVZnW4XsYDsKAo2whQfgMWfDbFGAARZ6vaZU0VM/nvs34gfKmwaiAAZ/q6+PVOAW3WvI1fVIIk9Zr9G5JzogbwVw+Texs6oX//FiJfIDjVgfehd2uJEd6kBKxIWGcDYGdQ6kJZuEfU9TBo5bUbzmasxZfeW5vRSy/AYG4HA4pDNtIqNfq2gjuM6iLXC81RUnEUdGPZ+TCT+la8Ya1/nZ7fOVj/vqFS33sAJsEDzgUNem1I1oTVk57lxK8Ny0Kv+cn007ceZ3QAPcZ35Pz/eKGuB+vjs48+cnIuCuDriOfdpY1jkBWzLOKf3Czl3JN0aA7dhzLp6XIQB51Abbgc4KYLADMCUBKQXAnPXRAV+UhPnlGQafkqF9/y0rUDAi+zn2bdDP/+uzFVGJUPXnHGr+jRuWRHMixgLvjJC7Yq/BgkL3oA9ritJEzq3V5Ud6shlluQ4ZnkpS1bHmAcknmd8xh1MHr6vFCQLVzCXJ1qc8W3aKFSvmOCXnpX57RYvi95knM7dcObxPhqAz57IaIkgzh0QqLqwzib902m04XvoJWSbr79csy0NZjkLkor1c0YGT7YrOvGosgLCoz64x7gllaDgzpsftE4Y718Lcr61/WNaiDE1VzuZ/mPfxmf/uyoUa4D7z/+T/oq44JcD9pz/9KR5//PEpPfjOnTundJx20PR2QAPcp7df78XRGuD+Xuzy9O4xW4D7vzwzPjCJXdknLymV9vcJ7fGPw9fXgl4P2ecKCGzzdsDnV1rlvDoryq3rMODXo99HjTiFDfALw23ycwYrdOwEp9cWpclnBAnYas/kmRIuBMKTTz2LUjQJMK1MW1cYdwwOno5sRXbhonHL+6/bVoEAM42g9JtVXRj0KYm7w2IUzT0m8KquHQPGTLslykZPDvRjeduj0etyPbkj14t+WLQZ/anLo4D72EWQqf9seasA4AzE+tw+hCJAps2CdpdXQHiyERiskQXCln4y72PthhV5MoiP1yAjPdbqu4cEzGfBIMNukeIFmZJ8XgZTLFYwKKYunxoQ8l3ynarG5ycbhAEXmf4/er1GNObVgUDqcWybJBj1v7ev0ganTu+fbvz7vOEGPProo0hKUrQWNbvwO6AB7hf+HYxdwWwA7rzHD1+vkd/Fp3vc0iZPP0K9VMqSke3FJJkF3A8cvAPWoCvKShOf4xsCh0/TB3UiA68bLkZuqA05kW5ZPv1dp2MJ5vmrMSeoDCwL6K2wZ+TB4wtJok5Aud86B68u+Lp0Ve2v7xVpFRZsOY9kHprxj/jliFSNAcsKUuR3edTsOcAtv8Yf9jXip2/Wiv9ioTsUCiMv3IZrI2/J8fTHDqtRuqUIutMP0PK3fgSF885QRB9pnT85IvtCn8guMdXOBLi/29SPN6tHB6sTiOEes4BNLVgaAXOVQViUYYv6aPX6HIh35ZKc0ecNBYDWIzI/5fDpfuwfLoDP6Jj0CzsdJmXifev/8lakAe6J9041wD3x3kkiAu4c5k3fEmvMWdhhS2IP87X1xWlgHnKosU/8DnOkOH810hX7qUtHdN27KoETT49/AZyJtfLDgMGEZ462irQo8xECwmouQvlNdtrSn/33bavG52MjV32uvBW1XW45j8NN6SPp13k+cyzOxaLx+v/58smoxJm6KOY/lCQdGA7C5fEi15mMhh6P+Gh1yKkKXnN7mFux+5r5LfOvlCQjClKTJX+lryMZjWtePTdNYovDjX2S96kMeRafi/Wd2OJ5RfIw+m6uk/vL4gI7pCNFW1BnWw271Sh5GGOGd5sH5BndvhD21HYLaWusMTfk8xRn2sESeVOfR2bFtPQpxQK+RzLcFYnYUZ189TrMIX9y5zoZMquZtgOT7cBZAffXX38d3/72t5GamooPf/jDqKqqwiuvvILvfOc7aGlpwWuvvYYTJ07g1ltvxcaNG7Fy5XhGhbb9578DGuB+/ns401fQAPeZ3tHzv95sAO4EG+745d4zLu7qpbn4yMXFEx4T+N370dk3EB3MyYMcvg4gFICOcjORMOoMxRJADEcs6LAUwqtLwoPWOwT0oOMn652BECemkzRHeRSystlmRyZ1c30VipqelPurgRxDQJ7H/7lgw+G8D43TkuUwNzL6qE3HYHCsUXeQsin8OQMlVv3Tks1RYMIY9mFt8+/kNFb61xSmjdcMHAO48zk5eFWYjIEQHtzXKIwI1RjsuL1BYUQQWGegpgZkBH34zMKqiDGyMm5eU4DdNd3jnoO67ewCoCkSMFYB3xlgMZjjuudnj4IT/DkLB5+/bGL9w9M9HnzukcNxEjVj1/KLe9ZLq6Fm57YDGsP93PZtNs/SAPfZ3N1zu/ZMAu5Mgvm7kj6HIDB1xGPb5AkqdLiGBZzevjBbEuWlrY9hZeNvokA4nyLg98EUUTqj3sZqNCAfS8PVsOqUDqFG5MOflI0VwXLkRhTgmb4qKasEbn9QBpMpFsE7xZ/Du10RPN2UhFBEAdTZ3bQOFbgeuzEXbZJwE+xWdeIpqNZono9X8v5W2tyPnO6TpDkW4Lgl9BLSoMzzoKQar0m8nj41aE1H2qWfGfmZEZTPURnw6lt6tbJDWOmxxg60963IF9B8MsCdRd7nytvizmMxQe2cW12YJmuJlW8j849t+7FGTVoWjyeyF461RfXmJ/tWTebbzu1bqJ11vjugAe7nu4Mzf74GuM/8np7vFS8k4E4QfSJ5r/99deJuMOY51AZv7PFgUZ4DLX1emI06mccRUxqWLVGJSlII9fYD+346+VblLAUW3SCyKP9vRxU6XKNdyOpJzFmZF/7LDUujA0JjL8gu4jOx432BkMjCpNkUWTPKZlJu9ETbIPzBkLDA2fmratYzDglGlDyNcYIKuFMP3RcIwmY1CYOdz82Bq9xL5l0sJsvcsaDClqeR9c7uuVjAXZ2HRWB7dfgEVoePweMLCrOcM8nIjDekFQKrPhx9THY6syjBZ+HzstOZ66N/nqz7+L5L58l6Hj3YhKfebY0OS2e+Td/NdasDW3kjBXzXy/P+xy0rce2y3PP9imvn/wXvwFkB97//+7/H0aNH8bOf/QylpaX4/e9/jwceeAAqk51fwN/97nd4+OGH8YMf/ABlZWV/wdt14R5NA9wv3N5PdmcNcE+8dzIbgDuT9bt/vf+MD7t1QSbuu7RUNONoIr9C9lskgsxXvwTLUFNcsJYUHECyrxMMIP0wo0k/ZyTpjsBiMqI8ZTtetF4vzAW227GiT0CEybgMiRlpN2eFf/uibITr34Kp6Z3oGskQZNDFRF5N5t/OvQd6k0U+5yAa6suyIs+AYX99D6ilvihGBoUBUM2IXv2GkgxhEVCmheA1j1Ulapa3PQaLryfKHGcUQhY5J8GT+Yd1H0d/wCQM91Odbrx0vC1afGA7Jp+R4IHKLmd7n8rWyHEmIcNmHtFMV4AYFgiokT7WGKw+caQFTb3xw/7Km/tR3TE6lI/aiQwYWcig8Zm2zM+U8ImgCQsbfZ4ALl+UJYN+KBGjMg95/EvH2/G7PQ0Y8ARk7bHESjLwGVh+6YoybNDYDuf8C0ID3M9562btRA1wn7WtPecLzxTgPpZ1zd/BTDAJQDOBZsGVIDB/L2fYLFhVmCqFV2qZXlb1L8jpPSi/v+l3yAazhIfRqMvDHigEnBXhShgRQn/EjmpdkQwAXRs5jjx0KW3ZCCCcnC3JsRcmpOk90COCquxrpb27eSCAl8LrURNWBpBuwHGsQSVSMYR8XTdKHSHxvT1IRbs+G6kOO47k34GT/TrsPNEuhWd2jek5RZwge2gA74u8CZvOK0VYdUC5B1aczL4OzswCOY5a5/Q/1LNVO7co97K3vnfCd8Y9uWtTIVwul0jKcPbH7pqe6NwX+iIeEyvvRuCExuJvktkIp9UkPkgtrNPfczC3rNtiFLkyFpgns4mKzrHH8lkJuGuWODugAe6J8y7UlWiAe+K9k3MB3Jnv0L9RHlMZzGnBsvyUuJieT8qf7a3tkUIq/RxzlwU5dhmYrUqq0IdcsywXt28ojILmBHXZkUQJFIK6qqVYjUIkYp5FWRN2QzEvnHGaI1wAACAASURBVJ9ll5xDHcBJEpVa0BXAvWEX0Pj2mTd/61exv6EP9798EiRFqfKZ6kkkJlGC5Wd3rZtwYDc15t+I6bKKvRn9PosEzPEyHUpexkLw36zKF79E+9pTx+NmmTEO6XIHpMOYRtCcORNzV+af9Lr0o0kmowxSJdhOkJq5kjrEm3ED81IW8q9fnh+VlKFPJNAea3N1nbil0I2N2WHAmgI4C4G8UbIviVw/fbMO1Z2D6BuZ3cVcbZC5ps0iEj8E+1UjmYzSNxzgygyee0MGfofLJySAxm4P6nvcCAY5Y220XMI/cZ4Y/TIH1H5088Sku8T7l6St6ELswFkB9/e///0oKCjAD3/4Q1mfCrjv2LEjCiCFw2Hcc889mD9/Pr7xjW9ciOf4i7+nBrgn3ivWAPfEeyczCbif6hiSII3O+D9fOilDRse2AdrCQ1jpO4Dtma4RFpoOTUmL8KRrESIj4Lv+xBPY7H4F6eZgFFQ2+/uQNNwuQ+L6dKnwmNJH2t4V7fUTmdfiSOaNwlSr6RwUkJ1gBoMfBleqNA2DmFvXzYXp9G5EGt+GI+JGtq4PqXAhBCO6Iylo02UjCD2OF96FoNEm7YMMnBgQLclPEYYE5WlovN6CHIeA8vvqFSCAxgBFbbfn33nOJQuyJBAK9rcgqeJhkREYa86Fl2LehuvQ2dMLr86C54+1xx3y+OFmYQ3w2Vg8IIOkut0VDSDJbCA4oQZuPJkBKgf2xRpBGLZjUmudGvGUJeCEe3WIXUufJzrYloA7A19Vk506fVcszpZ7k9FZ1T4o4AeLESqjhQH65YuVFv7HDjWD61ZNaSdVGBuq3X1RscZ2OI9fDxrgfh6bN0unaoD7LG3seVx2JgB3ypHtPNERtwqCwPwd2D3ol8STSTMT12SLUZJLgsIEEgicZ9sMeF/LfyF/8BiS4UVHwIpXA8uxI7IRCyKNyNb1Iz3SB0PIjySdD6X6dph1AaRgGNbIsADxMBgBk01ACHPQg5DeiCFLHpoyt4iv6XR5xSe8qLsEnaYCrI1UYnngqLR4U2JGKRTr0NrviTLkn029E/3eMBq7hzAvchpbdOWw6xU2YFfQhrcjy5ChG0SW0S0pNIsBB0MLYDCaZHibOieEUm7ritLwiS0lco/vn0HfnoADpWEyLBGYzBYcb1N8t2oquM6Wf/peGjvLmOwTJKBfliL1iBGIMVFCzmaSQvO2sqyzFnLJ4vvDvtOTfqsoAzBRwfo8vobaqee5Axrgfp4bOAuna4D7LGzqeV5yuoA7SUqM11Umtnp75gXvX10gw0FpnCf1yIHTUcBY+SwkxVrmfCTeqHkK/R/1vskepzF3+tbzlVHpE35GwJ6FYv7+vrQsWwq3ZFwzj6EtziOJJ17ahHIud20qAmpfA5rPTPDC5i9hX5MbP3lDkX4jKBwa6QzjPelHKDv6nZtXjCss8P4cqr2zctTnCygeUaRUKJ1JFntKkhksGtB4za0LsvDxLSXys4/97mCcX2McUt+jyK/Q3dFnMr/sHuQeGKSgvTTfKczyp99tUYaThiJSVOZ9mDlxoCrZ6gTcmcsx/37+WOu4nFt9hx/bXBInq8Zcmd1sHLbKmIEkK7477o0McPdTrk6RJs0c8aW8FolXZNPzfTmTjXIc/XxRejJWzk2VvPFYc78Uzv2heA13ns/YwW4x4R+uXSQDyTXTdmCyHTgr4H7NNdfgoosuigLpDz30EH7zm9/g6aefRnLyKMuCEjOHDx/Gn/70J223Z2EHNMB9Fjb1PC+pAe7nuYGzcPo5A+5tR4HhXiAURMRowbPdeaiP6RhXWdJZdissJgVYTY54cLn7OQENrpgDpFgAV9CEEy4zhiy5qMi5SY6rOXUS2z0vIDfYhgLjgDhwk7sdwyHAggB6dWnQGZUkm+BtZSgfLn0qXs/9GBp7PQI2lOmascZQg5xID4ZhQWWkCAewFNAb8cmt85DRcwimE4+hONIyblf9ESNakxegY91X0e8NCUOdARkTfjI2Ygf88OS1RekCRpPlqBpBajImYk0dVkpJGE9fJ+b0H0C6p14iEJ/RiWOmFTg4nCfBqT4cQGWnFw6rASWZdvR6/MJmfLumOwqEM0gjEEE5A1W3j/IFlJUhkEF2Ai9OSRneO9YoZXPJgkxps3zxeLuA5irznGx26g4HwmFhFxLQYODVNeiNAhwcxEojE4aBNtdCndxY21SSjo2lGSAr/+dnGFbEc/7vdYvHyQDMwtf9L/aSGuCeeK9WA9wT753MBOBOjfNY6Rgm3m9Wd0Y1xJk4s/DZ3OeRZJQ6rCy+kiloiIRwqfsFpIT6pPhKULiKBdNQBKdDaXgsvF0S8PRwL/5D/2MU6zuEuU6zwI8UnUf+5tGnwGQyip9AyA8vLGi1zoc7Yzn6hoPRgqvb4MRjhutgDHnxoeCTkjyz0MkiMf0D29yH/UE06fJxMusaKazmusqxJnhYiqeKjiz13JW2/h26LSLhxmvQR/DZaPQ59BWqEXj4wuVl0rU1dkaIegx9DmXK6Cszk3Ro6Fd8Vqw2uwq48xxqztIXUV6NCT0tFnCnf+J7WVecLpIDquWnJuHWtXPO+GWkj98xpojCE/KdSfjA2jnjZd8S76v9V7UiDXBPvNetAe6J906mC7irOuUTPQnzg3svKZXfuexa5e/hWCPhqLZzSLqLCbKrHbgEcdmR++lt84WowxzmxYp2OVY1zqGijAl95IJsu5CGyKA/crpfwF/ODSEAHWs3rMxHKWdT1b8JnN5z5s3f+hXsre/Dayc7Zd0sLMQamePM725dOzcub2P3b+sA/UoIb1R1icY5ddfVjmLmfAYDdcp1kgNxoLdep5f1sgDNvKYww4aP/Ca+IMA4pLqTevBKRzVBc66B/pf+nftHvzgvy46Kln4BxXlP+l0eqxqLEJxNwhla3CvmvzUdg0jztyAt1I1BvRPt5kIsyHaALPp7typztt6o6sTRZkUijkb/d7SpTwopJMrR93Pf2XFAqVI+z40rC6Rr+/WqTjT2uKXTjWthXkq/yzx9VWEaVs5JFQD/jwdOy7PEDk3lvVRN9yc/vWXCAeeJ969IW9GF2oGzAu633347CgsLcf/998san3/+efzP//xPVGJGXfjXv/51HDp0CC+88MKFepa/6PtqgHvivV4NcE+8dzJtwD0cBI4+BLhaow/D1sA2lx9VWddhwJof/ZwgBFsGmfAy6Nro3Y2lviPYYO+Ksgg6XT4MR4zoSSpBdfY16LAvkXZDU18NLva+Kc6fibyxeR8MuhAadHNh1YeRbAgLC705kIJAhKAA8M6cT0rb3sLBvVipr4mr9AvjEA48rbsCd1+yEMHBLmw5+n8EzGBAEGsMLDuT5gHXfleuRw09Jt4qIE1plMqRye0MUDLs5hFGYwDWkeLC4twUOJOVgW6qEaQmW46AjWoEZIKhEBj/kWFA9gAH2NiMOrS6fBL4eP0h0dyjVbcPyr2SLRz0YxYmCIMxBoTU6GPQRxCHgREZlvx7rjNJZF5U43DXOzcVCQuDLIV/fPKYgOaq8c9k/XFfOFiVIAeZFQTxqSOvsvpVpj8Da2rmqu2Tsc/8+cvmo384IC2V1PWbyPj9+I+bl2tDU8/j14MGuJ/H5s3SqRrgPksbex6XPV/AnQkyh76NtaeOtERb3gm2E3SPLYTyd3KWw4JlwweRP3RMklmC8AQi6ruGREqFn+0zrEWFbj6W+o/iC3gImTqX+B2WrFlsToZHZGkCMENnssAYCSqdXhEOE0+C314gAHmb14RWfT7CZhuecNyJAbbqexpxVXiX/D7n//n7nJ1M/TonXjBchvTUVER8blw7+Kiw4ykrY7MaBZyQYXY6HcI6Ax623IpAWJGBUy0vNUk6rmgEBvgzsujnpCZJ1xnBA/oq1Qhk0K/SVMCd+vE0xgprClMl0a9odY0Ujtl2b5W2djLcyXykz1P3msDAwLBfQAsWqFm0jjVKoHGA+pmMHV4EY6QzwWyQ+40Fec7jq6edOoM7oAHuM7iZM3QpDXCfoY2cwctMB3Dn7/wfvT7et8UuhzkMO1kn0mF/ZP/pKPGHEi0q0Uo9//2r5+DLV5bhF7vqxJ8QUO8Y8EqOw6Iz8wchV+l1WDsiCUa/qEpmqiQf5iVXLske/d3cVw+U/3HyXXPOAVbdKX6D8mE8nx1SfF6Cv7wvf98zj+JsE6vJKNI47QPDUpBWjZ1t7J4miYw+mSBzbeegPAdZ6Sq7ncdTdpR50j0Xs3M3D/c+cDAux2IccrJDGcBKI8DONVCGjn6NcQbzNvogdlhzvbJWsyHaSaZ2gm0qzZTOgwMNvchFD7aG9sA32CN+mz40xeFAY86VqA1m48aV+UIOO9TYG9cxwEHrhxoU2bdYUJ9EAA+Hsxr0uH3DXJGMYRcD18I107iPzD1p3Mvb1s1FdccQXjvZMU66RzqgRwoM7Hhgt7lm2g5MtgNnBdy/9KUvobu7W3TbadXV1fjMZz6DW265BZ/61Kfks87OTnz84x9HdnY2fvWrX2m7PQs7oAHus7Cp53lJDXA/zw2chdOnDbhXPg10VsathJp9MnBUZ8ThgrsQ0o8m1qyEU3Mu32nFxafux/xIowC9DBYIFNCB0ygnczz7JgHdCeoebx0Qndr5gRoszU3CQM1eGAJDCEEvjp6BmS8QluCE1qNLh3njx1F98hgWdz4v1xbewYh8HMEMWq2hBMWbb4ex6W2kNr6MMt1pGcKqGpP9YX0SavUluPXLP8SxNk+cVIx6HFvx2PLIgIkFAYvJIAEagxUOzaGG31jjgBgCLA/ubRRAu67LHdWLbxvRndfrdZBg1RBBjzso1yeLICclSQIynkegm4A6AzLem2ADtfwYALLNksERAy2CPjyODAsGfzRK3ZANQWCC9tapbtFcpE5g7CBWgjFkaJBBHztwlWA8dduHfCFhcPKeZKPwnhPZJy8plXW/XNEuw++4/lhjFwDbCsm41+zcd0AD3M9972brTA1wn62dPffrzgbgTt/CganukaRzIsCdBVOC3Ff1PIhISEniCbjzMybT9IP0Wb36TLxkuQofdf8ay1GNdAzCqVdmbFgifhh1SmJL3+a3pAtz3RTxIQI9hvXJ0KUVC4DBbnnO1ThlnI/fJn9Mfl/Tl2TpB7FY1wBnqBe9Pj3qvQ5UmZdAp9dLYXyRvwLFrgPR4WcEuAl60Lcp9wV2WbaiOpQX5y8ImrOgoHRC8Xd8BEvyndL1pA45Lc20I5ttbYB0VqnGAdx2YwTvto4yHtUOMYIDbOenZTssUgBWzyXbkD6QwALBe2rc0v8StCDYz/fC+9GfEgz56GZK3Gj2l7ADGuCeeG9RA9wT751MB3CntvmDI9Ja5pAHme5q6MIhDFnzokSqDcXpItH1wwmA+d++Uy9FWtpYJjY/4zDt739ozYRgPdnZai5HL7OpVJnBQePvcRZDb1pVIKx5kntU+bLoQZXPAJ0nxr8AvRFYcw9gyxJg/Gdv1kVzLvVg5jpkeMcO264U/Xi/+C/6c1UylMfyOll2i/h7ksOYY3JdPC52PhVzVOqUs0OKEqvsBlaNcUhlx9CITIyizc5n4rVJ6KLRHzNGoO/lfbkGzkUR/x6OyP0pWcdCd06KBZ1dXdg+8CQioYAUylU5V/p9+siD6Tdg/vyFojfPmIO5KLsJaCxGkOGuGolao/uvzDb7p+sWS8GCDHfmezmRbuSF2yV3L/fPwUBE6ei+YWWBSO3sqe2JFhTGvhjOLPu7qxaK5I5m2g5MtgNnBdwJtFO3/ec//zlKSkrkl8UnP/lJNDY2Yu3atQKy79mzB/39/bj77rtx1113abs9CzugAe6zsKnneUkNcD/PDZyF06cFuIdDwK7vxq2Cjp+VddWaUjegNWVV9O9ki5H9tjjXgVW774Ux5IFrOBitfBPkZWBCZni1ZQVezv6YsAMYfBw+3SdMCCbaEVcrLve8KEENh67QGHCoVf4T6VdhbtlK6Gpfg75Fad+TCemkZo+05CutbTocX3Afcrr3IbvvMJIMYeSiV8B9gvlenRU9OgX8vf7ef4femoKH9o/Xd+UQnbruIbl/QWqyBFrUr+ffCSxQyy7WyO6756JiYS782/Mn4uRnuE4GbqKFpwNsZoPo7PZ6lCCLBQoy7NNsCpO+td+LIZ8yOJWBHwMqMgZZiIjVjVeDtm/dtCyqZ09AP9YeP9SM5n4loCPoQ+Ce91ev09LvxepCRZdvSZ4DF8/LjDLZ99T1CJhyJmMLI4Mr2u/eacArlcrQV66Ce3LzmjnCutDs/HZAA9zPb/9m42wNcJ+NXT2/a54v4M67j5eUiQgIzEJoifcEcsKdSNH70Bpyok43B13GPBk8xt93V3X9BoZwAIW6dqTBJWw+AamRhmZdrkjDPJF8G77h+mcUol302pW5GBHYRRxNKVj6YUSDcR5SIy5kRnqV4xCBMSVb2SCDGV6jE52GbDxZ+m/CQGPCz2tFO7WG/eDvd6Vl3ySF4sW+o1gwfFRkZpiwl2TZRTamtsst7fQEtQ8a1uBIZEFUv5fFXTIDKWdGcEAdSMfB4bwmwZK6kWHiLN6SKa/GDCrI4fV6oTLcuXy2v6t6wfRN9I+MA1jcpc9JMimyOGpXFZN7ShnQfxEMUDvCeC225bOw8cUrtMGn5/evJ3HO1gD3xHkX6ko0wD3x3sl0AHcWKin9WNS3F7mD5XEP4zZnojrzKqxeUAgyzf/nlVPjZLZ+83Z9tFA7EcN9y4IsfOf9y/HHg03SWRtrKgjMz2KBb/UY/g5/34q8M29wyyFleGpAKVAjswwo2QYkj4L3vM8TR1oUhvsIu5ya8uqMEPoT5mGURKUxDyV5qsftj+Zs9Jdz023iF1+p7IiOBCXpamwh4NPbFuBDG+aC7Hhq49MP0t8rGu4e6RTjOlhA56hUdfYYcz41vyOxib6VvpdMehKYPL4Q3P4AhnmBSAQFackoG9yHvMFjQrZiPs1nUYF5Pos+cwEG5v+NdJyxuEJTZ40dbxkQ1jtzSW4LCyZMFZlr8zr0pw9/YqMUZB7afRJXhHYhO9Id9z6OhYrwWmQdrl6aJ8QqAvOTGeOQb964VNHg10zbgUl24KyAe0tLC5577jls2rQJK1cqU4Bra2vxT//0T+jtHQUnli9fjm9/+9uwWpU2TM1mdgc0wH1m93MmrqYB7jOxizN7jWkB7p4e4MAv4hZAADgWdG1xrkGzc50cc7LdJTqv+alWFKbbcNOxT8Mz7JXgQQXN1RY6Jul1SSvwp5R75FwO7aH0CY8lw5v/H2yqwPbgrmgrG0EEnrffsAZ5Sy8RJr2j9jn42iqiQDyBYtUIXrMlr3LBfUjt3I/07v0SNE7Gzr79y99HcpIVzxxtjQ5J5bUI9B9rGZDgkkEWmeQ0BinUpOUzLS9wRtfJAPKmVfnR4W6fe/hIlOlN5gEH3xFQYHDENRKYoRagy6uwEmkq24F/JouEhQoO50uzWUSGJneEycdAh/enLA1BBjLeySxhkEwWxljA/YVjbRIYUZd+rBGEWZqfgi9cPjFQwff7ckX88MDYa/B+n9k+Xz5i8WTXqW55RgJTfC8sFnA9DKQZUGt27jugAe7nvnezdaYGuM/Wzp77dScE3IMKIxvGs8Ti7ISKhFHZ4Rmn932wvgtL2p9BaqhbAcgjEYRY8NXpUG5ZC0/OWvl9t6z+11jiexfGSECO4+8/NeF2w4I3zVtRkXENPtv+NZSEG2CJ+GDSsYsrIpIyBkTA9DwYMaDKMA/OyCDyI9R5D8NoNEJvjx2OrQOKNwM3/USKqf/8zPE4GRgWPinzRT9KjVaCCEWBOqzzvi2gAMmKHPJKD8q2cvom+p4njdegFykYGFZkcHhucaZdfLHKhKe27EWlGeKHaARYKD1H5jrjAcYM9JvUa6cvIODeNhhEh7DjFX9HsD7WLl+kFBPquz1S7I41dmmRVUfjvbmmWNs8PxOfHfFF5/7t0c5MlB3QAPdEeROj69AA98R7J9MB3Ln6HS89hZS2tyd8EI8pDUtv+DJynFbsrOzEidZRDXCewOGeKpAbm+OpF7tzYxH+9tJ5IttFDfhYYx7EgjDzSXYx8fc38ylVB55dsCy4nq/RDz1yoAkNPUPo9wSFuESAXZUPoy8aO6OLLHcOEiVYrxo7c5kfPV/eGpWKIdjOfFA1guNkhat+i8/3ZnWX5ECe4WEcaXWLjj19qgxhpTxLKCI5KTuXOf+KPlAtTnNOF8lojCPoS+m/1ZksJEhd2vNHwD8oflq6upKM4sepsc7zmIc2r/xClOHOdXKPKbXGTnQSqCgFx/WphQPGJzxvY0kG/vMDK0CCVsOOHyMzMtqhFvtOylGGq2/6sDznHw80nfF1/f1VC6P54fm+V+38v8wdOCvgPtljM6CkZjuZ7QUFBQLGK8wVzWZjBzTAfTZ29fyuqQHu57d/s3H2tAB3vxvY84NxyyDbm+wyWotzLZr5/75hkRyhsW2N1fr15V9HqrdFEnlW62n8szegtMnvT96GN1JujJNIYUu76vxFT87twjJdHewWto6HUYUiLC4plHZ2WkrLW7C0H1SABZ1OGTAaiQgYwOswGWfQERjqgf3dXwmrgIcw8Ig1e1Yhbrv3a/IRA5gXj7cJM4CmPpuqKTt2Qwgok+VOHVmyEajbrgL/lMv5yZu1IlPD49TrE2jgjnCNZO9xfygDwOCHz52TmiSyPDTKuhDIYdCnttgrg/DswtRQje2JZFRQZ55roMVJykQi2HmyE7/eXT/pV+tsQMUjB05HZYHGXoQDkqiBy0DxF7vqwe8JpWtU4/OumJOKxXkpuG/bvDjN/dn4rv8lX1MD3BPv7WqAe+K9kzjAvaMCqNkBCOBOvRQ9UHIpMHdj/ML7G4FTOwHPCKNLb0C5YSleH44pRFa/BEtXOTjCQ43rWSxlIp2Pbthyy8RnRTpPImW4CR5Y5Pc9U4CRLnz5/bc342Y05FyJGxu/g+VDu6HH6GwNE0IwQfGVHlhRqy9GVqRHmPIE8A1GC4z2UTYfktIA6tfe9gfsre/Fvvpe1HW7Zag4jWsjAGG3mgR0Z1Gbhd5bA8/CGnZLl1WOU2kTV2RbPOg3ZOI123XyGQu9fAaCA7wWk3sCLiwYk6HO3+uxxmP4+cIcO/Y3cECbAuJzIPiQZxhZKTZZH6/LAqzq03mNq5bkRK/HLrGH9zeKZI5qbImv7x4ax25Xf759YXZ0YFzifSu1FU13BzTAfbo7NvvHa4D77O/xdO8wLcA9EoFrx7/jREu/4pjGmEh6bf4AkLdKpE/+dLA5TiKSLGn+XwDbkVlW6iUW5qSIfMhF8zLko52VHVGpMPUYFn8pH6aSsfg5SVSf3FISJ2s53T1Qj6f/+fXbDVHpN37OHFUlG9FvUd6M80H4f9WYg6Ylm+IkYQiEc20s9FLOzB8MIWmEhc7zCHgvyk3BXRcViea9avSjFa0D6Ol34ZEjygBX+kGZmRIBAiPDR5mTXlqWjXnZdsnhyJAneU0lefHP5MTTZ5N9zrzvkq6HYY0MC0Odx6XbzcKEZ+6pvo+WlV+UzjRK6NBf93v8AuAPB0No7vXIGgjik5jGCgC/BuycXlHgxP0fWImu+nLsePQnIv8jBfgRqVbeQ+3G7lv3Reyp74+TjZvonX3x8gX4whVl5/o6tfP+CnbgnAH3v4K9SahH1AD3hHodshgNcE+8dzItwJ3L3/sTwBfPbBj0BmS4Ga0y5wa4LHnY39ArlXtqwZEhQEs+/iAWDu5DcoiD4BT2Hx08nXaLvgB7k7ehMWWdBDtMutkW57CYREpFNQYAy/Od2FqWBSbv79T1RFkVEugMNiKz7km5JoffhELUeQ8Le4AgtidtMfoKr5bLeRv2IaX5DflzbCugzmjBNXd9BXn58QNdyIQgE53MbgZpsez5sW92siFtDJS+t6NKgGe22hOM5h70u/3CdmSYS+YEiRJuf1hp0dTppGWfIMSoRq4ybI6gu6ppS6CH8i9k7DPoZVskj2cAtW5kCJE+EsZizwFsdzSDNQYO9numIx2HjGvg18UzSPheuRay47mMRXkObJ6XGcce5PXJkqeefaxtW5iNlXOc8hEZGmxBPd2rDMUba8sKUvH3V5ZJcKnZue2ABrif277N5lka4D6bu3tu144C7u46oOrFiS8yZx0w7wrlZ30NQPkjEx7nTytDRep2+R3b9OQ3ZPi1WnjmCfxdPi9UC4duGEHHHIScRUhq3YuUYA+CET36daODPcNhoFeXivb09XAtvQsbK76JBX27YAZBZUUX1yhK7QS5I3AjGU3GQmSGe5ASGYJfbwWnlmRk5Sh3ttilgMBh3McufxBVHUMCrivk+4gUYQlssCNrb22PACj0p/TJ/r4mvA+7sCDDHC2M8/4evQO7bVegIC9PWuDnZ9vg9gZR3Tkk1yQQzk4mghNkrk9EKGIBd11RmviLn79VJ0PJaXwvZOgTOKCfYYcY/S19/8Icxzh2I9fLjinGHbw3GfP8TGVExr4wsiVZ+J2sU+vcvknaWRdyBzTA/ULu/sT31gD3xHsn0wLch/uB/T+V3Ou0MKiV4i5/p1LKS2QmizYDxZfI58wxdlHT+2Sn+D0WXgke06eQMU3SU7bDKqQg/v+ei4viuok5w+p09wAGhwZhTbLjYNOgEJTYvcs18M/sguL979xUFO0knmyXCUpTWoz3px/j7/yLStMlB6WVNw+MkzmhtAyZ6+rQbUp30tu2u4blecjUZ+GY62AxgKxyGmdOUfZlf32PAPjcKwLTzJNImGLHl8ynWj83Tt5MXfvAwAA+9WjlCNiv+Hcan5t5M3PLNUXp4gdZFNhxomOEqa6T/fAwN0RE9rMs1yGynfP630Gp/6RcRyFgOdDjVjqeab3mfAwvvk3+TH/JOWlcsCPJJNcmGcxkNGBuepIacgigz2txD75+/RLoTu/G0V3PifwMiwejK+egpfzmbwAAIABJREFUWB3mZTvQMPcWvNJiODvgfkWZ5pMT71dGQq1IA9wT6nVMvhgNcE+8F6UB7on3TqYCuBMQVjTvIsgNt8Ny4tFxD0Jw9qA7B+XO7dEBMxzwUpxhix579Ni7WD/wsjDynDoPrPowhkIG9MGJHqTg1ZSbYbfZJVhjMKHoyOmkvTzWGMT97+2KTjyBgx0n2uMkX/I6dyGp64gyKI4T3xnA6HQwp2Shu+x2RAyjwHKgsxr6pn3IDHVCbzTCWbwGG7bdgJys2Nb8+MdlgPXLM7DCefQntpREJWViz+Ze3vWrfcJuHx0SBGGKhELUnFcH6CiD7xgsMZCjjiBBDE6T52cMuvgZgxyyShio0dRW/FhNRDIgSjNtAtQsbX8aNn8nVI1cBpFkPDQNm/Gc+RoEoASn/IzBFgM6Au6qsTBxx4bCaBCrfs7gmuAJWR7zs+1xwAeDxX97ruKMX/7v3bpKhjFpdm47oAHu57Zvs3mWBrjP5u6e27UFcHcPwfHuz6JAtgzNZqasH20Hx8b7AKtztMDMYyipFgoomrCq/MzKOxC05+Op739BFqQCz/xvQbgd2VAGh/mSshBOXwBL8ztKMTgyLKB5EAYMIQndESf64YDFmoyh9Z/H0iPfxFz/KaQEemDV+aGnlAw7wyIBuHVJUhwtt12EvEAL5gYb5N6DeidKCxTZFR5Ln9JjyMHOsm+gSTrOhqV1nsA4mW3UeqXfJtjPlnl2odG3ka2XYQVW604hTe+WoWhJzmx0p66UP79/dUGc3AvBlpNtg/JclFqj75jICPZ/aus8ASpYuOZsFIIu9IMq4E5WO/3AhzcUTqsD+Mdv1Mhz0a92unzyPDazUYamEihisf3T2xR5M83+/HdAA9wT7x1qgHvivZNpAe7eAWDfT878EDGAuwDYJzuVyvKI8fcv5U5GiM/yKX+nf+HyMiENRc3TC1Q9D7ha5CMC/NVeJ+oytmHYqBB1Yo2AL7ucJjPmgM8ebUX3kDKQnEaW+cJcO/526zyR1iQxiV1escaiwSsn2jE4kj+R7U1ZGIL2zGmY7+SkKPkn5dGGvAEB0FUJTHZ0MdfikG76GPpA3pfGQvE1y3InXHJPXz8++9hJKda39Q9LoYLnyoyVkXsxdyZRaueJdpnRRf+mdoYz71W6s3WyPsq0GXz92D7whHK+xYTCjGTx76o/rsu/CZasEvH97DDgLDWC5kTXWawnq57Py71SZ3jx7yyWsOBw36XzYG55BxVvP4/TfR70DvlFDpXGtTFPzbSbcbr4NrzSrNcA90m/rdoPproDUwbcGUDW1dWhp6cHBLUms61bt0713tpx09gBDXCfxma9R4dqgPt7tNHTuM3ZAHcGKNRi6xr0ShJPZ3xJlgcfcFZCH9Nij8LNQNHFIxIoYfz0rbpxq3hwbyPygk24PLIXRihD2Qgq94TteAUbAXuOAMbV7UryTg08m8UAgsOxxkT6l/coOvGqEdRggESnz/tUHN2PQk8FUoOdcIfNqNaVoM6+GpcuypeEf6x9ets8GPX6iTop5dCGHk5d7xZWOo0BGY8fqxXLn62ck4ptCycG7BkA3feHw1JUiDWuncEXLdeZBErQGgwGYRISAOEAOgauDBoZBBF857PSyJon655awATsqZdf3eGSYTfcY1VPPt91FHP798k5Kuu9pnMwGqS225ei2rEJA95gdMgdj40F3Pl3gvc3TGPQ6QN7GvHzXbVn/Fb+47VLcN3yiYPTaXyd/2oP1QD3xHv1GuCeeO+Ecbmv6Qhsp18F3N1Ab40CotN0BiC9BHDkKSy+vFWKhJqrFeilP4vhc1GuJWsxULIV4aItePK/PxvH9uLlFvuOSZGT5swtQVbhIpTv3QlDWPEhnUhDI/IlQWbhVDTQzcVwrrsNZce+h8LhCuVnIa9IyXjDBtGFT8cAXHonKmybkB1sR0GwCYZIAB69HUvylW4yAh9DOgc6bItwoPDjcu1d1V3CeOMAVxZTCZQTMOC9F+amSCea2mJPsJ4gQEFqUhT4FkmBLDsumZ85aYs/ZQEeO9wcZdXFfgM4HJuSZjSy29VuAPpu97AXKclJ0RkjlIBZMdIhNZVvEYGf8pb4zrvY89gSv31EA34q19OOSewd0AD3xHs/GuCeeO9kWoA7l7/ru0B4VMZs3BMteh+QswynOobwwvG2uB+T/S2SMHodijNtAsKyY4k5HHXA776oSJHu5FBTzgILjMq2qLKkQb0V5Xm3ImCIz/l4o8k6lDi741+fPSH535BfmSvCvIl5HnMgaqh/4pJSAdvVbmB14fRx/Iz+jkbwmqA2PyfIzWtQPkbt1iKJ7LKF2dJ5xaICWfjMAd+o6orrbqOf489ZfKDx+S+elxGVResfGMB9j1aic9A7AnorxXreR2WOk6FPKdDfv9Mgfp/3UruqldlnYSGTMR9Uu8hNg024IvwOMq0hpNsUYln7YABHHNuQXrhU/s7OZ3Yd8z4kVLEQzviAxQfenzk+i+rMHXk/lXB3w4o8eNurYTzxuMQPNPpudqIxrxWLAM0rPod9lJSpn1jnXd37L11Rhs9PMh8s8f4laSu6EDswJcD96aefxu9//3u4XIrMwpls586dZztE+/k57IAGuJ/Dps3yKRrgPssbfA6XHwe4M0oY7pWg6+024Cdv1UcHkMZenkHMRzfkIBz0wZScqujfxhgnslPbLtb+sK9RgiIOeFtoaEUq3DgdSkdjOFMOY3DE4IXtfWyrY+BDNgGHf8ZaSaYd337/suhHBMHJmKPj7x5UhuIQqWCLnDL8LSLBBSVq2BrJATCxxiDqg+vi5WNif36yfRAvV8QP+eHPqYPHwIxsAxo1AK9emivBymRGQOIzDx0W4INsQgaljMxEvy8UluE21N5LsxpgMZsE8Fg5N1XYEgyKKN/CgGisVbQMoLJdAdm5X4ouYQRri9KjIMfy9ieQ7O8WlobbH0KOwwpfKCyAPqVjwjAIOMPigjr8jowF6hqOtbO155NV8drJDmFWMginxi73fyJj0Pflqxbi+uV55/AN1k7hDmiAe+J9DzTAPfHeCQF3f907SD71FNBdNfECnXOB1XcqgPrr3wK6qyc+zuIANn5aQPcX//hjuFviu3iW+Mol6Q6FQzDa0oUx39XdBXtkSNhkHiSjTjcXQR3FYhSaYF3e9fjWx25C1Wu/R9Phl1Hor4M54oVeR8kWYChsRBNy4TNn4ETKxTCH/VjiPyqwfoFxEPkpJrgDEQxFrPCa02WAOQeZU26F7fbUb2cSzcI2fTFBEvrZ+VkOLC1wClDPdnO1+4rdZLEFajLfvnrNImHKT2b0ubwGO574ZzIbWYRWNdnp5378RnwBljOuLBZLFNjgIDfKsk3V6M8e2NMQLVrHnkdA4q6LimEbAQmmek3tuMTdAQ1wT7x3owHuifdOpg24tx4BTr088YM4coE1H5Gf/Wp3fbSrVj2Y8l4q8KrKXcZeiFrmQt7hPJTWQ3H3ONjQK/kNrcOxDA1pF08553i2vA2/3l0Xpyevnky2OaVdfv2R9egZ8ktXVaypBWb6KeZjlJEhAN3n9gujnb6SuREZ3mSRk2TFosGnLi0dN3OKBWSC1vSp1LenXCjvyetR3pS5VGmWTWR2hoaG8LN3mtE2oMxTGWsE3z+wtlA077/wyOFxM8a4VdxrZQ6MDlcuyRlhu1vRM+jFJlsbfEN9SLI5kLVgPfq8YTCPpbE4XdXhgimGYMZ8m+A9jc/HPJb/Zc7G2WUkd6kF+fktTyFf140shxIDqHEE/1xpWQl9ySVgPsohrGeyL11Zhs9fFjMHJ/H++WgrusA7cFbAnQD6/fffL8vMzs5GYWEhbLaYVpoxD/C1rymD+TSb2R3QAPeZ3c+ZuJoGuM/ELs7sNeIA95ZDQM2rbEiXajtb9I4bFuOYZU3cTbN8p7F08G0szDAIwEunn7toEzJW34gT7cqUdIK4TLqp1do15JPPWFlXfLqiPUcjWM1Ai/9jMEP9O4LQTMrZ8s4ghwGKagTPOWiTADSDIAIJBNtV4yT44y3KfcgIUI2MAAZDNqsRt64dBddZxf/gujkT6uzxXAL1HHI61tiWxwCGAdn8LLsEPZwKz+vdtKoAxRnJE74oBXA/gj63TwIzstJpPJ8BDoMzMhtK0swCQLCV8orFOVFmw6MHGaTFFzLItq9qH5TnkyE6DqswFUfk37GswCkMi3XN/5+97wCPq76yP9OLeq9Wde8VG3d6CR0SSEhCCUsgyaZs8qXuJtuS/LO7bHolgewGCCQQOgZTjQHbGHdbtmXLsnqXRhqV6fP/zn36jZ5Gki1j2dbCu/n4Imte/b3Ru/eee+65f0RXtxe+UDgGzPPc7F7gtixubCu6WwIsMh8JVHDf+IGy3IeB0lgzv7n/D184GGN8UN+wrqNPCh98ZmThK+Mzzkyw42cfX3xCEGdiv/UfvKMZgPvke6YG4D75ngkBd19nAxI3fB4IDQBso1dDUy02wJkKmM3AvFuAzKnAq/+qMd85t0Qx8ig9Q7kZeyKw7O+A2dehsaUVWx+/DxH/kC+a6dsLa7gPSeYQogkaeMz3f2KoS7TZwyYrek2UlbGiG0l41X0l7LMux3eunIVNW7Yg+s7PMMVfheSIR5jyBOU7Iwk4Gs3HU47r0ZuhFZ0zA3VY7n1NtFfZDs9iJ4vN4bQyNBVdLduQBdjAuSOhAeT1HUBBggneYBStoUQ0OKdJS31mggPBSERa5Pnu5/uaA1UJyFPLVoap2Sz4za1LRgzF0z/pNq9fku3qdo3dl5Fgx8ryTAEbaPTvlIDRWzzgTo3cNdPGD7jzWGQpbjzQIvGGMkoEXDonZ0TRnp9TzoYMQ/rGmblJEm8Y9n9jBQzAffI9JwNwn3zPJB5w18t/sUt2tA5d1G0Djr0+/GZYhJ5zA2BziV/4+WvD39/cWM8eV91Q+oOQ9c0uJ7z130B4SPqF21S19sbe22GzHe8VasC+MpKIbl1eNOoC/8+W4/j95pEd1WpjAuZP3LtSdM5frmiRAaTK9ENT2eXF+SP0CfQNzM8ImDOP5L70D9NzqM3uFoBbscrjL+qhrbXYVk3/1yu+jrk056Xwf8zP6Nss0RC21PTIoFIWtOPngbGr++8vnIo107Jw1c83jyrTxtxxIBgR36Y6jgmMXzYnB1PSRuafSu7un57ejxfjuhM0vxzRCGAmk8xZ4fZNPT6kuewC/NP3c72aOr1Y1vcG8sJNQmyj1GwkGkG1ez4qnIslf61s8eKto23DpIX068QMkIX7z64rn3x/NMYVTZoVOCngfs8996Cqqgr33nsvrr/++lPSIZw0d/kBuBADcJ98D9EA3CffM4kB7p6DwLHXYhfIpJ3acbQaaznec2mMA4LtC7tfkZ8J7GYmaexzVrnbrLloL79R/k2gmkNZmPiTBU64oLq9X8B5JvNKi47yJQSKtaDEDKfVLE5a012HDHShlh1lZHgcttYx0OEgHJ6TwRNBXALTtE2Vbahq1Sr5ogFvpjYdwWyTNjw1GsWtK0rkOooz3MKii2fQ83p213XBF4qCkitsn1TsPB6Xx9h+vCs2oZ3JOifWKxuLAcHPqbX+pUd3i+TLaMaghvIqpcnAlJyMESAAA54ndjZIIEiQhEESNQB5Q1wjtiAyeFMgvEjzWCwgi39G+0ak9FULUM575rmUcS0D1iRUlX8atR39CITDKM5IGBVs5z5jMdwZsH3+kR3SpaA3YTsGw8LgV2tJAIfPkaA+QSbD3v8KGID7+1+7M7WnAbifqZV9/8cd8AcRqN+DlHe+r8nJxFugD7C5hbWOxGzg0HOa9Iw9YVgXFxlhfaYEvDzl71GXulxA28KECPoPvwpHRwWikQgy+qqQF22B2ZkcK04GAgEk+prgivaLLEyQo1BNFngtaahKWIzsy76GVTPy8fCLb2JF5Y+Q3HNE848Ct2u+rMOSiZ867kE0e44k8mSlL8mxojR0FAG/D50DYdSF0tBoLRTpMXZEiQZsezVWDbwqHWYFqW4pVjd6+lEbTMWL1guRlZIo/om+o7s/KH6EXVvKCDysnZ6Naxfkyzt7NGNn1RM760f9bN30LPFPNDLc6buUxQPuYw0dH8+TZ3Gd8QvjAtX6rt+vpccvcgj0ecq4rlfMzZX5I4ZN/hUwAPfJ94wMwH3yPRM94P7aoVaZsaE3FkHZWcr33zAjIN5SoRWZM6cBgwVjbjMewJ2dUEo+TB2X3cU3sPt3049i8mzME0m6CobDQvTRzIRtRX837HI+Mo/v5pGdttyIhKhHttWcYPFNeOUf1sa01SmnwuIASVkkFtV2DghBijIxNPrKA43d4lfpe8l0V+tDoti8whTcsqwYK8pGzpxijvrtJ/dL/qj3b8w9+Rklds4vz0Smy4zdjb0ivSZFX2qIRiH5HnOzufnJ0p180axs3L/5mNwfiWkiOzooPUOgPskSxKeKu1Ce6UZWkgul81dLUeRE9o9P7cezezTtfL0FCJxzUUzaUFgy6HlOXjMHs7J4TcIA5X+Yh7rD3ZjraEUwasGeYAFMNhcSHRZkJTrR2efXPc+RV8Ov289vWYyPzDe6miffW2PyXNFJAfcrr7wShYWF+N3vfjd5rvpDeCUG4D75HroBuE++ZyKAe58XSbt/J0l9cw815aLiMCmZotrJNyZcB685CevaH4E9oum5k9Gd6rJL4s5ggtZReh18ySU40uJFZUuvOG2b1YQQ2+H9mk45gxYGGARceT6NiW0SwNhhNUnQwaCOEjHpbhuuW1Qojp5VczIMlDadXvqEmoG5yU68c7RdrpuAPYFxgvsqiHPZzcKi3/yNC2NzfrgNWyEJNGjXYMHW6k5pL6QpBgRZErPykiTwUgwI9TQJTMe32I/FgOC93vbguxLMseVQb4pBSP3aKckWFGalYnZ+ijAE9faHt47h9cNtMakfXiNBfoIgBNF5TwS2yfg71NQTkxBwdldhjX+TAN6qHVB/3Mastbjhqqvl2kSWZww7kUb9i/ubQcZJvFGioE6A/IjoBStGB/Xgv33lrFEHzE6+v5bJe0UG4D75no0BuE+eZ8LC7JuVbRgIhJDdtRvrm+5HRrQdTlN4iG1HLXcORyW4XrIaSMwFDj4D+DzaUFVKyAwCDn3+MHpt6dheeCeqM4bmMBGgJnTR0RdAYeX/YmFgJ1wYaht3BTrh8rchEDWj05wBnyVJwHi+vx0OJ4LLPofWnDXo2/oACuuegSUSgD3ihwkhRGFBwGRH2OJEW/pSJFz2XVR39Ak7kF1eZOTRWOyk3+UQ1GSnNnC7ubMbi+r/BHNU83OUKqOPpZ8mqFBtLsaRjItkP3ZQucK9WGA+hmJbFyIww2PNQkPSfKSlpuDuNWUyF2Q0e/Cd48OA7Pht7lxVKqxKDv+m7i0Lx/3BEPz+IOx2K8jsY1v/7StLRrD+JuLbRIDjj+8cFz80ml23sEAK8YZN7hUwAPfJ93wMwH3yPRMFuO9o8oFDTkczvu/43jsVe/Dt4zF/o/Zjd7HKAwmu08foLSYTtvcv6GuuFJ+l5nhwOwLUomiaVIxDWVfEdmV31LKStDEv709ba/C7N6sEHCaAz/+nD2ae6bCZhaH+7BfWjJjdRR/AfO7P79ZKfqmMsmsb9jeJX2Ququ+U5jbMie/76EJhcivimNqXAP7H79+GgeDw3C5W3DWZRFanLM2O3Y1Dc7xIPCK7nkVidpPRVJcXc9MvPLJTigAExRVtfKa1Ebel7MLCKWniy5nbsrOgPu9S7PTlCRErI9GOmbnJmFuQLNKelF6jPOrzextjz4rn4r0qSR/GDR9bOkUKD0oWlvnaspJ02eax7bVCnqIxL2b84g9G5PvA++BAWUqSMj8fy7ju371qNm5bWXIqXztj2w/ZCpwUcL/uuuswa9Ys/PCHP/yQLc3kul0DcJ9cz4NXYwDuZ/6ZsJ2byWxVW5+AzXR+55Wm64Dn4ddAwD1QtxP2468KW5wJqXLAh5t7JDlnwHHYtQjHrOVY2/6otJ1Ju7nDKgwyL5lig9v1552PntwV4NR4AsF0xASS6bCFYQ5gKupRbPPAZQ6hzW/FsWgBemxay9oQQK5dJx06HfPbR9vlWvStdxWN3aBcCY2ABQO6nTVd0s6nLP5403OS8Zd7zpeAjBPtWelXx+A+u2q7BPwlM5DW2uPHsXaNeUGmIH+vD0T4eyXZol9Z6sSPxoAg8+7HL1ficIs3NnBGDc0jyM97JECS6TLFNG2vmp8nz5FGLfS3jrbLzxyWyoCVgSsZIgQvKAvDe+ZaUyqGARADTxYkCK6cF92L2aEK6U7Qa/N2uYpRmXVZjLnO4Pz1w60jvrAERG5aog3UGc2o3T8Ww5Hbkz150cwcATWoI3wqOr1n/q/n/+4ZDMB98j07A3CfHM+EQAA7n2iRSASZnn24oOFXcIZ6kBzphiiPSVvVAGBzagz3gqVAehmw768aG4+yM5xTYraiJ2SF15KKqMmM/bnX43DW5XLs/Q3dUrhVHVgFe34iUjCllnZkRrtgRhjpA8cRiZrgi1oRMtsRcg0N12ahtD1xBt4s+yrW7PsOzN56SfhHe9empaYi795nsbGiBY++WzsMuOC1EDSnL6dfJPgx3b8fU3vfE9+QnugQ301wnf6o308w34SNmbfJwOxwx3Fcb9kM1qq5nZIAC5oc2OS6GD/41MWjzhHhsQhmn8iUji/v9QcvHMT+Rq3Ti1I/VqsWT/z9BVPFB54Je6eqQwbGjWXU2b11efGZOLVxzAlcAQNwn8DFnKBDGYD7BC3kBB6GgHunx4tHdmv+byy7ZdkUkJU+XjvW3ieSo3pTpCj6GJJy9NKRzGtuX1ksbOnepkpUvPT7WIew/hh0w5aFNyOUUipzTlSHVvx1sahMAJq56L4GDx59tw7dA8NlargPc89V07Lw45sXwjJGztLVH8RTuxtiheLj7X2S+/D8zH3VwFQej0UBEtLYrcWciv511dQM6cKmrCfX4F+fOzCiWKzvplpYlIbZ2S7UegLo7NeK5CRskbilN8rEkJBEWVYSoMiar+vUZnPlRdtwvfkN0WHPSXHGOpF5fl7zsYJr4XXmy+GY31a39Up+TVCcYHlNp9Ztrrq+CaQzziARbnp2IhYXp8scMObwylj0oNzcjppOIcMRpGfxnOvD+2Oswp+nZiWINj3zZN2Y+WH3xmfx5Uum4wsXTB3vV87Y7kO4AicF3KnJTkmZRx55xJCTOYdfEANwP4eLP8apDcD9zD4TaqY+ExcE8YxMYm9aXDhqkiyAe/UWHN+xYYQMCAMPsrAZONUmLUaNpQTL2x+PTTMn85oxjAom6GyjRSvRk7sSD209HhuqQ5CcgQ8d9OWRN1FkapZqPNvhyUigbcZiHLVNlyCHgYDGLLDKwND7ProAv36jagQrjQAymYTKyBxgy+T26o7BQILDaoZ0WRkcsdr/0F3LJdj7n3dqhrE09OA6gWWCwgQGdtR6YlrrrPJTv121P3JtGVzGG9s0R2tPZ6D4wNvVMpSHQatqO2RHASUD2NZIZkiGywSX0xnzIXesLBHw/DdvHouxC9Q5ec8sjtAIkFDehux2sk2or8fAkMwHDjBlQFtsbkG5qQnTUsLwWxLQ4yxAp7tMWi45DEgZNX+PtvXKsfgsqKc/2r3q7/3xnfV4YsfokgJqux9cP29Eu+mZ/cv44B/dANwn3zM2APdz/0ziZ3AQcM/27MYFdb9EYkArKPK9inAICPZpwDsdUGqJ1prdXQ+E/UAooGm7W+zo80cQtCYgYHGhJXE2eh05OBLMwq5QCRotBeJvsxLtWFL9W1C1KzPYjDxLt7DL8/3HELHYETHZYHW4YUnOER/T7g3IeQOWBDw7+7+xbucXRTeel0NJMD1WoCXGNhR++VXpJmJXUbzxnc3/mPHOzEvG3MBulPbtkc0IwNMXqmFn9Nv05W+k34zGfhOWNfwJloimg+52aJ1oyqLuTMy8+h9GZbifSE5G7a8AdxZAWAhh5xNJApTaSXI7pfOK9/p3a8pEN3eijcAKQYMT2ckGgk/0NRnHO/UVMAD3U1+zM72HAbif6RU+9eMTcN9+tBnb6k/8zhuLIBR/RvoMXygibGxKhFILXA+q0t8yt9LLVRKA/8j8fExJ0xjvlLZpPbwVJZ2bR9zQ8fQ1yJ6xAhfOzB7zZpnnPr27MeYTCey+U9Uueub0VSQf0UcyhyRjnDJm/3nTghMuHq95T1235LtvHmnD5iPtsQGwakeC+yQ4sQt6XmFqTMOdcpkkNdGvcn2e2tUg3eJ6sF7PcD+vJB1TMxwwWWxCciPoTfJRUfpQZxU7ua+Yq8mtkMSkmOb8N2OCkuYNCLVqQ99ddqvkfcFQBJ7BooMvpRx7Ui5CJAI5B7vLkxw2eS4WiwmdvX4hPxWlJ0gXAK+PZAHmn2unaSQA5qrsKldGwP1wSy9IdJPrYOzktMma8NwqRlk3PVuKBCSGMbaJN27HXPebV8wUP2+YsQJjrcBJAffDhw/jS1/6Eu666y7cdNNNxkqeoxUwAPdztPAnOK0BuJ+5Z8JA5zdvVo05pISA68fPGzl0hoB7c1MDGl795YiLYyBQ26GBwjuSL0GnIx9rmx4UEJiBjGqn01fv+4vWI5S3DL+Va9GY8HSvzNkXmyqxAnvl92RXMxDjdfP4POaz5ovQjAy5Dn6ek+zCHatKcOPiQqnwU+pECzi09jcy1Gs6tLY8Blhk8rNtrqKpW4IAHluxx1NcdpFS4XFZVedQHA6S0weG+gE6rkg/Ls3pQcRsR7WpAPubtUGl1IrnvZNJz1LBrNykYXIo1Kzn0DaC3Dw3wXNelz6Y+uXrR2Pte7x33gt18bje3f0BAVPs5qgw/vJTXCjKcEMBFT999ciI50TmgxocyzUlaMF7IeDOIJH67WzTJ4OeQZYC5Vmg0BsDQQ7HOR1j8EmNwLGM1/fg7eeNOXD1dM79Yd7/I/zsAAAgAElEQVTXANwn39M3APdz/0zYsfTmEa0jiEbA3dVbi6uPfx/uQLsML3PZTLCZOOm7D4gEAbMNSCsGHMlAZxUw0KVluRyqarbCHwzBHA3LzAuPsxB+axKaBixoRwo2RFagxjVHip5rep7Dgr534Db5hPHGIvOUYLVoqDPZdqQXwOJOE1YcGWNkntUjG79J/Squa/s1ZkWVxrxWsFbSM0lmguEm5Cy5FtsaA3i5MwcHHfNE+oXG976A7fSjUT8uzA9jiv8IppoaxMfwPw4nZ3s5Lcfah/RAE1oTZ8Dc34ZoXydqwpnwRjUmvGIqEgBnu3nm2rsxtXzaiIfLe6De7IlMabPH+7F4DXfl7yb6G2QA7hO9oufmeAbgfm7W/URnNQD3yfdMCLi/e7QZ754EcGcuwHfuWEaQmwNH9RIwJBRdPDMbVe19MquLgDOZ2swzDjT1iB448yvKj+k7k1X+ww6zzL4jMIGdz2a0J0yDz5osvu7zYzCfR+uiIuC+q65L8j0yp9mhLL7PapbzM2f7xytnxfwY72F3rUe6u1h4ZucyQXkFGLMY/JtNVUKyIghNv0brD4Zht2hzVJaVZAghi/kn2dw0dmUxz2UxoNcXlOOpa2E3GUMIEpcWF6ehKMUmHcxUiOH1kylO7XYC2MwX5+RrM8loo+V8Uw/+Er2+QKwjncz0fr/GOmfObbNasCHjNiGkNXn6pQOd5CteP3+mL+e8NEqvkkjFe6SkK3NkvbwOyWVcQ94HyWYE7xXgruaAqcK9ut4LZ+bIgPbXDrWMynAXwN0E/Os1c41ussn3yphUVzQCcN+/fyS4sH37dmG4r169GitXrkROTg7MZMeMYnPnzp1UN/hBuRgDcJ98T9IA3M/cM3mvpktkV05kd60ujQUABF531npwsMGD2o5ezO56BVOtrcPYbDwWweC6QBI2uq6U5Du76TVMi1QN246VcILgfpMT1dPuQF5aIu5/UxuKRridQRAd7J14Gg4EBFwn85wMAALCdPbcv9I6A7scS2O3QNDiX66Zi8VFqQJwv3a4TeRdyA5Xxoo+AwVOZSfITcCXzHceky2SKtBjMMZ2unS3HSunZsZkYQhGsx2QRpC6sbMXy32bkR+qA1nuan8OtHsvOktY6wTv0xNsIgujb/dnAEf9+Nn5yRI46e3KebmYNjj0h62QrxwckmthkEQ2ALUDCUhTFka12PMYBPjZ5r5mWiZ+8sqREWA1BwBRj5DrwmCVoAi7E8geJNuSQA8ZFDSyCfl7BkvrZwyxSKh/T92+MbouT+mLy4Bayd7E78hA2pCROaXlHNfGBuA+rmU6qxsZgPtZXe5RT8Z347bqIQkRAu4ZPRVY0/h7JAQ6kBBo14qbFhNM/h4B1Alch50ZCNvcsPfUCDNdzJ4ImC3w+wZgDtOPAZ2uEgSsidL1RH9XYyrAE0mfRsidheW9r2CN93lEo9rQbib3meFWJEZ7xQfas8phcSZK6zZBCvqB192X4y33RSjq3o7rfE/CBT8cFrMMD6e5gl2wRvzoTJmD0llLxNdxOHmHKQ2vuy5HxGQRtppvoA83hp7HksheJNuisEUDSDQHcMw5G43hFBSmuSUx93fWo8TUDJPViebkeUgYaIClW5vfUWufCoub3VtRYdEppvvSC2+CtXj5qOv92PY6mcsymtFXfnZdmRSiOTRVb/GAO33+mkGm3UR+iwxJmYlczXN3LANwP3drP9aZDcB98j0TAu7tXT14dM+Jc8OblhSO0FxXd8Nc4ulROqf5OfOGm5dNGdeNk/Xc7vVjw/5mbUjoGEbf+MULR5caGe39fbyjD83dPsl/CIor7XjmUmVZzNdsuHdduQDw9LUsutLX6o0dXktK0sV3UmKNhWP9FpRn6+jTitj048xhOCeL+Z7KmQrTXOJXt1S1CyOdhW1eA7en76Ouu9NmFfa+NRqKSYYyT6Wkz1g2Ws6XvfvnoM8UOpvJJIA9r53npH81W+14PfvTkue29vql+EH/rSRWefvM7bkf5XFoe+q7ZV1iXeHsrrOapYDPLjnmySS9sZuABC5FVmNRgvGPWpur5ueLvM4bla0xXX79vfH6EhwW/Ms183DD4lObHTCuL5qx0QdmBUYA7pdccslp3dzLL798WvsbO4++AgbgPvm+GQbgfuaeSTywMNqZyBRnUEBm9992alPKGZC19QygrrMPawZexUxXNxy6Vu5+WzredF6Agpwc2ffVg02Y3bYBDm+dJvESZfMc0B914L2ki4DkfAF8N+xrismlKND6XlAPVzO7lc5fA9wJtvMYrZYcbE26TIITMgGojc42tivn5cmxvvrXPYOAMXX0IjGWPAMCMjQYADDAINjO+mZ95wD6AiFpLaSWPAfIMCChLh6H21DbjqC/GnpK0CPtyF+RFW6RayRIrQfUmzJW4PprbozdAwOcHbVdsWFEDOYoJaBfP1njSBRHWr2iw87WO56PTAKyBWhkPjyzp0HORSCcAZwecOc2t64oxlXz8vDigWYJZvTGZ6+sMNWF1AQ73jveGWM5cv1ZPFDW6BmQobcMTNlOOL8gFZ9bXy7g/EQY7+fP22ux8UCLgPs0Fk8+taIYK0+TQT8R1/dBPIYBuE++p2oA7ufwmUTDgLcZjd0BPH44IHrrNKXhvrT9CeT37IUpGhbZFAtVzH0eRII+RExW+C1ukX0hwG0m/85q1RjvVgfC3jZEI2HZrs+ZjT5bhszLUPZSysewx7UCl7T9UTTiiyP1cNsgjDJ7NIDUSIf0Y1sTUuFKycKx1l5p02+wFeFvibfCY0mHPxDAOs+TmBc5hHRTjxS7HVE/XNF++JxZsBYtR256svg7Ag5kpR0yT8du5zJJfj/tvR9Tw0djHV68Nl6LE0EcdC+BO6MAtmgImZ7dAvbX2MowYElCRrgNmYFGKTQ73QloTZ437CESHChdfweQMXorOM/9xM6GmJycfmc1kJT+8BevK/a+tkU84L60OA2rpmbGdmeRmv6VxX36cfpSfdfYeL9pxtDU8a7U5N7OANwn3/MxAPfJ90zU0NQtdf04FJc38GqZf3l9AeSnuoXRzfcqZTzJVFf24NvVw+Zcxd8lZ2cxlyBRiHIr8UYfxbxFMcWZv5BlTvIS/Vq88Ro4t0oZ8yTKvbT0DIhUCYFuFrAbPT7JL0ikIqBMaTjmUEvINB+cG6aOwbkgzDHvf6saPQMBmc0leaKJsqMWmYdFn0eyFK26vReVLb0C1tMUqEyQOtVlk3yGOWir1yc5ZHqCQ/JjAu68nu3VndJNTOKVSNZBOw+leJj/KX/HgsDlc3NFkibeeE4OZyd5Sa+lzu269zyLwoFDsgvzaOZx3f3BmOzqEctUNOWsF0kYEsFoXBt2tjE/Y+5OP8x14nBWSum0cE38Iclf9VKsBaluXDEvFzcvnSLbk1D1ro7EwPydBQbm6MlOu/hnruextl4p6utrG8xtuQ4c5v6jGxcIicwwYwXGWoERgPtXv/rV01qt++6777T2N3YefQUMwH3yfTMMwP3MPROy+PTA62hnunNVKRIdFty/uTrWGsiAjODu7sZeccRTwnVYnq2BpH2mBLzZkyut53TKrHbzPGxRK7e0IAdkDkYRNNmxzV8Kf4TArlMc6t56jwRzZA7yuHTKn8Pjom1Hp2u3WqS9jQA4jVVvT+I0dBRfIZ+TOcEAiOckO4FVdWr/0dEzkFHGoapsdWNyfvGsHAkaf/TSIQHBGTzQ4TO4Y+ASjkRQlJEg7XSKsaBJ1zhBDcNUXz2yqp+S4IPXwEBDbwyePMu+IsPzUt02aaPcMgh2K3a7CrrUfgzqNlW2CqhBZjwZBep+v375TFkrfkYAgoUDZfGA+ydXFIO68AQcHt5WIwAL14Fry4CWC8jjq1ZEdjuQach15xqpwJEserYRcn31gAY/p+RQ/JDZ8XxjGbgpSRyum4AymQkS1NV29MsxC9KGFy/Gc1xjm/GvgAG4j3+tztaWBuB+tlY67jxHNgKNO2O/5IyLQ64laExeIIC7xe/BDUe/LX7PHvQg2TQAUyQES2gAZlMUlkgQYbMdUerARvyIEI43W2BLzIDJ6gC8TQhGIMNP++0Z6LNnSgFXWrktZmxzr8crCVfhktYHBq8himJXADnuqMjQ2ML9yOyv0gaYFs3Ee8e7UBdKxZvuS9FsHWJ8tXd5sHBgK+aaq5HvDCI1Qn9rhj+lFKtnaYw4Jrk7a7vED/QHo9iQ/mnkdWzF2uY/iq9V3WX8PExfgAEZEttacAmS/U0w97fjaDgHXWGXAAcWRDA3XCFJMsGIGtdshMwO+ZmDts12N17LuEVY+yWZbvG9ilGoFpzvfd6TdFmFIyjNcGN+YeqwGTIPba2NMQa5XzzgfuXcPEzL0QaFx2vYqvOcTAZhrG8fgYWndtfLHBYl2U9ZAXZ4jTZ35Rx9i43TnmAFDMB98n09DMB98j0TBbgnJSXhhf3NMelJXilzEwK5fOfFD+a+en4+yrIShAVNgHU0I6OcM54Y76viZ36KE1fMy4sB6a1eP/78bu2w3UlUIojOc1LKhTmY3m5YVCDyNDSy4fU64gTCDzZ5EYpEkCXkJJPkGcxrmC/SR+nzGh6Ducg1C/Kxq84jg17JStcbr5FxAaU4l5dlxDq5uDaU6mSORj/b3ONHissa614OhKNo7dGkRtkBRn9EpjyNYDlnhTAfIomKeTGZ5JTXocxLa3sXSvIyZL94I3hN+R4FlDPPZKFhak5iDJh/a/8xXNL7NGwIiQQpz6MA9xCs+Jv1SuRmZ0sHnGcQcJciutUsz5TFAsXgX1qSLudqHByQSgA/K9kpPp/d4yof/8ol0+G2WSSnf2hbrcxL4zkJwrPw4ekLSNGFRjIb5Wj5bOTpDrYB8FFrHeJ2fPvKWbJmhhkrMNYKnFTD3Vi6ybECBuA+OZ6D/ioMwP3MPROC4r8/gX4qK/K3nV8swQuDGBp15Tg8hUGZxWqNadFNy0mSwIGBCR0x5VoImNI4oZx6fgyWlEyJ0nBjZZzsAhqdMQOHQIi6d1pAtSa0BdNNDL60FnsGANSVUy15PYUXwlmybNgi8ToINv/hrWoB3DVN+JHGhP5bV8wUVvf/23AIO2q6JCijEcj2+sMa8JvqGgKfvT4JPBIdNlwyOwdF3p0o7N4hrXkEThTjW2nG83f7c69Hnz1LAiCuDfUB2apHHT+lJ68fgPPG4dYY01zPduB1cV1+9+mlMCGK/9pYif2NPQKQsxhAneBEl12OzeCELYeqxX7D/iY8u6cpVnhgMEjQ/rzSjBiowfvn73iNZBzweRGsZzGB7YDU5CMzRW8ciLp+htZeOF5jKycH9eq1HbkvA+brFxZMiETNeK/lw7ydAbhPvqdvAO7n4JkcfBpoPTjsxNRGP9jsxVH3ItQlLUSa9zCW1f8Rqd4jIrPCpJ3vYIe/XdjsZK6HLG6EzVa4gtqAsIjZCnPqFFgTM4CWA/I7Fhp7bZnot6dL8VUNwN7iWieA+0Wt/0NxGgGvyRhj4s73MP1Aij2KrMwslCxYi4e3N+KlrnwETUMyZGS8h3uasDq4FbkWL5IdJpSEj8NtDqEvuRyFebkCENDI2Kutr4Pb14LWhBlI9hyCpfs4+syJsaHbeqYZr2Hrit8gq3sfzHXvxNZKdXTZfe1weo7K/dXay9FvTpTrZ0Nba+l1GEgcPgvm2oUFKMkYXpw+2ZOnxisHbCvTA+6MN1Sr+ck6965fVHDKTHfKztF/Uo6Oz41xQWaSQ4oCF51gWN/J7sn4/OytgAG4n721Hu+ZDMB9vCt19rZTgHtyssbcJkmHZCS+2/c3dI+qsa2u7p515RK//zpO/oufK4IRf2b3LPXMlTG/+OSKIvF1z+1tEpnPeCPoXNnslRxS7cvch93M03OSZHOC3c/vaxq2K3NP5qA0NYtKfKAvKOAvc9D5hSlybrLtKYPysWVTZFvK0fzqDc2vKWNswJlbNAL/66dnCyOd/pLAPnNk5ng83uuHKQMajQH93IdkJ64Rr31JcUasc5sdzDQC/QT84627uxssglBqmsQ06qIzh2KOuflIm8wnI2hPQhpBcubKvM7MBDspa2DHF+XwrrDtQFrUI4fntTaHkvFqdCkGHFlCLuMaKrkXi8UMxyDJjaA7r5ndAjnJDiHVMe+0mU0CoPOelZFMwGu7flFhbBbNRbOyZY1EgicQxttV7bJGTZ4BKSiQ4NbjC4Dd1DL+Rjd4netM2RnKGJHIZ5ixAmOtgAG4/x/5bhiA++R7UAbgfmafCQOoVw8NaYOrsxFQuGlxgQQ3W491isYc2wsZpJD1zeq+zWqVdvJ5wb0otbRJgHKwNwFd2Stgy9b09BiobD/eCfi9KOndhdnmGrgswBF/Ko445mIguVSAeSbMW6o60D0QELBZ9GotZoQHunF95CW4TdpAGTpoOm065HZzJprKPorZ+SnDFkmx2L75t73CGBjLGOT96tbFeKWiBX94u1o2YwBBEKSrP4g+v9ZWx4CMLYv6YIIBw41LpmBKzw4U9exEeVaCyOIwKCHznhq5ZHMwuNjouBRtZjIaA0h2WYVRweCEYDaDIGUEs7lez+1tjP2ORY/4FspblxdJ8EGdPjIq9tR7pEAgTEyLNjiW7PvVUzOEDcAiyMYKTfKGJgw9shsGtBa+mbnJUihgQYBtfRp7ZZBx0d4n7HaaviigjsWgiANlx2u8PxZC4sF2tT8lgQwAY7yreXrbGYD76a3fmdjbANzPxKqe4Jj9HcD2+0fdgMklO34qp/4dnK174Nj1exQFq2GNaFIwJg5PDXRJQh2CBT5zgnRuJUa8sEY139HlLkLQloqsgWOwmSIwUbcsvQywuURDlmwuDi571PwRvGNfgbn92zE7UhlrW9cz+ZxWC2ZfcgfKZi3Cw9tqcbTVK8kxfQ6tr7cHVw08i2SbJnnDoedpAzWSZPOd702fi9kl+dq9crBrTyN6/RF4spcB9Ttg7zoCf9Qs2u70Yjwsfa0aIr556a/g7jqI1Oa3YuulZpY0dPUj2t+JvGgrWlxTpdhw2J+BPdZ5cGcWy3A4vREkuGdd2QiW5MmePkH31w+3CdNdAe489tppmbFCAQESAhJjGcGVC3SzSE52Ts4weSSOcanfh/6Kfsuwyb0CBuA++Z6PAbhPvmeiB9yZn7xxuE18DPMiknL0ZKr4q6f8IzuYfvbaEfE5emOewvyKRhkVdvbqjeQgzuEYTX9cbcdr6BkIgfOtmAuS/a2XtXz1YKvkXnpj1xTJXEqqkuemUTKU0mrs6iIrm7kMu5CvXViIO1YWiz95clcD/vKeNp+E8YAmpxMclr9cNidPupAJgJOlTSNgzutjRxSl4/izAtSZd9Gn0Lczv6NUCo33sbI8E4umpMp6F6e7wXlhyhTgfrilDxsrNAIcjfkdiVskRNGvKiNoznvi/fI8ZPSTuc77SLP6kRTxot7vREfQDsYWfFwkajEuIQCuyADMBXnfzPt5H5RbzUy0C0BOMhaTSbvZhDmDPpCSOSSlkSTH4rYCztlhzfXlMUis4zryu6SGxLLTnGvNXFbFNNyXxW0y6Hltf/3s+SPkVyffX5BxRedyBUYF3Ds7O6H+gDIzT6xJ1N7eDq/Xi5SUFKSnjz0V+lze5Afh3AbgPvmeogG4n/lnQgYAZVfU4LJp2YnSJqda3ejQf/baUWn3YvCgJF3Kre24yfaWBBsc7mmzmmVACh3q0YwL0JEwTQKT6prjWN/3ImwIinMlgMztaHscSzGQvVjYzWQ1MBDRhrBYpIrOAA++biwJ7ECZWQOi2Zq+D+XY41iC6bmpWFTEIW2aMRCgzAmv4RtP7BUQeTQjYM7iAdn1vH9ep5JQ4fa8T16LsnhQnyzyf7pqNtL7jiGzbsOwU7C6z+BSTW5/MukT6PZFpZhAY+BFQJz3uLtOA8tp1OkjuPHW0Tb5NwO++NZ7/p66+qz0MzhhQKhMLynDVv+f3rJI1poAN5kPYxnXfnp2ErKS7ALM6yfOs1jC58FgkMGtvo2UxQRuy0GqHGjEa52ZqzFNxjIOst18kkG9X7xwmsFyP+EqTsyHBuA+Mes4kUcxAPeJXM1xHOv4W0DNEIA82h6h8stwpMeKpI1fgjU8AHewC5aIH+ZoBNZQnwDuZLuTbU4pGdFvj4YQNlnQ78jGgD0DiYF2OEM9wna3pWpas3zv13YOoDqQht9bb0GzORu+QBBXBl9Bsb1b05cle168AtCeMANrr7kds/OSpVCrhmizQE0gI7HhTcyNaBqtbMEmwzwx5EGWb7CYbEvDtLnLgAEP0LJPu9WkPCBjKrzHd8JXt1t+1Rd1wGNK1jrDBouzUZixacUDaPF4sbjujzCDs1iAwnS3sNWY8DORbzNlYFva1SLTpmTcCAJcOjt3xLwPdojxXt6P0Sd1eTxIT00Rxp/efvrqkRMekn6K/nO89uaRduyqZWFldGNMw+Hyhk3uFTAA98n3fAzAffI9EwW4V/dEwW5bZQS6K5o0MJvFXGqJx9vy0nQh+cR3GdE3qEHkBFHJUtYzmHkc1S17svc35T3vXjv6PJDRpMSOtPRKgZYEKM7nUsO/STaib1KgtLoXur1bVxSBEjlvVLbht5uqJM8RcHnQb1Mahixy5nCUJaVkCrsAlJGgRf/J3JLGcyc4rbCZzZJrEswm4KzvYGZezRyUkjnKKON59YJ8kW4jXtjqM+GF/Rp5ij6WZKjNlW2Sy/I+uD3zRl6ryuPI/mcnlpLl4b4kuVnNBLLNknfTn9IXM+YgU/7Vg83iv6WWPygtR817rhclZlnQly7wwQID8+F5hakx2VUej0z4GblJwoDndfb6ggLWsyBDohjnq9CYW7PoQJmelyua4QsQcI/IffC4PCeLE2kJdvznjQtimvmT7y/HuKLJsAIjAPdgMIg777wTBNJ/+tOfYvr06Se8zkOHDuErX/kKcnJy8Pvf/x5WDmMybMJXwADcJ3xJT/uABuB+2kv4/g/gqQW6a6WF+u4XurG/xzmY+vOQUdyOZ2GP+ERbfWaeBrQSSGdAxIEwO4tuhy9iRdLBR5Ae1ibeM8AgQM8Kt7IDhbcgNSNXnP6Bxh4JFhSb+qldDeJ8eUw632g0ArPZAqfdIvpv1BoXDVUTRD7lCt0wmfs2VuK9wVZC/SLQsXf2+SXYKM1MBNl53QMhpLhtoJ4gYwwGJ6z0KzkaPeDOzxgArJuRLeuxtONpzE0akP1pLExsP94l7MXdoVK8Y1kiRQoGWQzQyNw/vzwDZAcSCK9o7JGAicNxFAjPbRjUxg9T5fEV4P7bN6uwo8YjgZsEYKFQzDcQ+GY7H9l8Jwtgp6S5cMNiDYBgu+SmI+0xzcLDzT0SmLGFk8GSMiWHw3XQt/iRtcLrG8uoq8+1oQ11EWjsD+rzUyv30jm5Eszyd4Y+7vv/8z3ZngbgfrIVOvufG4D7WV5zgu0E3ceycADhpEJJDi0VjyPZ1yTAMvlbZg5PDXo08FlY7lZQfZRs9wDoC6JotJehw5Ipmuap5gHxV+WuPljNUbT4rNjZnYRN4Xl426LJopEhlx7txh2mZzDP3gQHAug3JaAmcQGOln0aiU67yHoxGSXIzfewspyKP8Ac6BHJNT0zvihchxyLVwMWFl0KdB4Dehow4A+gM5oiXWSUcUsfOI6wScst2iw5mj8YHGC9J2EVuhfcLe3egbYqrOp/JTbng4A/2XN9cOGp6HpEnKkIhDRGJK+D3VRMsllQ1huLzivK3j+BSN9irz/uyfwdfeNlc3LH/UV7Ykc96nXxymg7fumiaeM+nrHhuVkBA3A/N+t+orMagPvkeyYE3Lu9vfjTjuGdz2Qtc/YHje92EnWYk+llWpjXnFeivdP1WuoKcOf2M3KTY3Op9HdPQs+FM7PHnL+htlXbjbZyozHc4/0kfVFVWx/21qsiKlngw9n2BLj/cNsy6e6+7+XDaO4eylcJQhM8puWluqRbij5QAcj8Pc/B+SckGPEzgtP0/fyv0dMvOTMJbWSwM7dlfqhIaATrFRuex6Lu/CeWFwng/vjeDjR0+6QzWRHfyKxXcqbJLo0xz2MphjpzaTLnaUqWR59bsWDO+1VGdvmTu+qlAzpKGRnmlpGoAPwkXLGTm/KuZL33+YICpjOXZo4sJKz+gDDceUzm+0yS+Xvuy9+x4MFzEtBnfNDnC4kkDc/HdQpSGi8alTxZSccyL+Z9UCr2RPnl5PtrMq7obK/ACMD95Zdfxn/8x3/ghhtuwL333juu6/nFL36Bp59+Gt/5znewfv36ce1jbHRqK2AA7qe2XmdjawNwPxurHHeOkB/Y/1egW9NLpeYcB7IcDmbj+chKhKJAEZpxjVkDKpjIM0hgdZwJOUFqOsj+wrVoTZyFoorfxCahc1gOgwOC2UovPVy0Gs1pS+VYZBcQjCdTnYEIB4x29wdAfVoVQKir5bYEZBdMSY0xrwm4Kz0/6re/eqgFx9o0lgGNjv54e6+0qFHehZq2BODbvVqA4rRbRcePAQZZgwwUCThPH2Ruk73O6j6DJbIGaBxoN6PtJSxJ90nrHjsCyIg7GC7AG5bzpbWOxQTqo9PIFl9VTr08twQtbIEkYEF2A9eGUgFcU7VW8d+Ab14xC6kuK57Y2aDp9Hn9UqTw+QNIcDklWGMARGBm9dTMEwLuDHq4zrwXBs4ceqRY9bxmtlxSU1FveqYEWyd5ncr4XGVY3uDvZucnY1V5Ziygo2wQGe6Hm70xxgj35TqQ+cGCCgfPsluCzMGlRWnCRoxnw5yDv4oP3CkNwH3yPVIDcD/Lz6SzGtj32OgnbalAoO0I+p15iPi9IrlCtrk/SlDaBFM0guRwF6wmbZgY5WTCHCEqgLwZHiThT85bcdAxH72WVCSb/ZjevxPnJTTLu35XSxgHbPPRkTxTfA39YaivC9eH2Q0Wkvd4ZpJW5GZh9pg/GTvSrx4mocZuNL6nW7x+TFQysn0AACAASURBVDv6BzS3d0FXF43dV2GgGqXmFsCZBke0H1GCKlGXJO1KntYa9CIr2oGg2YE2iwZI08ceQCkOzf4KUpK0c71X04ViZz+WO2qQ5qtDXU8IWz2p2BqajojZJu9t+lLeEwsDTLKXFaeKrx4chybH5kDv0ymojgW4s0srfsid/gFfPCsbc+Jk6E70rXthX5NIA5zIDMD9LP/dvo/TGYD7+1i0M7yLAbif4QV+H4cn4L6ruhVv14x857Fzl7JezDeY7wmgCg7KtAiQ/vkLpg4Db5u6B6SLi3kU38vcXoGo8Zem2PHsSmbnLv0HmekiTWOClg+Zzfj0+cXDhmnrjzOahjvJTCQ10XgM5ix76jw40urVrt1hlRlV8fbg7ecJsP1vz1fEZlspApY/RAY3JM+6bmGBFL5VNzXzJzXAldrqZHP7glrxmQUH5oHMjymRcvlcrduN7H+uEY3gv5K9Udd0yawc5Lkj+PlbDaITr7eDTd0xzXPKiVK2hedUpgfc+Tv65s6+IK5ZkDdMloeFgeZuv3RYbzzQLANfmS8Hw9pMGb28HJ83H6Qa+s4AiPfM3LCtNyB5HMlivF+C6PyPnekOm1mwAuZzXK92L+VjtdlkzLlZ4Oe/KfFDYh6NMQSNgP1XL50hGveGGSsw1gqMANy/+93vYsuWLfjTn/6E3NzxMS0aGhpw++23Y/Xq1fje975nrPYZWAEDcD8Di3qahzQA99NcwPez++6HYmA7d99X341t1e0Cih4OF+KV6BIsxBEsN+0Xp2sxMUhIQHayQxwrHbc49sJV8KZMw6y6R0FdNzpRAtI06ue19Wogc0/2ctSnaoA7jdPZP7Z0ivz8ww2HpK1RtfOpgIHBWJK036WBoIPePrqkUKrhbKn73y01AvZTIoYtcUyceX10+JmJTmm7ZwCk2urUhHgeTws2IshPdSMjgZV6kwybS7DbMCdfa7/TW3awAR+fZcXOGg++tyUkbfl643nU8J3L5uYJsK3Y7UkOa0wDj+wEBmoMVnJThpgXXANKBZAVweNUt/XKfU7NTpIgRT9Ejucl83zNtEw8vbtRgPN4Y3DKtWCgpJeuYUso/80iAIFz7ivSPoPGNkleI4NUtgwqIxuerHWuLRkeygi43LKsSAKoY+19+LfnKmIyOmobBvHdvqCA//qBQQzarl2QL1qAhk3sChiA+8Su50QczQDcJ2IVT/EYO/4I9A5ponLvSOMe+Op2IRoOIWSywhoNgYB0MGqGz5KIPlOiMNyzws0y5JQKqEFYhSHO5DQIC3rhxn3Wu7HTtkje14pJtrAoDSXpbjw7OKuDyXdmojYwbXrHKygOc0g4xFfy/a73qR0Zy2DNng6fNVlY87SblxaKn6h+5wns3f7GiMJ0tr8WSaEOWFyp6M+Yg7TeKqR69iEQtaLTrOm1a8PQTLBGgrAjiKOu+eg3udCbcx6WXXgDwlGTgP5MfllQ5TA5ZUycX6lols8SHNqQVxrbzcujdVht2oVFuZS4sSBodqEmfRV8qdPwmdWlsWT6FJ+YbD4W4M7C7Z/frY21u+uPfapyMtyXvu+tE8iglWUmSNu/YZN7BQzAffI9HwNwn3zPhID7lsom7GgcYnUPxfhe7GvQBm7q5VD4b8qQfvkEnT7xs6T0d06i0Z2rSsRH0J7YWS9Md73RP9FnjDV/g4Atc9EXD7SgsmU4KE32eVWrFy47/XNU8heCw2ScU7pUgbr68z1w2zLsbejG4+/VjdrhxPxSisml6VIIIPufRCzO0SIxiwPDW3oGJA+lf+W5eG7mgYpQReY5cxy9ZNlogDuLETPSLfj6M0dHyIOKJOqg3A3jCOZsCnAnhs/5IvqBprxHgv2fWlE86peP+dlLB5ol51b5KteWP/M/+nfm+jR207FMwGICfSvzSeZy/DfXhvmzRl7TugCZ02rzTrQhroxtuPYOK2MQoJ//luMxJhpZBPnpzYuwuNgYmjr53hqT54pGAO4f//jHpfWfgPup2Cc/+Un5w3344YdPZbcTbvvNb34TO3bsQFlZGX7729+O2Nbv9+Ohhx7Ca6+9BurOU2/+0ksvhbqH+B02bNiAJ598EvX19UhISMDy5cvxmc98BmlpI/9IWltb8Yc//AHbt28XsKi4uBgMii644IIJu79TOZABuJ/Kap2dbQ3A/eysc+wslJHZ88iwk9IxUicuHR5htu/HVNiiAUxHLWqQi/ZoirSLqzY4arB5BgJozF6PSNZsnNfwoAAHbDMnyB6NQMBq6n5zkGhVwkI0pCyRc7Ldm5p4itH8/RcOgoNd6ZjZpkbnTlY2k346/rn5KZgZpwM7Oy8Jl8zIAMxW1HX2Yc+mJ5DRfUB0dgke7wtNweGE8+CDQ96nZM939JJxr+niqftgIDDgDwmwT2YEAzReBwFqAv2jMTXuXVeOlypa8KvXj4wIjHgugi4MLtdNz0ZGol003MkWmJWfIsGIMrLu99Z75D7ddutgsEOWxFDrHzsBqI/H6+H1+fx+pCclCMOBRnY7We6cVP/INg3EiR2/xyfgN9n28wtSYgEn2SBVrb0itaOOw8CakkFcfw5VJcuF68TWQmUMKvVBLkF7vZHVcNX8PBle9IvXj8paKqNkUW2nVhDgvZZkDpceIFD/i08sFhaEYRO3AgbgPnFrOVFHMgD3iVrJweO0HQZq3gb62B5PmtwcoHg14BrSSUWgD9j3F3ha66UwbIv4kV37PMzBPoQsLpgjIZijQZhCPpGPCcCOBnspLNEQcoM1sJk4g8OEsMWJsMmGvpAJnNnZhRT82XwVXraskXcnk1UyypX2KwuMfN9RE5WJMsGGqzr/JybjkpbgkOIzC5+WUC+KA8eQZgvA78hE1GRGfeoyHMq6AuVFheIzH3tjJ4qO/Vn8oypQJ4S6kR+oFp9TaytFakYOEjyVyOg5IL50wOSG1zRUsKbPi7izUfLZR6ULTA00i38qfN/TP1V39EtX2ysHW0SOjAm2Glg6F1VYFd0h7212iOkHupWvuhFZ01ec1sMeC3DnQQm6b9ZJo7EFngXoeL80ngsgEPDn7bXDZrqo/RiDsN1fzbsZz/GMbc7NChiA+7lZ9xOd1QDcJ98zIeDe1O7BE/s7h10cwWLO+iKAyviduQOHbVJKk2AryVP6DuPR7mzbsQ5srR5+XAKz7HZijkhjh+/z+5rFXzIP4rBO+o5sdnuZAEWo4rYkU3Goq76jqSwzEdnJdhxr6xfAW80Mo/QJu4EpXcI8hr6evpiscGqw643Enwdup6RMh7DPuV9dV//gMFDIMYsyEiR3W1qcBsqD7qrrkrlaLDTT/9Lns0hNH0GAm/vQ6Dt5PsYCpRkJWmd490BscCu7glXngLomAu4z06348pOHY1Iy6jPKo1IjnsdjRxylSBkDENhnBzfBdv5Ob+eVpuP8uBxNff7lx3ZjU2WrENSU0QdKB/JgRztntnF0Slcf87go5uSnoiTTLbkj535xWz43RJl1awNnec+UJS1OTxAtfcY1NJ4n0WkTGRkS8US/fbAooJfGm5mbjM+sLjstGbrJ99dmXNFEr8AIwP3KK6/EjBkz8OMf//iUzvXlL38ZlZWVeOGFF05pv7E2fuWVV/Df//3f4Au2pKRkBODOPxIC8jt37sQll1wiWvP79+/Hpk2bsG7dOvzjP/7jsEOzEPDHP/4Rc+fOxdq1a0FAnTI42dnZ+OUvfykAfOwl0dmJz33ucyCgeu2118owWIL6hw8fxhe/+EUQDDjbZgDuZ3vFT34+A3A/+RpN6BajaNpS/uNQ5SHkR7ShpbXIR0s0DXNwFC74UYtcRBLzRaKFQHmiwwZP0ILq6XdiWk4KCmuexFRHpwRpBJyV02aQQkB5YPHdGDAnSsAWLx3yHy8dxj4CvDrnr6r3/BWDNA2sMCPLEcZC37vI9lVjqWJY97Yg4kxDW78mScN2POrYNfkd+HP4IpEH0E9Ep6OnFh2DPW6X6rJJtf680gxhDRBcoBGUJ4gcb2RgsEDwyzeqJAhSg1K5HYNFssLZjkhtdf6bAQvZ8mMZ9RAZHP3zsxUSiOqNwZxo9YUiUvCwmaNSyGWwSBYAwX+1nmx5pL4hWzRpu2o9cNm19j4FhLCYwAIAjQGikuZR1/6p5cUyuObF/c04HMcgYSGDcjI0BmfUcow3tt1TIohBO8F+FXAxmCUzggE8iw78XsR/D35w3VyUjrLeE/rd/5AdzADcJ98DNwD3CXwmtVuA6k0jD+jrRo81Ez3ebgrDIKVwFv7UPAXHauuQFOnGTN9erO/fAKc5DAeGhk2bwn5JBMnV6rQXImB2IitQizCZ7VETImYroiYrPCEreinXAhueMl2M57FaWspFEs2ktaEThO4PMiGNYr6tHrOS+pFqB84b2IymUBL6onZJlulnWju7sMS3DWnhDkRMFvgtbrkOJvK1Gavx7vSv4a71M/GbTVVw9dZiWutLwrrne9jZcwyOgVY02orgMadKq7ql/TBS+quRgAFJiJtMmVJw5TEDZgeOWafilq//dtgwUukS6/EJCM9CsZ4RSECCBd2tx9ol6WfeQEmcu/CkJNj0JZxPwu6s9EQ7cpKc4lsPlH0GIZNNPls0JW3EUNWTfRNOBLifbN9T/ZzgycsHW8CuMGV8Nix0xIMZp3psY/uzswIG4H521vlUzmIA7uNbLcblBDKZP9HipRrHd5TxbaWGpr5a5Y3JpHBPrz+EAw3aYFCC5EpSU39UFjQJDp/ISOpRsig8DvMf1RXF/R7eVhvrkh7tOLNyk2TOEwsA7GTikM94Y25EEhJBZwLgBKDJHFfn4fucLG6NYa0B6PRpzIV4TTcvnYLrFhWgoqlH5FRPZJ9bXy55y39trBQJUyUdqoaKMpdht5p0K0c16UxK7RBozkp2ika7ymmnZiVhYZGODDB4YiUp8+NN9SPkzURSrkebN1aUniA5cSQSEUkYguHs0OZnzLUZU7CI/4nzisaU6fzGE3vx4n7OqoGA4MzXea3yXxSit04iFwsXnB9GogBzNv6O5Dx2gxE4Z0DBmEJm3gxi9yx802/ye8znwmuS9XHZNQJAICQFe8ZK7Ahgxxyfz7yCVMlHL5+bixk5Q13V4/tGG1t9mFZgBOB+1VVXCcBNXfZTsc9//vOora3Fs88+eyq7jbptT08P7rjjDlx33XX4y1/+gvz8/BGA++uvv44f/OAH+OhHP4q77747dhwOen3uuefwox/9CIsXL5bfE1y/7bbbMG3aNPzkJz+JBetvvPEGvv/97+MTn/iEnE8Zt3n++efx7//+78KCp3GYLO+xublZWPxJSWf3D8sA3E/7azXhBzAA9wlf0hMfkAPkCLrrrKHDi/aKNwSYpuM+jgK0IxWOyABm4rho2B5zzYPVZhtsC4tga+IlyCuZKSC6PdSDzMq/IMcZGjbMjcFPT/Fl2BkohKc/INPZCS6X6IarcQAamXPHO/olaKIxOCHDmsk8wQsGEWz5v7j/OeTaBiSwoa67aNB3VQNWJ5C/GDBbhAnx5pE2CR7I1H8Li8TBiz6dSRuew30JlqvgludkIElGOfXslY3Glvv7C6fiUJMXj++sj7EuGBDx2Aw8CHgzuFhakoaBYARHWtjmaAGr97yXeGNwQV317z1zYMRnDOwIpHPgHdsIU50WAdwZAJF1ce/6qRLQ6I1BIPf73601w4JcbkNZHYLftHhZGP6OU+wvmZ0jLHXq4+vtSEuv3BuPze8JnzsDJbJSyMBniyUZhjUd/QhT389q0boLghFUtnplHZQxQFTXzaCPAfrNS4tQnOmWwHjRlFRD030CXgsG4D4BizjBhzAA9wla0P4OYPv9Iw4W9jSg9XgFusJ2HLVMjQ3rSoz0os+RDXvUh7LAYczw75cE0Gw2w8J3Nwum4SBMiIgOea2tDG3WXEwNHQXCfgSiZnRZMmExaxJlNA5PfcB0PbZjLnr91EGleIvWfs3Ek++2j0ReR6GpTZJLdnzNCFQIc77BVoT8vEIEQyHYW3ajxH9I3pcEqKkVrx0J4gMPzfwSzr/+XmGZc+i4ORpCdu9BWCMBJNZvEmCfUjcyiDvZiXB7Fez9zXBGfUjEgPhyyua0R1PRZM6G1WLB7d/+rfgH+q4XDzQPA5o50+Ti2dmxxJea7j95pTKmc8tkeVbkCFZFd8p7nsXw9TOyBXSg/6EPJjB/PG0VWpLmaPdhNokWLv0G/QcHvzGxP5GdTcBdXQefIa+dwIy+I22CvrXGYc7gChiA+xlc3Pd5aANwP/nCUXpMP4dK7aGXajz5Uca/hQLcHe5EGZ7ZIsCtNkeEZCLmF2RNj5avjAdwP9mVnGzoNc97z7pyYZ6TgR5vJIgxV2QhtCwrUXJHDj1lN9ncgiFwn8NU2QXFYjL9DY3vdRKufnrzwliO8dC2WslfRjM1gJvn/PfnK8R30a/7QmGwc5dSpqyzk7XNjmEen/EBAWjGFPkpmuY6gWvmoSSPMTfUFyD0Q1Mf3tkmbHgOfdUbYwo+FzLjtcICJLc62tY7rJuYxe+71pRJDjWW/fMzB0TSh3m3AOUmDTSn8brIRqesDzsE+vxh8e80PnsWhiiHqozXIcD94PBVenQWBMhwJ+Cu4iGugeABg53PXLPSrAQUprqkA4BFAt7fZ9eWjzkD4GTfK+PzD8cKjADcP/WpT6G3txdPPPHEMBbJiZaDFasbb7wRiYmJpyxFM9pxObS1oqIC999/vwxvHQ1wJ4N927ZteOyxx4SBrqyxsVHAdbLev/71r8uv//rXv+J3v/udsN7JflfGP9Rbb71VACclhcN74Tl5zAceeGDY5VGShqz7r33tayAAfjbNANzP5mqP71wG4D6+dZqwrXpbgB0PDjtcX1stWmsqtKnl0Sh2YRbCMEuAwOS+2NaFoD0NXfZcVPizsQ9TEXak4Mp5mq4pgVxPjxdzgvtxfmKzAAFtjil4sTMfFQOp4kwVY44Bw52rS2MsiT+8VT1MmoXOe099VwwAIFDBJH2+fwemBSrkfGReCDu7cRcQGGSkJRcA6WXgRHdW4EWPDhbcjxskSFL6dAQwqKfOIIwBQEGaS4IYFgIYfOyo6ZRtCfiTcc3gj0EMt1XBF9fowXeOy0AYAuKaBI5JWgk5NIbHo44d72VbtRYwsjVx3uAQVv6bjAVq8y0qShW2wMaKZmGuE9AhaMHEnzr2bNPjsfNSXchPsiI5wSWgNIFtFagQGFhanI7lZUPvcMq6KH0+9bDZ7qmaCEdjsBB4+sKFU7X3/Xv1Evgpo46vkv4hs0Qx1AlOsCuA/y5K53T6kKwD759FBvX9UBqG/B4oPXmlvc91ump+fkzfkc/7hkUFIzT0J+xv4ENyIANwn3wP2gDcJ+iZHN+sScnoLeRHw75NUtwlc2uvebZosruDnShHPaIWFypt01EWOobFoZ2yZwhWAaDlZ2rEUloGUexzLMVxezmm9e9GaqRT4nhblAlkFN6IHT1IwN5IGR6MXIUWU7rIqTHF5ruMYDvf2StNe7HIVCmZd5YjhDRnFO5wHwqjTci09MJvT4M/akFWz0FEo2HZLmyiWrwGREdMVvhNDriKliDh048KqPDYe8N1b5NrNiLJo/lFJVvT09mCVO+RwZUxYYdp9rBlanOV4Z++/m05y1/fq0PjYOdS/JNR8gHUOP+vjYeHfTzLvwezA3vld7zXS2bnygwPzoNhsk1rSFmK+hSNsEPGO+XfKNVG4zotLk7F2mlZY34hzgXgPkHfTuMw52AFDMD9HCz6SU5pAO4jF4ixPWc79QXCQoBhN+lYxT0l1TiRT1YB7snJyQKKPra9Fkfb+iTnoD43GeljSY2xaFqc4T6tyzkZ4M7C7W3nF+OhrTXiN/TGfyvyDnMJsu35b7WdGppKhjs115kDEQAvz06Uwjrvi8AuQWTmUdR8z0q0y1ByvQwmz8n7vHZBgQDAz+1tFGa+3hgvsCuZeRqNx2YOR3Bd+7dN5FFUDst8iuvLbmXmxLTcZKfMB2E+Rn93tCuMt6o6JBclmM8cnPkqZX1od64qFYk6Pi8O+9Z8qcYw13cN37i4UID50ew/Xzosa8tcTeWDPAZ9MovgBMdXT82SNfUOSguxGMN87lBzD1h84HdFzYVRTHkejGtFwJ3rzu+2uiYl48rn0uMLyb5T022S34ZNdpEv/dqlMwb130/r62Xs/AFfgRGAO1njij2+bNmycd3+u+++i+985zu48MIL8a1vfWtc+4y1ESVivvGNb8QY6ky8RwPcyWx3Op2jAvz8jC9karDTyFSn1AxBdUrI6E19RlA+NTVVWPrUdSfATWBdb+ozXhOlZc6mGYD72Vzt8Z3LANzHt04TutW+x4HOo7FDRrtq0FRTKW1eDZF0VIezNICaDnRQR2+fdR52mecIa5tMvQSbRdrl3DYLarv6RZ+O4Cvb0cnwJlO8qbsfNlME820NSLeF0GzNh8eSLsHF/7thvrSejTZoh62VBHjplGVyvcWMq3v/AntUc+CzcpM1XXdKCkQGJQHMVqDofKm+EwBmkEVA91fRjwrY3+cLaS1wJhPcNm1iOu+Rx1s7PSsGDhM858A4tr4RGFaFArbTfeXi6bEAgvIqT+1uiOntMXBlux0BejLFOSiHxqCDBQl3tB/rU9tAosXhcD4OeDRdRLLDCbA/u6cRvX4OJNVaHmkqAGSRgGBKitOMVLcTnf0BWRMGbQzelJEtcOOSQvnna4dasK+hZ9jXRs8WiR+kyg35rL84OBSJQRQLF7vruiSY41CiPXVdwmJUQRSfDwNOCQqdNrkXGqVkuPZkvJOBwvt79VCrrCkld1Qwz7ZLPgMGnavjgBc+91uWaYN1DXt/K2AA7u9v3c7kXgbgPkGrW/0mUPvOsIP1t1aj+kgFghFN9mS/eQYCETPmhipirKlK2wzkR1qwMrJD2Ox8z0XMlFCBvOckkTSZ8XLCtThkn4MEbzVWBrcgEX2wmzXt0WDEBG/UhQ3h5Xg4ernsS98n71CTxuYmCP050xNIN3lRbmpAVoIm1WKlQI2nRhjnPmsS/NZk5PTsgykaFmY92e16i8IMc2IW3P+wS35NX/LcXraDR8WHubuPILtug7yXlYYsi8D8fVq0G22mdNQiL3bIfnMCNid9BE99+VIpaj8/mLTHPxUenwOyL5+TKz56R22XFFKVZYWasXbgZfkn/fj0HOrSWqU7StnB7KvQ48wX+QAl1UJ/oJdoORGgZADuE/S38iE5jAG4T74HbQDuw58Ju3df2N8cA2kp1djk8aE8K0G6mQiCMgcgCMx/0yjVOJGmAHfKmpHprCfmNHp8Mm+JDHcSX/RGAJdA7unaxoqWYZrs8cdj9+6qqZn49aaqmKa62oadAGReKyPrmrmikgLl7/k76rET3NZvx58VYB8vi0mSFAsNsU7oVJeQsZTR5z68rWbYpfIYlS1aNxfXkP6XeRmfIf+fOdFlc3KHSakxxyajnflrcbobuYPAOw+s/N3LB9sE2NYb44lrF+YLqYk2WjFCv70ih6nf8b4rm70SM7B4QEkZGnM3TYNd6AJyH9S9JzmMhQSuNe+P3wXmZA1dzOspb6PFOjSNHT/YkWc2yToy/61u7xUtfbLzuTbMGwnclwWP4CLbPrjMgzGTxY6qlOUom78ad6wqPd2vl7H/B3wFRgDu77zzDr73ve+hqKgIP/vZz4Zpm4+2FmTDE3yuq6vDv/zLv2DlypXve8k4BPWuu+7C7NmzY8D9aIA7X7qXX3455s2bJ4zzeLvnnntApvszzzwjH33lK18RffeXXnppBGv/17/+Nf72t7/hV7/6lUjO7Nq1S5jxHAJLprzeCLBS5mbFihX4t3/7N+2PPjg0YO993/g4dqTUDzXnLYOMpnHsYmxyhleAw3Qpk8H/DNNW4ECTFztruuAZCEqbONvkVpSmj5DZYHBwoNErDp7AcGmGOzYQVL+WdIgVzb3oHay85yTaUNr2GtBxWGRVTL4eWFv34XgoDR5noThQVum7+rXhME6bFS/bL0JdJENa5/2hsMb8dtslmODgGwLc2uRyq3xGeZY5qMbF1l3iwMn8pnWaM7HFtRZXLZ2Ga+ZrQMCbR9qxp34oUX/3eJcEAjwO75F2o/chYQ+QRUcwd3p2IlyeSqTBOzgQx4RI0UpsPtoe0/zribjxmOUq9A4ySdRwF7LNeVxh8JtMUpFfNz1TmIlHW/sE6Oa2GuAehctmlYnqZZkJ8v/C0k7R9Hd31XmkM4CMg7quAWkh1JoJlUWR0/gqXF2HJOjg9ZPp4E8qQWvRlYhAA9f/tqsxxowg4M5gm9cRYEAUjYoWu9tmQtdASDQCGZTzPhgI8R5ykx3CaLhsdg6m52gg96Pv1QuDRRlBj87+oADec/JGynkx6L94JiUHNMAodgdRyLq+VNE6TPORQZwM/DNrzBHFXOcj42cM3q6enyuHYZDW2ReUgIuH5veOg3epoU9gXrV86r+3H19WKIWGs2F8pmfrHRQKaQyPM23sMmOB3OUanelyps9vHH/kCjA+E7a0bXgya6zVqa2AqfZtmOIY7h0NR9F4vFISR9oe8xykRzqQG9YAav6NH7eWIRH9WBLZi+RoD8xMMkFtds3X8Od6SwEecHwKO02zcWn/CyiNHEepqQl2U0SOQZZWYzQdtdEcPIjrEDTbpRAtf9NkuFtNsJqi+Jb5T5hhqpH3HTVQC1Kd8He3IDDQB1M0gm5XAXqtGSjteFPAfyat1HBndxmN72C2bHe7S5D292/I7/je5NButttze55zcc9rKEJDbFZHW29A2PCIhNFrSoQbAwLmV1nKccCxAGW5GfjJxxbIMbbXdI1YeN4LB2STiVac7kK3LyRMN/WeV1JsVwc2oNDulUHfTPD5e4Ifcp22dOzJuUF+fq/GE/PjXAPlJ9SJP7q4YBjwoH7PXMHtdg/Tkz+1b4mx9Vgr8EH0d+y0/vnPfz6sW9v4BpzbRzhEjAAAIABJREFUFQgEtCKd3T68kHhur+rcnJ2x7/9sqY29C3kVzDeae9glG0SKS2Nfi0UhQypZnPzCBeWDcOb4r5vFUeZUlCZhLjE1KwGLpqRInE4FAubdj+9tl9wl3pi7NXX7saQoNQaqMve5fE7OhEg98pyPvFs3bG6XugYC3584b4rkYhv2N+NoWz9YlGCOSaNvs5iiUmBmrjm/IFlkTw409Uiu0xsIIS/ZKffF/IP5EYlJJRlucKgqZ1spI7CvVzUjYehayUm1WEFvh1t68cMXDw8rTtDfcZ3Z0cWYgGvLvCwYCsPt0JjzlE+lz1NGn0pi1MzcRGHXz81PiuVaen/HfIm+lMA2C/i8T0Xi4rF+/nrVCb8MzMU/u0YDr1kEf6OyPbY9czl+L4TRHgPNKZNDQkFU/DlBc37OAj+LBJQOJWGA8kPsVFNz2hijMG4S7ffBNVtYmCJMeX6X2cnN7zc/k/lpoQNYb6uQtVKFHj5rrnd10lJ89NobhxU6xv+NP/mWRsx98jX6v7DFCMCdQfCXvvQlHDx4UEB3/jx//vxR72Xv3r2gZjqZ3wTJ+fPpGCVkqJ1OKRclEzMa4E6mFYeZUqOdWu3xxgIAB5wSYKfde++9qK6uxosvvjhiW7LgH330URkSy4GqW7ZswXe/+13RdKe2u94IrnOo7KJFi0DZG5rXO3xY4Onc/4n2vemmm0Q+xwDcz9QKn/pxWfjhy5YghGHACwdaUdM5VJlXa5KRYMf1C3JiSTUd30uH2mN6smq7mTmJuGD60EBLBnIbKtpGBFasXidZAsjy1SBqtiDPuxdTHAMSYHFIDQFbBl02qxk9ljS87LpSHC/18jTdNxPykx3Cxubv/GFNhoXtbjJ4rb8Kl5nflTY++d0g4M7r7DGlILLoNtyytCD2yHnO6sFjbzjQqrEBzSZh2fO8S7o2wN7XKEUIm1kbzOIKdSNr4JiAtq6kVISz5mB/Yw+q2gekOr/ZtBiHzFMFMPAFwhJc8LtG0JvRBIF7SgGEyKRPckoAwOAhJ8muBaeDTHOC3pWtvbLt4ilDA1CnpDnxkTk5smZ7GnrwzrGR4MU0z1vI7q+U+2TgleSw4FCLps/nceTjQMblsp6bj3ZKYEIGgt1ikuCKz46f8TII2HDfhm5NV4/GQFIPVLP18GOLc7FyUFqGRZC3j3Whql0DQdjC2t4XRFGac1gAzzXmMyRor+6Z4P2aslQJbGkvH2qXosKRtn7UdnF9Q3I81fJInyfsdxNijA5+H76wtkTaIcsy3fK93lLdJd8vtnAS2ClIccSYmfF//yvL0rCgYOyBsxP5vuD7Rz/0eyKPHX8sFtjPBuBO30vfbADuZ/JpntqxDX93aus15tZ+L+w7h2u4tzZUo71ee9cSaD5iKkF2pAVZoaGhaAets2E3hzEvdADZ6IBTuqbMCMKKfjjgMSXjoHkGHjDfiIGIBTf4n451RjkRhBkR9Ea0Ykkq+lBvysUxczE8ATP2Rssw31SNfHMHEs1B3GzaKEA+j83iNN/VFm+9+ET6jCZnOeodU7Gg4wUkhzXfETVZRBteDU3ldi3Za5D28fvFN/xlZ9OoIIm78wBmBg/CFe5Bu8+EQyjFO5E58AY09j3BcvrqzASbFFu/sK4E79Z4sKN2qNCt1npvg1f8DP1uTpJDkuWmHj/cdjPKMtzyLqe5wz2Y3f6isP/5niab7Wh7P/yWRFRkXo5+S7K840kgUEYfmJc8vIi6rDgVS4tSRjxqFiYZq8eDHxP0DfpQH4ZrSvnSs2EEkgjynWm78847cd999yEtTZMtMuzcr4Dh74aewdbjXdhVN5y5zFia71vmHcx34gc0Eyj/1qXlp/Qg6z0DeGZv6wgtbLKur5mXLUAwQfVn9w9pccefgLJmhalOlGa45D/VPTWeC6nv8qGxh9rm2j0RVCZZigWH/gDZ0lYBx18/0jFsICqBcrvVhLoubUAoQfP9TV4hnSkfwPyPQDf92XnFqXIvtJ113aj3aMz3/BSnkJVItCJpa/20DI0E1u2TnFbZ0uJUjdoNLefl/gsKk8X3Mt9eWcoh5C7JcQjC/2JTjVyPMuY/BNx5PbxG5qw0StoxpshI0PIeXg/tSGs/un1BzMtLiuXDXNfLZ2VKPjsef8dj9wUieHJvi+RaYxkB7ctmZsoabDzYJsUGKVpEIffg9WnEOa63hTFKOKLp0w8ekDgCh+iSYMd8m7ky74PP5FhHv8QwND4H6RIcXEcWTG5apBUttPldfWjvCwgZsLPbi4u7/qzhPXHXzu+myPys+zJWzxjqyBvP922825ztmZHjvS5ju1NbgRGAO3fv6OgQoL2lRQv28/LyMHPmTAkGmGx7PB4cOnQITU1aa0dOTo6A7RkZQ2DZqV0GUFVVhc997nMymPSaa66J7T7ZGe6nep/vd3tDUub9rtyZ28+QlBlaW7LKWNUfzdSwSzpmOrn6zn4ZkKbXbVP7rSzPwLISTc/7f7fUxIaRqs+pedfU4xPny0o4fV+hK4CLgm9gThoZAg50eAewuaoLXnMy3nJdhD5zojhV6rcpsLAwzS0625RSYYWfRodLJ35d/xNwQgtuCMSqwSvqGorOuw7nrb5k1Ht943Ab9tQPMRG4ka2TrfPPy/YpLrsGmvNnXwMSfU0IZcyELTlbgh1qzlZH8/CqdY1sQ+Bam1ZvEtBDSbYweKB+Ou+LrX0cIsOgg4z26bmJAlQwYORwHAYEano7f1amWve472/ePCa/ZuzB4NIW8WFd+yOxbcmoIDudg++UHci5Fm2mTLlfBqGdfX55JpToUZPpeb0pZHRYTTjWPiADehQzn+uvN2os3jyKFIvGQIDoxlNGQLELeK37G7sxJc0t2n16I0PhkyuKBYTn8KGHtx1H98AQY57Xx2FDDEjJite3oKYnaMWYB25bNqylUh1/+/EuvFM1xLoY7Ytw1bw80V407P2tgCEp8/7W7UzuZUjKTODq/n/23gM8rvs6835nBoNBb0QhCIK9d1KkeqElq1iyZFuSi6K1E9uJHccl+WLv5kvWm2QTJ/H3bTabxLF3IzuKu2zJcpMlq1K9sIi994IOEr1jyj6/c/EfXAwGLBIlU+Gc59EjCbj1fy/uOec973lPyx5pzy/sgNbtVdem4SOvalghHQjO1hBAd7xN1VFP97xXeTocnmP+bkbsqMrUoeLggII5xYoFwzran6fjsTLtidfq8cC1qlGL3hOHWQ78EEj6Wr6/C3RcxYFeNQUq1RCoUCIe0+zECdWrQn2BPOEibtarimhIXcFiZecWWtIf6anz/GcgoGPhWToWnq0l/RtVGz2usNCPD9jsEUvxA0H1ZpUouuQjqr7jL+x7yXdzIkMG4KZFVeajGYRKl1FTR791ToWzQpbUA/xjS6cWJ4eEM6PEir2xuPkg4hDnx5xMGAVshmbTJv/uhaNMx2AirnunNqss7M1/+cXuLp3IW6x4wPORMPqYq+IMaTa//+Tn6PCmG1CekZQ5j38rF8GhMpIyF95DzkjKjD6Tn22pH9Mhym9gELv5Rvw/OZUzcgW6g5FXgc09v6rQ5jSlfj/9T524/r4XDhtAms6QdLz30ql6ZV+jNjeOJ3b593kjA1LJLZx8mDsWPsXla+5n+BW6cckbIBCR7zy8pc4kOJ0hE0NuyTrAsMacH2I9yNkoULA/smXkbuSZ3oyuhP0MQJt7nj+50GROKTRg/hlWDFeFUY7RbUv+hZHfAFy7YgPd3lwfeSFAOzkVsinkiMituO4EgOaTPQOWL75rXqVK87Mt7+J4sNunjsjCuPskv/rE1bPU3dUpQOF05EOu/ak9zcmOZaR1+oejmlPpxRXOAP95pyChscY8C9aBHA0mOUZXMj/jPul+YH266H4fIbdxX5C5uF9+T04PzrB6RplJyuxt6raug3jc60LHAPT5bzqxeW94R8lpeV680xQuAnUblXP8OcVG8ld3Pe7a2WfF2ru19PJ3X3gfsswVXTArkBZw5+q6uroMRH/hhRdOe7HXXnutgfNopr8Z++M//mMD+v/mb/5mDCvk05/+tAH6f/VXf2VsN8d8z2i4v5nVzux7PlYgA7iPruLTe5rHgLHuNzhQF4jgzAgacMA4OIZTpgZgAKufu36udtd36um9LWMeEw6QQZ44XKymhJZtbxPa699VcEL3rijWoeYuvdYY17qeackhboDKAPV9g1FjYKNFh6QMCTqAu7WcZ4eUH5bu7vuRAc+OUe5Abncxq69+j2Zc+t60rxABzQMbjo9h8uHka9vXa0lstxUanMG03jVQqXhOieYVR9XQH9aG9kLtGK5OVtEB1rlv7/qylBcJWdDkNNK5xuVTi+3/kVzhmLD0AXu9tkFPO76iMEeXzihLBmTuGv5g7Wx7BmjPf+eVY9rT2GkB7/z4IV2TeN1kaFZMK7VWeoChDSYH4Fld0SU6VrhSm461G2ABQAGlkjimbzimLPTnh2JeoSAc0P5W2AUEjJ48jWOgu+MxfPTey6ad9k+TwJThdlwjWoEEj34JGf/OtBYCsKBr/7V1bhCftwXvENruXDfBmx9wN33hcJYNBCKoBgwCWPEHr9988ciE10kQ+5m1sye8rvPx7fmPfowM4H7hPeEM4H72z4TEj6QP9phLglP33rR9h5r3rVdx31G19Ae1sTWouYE6aQTw5du0OLbHdNf3aoaC4VwTb4nFoloUqldhVlxtJUsM4t7b0qMj0Qr9KnGVAqGwChK9+q3EoyNyNLR2w7STpsbrVSmvINwQqFRToELT43UqD3Qam313aJ7CoZBWRbeqQu2WkPflVCmUFVa4p0HxeFRDCut4ZJ6aw1M1fWCfKobrVaU2Y9Aj/4L1B/N1IG+lZl17jyrW3J22eO5fD67tC9d7er8Pv16n+PHXNKVrq0Jxj9l2IjxDTw4s1Jxab0A1a/Pa4Ta19gyYL8cPUkAFGMDfASL4/QtAQvfAkK6bV2nA+5zKAhs27mdlAiz8cltD8rIAgPCLGMC+iwPwr26Q2g0LKtMOS8sA7mf/t5LZUsoA7hfeW5AB3EefCd9Fvo9+I7c73NqTzHUc4A5ITR5CruMvRhJjf2j1VIv/09n2uk49u495STErorrYnm8vICp+9K6VU9Td06snD4zvbvIf89q55Vo57ey7RTYdbdfLKSQaiEc76joUCASta9gviwLB5z9dNt18zauHTmnDiJ9w14AUipvFxawwgGE6rvFP6MyTX7JekKw4D13AV84uT+azzB5xkjmsIfr5Xr4ik0yBrAQRa+uJUXLXpTMnWd7owHnyOorEzsgHeQb4Nc656VibFclTwWPyS3zp3MpCFeVm6fDJXi2uLhqTu/rX+rp5FZpZFBgHuHMemOkPbjox5nGTbwNoA4iTu5K/kc9tO9FhueiykZ+9fPCkmJXF9ThyHcfk/eLfxAzk7BQobGh8MGB5KvfY2T9k23Hs/EhIi6YUq7Vr0MB5TzZ00M5PfIa2PPEDxf3VM0rV2TesAy09xoqfNjJnLL/xNQ0fej55H1wn5/eT3d/9nrs1bdVNF96HLHNFF8wKTAi4uyusq6szmZUDBw4Ysx1juCh652iZ19aen+FwaNi1tIwF2FJXCX14dOKxL3/5y1q/fr0efPDBMW14sO4/9rGP6cYbbzQtdoyBqPfdd5/tc9111yUPS9COVjuGXixG+yD6sbD13dBVtwOSNLT9MUwVxvnbaRmG+9u52md3rgzgPrpOP3m9LlmBdz+lTds/QIXAwV+RR+OaxNcZlfr2U626blKHGnoDOpiYoppJhValxtAZX394lFlMou0PggDxv/juOcoJxvXY3nZjxx892WsOm7YzgH+SZv4f8BqpGKroBBz83obFhKV7Bh+0qjoOleAQh+2Ma77uhtsVmP2uCV8SAqEX9rdqd2O3HQO92crCbJXHWpXVcUTB2KAGFdbhWJUG8qfYcVgbwH+CTFgRBGmuVY7hng5UJtCCFQGYg8FAQGuPQILOAWcLq4stgODnXstcQHOrCg3wJvhD+50A5e5LplqQwvP77qtHTfaG7yKA+1Wxjba+K2pLLGDBDrX0qHWk4AHgXl9yiQV9R0/2WNAC0IERIGIEywRuyHHtbu61IBHjmaYy3O+5dJruWO6tx0Rmw35autXeO6yXD7YmhzOl296BOM/ta9GjO5qS18S2BJwwLVgbZHDctfBuUJwh0AKsd0Zg9qE1tdauiW0+3m7M+XT23mXVxpbI2BtfgQzg/sbX7q3aMwO4n3llSSZhc9GpRMKHb5lTUaCbFleNYQA+BpuuuUuVPXusm4jv4rqmHGV3HdNtgRdVnmg3PfT2eIF6AvnGHCsJ9huTG+b4cE6ptmStVE1uVJ19Q3rhVJHqYqXJwad8++6KPa5Sddl3GdY63/5Vid3JLq8dwYUmycbPXFv1cNEM9eVOVmX7VmXH+5UT69KwwnYN2fEBhRU1yZvmYJVaQ1WqjNZpeWKfHbMnVGLF1mgwW8FQ2IDxuhVf1OVrb0s7RC51NZMD9rY/qLpDO9VgA848uTf8UkF+gfbW3K3BrEJLuBmkjS/i+01XUmv3gPl4/Pikgoj5nlT7yzuWaH7VxN9mtGdf3N9qreTYsVMMWhvPpqRYTwH709fOSisb8x8RcGfN8fU2Oyfg+fClNUUZ2ZwzfxbOuEUGcD/jEr3tG2QA99ElTwcqOzLVQDRmRVG+B/iBtr4hK2piqd0/zFqCWJPOyJOe2Nmk3Y34rLFbkP8smlKkmxZUaH55th7afspi+Ini/s9cN2cckHy6F+gbzx2yfMtvftCbHMl1TLltLp9VpstmTtK3XjxsxCLA9JauQdNFxw/hIyDpkDusml5qeScdAeR3XDvMdwB39y2dV1U4xmcdP9VnM7Mg+1AwJg+cUV6QZNz7We+w2ZfWFCfP4a5x+dSSMV26nOuza+cYuM38MdaaPNEZz49OYAhR0yflmR9lWwBvuhQ4j9+4TxjgUwqCmlRcoOqSPNue4gz+4mBrtwoiYQO1iXGIj9B/p9OOYg3dzzDn2Z68a3ZlYfK5rdvbbMUDjsP5HQs/2fU9wvYHbCdfR/pn3uRCIwlQ7IBUxb/J4WeU55sMjYsPeCbkzuTAkMoofrA/aw1BjmdJzAFewbFz+hp1acej1hnAGpmu+8g7yjEKI2Etu/1zWrxw0dv+ncqc8J2zAmcE3N+uW9mwYYMNw0i1r371q8Zq/9SnPqXy8nLTisfWrVunv/u7v9OHP/xhG7TqjEGvjzzyiNjvkksusR8D5APCz58/37TaXdvL888/r6985Su65557hIaeM7Z57LHH9Ld/+7das2aN/RiNqs997nOqr6/XD3/4Q6vmvZ2WAdzfztU+u3NlAPfRdVq3t8UGnPgNsBumAoazBVyn4s1/OwDZBWTHWto1u+VJVcUaDQAGrIAxvTWyRtnT11jVGke4s360ok/Aksoe/OSV03XZtAL9bGebAe6wBFxVG6cOKI+DpPKP8//1zlGJEo7H7+7s+7Fiw6POmlY/HDSstuW1JcpbcJNUe+lZvSQ4Z4I5hgD5AxuuzYa1hoKqLsk1GR2CH8dcp3LPtHWMdnzAeNrgAIYJ1mCBAIYD7HJP3GdjR38SOJk/mYE8UQt+YfWzTgA/BAmIDHBeAthPXDXTCg+///3NSSDGApzEoN7f95Cdn7ji9uU1ybV2gSiSMj2RKm2vA3DvVVlBxIIdzGtfjNn1rp1XqXh0SFsbGCA0YOsO497fTsh93Lq0WkgKTWQn2vr16I4GCyox2IecjfcqlS3vjgGIA7gFY4ECEOdnrRjCy6CddgocQzHljGjeE/RVFuVaEAYD0s+ep5jwEZ/kzb7mbiusuEF8sF5ge1AAydibW4EM4P7m1u+t2DsDuJ95Ve9/6YheOnTSvil+A2j4zNo55ttgqj3+2lYtb3hAFb0HlDXC4ga4ODUUVmu8QFmKGRMrGgxrUrzdvvUA5nz5WqL52qCleq3wRhXlZlubNeA0xveKrhyseLhVdwaeUyiAvFhQBaFhLYjtt+/8YdWoO6tMkWBCy+IA7t53PlA6XYMFU9XZUqfywWPGmEM2rD5QpYFoQrXxBmPD7wrOVyCUpTnR/apMtCkezFZWTt4Y9mJb7gw1ll+hm+/6PT2xq8n8N0aCTAzA9991uFHIRAJMrXul3T8fs3aslyvgtudO1/6Km5OdcmyIn8PfNXUO6FBrd1I+xy9x4Nbmf35ouSb7uszO9EQf39mkn26uM01Yv3HtM8vztXZ+pd0PBXI69pz8wIUCuFNAQN4AMIGieSqb8Uz3734PePGLrQ3jQC785AdWwlodJSWc7TEz242uQAZwv/DehgzgPvpMYCDTAeuIPvzGdSvz33SBkqP5v9V0Aq2c5uUwfqOTKRVQ5/ebjrbpH585MGa4p38/ANc/v22BJkUS6oxl6aeb69O+NLcvq9ascyC84PtSO2A5MAVdZ8T+fO/9Rs4CueYfn94/AlyP+gi+l56PCxmIDhhO7oHeOkY+hgSM+z7zM+4PclOqffZdc8wPv36sw3JBwGBHIMMv5YwMCgUMd0x4d4xF1R4b3m/kWWib/2Kkm4t8yOWm9bDoRzYGJIdgBrkIw+e5rgFik92N5LRRA9zLc4OKB7L0+vEOK7o73XquBx9PXgh47ww/CRELEtjNi6tE3IQf9dtjOxtNVs6bT8ZA96DlwOR/rAcMdbTziZtc3sz10lnBdgdbexSNJVSQk2WAP4YvpMhRVZybJE/xc67vSzcvMMY9XfS8W26IOr8HQ7i8/RGVxrx3ws1UI2biOiJlNZr/ns9bzpixzApMtAIXDOA+0QWm03BnW5jof/Inf6KtW7camx0wfdeuXXr22Wd1zTXX2OBTv33ve9/Td7/7XS1dulTI4ADC//znP1dFRYW+/vWvjxnCg7QNWvIAqu9///sN8AfgR7ce0J2BrW+3ZQD3t3vFz3y+DOA+ukYwxdHA8xsgJyAwrG1Aa0BRkmNAzpL8bKv+U1FmuEnlwR+pLHbSkmXa6wBlCVCwXYVXq2TWaqvwuxY6WubX5LeYVuyJ8CwNBjxn/gfXzdSK6jx1x8P661/tNufqDJZAV/+QrpxTboEE9vz+VmPGwchwsiIzhw9q1cCr5rQBkUlWuVa09HIKJ0mXfirZ9n/mt0T64frjemT7aKu6c/yOVQhzAHA9lU3nihEEHIAV9R19FiQw7Z4Ag3Z4V/UnIOBe+wZjBsoQaBHwwSJYEjyqa0I7VRbxCh1dwVJti6xWX/5U3ffR1QZIf3/9sXG3csnAq5oxfNB+vnxqqeb6mIFdkRrtqbrNnhNgCkEdwZWTDyII7BkctmAEkKkiL6imHq9VlLUkQacVkLVlYA8/Q07GPZfUi4HJ+IPXjo8J1J3GH8GfFUJSkv7SvLA+dsUMvXTwpDFO/QZzob6DAHjAdO55/qwXIR/XwLEogqTOGXASPP5j8RwJME8zB+hsXpPMNr4VyADuF97rcLED7gDVh1p7LWmm1ZoZGHxPSX75HjOY+RvPHUzOBEl9gtfMKdenrputTUdOKueZP1N536HkJsFE1OZ5BIf7dFKl6snyEu/imFdUbMuq1P7IYvtZV39UwfiQguEc9eVWq7t/SHv6irQtMVfDWfk22A2jNTo83Kk1gT1aFDqh3MCwZqpeTSpXb5BrJ9GUVsR3KT8CIz2oRPE0hcqma92eFpXHmlQVb1F9YpIQjSEh7ktEtDkxX8XZcZNfu37oebUFSxUJxDQ10m/D1ijo9mVPUjQYMVb6kg/9hQExP9xwXAebu8eA13z/kT/70OpazaXb7cBTUsPrKd/qsSzz9dM+NUbTlo35VpP8v3yoNVnsII7wf78pzP73O5aMG3qW7i8NvwbI9G8vedJhxDDELhj6trTcU2gFdHHyMvzuAytrLLn/TQPuAD7M1OG6/XbTosn23uLr8M1nC8B/h+63vlEmpP+Y+Hc65TL2xlcgA7i/8bV7q/bMAO5jV5a5Go/vbEyCxsS9O+u7NK0sN0l48ZOsyJfopk21z1w3O63MGjH63z+5b8LHybfqb963WMXhuEkY44cB6fe39FgRGUB81TSGhY5qyZ/Nu0H+8M8pkpPs5wfc0VxPJdLUlubqzlVT9b+e2j9OUobvK/lr/1DccgnY8abVHourND9i32BAfMhTO31EtdSOABjqa+dX2G1wv99+5YggPNHlzL7EHtMn5ZvMDJYKuKNd7khQbi2unVehFVOLdd+LR5Idx/zOL6HG/zO3Cx/BGjswfFZ5gSqLIqa1Tq7H2pXmh5UdSKi1N6oT7X32M9dBTZ6F38QP15blj8nRuPaZ5QWaVZ6v7fWdRnLy53+/3tHoMdxH5sZEQgENMiCV7nNmo4WCKi+MJO+B95H51rx35MOQHtgOP847wX7N3f1WBOH5uPeEQgIFGp4JcQgFjT/68dYxrw7bN7e06Fa9qJJEZ/I+7Pg5k7S+8Eb99w9ebvPEMpZZgYlW4B0LuHNDMOIB0gHZ29vbjQEP+A5jPRweW9Vj+0cffdRAdljqeXl5uuyyy/TJT34yqQvvXyQGxn7rW9/S66+/bueZNm2a6exdf/31v5G3KQO4/0aW/bQnzQDuY5fnyd1N2uObhM5Qli1W8Q6M0X+DkYcTnJQf0bsWVCrQvEtTmp6yg+FwHYjsWAJUzuuW/IFau4cMrLhq8AXNDzePSRYPh+fqaNm1+s83zlF5bkDPHe42kBqZGm9ITEIAsAC7tP85tgLgPxV+mOC2HYNHs0NaMLhTa7RdVUW5yZvsC5dq1nUf1YxzlNEiaUebkCTdtUEC8oZCAXPcMycVWMshAYJ/4Gpq8HX9gkoDr7nOv3xk1xgmCICPDY+RVFGQo9mV+RaglTe/pIXRPfbzVKbD8Zrb9fsfuNFY/kjKYAxihZmOEYhcHXtN04YPa/GUYmOxmJXOkpbeJQVCNtzu+6+NB+vZjIAKoAU2x6ScgGpLopxQAAAgAElEQVTLi+0aHUPd//YwMC95/DR/dU/ubrZA02/cM10Bds+FkXEyLjAnFkwusq4KdPX9BtMBhjyBVAiGQihgbZu8l9w3DHzY6qn2yatmGmMiY2/tCmQA97d2fd/I0S9mwB02HwkgDD/A8TjK6YGgDfii9RijGEyCSWGZb4inaW68cfMxfN/fv7JGxY0v64r6+83POUA4Eu1Wbl+DlIjb4NG68AxlJYZUHG83VfRYKEdHy6/ToLLV192uKQMHFY/HtDe8SENxiptRxQIhPRZYa11HgMK0hg9FPfkP/F4oGNQ9wz9TQXDI2GIGcCugqr59yo722Pd6oGyB8koq9fSuJk9mTcParVnqUKHaoxHtiE+3iSnVJTk2Q+XWtu9qODoqbwbI7beZtbWqevcX7Jv/P5/cp54jGzVneJ+KYh3qDebraPY89VSu1p/dtsgDZ3b/Qmr1/JUzf+s8P1tf+7uq6xgw3+KM1n7uk0F1/BzfUFOaawUR1piE+tYlk9MOOPWfi5gBCTKbkzIwbPEMwAoAgjOIBPhyDHafH+DhfJ+6ZqYG+nomHCL3Rv72/PvwLiKHxjNH7o7zA1o447l959VjyQKB+zmg1JFTffbOOrkdSAbo0KfKJfjPR3cd4P3p7GNXTE8Lrr3Ze71Y9s8A7hfek84A7umfCUByffuA6Ojk+0EXkJOZdN9qipsTkWc+fz2M7fH0FCRl6GA90NyT9sQAorcurjJJmTc7MzD1BA9uqhsnHQazm8Irhv/wz/vgZzDUr5lbrn94an9y1oc7LvkmwzkHhmIqZAhoqQe4k2/khrN0/cJKIxthALxOH9+f8+FL776kxtaK43375aOW77jhqW7f4txsy2eRgCEfOzAyOByJH7qYU819q2FwMwzXGTGKy7H8hWTyTTeM3Pk7ihGw4ukSRtoVBYhDJz1/nDtCriPf5FqcVA85lStOu07nBdVFWjKl2Ial0/UNoQzWO0a8hZwbki6EUbDy+4fjyS5ucAWO53JWm3MWybKOK4B/Ot4w1o7n53J9d7/k3BzD/y7STYDsDyQ5153P9hTzuZZoLKaVWcc0NW9YOeEs9QfydCR7rorzIvrdq2eO0cy/8L5omSv6Ta/ABQ+4/6YX6EI5fwZwv1CexOh1ZAD38c8Ex8zwG4Buqu07GzpN2y+YiCk/0aNBRTQYyLGhJVSab1xUpcLGV1TcusEAeAe2uyPjJNHEq1v4KSXCucre9ZAmxxqVSDa+eVsCcORMv1Rrb/2ITnb26MFt6fW13XHft6JG021YikyD75m9LSOSKoERXb2A3j2nUNOGDiqQiKovUqn2nFqr3n/y6pnjJtf7VwI2wEsHWrWzoctAcQaNAtQQ0BBw8Xt+TgJMUDK5KFdXjEipcL9IlaTq29Nq6AeAYZUDdDvmAf9u6uwXwRcDg5Ag6DjVpMV1PzIgmenqTn+PUJcOg+ycQuWt/X8s0PnmC4d1sndwHDsTsHxaXkx/cWlCMyblSRXzpbxR2ReAif/z/CG7H0BsAj5YHIBOMDhoHaSLYUFZSMXFxcYEBxTh/YAhiI4eDP/UYDb1zfrauoPJQMv/OxesclzO4yx1vdxAJvd7grEX9reYnqJbF6cxSOAGawS5AL/B6LhlyWRjVqA7CKCTsbdmBTKA+1uzrm/mqBcr4A54+4OX96mi4VnldBywohyJWp2qtDlymQpKK4w1DVhLB9Wa+HZdFj6krKDXIn1wuEIva4U6AkW6a1Wt5tb/TDMbHrHvGVIv+LLCaLtK4m1JH3Q0UKMcDSo/0Wc+KhQIqL7qXToZzVNF53YpOqC8RJ/ag6XqDRapNxYyDffORJ6+Hb812dLNdQK2o2GK5XYd1tUDzxlzjYSfb11RaEhT+vapN5CvgUkLrei8p6nbvuOHAtO1LnCZ7Wt+ZES/tKIg2+ZcXNL/iip691nLNyCum+HB9oAxCy+7WZp5nXUZ9W78gfL7TpjEmTdVRCblNZg7WbHl9+qWJVOkw89KJ9Z7MjkdA9YujswX32l8ZTAQ1Pppv2dg+O4Gr9jK/SHngrGmJO98yyngkkzjw2DrXTWn/LSv/66GLjH83RlxBwO6MWRoWMPUweGpgDvbXjFrkuaXhZKAO++Fk1hDTxYGnpsFcq5/j4BSfual239eVYHes6Ta/neibbg/QBK/NIDb/65VU614kM4mOp5/W1iTK9PIIZzr/V2s22cA9wvvyWcA97N/JsTzgO2AqxuPtqeVjOFogMLvX1GT9sCbj7XrxYMnbeAlRVNATvIt/ApEI4gudyybbJIy5xtwB1z90YYTY64bgJwuWr9/cRfOdf32lV6R8R+fPmDd1+Q+zpxMS3YopHBWwJjcxAYw0yF0+YFl9iHGIIchJy3OC9s6wW53RjH/vhcOW67mN/IvOrTLC3KSTHi2xbcCtjvJNrdPajcSORvDxwGoyccOtXQbE51iiuWoI3IrgO6w2hleSyGAznCveBA0QJz8kiI4anYU+/GX5ICQ7py8Hv9P4XqUHObp8tONTTfenibPn7tizbN7W3T0FN0L3iw1YpVOH3Md306nIXz34RGSGPHEh1dPM+zBZsKNPBPyTN4rOg64N3CGVMlQzg2haldjl/lY1oa5ceTpxBu8j6wrMQCxjZtTAL5BMYjOeX8OevZ/PZktL5YVyADu75AnnQHcL7wHdTEB7rCEGZjphovSBn4mkBRW8tM7T6imaZ1qoqMsaNrZ9xRdrbKaOfqtS6epe886de4bnQCe+qRNs3z1Z1WoPk0/9qCauwYtAR8eYR8ALudkBbVwSpFyr/0jbTzerY11vad9YWAS4BwdEAtgTVLsDXPxtN7dIBr/gQhC+DmBEawyhrT4jeP8eOMJYzM4IzgBDHcDYwhOCBYA4XH8k4tzx4DpOHTYEwRLADmpbevuuBQ3Ht3eaPq96PbCxCNockFWUfN6FTa9akEk+vTWmUcrXlbQigqsa+O8jymeW6Yfbzxu4L1fV92dh+t76NNXTLie9798xLTM0zHXYSug2ZgV7UsC7m/kL3kiwJ1jsY4MUb19+RRbB1r6CSxTDX1Cihn8+/DJXtPq6x+KJosWrI8HSISsEAC4znPivhj+C8PCDY/l2ATF71teM2Fy8UbuM7OPtwIZwP3CexMuVsD9hX1Nan3ufyvRO1rE5VvOt7Y7mqWfhm6RIgWWkN0aXacZ4VP2Xad7yWRYYCInelUfrNEV1QlV9OxXuOuY2uO5Jk3GPI2iWLuKYqeUZdz5mIHzWYmYDSntV7bigZAaKtea/y1o26WSRIdt1xcq0WAw15LA9qGg9iam6Ze6XseCNeZv+B5eOmOSygqy7fvP/j31e7R68DUVh4asMEvivGe4WgWRkOaGPFm4I50JbUws1s7AbPvuYaadGgyoON6lS/ObrJ07Eh/Q7Ogh5YY9JjmJKD6EhHvy5CkKrPmkFMzSr558QuX1T0/4UjcUX6I77/yI1NOkg7/+lzH+k51O9QxpKBZTovoSnSi/2o4De66tb1hLphSNG+Z2/fxK69QKZ4W0oKpgzHD1dBeBX/+XZz35NL/5wW2KuAAQDIVzBmDghrq7nzFMdVF5lslU/nxb4xgmvtsGcByQ/FwMFuQvR3R30+3HkG+kBVI7DdnWgUduv9TuOYAjmI/pbMPRNjE08XSGLrDXMZGxN7ICGcD9jazaW7tPBnB/Y+v7yqFT4xjfHIm86cOra8eQlQDpmW9FPI4hgQkomy4PwZ9+4srpJvV7vgF3zg24/s0XDye1u/F7FUU5yUIkPoICNp1idyyfYvE/9u8vH7F5Y3Q9eaSquLHQ2RZw3RU48dFbj3dYwR5L/QYjy5Uub2FbugiQ9UpnHBdQ+xMQwSJhA/g3HW3XgZbupAwYBK5lU4t172XTJ5y3QXzwv58/aPk1vsY/RJYuKgqyDLylq+qLD24zZn7/MLI2CSXiHihN0QDpnyrY7EU5BnwTN1A0Z7A50jwA2SbdmZ9t2wC4Y3RJgDFYob66SM/vb7EhtMQVTn6VGIsOdUBwSAjI4GGm8y7v3ByP2Izz8M5RJMD8XeDcT+r6sw0M9/1N3Tb43hnrwPEc+99J1PB+AN474B0swy8v98b+ejJ7/UdegQzg/g55uhnA/cJ7UBcL4D5RwgUrm+RyIiPxC235joI9TdbejOMlWCFwgq22u/IOffzWqxWv36JNT/8oObTT7+jQgB+MJfRY2ce0cHC7lkV3muY3TDqq7kABODmCNECO6Kx3a+tgjV4+lr4t0R0bsB2HS5KNQ8U5I/OCM+W/qajDjPOD3bTgbTxySgU+vXfA3S/cMDcZKAGuO515dy4q9UdO9RpzEOwCCRPCBMALWITTyvJNWgeD+UDiTGCSagREMP7cEJp0606x4PVjbaZPXtOxSQVNr9la+7VsWTdAaliO7XPuVlOw0lgpx072ePIqCPuOGIWMa+dX6TPXzRrfItrXJsWH9b3tPfr17pPjnh+HIID88/cu1mBfl8rLSpPMy3P9a04nKeM/BgEasjRna0jMOPCCtUDfj5eJgLFzhEVCayLrhswPAd3i6mIbMOs3mA03L558tqfNbHeWK5AB3M9yod7GzS5WwP2nP31A8aMvjVlp/BnJ35QAIHlMJ8PVKop3KifarbpAlUKhLCva0e5cGm1SdbxZg1nFxiAv7z+iyq6d4pPTrxxFQgmF44MqjgPkeqyy9kCJSdLkJrw27S4V6njVjcqLtmlS2xZlCbZVQO3hKk8znfkTCU9j/We5d2t71hLzuVND7Vod3661VQNWGDzaG9am4HLtjU1RWXhIpdnSrvag+qOeb4K95tj6APHsQ0KJT+D/l0e36xLtMV9AYmwAfFZUiVBEsyoLR31E2Wxp/q1Stsesf+7H/6icvvRD7vh9LBjRVb/9FQNeNrz0tGa0j11vtmmIl+nF/Js1o8IrcgN4AHbTZs/32flPOpMmYmtP9OcCK/7xXeNlU/zt/hyTQsKmkXkgDhhwx8Q/13X0GSOyOFs2RI5EPVXKzW3PkNhzYbozIwdQaCJjLT5+1Ywk4A4pwTHrPQ36WBJsSQc2fO76OQZipBpF6PtfTg/2sC27fHbtnHHzTt7GT9M7/lQZwP3Ce4QZwP2NPxOKoXwnIWoBPAOC8s0BgHaWTqqKzudDLb0mYQmw67c7V9ZoSnHkjIA753QSLXxfYUzDzqYjigI433DYzf6cCF/+o43H7XsNuIs/Ic8C3CUH9YDdgH3rrppdrvcsmZzUoUd7ng4uv/l1z8kRnSQZPpS14bjuG0yuifylG+yZbtUf3HRijPxL6jZc7x/eMNe6AfDJv97RNCLHErecBv/NMNG7VtWcVmd83d4WKzqkMwaK/r/vWWgA+0fue9Xk8+gCw+9hLocyvfbSPMvL6SSGxMY2yN6Q1yLTRnGf62Jd/PdN/t3WM6Q7VkzRywdP2TkoFtsA+Xjc/hvmOv9PnOJyVVfEKM+PmHwMWANgP+eAGEguz/U1dXnx1NSSPF0+0lXu7hVgHg134qh/f+WoxXd+293QafKBFFQciI+vd/r+mTkmb/x7cbHsmQHc3yFPOgO4X3gP6mIA3GEcPLJ97DBU/5M43UT4o9tfVNPrv7TNcWIEBThAF+jE8ifrqg99kV+q88X/rb2HjowRimEADyy1Y4WXaE9kmRYObtOioe12PDdoNPWtiM68QV1F8/W910cr1OnenI9ePt0CwX994bAl7D0DwwZacAHoudtU9fyI6cmRaAPCMyEeKySh9g0Dgh32vz68wpz/N547NIYZwPZopNvwF7t/GaPRGWzqNTPL9N9uW2SJeergTwtk4gk9s6fZJAucleVlmw7gRIwI265uk5o2/8q0BL1nIA3H49auD1hDQLRjxsd1tDNmLDxjSfYOW0GD6+S+CJIIPGmTT05gb9ohHXhCikeTg3aOZc/Ti4FLTDeefSl+FOVkWdACu7IiN6hIJGJT7pG8cVPsz/avOt3QVLcv93Xv5dNMS/BsjeD6F1vHDrJ1+xIUA1bcsrjaGO+0cbLOFCjSWbpBqmd7HZnt0q9ABnC/8N6MixVw/9m//qViva1jHggdQjOGj6gi0K4cDakpWKXiQK/CsQGdShRql2Ypkh1WJN6vBYnDVhgm6dubs1zx6JCu6n9BJYFu83fDCitk4HqfAkqoT7nqDXgdOrkaVCARV7fydWDybZo01KCqjs32rR4KFagnUGBDsvlmYXTkPFp0j/bkr1G87ahujq7zOsPyh5WfnaXGPqkjWKINgWU6lr/MJG0AAGDCm7xMbrZ9t2kxp82bYjTXTeF1ro7rmuir1gGErwKEYB8AA7734cs+qe5oSNm5RZpbXWK+IdkV9+o/anh4YIzvcwsK8ww/f3jxF4TPt+JmQZcmDxxS0WCTBkKF6sybpuaCRbYLBe5UWBgfSQKeThv4bP6StpzosC6tdOZAdycfg8YrRQiAHGecH6k0mIaARXQmbGtkgJw3zM8vteP2YdDrlSlJ/+mulYG8pmd7GgN0QQLmV9sbxoDzSYmDrKBqS/O1ctqoXIE73On82MsHTyYLDamnZxDrwuqxnX5ns+aZbUZXIAO4X3hvQwZwf+ueCd/Jf33hUNo8AOmPtt5h+24S2/OdJfcAOI3FYqcF3CHROLDdXT1SWvhrP8AO6P7Fm+YnC7O/2t5ooDzGtRm7OyADh/mGz6sqTM69YBtyp3vWTEt2tz70ep3liM7cUFEkNfEHqUYOiETZ9LLcMV2zE634I9sbTFc81bg2pGzwn7cvo8M3pA1HTo2bLeL2AyBGEnUiw8ecjuF+z5pak4p579deMjDcX591oDgLx73xvMijYP7DbkfSjRyZ2VmuQE4+mNrN4IBvhski9YosTHufJ8cKiI6EztCIH4TRju/lH+4tLxzSHStqdLyt1yTpKDQD1NPhjXnzybwChF9ShvjlQ6unJueQUCj4+db6MV3b+FA6vSgW+HNBCu9/9p6FmjbS8fDW/dVkjvxOX4EM4P4OeYIZwP3Ce1AXA+D+0831lnxPZFSy71yVXpMvvu/X2rL+WRs+4nTcOA5JPgNMl9WWqPSW/+ZRpPo7NLTtITU3njDHioM92Nqt+pz52pxzuZ2+PNai6/qesP8msUaH3R9E8fPhNZ/RQCyoPac855jOCJ5gKOBA/+Th7ZbkU6l3BhOMQAbw+7JZ5cake2xkYJ5dh2+wq9uHyvgHVtbon545MO6UD2+uM9Y0QQYauADYMMmywyFlj0ig/OB3vXtMZz/edCI5AMb/ewKcj1xaa4yNtBaPSa9+TbuPt5jGICwAZAYAawAA4iUztLfyNgsUYe9jsCKp2KMF7w0PjVirIM8ZFvnUwYOqaV6XPJ1/0Gt7zjTtr7zFfufX2AWsrsjzAHeA9tO9M6n3YW2aA1HBXOB5MVTJL13DNd62dIpqy85NT/3lQ6d03/OHku2dqecl2P/K+5eY/j4AxunsdK2gp90x88sJVyADuF94L8dFBbg3bJaatkvdLdr5+otqiRWoLTTazRXqa9WC6D4VyStm1qtCZepSbmBQqLJ3J3I1GC5WXqJXgdiQegKFUihL20NLpHhMlw1vUE2iSaFAXEMjgDsgbUwBG1DKMC78YlRZykpENRDIUUflpcobbteUzs0GyrfH840PD7kbfMAA52BQPy+6VwfyVurdHQ9p7uBOFSa6DRSHXUgXV1csrGOhGXpq0r3qVp72jgyeNm3ZgoixxgEoKJ72Dg6bLAvf2Y/qUZPGwffmRbKSADf+pCQ3W90Vq3S81PNjFHCttXzEN81u+KUGWg+P0T5lO5JnvuclRUXaNfMTNjDPm+8SNF32VA1a9kkHuL/ZvxZ8y7dfmZjFTTywekaZ6AAgXHkkRdoFtibJPTI7cyoKNDAwqK0No2x02vl5Bn5D/oVutrM1ABc3nDDdPsRCn3vXHANM/svD28bMY3GAO/sxpI5hdakGWH86o9ML1qGTGmAGAIPc/YWHs72XzHZjVyADuF94b0QGcH/rnglx9auHTy9ThZ42uu1+Ox3gzvwNwHW/7ajv1D7kIEPBcUVPCDoQpfhukrfh8w61jkqpOGY1BCRyGOY6YfiCY6c8zXMAdWRF6HIlH9te12HsdYsJOvrHEaLIv5B6mVKcax1wGMe4cWHVaQdX0y1AvtI9OJZ17YaPUhRH8x0GNvJr5K5+Zr1/TSaa10Gu9f0RUB8Am0JzLJZQZdHobDVY+czquPKrz5h/gcDlGO7uHPz/rIp8ITsbCYUsRgGkB5jGyDUBtJll4n7mv753za80+RvsJ6/XCeDdAe7H2/sMgM+nSz4vbNfQN8hctHjSL82YlK+eQa9TAfIAOefy2hIj0fEe8JybugZN0g3ywKLqQl1G98XIEFt3LUNDg9ryylMaHuixWGxHa0JNRYu1r6nXiFjes/P026eX5+vjV8546/5gMkf+D7ECGcD9HfIYM4D7hfegLgbAPR2A7H8SMPK+cN10KRQ2PVrMq2oPqfjoYzq0a6OOnUL7fZSZBTuNYIMEtuimL3uAu7OTB6TeZj2376S+fyRf6L377dq+J1URa1a2hrV2atAYecqv0JBC2hufptdzrtTw8LAW1k6yYIEk0W/LaoqT8i0kju//xsum7eY3gHGCJu5m5fRS4cCf3NVojptKOIB7qt2wsMqmlNOORyDmt5+8fiJ5Dpw+YIXfSOK/etcyFedkGeDB+QkUKTwwtIWCAAFVqnmJL8NCSw0EoYpP8OgkZWAtZnfXaWHrYwqPDPBzOnZdwRI1zrhTBYVFFrQQ0LV2exPhCY5gC2Bsjw4ebLxIVkBrTtyvwmxaAXPsPmnTQwbAMfN3V71P3ZEq07nlPcBgBpaPMNwds/3WJdWa69OwRUv/YGuP2noGNZXBQblh7WHImy/AZN1vXFip9v5hY+KX5oc1r7LwtBrqgFEjEsRjlo+g7wfrj2l/c0+SHeo2ILgmAPvgJVMnHEDnP1hGu+/8f5szgPv5X9M3e8SLBnDf+kOpc5RNVrd/i7pPNag3UKCj4Vm2jFW9+zUrdsQkYNBdb1eR8gMDKkz0KDsQNd8xlJWnYDyqaELqi2erOTDJ5FyQl1mR2GMa7PmBQfMrgURMgwmOxNyOhI6K2RABRYMRnYrUKpRbqOtvuFXBwS5tePFxFfUctsTfwPZEIplsHglO1/ayW9ScVaOPd3xNhdE2+z3fZxJKk2ELBBQL5eqRgru1O3u5ARJOI5UWb77/PYPDNusCX1RZlKvygmzd3v4db1BadpYVod0cEo6JRcpn6XDNHdYRhEQLhpQAbPiKnn2qbnrGmIsAGPhRirtsy/m6Ki/VieLVxpqjZRwDECFpT7UzAcNv9D1/eHO9MejSGa36dMU5A0yBEY98AQZrD11Y12o+MDCgrQ2jc2ScBq7/2MxpuWbu6Qe5+rc/E0i1tKZI1y+oMlD8hQMtOtAyOrCO50thHaYh/jx1uNu5XIsXy3nEgYydnxXIAO7nZx3P51EygPv5XM2xx2I2xpmILEjI1JZ5OunOJgLcAYi/njKDA+D3p1vqklKXfMNTi56/fcUM3bR4sr7yq102KJxcyHWLUdyk8Mt3bmlNsUmV4HMpFNC5ZaSsSJYBzoDmd66aqt+7xosPMJj2MNMdIM03mDwHsBiGNGSl7KyAFbiRe4FhTS6Yzvjm3vfCIWPcU5DGKFQ3d/UrHpf5WO7P5XfZWeSp2daZnNpNfM2ccq2aXjruNPj7n2yu0/FTvTYXzG/kYwDkHI+1uOEfnrf5V26wqtuWoamBYNAKEAzHJd9FimYgGk9qoHPvFPn9Q2bd/qlDXZ/b16rHdzVaTMCz8eRQY0kyGPuxHoDw5KIUaPC1rsDM+VnbK2eP97OnjSO6m6QdD0rDXjzA8becaNfR/hy9lHejR4jwGUXnj1850woNGcuswEQrMA5wx8m8GcvNPTem4Zs518W0bwZwv/Ce9sUAuP+f5w+lHYaZFR/UjFMvqGrwqAHnFgAU1OqJ4RU60utV7ktbXlVh8wYhfwKm7tdw5/e5Oblafs9fpX2wVLZhhqdaODGk3+n8uiZHGyzpJ3m0oZaaqedn/JFpokejUWNTAz7j9GHaAUxQqfdrlMJg+J1/32jTy1ONY+LYYY8TuDAwBRCaCe5pZE5FVf5T187S5uPtevHAWD2/R7c3WKAAQA5YQRDAMbgmflaSG9Zty6bYJfCzoWjMAhkG8cAA5DoA/f267gQUboiL0wJs7Ow3JoAbQsN+MC7yAkNam39MZaE+9QxJuzqztTMwV10DseSQF4ItWAKsGUEf/yaQIShEWgeN+byhU1ra9LBdE0C/GxCDRA0pOMWCptLVOlG0ypjhzmBeBOLDSYY7P189vdRaDAlGCfL87ZgAMTvquzSlOGdcmx4B8G9fOWMcG8H//AhsX9h/ckyxhQG3182rGKOnyyAihqjyHrggm3vKzw7rw2tq7bm7IHRCBxqQPv+uuZnBqef585wB3M/zgp6Hw10UgHv969LBp8asVsepFnUc3WzyWEfjk9UaKNOq2HZNjjcrLzCogQTl3ywrApcGuk0WBl314VCuAnEKtzCwgmpRqVpVqrJAt0oSncphr0A0yXAHgO9P5KhXOXoufLX9nOMAlK+oLdXCD/6FJa6vfPvPNNjTpoposzHosZahbNUlKjWQVainJv0nVcRa9Afd/2S/w9fQsYMdPdmXBNefzrtNr+at9bRYRwqbDnDne8x3lGSdJBim2LUN/zYqPZMTtm8pw8ABO8z/F8/WyRm3m1/CP2EUSR0DekHLYyrsP2G+DX9W395n+54KletweL6yhjrVE8vSpsFaZUe8rq1UrfFzZYWfy2uPD/jplnrTPccv45sodHOfxBF05aUa2xArII/gNwD3I+1DyXXAp7ohe247QAnYcWdrnOuBjcft+lINwIfCL4UMuvEA2zFkgShaEwMhY7C/BYmEsesKE5LuvIz95lYgA7j/5tZ+ojNnAM9Rv4kAACAASURBVPfz+0zosl1/pN3ibeJq5lEBjqYbkMqZz4XhDkD80KYTYy4Y8Jk5Yt43mnkk3jeQbyTfS/4NSA6x5pPf2WgSJBSanTkiFsXqZVNLTPqFQvIrh1rtmORI5J/O8BV/8/6lY3wWIPH2+k7LS5EuBXCHOT7++x3WzYuqdNclUydcdLrGfjEicwIhDLAd9jdz0ZBvwXoGo8bgxsg1yXkceYrBpY1dA6opybOcE8ITbPW6jn4brsq1fn/9sWQskM7HfP76uTbX7LZ/ftEAc3JVv7HGxAqfuHqWPn3taPEh9VjEAAzX5frpvCbGQeYMYpczZHmQ+vEb0qwUu7lP67TL9kgE5Kocg+cLwO4KzOzL/d+ypHrMcdIVmFkD3lF85eK6B5Q1NNotwXmR6iHSaQtV6Nk8r5Pbb1+4fq6Ya5exzApMtALjAPcbb7zxTa3WU0+NTVbe1MEyOydXIAO4X3gvw8UAuAMeAyLjFJs7GbwWMADhpv7HlB/tkEskXfWehHlH9Qc1FMpTY0uLVjc+YGwogEzat/x2rPQKfeh9H0ir48d50ZNLtav6ntHkWIPyEv26ZXbEnO62trD6lW0ar4eKr0gC7uyL3jrT29MZiesXfrQlWQ132wACEJzAhlg0pcgAbDRRSaydQ089HrI6H7yk1n5MsYCgwNlrh9t0oq13hBEeN6cNp5+1JPCDxQGwQMDDgFqneYfjJ5AACCgvyDFmASwGwAAG9WBcKwEQBnDigQSA4Tk62T1o94ZUAEEHLfoY7BLH5KsqyjV4CNAcRjpsC2QACIgA8NkPBiL7VuukJh/+iQ1cxWAgRsIhu27YIBQSorVX6VjhKmP8YdwbgA0AhJOU4eerppXomrkVctqwBKEEcANDMfWMMCcIoAAkOL/fCMyunVsx4QfhwU11du2pxrpSFMBYpwXVhfZ+0Ibq2Pis5VVzJiW1/NgWLT9aSNMZLfU8l4yd3xXIAO7ndz3Px9EuCsB94zelnhap/bDUzRyQhH0rDp7sU3R4WAOJLB0PTNH84b0mCTOUyNJAIGIflDwNqCjQZ5IycQaZKsfA94iGbAAqoPwpFStfgyockaLhZ/yDhTVs2/cqV09HbtRwINuYcAADk6YvVdayu0yXe7hus2a2vWiJNd9/mHZ4FBLP5+IrdSh7nuaEmvWfh75uyfh0OobywsYAwy85cP25vFv0Yt4N1h4N85x7pfMMH0CCiW/ie0lyCrgQ3vljVca8BBg9eLb1M8JPFK1WcObV5l+csZ8/ia7s3q3JPbv1rqkBbT2Z0N6uiKJdjcqJj35fB6MJPR+8TN3F88eAF8QQSLfhZ94qwxf8eGR4ngPc71g+5bSJNLHP19aNjVXwdwxN3dngdQ/gA/1sTbq+aO0/V+N5P7evZYx0wtzKAgNWHPjz7L4WA3bSGcAPEn9Ojq+q0Bsyl7Hf7ApkAPff7PqnO3sGcD9/z2Tj0fbkDCyOSg6z6Wi7+RWKqH7gmt8z7JSh0qk2EcOdTqMHNozVOEc+7bGdjTafCwPYJ19xBmsb8s7dq2r1u9/dKGTB/EaB3XxrIGDMbiQ1/d3KHCu1WHDNnAr97Z1L0y7c9187JgZf4w8AjM0S3rwrwPqa0lz9/d3LT7vo5KVb6zqtgEBeSf4E6ByPJyxHJ6f0CFGe3bhosnULQ95i6CfXi246hi+BaY72OD6fW0Wyk5+z/qkdTOz757cvFuSlW/7pBRsmi5keO7gA7HZ5hYj/etuiN+TfDrf2muQMeeu+5i7LmZkl5oz3ZuuJjuRQ20uml4p9Nh/38k3IYW4wL3kzxR264G9aNCrdllpg5piP7miy/Bkr7zuo2SfXjRC+PKICcdfWE17OjT2Zf4e6g2PzProlblky+bTPL/PLi3sFxgHud95555takZ/+9Kdvav/MzulXIAO4X3hvxsUAuAOm/sNT+8ewhRcNbtPCoe0GzNKqhYMlkSdJx1ry5+vIpOtsGFuo65iu6lunvHBgjBTLyfx5OjRpragKp2OM48O/9JNtSafOcUtjp3R932N2Dhh7l0wvU1vvoMmCONsw5aOm4Q646+y2pdXjdEZpZadN7CuP7U22xrmJ6+itM+kdWzWtzNrEcMYORCYA8AeIOPh//sjKJJOA/XY3dFkAhw4u54Llzr+dEdQQqMCeAzwmGUc6huIGAZnp6eZHki2C7Ae7nlZwNPVPtPXrZM+AScCQzMPGcMcHZCGhH20vhAGRY0NiCMwA9QlEeLaA5oOxhLr6hyzo45kCOvN7ZFvcs7GW+KIs1ez8evIeCNK4foz74RgnKq7XQPlik8ThuigQYKmAO/dBkeHrzx7Strr2MRPheY84L2A4Q2sdIEDwi8QO9wlrHuAF5gkAuRuWh4QQbYipxsBZACo/45JtCCJhBrr7SPeVIRCFKeMfWsv10dWQAdvfmu9yBnB/a9b1zRz1ogDcn/s7qXGLNDQqB0Ky2tvXr6yBNg0oW0dD0zV54IgmJ1rUm4goJi+JLw70KFd84+GlS4Pi2xgw5jsGLN6sMhWoX0Xqs/8fMsDd+4YCtvN/UlDrSu5WICts37j6WJmezr5el8yqNBYeIPf8YJ1uCG9XVrRP8Xhc7dGInhxaqtf7qjQcT2hKqFN/GvtXVUSGVBaRSsJR+/a39MVND757IKb7g3dpU3Cp+TKKy3wL0ZadUpqrTUfb7NzzJxcZ8I7tO7Bf1/c+Zlm1K8TCUuc+eoJF2lJ1l2ZVFhuQQrcUhh/jW+03zvP7183WE1sOqfO5f1YwMVaX1vmTTYXv1qz5y0wfHpY8wH26WOHNvNP+fbfVdRqYnc6WTCkSsnETGcx4F//4/d3AcNyGlgOm4C/xUxSMr5o9vtX/XO9jIrk0/NQTu5omPFyG0X6uK/3Wb58B3N/6NT7XM2QA93NdsbHbE6cfPYV/SljXb+q3G4INOSL+xx9H43dgncNUTrWJAPfUoif/zz8/fO1YsgMLH4fMpt8Ydnnzksn62P0bLNcEtHbm5GUA1hdXF2nFtFLd/9Lh5O8L7Hs+9grzI2E9/ofXpF24//HEPis6kBN60cCooQVOB9XpZnmlHhTwHhAfIpEjDDnfSW6Jn3WA++Zj7RYXlOWFk/KkFF6tqBwKmsQMRYAddR1JmTT/oG9yw/lVheYDyd1+77ubjJ1OlwLPl9wMsD9MR1hOWH95+2JdO29iUlS6BXpqT7Plzc7ccFXIY7N9Ui1cJx1cFB/IIflvi0MSXrzhNy9HzdL7ltcoxEyZNAXmhzbVqcFH0KrpfF1TO1+3w9DxR8ECzfkd9aPytNsiq3Uwe2HyVNz75981J8Nwf3OfjP/we2c03N8hjzgDuF94D+piANxJIn+06YQOt/ZY2xl2U+8jqgh1a0p2vxaVRJWjQTEf7GQsV33hMoMbXq75pMmEoL2GDMzs4X1aOjlfiUBAnTm1pvNNZRkHTvJO1ZxgB+1vKtOhEY27J3c1GZiPM104uE1Lojs0tSRXl8woM0Cgrq3PWuIwmHvb867QsfBsFeRGkpInl84oSzpC2vqe3duSDMJeOnBS3YPDySo656nv8AoHBEFU0J1mO4ksQQYAhBv2QpD0xzfOP+3gMBjSX3vmgN2fTUlH05d7DASsWHHpTI894Weeg2oAmnuMNFrICaBCun35FGNbU21n/Yrzsg2YhhHAehP4EPQQpLCOSMLAlCeovWFBlQHpbkAqQRrgOs+V4NixNWCVc2wGCDljYFB+JKTCw49p6jDaxbLBqg6M4f8HsoqVc9VnLAh6fn+rMRGc+QF3Am+0DmGwf+mhbWO6Adjez5qcWV5gz4D7gn1IsAXzgp85IzD88OpaC+h/vbNpHFOFeQIMKsJ4vqltf7x7rOuZjOdHocOAqZKcJMh/pv0yvz/3FcgA7ue+Zm/1HhcF4P74n0jNO70PxVCPlIibTBfa6QDifdmTdLT0SpWd2qyyngOKKKoe5SgeCKrUxGA8dhlCMgOKKEtRZcsDlA1wT5QpX/0qCPQbKM/P+jUKLNBtNKgcbVjwJxrMKtLWUyEdCHhMP7qtAGzxQXy7SaoLwzDM4mrti1vRkG8q3UiFkZCuOPoNzWh7UZFYr/IiIduXgeC9wwE1Z03WifBMDQRy1RSqtuRxqGiGGADNMV46dFLhYHAMSEK7daCzTqsGXlFNZMD8I37jSKxCGyNXaUpVhbW2459chxFAM0Oy/ebauXe9/Ij2rH98wtc2p2Sy3vuJ/3ba1xqfx3owR4QW+jkV+eZP8XnnYuk0gFP3/50rZ6Qd8sZ2FHN/vKkuKU3m93crakuMgc7zSh3yfi7XeC7bIseHBEGqMbD+I2tqTUc/YxfOCmQA9wvnWbgryQDub+yZwEpG1sp1+RLP8y1imDRDpf0GKYgccV5VoX2zyYPWzCyznCadnW5o6tbjHdaNSoGTbmR8K4A+ORe5k5sz5Y5L5+x/vXWhEZF++/4N5lMB3ZHgwv1zPeQagM3kSTDD//3lIwbkc6x0MyxK8yL65eeuSnvt/9/je61TeiKjW/zBT18x5tdcB3kcnW6pPo188a9+tTs5wNO/I76GeR34HUBxCvV0spFPDkUTNtcFsho5NPkt647u+64GrzOKLmZySPJctnHDwr2hqcX6xnOHtelYm+WSBrgrYfEF63zl7Em6cVGVdTCfrSHticSn3/DrrhOAgrt/dhp5LAS16pJck00DVOd6Yfe7AfLgCm4w7UR67ejs/3Jbg8m0QWSjyLJgaKdWRrcZ6Y4uB9j+5H74eO6R9+G13OtUnzUtebl0mdFJj1RexjIrMNEKZAD3d8i7kQHcL7wH9R8BcCdRJeABYAVIJPDBwTjDGeGUMEBPHPXlDd/VpN5DKhhqGRkimj2igx3XqVieAQQPF37UEkwcI06PKrrTY4WVTSDEz92QMRwb1+AY0e78BG8cgwEt8we2aUVsp5bVliQBchwlFW438HNz9qU6mDVHoVDIkltX9QYYJ0DiH/85aEVkaJzpq4e9IA9tPIBs2N9OhsVdj9P6JgCDgXG1j1090Rv6+Qe22D0wQZ6iAOtIIEHymxMOWvB269IpevFA6xh9P1jlmGuN47/vvqRWuxs7jQnA9brEmXVwE+vZzumrs66wMADcP7ByqgEhLhEnIGE7nhMgiWOgAK4DnDhGP8dDp5/AdVddh67uf1oV0SZNLspNMkYGwsXaV36zVsyfbQwI7vFnWxosiLF7GJGUIYhBDxeWHXbvt9YnNYXd+nEvVpiQNK0MAKXMNB/dsdDin1U+tg3+8pllNug0HdAAywatYYw2U6RknAa9KzK8VYP4Lryv1jvjijKA+4X3nC4KwP3X/0Wq36TBzhbTJ+U7lhjuV3YgplgoRx1Zldqdf6mKug+oqv+wycg4pnpxoF8F6rWCM8NPB5VtMjFhed+yYYW0PTFHlYEOVemUDVtly34BQgQ0nAgZK/5UoEwvX/oNtcQKTPfV2dKpxSblwnfZtT/jPymq4luA76/Nr9fqyUG77hkdr6msY6cCQ92KBPA3EvO8s2ID6g/ma2PulWNessbKtbr3A+8z/0ihHda230g6YcDht1ZXhxWJ96kzUKgt9X0jQH+RDX8dTgRN0oRv/bKakjGgPUAKUgEkrVsfvU+tx/eknaHCd5kE+vKP/48J/xDoIKPAmmqw2igc+IvBZ/prOhMrnP2JX1KHjfqPi67uq4dO2jPr7x/Q5NIC80kLJhed6fTn/fc8/5cPndKW4x1J/4rPpZsuA7af9+V+0wfMAO5vegnP+wEygPu5LynfnR9uOD7C4vb2d7rb/DfApJN19B89nV57urOfDnCHFHbfi0eSvhEJtaYub/A3OSe5ljN8C99yWNiXz5xk3dSvHDxpEiZ+9jkAK7nTb102zbpp//X5Q5YPT9RpdcfyGv3nm+enXbh/efagfrTh+IT7Mi/sod/3fLKx8zec0M+31BnQC+C+ZEqxPrN2dlJCFELT3z62x3JL8le/weYnt/vuJy6zeVrfeumwscAdgE1BAoY45CxA9ZW1paanv/7IqBwchC+Xg7pj0y1Odzn3giFFSqdC78CQygoimlKSZ5gA3WgA72drP950wljkfgOXcHGOXxIVbXdyRNZrRnm+Ae57mrwZa4unFI9bX4oJfkkZ/zkY3PuTTSeSpD1+lxPv17vaf2zvAjETxAKwBNaO4kJOdrYeLfkti/F4N2pLc+06kJTJWGYFTrcCGcD9HfJ+ZAD3C+9BvdMB90e2NRgzLNVwTjgp7J+eOTDu90saH9b8k0/az+GRwWKDYd3YMWCBAmy5B4o+Yb/HsRMQkOw5LVcb5BmBjeaBpgREaJKzrz8gc46VAgDSIoWDTVrU/Evbh4npSLs43TkHhD+S/0H1J8Iajgd0vA2pmYAVETCYFlTxuQ4H9PNzHD2sCJw1STpOmMEv7JeOkYaMzpoZ46e8T/SG3vPN18b9CjkbJGw8CxhAwHnRescc4OB2ZG241y/cMNcCKFo0/QGktW+OPEtazbl+gkL2gb3HtjctqlbXwJCauwatck+A4gJHN+SO4GuGDaP12IswCP2Bl9PnnR9u0dIiwPSEhkL5ai1YYEDT3aum2vvg7EBzjxUCurq7VVJUaG2ZMCidoaGfOgQOpgltkhjgP8/L5ghEvaCSwDeVrcJz+8RVM8cx69meggz3YccMyGQTnMG+5Honkjaa6Jlmfv7WrkAGcH9r1/eNHP1iANwTT/yZunc8KkVHB1NmRXuUiMcVVUgt4Rpti1yivP5GVUQbVZjoNbZ6o8pVqXYD0j0N96BpszvAHVAeAH5XYqZK1a3JgTYxJDWkuE4m8LUBRRMhtZvgTETPXfYttfUNj2EpA/jiB9YfbjPd87lDezRPJwzwP6Jq1QROqTwSNSkvrqGy/XUND/RpMB5QIsiw7qDyh0+atnhvqFiN2dPVGSwx8LswErZ27JyrPqsV87zE8Vhbn57Y2TSmXb2qMEf5OVnW8YZRzF1QKuUfW6dg+6iO+UDZQrVNWasTXaND1UjUmXnhhrjte+p+tdftsRiBgjqgAXJo+D6TbKO4/4m/T/uqkvz+20tep1U6Q6LtznMYBLrleLteSBl2nnrcMwHu/u07OztVWFioYHAU5Hkjf3PnY5+3k1l/Pq73YjxGBnC/8J56BnA/92dCoZUZEn7zA+6p3al888lHyDn5HfkHHUETAdqnA9z/z/OHPGZ7Qpa7eF26PcZKhtldXphjvoVzONIVBVHIOp/74WbLqxzRx3/9AK5okr9nyWShRf+nP91m50k1tkNa1A0Jx1e/fPCUybHyDUamjW7sWMxjhPuN7rTZ5QX653tW2o//+le7TcYy1ch7/uW3LrE8mXwRSRnya/Jfy48CDFn3iGVs87nr51rH71ce3T1mGCoFCHwuhv+/dm6labkDcAN0YyYj6svl6CSmOwr74frjNrfLWapk6HuXVmt25dnPBkmHM3DsUZZ7QJfPQkJ2yO6HfHZpTUkyPyd/J4/nGicX5ygcDFiRguf8oUumjtHu968pndi8N35jbUpa1uuSxE7DNyAGggPwDAHhX8u5RvOXXpo8tw3fXVmTJLmd+19NZo+LZQUygPs75ElnAPcL70G9kwF3AExA24nsw2tqrYLM4FIckN+WNf1Ec1u94cgERiT4nqQJmnAA7gv0QNEnk7sQeMAIBzhlOCYadn72mV//nUCBgAvQFWfrDDYCOmkLmx9R0WCjOTuOB2Mcxp9JpYRnaUPkStO0PXyyzwIuQIZJI22MMAUIuADdCZ78LYFcIyA8OnVIrDBZnsCDfQhmaD+EWV2Wl61PXj1zzL4EczDkAAHQSkfz3W+O4T7WqRNoeoGNY7jDMmf4C46d4DCH8rrPaNH7g7Wz7bkxTZ52TGcEP54GYcLAFoIAZzw+grCr5lTYuhH4MUQPtqTfuF9YD1TrvWcbUFl+2J6/OxdrCjizYtpYXV62nz4pz9jr6ayjo0PFxbAPxrb6Mx+AAkxqAEtgw7NFRoF359VDpwR2AVvQyfn4z0OQ/UfvnmtM+J9srrNfuaCS+9rZ0GnvZqoMDtvNqSzUX79v8YR/C/aL2KB0YqMUHZACQSm3VJriBccZO/8rkAHcz/+avtkjXgyAe9fDf6iuEzsUifYoHOtVMBFTVrRX/fGQBhNZalOxXgqsUjQW1bLAYeUGhuybuj20VLXRo1oUP6DCQL8GE2GToIHdnhMYMomZzkSejqnaHsMsNSgSGDY2+MGENzyTgiWM9x2JOcpdcL16BuM61pdt0i9X5xzRlMigOgdjauoYUHnPHvvW48uCgYSmDR1SeaBLQ+FiFWcNKy8UU7S3TZ3xXPUEC9WSXatIIKbKgcN2HkCIYOl09eaN/V7XrLhRtStvsuvB771y6JQBEXyPp5bl6qrZ5TbkjiLucDRuEjqBTfdLw722PdsBqJPEK79C8VW/o2g8YG3pbi6Kew+btz2pI5u9OCKdlVfP0JxbPpv2d68dadN633DWdBt99l2zzf+fjeHf/v2Vo6fd9L3LpozRkj3dxhcS4H4295/Z5je7AhnA/Te7/unOngHcz/2ZvHTwpJGn/EZnFBrizuhYxf8wG2VPIxKdYS0aIXixDQSru0akzVKvYCLAHZY14HOq0QncNTBssT/nQZakJC+czI8+ftVMIydBioKQBVmJzjbLUkwixQOvf++a2brnUg9sfnDjCT20uc4IPF5neMjAVuaSIOHi7McbT9iAamcAxXubuiy/c7kXmTX+khyQbuov3TTfcp3/8vC2CRefHOibH1ttEqSA7uTJB1t7rKiAcWy64QDMP7i61gZ+fvnnO0aGq48elvWnOsH1LJ1aovKCbAOm6ZgD2Eb6zfy4ZLkxw8NdXgmB6cFNdcnCiB9wh/F95zkOBP/mi4dHugvG3jbPDdkaZEHRmbdCfyBgg+D9ZDjugXfsyKleyw/53bzKAn3+hnlGIJvIkD76Xsp7w73TEb1AR3RZYpsqcsmpA+oL5ml3/uXaF52smxdPtsIK76p/nc79Lyazx8W0AmcFuA8PD+sXv/iFXnjhBdXV1QmgcSJ74oknLqb1e9vuNQO4v21LfdYneicD7v/6wuGk3mi6G0av7tq55aZ3Dvjst9V131bRQL1K+4+PDE8LW1tZd/+w6mKlasqaYpIymDe8RpZwwxDznOeg0OYm8MEcA8Ib8ukx9NCbI3kH6KaazYBUNOxCiajmtT6uooEGq+ADjhvYHJ6uXycuU1d/1IBaZFM4N0YQgaQrxwPvhb29enppchinuzc3yJMg6ksPbTeddHcMtiEw+tNbF9m6OCOYeXDTCQtQOBvH57rev2Kqqoo8vcJfbG3QjzYeH7fMsClgdxNoEUQRmG480jaOVU/Ah3OnFR+9cQJaAluvqu/pu7P+J071KhRIaHHgiAqD3oDWukSFGgMVFhR+aE2tsSBcgYLKvQv8KCygK1+eHzF9dNgBMCAoJBBMluSG7TkizcO5CGj8mnrovt+0aPKEzJSJAPen97Ro24l2ey+Q98FMM7AkxytelOfb4JoX9rda+6Mbjpq6mFzLvZd5mnoErP/+ypHkIFbYLgRQ6CvCfkg1CgVfvXPZxH/3nXXSjgel2OjQW9u4oEpafo+UNf6YZ/0RyWyYdgUygPuF92K80wF3CnAvHzxpOqUAxnzPV9cWavnQFqlpqxSP6eSWR5WI9mswy5OdwoVkDbabnjvtxB7gvtLT404Ma06gQQXZATXlzlLRQKNyB0+aZnu+BpSlmPmEikCnsd35pyFQoUQioKzEsGoCJw2Eb5fXTcZw1W7lqiVRonnlOQoEg1bILssaUk/xXGOmM5i6vH2rhuNSR6BY+eGgXcfk4ePKSfRJgZD6cqqVE4op1NNsTLr+QJ5OZU/VcCCsSYMn1DciYZMoma6hAg/sdzZ1+bs1ddXN5kNp86YTym/IpuDn3Xd0ZtuLmjV8wIAHf9E0PztkhczceWul6ek1bSle7vrZ/6/uHm++ht/w9Utv/X1ll89K+4dAIcAveZZuo7OVKXD7/mxLfXK+yXj/kq17L/O09M/GMoD72axSZhu3AhnA/cJ7FzKA+7k/E8hAkLlSDUIUuRIGUYo4/vXj7ZaXLZpSnJwf5faj8/TOVePJOxMB7n6ijf/c+CTyAc4PsA6THAOURZ6Fgd7EAh/9t/ViwHV736D5dmcAzLCkr19QpU9fO+qL6AyHPX+qe9DyowXVRSZtgpwYOR3dy+SmTtqT4zlimb+bmJ8jXQq7fG5lod63Yorue+Gwvvfa6Yu/67641s7/nVeOWTzDMd11A5Jzf6uml+lP37NAj25v0LdfOWprkLo2+Hcw9cnFucl8jtzuvcuqTbaTpaA7nZlVqcb90GWGTOnA4LCK8yMmTYPU6r6mbssFyb3XTC8dM3PLfxywgM6BqPY3dQsd94mMfP2qOeX6yet142Z+sQ858bG2XovR/DI4FAq+eNN8wxTSGUUL7sFJ7bANOvAtXYOWj7MWpbmePC1di+TiyBH99hXTdetSjzyRscwKnO0KnBFwHxoa0pe+9CXt2bPnrI751FMTM1bO6gCZjdKuQAZwv/BejHcy4D5RC5dbZVrJ7lo1VSTY33v16JhkeknTz5Q/1GrDUpeWDFrQdLytX6fi+RoI5qtrSHq6/GOW7OO4nL4cgLu/ZQ3ZGgIDmAXo0TlZmJqSPAPcYSZggKloiKMDTzABS6C14agWZbcY8LAnVqMp1VNNT5xgp7WrX83dHjhKEILjx2ESWAHm2qDSGWUW6Pnt3QurjL0HM4HhO/62O9h5ADT88/cfXG7XDSP9H57alwSK3bEAaZbUFOmLN863Nn1A7q8+vkd7GscHFADV71lSbcA+10Vw98zeFiE5Q/EgJ9tr979xUaVJ3rh7IoByQQL3yJocP3ZYN8ReVElwQMgVwmyHBXlc1Xo+cp3uXFVrbXcESqwFoArBUSKeUGuPNwSPQBhGOYEiTHi2w9JV2a/RGwAAIABJREFU8WkbZHFry3Lt2ZzOJgLcCYgf2HDcAsZUc+8gPyeoBJyfyN690FsfrhfGQkN7v9r6hoyxD5BPQYGuCe7Xf60eu6ZQf3jDvPTFgkRcevVfpGFPi36clc6Sln3owvs4vcOvKAO4X3gP8EIG3GnbxtfwN843FN/in0VC8vSD146Zn3GFvUgwrg8knlZNuEcluVkaHBpSduMmFcY6lRUfUF8i24aeogWbk+hXp/J1KlGkbaHFJvOaiEe1SEeUHxhU/sjwUj5jW+OzlBOIKi8wYKIxA/EsLQseVjiQ0GAwYqz2xliJXo0v0p74NM0NNSieCGp54IDmBhtMZgb/ga8bbKsTneJtebPUkj9Pwb6Tym3brbJEuxTMUmdoknITfTZTAx/SH8jRQHa5BoM5KhxoUG5iQNnBhFqDleoL5qss2mzn7wvkqT9visL5JUoopJ5IpTHfV117u7JnX2tD75Di8htri2QArDMn6bbyyH1q7eqzAi3t3H4jOV0+f46yLvu9CV/mRHezTrz8IzU21VlxA5tUlK/pV9+j7Kr0Wrhs49h9p/sr+YO1c85peCq+6Gdb6oQMmos9KEjPqigwICRdZ9VE588A7hfe9+tCvqIM4H7hPZ0M4H7uz8SRgdLtCbgLwIrvwAd39g2ppnQsU5n9IFVVdW3XBxaXKisrS4oUSjWrLdeYCHDn250qDcKxOA/Dvjk34C+dvkiR0r09t6pAH1kzzfzmf/q3DUkGOHPKAG7pjnINuTCaGZo9kaUWa50USkEkZF21zui25XzkWTD9/YZOPOA7Xb/4odPZLz93tfncj/3b+nFAuttvzYxJ+ocPLbeCwz+vO2A5fHc/eZDHhPfkcwLG6Oc54N/oQIahzjP6+JUzxnUku2NzrJ+8fsK61W2w6+CAAsGwdRJDYAKU9ltq9zOEuCd3NdmAWoxjUEBgvdt7hxWNe93pk4sjVhS559Jplh8/vadZuxpG59qwL2z7Vw6Nduun6s6DO0w0o4sZJ+v2tdgcN0cugDwHAQy5PPACckR/YzZx2f/84ArrxM9YZgXOZQXOCLg/8MADuv/++7V06VJ9/vOf1/PPP68f/OAHeuyxx1RfX69nnnlGDz/8sO6++2594hOebnPGzv8KZAD387+mb/aI72jA/ekDngD7BAZL21VwqYw/uas5qdlW3b1DC3s3anZlvhjOggE+U+nGmgqX6FjplUltdH5Gmxo67BzLGxgasDY69LgBgBk2huHwqUazjSfnElcsHtf8kcFjDGmpHjysK7RNVTkMtYurbiBX66LLNFwy05jYgNWwv50SDufCwI75r8KsmN4/pUPzK3LUljtD/VlFau8bNuYFAC3sAm8qfHoQ+bcunabbl0/RPz6931r6JjI0xZnWjnE/v9xWr83HOmzwbCgQ0KrpJWLIjtO0dcchIKMVkmIH1w4D3g33dNuwjo/uaDQWBXa4pUtzD39Xs3RCk+MtJk3AcfoSOaoPVmtr9ipNWnG76am7oansh44+4IIDofgZWrucD3a7M4/lMJYlcPWc8gmZC6lrMhHgznYUJGDse7IvsrZFWPawGvzmH+Dr/znXS7sjlg6IOdzaa/ft6TsmLOCOjATeDiT6wvVz0geX9a9LB89QRL7qjzIs94k/JW/oNxnA/Q0t21u604UIuNNGjYQUOrBIuPABSSD5JBlLi+Ih9uTuZn3/taP2nWNwMgnUZbEtWhXfrhlqVHXOkH3vA31tyh7uVG5g2LaJJRhmGtRQIqhe5elgYLoasmCFJ3RpbIsS8Zj6lWPALt+uwniXabM/m1il3oTX4cR1TQuctG9qJBywwaWHB4v08+iVKgt027mmB5p1R/BlY6GTWNLZE0kMKGeo3dM4T4R1sPwGZfc2qbxjs0nV4MtOBsqs8F0V94qRUQXVnV1l4Hpef7NK1GXftY7QJNNrL4m3KS/aaWytpuzp9q3lfIFQWAXTlqnsli9LuSVpZ7fAQMO38r3Oj4SsA+mKum8aOMFapZPrqi4r1vT3ffnM72XncamzXsoplioWeLJdKQbgv+1EhxXwKdAidZNuAB+7UTDGT5+L4S9/vqXe/KpLvimY37hosu5eVTNGpu1Mx80A7mdaoczv/SuQAdwvvPchA7if+zOB/OMnA6UeYe38CgNQJyqY5g+d1ILWXysr1m8yM46RrrxyadmHFcvKM4WFoqLxg6jT5Qf4CL7rgKQrTRt+bNJ78+Iq6y7+81/sHFdg9l/7p6+brbU+uRj/73bUd2rd3rFkILqvyPkoMJCTFuR4zHrr+I7LyGEAwdik/IhuWFiZnCuGvMp3Xz0dwz2g/8vee8DHdVdpw8+dPqNR79WyLFvuPW5xHKc4vS0JBEIIBAIvJQR2X15e+GDZffnYb9nsUrax+7JAQhIgIX1DSHGKncSOux33LktW7xqNNH3u93vO1R3fGY1kyZItx5mzv/xYS7f+79U95zznOc95+1trJWf6xdvH0eH1D5F9ZSzD3Py6OYVyvp111KfXGNs0TTtfk7sh0L58aq6Qw/Scl7k3h7RyvhWvfU5xetzacVg5JXJ0o6RMXU9ItPNpC8uz42aM8Wc3zS2WIgc70qkBn2hcR4LnlJvVO5lJkGLn+acuK5fz64PSeQySxxjLMbcjQY+xjNtujXXO68dnDv3Y55clze9I0OJ6M6ZhHswuBc7O2V3fpRVdZB3PyLPymFyn331hRUqzfeyfh4/8HmcF3L/85S+LjMwTTzyBrKwsPPbYY3j88cdhZLJv3boV3//+9+W/K6+88iO/qOdjAVKA+/lY1fEd88MMuP95f7MwuYazNdPzscig0y0aafU94hBLMh1Y0v0nmPqaSPMDIiEMhBXsbeqDz5KFrTm3oSegTTCnA+7sZ9Bh0wahAQLMMxigo2fQQQCYsiJMqCkhowPQbEFk9Z3bsuWOTMO0tp0CtjttZJtrjpAgAB3nq+oqhLKrNUmZHp+089Nx64A7t12OfVhqOiJADJmQDIAOB/LQWXkLbDa7BC4v7tHYBWTWG7XQ9bViIeIzK6bgs7/ZJm1nw1myyjqduM60T9S0HeltJGhMaR/K77gdFswsTBeGBFkBLBb0Hd+M7A9+CWfoTDsnz8NiBa3RXo1ji74HbyAibY8ELCjhQ8DZH47I/6+vPeV7COjrE+IZqKXbLaJhz3XXmaNjGSI3EuA+lr9Cgj5sP2ztC6Aw3Y4ZRemiu69bskHAfGfJWNBND3T1f/M94PNMaqfeBeo2jXyJlJXJGr3cwFju96O6bQpwv/ie/MUIuK8/2Iq6UycwpWcL0gPNsmiqYkFjxkI0Zi4WlhaTds7R2NeoDS/T7XOB32Nu9LAwysl+Y2u1M9qP4hC//yr8ih0DcEihls6EbPWnTDeJpvpC9SAWhvYI7M3/4zkI/rNLyxb1oVtNxx61GkFYUYAu9MGNIpsPubYwgpSmCSioiDbiiDoFXiUNM1CHOcop2b5LyYLFYoJbHUCm0g8XmXk2C9pLrkbQ2w136zb4Q2Hxbx6kC6BfrGoJP/Npr6MEIWs6rN4Gka6xq0F0WQpEyz0j2gNXpFcGuNJXB0wuuW8m1fnVS6Fc9yMpMFByLtEIktBvMLmlL2fhcnn708iEVwZhcw30YXT6voHsGbjyjuEZ7qN9y/n9ZteZzoIXn9bjk+sx6v/y5/T3n1haPiQhJsBQ29EviTf1XSmpZrRndzWA/iNxnghBCgJFD6xOLm+T7B5SgPton2xqO65ACnC/+N6DFOB+bs8kkQykH0WXBeG/t5zswtbazoQTqFjY9BTsYY3BTGCe4GbMMkoRmX9PHODO/I1dzfTRlCilfKcOJJM8tft0j/gDSr4kEpt4XF1GlN1c//jaEfFtiTaP2urX1wzbxUvteMpsGo3gMVnTNILYid1fZEc/sHqq+FFjjsmc7UBjLx78w65hF58SLT+9exGe3tmA5wbnVZHQpneSS4F9IChF8CtrCoQ1f7CpV0gJJAYQRNY7yCmzWZzlxKwiLYciIelQS5/kg+ww1tnizA1vnV8s/p0+mIx5oxFw39N0Rmo6ceAqt11SkY3V0/Pwp71NONEeL0utye30Y2bwABaYTqDIEUbInIbW9DlozFiAlVV5sY6A//PSQeno1o0d8rxerjMHtSaTHf3dAyskNjIa15o/I/5gjC14vA8aetHlDcizSWS3swP/qpoCmedCMJ7yu0Y9+XP7q0nt9VFYgbMC7kx8a2pq8E//9E+yHgTbCbpTq91kGEj04IMPwmq14mc/+9lHYd0u+D2mAPcLvuRnPeGHGXBnosoqczLA2DiNnItA4JWsL+PwVLfajzs9jyGrj46XoK6CFkspfuq/DaejWuWegReDoWqnF0ucLUiP9iKgONCCPOwIlEmr1jWzCmMa7gTWfQQSRAolinaPX1jqdIrFmU74+j24qe9pTRvOYpZKuC77EghFEVDN+IPtLtmHIDRN5GQUjTl/GQ5iuemgOEcGUVNy00TOhr/rsxfhYOFtAoa/EGvnU0S7LtGBkzlJPVcO2hnJyJz4m1tnx23CwIhrz2JDXDA5woE46X5H3VAmPQsCH19aJoFg/57n0b3hXwXwYeDFNWQwqoP7qtmB9xb9BEGzC28faRPmBY3dBFxDsgRolblpIt9Ddsa+hh5hI7D6TzajPkCHQSJB7hvmFsk6jsYmCnA/27me290o75PRGEQygNIlixIBdw56ZctjUqt7Dzj13sinveyLgEt751M2MSuQAtwnZh0n8igXG+DOv+vfvPo+5rS8oCHiCdbjqEDW8nukqHvDP78j2uPsmKJv4b4PK/+CPGgFSiblTK7yQs1wqV6RkonCgl7FLQwxMsc9SEOdUo71tqtxbfgdlEVPIwyL7Et2N78vusxXVFVwv/oDVKMetysbMR0NcJtDkqCRu50ZakWf6kQbcnDQVI0a9RSqo6dEho0+slfJQJraj3T0C5Odc0f6ytdCCQdgqt8MqBEpHnQrmYioJhShHU7wm66IVEzE7IDN1ybff56n3VaBfnM6ikP1iESiyDb7YLfZELSkw2dJR5c5D52RNHjLrkRz+jxhIFKnnf5AtzcPtcYYbPS9vGfK26wOa36QbPNEYOFUyS345PXjI+GwEE8WmhFs16+J7d9cB10rl1JCBFFE/iXkA0xm0c4n+9HY2cX9ORflprmcO6JIN9k3n9wde34aeKHEJGnYnfDD2+eKnu1oLAW4j2aVUtvoK5AC3C++d+FSBdyPtfbhdLdPungIUrNDdLTftbE8JbKRmYcxByOgy3xPNxKxHns/fshp3sBxTOt4SzYheMou10SLLP48+lWHMNwpebnpRDxoP78sU3KVHl8IXn9I5DmZOyaCrfpxdcCd/6ZcGudxkbAVimrDUKmrfufi0hHZzD9/49gQOUpKyuigMP1WeYLfWDolB//zuhlyGfz9xqNtkqPoxgGg+iBUxiqyJhazkMB+8enFkrcx13l6x+kha0TwmsUGzixjUdxmISHAJqx6GahaqnV0k9CW4bBKMYIxBs9zoqM/lhvymnXtc8rPUOKUc8mYL1KjnfroetHa7w9gT9MZAh/XPDGnouQnpT+Tydnuru/GSs8ryI20SX7O/XXrsxeiYcqd4IBbXjOxCOarTT1+ibmE6R4IC6PeYbVIJyFjMj2/5vEeNzDc2fWw7VRXjHxBAhnfNa4J44mTHV6JFbiGLPQz/6XxOMQCeFx26+vEM67hHYtKZK1TllqBkVbgrID7TTfdhBUrVuAHP/iBHOfJJ5/Er3/9a5GRMbb1/PjHP8aWLVvwwgtMflI20SuQAtwnekXHf7wPM+DOu2fQQ/D1dJcmBaNpj2ciN82KtvojGOhqhjmrDNu7zwxU4XamaAjzm5+GPeKVtjO2l5NhQH1cMt1fc90Cnzkdpzr6kdZ9EGvVbcJSp8PXrdNcgDcd6/A/r5spbWJkvTPAoREo5hAcBg68pr5ACDML3cju2InCzq2xajKBX7IKydrWh5vucF+Fk2oJmj0BRKNRAUvMrOorUXxVeU7bVyHQ7JKp7JwiT+CAQMiR/BvR4ywfZLlR3w7C2qNDNdr9l1fKgNAHHtshwdlwxon1nFxPS5Tl4c/IPGDLn3H4aOKxWBB4dlejBBbUyyMQwHtg4JTrtokO/bpZBcCeJ9C1+bdDJr2z5Y5rw7X685yfwKO6QN06AukMSnRGIv/Np0PQhEEoA4vXD7YIc4BAO4NYoxHQYOA33BDTxPvQAXcWG9473inMfBqvgcHn8qp4PcNz/etkmyV1JBONIBsTDQZPZCTQGJhRm5EJx7DW3wHs+NXwv+fAVErKpGxCVyAFuE/ock7IwS42wJ1/y+8+9Y9gG/pwlrb4bsxbsBSrH34Lfb7woG6ptvWvTH8PK8gE0+Z6kKVdFjwRA+/DqhltSp6wzhU1ghx4RIrlT8oaXKHuQrbigUdNE/kWuhV2YBlh/y8qf4uV2IvP4CU4VD8yFR/yHFEZcqpEI/CrFvjMGTjgXolsfwPK+vfKN5gARYuSDxNUFKgd4gMpk9Ncch0soT7YOw8hM9IFRTGhRcmVIay5apdIy0QoKaNkyDXnohsDpnT576RrLjIsEeT37pfh0/R3ZMJ7HCXyTdQLrr6SlejKXw4OhWOHGv0f5eUI3FNzVWfRUaOV309uc1lgC2aoJ5GTFj+Uuj57JXJqLgdno4zHRqPXHqfRWvsOUP9+7DnubQ1hj3MFul1DNXg5Q4U+QNe51aXs9Ovl2nMN6O90KbmR7oXMQTIE+/q8KM3LxMzi0RWkx7M+Y9mXIBABBx0IY3fAyml54JDblE3eCqQA98lb++HOfCkC7sPJMhJwpETkhbR3j7Xj7SPtaOweQK8vjDmhvVii7hdweG5JhnTcJlqkci36s2fjcFdYvtnJbEYh52IVJWViJ25/9cyCONIQQdb9TR7xdwRUWZQ9m/1mU+2Q4eIsBujyqYkAMn0JC8O6zyJo3tSrEZ50ox/i/ZGpTrCbeuYEwO++rFxmq9GY5/xk/dGY9jx/xv0IQIs2uqoinbrsUsDQmO3zSrNw/exC0Vh/63CrkA+Yp2tym0Czx4dMh1XyRXY6c7+BYFh001nY5jwT5q16dwJBdYLjiQx3AvWJRQZKtq6alpsUcO86/C7mBXbKfTGnTJQvrc9ajk/8xV1481CbSI8ajQQrxgi8TtbJM5xaJz3juhyXTYat/q/rtXkwyWbT6Mf62KJSYfR7AyH8ZpMm6cPcmTkrr4kytSTM0SjBY2S+E0sYy1D1s71Tqd9fmitwVsD93nvvRV5eHn7+85/LClBK5uGHH8ZPf/pT0XXXjYNVjx07hhdffPHSXKlJvqsU4D7JDyDJ6T/sgLt+S3S02pASBes3b4Pz+MuwRjUQnhXf1rALJ/OuQV6xJptR0bMdxZ7dAsa6wj3IsYbQGzLBY86R5LTTXYMTuWvR2lSH6fVPC2vPalKQYdc0caOKltz5Cpbg3k9/XoKbX1FHzSDPQqCZVeapoeNYpn6AIhdg8zYg0NuKBhShT3ELaECg3zhwk0n+rmi1VL91cIBgf4m5G3dE34gB1nTo1NYj4E4jqO4pWoHGzCXSdr6rvlsCmUTAncHFj++cJ6xyDuekA09mDLIevHo6VkzNiRs8S/kbsumY4JIdQNDiMysrh0143znWLkEGE2VNV5aj7RTYLGZhXfAe/mJRKXJO/QmVtU/CH45KoMdr53YscvC/CCx4eebDONlnElY/gz4GRdSt4/NncMtOBgZslNth0LL1ZJewHShvQHYowSSyVLgvWyI/u7JyeGZ4wqIQcFetLjy5/XTSroqyLCfuXKIFkuMxvgvUkDS+28bAiEkF15z3wJbJRE3HpOc+9jrQNEyL59yPA7laUSVlE7cCKcB94tZyoo50sQHu0UgE2x77jtweQXfqvpo4u0Kxot+Wi7DJjuJ5V2PK0hux5h/fFnC4Gg0oVLpgRwifUl5HGgYQghVWiwKHxYzS4AmRaOG3k0y6ZnMRbAiL9rkmK2PCa+YrMU89gnK1Sc7tMWXCzyMScB9E3IOw4K9M38Ft2ICP4U2UoxUWhGAzAYoalWRNsbkQsmagfeodON3ejfyWd+GC1p3TruTJuRzRAWTAK0z47qLLZWhcbucO0XDvVdPgUoKSFPZEnchCn7DdD1pmSffpvOhhuZeT5kqYXNlwW1QUez6Q4jeLqG1pNQha3NKCr/tKT+Fy9BWtlGPSBzZ0+WLdWCfbvZJ0U1dVHyBK9jl9RInagmWZHszIMSNkdqHbVQWvLU9Aap19fq7vIYEZytmxuE5/rc9ioUSAzrD76tppmv7sof8G2g7GTkW/daBZaz8/lnetDJ9NtC9dUYUNR9vw72+fQK8vXhpA35Zr9sUrqnDXCD5q0/EO7KjrlucbDPhgsbvk+m6eVzxiUf1c12Ws+2082i6kiERjZ8fdS8uSAlxjPUdq+3NbgRTgfm7rdj73utQAdzK4SbAazowzT4zbMD/Tu4Qncr0PN3skhyKLmOeYGdyPheEPhClMOVMjI14/b6TmNvTYS/HEruHvg9tSIpJkoq0nO7FlmDlbPM9nVlScNQfgLCuSv0heYkcAQXid+c1zsYD5/sl48J/fWZKk+B8JaWk2q8yNIrmL4CyNgPuhZo/MlzGa+N667sHuZG1wKE0vchO0JnhNX/yPrx+RuSa6Mf+hn6aU3GLTMWSagxLNeOHCQUsN0p12PHznAmF0U3eenWO6GQvvNYUZmFemFYv1AbD8/3WZGUrUeCQfpV57lsjKNvVRT13rnI7T3x88AQefFqTb8fSOBjQNznvTz51/8DewhTQ/TTJZotybJS0HSz/xXTyzs0GeReJ6UQpO79qO6f4DEuv8za1zBOgnnkDZuGTG2JAypXrHNnNo4iF60YdYB6VYaZx7lpeuPROjsRDC9UlZagWGW4GzAu7f+973cOTIEfzxj3+UIL65uRn33Xcfli5dih/+8IciI7Njxw5897vfxYwZM/Dv//7vqdU+DyuQAtzPw6KO85AfdsCdjp2g6oGmXgFa7b421DQ9FzckhOwDYgj9YRNed9+BqDUNN/S/iPxwM8rC9bCqIamis7ocjChoc0yFM6sA2yq+COfpd5DdsR35/npkqj0xBntIsaPHNUUDAa77vmiSEwT9/dY6NPb4parPdrhZvh1YZj4mCb444lAXom2HBQw4oVQCrmxt2MkgGMyEe3veX6A94kZtl08Yh9FoBFPsXpSbu7AkuEOCKzrSyjy3BEDU99YtUrEaLdlL5Z+HmvuktUwKBU5rTB/ui6unxqrv1O37t7eO4UirN45lQD1gBlVkMZBVSfY4mfC1HZreuoDhioJsl1VYBFdU5+GqmQVJ38bndjXKENdIXxuqonXCYiSY04FsHIqWC/Ocg1lL+z7A/PrHYAp4hkjVsDhgKZ6DY4u/j4PN/WjoGRjC2ufJGRzyvgnQkxXBd4KSQFxfAWQ4tV1RkDnIGqCWPdnwozEC7htq+1GXIPdi3PeGOUWoGdQSHM0xh9uGTIR/fet43LNlcP2JpWVYW5N8nc92PrVhB1r2vIZwSAsonRn5yFt0C5Az9Wy7pn5/DiuQAtzPYdHO8y4XG+COcAD7n/oBXN2HYAtrHTMEvPUCW6erCpU1i5FZuRAf+0Mjqgf2oEJpia3SXJwQIFxVFFgVFU5zFI5oP8xqWMBuv2pD2GST5JVoO6VJWtQ87LbMR260A8vUvXKsiMLvcY5ImbGrKhtenEY+jpqmYQ5OYJm6H2YlKuA39dLPXKgJsGcAlz2A3Q0edNQdRKV6GjlqD3qVdGHTe6M2OTYZ9mznZpJNNmCnkoV2NVMKv/Qn3mBECgP10XxkmAKwmjho1Y4SpV2KAWyBJrCa2b5T7i9sz8ZAdo3sa0xg60puhiV/uhRiObib/8tzkPHGZFo08FUNdNeNvo0MMA5YI7uQxmdw6/ySuO4hnotDxtlhxeI6i9JkMq6enh83ZyXxNSaQTWkAFp0TZWV0tuCDV1XD3N8K7Ho0bne9cK8/px3lnx/yV0KWI6/lS48xPhj+j+j7N88WNrxu9Jf7Gz0IRrT2/braY6js3iTFn3A4DLPFiub0BeguWoXPraqcVJ1XPmOCFcMZ2Yhk+KVsclYgBbhPzrqPdNZLDXD/9Xu1McmsZPddlZ8m32wav88bjrQLIKxbVZ4bV9bkJc0dxvr0+L00gr30DbaID4ubnpBDUbaDGu5xZjIjsvKb2FXbjs318Rrgiec3SsVQCo2sdaMxP7tlfkmscDzc9ROgPdHmRbtXK8Syk41Sa6um5UluGIqq4leZQzNX0o2sa35zWRRm13iiMTe8bnahMPz3NsQXQbkfZ3Z1ev0Cuus66jwGgX6yyr9+9XQ5JEHk32+rk1ynZyCMpp4BBLoacLvpXThN8d3XLNC/ZrkK37tzJejzfrHhBDq9QWFu05cxlybQzKICgerFFdlyvywi66YD7mR6k2nOeIA/y3OaYLPZcKjFK8+OQ9+NJl3TJkUGkTKO4P0Zfe2co79Az2Cxm7J0+vBW/RhTc9NQeNvfJmW4c71IFuO1M9/OJ7OPA+wd7CRIR2VempDDhuuU477Ngx0GLGToeuwkIvBeSMbjOvPflbmuYQe1G9+5sf49pLb/aKzAWQF3SsQQRKdkzJIlS2RVOByVg1IdDgdycnLQ1KQxfb7zne/gmmuu+Wis3AW+yxTgfoEXfBSnu5gAd03nTRkxYTTeEtlif9zZEBck2A4/j/xAnbTWU1qERsCdwCsd63H7bNRmrsBtPY9jpn+PpqVuNg0C7hFhoNE60mdi96xvo6jhFUxveVlYetxfn/ZNh8YWttP26Tgw99uAYhImPR2+NuhTlcFuC5qeEvCXoLLmBFXk9+5Dn7cPEcWKWudc2YdgP3GAqLsIG9JuEtCjoz+ECu9eXG7aL+dlx3S17wN0KLnoS5sSA82N7L6Gkhuh5GutZzSrejAoAAAgAElEQVQyyldU5UjFnfpw88uyhiTNDB7WH2wRcIL3RGCCwQuDBt1xEzA43tYnTAMCLrxW3o5MQLeaceO8YnzrujPnNT6nRzfX4q13NmJtZHPcG8n7blTzsd52DT61fAoQCaLkwC9RFqxFvqk3NoiH3QTdzilQpq7BjLWfRl3nAF49cAZ00g9KZoQeXFNyxeML4o1DbTLIlmz8xKEwDDJ/eNtcrJw2Ou1yAu6P7mgbkU2yuCILV0zPH8Vf3sib/HEHWRAD0lqpz0jMd9ukcMK2P+oPG++bzAUmAAyg+d7PKcmIOwGlfMigIPhE4It/Z5R44PDgjy0um1QgZdyLdZEeIAW4X3wP5qID3AkM/PF+NDecQiTogymiyWLxb9NisSBH8cJVfTkiWVPx9rZdsPk70KFmwirK62E4VT+qlCZkKQTrNd/J74ULfoRhFgY5v59usCgbJT8d67EMA5Zs+dbPjh5DtalR9m1CnoDBeWo3PIob70XmwmyxYBGOYBn2a9cFBbGxRxw2DgVRsw1Ns7+Ikx0+NLa0YqF6CG70o0PJ1pjc0QiCig17MQMzi7PkvGQEOiJeeOEApFtMRUfYgQ2RBahFaUzDlNvOVOpwrXk3KrPtwsrq7WyFO+pBs6UERZkumBVFvpW0NksxmiruEEa6kdWm67GS6ae1uEcFqCCDkGtG/8z/lSHWheni1+aXZsZmfuhvMoe8ERig76KPZMGbMnKUVGOrvHG4ufHt57X8f68cSqrhzu0oC0MWG5LM22joGpAB6jRXqBt12SsQMLvRby9Ej0PrqLpmZoGAAd9+5oO4bjnjNXBo7Q9umR2TXXh1fwue3F4fG7Aa7j6NT5g3SFxBX0nAne8grddRhrxV9yXVJL5Qf+VkYJKJOZJ9/erqUUvEXajr/qicJwW4X3xP+lID3JNpZxtXnSAnO4VIaPrDtnqRsEw05lL3rpgiOeJ4jBraySRhSnt3oax3hxyagK8+N0p+MOt2RHJnYOvxVmxvGBlw59wWIxmI+Q39F43+hgMvz2a8Rsp51nfGn4uyM8y2eX06m5prRxC/qz+kScCYTejo8yftGqKf4xrSh76yv0UkVY1GAJya5vqAdyPgzu0ogfm3t82JDXFljranvkd8F7vBMj74JTKUeBa4fvx25GD+bd+QIgC10HUT/EBRsK22M+ZnWYSljzcy6KnDrudPXAfOAqAfz3eakJuRJvkgc3h2mDMv51ozt0q8R8rZskivd8otaH4a3u4WAclJvjOaFNWnTQUu+2JMw934e60gohU7eD6y6Pk8jDPSvnLlNCn2s2vPaIxDjF1fuoyOvg3f889dXol9Db2gXOlIRglZYfunLLUCw6zAWQH3vr4+HDhwAGVlZfIfjT+jrAw122lkuTNg+OxnP3vW9pzUkzi3FUgB7ue2budzr4sBcGd1952j7bFWLrLRGGywJW8k23AkfkgLty3d83NhMdOo40atV1bA9TbrAcWFTfmfxLqu32FRUNNbI/BKJ0nny0Sc1m4pxp7Ff4e5rS+gtP4lCeCY0OpT4nVdcasrA3+e+3NhU7CFjka9WIKepT07Udi9Ax1ev+jX6W3ptsgASvzHYUYEDa7ZCJsdUjRgy9lb9qtR128VwH2Z6QimeneK5hodL4OX3GADipVuKO589KRpreXBcET27zLn4mjpXXEtYXSedKKjMTLAOZDvg4aeIRriL+xuFI1cXgODLSN4TWkYAryP3r8s6WkeXb8D0W2/jPsdmZR6ceOAeRamr7xN2BSBtpO43PemrM3UDE26h7IKp4KZ+JPpKiydmi/fZwLrLAjo+u08OPUA+4Nh6QpgUM11Y5DE6+WzM4LU+sV87+bZICt9NNbZ1Y3Hd7WDrwgBo/bBIa0EuUuzXcIa4TqMV++X609mznBGBr1+zZQOoqZlonEY0F1LyqUowkCUEjV6+2TitmwvpWRAyiZ2BVKA+8Su50Qc7WIE3P1PfQ7euj1QQr7YHA8yuNkJFDXZ0G6vgNeSDaunDm51QCRkfLAL+G1HEOkYkIGoZIET2LaoYdnGDBU+1Sbb2RASiL4VOditTkeXSWvnpl8rQiemm5rQoBTBzWNHLTihloi+Or+jS6L7MDd6WPTYRb5Kp3WpmvwMWey7yj4Df9QES/MOYamfNFWiX0kTmbe50SPyPR8wZ8JeOg+hcFS+y/5wBJ1qBp5RrhfWmC9M4TZVklgWccW3RTTpGsYEV0+xYHZhGmp9Tvhbj2GJ/33k2yMCGHBeynFLNTabl8Jtt8p9scWafp2+k8z18myXJM46Gy9xoCp99j3L+M1MThFnUkuQmoVn+hkzpX9ggt1qEQmzK6bnDetrt5zswiOba6XTKpkRBPj+zbOAU+8CdZviNmGscbChA/kDx2GNDKA9bQYCFo2F77EX40jhzfjSmuk41OLB87sbsf1UF6jDbjQ+x4Xl2VJcJYjz9uE2/NLQis/nuLTjOelMcNktMmjWCLjzWOlL7sac+Vr33GTYu8c6hoANiddBUCIO4JqMC/2InjMFuF98D/5SA9z/7e3jMRA32Wozx6IEGIFJsoGHM4K1LFKOx0aay5HffwRTurdgXqFdA7TZBTb9OiC3WiTVWrt68fTe4a+P13XHwtJRy10Odx8/evmQMNeNps3SomQnZBaUUeOdP7tvpSZlQyNha/2hVpDtrhvXeN0saqhrhDZdhsx4jgONveKPdEsE3Oljf/v5ZUkL1Js2bcCht38fk4hLvDdqss+4+S/hzi0GfUKiMS870a4VGMhcZ7GdPpFG+VIOWE205VW5mJVjRnp6uqhgGI2zuv60N7nsKmMo5tj0rzk9+1Ht2Sx4g659T7yAALqsVfU6hIsXi7TRqwda4wB8xhQsDpHsNqc4Q/JV3Vi8IPGKmAhz5I6+gHSWc6gu4xmSqJhLy1BZkyL+PVFm9D5KvtrN+MWg5ByLDPrsNp6zPNspUkFfvWparAgynr+N1L6X7gqcFXAf6dYJvPf29iI/Px92+1BNo0t32S78naUA9wu/5mc742QD7vpAzWTXObMoA9fPGX5YGSU39EGjMce+95/F+bAyrU35tkjQQCCdwGjY4sSG3E/h+rZfY0H0gDgmJvMMihhscCo8K/+nLVNwePHfYE7ri6hpfVlY0gSWeUyy23g8Vo7D9iy8POthnO4ekKSfpk90rx7YjXnhfZLAk2FPIJ7/Px1cjtMMeBqAsmWAuwC72k3YOFCJJg8n0wdhigZxu/ePGmBgNQmAz3s91uZFRbQRrmAHWtxzBKyndVvy8SqugGp1IDfNLq37BNrZ9jdW+8+NJ+MG83H/x96vQ39AS+IZDHAtjVaY4cTrf7km6ane+vMf0bTvbWEEkjlAAJgACwsjZpMJFrMZ3uV/JS1vDCjsagDTgocxp8AOxWTGwV4r9ke1YXF69Z7rzynzpdna/VIaZ38jGRJhGYhDzISBD3X2+D4wSOO6x7f5KbhhbpEw/hwWkwSfyZJ1Pm8GrZ09HrxT2yfti9Q6TjQGQfeuqBStvfFYMsaI8Xh8v7557XR5r9liO5yEAEGca2cVCNOTcgYj2VfWpgKt8TyzZPumAPeJXtHxH++iA9zDAZx69AvI7NoLc/QMG88W6Re2uxqNwm9OQ1Cxwx3pFVY7h4kOqITaraJ5blWi4rMIuA/AId9PguMOJUD4Gn7YNHBYVUTCpUnJx0GlWoAL/kcfeART8J5lBa7ETsxTTiIaCSMfXXBZFdRET6Iielo04SkpQ5BZ/Jyi/Zsf8l2l98AR9kDxNGOfLxd9Spr4SrLliyMNwkKnpmlb9mL4wpCB04EQr0nFC8q1aI5my+wOfsvoI912s/z//PbqADiTYn7TaLrMSokzgiK3CXUDNpFF4znpY+he2OHE7z01TNl+rn/7+d2kRixl5PS2cTLuOEScXWDD2e+21OHNAw2YO7AFFaEzurHNljLssS/DrKllw3Z56RruWvJMJpvmPxhDTOW8EYdFmJnW1g+AY68NuYTmQ+8j4tdYhE0ZixBVzlxndsVs1Fxzv4DsHJRGBn9tx4D8r8wssVswNT9NEv9b5xcLu/D+R7fHyAU8Jruerm3/bey8BEj47HWGO39RNO8qVC69afx/hOd4BLJJydgcyR66evqoOyTP8TJSuw2zAinA/eJ7NS41wJ1EFBJShrPLp+ViaWUOnthSJznBcEafwm6Y8RhB3M3DDD3Vj/uFVeVSAIbpDJuegDvz7o21XhnsnczIcKZe+Hjtc4/wO68NydSNTGqSy2gkCq2sis9XqAFOf2k0+mHmsARt2dFlNEqMPvb+mZlT/B0JUTrQTzkToyY5f08G+H/dd5nkZYlWv+t1vPnqsxIbiC8fbPHlM6N/Z4627tZPw1a5XPTzkxkJaCQjcUAqWfvUayexjv9OZrcvLIXP24fK4lzBDIz22/fpU5MXyrld3LDePb8Heuvj9meMtdebiXdc62I/p7RRQYYNJ9sH0OrxCdmQhDfK7RjBcnYus0jPdWLuy2NxhgF9u66Hz99L57KiYFZROmYPxkjGi7hzsTZMlYQB3k8yo2QN8+GUpVZgpBUYF+CeWtoLtwIpwP3CrfVozzTZgDuZt8aBoYnX/Yml5SBbN5klay8sqn0WA221AuqShU2QVddHJ/O5LX02DrpX4qqup1AQbhJmH12+HhDQodVF89FpKUT9vIcwreNNzGp/FUU2nzhiBiocGErwWFXMaHXPwubKB1Hf5RPWMyvbmuN0YXroEBYEdoh+Go8/pL2QN7XqG4DVKWy8f3j1iADEvPaKwHEsC20RHTqy53RGAoMnAf6jATSGM9Fgq0I0awq6LIWiLU5JEx2gIJhAB5qoJXe2dyPZuj6yqRb+UBhLlaOYh+PIMPvRDyf2q9OwW5mJrDQ7Nn7rqqSH/uD132Lf7i0C2JMdzvvTYBoC7orcY89lf4mGHr+A7jSuIVl23I6FDB1UXjolW1oddeOQmRvnFkuA99LeJgmqWGzhs+aUew541QfqkuHO3/P8vA4GMWw5nJKThuw0qxQ3bl9QEjddnqxGDmqj6VPsyfTn5HjjdejX81frZsgwoPEYNRf1dRjuOBxWNBLDRt9vtNvdtbhUgu+UTdwKpAD3iVvLiTrSxQa4R8IhNP/bDSL34ubQ1CglZaKwBvsANSzsdL/iRMDkRE6kUwBu/syjuoTlnqf0ys8IqPPfHMSdqXphIztexq+ahEVOgNet+KGqChqQj41YIgktk9mwasYfotdCNVux1rQbi5RjmGVugItt1ul2uAaa4PQ1D874ODMwnN9m8rxVsx2/vexFFPYdRIlntwyn5vAu5tKFahvKlQ7pNGOyTHZ2W8ghMm9kr7Pza7t5IXZGquHxR2J+m/6ShXCdqc19r55VGNOCpT881uoVv8p2bTLAOK/EWAcWNrmiSPywujp/SIcT9XXnlWbE5puc7R377rN7UH36GWRG41u6xTcoDuwquBM//fSqpIfZdKIDO06d2Y9xBgvXRrjhwaurIVDG1v8AAga93oFuoG2/AEhd0XR0pp0ZcE1gRkCEFV8D7Ol4cU8jTnVqbERNoo9LoJ1FZ39Sgu6bT+2Ju05KFF3V/nhsH26b7bTEAe6VC9aiaPHNZ1um8/Z73j+BtOEs1al13pZ+VAdOAe6jWqYLutGlBriTaEOpmGQ5IzteOTiZ37v/2HhCirUjGWPj8Riv5T83nhj2ECxwfnr5UNBcB9zT3Ol4YU/jkFif316y23X50vFc4yd/+b6sB/0oO35D0SgGApSLUSQvJAObRWwhgQ2y2lkE/tKaoYO5R7qORBY4c+E99d1y7mQDx2sK0/G9m2clzU37j72L9994Dqe7+gfL0mfOTFfG2WWrb/8SrIUzQenN5oThpfrWjA2Yz0lXttkkw0Z1Vre+jT6PjPfO/I6kW/pT5s2MP2hnkzEaMjukaRfQshfoa4PqLsBLbfmotc0YsnxGaSO+q7/ZVBtXBGduS4Idjb6N7xOf4dbaTsED+Pz4zrMQQgCe18u1mT84KNZ4wv+xpkrir//YeFKka051eGOkMebB3I9Eta9cWZU0rx3PO5ja99JagbMC7vfffz9uv/123HHHHSPe+aOPPoqNGzfikUceubRW6CK5mxTgfpE8CMNlTCbgTtb4L9/RmGKsSGs65ppzLMpwwG6KYk1mGxYU2oDsqUB6fPU1GcO9p/EoKhtfQiSqsZoJkvcHIvJvgrsfFN8NszsPNX3vI6t7L6wIIV/tQZaLVW0FA9ZshM1OuAqnwzfrLmS1bsY03z5YWLX2NAJqRIK9trAbvc4yBC3p2F72OWHcUdJEBnPKYBgXLEoUN/U9DXM0IKwAtrXTSZIJTXDTkjsVmP9J2V6vorOi3+HxocR7APMCO2QQCkF2XcpGWPiUmLGYcNS5AIfsC2TdyNq7vDpPnLLR2E7HQZtjsWQM9ye31WFd8A0URNsliDICG12WAuzIvhnPf/XypKepff85vPHGK8JW0E2kCAYBAQY77Uv+Sqr0ZGMzmIhGtcE+evWeQ07z0mzCQk+0e5dXYPfpHhlgxH31QJuH11guqgQjeekOaSns9YfkuCyesJjBAbE0DiVlsPKlNdPk/sguWH+wNXY6I+BOoKooM36aOzUVb5hTjNXT88ay3EO2JcBv1ORL3IDX++U1VdJOmajnl7gtW+y5NiO113KfTy+rSDq1flw38hHfOQW4X3wvwEUBuA90AqfeAdqOIBINo2fns7BE/INscW3NXMF2KATEBdS2IqyY4VK1YiThUw4/JcOdWu0aW1pBADb0Km7kRHthUTQGG4dTdwngLlMb4EQAfXDhv9UrBFztUd3Cbk5XtKJmpdKCBcpJ9JrS4XK6REvU5OuCw1MrrHmy2sMKJVs0KRlC+l5TJupKboQ70ApL1I+QySlDN0szLDCHvEDQi35TBnpCZrS4Z6HFZ5YCM9nkhJxfUq/AqWgBghEVWcEmLFf3odzSI/67LZKOLZgH5E4XYKAgQ+tmOkapMLMJS8QfqKIjq89ByXRqvpzyaJRb432RHUZmt9E+f/nUpDJjw721v3ricWS1aRKUyazBUYNvfvWhpL9jN1ayuSPcmGs4xXcIt83J0eR6yF5v2i3rJtZTB/TUiyxBIHc2unzasyVzL1ZMr14HlC6R+IOyMvoANf1iGBfctqBE7pfyAN9+VhuWe8ZU3NbzmCT0NLLnsp3mGOBOcGD+5TcDlVcMe/8X4heUA+KQvkRjDPHxJWWxuS8X4lpS54hfgRTgfvG9EZca4M4VJtmJEqQHm/u0z6UCzC/l7KS8mNTln/c1x8DKZE+FRVrKbCQ06o75AXJwJok+iUYG952Ly5KCzTrgnpGh+WXOpGrx0I8zB7HGhnaP+WKS7PD1P+yS2VwsbuvG/FW6jFWtCMsckcYcqbowXVjWn79c6ygei/G4zJkIALMAzgHhBLRJetKNOTjB45JM5/CgfrAfh577OzkG8zlfMCw5J30Q/VJ5bjqm/sUPxE/yXPR3nJ9mNBYN7lhYEjcYnfne1lNd0hnNYgkBaDLLdQ12HXDnuQhkf/Kycjnk2QB3xhX0rclsLNJGvN8/72+WXJ5W39UvOvIVOa4YCUzv7OOzYxGFa0mCHYemkkxGWzY1N+69ppTexxaXDul01oe3GzukKbOUbEDuWN6D1LaX9gqcFXBft24dPvOZz+C+++4bcSV+8pOf4NVXX8X69esv7RWbpLtLAe6TtPAjnHYyAXc6SQLNDAjoOI1WFTqOdZZdAoiygiyWXox9WdfgSDcE9KZkCFnXBNXJOqZxqMwMUyNmd78l2i50JgLumm3Yl3U1PI4yAW3t4T5UHH8cA4GgAK2s8OsmA05u/AqQWa4xzbb8hyT1TOh7B6gHHxb9NFpd9kq0pM8DB5ttqdU0+eiwGbTIJfubcZnnddhMUdQUnZF3CTlyMeeGLyMnO0skSl7ccyZoY0BmDnhQdOS36PMHha1NRgIdK0Fr/i8Dl/rSW9BqKUVdV78MRWVFn+2AiXbj3KKzB3EcgNd+GPD1YHt3GjZ3amtOsJ+t/wMnNqGiZ6v8TGfm8T71jkDbjGtx78c/kfRN27rlXRx++3dyLH2IDjfUWe4eZzkcS+6Rfd842CqT3vPcDgFkdMCdv1s8JWfI5Hj+/K7FZajvHsAPXtwvwbjRyGigzh2vmYx5ttfXdvYL2J6dxmAzvnuCgMRX11aLLh/ZK7qmP4/p8/nxQbPWAsrjcr25vT6gV2eLUMZlPEZG/zO7GoY9BCVw2MbIdlZdm3C4jR+8qlqKWU/tOD3s8cgy/eraqtTskvE8tCT7pgD3CV7QCTjcpAPufc3A7scBGTjKj2AUXdueQlqoUwOyFat8GZ3BTgG45RssI1LNAq7rPyPYTd12KyIx1jvlZHqRJgVks6Id30cQXo1voybj/Wv4DvqiNtyOjcgBWfLad71SacYi5ajs24EcWG12KNEQiiNNSFPJnFZF3oYJO5n4/P6H+G+rC4oahT06gJDJAY+9CIU5mQImo6dBqxKkFyM69Sph9G0/1QlfKIq+iAW/t9whPjo32Iib1Hfl3JRYYZGazHhKgu1yrkRu9WXyjeI3j8XaWcWZsh194gu7z3wvKTGmDxtjjEG/zUGoHBhOo/+8fWGJJLJjsdd/+3fwdA4FV/RjZLjsuO7LPx32kM/s5CDs+EFw7mAbatpfw/yChLb7jDLR+0UkALTsB7pOoDmcjn1NvdJBQMtJs0tyLAzCmpup+RI7t3EIG/3UbIO0HNfzvke2x9js+k6LA9tQ5jssPpSFlkyHBrizQ296YTqsq78O2JK35I9lHce7LQsGB5o9IhlAn0vQYVllTmrw93gXdpz7pwD3cS7gedj9QgDuekxvnOt0Hm4l6SHFDyXRVCSITfZ4onF7dgC5HRZh9NLYCUz5zUTZk9HeA4ubHMpJljeLwJT1oKzNcAz1RMB9tOc5l+3+4ZXDAuIapVdJQKNP5LJV5KTFzcHiOQi2r5s9PmkRrvPvB4fW0t+wK5wFdHYz0zgzyqgdP+Q51W/F0fdfFMDeaNLRtfY+IO8MY5yxw57T3ZKTE4hmTraoPOusnd1klOvgNs9hBNz5b+ZxLPIn89vGa6JmOvXVk9lYpY24boea+6Q7m0NOeU9G2R36PmMMwW5q/t1xRh2xD66FsZM+N82GO5eUSY46mo7oke7lXN6/1D6X3gpMGOD+93//99iwYQNee22ohuKlt2wX/o5SgPuFX/OznXEyAXcCyd98avcQrb3yUC2W+d+T4WoVuWlSgU6zmcX59poysa/4LmmrZxCx+USHsLIoB0JjBZgAa75TwTJHPSxqCAHFiZ3BcoRUBdPSVawqNcHHAW4RD+b2bECWJQAOJmOSzinlBSs+BeScaanzNB3DqQ2PCjivW0uvDwPZs9Fepumy0RFySAwBYmrGMhGk82vsGYAl4sNC0wmUOgKAyYKoMw8oW4rynDTR6Ut0hAzIuvr8MB1+EcVhDSilU2VFXgeAu0256Jx5j3QCGFnOTIzpZOMDglysqDojc1J7qhb+lkMYCISR6U5DTk4echrWA9EzRY9NTSqe8S1BS0QrEqzteVbAeEJA1OPVhA0UKQSQXTavegqy1j6UVOOPg47Me38Pt68pbhAOAZ4oLHgqeg3mzZgmQQbXj2y8zn5tqA+DQ28gJO8An8/yqUMDmy9fOU0CLkry6INMjffP94FGVgX1/9juyKCsIN2RVO/1c6sqcfXMQvxiw/G4ddQZ7voPCdZPyY1nTVLyhp0G47W9Db2i1ZdoU3Jd0m5Ko/7jS0kGpur76BIC/DeH/jAhSGZsn2SLZ8omdgVSgPvErudEHG3SAfcdvwb622Xw1UAoTCF0ZB5/DpbwAKjbTpkyflk5HJPgNjXYgzALo92FgEjHELvW4G5FA7QHjcB8CFY4obHluQ1lZjzqmW9UQLWgUc3Hg+bvY27kEJapGtOZoAUTuyo0olhtRS48ov0esOcKoG0Ne+EmfG9S4TelCSs+O9KpacebnHBYLQK4O8K98r9+Wy7cxYPSJ8F+gKz+jBKg6irx168fbAFbpl+zrEWTUiSFh3vCz0MJB+C0WwQE0dnbvF8y207OeACeiBmbj3dK95P++0TAPVEzlj6TUmv8ptOHLijLjHU1jeWdOvH8/4ujTR1D2tJ5DIfFjMq8NMy95++HPSTjlbcOt+FAkyYXw2e3svVJzMjRZsgMseKFwIwbZO1O/vlnSbuZuDarqvNQfPP3AfOZY/BcLLQSgGBXAH220R7ZdEqegdH4zqwZeB1lSidWTMtFv8+Pgsw0OG1WYP7HgeyxyQyMZW3Hsi3JFlxD/i+ZpGQjclh5yiZ3BVKA++Suf7Kzn0/AnfHnhiNtMdCSBdI1M/LiinuTuSK763vwzrH4bhh+N0jkIZHLaPyOfHr5lDF1PJ3rvV1IwP3HrxwWv0HJEXaU05hT6dKknPVFwpluLEZ/dtUUmWcyXmPexU4DI0BMN7RuVhFmFY8i32g7iMDh19HZ3S1F8ty8QlhnXh+Xm5/rNTJm+Pe3h+Z3lJTRCzgsmnAmAK+foHsyY57PIbPDybaOR9ooGUBuBNwZezHf1Al49If7Gnqke95mViQ3ZRefTj4YrhvDeF+3zi9BVX58Tnuua5za79JcgQkB3EOhEB544AEEAgE8+eSTl+ZKTfJdpQD3SX4ASU4/mYA7mRHfeGqPJN5Gu6XvjwgFtMGUZCQTJJUBb6oqrIT2ojVoTZ8rbWRHW/sk8SKAypSyxRMQhhbBA7bK6ayLrEgXFnjfRZXLJ9IZZIRn5hWjaNmdgN8jIAgcmUDhHGlVIwuvqccnx6Xj6x/oR2HfAZhVarcraDaVYGePC5W5LgHYdUdIYJht3Qw2WD33+INy7XSKJVmuWKsXnfrs4nT85bUzBDhlIq4bA7KjLR5hAd4UfQclSrsABQSoKZfSgWz8d/RylBcVCEO7tvX6XTsAACAASURBVMOLdLtVfs+p7PpEeK4DwWWyCvhzBprVPZuR1nmmnZyD7nIHTiBzykJkZGtAMQOzvad70Bkw4TnbrfCGLfjUwO/QHwqL/h+Tdz4Lri0DVa5RvtuBrVO+JPsnTrEncM2hcfMCuzE9eEjAFQZep9VCvB2Zjy5kCOOB2rKtnoAUDFg40FkZZI/ohQYyu43BDYGZWxeUyDP6xYYT6B+U19Fb4xls8PrYLskgMsNpEeaFrs+X7C+SraAcosPr1teQ71o4HEZ/SLtvBlrJAHfK9+gtmuP9a2e7I99vFiHIlpG5AIXxiYJRszfxfHcvLRdgSjcmH7vqemJFBj47Dkci+zNlE78CKcB94td0vEecVMA97If63s9lgFe/3w9XsBNmNYTCvkNwBtrFN4RNNkRMdrgC7YOQOoeh6gz3ACyDADvBdg1wJ6yuMeEpMcP/OE6VPyMrniB8v+qUbb2qU+Rk2tQsvGheh7mRg3JkbqcnbRVqoww6pRxaGgJod02DL6yiM2QT/fdCUzc63TNQETqFGYG94BUpigkuq1mk0yzRIJQoNWIBU9liTQDHYgfS8qVgi/waBBUHfndUwabwLJwIZAqgXxZtwvXquxqr3ayI/Av9DH0rv7Mi+1V1FXpyFw8Z+sXCLFl8bD2nJRvS9oXVVcJYG4/1734W+/ZskYIBiyX0xfQjbOVmh9zMqSw6P3jWU/B66VcszdthPbVh5O3X/G94AmH85pc/R1k4+bCzk+4l+NYX74/NbtlxqgubEob5zS/NxFWGQXiMSdgqn9ghxfX+66VRlFh60d/bBWdWPkyli0XOZjxGQkP3gNZNSHbpuRpZ7f+dpMjMd+SuJeXjlog41+tK7QekAPeL7y04X4A741LKeCUzsn3JlL0YjDnFifZ+AZjJemc+pEuIJF5fTVE6bpgzfqD5bPc9GsCdA0d7fJrEKou5C8szz8rYTnZefuOZH3NIuJ5DMVclE59+LCzSqyZhQDNvW1CehcJ0Bx64YurZbmPUv+d3X7oKBgvpY+6EYDegFIyHDlgd9UUkbEiJnf/YEK+/n8hwXzwlG1cMkqf43rx2oFVkXOg7Nf10u8wPy3IlKZYPnu9s0kbcl8NKkxnzcMqk6tIvEuOx269OK6Aw6tOLJXxPGI8UZDjiCl7Mf9kBruvzP8KZeQNBkTDSpVeJr5C4R9nW+1eNXUroXJ9Bar8P5wokBdy//vWvx+7m8OHDyM3NRX5+ftI75AewqalJJkdTfubb3/72h3MlLvKrTgHuF98DmkzAnSAmh6ZS900fZmJWw7i+6wkBrOmYGQjYrRyeFpYWaP7bUrkKTbkrROdalxAhe7ki1yW61pz6TSPQmum0waUO4Lr+F8FjV+e7sdCoA26yAMu+FEsoyQp7eV+zDOGkEyMTka3vM4vT45gA+pPkdRK0ZBDDoW3GCe4M8Aia66YD4fq/6Qx/eNtcAUUJFutDzvg94vm3DQ5ZW4NdWGSpFQd7PFSAF6OXC3ONwC73ZXGA8QiZ4dQR53l4XdRDp3Y92XNMpAs8B1DZ/Z4A8LoDLvAeFmYlg5ncmavhdDpFH1fTPgeaMhbhdNZlmFn/JPq6W2S9yWznM5EAgKADQffsIhyu0PToaSwQ3LtiigS3L+9txhNbzww7I7Mvoipo6uUQP1XACgYuxuo974FFAhrfjSOtfXIuY7scCxu5brsA0mzr5CAYBpW6lp3xr21WcQZumV8s6/W/n9kbpyef+FfJgUFX1RTgp+uPii6/DvwTcGeLPfWHGbAuqsiSZ6AbNSR5fRfaqBNI4ERv7aWc0Zrp+cJsTDRqz3v8YXk+4wE+LvQ9fhjPlwLcL76nNqmAe38Hjv/5Zwh2nEKWvwHWCP1UVGTHdNa62epAxGwD+jtggQYgRwblY5wICZCubUvT99K2IaDehiwB5SkTQwC/Q81Am6p9kxwIoFjpQhuyETLZka32IqKasAs16EIW3OYg0qN9KFLPFH/3W+fJt5LfXvrjduTgUMnHcIv3aVzX/5J8G+kPWMwl4G5VQ+CsMbPJBCy8F7C7pYDNpJHDzRqn/AX2ejNxrK1PCuYsatOXzQgcwDJ1DzKcNim4stWdM090Y6J7OmMJeguXiz+h/+K+9FNsWWf3G5NQ+kG9w0zfl0yvr101DdQyHcl4L2zL9vjCoo9OXxonV9BVi+4tj0sR9Mw0Eu2ILPwWXHZnnKzLWd/+2o1A/fsjb7bia3jxUB+e3F6HRYHtqAoeMWyvYJ9tIY7a50If1r3tVBfeTwDb9R1YWKW8nNEYIxxp9SIYiaDAzeGyuTH2f29vL9LT02HiszxHo698/WBrXBcjn+91swvj9HVHc3jGgL9+rzZpVxr3Z/v/eIsqo7mO1DbJVyAFuF98b8b5ANz5nWS+YpSHTLzz+y+fKj5hJGLLhV4tFgj47R7O6KO+ee34BqmO5p5GAtwJqD63q1HIR0YjOYadrUYCzWjO9S9vHY/llczd6Mf3N/XK8XsGQvItJXjMfIBFbebH7CKeSMB9NNc5Gdv861vHJPbQLRFwXzUtD5dVarET88s3DrXiVEe/5MDMqZlTksTF93w4G07aSN9+3ezCETtCCPRTGond/rosDyV4mz3+mCSS3knP+OzyaXlD/CpleNhJT+P7//CrR4SYZjQSEL99Q02KfDUZL+KH7JxJAXcC52O1BQsW4Lvf/a6A8ymb+BVIAe4Tv6bjPeJkAu4EhVnBpTEAENA9GsKC2l/FbovBAHVcKX8Ss/IV6Cu9Im4QpGi75bvlZ9Sno747AW2C0IsDW1EVPCrMdoLN1D0zWrRoIQJV6wQUoBOmnIcOsnb1c5hrRKq/1AlNxo546JrpAn38fmu9TADXjYUEshkpnWM2E5bQWvfp3FgMoIP8yccXyEAU41A1BmT1nf3YdKwNN6kbUG5mS512VIL/BFFeiq5Gbm6eAA+6zjlZigSKs9NsIEOCQ1iYpOpB2tr2J+BQyJbW5FQImpf17jyz1rmVsOVViqa+zkLocVbgSP4NiJzegYqu92Rb/o5As1FfvT5nNczlS+PWVQtICgVo+afXjqLJME2eA1K5P58vdWjZ4snknGx/3Yy6eHw2fEdunl8sTD7+/wxGdCP4TnCc4BABfIIwNOr5lmRRD96ML11RBZvVhB+9fAiHm7W2fgagfNZMDNghwPb0r66dJoEHWw7fO94RO4cOuPMHfFe5DQss+Rl23L6gZMhQvvH+bY51fwaPAsgl0bQc67FS249/BVKA+/jXcKKPcCEAdzKT+L1ycigopVTq3gPaj0CNhtG853U4Qj2wRM/4CVeoW5LiiNkOJbMUNmcGuptrkcbhp4ggrCoCqDuFua6B7dRwJ2v9jMQM4FVdaFRz5ff8zmegH1440armCHhfobQJXB9RrPId5DWokbD8rFkpRECxyfczK+qBFw4MKGk4Yp0pP5MOs6iK/1auRm7ptBjgTr/Eb7jDZoY5EhTQPWaLPgPY08UfH27uE3bWzrLP4lRvRBJXDq+mL+I3ODvcgdui66Vjij6b8ix6gZrFZ2Hp5axBu3umSGPxZwTWCRTQ+P1nRxAL8mRrhaJR+X1hul0kvq6dVTjiq0QGHtlo+tBzbkwZuxvnFcfmscgBGrYjcuwNYYjxGYvcTYYdtrJFwIwbx/a61r4D1G8eeZ/Lv4ln93bEWtpNlPKJdlE9H73m7EGBIUhCzaJ1ogxa4sE/s2LKEM3e4S5gvIA7JeIe23wqaXGbz+2+VZXSwThaG40G7TeuOf+A2Wiv96O2XQpwv/ie+PkA3I+3eYWUlMw4IJPfUpI9SPzg55lxfGLONRkr9eyuBiEnjWQX4vsxEuDO7h128SQz5jXUV2f+M1p783CbEK+MRhlWPf/h/DOjRji3+/rV0/GJpdrA0EvZSFLiHCzdjIA745AvrJ4qsQ1zeub2yYyEr3uWsbNq+GeSTNqIxxpNgZgxE2VD3z/ZiWgUIq/a4Q1iam6axFMkGdDPMoZiZx+jQ8ZNzGXz0myx4vkDq6dKXvyHbfUikdPc4wdzcBr3K85yyN+rDsxfys89dW/jW4GkgPvRo9rgJ9rXvvY13HTTTbj55puTnomsRbLfyeZI2flbgRTgfv7W9lyPPJmAO6/5kU21aOzxS9Wd0jJM6m/rexJOE0ELVcB2ujIyl+nUGBy0F6xGsHip7KM7Ol3eg6Ark2aCqPwdWdLXtD+OTLsGdstA1MEBYpSsOUGmnV/F9vLPS6Czr7FHmOy6bIk+dI3XSjB2ap5broGastQLZwBHmRMagXMC9HSIrIjzftjKR1axYlIGB80pwiogm4CMu3+4c36Myc3zv3O0HZ1eP7y+IOxHX0RuoD7OmftD2r31mHOwPff22BAakTyJRrGsMleu8+0jbH8LS3LNe6Gu7rXtj8p1avI2TqnSE3AnOE0g3+/IRyCzSnTwCUDnuO3od1XgcMGN2HqyE2t865EXbontTx17gjEdliK841yH5UkGx+gBLHUEORiWQDkZ1n2+ICKqpqtOwF2PVygfo2sN6gNh9HebwAk16/gusB0wMcYhAE/WIwsCiQE+NXyvmK51OL19uA1P72yQzgp2ANC0Qbcu3Dq/GPcsr5A1/te3jkuxgCwFmg64E0Di+pA5qQ/05fO8ZV5x7Fme699jar9LZwVSgPvF9yzPJ+DOIud7B+uR13tANM59tmysVbehNEuTdSIzKrDjCVDGi4NFoyatFZn/NkVD8j302IuhWpywDrTBiQGB1anLHlUscEc82hBwfosGoXay2Vlko7TMAOzoVrUYlgD9yWix/K5WLZFhqDWm0wLUU9/TSZyT/jXUK2rvHiUDjUqR+N9oNIocxYtj5mo0mwqFBdYRdmIjlqIBBfK9Xut/E3d7HxdAhckd28W1m9SSe9VkQXvNvTCbzTjd7ZN773WU4nDBzdLKvv5QS6w7ijJxPOf1/leQGe2WjinqvLJgrg//DJud2FnyaWHL87tNGTUWsunrdCOIS+mt6sJ0+T7zmlZOyz2rprBRo1XWNhIVIJ8+gev9uZWV8Rrrnmag8ygQDgDsRsieAmSfQwt+5wlg/9PD/5FYXcCqh6SV/dHNtSP+Mf3g1tnyYpBNPpItn5qNFZyDMug8GXPQJ7N4QJCBkgJ6sX28gDtl8vYlgD3Ga+OAd3YHjtbYvWicV5Nsv69cOU3en5Rd+BVIAe4Xfs3PdsbzAbjzb5B/i4nGLqMjLRqRxShtyX9zaDPZvJNl/K4zt2JX9HDGGP7La87/nIrhAHfmNf+5MV7mJPFaSaiaX5Y56mUkKPvktvq44aMv79XyMHbpJhvsetuCUvyv62tGfY4P84brD7ZKPCGhi98Pari7HVbJ5XSiGvPWU53JiyDcb9W0sxeUjNJGjE2YN45maPuT20/HdTsQb2B+TuPcLZLr+LP6rn7BHYLhiOT2Oi5CmSCS2SiTShzlmV3Jtej1Z0j5GWNn4Yf52aau/fyswFk13H/0ox9hzZo18l/KJm8FUoD75K39cGeebMCd2t4/eHF/jAXFxI8yJ2uVHQIUMwmkERwnONqrpuHNjDuQn+EaHJCpJdl0LBycSoYF26W4rx70Lav/LwEeCKKymkvQnc6HjDgGJGT4bav4ooDKp7sHBLC3mTm8ThVwl4A5NctpM4s0LVMC3Lw2arAtmaIx5nmNW2s7EAhRMgXCyuc5mAnrTDz9ObDlfmZROv7rvqVSedaN7PJOrw8Y6IKy41fSik0mOIFtXj//l9q2TIr3ZV+HZos2QJPXYRls/eZabDzSJoC5fl7e/7Vtj8TOw4IBt8v3HEBgQGuzDLqK4M+oFKY514XniJatREP2Mmyr7RJAP89zADOitSixeFAXSEOttRrt6XMEJNfXhuwWvZXUyBiRwbLNHgFgCGR7AxHR5zUa1/toS588w2VTc2KBA+VbKJNCY1HFyDw37s9ghAEIr0XX1ltZlSvH0o1B96/ePRlrc2dhR+s8MGPd7CLcfVm5gEEceEMjCEWpoQF/AFHFjI7BLgay/DnE9MwzVYQVQZZlylIrkALcL7534HwB7uyKat/wn5jRuV6KmzR3oE0A9EjZMkzNT0c44INv15MyEJXbBC1u8T22sBeIhARcD5sdiJgcsIX7YFK1ri7xXdxuUGKGnoiAOsFzMtwJtvNnlJThQNTQIBhfqHTDA5cMTa1WGmX/iGKW7Vk0liOoYfFvBPSPWqrlW0f/12PKRrOpGCeVCvgUJw6EinEinCfftpqiDNhVP77T+X0Uqu3idzk8m0bGfMDfj5PKFOyjHE1E86Gu7CJ0Vd+JkNkpOqgbjrQL810kwAZ9fJG1H7eqG5BnD+PKGfniF+l3VMUkQL2sZVSN6Y7TR7E4nu2yDmqqar6Ehd8VY9AQZss2pWRYHGeRWjcms1V5bmkr5/WcF9v7JNCdXJsdc+8CcqslrvjS4zti8nmJ10FG/8/uXogPGnpliGEyy/A3orL7fUx3+7TOAYsT70bmYFdoStzmfL63LSgRsGG8gDs7xBivDGeMTb52VfWol5VsxETN+cSdH7yqOlYwGPWBUxtOyAqkAPcJWcYJPcj5ANyZ+zy+5YxEpH7BRlnD6gK3dCoZ7Z5lFZJzXCjjt4ffQ31INfMoAp8kyiQryq2uzouRp87nNQ4HuDd2+84KiFIb39j5O5rrpP/YdLxDup65Js/vapCONHZu6zKmPA7zvZw0u0ikfGtdjUiT6LKeoznPh3Ub5nbsrPZ6vcjNTMf88qw4kht18EcyyvCw83qijc/rjUPx/twou0r8YVFFtuS7u+q6JGenGWfX6f/+P7fNkedP+dGR7Fzer4m+79TxLu4VOCvgfnFf/kfn6lKA+8X3rCcbcP/uc/twuEVrGdfbuVt7/VhmPoLVyh6UWfsEGPCqDhwOl+CV6Aq4sgokGGCyXtfhhdkcP3W+rc+PbJddKs9M6qa3vwZ77wkBTQlKC5DOtv9B59RkKcferGuF/aCx7DVdcsqQEGfX9czJDJxdkgmyzDu8GiuMre+UZyHWfaCxF95AWPblzxjgsf2dQU2eeQDTTU0ChtSaK6FYnQIIP/XFlaKlzeDnhd2N0r7GgKygdy+merbJujAJ5toQ9Oe/CWYzmD3mXIjjroXIdFlFd53HKMtyojjLied3N8j1kcWuN7ut9f4JuWq3vITcn2vo7+1AgU+b1h7ImIqAq1ASe4LKBGH2lt6D/NwcuQ9OQGfAxnvjPZLNT7a6PxhBYaYjTuOeOq1kPlLblkxDts8trzoDoBN4JxuPAAfPRYkWMi4otVOS6RAAnFqC1ANmR0KMQQlI0MD28uGM6z2/LEuYIJSUMTLhdeY69yXTUnu2qhyfEgS0jy0qlUCT+odGIwNif8tADEQw6szr2/GaV1QNHRhF3EGXBbr4vgKpKzofK5AC3M/Hqo7vmOcDcOc38Z0//ANmtL8euzhKf7gDGtu411aIyJQ1cES8cJ54BYqiwhwNIqJYhL2OcBCuaB/MlI9RrAgqdrijmt/T2ew8jg6483sePzSVjHcTutR0nFKLZRBqldIEpxJEQLXK4NRshcfTgHse32W3CsgPNSLXGFVN6Jt2ixSIO/pDcPafFr+12zRXfh+MqDillGOTfXVM6mV6tBaf9/5fFNr8cJrCgMmMpr4Idoaq8LZ5JVyqD/6IgtZIOo7barBkSq4Mw2aCeKxVK7ySTe5gW7tJ6zJyW6L4eEEj1uQPINdlxoY2F1rS5yFo1gqb/GZ/0HCGpZjIpOQ2LK6yyDpae/i1I9jb0JNUk5gxAI/FuR7nxeikj70GNO85c3gy22tuErBdN8oC/PjVw0OukeDIX98yR/wsYw9qnCdapu80Zra/Ij9mkZ9+Tme2N6XPx+nsFXG7MN5g4djb5xmXhrtRPzjZ2vF5P3T16AF3giJsrx/OCOYR1EvZ5KxACnCfnHUf6aznA3Dn+f64o0FIM7qxeMqiM41M8UXlWUMu60IOU+Vn9Q/b66XjtdWjyZzRn9GfMsebV5YVR4IicYYa6RfChgPcmYs8kaSQYbymiVjDe3+9NeZHmHcxftElNZnTEci9aV6JnJYEtevmFMbLql2IRZqEcwxXYCbgzvy7rlNjkdOYyzHPZpd6ebYTH1tcNuFXzMHnHIBuNL7PRilVxjrENUhc1C1xVhxjmF/dt1RinHeSdKYYj79mep6A+ClLrcBwKzAmwL2trQ379u1DR4fWEpWXl4d58+ahoGD0rY2pR3FuK5AC3M9t3c7nXpMJuBNsJXPLaAREj7V6MTu0XwD3QlMvLIqKvqgTJ1GC9coqODILRCqFwQKrukzCCdSSaUfLtIaxJLQLC21a+5Q93I/ejka0WUsGR85RCy0s7DsGG7tzbhL2HKvHBH8J0hPEz3BYNBmAUFTOo+uNE0gny4P1ZOr0sqLMATRNPdr0dzLu6fR4rM5eL9apm1GOlrj2vf3m2ajPWo5/vGu+aH8/tf206MLSGJDl9B3BTI+mmU5nzyFyDBdPtnml1Z7JakPmUjRmLpY2TrZz0haUZQkY/tqBFgksQ1EV6XZt+8JoG64NvCEyPWw7IzuQjPDMaA+K0Ym+nLkSkLIdrStsx58jyxFJLxG2+Mn2fuw+3S0D7fShpFxDas3TuAZkBNJ4XjLel07JkYKEbkyIP7GkTNaIxkAmGXDO9fvODbMwvdCd9NUn+EBtwpHsU8vKpTCQaASUqGM3kulBLdeQzEfdmLx80HxGN35hedaQAa1zSzJwzaBeMN/PjUfbcazNGzvGnJIMrK0pGNLxMOIFpX75oVyBFOB+8T228wG4n2hohf2Ze6RwR6Cdw1BN0SBs0QEEIwSzgeNZq2F1ulHdth6haETkP/qVNAyY3MgJNSFH7RFeOgH3MCwy6JtG/rof1piGOzXdCbhTUobFW+3f9AwmNKh5MiC1SOmU4aiayjvZ8NyOA1c1Cyk2KBabDBEnCC8XY7YDc+9EizeESMthRMJBmAI9aESBsOJ7lBwM2HNxwLEY9qrL5fslUmUBDzJOvYb5eVG096t4rdmB7ZbFgwNdNSk4Frdp1Iv95GUV4ueoI8tBYPQTZNbxOlgEIMOO3/9vXVcjRc/fJ3yrCdDvqNOKxrRkgPtYQYmHntwz2C2X/H2dXuDGD2/XCg80FuYpq8D4hb54XkIx+WxvPTvIqHNMBv+MQkrUmQB2Rfh6NIkaDppNYvTVf97fIpq87HKj/+EgcB6HMRON5AUOI8/rPw5HmACYiqrOdxCwpMnsGAJNBJ6MTLe9JXfDZ4mXKbiiOg/TskzjAtz/tLdZCvXDGVvdef1jsRf3NMraJbO7l5aPeajgWM6d2nbkFUgB7hffG3K+AHfG/s/vbpQ8iMaciNIc/JaxqGfs2tVX5UKyZ9kZRZ35ZENSOcuLrGR+1+lrKCU5XK5xPp7oSBrulJShzxzOJqJL4Gfrj4LDtY3GPJgSoTTme5SN042Epc8snxLL787Hmoz1mHpMweLORNlwgPt/bjyJLSc7kj4XYg73rqiIdV9P1LXwOO8e78AuQ6zDnxEf2VXfE5tRRulUFr44A657ICh/d8zrjUayGwvozN31ru3hrjMlyTaRT/DSPNaoAPe+vj78y7/8CzZu3BjXRsMlIRh15ZVX4qGHHkrpuJ/HdyQFuJ/HxT3HQ08m4E6W1f/z/L64K5dhc537cFmAVfio/G0yIWcruWiLOrJwvPIeVOSlS/VXl1qxhgeQZwsizZ2JdaE3EejrlP0JDFC6xBbQQIha6zQBAxggEkhfr6xEm2OqsL1ZKaYuO40t92SCEczXmffUdiNrnvrspzq8seGUBNeZROtSIwS0qwvS0e7xY7X3VRShQxyl02oZnAqvyLDNw44F+NTH7xF29VM7TsfWgQGZGg7g8pYntKlsgDDYXHaLgBc6gPtByd0YMGdI2z1N05jXAG5q07EAwHVjUKJL8xRHW7AWOzA9MyoFCurX9jorsMuxHNn9J2FVg/CaMjGQNR1l2WkCzl8+LRcv7W2Cw2IWZpyusU4H7yXooA5gjlKLPLcNgbCKPf4iRF25MX124wNeUJYpgDMLBNSlpUav3kGgrTu7FdKwbGoubpxblPSt5lr+6r1aeTbJjNfx6eXxrfL6dgQjnh5caw6cYeLARda6ErR2Vz0x4HN/ZlejPFuaEXBP1jLLbVjwWFuTL4UagkVGiQL9Glh4+NRlFUM06M/xTzi120W6AinA/eJ7MBMGuNNRNe8G/B70Ht+CwL4XZGAowXaJKSkjFuoT8NyvONDsnI4W53TM6tsMe7BbYG6fOQMDcGBK6IQMNeVeQZNTwPWMaA84ZpvbBWFFCBbYEBpkuauyDYF0gur8/4OqFQfVSvQiDSuUg3Ar2nVoA1YJuOvgOhBRFYQtLtGZp6QMxdMUuwsomg/V1wNvdytsEZ+A+EFLWmxoapu5GKezLsORGf9Djs1uq9313TJ8K9+t+c/m3gHxN3pHEpeJEjLaoii4fWGpJItvH2nTBqErihS2dVkvbsbuq7+9bQ7ml2bhX98+Jp1a/J7ST1D+hj5Lt9klGYPDwkSSHg09A+IrGTfQF84pzojN2RjubfzK73ZKwZx+RfwBh6EqkHvgcaiVyuuhPbOzIe78+jHpez+xtCyuFZ1SBvTNXB/GLtX5aeiuP4je4+8j3d+EsGKDL3c25qy6GSarQzrGyDRkoZhg+mhm47HlnK3iuimRIMpPv4hik1aUsET8KPIegGJzoaB6Max215AugYaMJWjMWhK3PBwQPzvPMi7AnQSG53Y3DvsRYCeZPgNlLF8KFguM8hUc9ka5OUrZpWzyViAFuE/e2g935vMFuItvUVl87Jb8ihKMrx5ojtOPTrymseqPj2c1/+87J4eV1+JxqSn/17fMHs8pznnfkQB3ypq9tHfoQFr6Jq43JTjZYU1GPsk9zFuNRj/JYvbB5j7J/chQJwuaRB/dSJL64cuHhLCmG3M5/pt5ybZFfAAAIABJREFU0HWzi4YQic5Vg59FmPdPdA7mWRqYv7IqJ34myhhWkjNBqMWvS5Uxv18zIx+cBzJeGw5wf2JrHV5O8kz081E2dawyP8NdK2McDpjv9QWFyc5uwEQZJuaULKzznWBHtS6jyrUgGU7LaSEAe1mOSzrkSXQozLALWYAksGRG2TzGHSlLrcBIK3BWwJ1SAN/4xjdw8uRJOc6MGTNQXKwxK5qbm6EPWK2qqsI///M/w+EYyoxMPYLxr0AKcB//Gk70ESYTcO8PRvDAb7cPuaU1bY/LQDIdZNcBd4KxJIOFKq+Gr3CJsKPd/mbM6XsPeeZ+cTZF4UZEgz7UokTYYqz4EgigudlF78rHaUslWr0hbAtMQV/EKsk+nRoDDsqy0DQ9u0HAPUqw3CzBJHX+6OwoicIAKBQOo9wNdPii6PQrmmyIokhAlzFQj4U9Z2QGCtwWwc+pA07j/VzxhYdxrN0XY3pTY9AfDAvLvSZyFNO926SNja3jZGNQ+52OtCNtBg5mrhHwm1IvZMDrQ1547DcPtUrFm2wJJvHcn+cjaM8g7MvL87Gs1I7/2tmLDSd6hxQheQye73OrKmXYqFHHjkEdnTpZdeXhU1jme1eKEmSO9PnCiKhRHHIsxmHb3CGBCNnzX7+6GltOdmFrrSYLw8CB684iBwsRuj109fRhQQcGGc/vbpJ9jeayWfCxxaWyRsmMgdq/vXUMh1r6pOhiNL4/BFfuWKSx+mkiq1Dfg7quAbR3e9DcH4XVYha992TGxJ96828dbsW+Rm0YTzJL1JWf6L/r1PEmfwVSgPvkP4PEK5gQwP3/Z+87wOS4ymxPdZzuCT05J41yjrYkK1g2zhnbOGKMARswS3wsywN2WTDhwS6YxYTFBBsnDMY2jhgnybJl5ZylkTQ559DTud53/prqqe7pHs1IM7Kw+9c3n6TuqltVt2rq3nv+85/j7QH2/gXob4MaCkJtOQTvsXcEwCYbXOE7SQEUjmGqBno3mwvRYs6BOeBBLtrhght+O7VCgfSBagRVkwDrHpNT3nkZwXZhfXO8oOyMFxbY4RPZGdYHkd3uhU2AdFVV0AYX9ofKcRTFuMf8osjKyLt10FJV209jvAuIb07WkgIhrxxFsdphcmYCvj6onh7tfCwpCJjsYcCd7+5O1yy8PPNHIAlv7aFmdA2+Q8kSbOoZQFO3R9q3mrSxOvx2HgSxL51dIJVhbx9pERCd71wu8o2AOxlaX798piS3ucD+7dvHw2M4r4ngDsF+MqQX5gAW1Y9eswt7G/sErCcAa4wLpueIxFi8uO/FA9hW3YH2Pt+w8YZeJyyz/tJF04RZPlJlFQ29aezN+Ps+sisj2d3t+9eiqGurjHN6sPqhX3Gie8atSHVlSJKF959GsjcuLh7RADS6Aottzmh5GS5PnSTYOacx+3qQ3nNI8xWxJQOFi2Sspg+KHvWuxahzRQLuTDrPzDo9wJ3tk2H68t7GMDlBH1OvmFuAaXmawe+pBvuOzzCTIol473sgAbi/9/cg+gzOFODOeTjXY3yX64aNxnPhOuwTK8pjfneqvcb1ISuPuWaIlmv8P0/tFjmZeMH5++/uPOdUD31a+40EuLNhkpqYkNbJOrxOkoOyojTxuS3NPSfnahVRXL+SuBWL5MNKqsvnDFUTsfLo1+uOSbUZ2ydLOt1hw6KyDPE4iw5WVP3LGOS/uP/rB5vD+vnG9rgepU8W19djCSZZ6eMRK0ZjXHqyY40kKVPd7o6QUNLb4nqRxuyXzo5NDjvZMY3fc77AeYMewmav7pTKQGPChN9z7CNBjBXk7X0ebKvqjPl8cFtOR7/woanh3xEmQZi00CspOFdg0oKYRSISPXCyHjgp4P7EE0/goYcewsyZM/GlL30JBNaNceLECdx///04ePAgPvGJT+DWW2892TET359CDyQA91PotAne5b0A3FmGyIUYF0oPbTghi2c9LGoA57c8Am+Ahi4aKM31FOVfqAlOHXVz2XJ0FazE3oOHcF73C7IrBw0y66YM7BEQ3AM7jlqmwmI2o3fAL/vKQJWch3dcV4MDKBllenBxSgCAi3nKsNDIjTIpBII58HF/fkcwgBObHrcHq9WtmI5qmWTSmKYzmIR1WIJGc4HokM8N7MMU9y7khZpQiLYwSEvt3iZrMVIy8rHsxq9gR2eSLOQJ5JO1TfAhFAqhzxdCdvc+rDbtRrKNgLkiCMZxxxxMWXYNrltYhH6vH3/YEGm6phvLkVlHUJkAO7XcGbrp3fLJmcIKe/jdKpGfiRf/cuFUYbj/ZVutMPuNUXPiCJb3vDzY/5pxLZMbvHeMjUnno3T6wmFNkxHAAX9n7ZAWb6zjn6y8jaA/9XyZpOCEkMzAxeUZYcPWeNf009eOxDVfI1D/wK0LYy7iu7q60BO04tldsXVkuS+Z9Xxef7G2MqYmcPh5S7HjtqUTpzfLhBAnpzrboTwrGedNyRIgJxFnpgcSgPuZ6eexHOWUAHe/G6jZDHRVAUyWdp6Au7sNXfWHEQoGYAl6kd1/RE6D4HXIxCQuEAoFYYNPQO5upMCr2BAKQbTVu00uJFktsJtCSB2oFzi8V0kW3wwCFq5gh0jMsEWy17mvE9r7lzIzXWqymKQSpE9T+uUYVWoetqvT8RnT8zArWlk6IXbJAcuZaT/g/o4imEN+OAKUzAohqFiRlOICPF2Ar1+u0292ImjVGO5kpfO8VMWCh5c8i6q2fgGpGRzHCXLzPUzjN3qNcFvKrenBMYmf3bC4WGQIyLSiHAu1f9lXHPM4xtJ7hYneT62cJNJc1Bx9ZV+jgBDGmGJqwIrAJmTYNF1ejvFMQrcWfUhMVqPjo8vKIpKwHMvJQCdgQ11wssTJLotlInfHsjJ8eGFRXHa7fizOQT5z/mQxYIvWGu9trUX2kT9p16lQjkebj1AbX1j75iIcz79cPuMYzYX0olJKxmhauvJsqSr2NfTIO53nT0DDaExoD/RiQcOfwtsvKs2AzRQCajYOdUfubMCZKYC7XrlXnXEemlKHJHO4MY1TM62B02K46wflnIaJE5lHKYqwEXnvE/H+6oEE4H723c+JAtyjJWV45XzHs/qWmtZGSRm+F6mPbiQEnU5PMTH6xiENzCXhiJVIZOZeNDMvLNv55T/vCkt0xjoWQfqH7xoC3KOrkWYVpOK8ydnDmN6nc97hsTAYBNfdaWkjA5x69fbLe5tEPzxWcOy8e9Uk6W8mNo3yldHbXz2/UKq/9GD7HPfImH9xT4OMj/GSlxytCNqONmo73XhmR/zqpqIMB24cg+45K7v/d71GmI0Xn1ldIRjAqcZIgDvb5LqfJDbhU1CiNc0u+ATnPkyOn07E0+/n7xmxEo7zpZmajw0juuLgqW11aDB4KhjPJZ6UEzELhpEAcDrXkNj3g9EDJwXc77nnHjQ3N+PRRx+N+5Kj5Mwdd9yBvLw8/OY3v/lg9NwZvsoE4H6GO3wUhzvTgPvf9zVF6OoRFH63sk3kTUTLVQ1gTcsjAn4TI9fZEgJgqKoA6wTce4tWQd39J6QN1AmgQLkXAp2T+naGgc5mUx5azbmSyeVkkN+brUl4K/cOAQy0hWsQJpNJwAFmjbkd2eAuhw0ssbKYFbxxsCUMzlN/nAvVK/yvi1YugXmRuqFEgD8kQPkLOB9d9iIsxn5cH3wFGWq3nDfb4nUQoOeEz1U2D2kX/Ss8jnz8yxM7QMa/pi2vJRt0gJtr88W5Kvh3r8klIAoXrP91wzzJaj+ysVomAgQvOBklvHK0pVcmn7welpqxkzgx0A1VlpRnCpBO5jpZiVVREzpeExloZO2RjcaJHCd0xsisfRWOjgPyEc+DQIFemsjPAo5cNE+jtvFQ6Az3jcfbw1I48R5TMuFjsWX07Stb+rD+aGuY0ZGdbMOqaTkRE5PotjnJ+NW6yrDmnfF79tf0/DRcObdgGKOA2xFwd7lcqOkcwD/2NYWldfgdzXMun5uvMQkH9elH+vXjJOfeNaM3jBvFr3J4E5YMEtCKFTctKZGy1ERMfA8kAPeJ7+OxHmHMgHtXLfDmfUDv4OKRrPWOajED7bHlig66NeRBmqcBihrQAHfFAlVRoAQp40LgW0GnkgYfbFBCAVgV6qkr6DRniVlorp9tq6Lf7lac8s6zBd1wYkBAdx8s8uME2egmeFQrjqmFwnBnUGomA71oQBZ2YypuU14LS8oYub+a1ruCAdixL3UlCv3VSA91y7kSXM9KSwZ6GwHvoG8FkwvJGmOb4xKB4aDJhkcXPYV9jb1S5cVgEpoLfjLrDjdrlV8Mp5XeIUN3iGPES19Yhe1VncJal4Swxy/gMcFkLpYlOcwKrPMnSyk8E5cEBgjkU2OW/17gaMZK79syjnKMIlNO9wKhF8vBvKuHPRaUSCETjXGgoQcPvn1cEgQMsvt4DvkuhyQWdBM5HRQmG4+AERmBBOhHCkkmH22VqihjKCfWw1o/BHxzPsD1rn7t3HZD0ScBQ7JgVoEL37hihswvSEp4bleDjK8M9gdBDYJNNBXnNvm9+1DW+W74sByTCGygaa+WSGGklwLpZejs98m9cvraUZe+VLwH3NZ0tKbMQE5uvhiHxwMgxvo7l9j+g9EDCcD97LvPEwW4R5umGq+c76oLZ+RKIpQylAtKXJpPxTgEx4tfrT2G/Y09YR1rNstKqcWlGfjMmsmy3rn/9SMjri8qclLw/eu0JGOsaiR+Tl8w+kLE0qM/nUs5GcPd2La+XhnpeDqgaqxCNm5PqbvSri2Yb6lBWWYSYHUAJUuBkiGz7JOB9dS75zpwtDHW9R09wiiFo8uLUg6OVcC6nAo9U94+ieHnqqnZYJL5VCPeeMf1og5Ox2p7XrELlEs6ndhQ2R4mMLAdYgyCh5DkoKpCZGPChEA/kybRMjPc/qUYiRlj1d3pnF9i30QP6D1wUsD9yiuvxKJFi3DfffeN2Gvf/va3sWPHDrzwgsaaTcT49kACcB/f/hyP1s4k4L72UAv21A/pjernTwYUwVOHTWOKzzz+EJyKVwYbsuUYeik8AWR32YdgKVmCgl33w+0NyqKeYAC3nOY/JAAEo0tJw3GUyOfcj1FrLkFNwWUCuHPyxsV1pi2EDKUPfXCiHxoYyYwyJxgc6NYdbpGSPh1YrwhV4UJskXPiol93eB/w0cRVFfbhX81XYpF6EPcqf4bFZBKGua6jzglhusOKJLsN+OgzaOjx48f/OCwu4jrrjAkHAhgcYJPtZpRlJkeUl5O5TgbG/JJ0SU68eaglvBjn+RNEZ1uUWMlKGSrd4wJ9al6qMNhobqRP0rjwbxnUr+f5UpOW/Vqc7hBWIoP9sLtu6P4trHkYbV3dAuxT757Be9ne75W+ob7gjkmfiXhMdQ3302VAkNm+7nBsLTpem65lH/07wjLTp7ZrZroEXHTmJNkd7BdGPEaADrjrLBDq0LPCgM+KbiSrH++hDVXyfMULasAT2B/v4PMabTRoPEZWsl1MfhIx8T2QANwnvo/HeoSTAe5M6u6p01hfZH7P3f5NJLu19wWDGuf+9moxRSVISQBcYQpUpd+IxkKGyaIxy0ME4CHVVi1KFroUFwpDDSAvne/HZlMO+pRUFAYbkIJ+mBRVAHdKyFCqJgM9GjteTRaT1DTFLfapHWoqqlUu8LRRkcapGehDo5KNKrUAS00HUI4G0WaPDFXOq0opwVbnSiz07URmqB1uUypCakiqhFyhTjkXKaYKhhBM0qRYVJMF3qCCXms2npr/e2Es01Ca4xoBckaPJ4C6jn64/VrC2Ai407BzUXkGfvjhefLepTmcLikm7atD0iDUJSXgTqDjj+9WCbgiBuCDYPdt/meQbPZLRRPfo6xEY7k5gxVp21IuQIOlREAeLkw57nIhzgU55xnfe+lAhAEa5cnIoCMATu8VozwB2ydwfc/qCtEjpy55vOAY8OnVFYgmFcj2la/D1rQ9vCvPibI8TPjrsbHgToRomjoY3IbVViQjPL65WqTl9NB1W/l/SgAQdM92V2Jy25vhbcKGskE/0LQHYKVGepkGuocCcNfsxvEgn8Eh1mNeahLKL7wLSmZFAnAf68vlA759AnA/+x6AiQDcWaH06KbqES/20tl5YVnG8eyVZ3bUhefv0e1y/L1nVYV4RL1T2SYJSr4no4Pz9SvnFeCy2fkxq5GM248VaB7NtY4FcI/HfDYeh4lpjpkPvHl02OEpGTe76VkkBXpEgoSJhnBwLJivqTlQWubPW4d8xKIbYrUVyWYca7huHIkIxX3HUsFMctDjm2twoLFbPMF4H5mcn1Powt2rKsQYnb4delI9Xh+P1Syd7RAXoIEs5wVt3X2YXpiBuUXpEd4iPK7RZDz6+Kx+M7LPR/MMRG/DhMfh5l5Qw984zpPAxbUs51kjSazq7dGLprKlV2RPZ+SlnBbj/1SuI7HP+78HRgW4L1myBN/5zndG7A1+v3XrVrz44ovv/157D64wAbi/B51+kkOeKcCdwPkv3qwc8Wxokknpi3t+8ghWB4aYWsadOpGG7tl34op5hej9x30CSmuscI15luxtRbmiaYb2Kik4As08k3g7F/VvmFchqWCGlOip7k5catmGUvOQYztBkXXKubBnFuPC6blScretulPKrihrw+tYHNyN2QGN2U0Qnot6AtY8F71s+q/Jt2B+6BBuCT4HpzogA59m5ma4mrQi4JLvY3OLGb9dr+np6fI6NJTr99H0VQP1C9KdYi7HCQKNXQkskK1O8xxOgAl28BzIwCPLnokLMt5T7RZMSfHCrnrRbc6EX7GKrMj/3ELZFIj5qNE8J/oGLSzNEA1bPWjkQjke9vn06seRHOoVU1Gy8/WgSR4Z/DaLGZtL7w5/zn66aXGxTNwYp6Lxx/4lGEaGZLzgvfrs+VNi6r/rgLTu6m5sQ2e4s7KBoHt0RAPuIz3MLFHl9cWLkZICp/OWONnkkG3fe/5kMcNNxMT2QAJwn9j+PZXWRwLcudChFIieKCvs3oXlNb8O62HzeIGeFihdGuAufhyDsLf+WieDnJJhZCorIb9YlTLakAE37MhX28Is5jbVhVakIwk+FKEFdiWAAXMq+pVkJAV74QuZMKDahSVvUYJIhge9cCAJfnSqyeiHQzTdaQbO6IcT3UoKStCMHJDRHJmsphQNmfJblfl4xnoVLg++ibJgNVxqr7yTCTTbVQ8cIQLu3FeB36QloFXFjJAjU1hxe5f8QBjcaw83Ryy8mQTuGvBJEpyJbCZteQ7UIGV1FUHhGxYVS4XNpx7Zhj4Pt/fLuMmxmYtKJqJZrfa7jy2Rhee/Pb1b/DP08d2punFz4Hk5p2S7VVhwJZnagpzjIqvZDtrm4YB9fvjxIEBwyex82fa7LxzAwaZIbw0ak/E8ObZSi740i1UGAPXbCXozoXDXinJh9L96IP47XV/wk4lHRp4xTFVvw1KnzWk4N6E0HsdoPYnAz6MZ7vzstx9bguYer5T8G4OJbSad9aCkgtOi4pzah8L3nQbeEdItPfVAxYWAyQw07NDkkcxWOQfObVjZJ8lksuyXfx7dbt+4SMqcyu9pYp9/vh5IAO5n3z2bCMB9NGzjUwE/T9Z7TOJ+7ontINElXtB76dtXz5Jx4NGNVWjs8Ug1jy+gyhrO5bRCJ52wMitWNVJ026xaGs8YC+DO62ByOl6QQEQQnHI9u2u7kOdyRPhLTWp/C7n9h2X3QpdDxraImH4lkD9XPiL56KW9jRFSmBybmbTgnEivXONYTrlPXTs+1rkZPbrinTsBZK4jv/bX3dhnMP7WtyeoT0m1f710uujx60SpeO19ZHGx+KyNNkhUY5tcPzPo9Wi322UMjPZ9iWeWzvGVBLqegQCyU2xCgDsVA1dq9j+xuSYsAWq8Bvb7nKI0fOvK98bkd7T9mdjug9EDJwXc7777brS1teGxxx5DcvIQm8PYPQQeKSmTnZ2NBx988IPRc2f4KhOA+xnu8FEc7kwB7pRHoQ74SMFJGsuzbnlwI3J6D2J5cKuAGnq0KVlYb1uFm1fOBnVV1/7xP9HeHslybu3xYpJaI+zAZiUbdcgPA6871Rlozl6GGxaXYPPRBixsegrWYH/EBIODPJnnu/NvxA9vPx/ffWE/XosCThf6d2Bm4JCA6xwMOdkhAK4bf/J8n0+9FbMCB3GOuhtlgSpkBdtQmpGkacmbLEDmZISypqBt8o14p9WJp7YP9Q0XwAQj2Gdsn+AFwWAy6PgdJ2EE1V1Ou5Q9ckJJ3XSy2ckG4ISBE5R8fw3WqFvgsmnGqYweZzn6Kq7A6plFont4MiO4284tHVa+Fr4hx9cBtZvkv/5ASCRW7FZNLqetz4v9wVLsdK6QsvfZhS5Mz08VKRdvkIkEBWTT+UOhUbnY8zzJWuG113cNiHROWaYDrkFmffRzFa1XqH/P/vzKU7ukAiBWsJ/vu3ZOzInbWAB3th2vVHUiFiP6tVC3XWd7xvtd+8SKSfLcJGJieyABuE9s/55K6/EAdwK+9LNg4lKPWS0vYmazVu3IhRXB4GBfO2ydRzQnqjC0qXHNje8Y+bdYbgxqdatkvZtgU/wIwizAN0H4VtUlmxJ0z1a64XXko9tRDHvHYTFG9YQI3mttpKj9wnIPqDSJC6FfdSBVcUtFFxOp3aYMhMx2lAaqBTgnGE8GvsjcQBHL1U41DSfM5fh3+7/hQ/51+JT/CU1qTVEkeUzZmfRgp+wRMNngtbhkPNGh+4HV30LeebfLwvDrT++VaiZ7aAD5wQZ0eM047M+W6yxId6BsUHPUyILneMLqJpY/v3O0VZLC0o+DDHeOYSunZoukCVlj1/3q3QgWOJMD1wde0rsXq6ekY3JWEjZU9Qu4wjhon4cDtiHAnZ/xnU62+q2/1cYrY5BFyOo0Rn5aElZOzYn4nibY9DthMCFDjfbo4EL/xkVF0lccn7hAN4a7vQ6Zh56QOQP7meOfkeHebC1GZZ6m4a4Hx3sy3Jm8jcXuY4UBK+8YJCpwHpLXux/lnRtE5ofjbUQULACmXSbsdrz938OuIeKD8lXoTp+TANxH7qXEt4YeSADuZ9/jMBGAO9nABGZHCiY3ybw+3WASlxKJ+juX79UU+1BFbXT7nL//ftAMleQl+lMZvadYyUqtd74ruZZ67UDziLrnbJ/a5eNpyzwWwJ3Hf2xz9aBU6NDVchzZVtUhY2luqkOSCZQbY9J4KaVYBr2altb8NjxLofEmq6UiIm8OMOOq8Edca+6t6xbiFgHpxzZVxwSBOTZ995rZEUxwY7tMijyyMdJbzPg9peBIsGNl9ref3xf3MeF84C+fXi5JhT9tqUFL75DvmnEnsvdvPXdslbt8hvks62EE3PlZtO8L16BkwzMBPjknWWTddG8447lw3kLW+1iCzynnn/GiLCsZ/+96LTGSiEQPvJc9cFLAndrtjzzyCBYsWICvfOUrKCiILOVvbGwU09SdO3fiYx/7mADviRj/HkgA7uPfp6fb4pkC3FlG/qShZK3fF5DJAcFYvTyNQCQ1xz75x62Sde7qc6PUfwIOeFFvLoDHniPyHbcvLcW1C4rw0LMvIfWEZtrJIAbC0nNOFjLRi63qTFiVoBjWVaMQzZYCWZhSX3Dg0Oso7d8j7HFdH57nEWag587CjR/9HL7zwv5hTOV5gX2Y498jx+REbF5JOtp6vQIy89gEOZ5IuhnTQ8dxUfBtTFNqkKp4UJFuhtlkAqxOtIeSUWmahK2ln0RVp18YepxUEAjVTVMrW91gP/EYnCiRbcd+4aSIuD37gkI6nf1++ZtAN1nv0qedlbgosF7Oke0SMHJYLfK3x+pC1qSFmFvsAqzJeKO7APsaBnV7DX159fwCTDaWIEY/bCxV3/Y7wDNcJkiSCks+BTg0SYJjrX14cc/wSTrL9a9fNPLk5O2jrdhh0MQ1ltOTvajL2RhPb9XUHDGdiw723X8+vw/HWmObEBFU++JFU2OWw44VcOexuVDg+fZ7NXOnipxkYXtOVIym9PJfLpgSlkeaqPNItAskAPez7ykYBrh3VgPdtajq8ODvbTnwmZ1I9TQhzVOPsq5NKOzZiUAgAMXXi2TFh6RQP5KDQ+9KXbQlAnAfvGzjZwS8CXzrmu4Ev4+pRSJjpge3P1F8LXoKViJ3x0+RHxx6X8q4pKqoQAOsCKAFmehAKiajXjTh+5GCLls+Uh1WZPYdgRIKwkJpNeqEC/RuEe127tevOPGvSf+JFd63cWvwBWQpPXJelGBhCbpV9QpML2x9u/YOJdO9IW0B+pxFWP6x78tnRxo6sOXlh+DoOR4Wr+nzhnAobQUyp5wTllDjtlycdrh9wv6iLAslaXRPE4LdTCAnJ9nkHclKqDuWlSM3zY7P/2mHGH/rwfO60/9nYeVTNqc03YacVBtq2t2oC7rQYC7Ebvs5qLTNlF0ITDC4YOV7928762WMNerykmmu6bmrMqZSkkAPjrl3nlce9ubg52S68/yZtGXpOw3MCMobI/o9zDG99/B65HVskao1Buc/nC+4lRRsz7wKStIQQM7tmaT+5pUzsbWqMybgzms71Ngr7EMmE3QD1UXWGqzATvHD0UIBylYA5Su1//a3aeP2SFF2Hroz5icA95F7KfGtoQcSgPvZ9zhMBODO986v1h2LICpFX/mnVlVEMK1PpWfIrqaUFkk2ejy3q16Acq51onWsuQ0B97tXTUZGshXTclNlPcf9SUrSZT3JJt5X3yPfsdLZ7QuJbAcrfGJFNMOdFcGs8uX2NLc+mbxKdJtjBdw5NlEzXx/L2B7B30NNPZrniUMD0UXru88rYz4rugiKL63RyKNhP4/ok3GVAAtuj3ndf9pai+d3xTc+Pac8E1+5eFrcW3ugsUcSGtFBJviNi0tkfvCHDSfw0IYTIz4ev7xtEeYVp0sl3HO7G2SNbwyOwdfOLxwTiYjTgp9HSfBEA+5G3xcal/5m/XEhsjE45lJcRcveAAAgAElEQVTuZXFZhhDdouPimXmYVTiyKa5xH/rE/XlbLVgdHh0E9Tlv+vplM07l1yixT6IHxrUHhgHuF198MWbMmIEHHnhADkRQ8fOf/zxqa2vFIHHu3LkoLCyUFxTB9r1798qEv6SkBL/4xS/gdEaV3Yzr6X5wG0sA7mffvT8VwJ0LRequkdHNSQsH/blFaXEdznnVnCw88GZlhG623htcKHLBSGMySqRwYHt2Z51InYipGCCMMEqUkNX8nWvnCHBO/fGUhndhrduIQEiblNG41B9S8TJWoSqUF9Zj5aSILAAao1EmZVbN47D5e4QZHm2KQ3YYAe5zP/5jOZfHNkVmnm2qD9d7/yYLWoIUc4pcMqFj6TvfKQetc7DTMk8M7+7z/j+kwC3bzSp0yfl09PuF2deaPB3rK74ipm1cwBNYEPNY0QKGGMh0e/yiEuy0E6xXZLKhG6/SLI79qhmlakRIAu4smVzR+iSSQm7pF05C9WssUFtRYmqFs3AmsvMHGQG2ZDQUXobqQKZI5vA4c2KxIWI9vt4e4PDLQKehj1LygOlXAPwbkBLQkdgO55Rn4NxJWREmufqhyNqgKawxyHKg1h2D/cpJT3TctrQ0zPIwftfQ7cFT22pFm58llMZJrK5xOFoN99H8NlMPmhNj3iOyPmfmpw5nHo6moVFuwyqDB9fHl9vhwoJyNomY+B5IAO4T38djPUIYcIcX2P8M0NskTTAp1tDRC0vIJ6A7wxHoRlnLG1ADPgShwKIokvwle1yPUwHciZ2zvWo1H17VKmx3r2JHD1LwVs7tcOcuwA0HvgiLOqTZzXe7S+1DMgY0wF3Jkp/56iFhwofImrdnwpKUgtTe4yILo/AoKuA1JYk+uZ/mq4ode0yz8XDe1zG75SXM8u9FidKEFHjhtAL2YB+ghuBV7eg1pULJmYaAyQ6PNT3M1l/68R9rY/3OR9HXUi1jeke/V97FlI9hUvh49gVoS9ZK8fmu5hhAYJoJXwLV71RqlWlMlibbzDL/Nps1w2nG1y+fKUbm335+vzD3JJFO4EVRcB3W4TplXRh04fyBrHKOiy2qC/enfQ1BleO9SRawBLWtJhNSkiw42twrrDTOWTh+6kE2H4/DeQXnBwy2e8nsvJjjyGieO44vBB0I6qQ7bCjOdKKzZj/6j2+CracGqiUJB9VytGWfg04vGe/a08SEABME1J0nC5BMzZHYb6w2oPwd70lZlgPUtJfg2KyGALsrXCUhn1PL/d2fj3wJZSvQnTEvAbiP5kYntpEeSADuZ9+DMBGAO6+SACS9KmLFeFVwvrK/SSpijbG9qgMn2jWyDMcOJmgZfH9z3OEYM6NAAzoJ6F45t1Akx/Qg6Us3y+ZnBE5pos01D0Fd3WdL356scDLi5bUZDInWOAlAfOdyHKeEy53Ly8Zk1jlWwJ3H5rXRiPRoc5+s817Y0yDjZiywl+Mrk9WURLuh/0+Ylu3QzLNjRcFCYNqlMb9istuoJx69EdfUj39q6YgPPQHqA429qOnoB31cuP5YUp4RTlKMBnC//6YFWFKuVUtwfc21MsF3BsdKgtG6r9ZofwM5l/j1oFQPcQzOX3w+H5xJ9kH/MiXs+0LSFElaRuNUXhfXjrwmJjd0fzf9+Ezu3zjofTaac9J9XyjZqlW2a3MBkuWY1CG4PxoN99EcK7FNogdOpwdOCrjLC6ujAz/96U+xefPmmMdatmwZvvzlLyMz8/TLoE7nYt7P+yYA97Pv7o4VcCeLm2Y0nHAYg1nrDy8sFnA3Xjy7s17MdqgNykUwgwOVy2GTidIPB0um3jjYjF+srZRJhhEQ5aDDydRPbpwvmrP/9Y9DYuKZHOxCgbdKjN9oQLrNVw6fYkWK3SosBDIcOCGjTmmG04rSrGRc1vUkQn63AARJFpNMXDiR4d88J5aWl99wnzin/+TVI2FDUf3a8kMtuCj0NjLtkLI6LtbJ3KszFWGtdZWwyqaHjgnDnSaryeYQZhe5ZNLGkjSvORltydOE4e5VLVIeWN/plsU1GQu6RAsBCrNigstpgdcfQl2XB1ZKryqK6MITVDBm/FnaXphqxZqWh2WCwHFb205BNrpQFqqTyYk9uwz+tFIZyMkQSHE6gKX3ag72pxJBH+DpAewpgEXT/dVjQ2Wb6ODHipr2fjT1eMPlpwS9yTCkzi8jnhYgdSQFgAEQrVVL5gulC4xxrKVP2B98pjYcaxPDPYawK2nwN3j/+Vm8BcNYGe7xdP/0cspT6ebR7EOg5/ndkZq/3I/3+cZFxXGZPKNpO7HN6HsgAbiPvq/O1JZhwH3vo+hoaUBrazOU/lb0+gBHsBspJh96k4rRm5QPLoynNDyPdHQjpJoQUswCdjPhqoemdB4ZsUB44xb8nj89gzrs/K5TTcGroXPwYtotsoi/oeHHKAGBcFquUgk+iDT0i3kqfw6apooB+IcC6+WcxLDVmoyQIwu2vnpkBls1MRlFgV81CeBK0H0ASXjachXeyLkTsztfR47nBKarVShSWmFTArCrPpGfaTdlCYjvKT5v2K1Z9vEfA62HgIPPxbxtTJQ39nixJeVD8KsW7Ol1ojAjRZLmDILjW060DzIkFRS67LLA1AF3gh73rpmCaXkp+NwTO6VsXnxJaIyuAneGnsMcHEGWqV/GXnqb1Hd5EDTZ0O6cjH35N6DTUSKgEJOdHCfoZUL5Mb7/m7o1TxUuio1m1zy/z62ZjJQkG/Jd9jBjfLyfTbL9eU28TibYudg2znN4PEoeUO9e7zPOifY1RGrP6+fF8ZJm5GOKrb8F3O3xd1l0J7pDzgTgPqZO/WBvnADcz777P16AO9ctnHMTnGRwnZfhtEviVAc/yTpfPS1b1nLjET97/egwHyaujzYfbw8zjDmn5TqH73T++7zJWRHvdI4Xty/TyDf0HaFme3TQw4MJdxKVpuYNmYqK59SSkvA7+P7XjuDVA01yvXolNNeKPO43Lp8Zk/gTqx9OBXA3tsN7wCrwWNHS65HxbmpeqqyLSrq2SpUeJVAIwA+LuTcBmRUx2/rEw1tFJjResG+fvGfZad1qYgI/fU3TmI8VXN8+9enzkJUylBw/rQMO7qwTAFl5TfIVg5WMFotFqt65RmMlPKWRvv/yQakoMIbRjJeVaPSnMQYlXD+7ZvKoTzVaCpR9a/R7Yz/cO4b2Rn3gxIaJHhhjD4wKcNfbrK+vx+7du0XTnYuRrKwszJ8/H0VFY9NcGuM5JjYHkADcz77HwAi4H2/tx/bqDlm8stybgwjZvjqLgGf/x41VoBN2rBgpq8sB5HsvHcCmE+0RJeJsh4teOoNT94z6fG8cahFgmmV71IglIMptqL/HyQQBaR5r07F2YYAzC6wHNdl8gaDsTxCVgDUnSPw/F680ZKPG2uKBd5HTf1ja5v5GsxWC9PNmzIBpyV2yH8H/7dWdkgUnaG82m2A3m1CeYcOFqTWwK0HRltvQnoyqQLbIwDAWBvdhobofTquCKUm9mF+UIkz4RrcJblumXMs7KZeiw5IHZrYJuDMRwWRCKKTKIpwDd0VuKhaWpAvj/aU9DeHsNxfsZP1Tx1Vnx7FfCtMsOL/5EUkyMDiB4LXPDR0SIz8y/EyuYnhSNUNZhkzI5nwIKGey4PSD50rAg8mOnTWdkkhg5YAxDjR0hzWTCXLrwWflpiWaAU48E1BWA1DDln3ECb5eVknGw/ULi5FOuuYgK4WTOl3HkcAOy/35bFDjNprRwn2oH0wgJzrGArhTR52TqHhx2ez8CWW6s//313cLsMPfndLMZCwuSx9z+evpPwkf3BYSgPtZdO+b9wPV78Lf0wSTuw29Xa3wtFXD6Rv8HQ35YQ560GnKhNuaicP2eXB6WzDdswtpai9s8MEPq3DJyXIfSdN1JNY7e0TUYaCgQc1Ck5opcDqZ7vsxCTssC+G0mbDKsxYzUY109IYR/TS4BahvVjNRY6tAu70EM717kB0YlJ4x2+C3ZyBtoA4pod5BWRhC9drZkpPnU214G4vxY+eXMMu/Hzf7n0UKBqS6iOCBQx1AqtorsmgdyZPhzpoTcRNTsksw5+ovAFXrpT+HBV/ebYeB/lYxWK3vCaC2cwA1GcvQmKppkBJw5zhNk1MGx4UkiyKAO9/nBKE51hdlOPGPfY1irDqI1cOJAdzs14D+bIsHl0xOkvfb8XYvWpVM6dd612LUuRaLh4ZuCM7EMo2iCQoxQc0xk6auBEsYnCfcsqRE2GpnOghq7KrpEuNxSYyn2EFmZXQQaNp0YsjgnWP6muk5Ij0z5uiuBXY+PjxbxIYGWY/d3d0JwH3MHfvB3SEBuJ999348AHeSrP62qyH8LtWvklWz1y0oDM/ro1m+p9sbrGCOFSQ30deCwbWcLvPB9apxLajvy88vmZWHl/c2xtVr55qWYDXfu6xGYsU1JVN00JMV3f/6193hNVX0eVF68+G7zh3VJZ8u4M411ccf2jLsWFxj6ZIkBIzJ2KeQ3czm55HqbRYmeEQ1d8lSoOKCuOfMhMfmE/HXMFyf/eQjkV4po+oAw0Zcm3/ij1slYRIdfJ5Y5fXTmxaMtdlRbc/ny+iNogPu3Jlj6/eumyOVZvSUi2bQ6wx3bhvL92WsDHf2A9n+8WLF5GypDEhEogfe6x4YE+D+Xp/sB/n4CcD97Lv7OuB+oNkt5jTRQcD3pnNKZAE8Uhmhvt/HlpcNA1b5HbPIX/3rbk0iRoWA0gSVOQHgYENgUB/o+Pn0/DQsn5wVLtUa8AWllIwLcrKfORBysGzp8YgMCku7dHkVKSE3m0THj6wFlpETOCdYwcW5K8mCHHTgmtDrCAoLXMWUvFSBJXLSksTszTz3RiBbK4lnCeJ/v3oYR5r7ECAzX5jwVmHmsVSveyAg+u1dgxIwtJ7zBIJYGNyLJTggWoMEERaXZaK5ZwC1HQNo6hkQEPpPoYvRgXQBzIPBkEzweI4EGMhk4L8JPBCQ5jW8vGeouiDJZhZAvm8wocCdqdXHSeea5oeAEK9ZA+1Niop5wX3S95zIBF1lCKQWR9zueeesgXPOlSM+pKxsMGb7KadjTMhwZ2rc0uiHurq8RjGTtZgwKSs5DDKTacjnSQ8j4M7PyEihLMzO2i6sj/Fcchv2B8snaXJnsyhyrykvo7MCuQ01H6vatWdLj6YeD6ra+uXZi3aUJ9BOwD1WjAVwp6zLSOwQPr9crCTi/dsDCcD9LLm3la+j79gmeUd3u71I9TYgp/ldkWzxqVpFloVwtBoUKZJ2Uw52OZcjx1+Hcq/GvrIhJGIuNAQtQbMA7/EiPuCumZLqcUCdhMNqCbwhk5ihZim9qDcXosuchSX+HcKs71WdApwTouf3lI/he/6ofS7abIVIDXZLUiA91AlVMSNgSkJ6sENMTwma00xVN24l030ANrQhE/c6fozpgSP4mO9JJMEr70wdXMhUO4U1354yHf0ZmhY6g4vOOVfci+Tc8viAe9NewNOl7VCyFHU9AZBByKjOWC5VXZ6Aim11mlk5xxNWmCXbTHDYrWjs8qDb40NeqgOKCaijTFvAh6WWI8hR2yUZMFM9jj5rFlLSXJJs5eKWCVhKA3BsrnctQm3aEjy9ow7+YBC+AOcZQ5V3BLUJvLPKqSI3RWS+CK6w3H0iIpqtdjrHYFuUQWA5/2kbX/c0ACfWAV012imxum3Sag1wB5AA3E/nTn3w9k0A7mffPT8VwJ3rqN213SJ7yXc+11nxwHTKct2xbIi4M5498L/rj8NrYFgb36M8R/otUabzxT0Nsj6NJyvCd+XnL5wi44E+FsU7z2i9dn07VmY/uP5Y3MsjcesHH54rBB6C3VwTce3ChC8JTvw/SVOy9goGReY4Le3UKwE+89h2WVsZw8i6piya0X8rr+8AFiQ1Y0aaD0gvBXJnA1kjM7A5nt730oG410wGt24mfjr3nVXkBPeZLPD4h9bABLK/ffUsWetPRPzXPw5jT11XmKxmBNxZYXbbuWWg3Gkso3VjcoPP3gUzNNkhPcaq4S7zo3Y3/hZDM5/JnyvnRvpOTkR/JNpM9MBoeiABuI+ml86CbRKA+1lwE6JOgQN/n0/Fkzviu86TCXbLOSXCDDZmhGNdzeppOTKxkGg5KDqvaNwNtz+AjV2Z+IftYmz2TQqXUBOUpL4rwW6r6LRrEjCM8uwU0TBlEMTVJxjMrJPZwHMhcEvGAwF2gtTclxMsMtrI0idb7EhTL/whFsprbG+9jLw0VIfLlY1Skn7NAgPIOvkioHhJ+PJoZkJgt9vtR6+XZq8hmbjx2GkOiyzeObEioCO6bnaLMKiz1E5c5X9Fzo1SKcsnZwuzbu2hVmFTEOz5Ha4DMXyeNyeMnJhx4U/ApL0/IBrsnKRR47zQ5cC6Iy1ooSRNIBiW7yEcQ+a9y2GRCSiP13fkbSwJ7RYGPPuFSQWyIQmqBGFGs2s+slIj5WMKZq1A2dLr4j6kZJTTTT06Lp2dD5qXMghm/8dz+1HZoiU5GEyy8PrIQmeJHu8fEywsrWfw81hlqDT3ZPz2nRMRE2/j8UcyXeUE7g8bYju/k/FObd3peanIGNTynZqbgsvm5MdlgY8FcI/HztHPfawlh2ffmyNxRifrgQTgfrIeOgPfd9ei9e3f42BjrwAIrH4q8x7FlIE9sNJUlHahCl0yNFtTTevchqeUS1Cu1mGGegJ2+OBUvMJCtyCEFMUdZrifTD5Gv8JY29WqOcJyT4bG9HYrDrRb8tBuzcdcz3YZPwiWNyFL/naJNapbtNgbUuegz1EM+AcwrX8bUoJd6IdDzFGLQg1yPdSGHzClyPufr2Iy3c1qACHFgr+m3o5cTzUcwR5kmAbgDGggOccgW1IyFLMFiq8P3XmaRmtKeg4mrbgRybmD5ef1O4DKVyNvIM2zmzQzcUG+y1dKVRgT1WTY0Yi2wbVI0gdN/SreNS1GrXUS5hWlSQJjW22v+JnQ3Jsl5BwzvD1tuNT/BpKVAUkk8x7N9u8TYKMpaQosKZkyxjNhwDG3ocuNg8nnoiF1Lv68pUYW07HM8AiQrJmWg4tn54dBEi6cxys43m441i4yBrpcDOcsBCjGuzx+vM45up0E4D5RPfv+bDcBuJ9993WsgDvXYgT9dKNqrnkONvXImoZMcSOZRb9aVibz3TbewapiSmmRMMM1nh5cj5ZnOfGRxSVCeKI3WLQkl/FcdMB9/dE2qbaNF1wXfnp1bHmV36w/hsc2RXpJsR0mATivYPL4piWl4hPCJDK1z3mOxuD4RTIPk8unC7iTHEdSj/G6dcCd5K6LZ9G/LLIOz6hHP9p7RcLSMzvqwxKw3I/tUtf+rhXlo23mpNsdbekTchRBZ01P3yVeU7oR+EkbGOMGJOX9et0xuS5KwZIQSMA91WlHUboTlMhdVJaBVVOycc+j28KyScbDkOzH/afkpmKBjnkMVl3wd+JUgnjI7lotCcB+KE53RngQnEqbiX0SPTCePRATcKdEzN13331Kx1mxYsUp7ZfYaeQeSADuZ98TwoF/R12v/IwU1A9jxn7jCDIZ3P+KuQUgcImGHcBr/x5ukvImLCMnCPuY5QZsMWssKgKfnDRwakDgmuwzHXDnwpyZXZ3NrjfGzD1Z4+sOtwjIzSBQTRMdDli6pjk17Khl9/K+RjQNuotTUkYvT+d+ZPddld2ML15YAaHU5c0FkoZKtMmqf/NQS0TXEGzfUdMhQDKB09y0JLkGGtoQjHfaLWK+xljqeQfF/hNyDWTREXD/y7ZamaC9huU4hmLpEx+RnsFSNpYC0uwsoCrhsnv9WnhsgtnCWh+8EM6r+H8y7QkusCUmGS637sBC2yB7DUBx/0GYEMAJUxmcqRnSh8ZIm30JZp17cczHgJOSZ3bGd6zXZVie3lGPB948MqjPO9QUExK85sIMJyinwokVwRUCPGSZx9L+/+z5FZIw4DVzEcD9jUGA5IbFxZJciRUsA41VtaFvy8lycUaSJCkqspMjtB9jtTcWwF2fzMX7nWKVBvUhJyrYV5y4aYkciHzCRDE4J+oa/tnbTQDu7/0d9BxZi43rXgiPCVLN5DuMWb7dAvIKyA6z/M03Jz+hRvrjoUuRiW6sUXYgWdEkZLywCkifJEC9psPOkYvfGZnro7lq7tuqpot2e6bSK+B4P5yotk9Fjz0fpb07YVP9SEcP3HCgF1y8q6Lp7kYS1NQCBDOnwNJ+BFZPG1qDKfCZHXINi0L74FDdMCkmBBQrgma7LODsqhcW1Q+3xYWd6Zcio+cQHKE+dIaScUwpQaZdRdBkFa16+qp4fQG0zfo4kpwpmFNeEClzwpfn1geBAQOA0VU9xJZ2lQAZ2oL8xJG9sPZrCf2WlJlhU9quvgE0mfORk5mJfo8P7zQqqLTPhitV09Fl5dritueF2c5g9RHBhHR3FZS+ZjAv3+hagBSHNo7xPmS40lE17S70+WnSflTGaON4z+3cXiayVVlQLygZKtOm7EC0FitqNgL12wFfH2BLAYoWA6XLT3qL47EpLSaTkBf+GUD3BOB+0tuc2MDQAwnA/ex7HMYKuJPJTSKRHrq+Of9PwHjY+5FrnEmZUoE73kHQ/5t/2xvTuPPcSZn48kXT5JCvHmgWQla80CVlSAb689bauNutmpod1/z0oQ1V+MOG48P21dc1nGTfvrRMkrcE9TnvjjXn5mcfWVR42oA7T4Q+TSRA6feLMiccV1hJHV11zO0XlaZj1dScMd8mmoZSzox/F2c4cG55ZsznYMwNv4c7cPz/5drKiDPweDyw2+3hSgkata6YnCV9HM+0nKQustvpqUaQfn5J+rCq6ffwMhOHTvTAuPdATMD9dI7y2muvnc7uiX3j9EACcD/7Hg0C7mSW7aofGXD/KMsGVRWPbR4CcKOvhsDe59ZMgZkr3ydv0Rapg0GsdF99l4CmXKt/I+mb6A4lhR3juQsZBmRQELzWHcEpEXJOeVZYS44TCcqYMIyAOxkYukY4JUwIujPrTMB97eEWyWITlCbr3RgE+c+bko3vXjM7/LGuP+73+bCvsQ8tfb4ImRyW2h1oHDJRKc5wSpk32SBkO/Baae6qH+lC+yHMDR6Qien+hm68daIPb4QW4VhIkxTh4K8z8wkOEKxPSzKLpi37i4M6dVorclIkmcHPDjdr+uXsSzIqONmiJjnZB5TkIROeE7F8cy/m2pvkXNy9XZgWqoSimESWhyZyegxY0mFdejdWTsuN+ZByckczznhBMJeMhP/7zB68U9kWczMmXdg3H1teLgz3HrdfHNgjdAUH9+R1fekiTdKHoevcssqBDH6WsvL+RpE4Io7LSTgn4yNFPIPUWPuMBXB/+2ibmEzFiwum5wqLYyKC1Ri8X9GSNgSsPrygaMQ+m4jz+aC2mQDc3/s7f2Lz89i+4R/hEyHgPtV3ELN9e8KA+xD7nLxwap2bsUWdLe/WJaZDwmrXbEtpmjoEuLPRIMiO18B6PbRaKoXc+aHjDv7LOPp4YBWgPQkB+GES+ZgDSQvRYStAac8O2YPn26Gki9a7R0mShEBuqA1WRwp8SbnI6TuIZtWFfhPL07WxcwEOoSRYJ6x8k8mEkDUFwYAftpAHXlMS+lIq0OBaAHtPFdCjJVHrlAJ4nVo1GZO/PfQFMdnxXMpN8r5lFRilu/SqI9mQppv7ngEGBnVedcA9ORfIma5dsd+DQO0WtJFBFlLRmjJDDMOtQTeKBjTj02ZzvlSvtfpsaLEVY63jUnSZM2EPDWBN+5NhFh8T22S8dfR5keOuRHKoF8H0cvQn5Us/1fUreMu2BpMmTRF22Mv7mtDW65GqNl4DQ1jzfk2qbUFpxrDKqpvPKRFNVoldj6G17pgkhilpR533ApcDjuxS7Mm5WtrinILvVSPDM14lmP4wcNtTZcCN6jeKlQa1m4GWA4AaBLJnaBV7KZFl7ydrSwfc+30hMRo/1NgrYwcNZ88pyxi1SeDJjpP4/v3RAwnA/ey7j2MB3EmIemlvZKUz5TSN837OuY1G07xiVgoRaBzveGV/Ew439aK9zycVwQS3Sari+5lMcvpXkIjU2ufF45tqYs5rjaapPL94awISbq6eH1/ikUSzbzy7VyqO9eAadWDQr4uJ4BsXF0tygEacejAxEM00v2VJERxK4LQkZfT2yczWj8dqKlY+x5PWmWjfqPG+/xPdHjXTdcNfHisacL9oZm7YH+XXbx3DW4dbhxmZfmLlJHn+E5HogQ9KD8QE3Ok2nJmZeUp98Pjjj5/Sfr29vVi3bh3effddVFVVoaenB7m5uVi4cCFuu+02ZGdnD2vX6/Xisccew5tvvomOjg7Z5pJLLsGtt94qjsnR8fe//x3PPvss6urqkJycjKVLl+KTn/wkMjKGGyq0tLTg97//PbZu3Sovk7KyMnBSdMEF8Y0yTunCR7lTAnAfZUedwc0IuG+v68XOOAx3neGgTxy4+CRITcAzOi6ZlY+ZBalAzSZg7X0RX3NywombXn73lHoRXgytEKkZYhVcyNEslJMTnZFGYJmAO+VUKGdDhoXTahITNS52aVTKxTNBhrQka9g4kwcmAEzjTJZwUxKG2rDUjddkBVTR/GYJug7gf/MKTav2UEMnjrzzNHL7DgtljiXxVcFc1GStREGBViZG1vvhpiFGhQ6462WYPG/Kx3CRTxa5Xob5yWUF+OuOevx+owZysE9CoZAAEQN+attroA1L2rKSLQK4M9jelfMKBIjnop+SPQTVDzX3wR8I4t3jHeF99U6nzjonyywRzUm1yT1jNUBhoB6XmreiMEUJT5x7bXmozLkYF86riGvkeTKJFB6X+of3Pr5d+iduqMCbX71AzIdGMokh650u8acTrBz45dpjIwLM8TwHYh13LIA77xkrGfiMRsdYDXXG0gc87u/fORFXP57Jqg+dZr+O5Xw+yNsmAPf3/u7vevsFVG59JXwifMdO8x/EbK/OcNeY6lpoGuv8fx8csORAg3wAACAASURBVCAIGwICwLtVO8xKSLTNk+ALJ1Mp00IQ3Qi4e2QvC5IRKT2jseG1ai4eQ9/OPsiY53EOWmYK2Jwy0AAQXldMaEI26hUNLNWrfI7lXILU0jko2fM/4iti1Lel0eq56l44FB+sSghwZsHk65WqKdicqEs/FwMWF3x9XUjt2i/tBhQbqp2zpX0majkmbVTnYr95SMOdXiKfPn8yro0GJmhI6+kEuuqAlv3wmx0iwcYx2uluQKqnXvTGaUx32D4XismMqZ69cPbXwusPwG3NQG/QKoljxWTBYeci/C3lFuQEmrCi/1XxAOH5pNjMArT0DARgtSiYbaqF1ZaEPnsO6r1JeNFyKXpMLmHh8R1L02oCNdyfVVDsIyYhmXRPtVuEgch5TEayHRmDJtvUvl09NVsA653rnokAT/Qxm1VkTVnLcdwxV8ZdasGTLc8FOoMJ/j11I4yBg2PlhPx2MIGy+wkgpBmmR8Tcm4HMSaM+LAF31ZKEJ7fVhasOjTuXZTlxnVGKb9QtJzZ8P/ZAAnA/++7qWAD3WJKhJMhsMRhn0t+qID1SivLeNVOkMnm8g7reJDLpldF6+8k2sxCpWAmsS47SF+ulvQ0R7ymyza+cWzhMkkMnVHF84hqN5CMC7iMFx5/vv3QQbx1pCUtlcu3JNpiAWFKWiWn5qaCsi1EnfnaRS8YaY5xXkYHpWbZxAdyN7XJ8/dOWmgj5F/374nSHVAMnYqgHiEeQmKSHEXDXZXSN/cU1Nav8uc5n8p/yqJxrJCLRAx+kHjhrNNzXrl2LH/zgBygvL8e8efOQkpKCyspKbNmyBampqfj5z3+O4uKhlx4n61//+texY8cOXHzxxZg2bRr27duHt956C+effz6+9a1vRdxHJgIefvhhzJkzB6tXrwYB9eeee05A/V/+8pcCwOtB8P7ee++V0qVrr71Wkg8E9Q8fPowvfOELIBhwpiMBuJ/pHj/58fh8DAQVPL51uFwIJzoEacluo+yGHgRyOZkh24DBxSzBUQ4+lFVJq3wOJVVPRmT2OTlpoA76gF/A4mfVNfibuhr9Pm1hyOkaWWlGNgAnQwREaV5ysKkXT26tEZaDHrpmnaoqsFu1fck446KZQLduNvLbt4+jocuDw809sujWgyD/9Lw0FKYn4e5VFeKUvu/FXyDYVYcOt1/kYaiNTukWLuwrS29CWkaOmH3SbEXOW1HCpm2cHDIIblNaJ9po6N7zJ+Nvuxvw8zeODLsx3NcfUCV5wGRBKk3eFJOw2wkIzB9kQ+tVANymtlNj3pHhwAmC0USN/bSvoUcAfTLIs1LsIjdzvLUf6Q4Llrj6YAv0oCepCF5LKk42IfvVuspw1UGsp4oTbk68v/38frx5KD6rnOfyyhdXSxPxTGIKXUm4cXHJuDCxyTIn2zxWUHee+vOjjbEA7myT4BVBH07UqPXH35OFpekiLTRRsaO6E2/HqTDQj/mFC6eOS99O1DW8X9pNAO7v/Z18/t098G36jZwI3/3UcJ8ePIpF/h1h4FuDvyPB8HY1DQTC7Qr9RVQMqHaRdaGeO81LNTEZgcSlbSPg7oNmVEojVrLc9e34mW62yk+9sMsWhOcVBGWfFiUHbUoGQsEAMtUedCmpqFTK0IZ0OUuOnbVKAeqKrwaT4H3v/g5pgbbw+Kn3eIHaiqlKnWixZ2Zkwj7QDHfIiu60qWg15cEXDIrZdrKvFTm+WgEeDiXNR783iO4BH2rUfLyIVTLOG4N6pU9/9ryIz/hua+WcwGqGbdfDOFhZGR5n0zwNSPM2SmLc78xDl7MMSf5uFLe/A4S0arBepKBfcYblX0KWJDye8Tn0mly4tO9ZGfN5DCbVmYz3+X2YrlYjx+6HO7kYPfYCATrYQe84PwRL9mRhnfNdSPNyAvQmE2R/JgLYWTQ4p5G3fn30EVlangkCJDcsKkbdK/dj04HIknOCLrpBucmZgXXpN4T7gZVaNA+kF8nLextBTdqRYsLewVt+EynzYzwJkwVY8SWAf48iCLizGu9ElOm4cdcr5hRgap4mAZSID3YPJAD3s+/+jw1wb8em4x3DLqK114NjrVp1K9dURl3tMMlqHC6dbGNjJc2Gyja4/cFhgDUPxXUeSUhGWUaO70daetHZzzWTFdNyU8d1nssq4sc2V+NwE9fFWiJX09l2SNU114L1XQNSTa0HP4+Wd7l8Vi7yk5URAXeSsSgdymqzyTnJMSViYnU5JUvfqWwPJ4pJ9mIyYGnFxK05xuHWv2dNHG/tkypoJk50wJ2V5PTy4jOWiEQPJHogsgfOGsD9+PHjYrxA4NwYzz//PB544AFcdNFF+Ld/+7fwVzpA/5GPfAT33HNP+PP/+Z//wYsvvogf/ehHWLRokXxOcP3OO+/E1KlT8bOf/UxKhRlk1H//+98XBv1dd90VboPbvPTSS/je974nLHiG3+/H5z73OTQ1NYHgPZMAZzISgPuZ7O3RHYuAu9VqRWW7B68Z5DfIBt9b1y3l2LMLXLBbIwcfLtA/tapCwAj++/WDLSKXwsjpP4LVx38iQK/OHONkiDIo1FTlz6Ohy/Caeq6UwOkYuNVkipggcQLDxT0Xsa8fbBbGsLEEjEyF5p4BsMqPYLMOcHO/JWUZ+OjSMmGeceK2rbpT2BIsUSTzmedMCRYuwrntiinZOLx9Lfavf1p01vUQkCZI41ITqk0l2GBfKcAzr8FuUZCebJcJIf9PNh2DZedszxhZyXZ8dFmpaNbf9dAWYdsbQ1vME7DnBC5J+sQbVGE3m4TVrpdxit57IITMFLsw3XWTFbY1LS81ovKAbH6C2ix3ZDKE4AKlaZj00MsQRzshW3uoBXtGYK7PK3Lhghm5eGF3A372+pGYLAsmONZMy8N3rx2S7+H9JCDd5wvAbjYjN80eNmAd3RN88q2o5b7+SGv4OROpiPIMrIy6RydraayA+8nam4jv3z3Whq1V8aVseMxPrpw06gn8RJzjB6XNBOD+3tzpUF8Lmit3Iujtx876flRXn0Cat0GY4Iy5oUOYH9ovDHaNn84YYp7zXx1qqrDZyRIXqRZWNoUqRG+9QGkXMJ6fhgRqJ7iuM4qpAU+Y3ST762x2stf5b4Lw3J6Au1txisY6jUyTVM1AusOcjQ5zjpSqsxWzGsQmZb62fciCXZiJPaYZWFCaiUnZTuzZtQ0XBtaHO5r78NiMFMWDI/Y5OGdqEUq7tqLLPYBmj1XGdAYBg2AwhAJHCKnow0bTQtT1mXDUm44G5GAujsFhoca9Iv+vR56Mm1u+efGgEasKlv0zMS89qAKHqutxaehtFFi0CjCHvxOOrqPoVpMRsKUhPUkRA1Vn7wl4QloFV7spS6oIeHuYcOaYtC79emx1rMSK9qfgDPZK9RoryZjENLcdRFpIa783ZyFCZjvqCbjLXTRhV8nHkJuZLlIER1s0qTyOyWRk04SPZtkMJsYlKJMyCL5//sKpuHZBEd78zVekus0Y7C894c9+eCPvE+Gvyc5Pd1hB3VcyHPmslWYlD9OPp+QAjV3JzuR4yLkNq+HI2jzt6K4TGZwRY/LFQPHiUR2KgPtDW5vjShSwkcWlGVjJioBEfOB7IAG4n32PwFgA9x5PAA9tOBHzIlj1VNXWL2Qmvre45jl/eg7opzUeQdbwE1tqIhjqlLfhOJhktYg+dnQw2XfH8rIRD0+j1LWHmkV/vNDlwOppOWFW/KmcN9d+u2o7BQjv7Pdiy4kOITPpwYT+jhqNjMWgjKhR4oVj2z2ryjHgdscF3LdUdQzzSiMDPxaJ61SuIbHP8B7guryxtQPTi3OQnGT9p+2iA409wsDnM8dEEE2FE5HogfHsgbMGcI93UQS6r7rqKlRUVODXv/51eDMy2Ddv3ow///nPEfI3DQ0NAq6T9f61r31Ntn/qqafw4IMPCuud7Hc9yJK//fbb5RdMl8Ihq/X666+XNv/whz9EnBYlaX7605/iq1/9KgiAn8lIAO5nsrdHdywdcLfZbMKYJnObpVaNXQMC5rI0m1IvseKjS0tlskFTEZYjMrPPhSfji90/Rr7SIQtllm0TUCbYTUY2tWu/iK9J2T2lRXS9djLOjIWJNBqltAjZalurOuRcuNAl65sTHgLcR6llHtJY6GS4c0LDdpxWMx68YwkmD2qe//DvB7G/YbixDp3b/+/lMwWsf+vZ3+LYga1yrmTe6RIvXOQTCGD7f06+Xa6PQDE/o2687hTPNtIdNtFvZ5miMcjE0D+jAcsTm6sjZD8IpNMErig9CUkWM3yBAFr6/HIOZOtT/obB6gJum2yz4JxJmSCQv9lQ8skFvy5hox//vMlZp82qZiXCoxurYpaWE6y4Y3m5gAZManzr2X1SBSASAYM3lOBGcaYDlO6ZmjuxiT4mFI40ayDQtLwUkSJiP3YOVlfweYzWVdT7is9Ih9snQBSTHNSm1E1ZzzTgTrYMwSyWilJKgc8/WfkjBbUmOWEfKT5z/uRhzNXRvS0SW42lBxKA+1h6a3y27a7ejaNvPREG18lckjFCVVFrKUNRqBGzQ4dxbmiPwN4aNE4IXAPc9aC2OoNAOnXaCeQeDRXJ9sWmNsLDwlb3qdrizK745DOit35RfTeJITfb9MMsgDO3T1P6w8fpU5LhNTnEuNSkhuRYndZc9FmzZWxoCaSgOpgNtykZjchBbTATOzADziQbclLsMrYyWbkosAu3mV9HhjLEqm5VXfgdPoz+jJliPJ7TtRv26rUytvG9xvcxE7Icf5lQbkieg72Oc+R9kzZQi+vMG8JGsHyHMzFxQinGq1iOHf9+iYyXT22rlao1PWhKR1CGsSy1DUW2PgGo0xrfRYXvEKyqXxLjDl8H7J5WAfK7kIZO05Aconi8AHgn7SpsSr4Qtr56XId1kojl2K+oIbhat8qY32wpQiClQNrUq914bF/xSrRmLQmPlyda+2XhyXnEszvqwES9qOxHqCBQYs4sJAImJB/62TeQGoqUhSHopEv68Lz3FN4kx2AVIPuRiYxr5heJKSuT0+xnzl90IkBVe78w7AvTHRGa79zu5iXF4YrBU/5NqN0CHH9z5N3LVwJlK0d1iM6ubvxx28iAOxP4upTOqBpNbPS+7YEE4H723dqxAO48+7eOtIIElVhx0UyaSmvzz3jz51PtARJ1CIobgwQwVlsxuM4h8cgYV80twO30FosTP3n1sBCtooPEpP+8eva4sN9jmWOTCV/T4ZaqY66N2Fc0M+X4dRWlQTMdcU1Tt1V1YMOxQU+UqBMnaYrVVxMZHBs5X+I8getISvdkxZCPHe05cC3GNRX/Zl+wT7jmPhvjn9kknP37wp5G8a4zBkkG186P9O2i5wH1/onHMEg8ZOU155SJSPTAyXrgrAfc29vbccstt2DZsmW4774hbWsy25OSkvDoo48Ou0Z+l5aWJhrsDDLVKTVDUJ0SMsbQvyMon56ejpqaGtF1J8BNYN0Y+ncEAygtcyYjAbifyd4e3bGMgLtxj03H2wVEjxcEzucUpQnA/PK+xmGGmoX+Gnys+3/hsqsoyXDIAE7DGoLrP1XvwAGlQhbWZGvrMi82q0nKuAgmcxFNQIEgI5ltBJVZlk7w0T9oXKO7sxNMISCg6wjq2um3nFuKO5eXg2Vjf9vVgOoON1p6hgAC6rBxzU2gmMyzaU3Pw+mOlNbhuYlRjqY6gFey75J9uj1+YaSTfcGSQU6qqBnPn+l5qeEkBXXXz5uSFTGY8Xz/ur0Wbx9tlxJEMTT1BTAlJwVT8lIRDAZR19GPrTVMEOi67g5JAlBDXw+WCrKUnaWHPH8G+5oLep1Vwf4kiDAeGosEFl7d3ywmRXpwkL5kdl5EmSkTN398two1Hf1Szs+JMpMGt51bKkanxmBGniCxnqiZkZ+G5RWZEXr8o3uSNYYlWTFG0yLuSxYOQaeRDFb5fHLyLJIDhuB9vXZBoQAkZxJwjycNc7JJd7QuYXTfMXlwz+qK0XZpYrvT6IEE4H4anXcKu/p6WrDzmf/S9MyhwhzyodcP1HX5oPjd6Da50KZkY1FoLy4Mvi0MdPPg+zXa+JSyMAyC8gTKyTCvV3PgV83IMvXIa7lWzcEA7LAiiAqlQdjwBOS9sAlEbwffk2S8a4A7gfhspVuAeY5Y/XDCDTsFVWT88ih2tLrmwZNcjBaPCUldlWJy3Q8H+kwcF1SRlnnQdDOU7KkC8NY0teJq/9+RgR7kmXphUlQEQwqakY5mZGNnzrW4YGYBqtv6Mb3xWWSF2mSM5djHsfgYS/CRilcdlyM9JRnt7a24sv9ZuXbKt0QbsO21LcKvv3GvSJNFG+wZ9WsJMlM6q67DjYV1f8Rs7x5YVa8kji2BfgH1Q4oZXUhBh0IW4NAN5zh3YuHXYSlZjM3HO1Dh6ENx9zZkDNTAEvIgvbcSx/xZ6DW7wt4tHNeZOGD77oKlqE8/J9wg2eaUimFy/JvP7gUlEmIFz/m6hcX4j6tm4Qe/fQzTejdGbEbGvJ5cf1dZhEDBIhm39XkIN6YUGoNjJZMX7GeyE5mIptk65zUEqaODyYDrF2oeMaccNK3d/aeRd5/8IaB4qG9G2ng0DHfeYyb0E5HogQTgfvY9A2MF3HkF26s7RQpRf9cRKF0zPfekZI/TufpYHlFcg+rJTFbpkjijByU1SS6K984ks/3X6yIlwYznR4PT8QCvmYClhJgxWcD5B9dp/NHJZEyqMjF5+9IyWd9x3U18xxjs7wfejH/O3JaeGQRRJyIIwq4/2jqsafqgEZCNDpKYeH30RImVgIm3FiHxjOOk7tU2EddyKm3+MwPuj22uEbCdBAf6trFvKf3EOaJROpVeB1znktZAeTwGyVycf/L3oSQzwYg/lWfng7TPWQ+4k1FOZvl3vvMdnHeepn/Jl+5ll12GuXPnCuM8Oj7zmc+ATHfK0TC+/OUvi777P/7xj7CcjL4PWfPPPPMMfvWrX4nkzM6dO4UZ/9GPflSY8sbgi/66664bBv6fiQcmAbifiV4e2zHiAe40vnzzUMuwxjgpIHuYsitcbJHVtvFYmyx0o41UU4PdWO55C1e7jsNuCuGP9YV4y7QMNaFsYUqzLSkRVxQBtfPSHMh3JUnbZOARqCXASMD9rcMtON7WJ2CK026R7Htzt0dK/QkK2Mwau50ABwcZ6pUzc3v3qskga4CscB084ESB/950rB11XW5honFwymt+GxW+g/KdzhLX2e3sCOr4Pu24Qc6bEw0u5Knx7nJYhC5HUHtecQbWTM/BzUu0hfdIQZY8meAEiMmIYKJAfzccb+nF7gYtA81gYoPMfSNYwHJ0auuzT6hVzrJ6XgsTFQQPaHD02TVTxt3YhckWZtQ5AY5mnejny37jM0TmH6sPZhekicSQMSgTFKvqgIDQzeeUxDTmHak/X9wzHGzXtyfoTnZJvPj7via5F7GCz8Ldqyvg7u2By6VpNU5kELh6esdwTwX9mMsnZ+HcEXTgn9lZH6EjaTzXq+cXntQgaiKv7YPUdgJwP7N3u2bby2jc8xoKe/YgzVMviUwxpFZt6KcGu2rHQescFAXrsTywWYB0jdsO+Td56QzRSh9UZef3Gr89hGY1U4B3bksGeT9YxaTAhT4UmtrhVa0yRhA4J1s9T9ES1gTY3WqSgPMOeAWY52c+1QI/rKITT1PWbrMLVdkXIDnJBlNXNUp7d8i59CvJcJtSxOybfwYUJ75n/z/wmJIwr38TZuK4eHXoVV5BSThoMimNGUuQNuMC0TP3B4OY492JKf7DKE23oXsggB3+Urzhmw1PyCIM8LKerSjs2ikNaCxw47tOgSvFgTv+9QFJkkZX0rDCjQlkPaTaqu0gihpflV7OCLYj3QZZFBYMHIED2rbtShaCyhB78YSpDIGLf4hL5hTijxurIx4iAu6L6x6RRD3BGJ4eE/QMXj+T3/WuxahzDcmmUAP3qnmFss2a/14rcwGPn2P30P1mX4n5XXkm7r9pAR7ZWAX31keRHWgKH7/bzcq6EBrUHLyTcgnyXQ4B2wm6M3jsy+YMjTFkupMxSH8bzl2aur2SeI4Xn79wyukzRzf9EvDGHsfoCYMVXwbMoyuZJwCxvcGDvTEqA/VruPXcUuSOcE1n9g2QONp72QMJwP297P3Yxz4VwF1viWs0vv11CbLRXh3XI3w3813Jd4O+rom3PxOsD7x5dNjXZNpz/cD1Btdz2akaY5zrTL5rF5fFl4X87osHhOAVL0iy+t2dQ4lHJpBZlcQxjADkjLxU8UjhOorjBQHlaE8uY9skDFHnnuvQfQ3d4hkmc4lBNpk+js4rdmH1lKyYgDurl5/cWjtiNy+ryBKZmvGOkxF1rplfKN5iDPYHsYFDgwxpfkaS1wXTc8PSP1zb/v6dE3FJTmdjZdTZDLhzbUognfOdmfmpIhOrB0lrr+xrwuGmHlAWyhisKOB9+/TqCsE0fvfOCZH2JQmR2AWDCRPq1pMo+OnVk8el8mO8n89Ee2dPDwwD3Ak85+fni6zKex3UUaeeulEehufkdrvFzJQa7dRqjw6yz2lwSoCd8dnPfhYnTpzAK6+8MmxbsuCffPJJ3H///WKounHjRvzHf/yHaLpT290YlLe54oorsHDhQvz4xz+Wr7zeyDKUieqza665Bs8++yzM5nHQq5yok3w/ttvXBFPjLigdx6E6s6DmzoSaN0+u1Ofzyf2IviecJzyyuSZCM53bH2rqE7YWtdmn5qagsrVfgFUGAVXqmEbHzYu1rPxXn96HPm9QjOv00IB3bbGcm2KT8jWdQU3g+LyKLDisJry0t0kWrwxOujgJ5AKWQwZBCMqw6CxutsfFNAeaD83IwZaqThlsaPhDA1hGXZdHZGq0oPFpEjwd9bho4O8amV0HGigtwz8qsD40H5W2GQLicCLI4ESMoLM+MeW5UVv9Rx+ePeIEjZOWXXUEpEM43NwHlpvnp2kyNJykUed1S/VQSXuawyYl7zR21YPa82S0c5Dl5GfAHxJD1Mxku2S489PsohF78cycs+6prusawN92NcY9LxrZXr9AA0lGE0wAPLp55MnqHUtLIlgyertMDvx6fWztSn2bZZMyMTvXDodj4hkA64+2j6iXz4QEdSDjBZ/VdUfbIpIZmrFxDiZNEDtmNPdopG0kaWYbrtN5uu3G2p/vPH0hNBHt623eeOONUr12Jp6ZibyO96JtLmCZjONzwXvFMuRo87Ho86pc/ydk7/5fOAJDJfEkNtiC/VDUoJie1ikFyEQ38tQ2AcUJqFNp3YpQWHM9ul0NgFfQpqYLW53/5s/hUCmq1DxMUpowy1QtAHobXGEj1alKPayKNk4QoOcPDVInK41wKB5hwrMdMu0J1G/HTIRyZgoLurzpVVhCXgTVEHqVNAyYnDKm6ZImL5ouxEumNbjT/xdNFoeAgFkBfVA4tnC84xAWcmSje/Yd2FnbLZ9zjeXxBUVqi+9gLro4blKffGpuMia3r4Wp9aAci+8RjssyQg4mtVnps+aTP8Lm6q5hXhEcy3fXDY1ZZMUVd2+HvX6jJNgdgR5kW33wEvD2+lCORqQrfRhQHKJnTxPZOiUfL9uvwM2XXYg107Lxx03D5yALmp7CQE+rADEEvc1DMvziNbM96xr0WrNlnrCkLF3GYz2u+dWmYf4pxvu9ZloO/v2K6dIf33zuANK79mNSoBKuYCeagi5s8RbjkDJF5hbsGlaW0YeG/c+xln0YHf+ypgIbjnVgZxypBn37e1aWjxncij6W0l0D096/hCvjjN+HZn4YataUUf86E6yz2e342+7miMo6vYHzp2ZjbtHZKQ8w6ot8jzZ8P453d9xxB+g/RinTRJwdPcD1PoM+XWci9jX04K2jbeGqZR5zel4KLpqROyKQ94t1x4edHgFG3Xyalc5co+nB3587lhZLhVOs+NSjO2P6SBm3feTjWlJ24/FObK8ZLj3DdZVWvaztRVmb1VMyR9TFJmj+1I6GEbv6U+eVASG/qBsYgzriT+8ced9zyzPAn/EKsqJ7vEFsPtEpSZJ4QV+x6xYUylzsqZ2NEZXi+j4Wkwk3LymUSjKuufkzUnBcPJuC4x3vyUQTqsZyzbwnrxxokcp+YywuTZdKcAb7+eGNNeEqceN2XBe39fnhtJE2ApmHcb5HwqA+l2QiKcVmxsyCNHxmdTmm5Y6PL0P0ddrtCcmasdz7s3XbYYD72XKir7322v9n7z3A5DqLdP86PT3dk4MmSjPKOViyJVm2ZUvOAYONAYMxGBNsMsvCDcufe9lld/8s4e6yl2Vh2SVngwFjYxDGQbZsWbasnLM0oxlpco49M93nPr86/fWc7unuCQqWrC4eHts9J/V3Tp+qeuutt+Sf//mfZdWqVfLFL34xyuldSAx3WM7nwyiAIHuTAtzPx2o75/DU7RDf5m+KBFzVfo9XuqaskVdL360arLDTATivmJofxbBq6grIuv1NkUFhgOUH6rs0CCFhR2f2VHt/VKWbdjGT/xbYHTJ/YK/cXd6u4O+3dou82D9bB7AZwwEAYLMPYDhMBs4DYADr/LrZk/Szx3fVa6IMCIDDgI3W0BVQp+GA3WnKLjAyNRyfqvuyilw50tijYDW2tCJPE/GNx1oVwAdwCNq25Gd4pbVnUCoHjsnN1hbdNoK52yJHQ1PkKVmtx+GaYW8oIGHBqhsuILEPQeATH70yYfLMuv5xb2NEwx2m4eHGbgXuCU69luiwoG21XZF2dQoRXHdjV0DXC1Dmiso8DW52n+qMaKsDLoRn4kXW+O2XT9b1d5sOrw234L8erX2vVbfL1ur4WpHmOj+2ZvqYGX/bTnbI5lECvKtmFMqKaSPb+WEp/mpb8kB35bQCWTY5U0Hhcx2Q8ay7tZHjvS0+sTYx4G62pxODgAuGEb9Zfq97T6OrPKhDgPm98Xs4x4T9Mb3sGAJ+voBpit3nA3BHRu5HP/rRefteY1roi2Cjw4098uzB/uKxPgAAIABJREFUka3NtywokXlxAE39SjzrG74lOXt+HPUNrWBA0oeQbAnJkO2Vo1KpWudIsHgkqKx2pF4A3/3iaHvHM/TGW+x83Vb9ani/7aG5OkB1sadKAXXmkhgZsGzpD+u9h6Q2VCydkiWTrVbJt3qky85USRlHyiYkmdKveub7fEvF8mXKdb3P6XmGLK90eZ2hlP1DwQgr6SVrhfxU7pIPhwBXHeN3jm/UGSRhrXaGsj5deL8WZUmyAId5F/Dbb+kdVJk2/ptOsvml2ZJXu15y2/apFBjHwb/xfiApoyBclJ0uy979j7LndJf60FhDTqy+M6C+cdWMAqns2inp1Rtkcv9xyU/rj7zPYYUD/g94MqU5rVSH1CIts9t3uViTZsrnb5utBfyeQFD+uLch6jR9zSdlYcOTkpeVromi2zoLF8t1t9+nLdLx3mtfePKQbImj68sxeK8/vHqa3HuFw1LHL/zstVNaGHeM1nlnQDvvVf67vc/RdYd1uSwcW7ivh3X76HXT5bWqdtnqGqYX7xn7+JoZZ+VdbPU2i6d2s3haDuvvwp40S4KTV4idP3rXnfu6KEwC1LEusNzrOgLqQ4hFZhVlacyYsomtAGualXVupCFir+h8+bsPfOADSvoqLDx7gODEVje1l1mBoSHmKFGMPXOSG++8o03OcOo5JVkjyCv76rpkw5H4+uPTJmXKW5aUJbwxLx1tjdtJ09g1oFKgiybnRgZLkwfdvqhUAIET2T+sOyxVLc61xjOO8Z/3L9WOrCd2R/sXtj/UiBzmoDK2Y0kq9ywtT/juG8t7fu3sQplX4uQSbiMP/a+Xoju6Yq/9toUlMqdkZFF3LE88neM9AyGZlJ2uue76Q83SFZ65tqW6XXGAWcVZSnCLZ+QcO2s6ZNOJxEA68ml3LCqRTcfbXH4z/tXha8fbPTGW7znRbdz+bqLHOJv7EVf8YsupuEA651kzZ5JcNiVPnj7QJI9sHdkR3dQ9oPgMeSAkLdOZT+6jjRfhYJdYCYylLM8vn79tjlw7+9wUTLOzJ/bcns01TR3rzFfgggTcYaZ//etfjwu2m6+c0nA/85ufOkKSFeiqF3nyUyKDw6xotjY6X5vy75JXMteKx5OmWqMk3WirEYwY46XPVPb+IVsO1nWqVjvsQ2d4p8P0RquORNQBzmm9E5nrb5O3yguaNKPxWZjll0e3ntRzr7NXyzF7iiCNDgDAy5/3P0krgAHH5xqy/emyfFqBAuePoTtmAxg40jD8valrwNFXD7dF+dM8MhiyVevWtkTKcv0qR0OgyDGLs30yrShb2Wm/31ErvYGgnh/5GphxXBuV5CKrU+Z5aiTHMyT9tleH1VXJFP1eDGMNAFy4GO5uwF2vxeORlz53Y2TQaewd+tGmKg3m3GbaJ0nmF5TlCIHy8daArjNBkRloApACQ5Ckd2llgTIRzWAgZFPitazTgkgrIoZcybMHGsOAgXMFMP9vXVh2XoOfFw83jcr4+/j1s8d8TVuq0J1sTvo6WD27WK6Mww6Bzfi9l0YybNwHYw0XTEo7L5Iy2h6YQN6Ga+J38Jlb5o3r1VfbRkfBqQirwezMc/SOFZWRwbDjOmhq46QrkJKUGf8DQks3kkiJDM1WpE/UcBzHXxA5tVVCoSEJHtsgQ/UHZCgtIzICNW2oT7zBHtVqB9xus3OVUZ5pOWwupGMAe3OkT/KsxAk629appIxH5WCywvs/E1whtXaxrPHskVKrXZrtfGWuGyuQLvUnLXae03Vkteg1cCx34Q6pGYoAh3yLpT2jQq7peloCll9BeMvj0d+80YPl2K+mr5LfpL9V3hr4o2QMOYBwWhozUBw9Ve0cC9ly2jdDNnhXaxdZR++AFnXxE5wbH0S3Gja/nHks6ZLbtlfmtG2M+GXajdmWhAw/aedWyOQbPqzg/pbqVu3QijX01PHDsBKDfR1y4/4vSKbdq9djTNn2IVtaJV++kf85CdqWZPi8ei6Kw1yPucUMPEV2rqbNKZSR9C/J65Glge2SF3C6pAY9GVKbv1IacxfJ9fNKRswKMef9/Y5T8uz+hnAH0fD18H2umV0sdy+bLFfNjNYk5zpZT2IOivTfeOawnGjp0cePIgjFa7rNGCAfa8unFcqaucW6389fTQym4IOZM3Ih2YXcYn8hrVPqWpwVSEnKXHhPwplIyphvM5bZSGzz788fiWK2x67GvcsrE7LDnblWp+J20pC7aLdWuIjsHkSdaMX/vLdOfhojR+be9k1LyuXBa2aoZjna5W5jVseRRkeWi++FhKPbYLo/cPW0uKdm7hna88ns+rlFMqvAO0LDnX2eP9iYsLvVzMEa71NGTPXMgYZItzp5Lnk8A1FNrk+3t8q7eiz1nbEyQADj5GPMbWE2STL765vn6gyA4Q7y+Ft/6sY5SbvAx/s9z3T7C83fMUth49FmzfGR7iV8AiOHIFGoWIlHPnHDbHl6f4P86OXoDm3iq921HXpP+W0REyrQnmSRiPG+/Lal8rYznSVzpjcitf8FvQIXHOC+bt06rfRfddVVI5jt7pX8whe+IJs3b5ZHH300ihVQV1cnDz74YJQMDczw7373u8I+119/feQw/IjQascYqIqh5wmbvKioKDJ01eyAJA2FAIapoql+Pi2l4X4+V1tEdv58xBAtQPFTbX2qO9onGfLVgr/XmQCa6OZnyG2LyoVgxG2A0AzmRLYER4r8Ccm6YZABaNPezUsdwBxg+n3yJ8nz9OuAsGvnFCuYTdteTUuvgve/SH+7BGyvDvqgbT3X71VGOzIyrT0BbenGAJWZKq+DPsJ6eDDtvGkevSYSfpJhzkkVl3/HqfjTGGLq1wCP3eo7nfZ5wBoCODS769p79TsYPbSu/qB0BwbD53G+C+tlHJVHLMn2A7iHJDDo6Bty7egBug1H+OLf3BRh1bv/drC+U/6yr0GPCUNfQRS07NE97OrX81G19loh8ab7tKUS2RjYB+zD+ZAH4V5Vt/Tqup5o7paKwpGME3Ne9L4JGmFz/HZbbdyHEK1F9FjdhiNH5x5njyQQwAGgdTyjHbKuvU+Kc/06YHQ0e/V4qw7CTWafvmnumBl/PIM/3lSV9HgfWD0jrqQMOxGwxOrfuQ/GQJkcK3BeAPdE8xPM9biH4Iy2zvydoOt7G09EikSx+0wtzJK3Lz/DgX1juZBLbJsU4D7+G/6HXadHDOB2H4ViKXqiWGj7z+TQ4QNyuqVDvIPdMmPgsEwK1IrXssX2OK3mnmC/pIcCCrZrS6349N+RdjGf9Uqm+GRQmerJDAY7w1RzrF4xJenXQgtlnz1d8uxuucJzVEH7RhsJE0cqJl0GZW9olnRZWZIrvbLWs1tPwRDVbiv2PWnL9rTLZUv6Snlv4NeSK87MEuNnFa8Ozx/5c/ot8mz6jVIZOCarh14VO2TrjA8SaKTJ6V5i22fTb5BmX4X6SYfhFNLuMJNo42eNfjl6n7xHr2p7UirS2lXL1swyYd++gZBsLnizzJ+3QL8D+1J4Jvlzm5mXwT4HD+wR2fBVyQvU6/mNbig+kmL34eBkebLs45Luz5buQVuTSfaPNfPOa+sdGAGkOPdxuDcBwPzqcLt17HEoYD/y2kldD5iTgDiACTxXRTk+eeCq6QlBAK6ffZGRMbJyrB3FTGKWOaW5uib4Z4anE6e8c2VlhNW/u7Zdnj80snMDosE7V1TqfbmQ7EIDIC6ktUldy8gVSAHuF95TcTYA97HMRqJr95evnUy6AGPRH99V26765+Sn5INzSnKSSrgkO+EX/7Av7lwmcsAv3bNE88V4s5so7JIjG4NsE9vVmggsTpZjmeM9tHq6hAb74wLubBPvmsjP3np5RdycMtkaQIZ7dGt0zoceON1b/vQ0WVbpdLVXNfdonofRpT69KJqNTOf02nkl8rtttSpFl8i4b2AI7X2Dsqe2PWE38ESLB+fyF3Yh+DtioucPNikRgrkCSMqc7ugbUcii0x5y3qoZTl5PkYeYCnIeMRn7N3c5krvjsb+/a7G8f/Xo3dPjOWZq2zfWClxQgPuTTz4p3/zmN0cF27kF69evl6985Sty3333ycMPPxy5K+zPcb761a/KihWOzlhjY6OC8PPnz1cwH5AU27Bhg3zpS1+S+++/Xz70oQ9FjsE2AP9f/vKX5corneEgsGY/9alPyalTp+SXv/yl5ObmntcnIQW4n9flFtnwFZGqjVEnBVQkmDDg9T8WfkXEkxZxjDjaL79tiTphknO006tbHMkhgqqn9tY5LYoeSws7WFeAVneHec4A0QpplLtkg4ISsL4Y1EhrOMNkSFRh2j0/tFT2WvOUwZ3hS9PEHikWAHeujXMBGiyanC+LpuTJjpNtOlwUdoEZ1AlbG+Y6STNBFLIyBA7BUEgBeYKUgiwHDAB0JFlH6/2WRWVaODja0KlBhw5UFUudVTAY0tF5BGO03iFv4+i1I0pgS6bXo9cFcOB0ZVmqj2aMdeF7PP3Z6+Oys2FAwGKAwWx04M2+JNwMIp0xKVMq89OlsjhfYMgxcA09QwxAYskUZEAcgIHr+PYLySfbXzOrSAcAARYgSZPI0K9dNrVA1/9LfzogDGOJNQB3hrsZ4/5RQGBtjREM3LG4XMF32CJ0AJj7YLbh+zCYLpFRZIkt/Iz26xlLYpDoGMmYtcwquPOyydLe3n5eAHeu8TdbazXQijXW9j2rpo0YQBu7HcAZepoAQSQwMFoIpBMZQ3UuNMBntPt9of89BbiP/w7923Mjh6e5j9LWE5A7F5dKcc9had/6a8lt2CJFQ40qy+KzA5JmIxMz5Iw8DQ/+VFmNcAet86bnT85nMNbb7BxBQdyw1hNddaedJUHxiM8a0n2Roamzi6VdcqUtlKVDUadajRKSNOkTnw5IRYrslJQ40mNWv9xmbY4cvl4mSRDufaS/15ZnfDfLX9Jvltk9O+Xj8mjkPc/rXjvBbFs6JVu+6P2spPmzpK1nQNbaW1TSBpkoAGASLsD5V61lctS/WIulp9v7pKt/MMxi8yiYToKGnnvv4JAyyPkMtnZff0Du8O2UZb7aCOB+aiBbNlorRPKnyXVzo4uuFITpQsMnMaibYrCx2p3PSO2OpyVnoEny+2vFsp2YIWh5pT1zmvR4CyQ461axypfI5pqeyPni3YMHr5muGvU/iGFzxW7r7uiKdxwS1Gf2N0R1eRE/3L6oLOl7NRF7EZmVXTXtWuzn/QzgXprnl4evmxUZNGeuAz+zL9wpiC+H2U5BPNlAvvH/is7OHhcCAHF2vknqKOdjBVKA+/lY5fGdYyKAO4XFXTUdCnpTmHz+UGPSYc8QWcjDEpF5zBWP9l4e3zcbfWv8JUStv+yr1+ujsHrzglJ596ppmt9h8TptITIBVBsz3cHuM8IsTjQMlnNShI1nFI6RxkPGNy8v8fwLAHGAcafjCwB8dBJTvPM9tv2Udobh1xu7HEAd4pyZh1M5KUsqCzI1L6cgzHY6h2zasCwUXeoPXDVN84MNh5uEbuxYI+aAHIYPZJgtxhDPktwM7VyPtftWTo2KE0a/m+d+i3Pt74yyADk+YHmsIdf7tT8fjNwnnlniOwpP7pgKuVk65iAK3rqoTOOYPbUd2nlAxz+xKZiGITeMZ+XoThhv9/R4jp/a9uJfgQsGcN+0aZMy2hm88I53vGPEoBI0at2DXAEsP/e5z8nOnTuVzQ6Yvm/fPnn++edlzZo1OvjUbQxg++lPfyqXXXaZrF27VkH4xx9/XEpKSuTb3/625OQMM4NaWlrkk5/8pL7Y77nnHh1kA8B/8OBBBd0Z2Hq+LQW4n+cV3/h1kWPrNVHn5c0/23oD0t0fjLDm/qHwK2KFAXfY3UwXv3PJFJ1cTdABUGqcM8z2DYfQHodRbumwMoh0tFUDYvAZzvUK64isll0a4AAUXD2rWNvL3Yzm2vwVcizrck18qepibjCd/+aab1pQqow32t3/vK9eHQsJLgA6/8exmOnp7HOkoUtZ4AQNOKpYEHFGUbb8w92LdVr3k7tPy+m2YRmB/iGnzR1JmNyMNGXuDQzZDgsfwENEGfsUDNAH1FatMOPcfH++MyD5/33X5ZGBc+67/tqJVvnPF49pR0A8y89Ik89eUygVuWmSU0alOZGq8PDeydr8AHo+smamFiO+uT45mEUrIe34j+84Jb/emngA6SdvmKOgCwHET16p1nvgNoIuug+mT8pWEAcjwEC2JiIHIaKAPvc/1tBNjJU2GssvZyytr8mOQ5D8wqHGyHBenmfAEIoV2PkE3PkutBPuqGnTIJhrWVCep10Gow2PJGFAOsEwY/leFKcAgxjsRzEq1t6xvELll1J29lYgBbiPfy3/44WjUdIp5gjoEHuPPyMlPUf0nTJ5oErmBvYro9xrD4bfkrZKx2Bm0Kmjke6YS7YycmEA8Mi75I5BUqZXHMkQAH3O4wxSZUiqRwF/B4AvkiN2hX5+ueeYbn8gNFX6vHni99hyQ+gV8dtOcRLgnEGuw4C7yK8y3ilb0y6Xhs6A3Chb5MG0pyTdcvwMxeB6KZZvhe6VrqypKitGMZx3Q6U0yNKMRqnMDMj+dp8csqdKXahA1wU/xpyQoaAzJBbjHUuSrJ1k4RcF72jzrgGAz/Z5pDLXI+0BW3qG6BjzKSAey/jD137s+tlxb3b7gefl4KvrIn8zgLttDb+Dlt74btk/NEVerk7eqm4Ykv+54VhkZkm8kyLNApA9mhFfQASAje6W0Uu0H5IwZnC72caR3Gt3ivaWszZuu5jfq+cagBjt/qT+fnGtQApwv/Du13gBd4gwSA8ayUuKkxQJAV0Zqmg6ntzfFBLO5VPz5T9ecPxdIgMcJP68kIw87omd0RJ2boa7suzj+BKAyUSGL6BTLxZ05zh3LilXotpogPvZWiMIDPUd/dqVboxcAJdPvj25IFPmlznES+KBY809mpsa0Jx8jYG3EOEwCFsQt9xGroLsLHkfuTidcsPn6tPcD5AZAwdYO7dEC9IXmp0NfwfxkLyN4fF0r9MlD3msqatfCVAUNsBN+Iw4BaICBrD+0Z9v0zzNyO2xv4nH6Aigu561RnEAfAZsgM71dI/lyMQiDxjugDTHGO8apwD38a7Ypbf9BQO4P/bYY/Kd73wn4R0oKCjQoaFu6+/vF4B0QPa2tjYpLi5W8B3GerzJ4n/6058UZIelztAdZGseeuihuJPhGxoa5Pvf/75s27ZNOM+0adNUZ++mm256XZ6SFOB+lpe9YY/I6Z0inXUi2UUi5UtFKp1uBrW9v5PAq9+T5p5BZYEzlAXWAo4VNlynr1S+mfvftVuClzjJJOA3gRUveljLJNk4X1jbAKRbTqDbGtRj8aIfCqHd7sirmIGhM9Lb5M3B5xTsxuEAUnNMwAGkR7CqwmulPmeRMs2pvJPgoyPvNgIU9MTQ7IOX+JttNapXVtVMJVcUQCRomFaUFWHvUhBo6g5IfqZvRBWZ67tuTonqnn33xePK3CCAaO0OOO3uqncGux3WeprMKHaSdoJOQPbczHRBfgOGO/IpFCcIJobZaXzXPGVDG9mD2DuOXMiX1x3Q87E/5wQKAuRf5Tkolw3uljsWlaqkjN+fITJjjcj01UkfHO4VrIp47HXWD4kXzvfv65Mz4ZdU5CsD5MM/3ZpwUAsXQtD8t29ZJC8daZbtJ6MH6Cg7prbDkRrI8sn88ugumnetrJTJ+U6QgcG83F/XJSdbeyTb59WAbeWMwjEPS423MFT8Dzc44A3DfU2wN9ZfH9+B2xKbXJxPwJ17+sSu07L5eIsTpHksLTzdu6JSOzcSGb/N7750PKoFkYSJZxgrzEqP6CO7j4GeJX9L2dlbgRTgPv61jKdhOjA4JP5dP5GcoVYt4uJXlvS+JnODxyJMdQdGjgbX8Uow3ZOVLNnmUGiqFFg9Uma1RMD5eFfuDEy1FVjnqLDd+8MgPPIx/Hev7Rd03QNWuiyynMSUc+xJWyjpXq/MGTwi0+S0HqNbshR0JwEHrD1qTZcfpt8vAW+uoIOOzBjDVK9L2y/5aQNyMlQi24Kzw/JvmerzKDDnB1vlRmurzMro1vVB8qQ6VCLPBFdKnydbO7Xw76ajioIbgLsDOA+FfZ5HJVVImnl3cz0k2QvKcjWRA5g3hb74jL856utHWE+T7Hn869KToMCMj5h9z/+WzSfaZOup5Br6BnCH+UfbfTybko+My/iGg471Kf3OhmMaF7ntZGuv+jBjsWuDr8PnXYx2NgCIi/F7p655YiuQAtwntm7ncq/xAu4/e7Va5UaMGcCd/yaOJo+LNTMbCSY57Ol4RqczLOkL0SD9uLt5ASvRz6YIS04Uy2Q3xKTRvgvdv3SW4kvnleZEpNeCweB5A9zjyerQPW5IboDtl1UigTdsdJRfN6dYuwDidV7F+l865ilScI/pBo41Ctrvu3qGxmqx0jyjreH5/PuZ+jvyRghoyLuYghWfEcuhAgDFwIjfZfq8Ssx7i8oj2rLpaIvme4PhmXaqva4d7I4UIDHbpCyfgvH8X6VzbVtjYSNvx9oO67WL/vt4LQW4j3fFLr3tLxjA/dJb+vF94xTgPrb1IokDJAPYZVDZ7JLoqrEeZe9vRVriAKj5lSLL3qvod09Pt5z68QfE7m6MDEt0Xti2ysg8mvugVGUskiFbVA+clzsOdl5Znrafm4FqTpU/V6vkB+sYxOG8zGFPG6DafDMSaIZv3Dv0J8m1u7S9+sqZRRGWwPGmbqnvDsrWygfFtrx63s4+pz0K3TeuAZCfSenI31At55oBUakCx7oQnAxMPyq9ALZHOX5Hv+rRcSxjOCYASxjcsIR/tOmEPL1vJLua6wOYgNFhdOy0jb9/SPfHYQKOE4TlZXqVDYBsCmADA1kZzPquK6cmZCHTlg5TDq1CI+vDNV4Z3CWX2QeksjBbFpXnSHG2V/z+MLBauUpk9uhFMtram3sGZGAoqMHxZRUFUUWH77xwzNH2TWBG6/3+772a9EHlu//0Q6vkhy9X6XPiNvT9alsd4CTewKGLWS/8fAHurBvdCPGGLwGK/cPdS/SZj2fxZA9oC4aBYgyNY8N+5zN+ox9ZO2tsL6fUVmNegRTgPralAjSuaXMKmOiQIx/m7uKwqjdKTt0r6mvS09IUoL4xuEmm225tUsDeaHB9UNIkTfnniRMP/rLNnq8M97lWTdJtAdxJGhmaig2JV/r1MxFf+DPO+afgVdJkF8hKz+HIArT4KqXLXyJD/T0y3z4ueXaXBLx5EkjLkYb+NNV9f9paLce8c3WAN8k6RT/eBfgWw8DGd9NthU+GndbR2iR3D66TzLRQRA6lrWdQE2rY84+l3SnpPhjugwoW8315fzMzBRCc7bh+1p13CslbF344XOQjIe8eCAptzMQitMQzbC3WPnFDAsBdRAZ2/UYO7duu4L7b8hgQvup2CU2/ThrbOuU3u1v0GSD2MbEH81GmTspWFvpdSyfLrLC+O5Jsz+5vjAxN57gU6JEyO1fyLOv21GnbvNsAmNrDcmrEGIAxsZaMDTm2X8jrs9WZAhCvz1Wnzvp6rUAKcH+9Vj7xeccDuCNJQbes2wD28MfGeL/Fdg2b2Uj4qid2ndKczm0qK7p08riJL+5jjLcbabx3Yv/pTmW6t/YOKPlr6dQCaewMjJghRf7ytiumnBFwfD4B94/9fFuUdBrrQoc4XdsYTGvmpLntvVdN0/gimRFPHKjrVCyB54PcPRmx6dM3zTmjNRvv/ZzI9mfq7yCgfX/j8aiiPMUrcBMIj8RdYCaW5fRa8ttCHpf4C8xBJWBUOpC5ca5v4IS2Kn/rzMEhh3fIDXQ+cmxnvA8FDecvKj84gUVIAe4TWLRLbJcU4H6R3PAU4D76jaI1aN/pjhEb0oZ1xbSwY2zYK3Lwj3EPBjh9LPsKaStepVX7Pfv3yZ2dv5Ypgye17Z3KaWMwW35n3yS7/CuloiBD2vuGNMHHyjKCsjy3TVoCHjk4UCLdA1RSRRZMzlPA+wStaeD1ljiSMSr9AuOPVilLq/iAA6V2i7xpaL2kWSHVnMZZGOua+3Y5EChWQGHqpEydEo8+uzGSbaRXYNgbzhznxlkVZPsUWMfxQKjL8jtatACGN84vjWp5w9kRXADeEAyw3fuvma7ABOAz7GwCObfhvJp7Auo0jcQGFX+CStrh2B4deL474PzOmg6t7vOdYfLTUs7fEhmAKLIJfB86CqhoZ1oD8n77Cf0uWelpOvAt3+8ZBtw52OpPi6SfmeQH6/zikZFD28y1fujamQrQP/jDzXFlHcx2MOa/9o6l2iXA+roNIITvZiweGzIWgCDwYMALWv6JgOTRfznnfouzBbhzH3afaheAscLsdFlaUTD82xaRFw43yX9tSNyee8P8Evno2vgSDnSMbKlqHbEY7u4SmBXuZ/SeKypUe9ltvCfoFMFKcvznDMQ693ft9TtDCnAffe3jDUmFTQ3AS6KOpW37gfgDrZpJ5Ia6FKy+WnZLoXRG/EM8uRgGnAKOA7obM0mI8Sv89w57nhRIt0yz6iPbAt0rIyu8Iyx12OjIyaD3zud8FhCnK8QbPseApMmm4GI5YE+XRVaV5FkO+7kprVQaPKUyGBIdplpit0irf6pk+yzZ0VUoO0Kzpdou06SUzhp8KskTPi7D55UMr0c/5+8kZyTJzNsoPPkXmdR9WBlVhvXEPwHMucadskC2eJZKL+9p21GuB5DmeEjDMe9E5eE8Duud3z1seKfby1YWPcfDH+Ib0HaNHWqaTFJGvzwBxKF10nJ8m95XjAJ7/rxrRdL8EuzrlIGBAVlfPSiP1JWrvnusrZwxSdvxB4K2EhDw6RyWORccEyDEHWOM/uTRmedI0nH9xBajGUAScgtuO1DfKR3h+SoA/vGAiokC7nw/OhK5N5AYzredKQBxvq83db7XdwVSgPvru/7xzj4ewD3RjAozZJPjEydS6DVmBmS7zw3jGeJ/GYDMAAAgAElEQVQNACBdUmciIzPReRvjuRN0KFFoUHk1ly2tyFdAFB+BfyjNzZC5ZaNLlY127vMJuP/dH/ZpF1ys8V3Jj+lApoMcIw64a+mUcevFJ+tsMOd9IwDuFNd5Hrv7h5QAgL8HE8DAMv7uib1ROAafH6rvUvIAuAIGQO5s74DqKt3nT9P4zGiuu0MRN/DOtsRv4UM5xwt/FrWdx9Jjpxjuo/0SU3+fyAqkAPeJrNrrsE8KcE++6Ik0rc1e91xe4TjDXb8SaR8eOEmSzHucRJngaNCTIdsqH4wMGs31p8nl3mrJtPsE7dSt/RXSEPDpC35WSZYytHv6++UOa7Ms9DdqYk+Q0d4XlBfs5XJQZiqrDUdT3eow4Un8YaFzbpJxJGZIDJGlMGBelt0ja/zHZVVWneT5PSIlC2TWFTeIv2CyOiIcB+DtlIIMZaVzbII02hoZ4OI22uA4F24LRm7YbymIXqGsgwoFxTEYck/tq48KoGDe3764LKIvR+sXwHBVS7fq5WI4KeQ6phdnixft8+tn6fHj6RZO9OeztapN/vnpgzoU1mifLwkdkiuDO7RtDMD9tsVlqvcbYbhzslk3iUxdNdHTRvZjwCnPGZpysBMAUVibt14+Re8F9uNNVTpoKJ4VBlvkvbMDcu2sfNla0y07e0ukx18S2ZRjm3Y6GIyLpjjBnNsMAAHb/qm99dp2aQzw47ZFZREm4xl/4bN4gLMBuP9mW62caO6WmtY+ZZfCGqXoVFmQJbNLc/T5B4QkSI6ntc7X4Xn82UNXxf1msOJJnOIZrY10zwCaEVwDDq2dWxylq89+Lx9tFp5TN5qJzM+1c6KHJZ7FpX1DHioFuCe/rbtrO1TWK5HdvKBEirO8sv5HXxBvT4NcHdouJdKuQLhPBpOy0TlmfMDdDbU7Z94h86VIOqRcWvTYMOLxM/yTIjXQNf9vtXMlXYKSa8HgcwDtfklXDj2gvg5AFUteC86XvfZMvcYrPEf1mgfT/NJnZUlvKF2qQ2XyY/vN0pfjtNjDFjMt3jC68a09AwzwdhhLdHy5NcYpHj903SwdKm1t+Jo8s79e56iYJAs/zTwS3iW9aXnyC/sOCQwhmeYAB4C3vPc7+xiKR7Fc9D2E9ExgMKTDw0kQuY6SXJ/+c2AwqCx4hqDRJea2sWrzNrR2yIlDu8ST5pV50yuk4PiTIgPd2rEwODgou+t6pKrTkud8N0qHZ5h1xzXihylmm3firOJslW6bCJsd6bVnDzSoDzZG8syMkWTFcn1WYorWRlIGjdXYQgTbM9PmfVdPH/f7jcL49ur2CMOS+888GxiJ58tSgPv5Wuk3xnlSgPuFdx/HB7i3yKvH48eOBnR3FxV536FDPYZa5YQWBhIYeuHxZEgAPB+4avqE3v/ui8G30KkbO4fKbEMuEiujwz50UOMzy/L8YyrWus95PgF3NNxPd/TLSZeGO9dCHEC+UZSVLlfNKtLvsqQiL+Eg2GQ3MFnOwX7Is354zYXfQZvM38UbhGtICBASsMe212qBhnlz5pndXt0mgwwyhbxuWc4sOBcYTgxJLAb5IdEzmGztzW/vbAHuDEydKEFgQj/y1E4X3QqkAPeL5JalAPfkN+onr1QpaJ7I0EcjyZSN/ypDgwFlWBu9PZVd6R1UBjiA3OZpH5HXTrQowIYBqsLsxqh8nmzp1aR+QVmOarxf3/OUzMnoiCT2OBMqs7zIn5NVYpUv0WGrp9p6lKXHH2CpDQSdAaaWBfgOC84B3NF3h7GM9jtM8cpCpxLM5PLBkK3Dykjq8zO9snJGkYIHDJkB6vj8Y7sjEjhmLRo6+mUo7FVIPs2Uef5O0v2R62fLx8KsX4CGLdVt8tLhZmXpTi3MlLXzSiKVfPZRULF6uFXSaccaZrkRZBFsnW0DDP3aUweikv3LQ/vkiuAePRXgypySbCnITJPygpxhAEC13K8948s5UNclv9teoyCPEwQ4mux3LZsSYecRUP7vx/dGadNy4oUDe2SN94DcuKBUrwM5HWRsagtWyqn85fqZW9OWNYxtM4Tx8sFwYeRXW2oinRWxXwwNfPcw3DP+4mfhAGcKuAPW/PK1k7KlqiXq+eZ3wO8Wpgmav+hYt/QEogYWx17+Ix++Ou43onj0qy3RQ43cG/IeeODqacrfjZcovXCoSeWO4tmyygKBXZ+ysa1ACnBPvk4/2HhCevsHpKL9Nclq3i0SHBA7PVt6Jy2WyV17ZFHnS1LgD0lrW5tkDrSp7rkBugHCk0nFcOZkDHf1g2LJoO2Vlz0rpNJukClSL0N2mrLWYaxnyIBkWnR+OX6hxc5Txny+1ROpRXVKjvSJT7LtPvFYziDVF0PLpMqeLLnSIwutKpWrqU8rU5/YHvRJXbBANnqulKMZi9V3IaOC3Ar/TocY/puiJWxu/p3PSNRIipGXAXxenB+Qufm2VFT9TvpDXv0tm24j3u2OT7ZkQHzyK9/b9RyGAc8x8DN0a/EOp1iOPwUcZjskqGhIgzE+t9QBeGGDt/YE1Gfwbja+EvA9noyK+87HGyK3tO43UpHeI/PKcxVwb+7sleOtDgDeGMyVlwrequtOUZw4BXOK88PsSmKKdywfnz46XWW/3HwyLvsL0Pz+K6eNCiABBB1r6gnL8Vg6JI2kOZ7hVykOjMf+uLtuBFPO7H/HkvLIkLvxHHMi26YA94ms2qW7Twpwv/Du/XgAd2Qzf/TyiYRfgrzAyBESCwJ6n0v7/Y5Tkfw13nnoBOZ6zsQoMGw+0ZLwEACoHwmDxfgxCELHXQQh/O4tC8c3DPZ8Au6/3VarrGzmsjR1O53HxBLl+RkKulPEjteFPJ41BSv44csnEg4yP58+azzXHbttPH9HvLOlulVeOdaiBAZnzl1IiwhVzT3635AMibcgEUIIUNlBj0PbqGvvj0i78KyoDG+YOMj5iaMgRF4ogPtnb5knn04yEPhM1je17xtjBVKA+0VyH1OAe/IbRTU6mQFkf/z62RLa8XPZs3+vJsvGSLLR0+aFXlyQJzumfTDCcGcbknkzrBIQGgesgzqn50tO1zGprH9GnQYJPoC8Du1AP9Ye1Nb9msJV0jUgcrwvS/ZY88X2pEm6xxkDgvQYg0ad9sF8IXGF6cw5ABJIknMy0qW+o0/ZzP0DQyqfgnENOJ3yfL8GTzizX7xapd+DSdxO65XlAMRh18U6+NOiW6wfWjNbaFvDQT66tUYZCJgbSCdhhwmPwe5GS91oxbrXnTV44OrpZ6Q5CHsbpxs7R44BPQQnABsdfU4AVGy3yt1DTzvXGwYW6B5IS0tTEBxWiSz/gEhu+Rn90pHtIZmPZ3xnJItYd9Z3TkmOwMZG3oSOhmn2KXkgZ4ssmVIQBUgwTPZwY7ccKLpN2jKn6/1D04/WSwbaxhoFIwpHyCYhn5TIADCQuLmQ7EwB93995rCQRLjV9fidqbaxZcnC8jydReAulHH/YzUzAcd+8qHE3Q7rDzYKw3ljjd8CAwVNG6T5few93angGwkFz2cy/caHr5sZKdxdSPfmQryWFOAe567wgm49LtLXKj/YHZDyuuckq/41yRtCMsah/0y1miKgttdjiz00JGky5OhUhqFut9xLvHvPtmisWxKKyL2wrzPee9hO20WyQxZIqdUmS+SoAvAA56RLyMfAUseA91tsunVsKbC6I4NTAdxhuafZQZWaaZMcedFeLp1WjiyTw+K3BuWoTJNAeoH6VlqHVY4GP5X2FhlIz1VwHT8YCIYEhjsFZcCNLH+6JnYA7BTL8bEZ3SflusFXJFt6JddnSV7HIfF6vdKYMUMK8pyBdiSCSJFg1emz5XDh9RFddEcT3gHXAdp1LgqAuzdN/bbKsA0MaeszLfRs5zaS6/95+/yIhNpojHD2jWWH5ffXyoLGdXpYzjmzKEtqW3vkdOewFNnB0jul3V8R1a0DwG5k3sw1Rbr+xvgCeHLX6SjAJHY3hsUxJH48VtvWK+v21kfFY6zzrYtKlfXe3B2QbH/6mIZS0+n36601CU/Pc/KJG2adFz3cFOA+nqcgtW0KcL/wnoF4gDvFU0DXeDJaGw43yc6akYSLuo4+BRORF8TY99o5RTr48VzZaPlwPDmb8V4LHb8H6zvj7oZfphsKQlJOhlfJQU6+OnLzeEz4RNdyPgF3wHZA93iGLNuD10yfEKs99nj4rXV76zSvdRvz0s7lMzLe+01cte90pxIIkEei8GDM+LvGrgGd8QYpDz8O9sCzZmT22J65LfWdAY2VwFaI7SJSfmEmu+kMNDKGjn67E/uZ+W2G4d47GIqaORfve8Vjs59NhjvH+l9vWiQPr7mw8u7x3uPU9ud2BVKA+7ld37N29BTgnnwp/3390aS6W+hbAwQf3bVRmrc/EXUwJEJMa1PLpBXSP3WNDqLbXt0S0eMmWdUhnz0OkwwgfOXUPJnevUMGj7+s4LMBugFZs0M9Mt+qllyfR5qy50rA9krbULqc7MuUXw9eJ8H0HHU2/QNByc/yKYudZJVz7D3doYkmDovBpzgY2NUKRFtO0g/TDuAbUB02HS3dMO9+9iotfs7nGtvA1Au3zOMUABzdLfYM0mPQy2dvnaeVaBhnaFZTfXbMktI8v8woypLbF5ULmuwYwcEzBxoUjDAGAMB18M+JGBraMOeNQ4XhTSu4kWvh2r79/PCwW8NEXNX+JykcbNDvWzkpS7LCgDvXkFUyXZa+5VMTuZyofX648YTKBcQaQRlr4O5EIICAncd1a9FiNzJG1XGvgXt8YqhImma/Q1mc+VnpygQhQHEbkiQrw2DGy6xTHK1x9/afvHHOWZXzib14rptnlGcSKSGeyXhGoYIkpKenV0oKcuXWxeUTuq77/usV1Rx2G2xSnm2MotS7Vk5VVg+gO8azXpo3HBTyGZJDH1ydPCgCcOdZJMDE+G1eO7s4OsDsG5Qndp7WWQkYWpacm0Cc7oR4cg0TAaTO+MG9SA+QAtxjbhxA+4EnRIYc/7N/7w7JbNkrnXaW+OxBHSZVYHdJidUekXIB4Hb/KmM12OM9GmabTjtbpV581mB42GlIgXOMbWCyHwxNU43znFCX3GhtkxKrQ4LiUXkYWPR+YY6ILQHxSZs4bG/Y7MwmYfZVi5Wv2w/YXmXAt0i+WF6/+KwhyQx2Sa01ReyMPCnPy9BCptFT5dW4z7dU9vuW6u8PfU6GmNIlxnuIbSdl+xWkpVCOlFzLqWOy/PQjUhQ4KTkeZw3TQwHJkn7pSi+Whvxl4velC9JRJIK8f9d5b5X0SVO12M27hqIarD0DXCOrgs9H0oZ4gE6yrsCgAvz47VhQhg6Zb79n+agscHNfYhN+/N3Uzu0ytXNb5NZdMTVfevoH5HDT8LvxVP5KOZixVPa6CoezinPUjxujUIm8HJ1QM4qzR2Xas99oIE6ki3Cc7xxiFQbvcQ/xnbNKsuX5g00638UY13r7kvIR8zLcp0qko+ze5r2rpknxBOOT8XytFOA+ntVKbZsC3C+8Z8ANuDMX67Wq1kh3JfnkDfNLI93H5uq3Vbdp7Gg0oOs6+jVXi0fEGCtDWtnB3bCDg1KCL0wQa7tXMNG7mrid9yp5JhrkvFchC105Y9K4bwDSYgCwsQa4bqQuYYCTS+K78Z3M6oqVGWV9GBw+FjufgDvXQ0xPYcEU4fmMfOdNSyaf1S4Fk+OTY1LQWTwlT7J88Tu/xrJOZ7KN08lWrQV7sAzymSUV+SoJRycgzzbFE7rz6NhGcqenp0fS0v3yb+uPal7odAQ6nYMcg9iHOAM72tQt7WF8AWIgzzOYBTGWmZNDLm9kcNmHNQGEdzPcia9ylOEejJqbNh5wnWMbTXj2Y8acmU8znjUk3/vW/cuFjoSUpVYg0QqkAPeL5NlIAe7Jb9RzBxujEszYrXH8BDhonJefeExy+09HNoGZhkNtSyuSF7LeJKtmFetLF1AT5wHwRpINq5qBKTgPgOcCv0cTYKvmlfCwNCfhFzsky+yDUmJ1Sl5aQAaypkjI8khr76AcGSqVnfY8ec5/i55fB7kNDMns0lzVeSZA21rtODoTpOG8CFhwQBiAAkELWrM4HUB4BrNOL8pW/XDY8WwJEIETARQ1Omh+HBwDWy1LgXfYB7SCP7xmlnxr/VE9tyk+uNcQEAFncm9MGzqsPRi+DC+hbX+iFm8AoDmWYeKhdxe7HevU1tEhtwU3yDRfpxRn+1QfH4Z7t69YDpW+Wd533XztIBjNWCccOuvilsjBIVPQiTUCk0N1nVrFN3rB3BcGI03Jz5APXjvTYfpv+FoUM3vkdVgi138u8jHADqAva4vFysu8dLRZ0LdLZh+/YfaYAvPR1iTe37k29KPd2ncLynPltkXlUWASz9PLx5r1EENDQ8omzfV75X/cPn+Eni6/wSON3VqgIHih7dbNAL3xX15QHWW3UfQxxRl+Bx8Is/oZfApTlXviZnXCTv/btyw6o+4Lc/5fbK6W5nCbKZ8h6QRbE+Oex2pX8rl5B01kzS+1fVKAu+uOU6zb9UjUI1C/+Xfi6WsWvwSk20YqxJIyy0jHjO9piTcMtc3OVXa7xwpJumq+w3pPUwBdh6DaWcI2h63pYtkhucI6rDIyWVZAAnY6M0bFbzsFyh7JkFNS4vRY2bYUWt3SJnlSIww6FemzfZIpA9KK9rg3Uwo9vTJ98Jj0e/OlIWOWlBdkySA+sNEpOvPe2Zt+mez2XqZsqb6BkCrXULA07wxcJQVofnMUzHJ2/UCWdr3odE1pM4DThZYjvZJl98sR/2Jp909W/87xN2dcJ6f9zvsbcAKwgwSY3Xm/854HVK/v7BNqfoD6FF6ZpcJamQFf5k6wPcNL3Rqf+OmdtR16bDq6AHF4jxozADIABkNH8UOzBw7J8oEtGoMAYEyflCmTMtPkYBMDUJ0CYVXhdXLUN0/2hQF32JUrptFd5dAL6aJC1oU5IcYvUlD/b7fOT1osHw1wryzIlHesGJ9MTeyTytrzbh0u+Edv8fYrKkbMzTBbjKaHy3b3Lq/QuTXn2lKA+7le4TfW8VOA+4V3Pw3gvv5Im8am8SzR+4jiIe938s1k9tG1s0Z0Ybq3P9TQJc/ub4yKfenavWNxeVINdiTnyMvcpn7zdId2hTLQm3zRGLHxveN8d1NcgATlNvJo5stg+CfiePwixWOMrq94szSQnmH70ex8A+7merh+OtoqCjPV916sBpZxpMF5lumkju0AhiD117/aod165NYYXfjEReirA5Abg6zHc8OMqv7+ftlU1SnHm7pkYMiZn4ORyxJ3kNPNKsnRYwDcm1wO4N7vtfT4dA0qThFWFVAgPDwfTnEOoBXbkehjG+Iacn1wEJMrGyb8WAafGlKUyWP5bnShAOBD5HDnt6Pdb57d/3xgpc71SllqBRKtQApwv0iejRTgnvxG8ZJE5iR2Wjp7Fef45P5V0xSc/s6GY/pyLmrbLdlN2yVbeqQ14JUD1mw5knW5tt0bXTba4kjySbSnTsrS4aQA8CSWMKkHBgYku3WvZJ9cr2A4/+fFW2K3yIKB/eKTgKBK1p01RV/eAIQ4kRprinzL/5AExGGcmWFmyyrzdbjqwYYu1W9H5gbjejmvSZgBhAHTFSAOt1gRCMDmg9VG0GOGjPCdcXpGc9wk6iYgmpTlV4Y7jOzP/HpnQl1wtocl909vW3LWfzEEZI+pXEh8Q9v+Q9fO0DX4xeaTGgxUtfTounCPuPf5mT6ZKydlRUlQ7FBIhjKLpSXbYU2snl0UzeBoOiTSE5ZkSc+SKv88WX+oJbLerBWsDzPgLhHgTsDJtRM85PjToxgPABkMfIPVLC9/Q2TIkemJa94MkWs/M+Z13VIFiyY60HXvDBvgr26aO+bjxW4I2wCDeRJrgO3IrsQzQCeKIxitmMghGDOAuz536WnK9DQBNp0VFMwoXGhnhiX6LFPc0UHHInLPf7wsLd3Dg/r4jITCTLDnmPdf5QzY4/6RIFU1d2shim+xtLJA7lo2eczB8sH6rohW/5zS7CiGEmDVH3cPF+w4J0mMW4oG9kdsMPueVdMm3P0x4Zt5ke6YAtxdN27Hz0Q6o9+PTRu+J367V+VZkHCBfY4sy0QsHvN9MAyuM8qUtAvWuqPrzplCCr7DTK9OmypZdq9kh7p1KOqgeKVeigTxF5j3/rCsTINVrPIxvbZfTtrlcsCapZ1Z2BWe42LZQwrkl+VlSnGWJZNadqjf8uZMktacefqbpn2dhBGft0mWyi6Zr2x0rp+5Cgw0dbPn+Py2xZN1DsmyTZ+SPLtLkzrzjjBrhfxNvW+6bM+7WQaClrwWmKpDWtfMLdHfK36d2Qz4f+TcMrwO0x9fyvA0Oo9UymYopIVQAHIKcADp+F+AeeKHO5eUK1MM4+/rth+Too494g0N6Kr2+wolbcoy1VYnGUQj97fbaiJgBft57SF5a/evtIALi39ReY4UZiIalCYH6rt0mPvWqR8U7h+sTMxdsEWubv9pBxAB/HCz6CgS/8s7L0/IwP/+xhOOhFcCY6D0aAknWq1cZ117nxTlUGDIk6WVw8PBzWBVOoYYWEfSzy3jPrCGJPjEK/GM2Ac/kszOZSHafd4U4D6RN9Glu08KcL/w7j2A++mOgPxxX1PCi6NoCbEmnsUDpGO3S9b1yLDVP++tj3ts3tVIHCYyfCXMbLeZGVEmv4mNT2+cXxr1Lh7tjhCr//zVk5EuT+PXDPHE+B034M428XTPxyq3+HoB7qOtxYX4d56ftvBcO7oEyYkokPQEHFwBqTaev1sWOnPFsA/9ZIvsOtkW1WGNZAuzYohlYPdDJoCUR0EJOT0Gv+f7RH6+5bTm4s6MKyfOArMHNicHowsQAhRERhNzEq8RO3Uzly4cm7EtuSGkCGbxOB/bSqAgtyXv55ogDxIncS3O0FRm9Dg5KzGbu0s8lvVuAHtltaenwZEU2i4pAHC9nX3Ele4ucytC7op3r7mur7x9qXZZpyy1AolWIAW4XyTPRgpwH/1GIeuy4VCzHG8eZiPg9BlWaNrwntpXr/piRxu7Fdx2AD5LugODcoW3WlZ4Dsuc3EEZsnzSlLtQavJXyPLpJZLu9ai2utNGLqpzPjAwJI1d/XJl02+lkGFwDPHI8ErFUK3MGTigL/xOO1OG0vPCbUoOexfv84/WJ+W0p1SyfV51ILz4r55VrAw8tAC5HpyZcRympQ1HgYMAcO8fcsAHDFCa9qrWnkF1PrTXu6u9uDyqwbDoaKnG0Znr/fo7L9frft8PN2vCnshgCv7zvctGvxHj3GIszDT092EvxurIEtwBXmAk41Py/cqm9vudYgYg7tTCLO1IgAk4t+5Jkc5hIBiG5K4mWw6X3iG96dFtlejU3RPWrY8nKfPnvXURACIv06eMQbfx3H2UYbTH1ovUvpZ4VSpXicy+acyrxv2FwRKvE4GDjCgwjPHIPN8vHm6KHJdAiIG56DBqyGOL/PvzR5JW/gHJKf488IPNUcNN3YA7xyIwYSYAicF3XjiuvyO3cS5aXj9zy1wFtpASemxHbYTJwLZGUobf1MLJ+bJqZvT9m1eWo0OZEmlHxlsWijmA6TAsYYxybH5vME9vX+y0CyaSLgDIYngWNqMoO0qCZiIMojHetjfkZinA3XVbN3zV+Y9Ap0gvIKotXbueVMkWwOL4Yk5n9lg4KZJRfQdw90ivZOjgU7TZ+SuyMvtkpuRJn+TYPWEpG5FWO0+vrFZKpTGUL8VWpzR5p0iznSdHQ2WyJThPMrNyJMtr63d41+ATWnTGJ9HVhS+bFzouQ73tWlSu9s2VPo/DIKegznDW74buUpCZJiASM3wdyRa/V/7dzB9BA3X59EJZvfFBpzhH15draUyHTJVvrjxe+kn9C6Ay79hFU/IjsmDIYhmpNrO7aa2mOGsktUhwYXmZoiXb8h5982WTIwAJf3v0mZdkVv2ftDvAbd2+UrGXvUduXVKhwz+/8PjeETcS9v/K/k36Pd6ydLJIKKj+jnjjYN4a2Tk4TYvAxDfEDaawwXelsO3ozntUZz7WHrpupr4z49logHZsQXF3bbvsq+sSJPtKcjOkNzA0gnXJedzvxucONMpvt9dq50Ks8XwwHBsdfHcHmtmO7/XjTVWRd3Ds/jBDuQ/nw1KA+/lY5TfOOVKA+4V3LwHct1S3y45T8dnt5opNbsJ/8w5irg8+BBlQctFkc32SdT3+54ZjCWN8zsW7TGdUJTCILMjgGKPzExc4vyxHwctYg/U+XsAQ0suf99RpcRSjE4tYnusyTHC3xAzbIF8TK7nIDLF47/TYa0wB7qP/ToiRHt95SrEKY3TIg3mQ3ZtB6mAPEJvetbJSmA/GrIG7v/WyynQSS5iOemIwjHgDIhmymRDdjF05s0hmTfLJj16tjUi+OFGWgaxNLOl0IALUG0KgkZTRbuXwAcFC6ITGOLWC+Jbo/DJiO8B4CgUQzxhGb0gYXDOkLJ5xYjO3/Ix71ZznzHbm6IWDQXJEn9eRrGF/cktHaiZMuQ/nv8lW/3N3LJCPXT979BuU2uKSXYEU4H6R3PoU4D72G8VLEtw4ViuOIxB0fGXdAWnoRH/aAazBwO+QTTJLTmu7uJkgD2t21owZknvNQyJp6fri/5enD0cYYjj/5p4BCXa3yJ3WJqnw9yo4N2PwmFQGjkqfZEi7lafsZ0B1GG8w7HAa/9f/Cam2pijrnetFsgVWLEEK2ujGoZGsc404URwA18o5dIhc+DO+FwEU1wsL3DhKN8sdR8fnMMVg3PE3WBKfummOgoPY//ztrgh4HW+1YaN98a5FY78R4S1Zt101tJE5BYfKgiyZOgkZBMfQPOS+JDOAABw9a/XMgUY5UOdoB+JsAUMoBiBpA+OR+5Kd6VftXZhygOGs182hl+XyjAZlGRrpge0n25x7482TXVPuc0FMztUYOZt4Q1OdgTrOVHUYBLEDgQB7AAdUd3nrD6SlpUkLADhz2JjIFX/09l4AACAASURBVBQVlYisfEjEOz7de9iWf9wzDPibtQMch3EwXmMNKfTEM5j+PJsEcL987WTSQ5NAAIo89JMtUdvFAu5vWlIuD14zQ77y5wORFtR4B4Y9xFAlwLbP/36PAjEOIOYMKeY3RTHs1oXlUbJB/MYeuHramBntnJvY6sevVMm2qtYoSQNthyzOVsAd2adEgDu/L55LkhASDpNo8WxQuHHPThjv/bnUtr+kAPemgyJd9SpFhp+RihUi6S7ZCwD3lqMiXXXOQyq29FdvC2ukn5snA7a5e7iqo9vuU1Ad0J1MBcB7tz1bsqVfJkmHZFvO3JED9jADGcb7AXuG/Nh3vwxYfn3XLvRUy1prp3jtASmx26RSGuSkNVma7HzJy/RqMTnDGpKFUqVyNs3eMmnylEpNe58EBkPyRGiNVNulEVkYk0CRNPFbNSA6RXYKrdfMLpblLz0sPnu4S8ysmtn2aOYyebHiI5rM0fbMwFX0VNFqpSjY3BVQ4JrfuJEeMx0tsL5ol8YAmfHLvNspHHB8wGbe96YYuf14g/S/+A3xhCV3Yu9gc9ZsufNdH9V5JhR68RmxNmXopFwrO2XNVJ/k+Szx55WIzLlFpHhe1KYwJGG6YcQaf9lXp+SDohx/XEmCty+vlHcmkRaAQX7oZJ2UdB/U52PI45emnEVy57IKHY5mDN9oZAT4jLiEhJ/CPjq+sWaKxHSwxXYPubcdTQcfmS+K8rED3Yl1+G7xZmuci19QCnA/F6v6xj1mCnC/8O4tgPvmqnbZdTo54G5yE97T7rk+xIEUKZPN9blv5dQoYoZZBYqlP3j5RNJFGYsGvFuqkWJrGWSrBBrw+AU6gCZi5Ksw6GFR889YQ8YMMgrsavyhDh/PSld5L74HcfVYLAW4j75Kj7x2Un0vOSK5NzELMj/cIwrxxgeCNdPhBinxW+9ZLjtr2uSTv9iu8c1wfORI0mIGCAd0dwPul08tlIVlmfL9TTVReujuY+j+Yak9A4QT5/nDXYnarezwIRQIJ17C+AzyA7GX6YwAr4AUsHByrg7mpZD/j3/cr3GOIxXo4D8A+84xhwkYHFMJGgApYYTfYeAbGobTL+kA7clZ7bF34rO3zJdP3zy2WQSj38XUFm/EFUgB7hfJXU0B7nFu1EC3SN1uETvoABSTLxfxJNeBe2LnKfnGc0ek1SVPMUdq5BZ5VQHbJVPy5LKwfnQkOZuyXGTubWHA/ZAO+MJw/gQR6K4TxKzMrJMp/j6ZETgsK3o3SsB2rgUgHLAZcFg11W2vfDX9E3LaLlZtWl7x/J1qM38HJMYf8JkzeM1WnVhH08wBGo1UDM6BKnF+hledEk5WAXfLKTi4B7cB6r9zxVS5bm6x/m3Z1AK9NmM/fPmEDk6N1f7j7wAIyM6MlyEG44Fqe6y52WYAC3QdJLO/umlO1HfBmZ5o6VVwBrD4qX11Yf1dKtshaekZ1FZHEnQGZ8IEfWuXo4OMw0ZPF0dO26ex45PWSlPOgqjLcAe1MFae3j/c4vnk7tNaEae1P578Cvt+5hYHAHl25zEZPLBOCvuHAeu2jGmSvvBOueXyiQW5PA97T3VGJIQAhRMNrOW7EpwQVAMEu4sDgGBILSUzWDxN3QGViklmfGekBT7wo2hGfyzg/palU+TdV06VD/14S1SAF3ts2DD/7VZnDQGz0REmsTESSSQzBHxufXe6OGYW50hrb0BqW/ukEN3I0hxlugL8kBDkZ6TLzJLsqGcK2QiY9ABT8Yxn9mNrZ+lzti5Bqy/7ofXIcFYKMchZuYGoi8TdvO6XeUkA7jzE8QYqB8MA65FnRPBxoUEtyGmLbcBhkqV31yn4fTYsls3OMWG0A6jSYGssIF79b2Rl+BSZGQB3bJ5VoykLeuzVdpnKw6jQiyXS6CmVHcu/okXO2r0vyuLeLfre5PpLpE2mivNOrZFyafeW6D4kTLC/Z/naJKdkujSkV8ofjgZlR3CGtNvZDn/KZjvn+tgH/+1Lc1qMjSH3AgMr56V/ksvkUIT5zt8N2M51vlR8n6QvenPUclLYRmMXqbpYTXHTnu+c21LQAN+L1BnGvhQp3ca74L1XTZfqHc9J3c6nkt66Jff/k+yr65ZXjjVrImlaw81OBuS/dlaBzC/ySW7eSBDbbAvowjH45/deOh5XM5h7Oj+wR+4oa5crJ/tEimaLlC8TKXRkuiJ2apt07/2zo3EaHmZWWpgvvmX3ihQ428Yr3vLuNoUD9OLL84cL7uxDHPKRtbPkZ69Uy7q9dQnXhrjlZw9dlXTtAPZ/vbVG38MY721keiY6zD3pyRL8MQW4T2TVLt19UoD7hXfvAdy313TK1pqRg0HdV2tyk9i5PmwD4E4+FW+uD0SM+66ML0HR3jsoP3mlKumiXDWzSK6eNfZhp9998bjmsIkMTfd7Lp9yRjcidtC3ORifbznRojGx+z2MxMjfvWWRFmLHYpca4H6qrU+JBv40jw5SNUQxI7MS2xVAvs3cAPytkWiBpIQMJl3vbB9LRES+9v/cu0wLQ3S5D8dFTow0GO4i5P6YuS9uwB1i2fzSTPnBK7UR3Xd3fmm00MnVwSr478GQIxUHJgG4DonKaL9npadpPMffAfvBMOaU5crNCxzpG3AUyA7gM+SuxJIMYjVqAHrNQSRlhqV0h8H15E+ZWU/3GozluWQb5vOYfH+s+6S2u7RWIAW4XyT3OwW4x9yoU9tEjj4T/SEs4cVvjyR+8W7tpx/ZITtq2tQZGbB7bWiLLPJUaRKfn+XT5CzKLI/I2r8RI30CeGkkZToDAO4BTUABgan+Th88LvcO/kEqPc0qEQMQADBghpodtKfL/wk9IANhQN7oVhdnO23hphINYw8HhYM0lWoqsXyGs8Gp8D9AVAI6PoO5b8BHHJyb0cW/f+VtS+XuBEEVE+eZPE9wRBsgbEKYfuX5GcqKv3vZFJkZnjRu1ifZ0FSAS0D8eIZDo8CARjff45XjLQkZwG45D3Ms1gwAgUr1X/bWy4tHmpX9rM52KCjHW3q1aIG2O9dePNQg1/c9rbvjVG+aX6rAAyBrJCjMXyG1+SuiLnfVjElyzeyiyGdcK9Ih3I8nd9VFyRe5d6T48cBV07QSj1TLM/sdPUUFsUKDEvKkR9j0MNKNbIs5hgkauNfuosl4X1cELRQJ0CQ3RjCDXiNMdAz2CeuX31cj0zq2SNaAU/zo9RXLyfwrpSNzqmrz0hnwHy8kB+bNd/nYz7dFMTMN4M5vh2QC5ilANBrFtA/yu4s1EhWCQdoH6TyhoHCyrVc2HmnWToZMn1eLRwRirBEAC78/tIvd95XjaoGmuUfZ8B29g3rvi3N98sHVMyNtuX/aU6fgWjzjWSPQe8uyKfp741j8Nni2Yu2G+aXCPIaUTXwFLgnA/eizIqe2Ri/SYK/I3t/JYE+H9FpZmidkhbrFG+rXmR/dHmeoZkkwuVb1eFYevW8GpPJuMhYPcO8Vn6DpboB49tgVmuUw3K0uBeLRea+TItUkxwDgj6XNkiPzPiIdAZFVp34sWYOtUhk6LV7L0YMvk1YF0fusTNmTtlAsjzcCmvO77l3yXunylcrPXqkKD9FyZOAwM8OEf6eDhP8bwJ0EjOJifla6ZLUekHfLUzLDqo8C3SkaHLYrZUPp+2XZgmh2Egku728z98W9puiQd7hkT2BfHW/q1qKmsXhatbTO127/i5za/ZxuxnuJ6+XrwDYz/nrFfX8rJ7qsiIYv7x71d5al2udGwuY9V1ZIhhWU3NzhYauJ7j2+gITadMCZ7WD+39D7tOSG2mXF9EnRPn7ubSIQDrDmwyL7Hot/eGKkVR8VycjXhJ9rdRsdbOa8Zphe7IFIWBmK/qstJxPKluEDvnTPZQl15pN1ahHX0Ql3PiwFuJ+PVX7jnCMFuF949xLAfTBky89eOx2lB+2+UgaA3r64TI439QjxY6yRLxyoY65WUAuwRjed4Yx0PRJDxjNAxG+uP5rwPcc+pvN0rCvHO5hu4kTGIFZkHJMZhWa6fVu6BxQk530a27FEpyzvYWOApsw2IY8FMDaDyRnaiX9mNgfDZ8dilwrgDgYAuejFI01hop7TkU4O3tE3FCEpUXhH9hNZNgyMIjZecYau90iW9MkVnqNSYbXpc8WsnV32XOm1MuXzdyyQNfNK5K5/3xhFXuKY5PgmMqT7LyfDG+nMJx5hv4pcr0rKmG1jNdM5jgHc+Xcj+0K8xiwZYiD2NcUA8nvkbTkvzxlyMnRGYBQTICViXAvdIA5J0ME7INzp3KGw3q7p9B/LINWxPIOJtkkB7meyepfGvinA/SK5z5cy4A4IjSOBWQ7QucBbJyt7XlA98hHmSvzi3dp7vv2ytPRED5e7c2i9lNkOgAGA+4HVcYbgXP//yUtHmmT7yeFAIjAA4OuR5w42KYgImEhARYBx98A6Zf3N8DRKhsdp62oPZkhVqEQ2hxbKelmlib9h6JFAU9lVjbWAo2fG32F+4UQYyMaH+BC0xnRYyGBI/x2t94qCLAnZIW3b5lw4LKNnq1PCwwn9B6+bKbCVExm65IfDU8zd28RqDQKmI32D1IcxmAu3LiyLMBgSScXgHGHc4VCN7jbsN5L0WEAfXUEzRM6ch8EvW6ucoMG0bcJaB2xt7urXgWzVbU6XAIajLrU65JbeP0auFfB4flmebD4xHIACtp+KAdyTDTWClU+LPUCLm1VJgDCnNFfetaJSZhRnyyOv1YzQKHevLVq6969ymC48QwwldQPkDJsBIIchOZoxlO7VE63h4oPoP3kmzYBS9/43LXBAd35bR/Zvk7lNMQWs8MZHSm6VuYtWaEvfX/ZFg/fu4yFTQJEBo3PgX54+FPkzgLtteRSQys/0yi0LHT102v+RhYnVFEYHkgDMdCM4bZHtysKYWxadFFBsgjlKlwH34snd0YkPgdbGo01aRELmge2NcbzP37lQwfxHt9bI7+MM70WD2NxfmPkmaYJ9QkHEgO4Ei+j2x5NMGO2+pf4evQKXBOC+4WvavYQ5epEiniN/kcGGw+IJBRTYBt4GlHYaXUVlWQDDs+2RbdsTeYaMVEy6CsQMM8NjAXe265JMvRafOAnNoO2VZ2WVTLI7JFP69W8ZMiB1njIJ2pZKqp22J+l32JJ/h+QG2+SG7nUyVSg+DoP7hdIt2Va/dEiO7LNnSqNVpL4P/3VKyqR22j2CH/jdthoZigzWGtYINQwqCtt+7/AQLbrO+K2T1MFQv8beKStlv5RZHbq2FBoapVBezLhR0kvmjZgBYTTJ1+2p01Z5tyEzg8/HDJsd30sHjbH4gPtc6Ty4XvZuWqd6o+72bfbj/YQ/uOL+f9CuBliO5jyx95ck+55l5QIwNBbA3bxvY2XBru57USqGqrXr59bwnIqoc618WCS7WOS174r0JZF+m3qVyKwb5RvPHhkBFO073RHpHOJ+uYvYnMvIGeDb1x9skCONPRG2nLkWngFYmCS28SxZgZ/tiQ8+uHrGRH4m494nBbiPe8ku6R1SgPuFd/t5r5I7NfaGVCrGMIbNlQIcA0DyDmeWFPOzpk/KjEseQY6RmULErrxnIZyMZoCtDJGOZxBR3r96+rjJOLFSX+bYFA6QeUxmiaQU480nwj9CfKEzixlbFKfJ3d2DLDkXOQ250idvnK2zlkazNyrgTt4H6YxCBvEKXeFGNtWsCYQ9yHQ3LSjTuIb4hvwFe8fyCh1ISu7zy83RpCHA6aH2Gnm79aKSHNwkPAgHvw+tkffceq3csaRcPv7zbVpQcRu5l0rhiiXZdNKnWRHAnILJHUsmy8BAQH63s17JTE6MNlKOxUjK8E8IaQDjkAyunl2svyPyJwoNsNWZPUNun5nu1WeGnJrfX0//kDR2B5x5PZalPp0cV4s4Tk+lox1vuyNMpwMy3jWN9ryN5+8pwH08q3VpbpsC3C+S+36pAu4wwB7dVhvFmFpW92vJGOxQ5rXRH4+6jeHEz3x2qKFLGanaUh1uq3NLgKweek3m28d1c4Dv910Tk5SFGe4ArMifnGzp0SExOH/arUiyYSTAhqAIgPZrsKdV7pRNUuLpVFAcvByA/ESoTP4QulaBeqM1b4bT4Xz4zN32RzJPFdlox/J3HDLXCesNMIMKMbrzgPPGSeN80j0OME8bH9fAPky2//RN8RNWs17Hm3s0gOwJBNWhzyrJjlTQ2QbWBkzgWJ1U/obTfODq6RoQuPVjzbEpGGyvbo0EXm5QYigYUnmW2aXZes2sJex2t8UCvgRzXCs2bVKWlOX6FMxnWJsxNNzzM9JUUsbRHxYFRdGuc7MS95W/Tbp9JZH9AHAeXjMz7iwANsKpM+CNgIZ7AUAM65pnizY7AAKeOdbBzAWI97rhntKKxj9/tbVWGjujB4iyD8fhGBQ4WFuYiATI7uBp09Fm2eKSyOH+UKQiaYCtaYIzcw0EIX9141ypa+uW6j/8/zp8jyDHSPgh9aj7eNJk+t1/K1Mm5eh3fmLXKR2O5DZaA0tyfHKqvV+LBgycZT3W7atXFieAe1tfUOVdVkwv1MCK5+hka48AXHMtyP9QGKDgRAGGZwk5CAJ6GBpIN2FufXRzDVdMLVCmx3MHGnRoldv47W+rHgaKCEzdNr8sV/7+7sXyx911Qluw2wDaAdwx1hFZJTOA2Xz2vqunabIw1rbYeM9A6rPoFXjDA+7BAZGN/ypd/YNysrFdrJ4GfaHMbnpWh5Ki5+5wyUVZ5fq+AZgXS9nj6eH32Jk+N4DOHXaOAuXZlsMa4rwGcDcgPP/dI5lOAcB2hl41hfLkWc9qKbVbZLINiG5Ji+TLgOXTa20L5UiPOPNCfpd+lyywj8sHhh4Nlw7cV25LoXSpBvwWe6EOWyW5qrbLZZ29WjL9fvVtdJW5h1g5R3ASLIxtMrxpOhSMcyIvoyB8ukc6+xggGpRiaZNFvnrxp4nYVpocsOZId8gna+eX6jvL+U2L3LV0uJsrnixaTVuvvrfc7yPezUa3HOCcd64xOuAc0CVXCgfqJefgr0cAOGbbpbOny7y3/o3+J7EFYE+szBtAxduuqBSfxx4X4M4xAdwpdDqrZ8vbu36uMcQ1s4rjFmZl2mqRmWtFzPDeRA9dwQyRZe+WH718YsTgUvfgPOIXZMfchr9cM7dYC7Jo0OJnGrr6FXTn3ynmEwstqyzQomY8G8vw9Q+snhFVcD3T30+i/VOA+7la2TfmcVOA+4V3Xw3gnpGRoTkZc6iI89PSPHKkvkvzPGPuPIScJd5QUmYAxeYzo31rYtJYABRZj7uWVYyJgBPv+Oh5A4gD7tI5urA8d0zM9nhkFHP8ZHry5M1ImblJSe7rIr7/+7sWK1t5NLvQAXeTp5MjJJoXgo+jOE88kqEdeUH57fZTkUHh5HrkO/g7Q55zJE4coJt/L81zZn5xnuXTJ2msgW97/mCjfPclB8swhu+9qf23kitOzgYRzS1F02lnyZay+2RacY4wXJUCEmQA05FvuumQpMlI90a67sErIE/1MWA0RNGpP4xJDI9LNWQIJ9ZwbPjcDqEQyVdIg2j6szacn+9Ijsj3RXIGch6gP88Qa6KChRaYhiUD/C0sH+M+/kRkYUZ7/pL9/TM3z5O/viU5tnImx0/te/GvQApwv0ju4aUKuD+9v2FEpfeqk9+N3LWF5XnaMh5l4cSPz2hRBnAzBmvgWGOXVkezwtXhaaFauTm4UV/ivPzfvHRYx66Liqt/oRzPv1oYyPXi4UZ1AhjOvzsQlPa+QQUJAVtz/GnqFNjWsm1ZnHZSyv0wZG050Fcgp6TEGQqHrnswpM7CkZSxxBt2hFR0nQGpAAY4blGGO6A+QDQBF4xgHCLOif8XZqbrZ41dAwoY4MgJYGLlSD68ZpYOqzwTM4WHRMcAyGbQ5XMHGmXv6Y6ozQAk3Kz4WBYgwcBfJSgIAFr89JVoQBQQluAEw7lfOaNAWrv65MVjw9rsyMoAhk4dPCGr+jfqtugf0sqIU6ZIUW1NlcMlt0aulXWnfQ92eazB2mD4D9V97iMBLFV55gJUTsrSz2CoAzRjtFPSOYGESjxQNtsHsD9Lt3spjpY9wTFakIBH3HuORRDEoD6G2BJ08bzFgsUUIkgEMIKjpXFkTpTF2X1Atj/ziMrj8BybVjwCRoD0WcU5svzW+50ZCWEDbKpt74t0aaAlTzISazDzAbxqGlpl++l+6ewfkP114bVhTkHQ1sINxSi6MDIYVtg/pM89Q3rRXce2Vg0XaeLpYRq95XgMHsB29zsgFnDn+L98+CrZVduhkjmAoMYI+kxhiWIQXQGxZpiwZ/KbSu0bvQJvWMC9r12kcZ9IaEi6dz4utXWnpaTnqPiHOlQfPXNguOPGJCixz4Yz4mmYIT7RZweWer/45Whoip57uqdBMiWg2uzOOYD2nfN025nSZ2WEpT5IfjzCQNR2j/P7zLW7pMf2yYBEd+G0S668Zi+QR+ROWSM75EPWH3TYa77VIz5xAIsB8UqHna0c+/X2Stltz5FDoSnSHMpVv8h7QfU6w+Ar/s34tXAeqgI2JJ6zS7K1Q4hBWhTAMTMPBf+p15qZLrxzMRI92vtvX1KuwAOssaWuodpmbWEaEjsYwz/vPNmusYeZ0UCBkSHcGAxGWIiYAWOMdjkF1ZKaP0tZ/wk9n2m/pmhH0bGq8i55/503RM7F+5gWfRJ0tuW4l1Xk6dpQyBwPw90cFJ/36NZaCQ32y32B38iiOINMIxdQuUpk9k2jA+6T5ohcdq92N8FUjzUk63i3Uhh3+1Xa4t+1cmoEoMCfPn9opGQSEnT3rqhIyOocC+B+vmRlUoD7RN9Kl+Z+KcD9wrvvbsDdfXXx8hByPqQZMWJzSCWx9skb5yQk7yT79swGqW7t1VgbAgzgaqx297lePd7HvJcTGcDnJ26IPzCSgjEyYcnsJx9aFUVkSbTthQq4kyc8e7AxKrclv7xlQamysMnpiWP2nOqM8m08N0/trYtIqMHsxs/3A2IrBjA89NPkZeR/6P+7ZVuQAqIIA4Fp09GWqA6z/J4qWdz2TESb3Y0JGOxhX+Et0pE905GSHYL45lO5I+IrckJIVCYfJC4lbmJbQHDt8hgckupWZ0ir+5qNdEyi+2m2NYNNwTC0qx8pwcGg9IdjHvI7nv9A0AHcdYZXzBDWZM9XPImbs/2b+e+3zZdP3Zgamnq21/WNdLwU4H6R3M1LDXDHgfHyho0VCxq7AXcSNxK4KAsnfrQxP3sgOnGDmbb5eItWTx1tL/4vcrO1VZb7a5R5BQsNw6Hs7cqWfaV3qxwGleeXjzUroQ7GFc6/KxBU5u2AymKkKaAKEA4jDYewwKqWykxH3/1gYJKcFoedRcIPw7efaahhlh4JN0CKqscoCO8MFfGlpUl7n6OJyvVm+9M0cLNtS7oDDjhIMkrVGzYEzHQCILd0BtuQzP/NHQtUE9sY56lq6dW29YrCDG1nH81+8kp1pBqfaFvaqxhsAvjhNjdTmbWKJ7/x8Rtmxw2+4rU0xg4+nVmUJQUZHnmlukOaw3q6PCPmGaocrJI19lZ586IiJ8EHg5l6pRzJWaVDQQGaYEYyiDN2ECpBL3rx7g6EqYVZ8qbLyiPDZ+s6+hTIcJsBvgmkCGQAprN9Xr1fyJEYnXg0IGE+uA2GI6wFbccMhjR4M88BEi4MsX3oupmR+QLxzms+YwBpLOvi3hWVUtG+TV5+7nE50tilRR23EdzNLc2Va2++R2TGdXFvN1Ishn0ebwOYF0N93fLNjaf1OgkqjXG6zr6ByDAlnll+dxSvYL6ghc7vlP2M8R34LrHGM4dWPpr5bmMQ8Kl2EhZnCI8OjQ23NXKv+a3+rzsX6S4vHWnWAg5JFWYAd347FDhiJY/YRtcwTmFmtN9R6u+JV+ANCbgffkqkbqcmX7x32/f8RXK7j0kaQ78VObYlPRQtd3a2nxHz6zZM+YCky77QTEfCTCwpsdoVTPd5glowBhyvsUukWQolxzMggzp3xJYcu1v6rCxpSp+in80bOiRTpEk4HvI0WK/tl07JlkeCN8ufrLUq5/JJ67cyy1MvGdZABMznWvptnxwPlcu37XtlqyyK0g2NDAl3DcEiIXODDvz3tXOKZHFFgc6FwFfzvjTvO9ac3zz/ze8fkJd5DkaiCpD9zssmJ11u3ksMH1MJrDSPvosphLp12/FHAO/4bcxInvGeN+8Ow4RfMLBHrgjtl5JstrWlzzdJqguvlc6MKUJhPJG+r/siJwK4u1mTDKZdVfN9LdDPK8+Lf87pq0VmrBXZ+QuRjprEazT9WpEZa/Tvv9nmdH7FGgk+vg9/xhoi7bZ6dtgXuzamoEsRG/9HsXhKQYay25NZIqDfvc9Y1/VMf3cjAPfQkAhdLd5M099+pqdI7f8GWoEU4B7/ZhotZ2Lx8w0yxwLuCj4ODGlB0a1Rbq7c3S3Lu8rIOBJDAsKb/0aLG6IRgOzFYomkaNzXn0jqC+LV9zdGs67d++Er/+2+yyM+M9maTBRwJ+5HbpPcizg+rhztBG8Gx/z55pMKTJvn1QwHJS+iE9/IpfDfkLKYN0UMSK5BRzn76mw2y5GPJYbADLmAbU1qRi5bnu/XnJYYpzdMVrp/1XTdnueTbjrDFL88uE8WBHY5MiuA+GHlHs31wkNUm4pWyQH/Uj0vOSyguwLu4pCiAMH5DercOKRdwvI2jsytg1VAlDLG9+X36tZ/H8vyGr1109Vvjm3m0RHHxWqz8z1Go5+ca8Cd2PJ/3L5APnFDYrnesXz/1DZv7BVIAe4Xyf29VAB3mKiAZiRkOAg0tovCMiMGNF3U8KTkBhydZhJnHGiUhRO/X2w+GaWparaBNY8sDM6KQIiXPCzc20va5IsrBsTbfVraQ1nybFuJnM67PDLc0rSR63BONEH9adLay9DUPmXYFXu6ZJG/UbqG0uTEQIHcam2WYqtLpUBwygCu1XaZPGlfp+A8jkPbtsJUMxt95wAAIABJREFURlPZ1e8evlj2xXmhD4ij43M01GDGmRY91oXWQNbCAdB7HK33NGfoKtVhktZlUwvki29xgEWM7Z7aWx/V6kerOpps8QIS0y7345erRmjPxv6MTPD16601AkPDGEN3SMS5t0sq8lSzNtYSMUESaQi62/unFWZKUVaa9Ic8qiGIw3YXHgA+/urGOTI7n0hhSIe8CZJBoxggCSAC/wSY/3/svQd8XOd15v3cGQx6LyRAEOy9V1GkiiWrWNWyHKvELS6J6yb2JrtZf9nst5tsNtnNl42ziRMnu4lLXNZFkots2bLVOyWSYu8NJAASJACi1ynf73/uvIOLQZFIUSIhzfFPPxMzt773zvue85znPIexYEyRjcG4H54b70ZVcY6mlQwz43kmj+5pVlvPgAE+PDsy+Wj2I4/yV/esNOfpwa0NxhoPGmWsMGecfqQD3N02JEge/Owma4ZEU6Sg4XQFy1Ep23dd7t12OAgt9Xv1wo+/au+WOUjJlw8nhe15PTe977OqmbNs1CixPU16JjKCi4VlIf329/YamB40mKgGQEpaN7PcmKGwSd39OjYkjWo7kw7dWIkapyNJZQGyQ0GDmcP+MCYA2J0Gu73PSXDs/clGyTi+gDwksKhcgZHJOJbmZWtRzdgNpRhDV3b5Wu9R5vvXNwJvO8D9+HM6t/cJC64AZZkT5jb9TBXJ5qc+HCxlXSSpmPFGmaamzgC6aVb6/dj16k9EtBv99ESpNoT2a1VWvVpVrK54ji8Z47WpKIROe0LF6rH99oXmKx7JV1H0nBbGDmmK126SXTDfWdS6E7nqUIF2xOfqr/VhVSfO6m/DX9Z0r0Uhb2SIFE94akhU6vdi/1YNmmrsdFcS7JcP+/1LnDEv8ZsjZ8rc6WS8YGp/7bljGoz5gK4rwfYB94TWegd0bXGzZhUOaSC/Rh1ly9WaP0fTS/P0G2vTmqW/vlfVknMAxMhlMQ+9erJdP97WYIEwclTolZLEdw3BgtIznGLjLH8NIqnv7FPXzkklcSe6jPMF3MfSBV505ucq6W+0qiIa+40CtlZ9SCqp88F2QPexLKdIWv8pKTz8frEesX4RnEMwwP8YK1H6Oof5NTcDYPinp4+OK9UDK/C+9X6vlDfbUoB7Z6N06JdSb6BZ4dSl0oJbpdBrSyi82deZOf7lMQLvdMCdOfTAacgmCZsvAaWfOdQyImmHHAsVhm+Vr+UA95ycXD1x4IwlVzEqlvBj6fvDnB801gHikSU1xb6+dN+Q+ZjEZulGBe1YBI7L440ceRUT9W5yW44HuKNNjhxNsLLZ7cPaDWP/3964YGw5s7TBuBDAfaxELCSsO1fUpGIBTkPcw5oF6QmCG/1CeI5jPSPieQhl+Bd7GjtM7o6/T3f0GSjtfJPywhxrLIv0LcS24y3dpms/tdgHzBkT3iUHrLMGw24P9nYhZgw2/GR9ri31406SOc7uWz/DxpDEwvaT5wwoR/5oYfyork28Yn4nVdJEW8Q+xlr3fIzg+fAVOhiaYz4Kv0VwCchWDtTH9XK+FudLXV/CJzFw/dy3A8y5f3wyGpq+Fhie/r5TW0lSwPlufO+z6oelZdw+fpPUkYD7WHrt6WM43m/sQoB5ro2Y/o9vX/yG1QMux99+5pou3ghkAPeLN5Zv6pHeCYD78ZYe/SSpLeoG0zFbYaLBhsKK+k9ryZmf2r9HMdwDgd9YzbtonoYkSkcfrHM0t/3ypeI8WFR5AuwF+KMkmoU6aGi5Aq6bedKqaUU60tKrHcebdXPiOU1TiwWtNDZZFD+ss4lS6wQOKAoDvr3PzwAf1kxtzr3KmHK+Tpm/UMEyw1i4+AwG3vTSfGO0o0uO48YC6DLhbtEDQKT5qGOLU7K+9cS5VFMRFpF3LZiiT1w1K+Wswrp+cFvjmO8sQDINeZxWdXq5HA4J555bWWDOcbrBIPxQsnkmQAe62q4JKOAlgDtOTDp4bM82N0ufuGqMprXSmA0x3bl5Lifa+rSittg0hvNyc01ChSSHD1gD8Jdo3cxSay5zvvaNF47rqQNnRiQnfIZCrwHGOFAkD3CgGG9kBpxOLQkHHDkcGccc4PzIw8ytKhKMfoCOpw+eHcWc4ZwwZ+yV87xRkjQ4No/9/nV6+VirSEik246G9pQWH++IS1q5RE95frb2nurQovrvqiLsl626xkbGLA156gkVqfz63zP98nSDSfqtl0bK/KRvw3kB3D/67d2WkHAd6dkOSSUnGbF6RrlWzyiVS8rwPRUBgFWch98AxrvjGpW6c92xoiYl7UDDoaDGPO8bZZvce1An0jmrC6uLdVVa1QeMds7rGCPpzZ7ceQkC0ebM2MUdgbcV4J5I6Nwv/0xHGs9oSvd+lQygn51QYf9pe79gGTsbT0bmYo0uIDsBELIxgO/Iydw9+KejDs/cz3ZXapduD72oWp011nux16tIIqoWlehg1kKFs3NVNdSkJUO7lash5XiD6k/k+Mk7ZaktUazWRLH+VL+jCrXrL72vKNsbMjkZJ4sDFM62g4mI/sj7Xe1BV53G4YHEHxdoZcQWEZHsDBtTmvWbhCprFgAGMlSf/+5WY4wFDWD6/d6TmuqdMzBnWmANaClYqOLV79O184crvy50vNObjpPUZv7HL2B9JmhMT4Sum1U2omEcweGo0uTTu6T+ZAO9wqlS5QK7xPMB3AlM//aJw6MamuYMdWhZ84+VFR8wYABGXspq10nzbhz++9xxaf/D0uCwTJ8Kq7Wn9DrV9+aooz+qCqsGKrBk8lttY+ntcw34jzSWG0tb+c24RgPcE10Kbf/2sHht8ETF06TVH30zTp055iQcgXcy4P7sobPaFmgOCphJ76F5U4vMRw4akp/3r5v+lrDdHeD+yL7WEWAx4CqxKkb/n3TQnc/vX19n4Oa3N9enGLnpryXz/GffNXdcre/L6TUeq1o8eH1ORjT4mUs+NLX3G7mLvkxIirq1mSpxYjFkWMeTo0kfg/MF3MeTJ+O4vEu/mUzA4t9Tqcv2xCi8g/gVFYXZes/SGqFR7ww5NghUDpwl7jp4utNia2JzjBiHqvZIlp9sZ39iMTTSMXwX3hsIGOilY77UbGgEw90+HwW4S4XZ4WTjUp+MQNy2ZFqpyc8Sg5Lk5vz4HTSz/x3vJ8oN+4A7MRVsdJIKAO/RREj/GLvL+vaYnK0x330ig8nxwWoPsO25Jscy59/phAiuB/8Mnwxfx5lL5L8ebXUfSB/WguccrOGQ2mJJpr4bm3TAPThe7pwQrRxbP735sbs+1+/OeuslCR9jJQs4pvNdLcEQ8kxW5//+zpWpGPRy+u1mruXyGYEM4H75PIsJr+SdALjTbGuou1V17S+rrPeYjcep3pC2aomOZC80fdaqpORJSX+D5rY+qRVVkWEN98JqacldUp6vn/e154+NKHPiM0D0Yy0+gMmkyqJnMi3ZYXPiAEr/3zuWGMuekuagBZnUfL5mepEOnOnR/IaHVBJt8dnnWSGVJ9pVGztpC1FjqFbZ5bV2mLbuQdOD5rxfD/2G+mMhA65d8w8Y7iwGAOvG4vCQisk3p3NHgw+gu0wz+9DckvWdBe7di6eOaCDrstl15XkW6M9PC36RPUklD8Z485zMSbBczm3GYo0DBmiLDr6TvwEEhZEMc4DO80HjvgBRaGr30KuNo5jObtvXYn0gMRRcxIPnoOndNfPK1N/fr2mVZW/IKecZ4EhxnyRm0DA0bfxAgoHEBmxojPcSB9I1cOUzQFyY0i8caTENcRygdNAcp+66hVP0725emGoYF7ynpw+cSbHUOXc6Q51tf/iZTQZGUU2QDtjh+KEBD4CGU4zRSb6poy/19/5TnTrdeEw3DD6uPM/XCXaWCGdra+ktes+Vq3XXKv895phUD8CeJ6HB8WEPOhmF9NcJhvvcEk+f++F+GweST85clQbA2bJpJVo3q9zuBe1/HPMgm52qFCScgs0IOc66mWUjAHM+e/XkOW2rb7d3jmfCeXlvnLPlHGKcwpmVBdo4p2LEZTMGrrkwgcLDO0+lHGO34cyKfN21snYUgDXGzynz0XmOwNsKcO9v167v/rHmnv65cofah5tHnTf35/wG0W+zFfgtJ2Vj/CAChXZP++IzdNfgn406MPPFFLXqA94TvhQLVTlhT9MSzarWWVt7Or0itRfN1/SBI1o4sFt5SZkYwHPH2B9MhNWUqNSXvC9omY7onsSjqvQ6RjV9pXlrS6JEj+bdrl9nXWtJt3TAnYv0QXdZIrq2bLiKiLnt45tmGVh8//9+ydb4YFC4MbFdyxIHjcGFlNe00pFJ1wXv/i2VzxxdwXM+I07w7JqRuv2CbHaqxuYn5epgwzngIb2PCX0vUv02BjqlXT+Ueob14+3YxbXSivsVTXivqeHukpUE4c8dOjsm6Jwd61Vt+ytand2gurJcKa9CQkoGNvZYBtsd1nbJDD2wb7hZbHDTxTVFunnJW5+M5H53NrTrWGuvcsIhzaosEEkN3mnIDCbdhH/1JhqAe/GRn8jr8pvTjmnz3yNNW/0mXkXm0JNlBN6pgDus8cfTZCchVvAbZp6nKjP9t3rNvMpUbx+qlCFHoY3t+l7R3wLZTFinb8QA3Ovb+vTo/kB1SnINgtDkKqTT9dqRmXz/mlqLHdIlTdOv58bFU8aU1Xwj1/1m7TuerAw++m9eMSNVkQWRBXnMoNQa/TvKCyIiHko3+n252OS1rv21AHfi6S3Hz1lCBLnWPY2dFuNTXUysBqAMmYZ4BcIX6xPr1GP7mq0/GOs1hDnnZxCTIy9KM0yq18ZK6P5ke2MqNijMjRhIDbPbxRpIfxI7QYrCr3FGsiEIuONnAVQjKeNXQfpbgk+46nb+9vvagAU4T87vGwBhkHumGS7bwzAvzIlYEqAu3qjrh56xfYnRAdFJgnCvP4lu1NHEaDIV5+U36PyoqWrT3HCzXVNnPFd7ErP8Xj9JJzPYIJW1luSBq0p+reea/n06c93i5pywVSmn/LoEzHIfmEdL3o2Nz1v07N64tLyIH+NRTc34gMPwndue//clc/yqSe6H+J84lZ55PE+Mqks+C1YARpJ9zpAj/M93juMrne/NZ7Z/245ABnCfJI/27QC4A1xR7kQC1ZeKGGZSsRB+/Vcva9npH8tLBDSe4wmT8DgamqWG6htH6LWj73xd9UAq8FP+SF1ntNpfSmP9/mxnk7r7h6zc25UpsbLhnDHpMqnSWIvyLxpjzq4sTOmaBpui8dqsml4kNe9RVeNjqcmbRa46fkaVsWa/JN4LqbfmSstSAxgCuJd63doSX2zMv/p4lU6rUpSekcG1xazfl4+BMU1mnAwqkiGN52BPeynWh2Po0hR0w5zyFHPbNSYFEHQOjjXb9Dwre2OscUgI/il3G8tgEQN+P3PwrJXIpxuAKw1auOYgawww9Eu3Lp6wORBOEVI2wUaWJCpwvEbJA6WdGLCfRrgO6HZfI+1y9+paKR4zwL2oaGz5j9fzcwek/cErJ9WVZEnyGB/c5mvX4qS5ZngwHVy2nsQDbHHfwfAXf94dnPEHtpxMNd4EMA+C9myHg/7d37nS9iHY+MXuYUkUEkQ7Tp4boQHp7gEHAu/g2gVV9n7hQ/CcGV8cNoxng2NHEML7i7NCqW5QH5iqj0d2Nikc69dKHVBdtp9oalWpdocWysvOt0a2sB9hRzyy+1SKNc92BBY8l/HYPmi4x/t79KFv7bTtAD1cV3mAb8eQwLF1TVIZcxJc+E5oHvLbhP2OU8l7Q7IHkJ739LX00xlPxhWmKTr17IsWJ2wPEh6MXTroxX2l9xJAG971fkCCIgj4vZ73KrPN6x+BSQ+497RIex6SDj+meHRQAye3KTcKu2k4SHr9o3H+W3IWWp7CbhoJuvtJW/4bULZJyFw/8NejTmC/CW+P1nv7bM0BbGfuqk6c0RTWNgtpPLVWrldV72Et6X0lpck+kJSUcQdFruaDsT+xfiYf9n7ps/vVp7D8OQpmVbfy7DyPF92tl3Kv0q7G9lTQG7w4FwjDZKekn7kUphqVJqxXzMcf+peXba5r7uxLlTR/xntQ2SF/7AmAUxUyCWlBQbfKiwulohqpZLo0dZk0ZVh67fWO/lhyLfRYoaG0MzfPsAbjC4EJcS/OAIpGADhbvy51+0Fu0EjeHle1no5cp6GhIS2bUaHVdaWjqsbc3Me+zn+BXEBVz1jJW/yNsebC8caAJrH0vRjPCETTk/2vdzwv5nawC58/3JpaF1lPkKd4s1j4He3tKt7+1YmT/tPXS3NvuJi3mTnWJB2Bdyrg/o9PHxlRNcrjC/brwbfDzwr28eI3S+8iAM3vvXJyTAIO5BdY5un9v87n9QBwf/l4u7Y3jSRecQz8/H2nOmyNgiTi5MJIqiJNxvzy0tE2k0SdyDbMrtCVc0b3Izqf63wrt+XZMOf7iUsZUH7N/MoU2M4zoeKVnmBB4/NDzd0qL8y2JuUYwOaNi6eabMvrtYkAd5jpVG0Tv2FUkL9y/JwgRgGc9g9Fk1KgYZUV5Jh85R3La2y9++y3t2pHAySyYaCcYwDAEvP9h1sWWSXrD7c0GFkpaN/dfMKOjbGmElcgReksN5KlD26YkQLcGQtkY2BFIy/j4n13PmI0AOSxKvxs3JISJjC740lPjI0hRTi2t4HEyL3Q+yDJkq+JN2u9t1ezI232uzg0UKoXY4t1MjFlzOEfBtITuiO0WfNCjSPAdRrdPxzbaNWO6WZxblbI4r3zlZThWKMA92T1O/Eisa2r9C/KyTLGO8+cJAI3C5bASRlHpGlIrlSX5NnfkAxJBuD/2HFCPiCPlj7HdvKz+EgdfVEjFDqCGMclEUjs6DT2IWzx/vzuu+dZb6CMZUZgohHIAO6T5P2Y7ID7r/c1W5lg0ABJCZIJmgEJn/7+l1U0MFJ/me0Jojv7otpVcasiVXNMNxu5jtcK5BzrN6gbTTYapisZTieZwjk4P5M4AOW96+osSww4x8QKaw6WM4sIiyWTs2XK87K0sG+H6rpftYWZTD9WFW1WVazZJngWrTOlqxTzIurt71fd4DHlxnt0NHu++r08AwQavGr9OnytppUV2P6D0YRp0OI00nzHNV7DiYFx7rKzTn8a8ADgHGAV54KsOffGGHF+FhIab5LdZfHBHBMbJjpyJulGQgQAG31ut7i4bQAuyY6bBv1QzIBWzoPWPiAox3vXAr857EQG8Ml1wApwWuivtY/73oGfNt6FOZqbZPADPrxRwB1AP5gMwGH40baGFGMBgIfxRRfctPDiflMZnj+LPmMCoM12sBW//VK9v2gjaZITHhUE0BT3L96/3MBsKiyQOwIoocEO7yr3CkMjaDgyPFccfNd8CSeY7bgOa47jhQxcumvVNPudYekllpbJj8UNcHeOKkx112wQxxCw7b2rau13uquhw5gLjqnJMXknYSrxm0hvzAqosby2RO3t7fr8A/tHMDz8dz1u+wO2XTG7YhR7/YNXzLDfwRsxmjbBmA9aULaGz8cCmcbrJfBGriWz7+sbgUkNuMP+/f6HpDN7LQGYipxe361ftK0AstMBd5jkmM9A99SaKNKmgb9LnXOWd1pLveOaGTpjuu05GlBTokKhUMiqwCKJQS2KHbDtARkGpm1QVfcBTWvfYvrzwPnx1DkkzteXyNFH4v/FNMr/o75mjVh9G2YlsVYPedn6eunn1RyeJpKZ/hZp4VpCygnF9IHaDq2ozlVHwUwtmTfXGm86+5+/Oqgt9b68lt9sLKF7e3ztceZrQALWeYLSKT0HlU0ihF4e1StS+xz1ZuiX8Q02p3GfK6aXWlPWiQCcILgdfIiuaTafAWg7hhTB4o1Lplq1F3Prwuqikc3CWw9Lux8Y9T4QzMMYxLbV3K/ueI5ycnJsDYYs4BKQrPk7k7rD7iBImzEGzPHMy+kGkHU+IPT/efaoVTmNZ7OoAkpWRl20F/s8D4SE4JY0eUB3CMdwPM9DvubmHe3nVLz9HycG3GtWSQtuec1jZTZ4+4/AOxFwZ17+uycOj3q4gLrMuzSWhMEKI5n1gcqkOZWFqivz+228eKRVLwf6FkHkcmxUDuqqdC/07QFw33z8nHY0BeSzAgcDsCMWumZ+lRGP8N/9Hhj+RkhvwvSeyM53vr3Qe3mr9qOZLNKYE9lNi6daDEHl0fkmRPoHo+rp6VFF2ei16/uvnDQtdWfER0hJwrSnGsGA2KSxBhMv//v3LLRqiBv++im/qmKMCycW+tim2fq9G+brfz1+yLaA6Q7hjDgM6Rz8FN5neE6cBuyXdxEGdH5OxDAFKuZ3NbRbTOdIDPRGJf5hf87ts9mHGducK8ggX+LVa1Nojwo9H/Q/Fq/WC/GlavFKjQAxggmfTACwnZOp5fiMA9vBpJ/I3Hmv8XZqTci/73TrTOTr67H3KGHUqGEDuOb3QL8Dh1cEGfCvdd4gq5/7Yh4A0MZ3IbHC+PmyNb4/2zMQswQLfl1ehGsBy/FxBfrl4aNAhiRezgqFRkiLsj/fQXxgO0gQnAuCGQRFfse8A0gDUXmIPC5zE0b1xJoZpW96xdyEDyrz5aQZgQzgPkke1WQG3GHUoqM9lgEWw0RIxGPa/M0vTfg06lbdoNrVEwcoAGmUhQEikmmGAcuESYkxTtwT+8/o8JmuEQxs0zFLdmRjor1nnd9YC8ePYDkvOyvVRBS2PVnkFbWlisaiWjy4U1WtW2xBM211SowSPZo1dNSAFoD4too1ah9IqKJrn0pD/coKh3Uwb4XhDei0o+19IjxDTdNuMYCUBdEcgtI8a6IZj/sd1sm2wkZup8N5svwMRwJ2PosFCwwBNeVmZHDRfsf4jCQBxkIIc57mLu6er51fZeBw0CjBvmpuZcrBCH4HuOrAWT5PByu550vVrfuNAO44SdFYTP/49FFzSJo6+n1GdjSmQ2e6/SYzISoMIsZ6gNntkhGA3I65zriyH8kNAHRKCfkM/XArh0vSNP2O9DED62l4g3EOnqdz/PibJqK9g1HTvndd2vl/01m2rvM+i4HPFieOGDO1MgcQJKG2SI0ay6/UbZvWGBPeNZ7FSSQxA3hD4oMEj2Oe46DwDrqeATTkBYSh8ZPrawA7Y1GAmcJ1UlnBvfCbRt6HhA9VFljbuXb9/QtNVu6JY+vANv+eE+aAk1xyFQ4M0Z0rh3XZ38g0jdPE7z5oNDM8ctb/TYzVhJVKgY+P00vgjVxLZt/XNwKTGnD/zgeM2X6pLaqwNTF1cwnhVTStaWpzokzXDfxPC1A2hPZpY2ivXTbzHLrt03RWPYlc7dUseSHmG2mq16654dM2j50qW6fa/kNa2LtNWYLN5AP5zqIKGaj/pfAfWgnyR+M/0sbEToU9X0oNM869F1ZjxUbNvus/2ief+tYr1ijclXfbdp60PnRIN+Ts0fqZ5VpRh2ap5zf0XPp+KeJXawFgf+mhXbbuU6XGWvnpxAMqyIbZVGSJPTMSI2iSY0lddOZTwGzWt8MV71ZrwbzUvTCv3beublwJKZjesP/GMtZ4Eqiw+ZyeO+D7WCzz1P71z0nHnxt1uG3151JNy46XbtSJnAUGuGMEoDSAxi/4vy+fGAX44j84HVmSpsHm6GjbO9/n9b67DoAYb3vWKCqFLpWxvn3t+eQzHuMieKc+f928i66jbJIyO/+PPBqzj2dI9sy69lINTea8l9EIvBMBd9aSv31iNJCHj0rcxVycXkHL3x++cqYRev752aPWlJRqZKeDzSMlhiLRh4/629fMueCnDOC+o6FTm0+MJIqlHxDpwaAMY/B7Gni7Stn0/Ui4fuLqsftVXfBFX+IdJ1oD3aWh1w7AOZFBeHKSNFQAozf+4NYG04Gnb0lFkZ90cex4gFKSv8RXxEmst8RDxL6mSZ4kCDgiEX/jf/ynO5YaIemK//brcbX22fYDa+v0n+5Yor957KAlFJDTdCA25zT5mGSPmSAznNgsJwyjPmKsdtjsblt3/xYTIg1rfpNfOziWzvi1oR1aExqdoGKPH8Su06nESFlMju9ixGhA9zw/EjYGvZPznOg54Jt9Ieuh1CZjycc8FVup7YlhP4mNwR9I6IOhQAKDhOZXMo9scup68rCPq14EEMet82Vz4waQz6goMHwD34m/Dzb7mvn4h5EQZMeIVfnzHRgN9w0Jg2QY8Z0/xH6vvJPn+nzJuZYeOx4+4YZZ5WP2o7vEP6fM6d9mI5AB3CfJA52sgDuLyVeeHL1IBIfdsvzlETX+7M9NRoLF09cwg6XrqTgSV8Vgk+qqSjVYPFP5BYXKmrVJqtsw4umhlwcImm4AyshRYP/m/27TC4dbRiyubuFkMi7Pj+je9TMMiCTwBjjtGhjStJI8AyZZOACtyZxOL8lWTf9hzWh5Rq09A3atAPam9d26T4WJLuVnR9RQskaxnnMq6/KZgd2FsxUnwE8a99k9ENOJhZ9QXXWVkIgha3q2e1DI4rD4wqRAqxAgwDX0cHrgM8sLTDMQB+PnO09ZA8+gztgDW305FIyFiesnq+5kWfzM7TDLnfv4+FWzzNl9aFuDLVBBcyw5PuNYY+nvjdex/s3+uY0FuPvyKt64Th5JGgBZc+bicb1yrM2cqSAYggOH9hvPlsw9mXSSIADhbEcTHNcwh/cXwIPqAZrHwSpv7hzQUCw2ItGDw5MD06Oi0MrbHbhOMsSkVswn9YyNiJwQzhjPhkajTl/Oz+b7zM2NsS1aHjpqjpu7FnP4skI6Ufd+/acPvccSX9948bi21rdZdYXbl3eHBrgEKQDsaN/iuPAO4KTCoidAgG3vDIcqXbd9PEkCGO7f2HLGSnFxVgHdcYI4z7SyPAPz+U3xLnG+ZdOK7V29WIa+Pb+hoJE44ve9rHb0ue5aOc0YOBm7NCMw2QB3GC8Hz3Qrd6BFK3+w4ZKx2oNPi6aoWRpKcY8Av2GfO7kZ/h5KZOlbsZtUpF5rKFqfmKIh+TJL+eoYNo4ZAAAgAElEQVTXUh21QyI90xCutbWIwKhY3coNS93hUs2JHdPKxF5juGN+u1UkbSzEUVciT5/O+q8641Upb+icPhB6Skt01DTimeLOhSt1tmiJWubfq4/ffIWBybf/7TM6RbKZ49A8K5HQyvBR3RDebnMbzOSg/FhvdqV2TLk72Rgrrr99/JAOne22eZiruc57VavCRy2pt8H1azj5khRLln5XLZYKKo2thg+CdeRO1/4pt434AVw5u3x4/7SfBglHdG7HM+TWKKFPGQN5aoc02OVnE8rmSDTTdFb/vHT82RGHA1gi+evsUNm7dCp7lgHurBuAT6znJPJ3N3SYHAPVakFj3T96tsck/VwDcRKqtyytPm/g+R+eOpKSaRnrvkk635dsTHcpZhIYsDBhJ7I3Q/bGmqae26NQ/TPjnNqTNnzGr6zI2Dt+BN6JgDsP/TubT4ySh8RHxUfEHEEo+IJ85l1zDXD/618dsAqesYBDfN4VtSX6/ZsXXvC7BeCOj/qdLacs7hvLltWW6IZFY0tysD3gLz2rgv1E+Jz19f2ra00icTIZaxyJbKqtIRBRTYWcm7MLAdxZBomjkH3BvvniMSP2mBxJsmcL/hWEJmIkCGi52TCoI/r0u+ZaJQNM6u9srrcqevwHDMIQPj7gMvg+RCYn/cP3xFKw1j+ycZau/PPHJlzHblhSrQ9fMUMPbGvQj15tsOvyMXbA9mGdc6d7zvH95qN+fzjiNBjlMLF9fXW8JN+XcvIxTlozid2nxhTXoErt+mD48XFfFeRp8ePSjcQGx3PkOo6Vl/X6AfdSdetjWY+OuBb+CLLVX04s1ovxJQHNeV9madPcSutfhk9FogHjvhkXxsJwDLyzpBa7EjQg9WV5fLY/8jB+5cj1i6aM8E3WzSy3Y9a39aqqMNsSL6+3D8Bk+r1lrvXtNQIZwH2SPM/JCrjD6qL790QGQ3rDrDIlnv7vemL/WbV091ugjOV4Q5ofO6KiiNRfUKvOXD8gLcmNaP7iFcpadb/9DRBIo9OW7kErOcJBYqGjHJGyn/etqjW27Se/+Yox4AH8qoaaVKU2Y+Ad0zSFQ2Gb1Jm4O8hExxIWuNLcDHabZafjCQPEraHP9CLTTVt15kfKHzpnYDjBLkAmDNrqoZOKhnLVlVutvJ5GRboa1BSepjMqs0XEOlx7PgiOrbjuHuXPvsIWLjLpwXJJ6+7eH1Vets9+d4b+2NXzK/X56+ca85oAOGis+Q8l9cf53AHu/Jv7YhwAFpECwZCEuW1ZdSoQJwuMxErQKKlijLGxdLs5LgAyYC3OGADBthPt5liz4AKmXjm3YmT5/Hn8DnH4ADaau/oNXJ5ZnmesPkDhIODOdgDpzlnm3Iuri7S7qVMHTtNkyXfoTVogyfDHGXpkl+9g4+A5XTaeyZmufnPuZ5fnqLYkW7tO9xmQDlMd4BxzzTgButmXd5BjnWrv9xWLk55KktRg+105p9Ky7LyXlL/jfLIZwBLP2jWeIYjIj4TUOxhXb1IzkCa0OFXlsVbdrcdTDWzTG03F8yr0W1/4b+obiuuurzxnzE9n3DMgPgZDEgcUSSUX9PA5bHUsWKmCs+3kbNyx7Lc8e7QmJYD7K0392nsKHWsqCeImxcM9ubLSD6wdlkM4j9fhdW2Kw/n4vmYrB3RGcoHzN3cNy/XA0L9pyVSrjMnYpRuByQK423yx+7QFodi8lid0+/7/cOkGLnlmfs0GnAtY3S9YHkhE1CMqmTxle0MW1JyOl+mR+AbN8M5omtcqmpzuSsxR1PPXpKlq0SzvjIHWWz0/qGINbFehfha+QTn5Rbpq8AV9ZuhbyvEGlaOosjyCSs6fJUD/XuXp/yn6c/XnlJvEzpU9j2u9dmtquE/ZWZ6iOWVqKluvGdd9TIunldocdv1fPWUMt2GmV0Kf9X5kzHjmxXvXzbA1FKPpMz0aXohsVH1kjlVzEazDbGI9twDXi+uO6K9UnujQzUtr/P4LDszOr0hptjO/OQAnHsrWK9M/NuJZcsxPTFD54iqI0l8AZLEoK08F/DRB3f2g1D+yP0p7/mw9Gb7aAsmCeKfe3fEju1ZXPdXQ1mtVb2YJafP0j2kgmlBrXzwl18W8jM8D2ICxDo0lE8Mct6SmyHqIkGy9EIPth4zAeAYwNpZk3YWc60L2Ge95BI9F5Rf69xfTDHAvKlJo30+kFp9oMWyetPweqfzC2bcX81ozx7r0I/BOBdzxeQGkg/bSkVa19Q4aAJrqtZHcgHmMBvckyf78kX0m+TCeQQj5o9sWX/DDBXDH/24fkMVA6aA7vu/dq2rHZbe7ExMX0gfrWLKicnZVgc03rmfXBV/gW7wjlVXPHh7dr6MsP2IxJCA84CqxqpOB9HW0fe42hr9NwsQZfU+21benxpBzQHwiDsXwI1jb+4aiprVN1TbrOc+FGIek+z98cI09m3/3wx0jKq8hyO23OM8HtgFy3fprhILsLH3sqln6xFVzdOv/etoq49JlT4jTAPCJrWFYN7b3G9nJ793l31W6jAv3a34S15lMrrBv10AsqQfu2Y2xndNc5zh2TyHPAPhggoZr3eDt1RWeX304nv199C7zuYJmMrjJCn5gA56EScrI15GfyNieXjufDD+S2syP1fwkA//kPjfHF+uluN/zhu/BTNbNLDPQHd+AeBa8ABIb8RW+BvrukAxDXsIq911lNKoEYCckJnjWxJPvW11rBAGeMeOzbHrJBWMHb/FPJnO6zAiMGIEM4D5JXojJCrgDSH7vlRMTjrID6Q489V0d2b3Z2OU+4O5pRvS4CuOdNsH2VK1SPGtY+oRJesXNvyVvymJ988XjevZgi461do/QHCdQXVxToluWTjUn7U8e3qP6Y4e06NyTJv3iFksauz3hbdLZSI3pU8NYP5csaQekJojFEeDaKFtCT3BdXbHC4bDyEn1a0PIrFQy2GHBNYw4y7qeLVqixZJWquversueIOs6eVHsfYKqvoerK23AckB5Z9u7fNB1ZKgIAXp3heAJ8MyauSRwLHU4JDgT7f/Zdc7VxboX+6Zmjxl4Pms+68wFVmNlBRw+nAHY7zDvAYRrJpOvq0SD125vrU82JcGSQQmG/YMNKHEsYBgAigJncH00ma8vyU+CIuy6A7vvXzzApkYkMx2P7yXPqj/rOC4wRdPgpJaXcDAeC81QW5ehLtyzS7PJc03Bv6JZ+tXdkPwBY6k8fOGMSQa45Cs+Kc6yZUZZiTNJYl4akAC+MrZMKmp3dodUDr2hJYY+K87J1prNPp/IW6on4ap3u8ksYjd2elI2BUQGA3TsQUw86fTTnDXn2H04cQD3yLdYgBtA72RDGz/z7Gsl+Ax2/HI5rwZEFgHdNebh/APf12qN1GnbI0qUKcObu++KX9WJ9l/70Z3tGND1l/F2VB8e6Y8U0c/6cjj3AFokkDAfKvV+ub0Dw+VHCy3uUbgDuBUXF+uHWhjGbXI0H1F/s6ZnfDe+uPdek4Ce/L5oX4QQiFZSxSz8ClzPgTuLQyREBGHScPqolTQ9oattWFUdbVRkd3YfkrR7RQWWpN5FrjUnDXszY58ygMKEiiirXGzLm+Z74TO1NzNJ8r1EVnl+9cjZRrCOJ2tQlw3KC/X5Qs9SdyNG+RJ22JJaYPju/9TXx3fqtxE812zutsBdN6ZByABqz7tR8/aLyY+rMqdGmvie1uHeLKoZOWTKcOZJ5MG/KHJUuu9mASBp6/+GDO00jleQt02mRevRR7xfWBIy5G/bikmkltu0WdHw9aV/2Cu3NWRlICjK/+sG+aX5mJXRlaK/eX92iq2cXSae2S4XVUlF16l4Bexw60JUzVXun3jXi0TF/fPHG+RM+TuZNquPQbAWMWFxdbH5BKk+eiEsv/5PU32E9Vxwjz2/q1a/TRctVX7bRzjG39SlV9R4yYBw/JCiFdaJ0gxoLl2twaEivNnSnjk9VFX1NAJudAXqnN+t2JIQ38m6y1qGdm97EnGPC3rxn7fQ3cvg3vG96E/KxDvjRjTPtXbyYlgLcoewhW9Rxwi/VCGVJtWukyMiqg4t57syxJt8IvFMBd54UycVHd59OAdrIUABwEmMRazD/m49fmG1zGH4nvSr+7Od7bZ51JBciRqIJAD1ftqtYf3z7+Te/dm+PA9xzc3PND9+B7xtFGsOzvl7vJFIGEj80JE039Mgh5rhYgBiHGIGENz62W/OI1WdXFeo31tSmZGB+tvPUCFIPgP1j+3zfifmY/Yl1Gs4Rp/tn9glQPuCO8az/+LYlVsH+xe9vHxH74tdT8e72Jdb0/X4/psPet2q63r14ir75wnHr+9LRO+Svx0k8HbDaJQ3YPr1SYayZxi9M9hP9DuSmmgwyIO+qgfXJhqZBwN3uJwuZlNGA+0Zvt9Z5+yec2P45eps1nw+a38+LCgJfYpRxI84hxiden6ihqYuPPhX6iXLMr/Ovj9gyFedKelSbdFzTU1gKJLKr51VZkh9CH2swv19i7KCkD6QunhuxLJVwbE8ChfFxvXOC5MLJN6tnrjgzAiNHIAO4T5I3YrIC7jhLlHePp3HH8NPQEeflSz/cpnlNP1ZptEVZ0V7ThJ0xeNQK1Y97dfIKpxiAyaLpMuAzV16vmjW36d8/sFObj7WM2Z+OheOGxVPN+Xp02yEd/tlfKZQYBqX9Zif+YvRc0W0KldRaAEkwvFhHdXX2YVXn9KsvKu2KzdS20AqFc/J148IKA9z5Dyvpb9RvLQ1r7+lePdMxRXUdW1TZc9C+i8T7lH92lw7HqnRW5SMAdxYwGnSsuP9PjU3x2e9sG/FWAnAeTZZY8sXMioJRUh6UbRNAI3Pyyz0jAZ/nD5+1QJ5xS2eMcLwv3rhgTFayczC+98pJK7OnnN01JjJt81jCdNp4tjg3JAn43LEbyEizD04yjWkA+4MGO/6WZcNgR/pPkfH/6c5TBrpgLMI/ebXRMubu+bt9GMOFU4v1N/csU29fv/51a/Ood+HR3adSeoo1Jb5jAuDu+0eekDZijJ49dNaAHN4LHAycuopEm+6EIZmfrdUzy6xMn+QCTkt3zlTtnnKXbQ/IjxQCZp3aI363cxq6OJYFIAzjhNNiSQPPB+GtXNKX8zP2A58FnS+cFWRXaCCMzJFzJLnGDdqtNdqXvBe/dC9oHPO+3/0f+tG+Tn39+WPW3BXH0kkukNByv4P1syuscgE94iDYzvG4bifbRCWIS1zwHaW1lNiOZQDuJSV855muopWl9g3au0w54DspeJkkS84lvczLEXDn9/HwjiaT7cD4vbYcelm/2/bfVBjvsmagANyRpLTKpRpAgiiaWR3UTGO4V6tNRV6fIgJkz1eW4hpQlpoSlTqXKBTNVcu9LgPk40kBmpfiI5mBzB//knWfVcL485Qvb0XFzTId1qb4Vi3wTmqeGpQX9it0uIb9iRk6FarW89UfUb4G9ZHOr6oietb2rSvPG7mOlUyXbv4L7WgN6b//0g8uCYB7h2I2vvfFf27zKesNYDvzBs+DuRXbl7NCe7JXavuJc8lyZT9ADJaRR8Jh02xFj1VHnpAaXh7xmND2dE1Aj5dfrebCkYANAf+HNvj9NsYykqY0T2UNcRw4mJAADU6+RY1b1bv3lzp4ujPVuIx5v6mdfjFhVeTn6OWZv5PUw5dmtG/WnP7dJodDMPpyfbuOlVyp5qJlVl5/ur1XJ3AckgwzB+43tfdb0gJjvasp9Zt9Yw60uhjvKGvUc4fOWuUYfpTfsL10RIPYi3GeCz0GZAzAnLEMwgCVVRfbRgDuF/vgmeO97UbgnQy4u4cJ6YHKy59sb0pJYIz1oKm2vHa+31/qhSOtNm+m27TSfNNwfiPSlkHA/W33wp3nDT114Kx2NLQbe534hjkfP4BqbmIAWM2uSpqqg2Mt3dZDLRgfUGH+u9fPt4ot5B2ReQwajdKJLYgbh6JxI7/AdKaynKS8Ma7plZXsccb5+Z5YjDiFimf00tkGY62kupr4kcQ+ZCJHUPN10z2LWVjTkRVlzSa+8RnxPit+IkB6vCEEmMaXckx8rpv+KADuQTKcEa2S5Cp3LAPcY5Cshs/Mdld4+7TB2zPhU/tK7G7z5dyuzsciFrTmpSQSkj4bB0LWhXE2PyVZguBL+HjmZ0Gm4B7qovW6NbzZ4lLGOTc7rKFowpL/J+MV+kXWjSbZwzvAsSD03bK0JnVMAHWOGST6cZ+3r5hmDZAzlhmBd8oIZAD3SfKkJyvgzvDCWAiyrYJDjjb6PeumG7v3t77+sip6j+iGjh+pMNGtbC+q6nizzoYqjYWHTqljz5KlZvKvXXyl5l59j977leesUQoLmsljJFcdxyBGI/q9q2oVPvK4oic2pwJyroUFNtlXRa05dTpQdYstjis6nzQQgWO4TLEBrIk8PZZ/q65eNH0E4A6LjBJqwMTDj/+LSvuH9VwBiQs6Dqko1qET3jR5xTWpcjPT6C5eretv+YCBkd94YWSTr3TAHUC7qmhkk1MHuHM/6U0iewZjevbgGWPIBTPMbAuzeCKnFBB9S/3YjeDQ+IbBjrY35f+A10HdbVcRwHnQBacJa7qNd24e39dfOGYOkDOcp+cPnbXnFUy6uO/Z52MbZyoWG9Lh1gEDc0629RlAD7h85EyXORJ+9twHYnDuYF/gcCydVmLNZx/e2WisdJ9F77MU7gk/rTmRNhs/xp53j3eWY8PG2Zq3USey5+nxfWdSIDrvDEaW3zEjKGOkggKH0xpDJWEV7sexzNkHBxMWRtD5wuHBWaUUj3HHucEhwnlZq326QrvtfFxvOuCO83v3F/5GP9t9Rv/7mZGyQ8FnggOIXMOmeZUmzYCDnW6MGaCUa7gHO+GK2eUTguYOcM8wFibJgnOJL/NyBNx/ur1Jx1p7VNZXrynd+y0QXNvwr6qLnbTmpD6U6VfiXEpjXoDdvkezrTKmRi0q9nrVrXw1JKpUqXYVqE95GkSJnc4QxoDP04CaVKGORKHSAfdDiel6NnKVra0O4Aa4n1vQr5jCunPwES3XYWOiF4SYmzz1JLJ1TkXakneNdpa/R8sGtuvuru/Y0DA3VxSOrLbSQJe09APqLlusv3rypA5nL0qNKvfBvtZgVTLwGcbcj18dXmO35W7Uscg8609hlVuhY6oLtao41K82lepwYrpOe5X60IaZ+sNbFpm8jV79V6m7OfW4HGOvK6dGe6feOeoxoiU6p6LAkrAE8KxxAAXM3awNzx0+a02u041E7R/dvtivCDv2jF597ucjtIcJSjkWxhp6ZN7HNRQeZkF7ibg+sbpIhXk5qu/L1Y+3+zJvAO6NbT1q7PQl3pBwCya2kZU50Nypohy/0TdrJD0rvnTrIlsDL8SaOvpU39Lra+O+Cf02LuSaJtoH8gQgXrDRO9vDmL179XQjcVxsywDuF3tE397HywDuw88Xogda4OMZsQ4+5/9+5qiePHDGWPAwz/GV8ZmRWSRxef3CKfrUtRcu23QhgDt+OQzvoy09Nr/Oqsw3eY306iLujdgGghRrFexeJ5F2Ob7pVEn/el+zxR3OOvoG7R5cxTea3bCWD53xZRthc8+pLEhV5rK+EQtxrwDA+BEkoYlfMMB2JGUA0q2nVFbIr16I+tInxETEVDDV+Yh4n7iK+Ivn3d0/ZIl8xtrXRffjPEdOckQmjsU6yLGIx/DZegbjRrJLmASOf4es6RdixDi+5IxvxJlURHDvSHo6IN6A+aT0jNuWewaL8PuO+cYam5sY0G+HHx7Xtzwar9bDiav8HZKgOb8FCFAkwCHM0YOMtS5Vwe7J8BJiRWuuCgif/HtGRb7fwjUhWzerB47optA21ZVEUvJzB2K1+k7nCuXlZGsoigRMtsm9fHzTLJPnscrEnCwtrimyeHHPqU5LMPB8IOqlYxEXMtaZfTIjMJlGIAO4T5KnNZkBd4Z4LOAWduvty6ttwmei/4OvPqDl7b8ewUxeEyerm1Cfl6f6nAUjGHEsHEuvvEULN96hW/7mmeQkP3KRZNHkfxUFObpnXZ2yX/4H5cR7UkAqwIAPhvpyH6xzT9V8UkU9x6383XU4d1ITZIlZNM8VzFVswe0pwB0d1LtX+1Icaj+h3Y98dUSAh6PS2T+o2mijqrwOtVSuT715jSVr1FCyTtfMr1RL16ABzUELSsrwORl5pznO30FJGbcf+xxs7jZAeGZ5vl3Xd18+YaxsxrokP1s3LKrSe1dOrEFI53fH+AteE84T+nhZnqe1s8r14pEWc6IAUXwnRmrFwRj0AXMY2+9fPZpJRtOasQCqYNKAseN8R1u6dSTQMM49Ex4fLAYcGfTQC7Olo6395pAxVr7TFVVDW4/dC08bZ4f3B8eOfzMeVBkwVjSnpUmPY3GiM/c570F7j3BM6JjunGO2IznTULBEO3PXW/dz58w5WZcg4G4a9rUlBtJwTeZ8JZ9hEHDnM/bn3Uw1vEkC7twD4+F0BK1UMj6gj+mnponHDcI2wDgO7I6+krn63Of/0HodfOF7r47bIAhg/gef3mj3x308vLMpJS3jnj9SATQVTZetmWgqzQDuk2ShuUwu83ID3JlLvv38YV177Mta0PqYItEeKRFXOBF9SwF2f6XyUo1J/fgKZrqvrekalkaVpbZEkbHt2adLudqXmK1+5ajGa9ES77jtEU2ETPeT/bMVVcSL6Vh8qp5KrPZjt4RMeuZ78XcrnFNoicuhaFQ3hbZqsXciySZLaFn8gHJiPSYh4xjlJpMVLtCeylv1bPY12tjzuG7uf9RAEdYnx1YviIRUHGtTKD4k1aySpi7VMwfPqr47pOfzb1BHyNfXXji4W8sGXrV5547lNQY2/3jHKfuuI1Sin2Xfbuv3kTMduivxpKq9Vpvjg4Hds1qjG264VZ+8erb/pgO6H3val5eJDZrUx+ahOXopuiCl0cpmBP3M9QTOQWPdcY2jSU7SoJOgFv1R9mHtcYAuwMsf3LxQp3f8Wse3/Sp1GKsGALxIVnLxwJqXf0bR8MhzIaMAMx3jXCTnj57pVu/AoBo6Bg3MD0piASCQ/Of4VLZxHeWFOcoOeyZhd8eKmvP+tT++/0xKG97tzPHvXFljx7xczZem86sXcNEAaZbXFo/oh3Mxrz0DuF/M0Xz7HysDuI98xlQu0YScKldHsIE09Z6l1anmiA5wH+/tuFDAHfIQ/nlTa5exeWdWFlvFzmuRRU6e69ND2xosAYAkKdIzSF2yzuIzk8zFAOHx9ZHHDBoM8DtX0EvsUqfs/ati7UA7u7V30GTa6JXi1jq+5x65V+Z/4rtl00qMpETM5xIM9HNi3FivkN/DfwCEJ2YiNmV9RPqH43KuJ/c3a4BG56ZxDlvbZ9I7EJmx8eO2pDSLxUlhA+OH4jRU9clzNoRJ2rbPages9/t1kSRwTHM31uiZ++f0JVrZbqy490JmIleZjESt673F/QS13jmunyzw4zbY5z7477Py+Q3MSJzSnaHn7drcu8jnyAQ+FL/O/AVum7GPZCHrmm0McsYRCT76IgC8I/OLTS3OMbk7xp/nxtjhswCW827yjDg+8j6QrIzYVRlVOD6onkiFcnJyrVcb70FHZ7fqqkqsB0/GMiOQGYGxRyADuE+SN2OyA+4M88BQTPubuy0bOm8KTKxhvWRAxa/+xReVBZARsNpYk6Z6vhZpS84M9eVWpb6FYXxsxj2qmDZL30qyoYPSNQ6sZHHCWaOxZu4rf69IrNecBPRgbfGmhCseN61s7OmaT2ph12bN7NtjTVFZdCiHYjGjwQf/xtHwrvl3imSFVVtepPlTA8Fm/XOKHn3WGnM6hrZjsOFYVOaHdbJ4rXqyK9WeN0NxzweokTThOj/97a2j3kocFsr3uE4a1DhQm8Uc+Y/PXT/XkgoTGbIyx1v9ZAOgxcraktdslkbZZrrhiAAsA/rCKkCjHQkWHB7Y4pVFuVb2F2S4c4wPrK0bcah0PVwcHjQZyajvO92lE0mGtRtD5wiYwwFAFCFb7zMRHPMRlkVNUUSPHWzVwBDJER8Qgy+ALrtLx0RCvr6gk1HhiLMq8q3ZHM42DhnnABwKKa7PGuDun5fxp8qAbZx2bXvJEh0uu1bPHPSbtOK84OBxDsaBd9VKInOy7N1Hd9hnqPt+Ybp8DAPlmB/sy03gVAL4cF5Y7jiiOFW5EfMuVdh7QrcnnhWqAX6nd7q+exrMrVTpxo/rvo3zbPz/449364XDZ0eV7ZJMQL/9394E2DRsPuuzx64TUMeBPuczdWYA9/MZrcy2lxvgTh+LvF/9gZY1/8SAdmdvZmjs5qrgOZB8iSps8jDuc8ByPuMHSgIgTFMrGObKU7aGjCV+LF6tp7TWgq+liUNa4x00VjsA/YD8dZi7iiXCBtQ/krjSvt0dm6Xn40s16GUbW4l1+rbYk6oL+bIwzDMw5mfE/T4h/aFChXIK7Vr6EtlqC1eoICeiI4s+o7r2LVp94msWyDJHuTUsf7BFkcSQAcLhWZusmSS+Ag3VYHP/KOt2uz7W6ztjj+ve/G0qifiJ3P2nu3VYM/Q38XvVGc+zpOjawS1akvDXLRegu+cF03vurZ/XxpXLUs/wTOeAJXOdbihSWac7+3XwdJc1VCb5SKLaVSyxI1VjuxrabQxg7BGoIvvW2N5r1VGMSzAhyTEKcyL69iev0MHdW3Vuy/eNLYhfwHNmjgeMgJ0ZC2Vr24yPW3IXFjYJU+y3r549SkouGo0KJuYTRzpTUkes76xrsAU5Nj4HjLJ0u29d3YgEAvvBzGT9tbUwTQIOtjyA+3j2wStmpOTk3ukzWAZwf6e/Aed3/xnAfeR4wXb+4ZYG0/CG5MRcOr08Xx8ISHMRmxAjNHX0jxpsJDwgxpyvpEyw58PQkC+FkZWVZQQnzp1eOepOzHxL/6ydDR3WINIZvjrrHZWpVGVhaJ7jU6dXI/Ed8mPvXz3cP4XPDjV3iWpiohySpavqygxAfj2GVAqVtOxojAUAACAASURBVGDW7JMuAzneMZDG3HfKZ6pjyMlwHaxJjuyFTNe53gGT6+L+6Y0Vi/kSmRCdiFWooCZWpmkssRIguwG4g34DUYhOJCNYnyBsPbKryaroDPxOBvNO9pLrCEqfTHT/DpQ2wpwn6yl205JqWw9p9O0IVU6qxrHoOT5rMGPFu3chNoxB+Ex37gMNd+JA7hsjriTZYBgFEn1JwD0vCbj7LHm/TxtJdMa3pWtAtdm9mh8/qtz+s4p62erOqdKLg3MlL9h/yrNq4/9y51LRz8UZ56Z6hMSQvWtleaarni7PSoUevlfQ5k8p1MLqIuEr4WMxRivrSlPJocx6dyFvSmafd9oIZAD3SfLEJxPgDkMAgIIMuQPpkJxAa208Gxoa1Lf/8netNDBosNgW6bhp0HZmT9W5HJ9FDgj7y4EVOhJZYAsG58TQcPNg+RLEsvgn2cMs6rcsq1H20ceU1fyqLXIcBweGNdkAVsjp2bXaXXWb1vU8rbIeX3oDdliFNWsZNoDxqbd+SZFItrKz0xpuHX9Wqn/eNu5KsrM5B3qqLnjeM/W96s4Z1i8HGPjcdXNtcf7q00eM4Rc0B+6W5PkNLFn0LHNenGuLJqXuE9mje5qNkR40zoWe7UTPBZ095E+CBjixp5FmRbGUA0ZGHEeTYwIu4JQFAWmSGjD8srJCQk8WMBkd3psW+9dNNv2nOxp1qNkHPtCHo/kcjo9r+sL5AJpxPjBAahwaEiXWdT4Stsa4iXhUzxzxHTx25hghz2e5u0Y2QBiOQeH0/ErzsgyccMwTjsk7wjv0ae8hRTwfaEMeB+CZBIAr/euoukLd0zbp5WOtpgfoMyh8xoJzsihzLC/IsaQKbDveQcew4P8ZI+7dutt78qVukgMP6wMnhyQVYBRJhtlVBfb/jAvjDvg+1NOmuv6DmpPfZw5Zb3alyhdu0m9fMzcFAKF7+P89ul9bT5xLVXDwXl41r0J/cNPCN4VhkwHcJ/x5Zr5MG4HLDXA/uG+n5v7weuv98fpC3Tf+SP1ZjvnH/5eV/Cay1acclXg9KcV1x3r3twZsJ0Xo6ZyKlZcYML12gvU2lajTK1Bd4rRKve4kG95LAe7sD+P9eKJa98f/q80NTkuUqyjLz1JdvEk3xp/19U0TfuA4TWdVkzhjIHpWJEe9U9fZvMm8yhwJgPty6W20b9X9bX+vKeHulJ5nKBFV4YAP4say8lW24lYpp8jmaRKf6OU/k7VJDZFZmhY/pftyXtSSKbnKG2yxJpS7W6XnGod0PDFNv5BfUv3J2A8sEcs8GizlJ+gmOTx95bs1c91tti0awDDF0+2mJVNTzd3Gqs4jwWxl2j2Dtr4wr8Pgo6qL4qJwKDQCoOf4gBAPfvYqbT7aqkOPflX5/T47355tImE+DfP5M5GrFK1YmAIcAI/WzCwfpR3PPud6+g1wn1Jeqn946ojdC+POcZo7+0z+DNDDJW+D9xlsVA248ut9p0dUF7LGsZ46hv4/P3cs1U9lrLfbaSu/8Td/8h8hA0BM/mf4Vt5BBnAfHm2SfjDcxzL83I9fNcvWDwBu/Gyk3ej14RKmJfkRq2Bh7v/0eUjKAIgG5TyDgPuZrn7z46nKxqiG3TSvwppTY1TkfuWJw3YtQYMoxTxNXHHN/Cq7JmvyndZvI7jPveumixiJ9euhbY0m6UklFfM6sS5A6b3r6gyonsh+ufu0DjQPg+ZuW/ppDRGQWpzhGfs5CLoi3fnIruG1CX/HbwLeZYlhYlCSz8RTgPDWVDQpY8m/HeOdMUK+jOQCz5RYGH/C6brjFxDDFedlW/KBOJMYlWfqFFkMeE6uj+fze+Q9IYZKSbt4nmZXFFgF9lYS0cl7d5XODnDnHNZ09wIBd1dRjLfm7oHYbu3McnuGLmYcmTiA2IU+fUSVBdkWp00tzjMGOu8Xf5PooR8a7xk+hjOOXZKU1IHoxX2DD1C99kb6YvEc8XGIO6lIGEsSKfg8Muvd+bydmW3fqSOQAdwnyZOfLIA7QedDr47uZs4w37a8WvOnFKVGnAUJ4BFnpqevT12//h8GHhbHzikv0W/yGEOJkM4mylTmdakrq1zN4RqdihZp1+A0nQ1X2UJEwAsQC2DJQsaiykKOA8UCyKJEufPV86vU0XpGU/Z/I7UQu67gAKdcz9ay29RXUKsV/Vs1s3e3la6RkQ9KuMDMowyr/4rfUyQSGQ24n94lHfj5qDer8VyfBenYK3WfSDHb+fvWZdW2UDr78q8PmmYejACui6AXZgNsOqdFyn1fNa8yxZwY71UeK2PttmW8CbxhLrCwwzQIsjhw2HDcgvbUgTMpZjfgOuMBWHAy2aCNEj+uE8PZwukEsIkkpVKRO7lh0VR98uo5JvuC0/PcoRZtO9luQDuNXCipg4UA2wGXy+niOXDcT6T4TWeAwfmbpMi9a6eroa1bT8BwT3aEB0ymPK8v2bjUd3b9sjwfvPclGtgf/VuYir7sjJ+Q4f1ZEd2tDaG9dk8wN9AehDni7NXq+zVlarU5VY/vbzbHFCcFkIXED6WxON0w8LmuvU0dBihhjL1zwJzkDc+CBALOH84tTuqtS2uUm+03xcEpDjYkcteBs1qQnWVJgdwsmBX5orfAWE2LfX3fbhu7lXUlb6okQAZwnyQLzWVymZcL4E7Ct72rW5HNX1Hhi3/5loHtPIbRQLqnzkSh+pStcq/T2Ot+9Q7pQ+YwP1nNjNmbyFGHV2janwUerCSkYfJV79VotppULOYu1tcsDXowqLwk392Xpvlu4hZ1JAq0LzZN27TIAGQCr9XxXarr2m5yLqwTzI1T42dVnWi2OZU5r2vKOlvbXGk9c+Humt/Q2USpVrX8TGuGtqomq8uSz8jQ5Ax1aCicp468OpXMWWe9IUjWu+qhhpK1aixZq9VN31V2tNvOwZyGPb6v2RKcnOuh2DU65VXpM3rQ5juSndNLc5Ub9myNptoHW7b2WhWuuNPm0CCwkP7qOwmXb75YP4K1yHa7G9tNss1vsCZjdlOq3dYz4AfaxpTzmen4IkgTINf1xB9cZ/J6X33yoNb1Pafp0frUadv7E/rF4CodCc0ypiPrD0lXkhof2zRLNy6emtoWptrzh1sVjcUEMISEO74K58BnYB3BF2PNQe+Yqqx0o9yftZ+x/nkAYAluB8Me5jpr5VjVbsFtp5fm6TfehAakl8mUdF6XkQEgzmu43vEbZwD34VfgWy/VWyJzPFs3q8z6QUFKgjk9nq2uK9W1C4Yrol/rJUvvNeYA98aOQetPhTFfBg3gu6YkV4/tO6N/ee7oiO+IBYhvnLk4C/DZGQzkKWn9uDbMrtCVc8r1i12n9MC2hlHSJqwvSNwgTxZsCB48OYx0Gp1iTiectZrKLYDU5dNLLE5wBkDrJMF+sr1RJ1q6NePci5rSvdfiL2KxvfEZejaxUu2DYYsvWO+I+dwa6MucJBc/+Yx3KqVgihMHsp4Rs7nG3YDvxOiuT5Zdq9/XMxmv+ISqoEjs62W4My5GYkoSmDg2CeTqkrxk5Zcv5ekq4Byrnu2IvVi7Xw/D3Qf1h0fe3SOf4DO56vgPXzlTPYNR7W7s9H22wE7gFujGM/6Q+5whMQuZLmgQBCB1+VWCnm2PrAukOeJMzj/eO/Fa7/8b+T6z3r2R0cvs+04ZgQzgPkme9GQB3MfT/GaYYUCvnVFmCygLBc1VYFYRILLoLj70T1oYP6wqnbOSeRZvgABK4/clZumprKu0O7wkpTfGMQHMWXhYMJ08SA6BfMRvuEJw7stg5FtJFCWD8bbjWnLuCUXi/ba4ArbDvnsyvEnHNM2C1FqvVe/TkylGMUwxjllZmGvH82pWqmf6tWMD7lzYln+WekY3/sHx2NJfq4Nl77I3DzD1uoVTDMxwRhb8wW2NoikNTT+5L9gMsDbuXl1r1wGIgaM3Xolj8LX+6lNHbDFON6erx9g4mRAW6ztXTjOgmJJ3JFYA2H+x+7RVEbjO7zwbGsEBCMPUZqEnEQDDAxB8QTXJA0/7T8OKiJkfZsztpKY4445DXFqQbe8F7wEZekoSeT94H7hHc9+Seutcv2s+ao5Nli+lwjXhxJGUuHNFjTnHzx1utdtle6dn3tmHpIzjjfqAurEzYLIn9dF5L3ecbE811eW4OIlcyx2h5zXbO22AO8/DAPeE9EL+uxWqnGcgCca4waLoHfIbi/J+koAgMeGYhmzzo1cb7d0LSja6Br7IzjhmIaDL56+fp7Uzh50v2P8/HYMFxDuBdM9lIgOZeuUygPskWWguk8u8HAD3Q5t/rs6XvqXQQLtqhhpUHR1u0PlWDBMztj9jDnPqYbdbabmG7D/AdpqWYv6a6VunCtWjHOUmhlTo+WDBkMLaq9mqU7PK5TPfehI56pUf5HG8XG9I/YmIvhe/wSZe5sjmeIl+Fr5B86tLtbDvVc3o3mFzmpNYiQx1acbgYQNlWY96p6xV1IuoqZ2m0L6y/OFFn1Vrb1Rn287p6r7HNSXarCnhTuXFulXpdWowUqyWgnmaVlZkwXyQdX6yZJ3OFi7SmsZvp+5vbhVstVw9uPWkBbIErS8nlmirt1SfTvxABYkezdQpFYeH7JpMsiuvSqUzlqhm+fXSnOv17ZfqjS3GeuuXu8eMOQl4zvoH6w7N4H98+siIBqe2vKOf3tJtQL81bsuLJJtZD9o4+GD5cFNSCIWuSWdzV78xBrmuwf5elQ+esgazJ6JlGoj6JfCw3dibNYBG3jAr6XfCvB4Ehkh8DA1F9Wqj/zyRLqCfDNcUHEMC9/SeGzcsmmL9RNBCZu0dz9BCXjG95DUBd8rOYcRnTMoAEJm34HxGIAO4D4+WS+xRyXm22wesmffwu5lXAReJg6ji+c7m+lSz6eB4Q0ahOfbrlV5hXxq1ksh0BuDOmrCveRggXz+rfEQFKDKeH75yhvnyP9hycsQjT5fUXDer3Eg0DnCvjp3SgrwOq0Lqj5SpNd9v8ArgTkX4v/nuVp3rHcmYD57gizcuEElTZ45JTjxERTNrNFXVTpLTyduQiEbOpJgGpNlZSaZ8ws7LeP1qz2ld0/WIyuOtFtMRzxGnsEb0hIr0WP5tWj272qRZIA75DUr9q3DEKL8y2O+dxn78hxdD7IqMi/keg3GTSHXP16rmkjczzFAfCU47mZkgYD3W78wB7q6Hm62NpXmicoBnHKySdr28XGzpAHfGLQj2p5+HuyB2dH3erGIeKTkn9+N5Ks7J0vrZFfrEVbNt/eed+OWe074c60DU4kFiRNZ43muqBnjXIfQ5yb2x7o94HkD/dSoLnc9UdEHbZta7Cxq2zE7vsBHIAO6T5IFPBsAdphmOR7rhALx4tNXAbiySzDznRljsc1OL9BVnH9IHYo8ox/NZz1gi4bOQT6tC/yH7jzSYVSS0yF1DSzLROBYG0MZYwP0ydxwua0IZj5uWHwEnbGyCUMBTSrFnx46rKtKvloGwtg/WKSs7x84LAI0tHtylpYM7LDlAGV7KCqdKqz+inr6B8QH3vnZpzwOjQfeyOdLye1J68WM1yPnXF+sVazuuuo5XVDjQbKfFIdsRWaUt3ZUGvLpMP6DAzUuqRzCYub/Nx9qs6ztJB5jUOKtBTVaABsoBMe7PlZ/hBNCYdFFNsTkDPLv61l77d0vPoJVuolNLgqM/qcXrxgXnIxZLWLliYU7YWOro2SYlaJPAkd/UxjT0KYfLy0ptx3GCDIagUxX83BEpqDqARIhjBJsCZxGGfjQa0yv17b5ThdOTm+W/Qx39KR327KwkOJTU1OPcgBrIvTBuBvYnJROcrA1/z/aadNP0uKaXZOtI24D2aI76vHyrMkjXwltSU2yaiWX5EUviwLbY1dBh7ylAPvf/V7/ab/rAfIaTSJXDZ66bZ84hvydkEFZOL0lJEQV/WzhtADf8P8+H54ijdjlaBnC/HJ/K5XtNbzng3tsqNW2XupqkUJYa6g8pvushVcbOKE/9vqxLkMp0kYduOA04HOIBrtsaaOz1uOm0DySQL0uo0OtPCscMM8rQZHfbA66jzU4j1FQj1URY+0JzVZE4pxq12HFZXwfpIcJc58UMwD+RmKJnvHV2LMcC6yxdKs2/WaXndmlm+0vKjoTU0z/kN/dKSDX9R1SibtunfcoVFkyTMCZQfzK+Rl3lyw28INHIQWdEj2tGbp9V4azrfU7R3AqrTIPlBSDAvObs1WkfFNIzK0/9IPUZCWLmu++9fCIl67U9vFSvhpbrrtivdN3g0zbXw6LH3wDcZo4sL69Q8YaPSAVT9LXdQ3qprVD9/b2aNXhIWYkhDXh5OhaZKy+EjmvYmIQwAvEpWGPaewYtkQp7/FR7n83plnBO+jS+1I4v9+YSpk5THXbdXatqbV90fK0vRjKk5zj4K1wjsmEAA0HfgGD8929aaOslUgrO8G+aO3pVf86X1MPwD7hf1ndXfh5MqrMNayKsec6LFM1ExvHwf5B5CLIz0/dhm2BS+CL/RCbV4TIAxKR6XJf8YjOA+/AjAHBHlx199qABjEKaorrpvSun2VcAuU8eOJuKZfhs/tQiXb+wyqqDzsdeONKiV46PBNy5jlOUDyUNUDq9WvRz75qrl4+36StPHh5xOlfhxYdcO9XIVNFuO3bWks5VsWYDpF3cQE+vA1W36O4NCwwQ/73vvTrh5VOB9YFkRdET+5u1q3F4zXzucItV1RLzOjkQ/gbAp68VY+MaoBLrQKwi9mD9HTz2gurObbZ1lfUMUNyAZWtG6mmP5upk5TVWGcX6kpJtSbtaAOiKgohJxNDzxPkSnJu1LpjkZa1zTHx3mLE+O1/APSXRKT9Rg0wLVRGs2Viwx4sD57k+/rNEAU1hx7gvkgbFeX7MCSmwb5DEiC8hatCF52MQVJf9zrVzdO384UoL4jVics5HbMzaPJGs6/m8w5dq28x6d6lGPnPeyTQCGcB9kjytywFwJ3BEAobAGacDxvXy2uJUx2yadD17eDSr+5VjbamsMgscwGLfEB3F48aQxilg0f5/+r+seYl6Y+T5C6sPztLIrVXF+kbkfm2LrFZTO5ri/jKII+Bnw72kg+CznWGpYZT14bzcvmKaBbKwl2EHA6w7mRgkbWhIgsFUc4A7f1dHG7U256Q+vCAu5ZVKlYukGRttQe3p6RkfcHfvFfIy/e0+klwyQyqdYd84J8V1G3ebk0z41bMvaOHZX4x4M3FYzvUMaGvuRmPXB0vP6G7/vlV+ox0A8x+8ctIy5c5gxGGAFLWl+QY+72zsMC1wrsNJnxCk17fRUNZn1OME0MgGcACgpCAnLPp3wkiHTQFYAKBhwEAiof6o3+wG4GR2ZaHtB3PQlQk6T3X43qWC7LCB99YYNAnwpHdvd45R0CFjOBfQeLcg25qhutLNVdNLVZgT0jOHW+3Zk9TBKYIByTach+NbZQSN/RiDpKwLSQeeP+WsfqMhEgcR5WX7TEXee94r5HBgMtAsCM1BHFXe4aBx/I9vmvWaTWmd88XtkzyYU1moKcUTN7+dJFPWiMvMAO6T8aldumt+SwH3tmPSru+nbnagv1cDL/+riuPjl6tf7JGhQSm662ETyJL6la2eRK4B4IDmYc8PWM8kSq2p6aLQCfscYz/Hemd//s1nfcpNyc4wx7WrSK+Gl6k41q4ZiVOq8DrsrDREzUr4XHl03g8lanUgvCBV+cMcv7i6WEvv/S++/ukr/0fZsZ6Urqw/N0Y1ZeCE4l5IXsU8++5sz5CejK3UmcIlqeCeqjYkwwAZqBaDJT9z6JjW9T9nJe63LKu2eRatUqypeLVOlq5XKBHX+pP/nBp21jLWqG8+fywVEG8Jr9Su0GK9d/ARXR19SWHFUkA7O+aHhlTkDahwwdXKKavVr/c2q7NvQDmJAfV7w6Xc7YOefhHfqNbINCtBpyoKFjzrhfMZWBdPd1B95rMvMcbYkryWqA0ZOM73BPc0jiXJe/fq6SYr9+T+M/Y52+GvkBhnDDHGBsZbuv3VPSstaQyY4gwfqqG1W01dw0xIEsdUOnEpJI/xCRgv59fgt/lVbNkW9P/DUyOBovTzQlagvB1w5bubT4woh3fbsi7+5nqkZy72L2NyHi8DQEzO53aprvpyBdyJlZBuaSdRKr/5JDItb0Qf+rXGmIrc9KaNwX0+dc2cUT2riCmchnt6TPVa53PfpxPGYLg3tvfrdJcPuLNWLZ02uvk07OXugSH9/ZNHLOZxbHDWAafpzvx41bwqi33Ljv5U+V1HLb5wJChiKADwSGmt1t79Resj9Qc/3DHhpb9/zXTds3a6NTR18jFuByTC+gb9niBcN+NDnyynj875iGGYr31JE09zKwvs2c48/gOdaar3pV44YLLC2BGgivPz9KuKj+jgmW5bAycy1h3WH0hRjiRHzMd6F9RNHxNwT57c9ZHhPEFcYKLzBiVlkrcgeoxwnvrWHotfg/2zHJDP2ks/FtZ0iFJcN5XgDnhnH0h+bAOJjWfNOPI9z8+NL+MK3nDFrHJ9dOOsN6Uv1ut9r9+K7TLr3VsxyplzTPYRyADuk+QJXmrAHeD0J9ubUvrhbthcmTRsLsBiV1bHQtTaPWhOEDqprnSMhZDFnaDaLeCWUfai+gf9uYWtMPWKwjQf89QX9SwYZgF7PHytHo68x9gPBJoEuCyABMLBTHZhbpY1G4GVRqNJ2MM0I1k7q1x7T3Uawyyof41uOAswRtd02MVBI/j9z3cuGfWmvC7APW0vNNFxYLl/c2DzI9o4p8L08AAjGtp6tK7hX1WW4+vRO2s8lyzPT3h6rPw3VVRYKNccCBAZFnRRXkQHTneNKrFEq7utd9CargCuM150vad8vrs/6o9hEpQm4w7IgCOIUw3wAdOE7QwKAkCIx228g41nKKvDPeOZcU9zqgrtWoIahmP91ACmrVM7yETSxmM78LUr+2NoYOG754jDA3j9nqVTrbHhc0fbbfxwOLleKhf5Hs16QHZKOzEYmu6aaQbkjgfA4rbjeiqLcgwMR0eX94rrRbqI9x4AJHj9gO+3LK1OJX0myRTzpl5mBnB/U4f3bXfwtwxwjw1Kz/+NLx6atN4T25V35JdvGXgI2A57HemVLDHP+gA6DVKHlKVCr9fkRQYVVluiWKcSFVruHVVWsomzk4Whz0muBi1IBp6HIR+xfyGZFtIJTdMz4StUGmvTJu0w5nuB+jWoLJOj6VeO8eF3x+foeHimrdMkK6cW5RoDbvm9/1n7z/Tp+Z37VXX8YUViIxmIJzVN2wrfpeumJ9TUGdVjJ+Iqyc9Jge0E9iQyHbA8d0pRSmKrNnpC78neoWtnFdhnLx3v1PHSDWouHF5357U+qYqeQ/aUAD6QbPnRqw1+s1Fl6fuRu+367+/9rrHV63RGU9GKB1xQVDka1EBWoaqnz1Hp9EV6ftchlXUdNL35g5GFinthS8gCkgBW/zhym0IFlRZUd/Qhexc3uRsAa6q+SNS7NdCWRqc3S/VWmIqjHA0gOZPw9eTR6r1uYZWxMYOgOUle1i/Xm8V6hkz3NeqD9tf3rrKqJ5dA5zv8oO6+Ae1tHu4nks5mJ4EMKxSAAF8LeRgHMHAMGO6u+fdYE0mQuY6s3GP7mlP+Etsjl3bTYj8JnTF/BDIAROZNOJ8RuBwBd/x35C/GMvxb2OYX02Bf9wwM6fuvnLRGoWMZ89QNi6ea3Bf9KpAWC5KP3uj1BBuNArg3dQzoVKevP478lqta4jwAxsQJxG+sWTsaOrSzwSd0IaNJRAOJCSCWNRQJzPxEn35j8Mdq6x60OCJYxVSUk6V3LZyi3DUfVF/hDH3mO1tTRKSx7osKpfEkz36+q8nib0hVrOOcxyRSLMzye2IRBw7XxxFL+4297+t/QIkYhCrfgvEYMVV1cZ4aVn5BD+9ssmroiQzA3VW2ueanyKVxXQ5w9yXYhrXm3fEMK0jGcC46dOPldOPZ1oHwqZ5cCb/xqe0bTyjL83TTkmpLZLsGrxDvANJ5Bk6WlbiXBMZHrpxp48S9cu1fe/6onth/1tbnqUU5VqV2+/Ia7UZOhzgwK6xFNUXWm4XKPOJNSH5UG79rwZTzkjV6o+/vpdo/s95dqpHPnHcyjUAGcJ8kT+tSA+7ffPG4MXrHMgBqV9qGHMrW+jbT+8ZY5GEBsyiyAJpMCUzsgD4an5VkRfV3+otU2T5BKIAwzHOna/1k1lX6aeRWC/acJrkD3N3fOAkw34Isda4Dp+efP7pO33zhuLHwYeA5A3BnYSU7nZ+TZRqozggmcUK+cMP8Ubd+voA72nHoBAaN66ARCs6FZdf7T2ht52MGjHMPpjGPY9fVr/6huDlyhwrX63j+cjsMoDBAMoPK/pTx15UVaM3MshSYASvu13tPm4PDeAGi9AzE/CA72WQFsMCx9XBAcGJhZRw83anOAd9Rc05I0NkZoWPnyZw4Su9xNoIl7eP9zM4XcPcJhD7zAlAi2D0dduT9a6epv79f7UNh/dnP941IEKHtjlOG7AzvI/fB2CGT09Y7YJ3hXcMZdPUAV2jONBSPqzA7yxxup1scvB+Oc6i5247lv3sjEzaTZIp5Uy8zA7i/qcP7tjv4Wwa4n9wsHX1S6jotndounatXYqhPXpQqqjfHgvIxzGQA3jQ0HVREU7xzxjrHhgwGzzJJGwzQ/HSi3AD3Rd4J5Xk+825AWepMFKjU61bEoPuYosoyhrtVISlqfVBavTK9nLVeNbFGzYyfUHXirIa8HA15WcrhTIlBtSeK1KQqbQ8tsTmWNQX5EcDiFff9iULhsH7/wT3q6hvU1J59CkepiJJ68mvVnl2jm5dW647lNVYJ940Xjo9gQ1MlBZjtEqz4DczfJCiZN1nvN80q0frZZdp7us+ahgcNlvviMw9reqjNkq2sWaynx9oG9DNdoxPxSnnxmD486FcrcF307wAGXqyjVjnH2lZRPVM1c5fr8M4XNdjdZtu2hKfoTFZ1MilLgjah7owumAAAIABJREFUA+H52p57hcmiEURzLBLRyIch2YakDIPkSuX9HjI+0x1fB5Y5PoVroE2Pj2vmV4kEOMxz54MU5UZsXXdVaTDekUUI9mdBYubfv2ehnev7Aa1gX8N9SEfbBlKJdtYpxtIZ4wuIMJ6NxZB023IcgJ106Tt8B/wRAKixZPHenF/O5DlqBoCYPM/qcrjSyw1wd1JTzLFd/UOp2A8yDfMVfvTnrpt7URo0UlX76O7TKYmRYEIx+GxSmteFOUKu0RlyHUh/XSxjPtx8tE2dvf1GpDnZPmDVvsFYg5hh3+lOm+st1kwkLBl6rKXbAFhHlmKt6x6g0soHvZfED2ljfJvNz8QX9KyyBtsRJMx8cH75VbdLM6+2nhnPHjpr87qvJ54wApmTHPuT9y5TVVG2/u6J4Qol4kHAbMBfridIjEqRlZJxGtdjRDUCP48KWz9JvKH3Kc2INwgVdu6D7Xw+VMLipoFwkbyNn9ND2xrsHBMZsRDX0zXg9zrhfSK25Fla3DpOjy4+Z4xYR4lbIU5hqd5UxG92UciyJBO9yWpttPKJ58EEkHQhfqfqOmicG8CdqjpIWFzTprkV1oA0mIy+kHfKJTEuZN/Juk9mvZusTy5z3W/lCGQA97dytN/AuS4l4I72Ok0zJ7KPbpxpwSg6n9975WQq0EZ+5BBZ8GTwS0MRAuHuQZdt90H4/Czpy4m/TIELAJs4drCyWThx8B7OukVPZF1tmXuCWDjufhYcORmfEe60rNNZD4AG//SRdfrq00csCD4OQ63TBzK4RpyB0vxsW3yRCHHl4zgbsMI+da3f0CZorwW4w3R4+VibdYYnQEULtrYs3+RZuH6u15V8c/04XUtjB7R6aKs5FgDXvsMS1+nOvuQ+nur/f/a+Az6O6ur+zK5675ZtufcGGNuYYDqBEBNCJ0AIEOBLgYQQvvTkTxohDZKQAgkfEBJKQiCB0FsMNs3EgHvvRbYkW72X3fn/zp1965W0MpKslZ6s+/JTsHZn3rw5dzT3vfPuPTdtNtYlHi0TFkYMsi8S88SCkxPu7g8PEeYki6vqWyX7oIlRF6EUeO78S7SD68pET1ILQ59xUU9ygBFxq/ZUhyfCUr7PYdp8hCROKAJCJnMh8iEhzi8RdVvKaiWN8VCta8Ld2wAwjRNWMwHktXi/U4aly72yD066r1kwFoG2NiHc09PTJbqez+0KKZJDjfYUiVTsSJoz64HPBydm7JskEydi1IkkBtoOHwEl3A8fw6HUQywJ913Fxdi88i201uxHZsMOTAtuRubeJXAiotxjgTUj19nqXVLo8chyGCHuCpFe5abJNmKeUy2yMnz1kYA3hLsnsAYUu3kocXMx2ilFNurgc9ww4Z7u1CMBzBzzCo1X+7MkutrvBpDgtKLCl4stKcdgXPMGFLbsRJzrRb/T14igjeuiEQmoRCaWOHPCEJBA8A2bikuv+DzW7KvDC+sO4K0t+zsV2vRqneTL5jQ1bUmi8N1qyAdDuNOXczOXRTZJJLORKFi9p0qIBW62k9Q+elSWbNpGZg9xs3R023Zs2rYdwUAbShqA1e5EvLOrToghtuvdJ2XjwUT28bO5WCvfiV8fNQlF46eheMXL8r6X7CikY1f8WByobZEicLLQd5Lwz6QLPd35UOOc5JK5o/DvFcWS9i8kArXihZTwMrU4HyGxwMw4LvxbA5TgcyQy8MRJeeLzqeHKYyinxs1d+mOOn5vr7HNyYUaYzCJW1Nb90ukTZfyMAOWcgs0Q7v74BOmTzwkJd9OIJeXmmB5/qEaCpmNUKYkdRvLRL2rrGQJKQPQMr6F+tG2EOzNbX11Xig0ltWFZlPA7JSleIsw/On2YBK/0pDFTmtk9zBCS9z6lMhtaQoU7vZ4M4c55OIlubuyRtDXvPGZbce4f2fiO4/y+L1tjoxegs68ugKdX7g13zff80q3l2Bshp0LenPfBTCZmQDHLmo6BgWfcZCY5zM3JydiJU4LvConN9fLYvNROQ54yfyGyp58mMqzfeGKlSKjSP5iIc2qHX3vCONxw2kRZw/120WYJQmMhbxYQZ2PGtEewh7b3Ha/OmWkHJVc8jXbeJz8j4Z5SuwPnOG/KoWb9y/WrOf0NHIv5J56Jp5YXY0cHnf2ON8P1KzPbmNXmaZY7srZkY7a3ZIiFiH1+ZmRDuelspDU5NsrjJMfHSUQ6fV58nF/WccxKJu7El88F5c8+NXdUu3XbS2tL5DmObPSHnzhqhKzzWkIBVSqH1vu/HvV3vcdOzxw6CCjhPkhsPZCEO6O5uoo6MPBR+216YQb+uGSrEMAkeJnKzCiuFXsqw5XJTdoxI6yNpAyJZhLx1+EpHO+ukC7NpMXobtc5abgv/tPY4RuFampxU3fOccTpUlOtjjvabUGJJKC+mtFwN+Nj6h0jtTo6X4nOa2mTqDM2kutc6Ec2poGTAOjYDkW4s7//bCgLn8Ld9G3762QDITs1UUhiTkJIwnNR7i3yHRQ4VbjM96q3aI+4ICcmnIRw8sGCdusxXhboxNBMliRiIVQ4lqdmp8YLiW8mXyYy3Eu9O0iaR+rdSX8kftISRBaGkzhDeJjK8R0j3GlTTuaM1h4jJVg8jemGB+qbD1lrkDgYosLUJOR9cqwco6kAb54b3iOjLY8dnYXzZxfJJJGatSy+y8ZoP0O4R/vTpvbum1v2CyZsjChZMCFXcPKKqnpRJHwGNHKv716OSrj3HZZDoadYEe5r16xA29t/QG79FqQ37ZNo8LQWZh11LI3VNyhTLiYAv1yH12hGgmiw17nJGOMrRZwIyHi665SUIcUuC0+JfPcId8rEkBDnkftCEe7DnEqJSk9DoxxD+Rgex/82uAkS9dWckCW1UkrcLNQhFU5cEirSJmJq4weY2rxaxGa8DViPIE4W6j6AGqTiGeeUMAB1SMGS9IW45LiJ2FnZhJXFNbJJazKuyARQoot65CMyk/Gdc6ZiT0UjXt+0XwgVEiWcC9BH0J8zcs2TTWGKfpz4RG7Uk3T3fJx3aX53weyRsjDnon36iEx5PzMd3LSapjaJKvSHdGb5+dTWdTjBWS39mChxQ7jLxv+Y+ThmfCGq1y0KR5U3xWWiLGUi1hRXhYmJFn8ankj4ZDutevqhK48fi5fW7POKnjIVXqTUPLkzKTIXKprKxT/nKWU1jbJBTL91/Phc0ZBl8XY21hihr2WjRI2pZTJ/fK7YhVJ43FQ+amRmWLeY8wWSHZSFM4R7YmKiyOgxtZ12oT2J39Gj2svHHOqp5nxifQlJEE+/loEH2nqHgBIQvcNtqJ41UIQ7g4+8rNf2clBc7/3lnZ0SjBStMTjp6o+MkfcZW1fz6mkRkegMcHrsvT3tsp4Y0MN1ELNwzPuGm7Rmk5MkOjdlmTHFsbIV5aSgqIPsJzdvF84a3qePjyHck5KSpH4FN0qZcb27slE2XCNluPhONhlL9IPUuqc/KA+RwRyYSJs5AXzOeVLGSdy5ocAAJSNVww3nt7IvQEpWAbaX10v2M8nm8OxE6oNQ3iYL935mrviOu17dJFKufO8zE4vNi4j3sq9MQBV9S6Q0C8djCoXyHB5XkJ6I/XUtOC64EnN9G2Ut6NXuYvaWix0YKUFv9IGvbyyTgCyzju8IPq89MpTty3kAM8TooygHx3tglvuzq/e1K7rKc1gnhXKm9PlsjE5nQB/94fb9dWhubsbUolwh11kAtbK+RcZAOVB+Fk3ajBs9W8o8f83juGGkre8QUH/Xd1hqT0cuAkq4DxLbDiThzmi1d7aWy0KMshycaJC0NdHkjKqmg3TpkCsawlImdLJ0/0+vKJaJm5EkYeSZFOykZjrqcUxCsUTqUUH2JN8qjHVKMDIlIJFujJAuQR4+8M/Ci/7TJMSaztPozzFKgJFYnPAUVzWEq6+bYjQ0Lx0w9U8ZScaJ4T8/2NPJ6p5DrpNUbh5nGiMpKFUSrXVFuLPA6X1vbJNxcvLI9EOpeN7qFb4zEyOTYifB4SaEEcCn415FHrwNgI6tyUnEA8FPCDljJnw8lRMYTkiMlj3P46YFNyQYiWeiEwyJHBntwM84+YpMPyQpwskybS/atCFihuOMPJfXEZkgl3p53mTPEO7cZGDavdlMMPcSmdpIgoWN92KuwSKlnOixP0ZXcvJKQpzPDaMouREwY3gGLjzWKxQb2T6McB8kf+5H3DCVcD/iTBrTG4oF4V5RXY2SR76ISeX/QVzQ23Bji2Wdx1aXgi5MMffejYxep3wMW7rTEC6S6hHuLJrqkQpCuLvxIvfCmhR+h5HwDg4gE6XIRbLbhGzU4oCbgU3uaFQ7afLZJF+x+OZtvjHwp+aEiW72uSTxFNSkjsUVNQ/g1LY3wvcv8lohB0GKv8VJxNPuyeBmwTp3LHYE8qXf4zOrcKA1AauaC7Ep8SgMy0qRGhiSjRXvl0U+I/q4mCXh39DaJsVWmYllannUNrYKgUz/woU3fcvj7+2WGiNcNEemh7eGCpBSmoWNm/TMQCNJQcKH5zL7jr6fcwluvMtxLQF83FkqYxYi3udgBrYiyW3CNt9YjC0aieMn5AFl61BWuldI7tqk4ahOHIF1e2vkGvRzm+On4b/+2UKaN4UiB02E+/JdlXh/R4VEHhr/yX8TR/5O33vM6CzZQOCmh4m+J0HFcS/aUAZuFpDgiPTJnDPQ70aS3fz3x6PMQTjWivomISCG52Ri+ojOhVZj+keqnXeJgBIQ+nD0BIH+Jty5nuPc3jS+v8+YWoAJBWnyEWVVfvbChkPewrc+PlUCkXaVN+DJFcVRj50/LidMylMKi0EtpvE9yGAu0+g3+F6nHyG5zcYM07G5qeGAL64DOtag4HFc433xlAmHHC/9C9+Z9A9c7zATiEFQzIKlH6FPImnPLCR5b4ci3Em4R7Z/LS/Gr1/Z2O4zku38CXHE8v5nZrapV2KCiXjScb71WOBbJxMPktziP7jRDGCbMwofpJ2KtEQ/lu+qChPokRfj2og+m1r204ani87+noqGg3IrJNybmc3sEdYMQuPx7Qh3x0FKol/k0rwcLa7j/EJu0y81NLdhtK8M4519GJXcLHOWra252IoiydJmABvXyy+vKwlLxXgzqYOq8LTlmJyUUC0Yn9iIvttkTNGXUoOfsjmr9tQgMc6RZ+WaBeNgCquyx0gCPRAIgOvujAz1dT15v8T6WPV3sUZY+z8SEFDCfZBYsc8I90ArUPw+EGgGHB+QOQrIHntIFLhY/P1rW7FhX01YO92cwEgEulimPJNUr2holeioSFKWC+5t++tDqWteRJ0Uv/Evx5z4neGiIqIZGwcE4lIwPisOGUl+7K5qQk3u0XgLs8O68LwmF9GcIHE3fGxuivTJCIql28uRnhgvsiBsJGi/dNpEKexlGknwV9a114fld9QFJEHtpb552nycIERr3GTYVVqJtJREDM8+2DcnWe/vrMQ/lu2W1EliZ9LOTboc+zNRfJETMXOdHNTgYv8SpDgHSSF+RwLkX4GTRFag3QRM0gENrpw+eRMoTmgolcJNBtNMlHqkfTjp42RHoh1CEXrEgSnxvBeJXA9F0ktBvlAavbkPQ5pL1HxI5ueYUdmi07d1P2UPOEX0Iv/IyXtat0GZZMaL/p4rReb4WUp8HPIzEmUcTPdjiiblaXisadwQuWhOkZA8HZsS7na+0JRwt9Muto6qzwj3YADY+wHQ1oQDm95F1tKfS0HN/mh8C3Oh2ox4pDoUa6G2uh9Vbqq8y4c5VWGCnb9LpLQQ7l52k5Ge4Xem7XPysddXiLagIwRyktOKcmQjzgmgMRiHBLcFruNHXdIwiZqraWxDU2sb3gnOwHLfDKTE+/D5tkdwuvtfJCAUvWh2HFgQGz6Uutm4vPVWIe5JVJ8Z52WdcWO7pc2V/srdDDyJ0xDwJcpxfKeTmG5tI5nhC8uL0SdwQzasvSoLaBa7SxMfKDVeKK/C/4n/aN94TFZygkTZMW3eK0xKSZoE8SnMVDJ1RJitxHsuYzq966IIZRjrP4BEP5Dp1GO6sxOuLw6zirJAnVc014puf3VjAFsTp0tR2p3MOGsNoNX145/xn0ADDNnfJvc5KjsZp00dJnORNzfvl0hMRu5x8Lx/yRRIiMPcMdmyeW8ao/hLapqltgnJHkoJkFBhfRvjizmfoYbsRyZ4RdTZF8l2Rn921dra2oQYooSaNnsQUALCHlsMhpH0J+EeWRi0IzYLZxbKe4tSmEZ+Mxp+JL5JcB83Lgf3vbm9XU2sjsczs5jvtt+/dlBrnMdEEu5cJzEjx2Q2k4TmOzMzJR7j89KEmCcJPakgPWoEM9cEVx6iTgWlN//89g5ZhzIQjAFKlO9i5Do3WCPbR6cNwzfPnga3rVne+YZw57ue65nnVu+TTOnIxo3nyjpv09iT1vTI50hZzMjjGT2+wLdGfAHvlT5gZXAC3oufg4nDMmR9zAKs0daH7IfjYrHWeWNz8NA7O9ASIMHOvryr0K+aSAL2zzWa8U+yKez3yVyAm8Fsckwc5XDihJjn5gEDsOjLmSnNxjFyvMeNyxVZGP7OKHdiYta2pgAqs8y5buP6jY3ZXQxcmzkiU9aF3ASI1MTv7t+oEu7dRap/j1N/179469UGJwJKuA8Su/UJ4V69C1j9BBDokCaYOwmYedEhkfjhM2s76aBx0clJESPRWQCNkw3qllNznLvnpgAlHTOdOBeyJFi5iJ6HdTjOWecVYvF5qe0kftlHFTLwXt75EtW3q6pF9NoWTMwTzTs2HsNq4JwUMGWtY5FTjoWpf/wvU6w5CejYmIrGQqKMjuNEjzvrJAYYbVfV2CpjZ7TD2TMK203wSKg/snQXXl1figO1jbK4HpWTCkZysBgro9k5Mdt2oC6crtfVpOlQgCegFXN8m0RihlRMmZuFFcEJos0bjaw3EzdTPJZ9k3CXCPfKxjCREZaFkeJuJgLCh+R4Tsi8KHN+yhTNacMzsXxXBXZXeFq15FEkij7gyceIZr7fJ5sb/Dwx3ieEOidjZ0wdJiQJNf6oD8vCQYZOYVQFnw+Oj7bkuSQVOLEem5cidmZfwzOSMaUwXSQEuGnD54PHcSLXld6eEu52vtCUcLfTLraOqk8I9+o9aHn9DjTv/C+CDVVIbKtFUqC9lmcs758R6fVIEsmXdFCz1hHt9maXVHccCp2KUFw7C6T6JWvJE6AJpYW7KaiFt+FLCr4ByViFSShzcuE6cah0UzDBX4os1Ir4TH0gDvuQL5vT47LjkOgEUNHk4r26fJQHUzDL2YYkfxCfcF9HkVuKVDQh3dcYLtJaF0xCNVJR4WbghrabkYsaXOl/JXR9wM9wcTjhQm+bgiPxMk4Q/0opM0/ezPMR4qeNvrnfh0xq2oYW7TyOkm/HjskRsp3RjF0RE+yKPowbsRX1JNI9i5EYoN8x0mC8Jkkd+hySKIGQjyIBzxRytknYhY/5lmHWyAyRp/EGGSJbfN7mLbWF3yoO4hV3HnYHssL1USiZQ4KAEgfciCdBQVKD8wz6OM6DOB6SFJRAoLZxx9R2zjE4TzCNhBPnMSyWSsQYydnTmiFKuMfyL7j3fSsB0XvshuKZ/UW4Myjpb8t2dwkxidAbTp2I93ZUSvQy60JE1tDgiVxrMAvnrOmFEsj0l3d2HNJk88dR/iNLCPyOjdJazILl2oPrAfOu5nGUijx9Sr68q1cVV0s9j65ax3crSd01e2vEB3Ht8tDSndhVXi9kL30KCe2K+lbZCGYkNvdMzTqRx3PMDP7ieD4ysQAH6luwu4IFwr13NrMDmFFl3vEMwKIPMH7sUAFV5h4oE1cUX4sEn4vdbZloc7kx7UXec71sovy7uufjxuZIptaDb20LH0IfJZsV9S3ik+kuuW7iWGlHI1mWl54kaynK1XDcPKcoJ1Wk4Th2bm5Te55rMTk/nnr69GtZmDwsTdbN9Hf8jpszzPiiNCt/57r7U/NGiewPC+Jyfc1zOsoW9ebvXAn33qAW+3PU38UeY73C4EdACfdBYsPDJtzbmoB3fg8EvaIqndrojwDjDuq2Rn5viqaW1jTJgpSTFdFzK6+XnWo60sLMZEnflhRv7pq7rhDxbJSPYfQ0JyeyWHVcXNb4NyFROSEi4c6JD/vkYpxRDuvTT8CWuElSBJQLbaa7cYfcOG1OfPbXtmB0bopMGoZlJIteaWT1+q5M+/rG/ZIyyWYI3/9uL0dL8SrMwmbko1KI7c3OeCRMOAnzJuRLKmRmchw2ltbhuVV7w5MZ9sFoBuLAiHBOQjiB3EWSuzdMezeex+4Q7lzAj85JlSI4Jko9UhYmMtqeduGEjJNFTsoYOX7m9GFSyIiExvOr9wrGJnJR5GNYJQiQSVskscDfbzlzCk6ZnB++k8Wb9uP51ftE158RD3PH5EhUidGRNxPdrlLnuwFJ+BAl3HuCVv8dq4R7/2F9JFzpsAn3QAsaHr0Kzs63kBBoEJ10T7Sl/5qJcKcWe4ZTL9cnnU79dhLuw5wKiV3ncYx85w/JdorQcJw8zhDuJO4pJfNw4beRXTACbuUufKTiX8hu2IkUkAjw7qvWl46qlHFYPvJKZOcVYP3eWpTuWIOzgm/R20m/Y1CCWc4W6Z9+LrKxm/eCU3Bn2yX4iG8t5vs8WQGS85lOHSiRU44MKfTK9tvAhZ7+fERoekf/xN9JJFMGjj7f2ODiuaOkzgf9w6EayXVGr0uEe+hAkuuMeJRI8NBnJOb5OaVnuLnPQZFMYfQjM6RIvmcluvj2Ma0YnekDknOA/GleulnldqBuP1rTRuChta3YVFYrfTMakj6dfnRyQbpEURp/x3tmFtuK3V5RbjZuJBRXeprtkY1ZeOcd01kC7XCfRiXcDxfB2JyvBERscD1Se+0vwr079biunD9aspAeeGu7rMk4bzfSKCRPKfFFgvbaBePkfR5NojPSTtxk5M9vF7WPcOcxLJTNGh1sXPeZNSN/52v5tvNmYXx+qshxPrx0p6w/ucnJTUqS4Xzfksy9/LjR4Y1es17l2pLrmS3767Bse7nndyS72pX1iydj6el50jexMfKdAUV8nQ9L9wK8KAFKGRR+Rhya21zUNbfKepd48F1PAppa4sYXdYdwZ99GUqaljbJxjqyFue5ivx9GuHNTgBsND769PbzWZNAYJdsomyPZ564XlW6iyemnaDtKwBpynhIy9ZQ3y2hfHJsSP8xEo6wrC7UyOn3e2OxOAWy8xvp9tWITruOZxcXxx6Ip4R4LVA+/T/V3h4+h9nDkI6CE+yCx8WET7jvfAnYc1G3tdNu1pcDMC71ZTvZ4IGNE+BAzSeNCcnelt7gnCU4C3jht/pen0jmzuA0nanT+dO6csLBx4crd7xGJzTjhwD+ETJfPpeCaI+nvbJzubEg8Civ8s0K/e9lxJOv5k54Yh6KcZCycOTxqRBhJdE6mEvzemBhFwShpTkI4ceOOfmUDZW7qwsVg5tQvwSRERn54E7HSYCZeTjwLji9OFtU8tyNrY8gGLvZH5STjQF0r9tce1Crs60fsUIS70WHnRI5a55yUsoAr79voy3oE98F0R06OKCnDAm4kxDnhY/EZ05i1sL7E06JnkTafz4vsYAGcplA6JjFg2iALzLKYUrSsgkgc+HwwZZLPAI9l9AQjAw+3KeF+uAjG5nwl3GOD65Haa28Jdy7++A5w1z0N55kvIyF4UE5rILCifEwTEpDj1IWU2YFqN0UKohY4lUJWM4OJUfD8YWYTG8n5ajcN5UhHwPVLsdStThF2Z8/H1tQ5mF32FE4NvAnHpeCM5LCHpV0o87I2/UQ4BdOwem8tJtctE5LB+I1UtwEznW2iAU8ivwneQrvBTcQ2dzheCMzD++4UnOxbieN96zHZ2YM0J0J7F8D2YCHKkI0/Bc9Hs0vfeJBxj+afSFg4jivZb6YxHZ5TgMWbDhYXj2YjLvbTEuJExqUjuV5exwLqXp8kbBjhTj/N6HNG+FG6xURNkpw5aVIeLpkz6pCPAqMgqbFOv2caCQrKvdDHR2umPg2/MxrEnjSdI3OU8XmpMXn8lHCPCayH3akSEIcN4ZDqoL8IdxZDNbrpfJ96Ec+uvNe4Ocl28bHU6U4W2ZQNJbUyR2dtCTa+x7muIxlLHW9uSN77xsEI62hGO3lSPmaPzhIZT8p5RjaOp6qhVQjswoyksHQkN0gnFaRKpiyzm9nue2O7aMXXNB7M0KZ0ybULxoY3M1mv6uF3dwmRz+LUlHrhBiwlV+g8TIYv14eRWVVmvcL5g5EoK8xIFP/ETQUeT4y4qctmioBzY4KBWHznMyKczWR4RQY1dfUwcx3lFSD36nsZf5GbmihR412VcuexH5mQJ5I+z67cKwW32SR4KiS1yfU01330f1zXcTxcY504KVcys2k73g/Xerw+C6DurW6UwufUyTcFcW36Q1TC3SZrHByL+js77aKjsgsBJdztskeXozlswn3rImDPfzv331IvxcOocYvRJwCh1GrkTQZmXCjHM33ukaU74avchunNK5EdLJcd/U3NuXgnOF0i79KS4iXVvFomHV7EOp0/teO4gDUTkRFZSRidGsBxJX8LTya4SE6OZwRbU3gStCpuJlb4ZgqJwB9GRI/LTZWiPox2p9QIJxIkzUnyM9Kd+n6MZPhgN7XvvIlTdmqCpKNzo6C+uRVNba7s/LOImxSKcxxMdPbgHN/SLrFf5U4UbT1GNhi9v0hJE8M1cJwjMhOlYA2vEavmTeg8zVveJP/LSRYnwlKUtS0gk2cS4Izqo7b+tgOMsITYw5Az8T5HUgZnj8mWDRKmdH585jApdLeupDas237UyEzUtbRJ4VxPgscvOrOMNFmxu1pSLRkdwQJKnFgPZFPCfSDR7/raSrjbaRdbR9VTwp0bgaWL7oZv+V+Q0FqDpGADkmMoHxOOZPsQAKnfzmj2ZDRLVDh/drkFqHTTMNXZjWSH5MFBwj1eottdiXTS7Dj9AAAgAElEQVTf6+ai3iUhnoBmNx6bMAp7suZhXfoCfHbfj5EVPFhwjsMQP+C0SuR80PWh2BmGJLdBIudXBSei1kkNF8Am2T/OKUG9m4gt7kgh+3ncDncYngqcKHd1gm8Nrvc/jxQZY+e2OTgCPwp+FgHXk4IzrSvCnfdpUtp57PHj88SfUnKso2xBZF/cYE9LikNlfauQ6/SzrBNDf0dSm+QHG4trU4qMjcTFmJxU8W3089zQJ7GwYELuh24Gm2ubCElGCDLy0MamhLuNVgGUgLDTLraOqr8I99XF1Xhu1T6JKifJGtkYXc65/3UnjpU1Ft+ZP3pmXTgC3Rw7ZVg6bj13ephYZoR7ZJ2oyD65Bvyfk8ZLlDU3QJ8IHctsJa45qP8t9ZlcVwKiDOnMbFdKU7Kw9kenFeDtrQfwu0VbZN1GAt3IU3LNwoChBRNzpeD2vupGkThhYJTJMGa/vJbpW2QxQ9nUXT0PPJZrVQaLUWLUNFPAm/2R0GZwGMfI4DNiQDcRWQS7K79m+pOI9FCEvCk3Ojo3VTKH1xZXy1rO28z1/I+sax3K+vhkw4OSPrsqGvDutnKpF2Yi3Hksj5tamInJBWlCvDPLas7YnG5lgdv6d6KEu52WUX9np110VHYhoIS7XfbocjSHTbhvfx3Y1YFUpicvXga0hYpzjlngFVI1rWgeMOEMmUj87m9PYV7Tm+GvGPXAyAROAJ52T0Zj2iiJXqto8Ba/nNSwyBrT5DhJCneZnSLpaaeX/TVcMI6TJk4UOGnxiqIBr7rzsc3nFXNtCzJa3YejR2XhmNHZksrHCDRK2nCSxe+pDd/Y2iapkNy596IXvKIvnHhwEiTa48Gg6I9HpsB/1Pc+Zvq61iHkNPAB3yVoDrgyaTQtGrHACRk3GKRoTQwarylKuuEJmHdvrPbOArLchOAkd0tpXbhwLCMoirKTRVrGpIayFzNx7qowbAyGH/MulXCPOcS9uoAS7r2Cbcie1FPC/cAj/4P0LU+BhDUjxmPdmtx4uU6Cc+j3PEVcSLLz//nOJQFf4uZgv5uFAlQKOc4+GGVOSiAJLALqCslOyRdP0d1BjZuCGqTir+45WOLMwQP4kUjEUGc926mToqks9JnICHmmzbs+bHZHYbhzQNThOd7XMQeNSAxrq6eiEblOLV4NHivR7SzGvdktCkN3qm8FvhD3bJdQHnAz8NXAV8TXSmHtUIvmFwvSE2VOYPwPj/70/DGygfvYsl1CiBi/bDKwTH/cFPYKwLailRJ0IcLdfE+f50kEeFl06YmURCvEZz4yRuYN7NuQILF+Lvq7fyXc+xvx7l1PCYju4aRHeQj0F+HOjdEbHvlAorY7Nq5ZSLJzXcB3LN+3OWkJErxTUeet4fg7yXNKjXziqOHyGdc7lHthJi21w9kYDZ6bligZv1x3mc9IJDPjmEFALMC9s6JeipfmM7pdanmRUPbIZa4duWE6JicFz6zaK8FVbKaGFI/nOpSSpQw44jqSkfiMao8LBXzxeEqcmnWbqTHSnejzkVlcywXCAWPsaxj9WMTmKzctbv7oZKzYXSWymaYANo/lNSJranWWWnOkcCl9k5G5oe+mRA6ztRihb+qRwDF0PNfWXrb3CRPyRFKHjfIzlP4xv3M9zQ3nC48tkv6OlKaEu52WVH9np110VHYhoIS7XfbocjSHTbiXrQXWP9O+/5q9QEWokE1cEkCCPdQ48aGG6Y6ZX8KWvRVIf+93aA4EwxMcTia4+86pUYsvCY8nXABy0RIN4AZwrLMZY5Kb4HNclLYk4b3ARLQ6CRiR6ZHC8ftX41S8JxM76rOSFGZBH9Lt+4LZeCxwengsZoLDY7iAbnO9SLlIjfTICZSn1edNeOSfoYgATlTkvA4oX+JfjJHOgUM+CffgkrD8jDmwK8KdxWOMPE53Hy9OMjmBNHF0Rs+en5tJqBSXZaSGyAd4N8mJFSeblx03OlyklpIwnAyX1TTLZJGEOlMHSW4wEoL/LcpJwVEjM7od7dfd+xjo45RwH2gLRL++Eu522sXWUXWLcHeDkplVs+YlpDx9PeLQPmIvVvdG/3HAzZTrkew+VDPK8d5y2RXyvdjNR4WbLuT6cKcCNUhBfIhaZ3FVIc/hR5Wb3q7rRjcBvwtciOfcE/AH/69wrG8zMh0WY/WaV3CV0fJ+VLup2OaOQKFTjrhQEdYtKMJqd0K4dgbP4bjuaoteMP1E32pc5F+C4U5lp1vkNdYEx+L3uAwtrj9c08P424PzCI8g4GYw/VtdU5tEw7PeyQkhqYBnV+2VLCn6OsNlkGwhuU4ygiSCKcCal5qIWUWZ4tfoIzmXIInD4y+eUySf5aV7sgdDoSnhbqeVlYCw0y62jqq/CHcW/Pz3ir3YWFrTLtuIBDjJXb43R2alyHu0pKYRaYnxUvCU7++O7ZoTxsr7lzIuj7+3R7TSS2qa5F3NoB/2waxjow3O9R0LmZZUN4K64fQDXnYuj/XWk1zfMOJdZMBY0FTkUPzYvr9e1oZcLxofwf4ZgS51uHwOUhP84hdEp9yhRKZHZkcS7rwHfmb8yaGeh2iEO2VvIrObOch/fuEE7Ktpwucfeg8NzW2yPjVyNW1tXoBXpF8061KpKxLKyOL3xIDyNNmpibJe433y/ni2J2ETRGpCHFIS/aCUDgtzRzZmfdN+DDjLTE7A1OHpUr/kSGpKuNtpTfV3dtpFR2UXAkq422WPLkfTG8K9UzGT0n8jpan04DUqdwDVId3yYTOBZE+3m4TsxpIaIdc/GHkl4g+sQ/reNySind6fEx9OAsxuPhfS/4k/FbtRCDRV41wsRo6vAfHUcA+R3I1uPJ4MnIiquHz5jKT0sXHbcaK7HEESJ96UBDsD+diFAuSgFklOixAT64NjpFBbtGJsHAg/9wq3dR3ZyIkaC5sa3fhIoLsT4X4vLpb7jUwR7DQeQLQPGa1ATb1DDCd8eUOwc8LIKD42XoPV4klK5KYnyiSUE9gPdlXKpDgpztOm5/1wAnb7BbMEa0ZbULf9SJtk9eRPVAn3nqDVf8cq4d5/WB8JVzok4c6MrE3PA/s3yq22bngJ8SXL++226WUa3SSJPE9zDq0R375Uq5fWTjKcEez8juQ7o/JznBqJZc92aiVyvg1xIMFOqRfTqJX+p8An8U/3VNzh/z0W+pe1u2dTbJUf7nFzsdfNRybqkB4aY4sbh+ewoF0U3qZgEZ4Pzo+KHQn3ub5NyEU1ipwDIn/De2d0/m43X8b2f7hQIuuliHZI6sz4NBLo3CTn77lp3sKfRMfEgnQcO+ZgjRDON15dX4oDHeqejM1Lw1c/OllkYoSYifNhU1mdZMJFNvr2844ZIRvLQ60p4W6nxZWAsNMuto6qt4Q7I6hZrJNBS13Vl4i8Z6Phzvcpa1Tsr2sWwpobnobIphQl1xJGk5x9nz1jeAeiGThubA7mjs3BI+/uxHs7KrCjvEGkS/iybmwNynvbBFS1tgVECoYa4bye8RH0J12tk3huTko8khL8KKluEr9Fkpr1pvgdr0G/48mOAmkJfsksNqtA+p7keGY+e8eZ1hXhboKbzHEk3HmuFB/1Yrg61QxjJPqTN5yAeL8fP3p2LV5Ys88jySOivRiBT4me1mAwJG/mEylPkuPcIOCxGckJUmyUUmljclNl7UcZNdqBkmvszmw4MIuaGcu7KxplHT06JxXTh6dL7a0jvSnhbqeF1d/ZaRcdlV0IKOFulz26HE1PCXdOUJ5fs6+dtInPDeIM33uY7g+R7CTc68uA3Elhsp0DWLGrUtLy2D4ouhoZ5StRv+l1L5IgRFyTFJYo7KBHvi+PPxarnMk4t+0VFPq8iDhOEpiiyP82trShDqn4c/DjcBxqvjLNj1q1AUx0ipGMFuxyh+Es/zIURomoeyZwPLa6IzvhEy3KPBqInEwldEG48/qf8Het4b7SnYi3ndkyMWLNNzOZ6nhtr/BQvFyekf6s/B7ZzITOTET5HSd/JM05WSJpzpbod2QCRn2+yEa8uWFAO3AixtRP6viZNMJB8ijHdJhKuMcU3l53roR7r6Ebkid2SbjTmXzwZ7Tt/C9QvgWB+gr46/YiLhC7ItWR27iGKCBZzvZh8jUHCXc3fGyNmyrFStOdBumF0iylbo7Em0/37ZJIeDbKwDQjQX6rd5NRhVS8HJyHvwQ/jufivyFZWYyMN2MicS8ERojUp6QMpWwKnQqJfOfnzzinyoawJ93m4KG2j6LSyQj7a/Ow0c/PdjbhJN+qLp+/VsTjz74L5PreBjxELo5zA56fmxovZMCpUwuQ5PeJfztlcr4QQywIR6KdjRvNRxVl4eV1JSJfR/9WmJmMc2YOD2uyRw6CUZqUrmPNGEY/UmqOhdeHYlPC3U6rKwFhp11sHVVPCXeSuC+tK21X2JlR0R+dOkzqWXXVWDCVeugbS2rDsjIMpNpb1SBynIwKjyTc+S5mVvDI7JSwTAyJ4nV7a4Sg57ucGuIk/jkm07hO4XkMJAoXKo2SXfxh9qCufEZSHEpqqPnurUkTmeksZDWlQz1f6a2j/KIDbyLnud6ivBjXsh7h7qU9k7TnMSZgzGi783iTWSzFSzMSJVKdQU5c53IsJiiK1+S67cRJ+fjeOdNkDIz0/783tmN1cZUU+KZTJDE+dXgGJuanYnVxjXhhEvgGT2LGOzCFTtnP9SeNl3sxjdjSXhpQBSjh/mF/MQPzvfq7gcFdrzq4EFDCfZDYqyeEOyc6D7y1PWo0N2/37OkFmJLZBlTtBja/2A4Bpv2xwCb7qGgC/pF0CQrrN2BilaffflBJDuHJDj9blHw2HH88FjY/Jwt6kulGCkUI6pA0ykuBuVjvjomK+lncDPDt7NIiD7SdLTq2ka27hLtM1OJ8XWLycd+7mOLbI11HFqgpc7PwePA0+PxepCEnaibKPTKSb2RWshT5qaxvlgkdq8Ez2mPFripvYudAir7OHZuNtftqwmQ89RE/PrMQF80pEt11tknD0rChpBZLNu0PR2sQQp57YigNf5A8tv0+TCXc+x3ybl1QCfduwaQHhRDoknDf/S6aXvh/SNoXpQB4jNALSLFTRyRkDkbmef8y5HhXlzbnMnrdkPNeIdV4KaRK38lI8c3BkRL1PsXZDb/otQIlwWxUIl2IcdMYjf5I8Cwsjr8JiWhBokPNeo/WN/r1/I3XXRmcKKcx8j3HqZUCrO/EzQP30ktbk/FKcC72ITfcd8hNi/8jqQE3iMvxAjKd+nZRiPyehAQ14UtSpsj59GP0gdTt9QqjuiJHwMg76sgeqRrqMXrkut2tEu7dhqpfD1QCol/hHvQX6wnhzvXU3/67W6LTo7WLjy2STNtojaTwD55ZK4FYXuBOEBX1zUICs5EcH5aZJGsWysxwDUOtdboDRnGT6KZsCgOpWMyab/oDtV6UPKO4mXVL78XNVClUKlKZXr/Rsos/zHCMrmfUN+UxWauLfXN9lRznQ61Eh3uJVZSQIRneEmBQUoj4dx2kJ3mfmQh3EtvMlGI/UoMsJFPDLG02Ysv1HSVtPHLdK5jNbxmVbjK5mIE8LCMR3//kDOSneTrqbJRzWb67EpUNrTKu3NREzBmTHZb75DGbSmvxwpqSqLd+/PhczB/HzXdt0RBQwt3O50L9nZ120VHZhYAS7nbZo8vR9IRwN2mDXXXGqu5Xzh8tE5f4VY8ANR7RzLansgGbS+tQXt+MNxNOxOZgEWoamnFh0z/hD7Lyu3ecidamhm0+qrAZRRJJNwxV2BEsQBXSOknA8LylwWlYGpzebmiGNP+K/5+HtEa0c72xdJ2WaDo0Ee7RNNzNMdOcnZjt24rRCTWoCSZhdWA03g1Ohyu6gV6kPkn7lMQ4iVzISPSL3l5mSoJEYRiiPvImzj16BLKpWR/nC6d8MiV+2/56GTej1LO70Nnj5K+ysVWiK6hTyzFoOzQCSrjb+YQo4W6nXWwdVVeEe3DJHfC9dlu/DttEqZM0Ny1ahDupby7QjZa8IdOprO4VQ/WaIdxT4EXl87jdbgHK3GyMcUqQ6nhESpmbiQNuVviaLGzKDLH/OkfhJf9XRJudZDuj3NlIuCfLuQ4oP7PO9YqOm/Zw4ExUp40X/fltDUkSvedFA3oR6STFWd+OvsxE8vkaK7DQtxS5TrUcT+qB5Mv29Lk4/tRzpYge72tsLot2J2LVnuqQrAAk86pjlla/Gm4IXEwJdzuNrASEnXaxdVQfRriT+Oa7lWuB7QfqRL6FZDSjn5lJy+j01EQvKjovLRGXzi0Kv9Mj75kyMr94aQO2ltWJnAkDo6idLpmzzEzyOUJIszW0BhBg4FQH0Pi+Z5Yur2PkM3kIP2fEO9dJJMNNI5kt9bNCxVN7YgNmLlGOjLI5EsgVDMp90T8xwt0Q5vRdQqS7rmi2m2xsFusmSc7ocI4wMyVexsm1Go9paA5IIW+zIcwM5TOnFeLESXkoq6qXTYQ54/JkE5kZBZtKa5AY78e8MTng2i4y4r0n98Wgttc3loUz0HmdkyfnYfpwL9tMW3QElHC388lQf2enXXRUdiGghLtd9uhyND0h3F9aWyIR0h0bJyN09Jx0TZZK9MD43GR8zLcMLSVrZVJR2dCCnZUteKF1Nt5vHBFekI909uNC35KIWDuItus4XwnWBceg0UlCNmox2fHI+y3uSFQgI6Q9d3AkbwVnYFlwaruhkUemWu0X/U8f0hofBCdhSfCoDud6Ce0fppcumuc+nxSwiawkH9mZRDGkJohOHyexnMxyUsloEE702NKTWEQoG2NyU3DFscMQHx+PhIQELN60H8t3VYU3GXjc6VPzhYjQ1n8IKOHef1j35EpKuPcELT02knB3d7wFZ+t/gPr9wK63gfJQoe9+gsmLMG+vO0sSnbF8kSQ8o8r5Q+LbkOuNotXuA8l1I73ShES0hUh4E/W+VzTX85CFOmQ5dRK9XoocVLmerBh13ze7I/Co+zFU+XPxNTyMs5zOMmhpaJTaJyVuNkpcL3qdY1ocPBpv5l+O06cNkxoqJGw4DyiubAjp4FKfNhnnHjVCFv2sQZKeHI8J+Wl4c/MBrF+zHIlNpQhSnKbwaFx9yjRMU3Kgn57Ari+jhPuAmyDqAJSAsNMuto7qUIQ739NPr9wbHvq2/XXYF9I0Z8S5aSKrkujH3somkTGhz2K9jDmjs6ToJtd+PG/9vhpsLq0NRYh7dLqXucxodCdcM6OeEeRdAEbSmxuqXHcdqGsKH8fMKI6D0i6msU9+djgR7oyYZ/Q4SXKS+ozCL69rQXldc6ielS8cRS4b3QEXWclxyElLBKuI8DzWDeEYvLWiK9Hn3HTg+KiFnuD34bSpBTh5cr78u7GxUYj5pKTOBWP76jkya1HNAOseokq4dw+n/j5K/V1/I67XG4wIKOHehdXKyspw//33Y9myZWhqasKYMWPASdFpp502IHaOJNy3lNVJhHR5Qwsyk+KE1J0+4uDO+CvrSrFuX41UgufkjBMn7sozFXBXZQOqG1rDaXKcoEl19PgAilCG6rZ4bGjICMXMHbxVTlIyUI/Zvi0Y5zAdzsUs33bsc3OFPDAFd+Y6GyR1nnOa992pXgxeBBt+b9s5aED7CQzJcEbqfdn/5CGxXeZOxdvBGR3S280pB1MCI6VeRNbG5yCBP6FUwuY2ku5eeiILknoFSH1SrOZ/Thrv6QEmxkmkP4l2Eu4sIMTz81IT5fizZxaiKM0XJtxlCudCJnBMq4zU5BuQB2aIXlQJdzsNr4S7nXaxdVSGcE9c/CP43r1nwIYp2uRCrgvVHCYnKANDP2ei2fkFI9x5rCcf40XUMZqdn6XCK67KfzchnonsSERrWA7GEO70qywYXosUlLrZou/Of/N6iwKzsdE/SYrG5QQrcDd+igynoRM2ZcjGiuBEkYJh0fHFmIOdacfgljOnyGYy/duskZlCvlCLd/P+OhRmJAnRflRRZlSsSVTsLqtCSlI8RuSkD5g99MLtEVDC3c4nQgkIO+1i66i6ItypH/7w0vYymyTL1+6tFukTypxwrcLGul08nj6EEdMkkrkO4bqFEdss8Mm142sby6SmVqR0JrOX2OgbGLVNwtqLCu+6MRqc1zlQ52U+c9VHopprKa6DTDOEOwOYDhUY5Y0n5GND46G0C7XpGYnPSHQeMz4/DZnJcXJvH+yslGKsHmHtSdjwfpmB/L2F0yWqnnVFqIlOGZeOpD9rihwz6mAWWeTd9gfhbuvzaOu4lHC30zLq7+y0i47KLgSUcI9ij4qKCtxwww2or6/Heeedh5ycHCxatAgbN27ETTfdBJIB/d0M4f6fjfuxfl+tTLY4aeKkgxMcX6AZefuXAo2VKG/xY41/Jt7Yy4I3XlEWNkN8M5LBqJPIZy5EJoVaeYwkYDQEW6SCSceJ0ixnG87wLw/DYOROMt2asBb6DgyXNHlz3SWBWfjAndwJOnOdS32vYbhT0SW0TwVPxE53mHzP8fCanFwZsp/RAsSC2PCe430O8jMSUZCWJPI5LFDDSSJ18pZs3i9Fbsx95aYm4JazprTTz4tWeJbXPmlSnkS58/kwEe79/Tzo9aIjoIS7nU+GEu522sXWUdHH/vMn1yHhyWv6dYjGV0ZqtbdyQxlBkXAxjZ9JsbUIXXcS6SwkyqNIs/tcF/VIBCPahzmV4pO4Od0GjyChtropZro2OBbb3UI0u/HYj0yRZlvuThR19nJkYVOwCCVOHnJSEiRDKyXRj0kJ5bi6+e8Y37wWfrcNbU4CNqbOxT24FPtakyVjjf6RpMz/njkZZ0zzfGdvW0NDA/x+PxITD2rW9rYvPa9vEFDCvW9w7OtelIDoa0SP7P6iEe4kwd/ash8f7Kpqd/Mk2xmlTv11yqWQkCZBTs11EtNcTxmpExLMJLynFKbj5MkFWLm7SrJxvZLZRho0Ym3oOLIO5HkM1DpUMwVNS2s8DXcGN3k67p6+upcV5kgAEqVq6I/ChUoj1DEPypQevBo/i/P5UJDhSWlKXZE4nxTHPn1qQXizgJsCxVWNErHfFgjKOm/myEx85YzJQrpHNl57dXG1bCRwPDOGZ4Q3K6LdpxLu9v3NKeFun004IvV3dtpFR2UXAkq4R7HHb37zGzz33HO47bbbMH/+fDmCRN6NN96IkpISPPLII0hP798oLxLudz34DzzxwV4s2lCGHeX14UTAeUnF+HzgUaQ5niasjNf14W+BM/Cie7z8zgmMIb5N1fjIzzhJY9EzRsWbAjo8r6uipPN96/AR3/rw9TzC3RWdV6bFj3VKUe5kYi/yURNIxJLgLGx0R0d9+s01qPz+Kf8iiRwMz8c42QpJ1DwfPD68ecCJFyPSWbiGEylO9Dz9vgDy0hLAKPakeB+ykxPwsZmFnQrRMHJ98cb9UtyGUf6nTSmIGpXOPrnBwQkkif0ZIzJADXw2JdztepmZv1NmpPT336d9SNg1IiXc7bKH7aMh4f7vhRXwla3t16EykpxSMYxoZzQ6Ce8GN0lkYlKdpnDhU1Ll/M7TT3clpp2yL43wyGjKuLCP/wangdHrC33vosCpar+LLYVOA6h3E7EoOFskZUx7LzgVSzFTfiXZUJCehIvnFMmGMTeKKefCyDwS6huLK9DUUIuUtEzMGp0r2VtLNh0I69hSG5bnH25Twv1wEez785Vw73tM+6JHJSD6AsWh04ch3FPSM/Hg2zuEFGfbX9skspbHjM4WspmNmbfvbDsgBDMbie+6pjZUN7JQp1djg8eSfKeEJhsDs64+YSyWba/Au9vLw+soU5sqHIzlAKNzUiWafH9t9KKsxiqGcKfUiynCSpkZRptXN7ahvrlVCHCjCc9NAUa5RzZuBmQkJ6C2sQWtoUApytKMyknB7NHZ2F3RIH6MJP6Cibm4fN5oidLnsbxHrsd4vbKaJuyracLwjCQUZBy+r+MYlXC37+9PCXf7bMIRqb+z0y46KrsQUMK9gz2CwSAuvPBCiWp/4IEH2n37wgsv4Fe/+hW+9rWvgQR4fzZe79rb7sXtL2xEbZNXUZ6NBUvvjLsH8U4gakT6bwKXgFIskeQ6z+MkpeNnI7KSpBBNJOEe7TieP9Ypwfn+t8LjMCR+pD768zgRu1CI1iC6jGzgBNGLUHfh9/kwzF+Lk3yrMcFfKn0zam9Pxmzszz4GiX4/2lyPSJ9UkIas5ASU1BzcZDi6KEsmasVVDZJmSK2/8fmpspEQi6aEeyxQPbw+NcL98PCL1dlKuMcK2SOzXxLuz8x5w6vE1o9tdXA8Up1GFDkHJFKdBHyNmyJEe45TEy5U6pHxPolX579bEI/iYK58Rt12RrrvcfPww9ar5Mj5vvW4wr8Ik/17ImRoHFQ4WdjiFmFjWyH8ThBlbg4qc4/FyMmzRfKFvp6FtT95zEghFwayKeE+kOhHv7YS7vbZhCNSAsJOu9g6KhLuf7j7HtyxuBi7Kg7KhFEixmQynzltmEiDrtpThXV7qyUbmY3EN8l2yrhI1pWPkeBepq9Zj5F2v/7EcVixpxrvbiuX4CR+ZjKTeZwJfJpckC4R7l5QV9ctKyUBaaFCrTw+Jd6PzJSEMEFOMn1Xeb0EQXFcjCqnJCdrgzBaXeQ+HQcjMpNx/uyRUjeE4+DmwFnTC2Wdx2h0RtrzHkm692dTwr0/0e7etZRw7x5O/X2U+rv+RlyvNxgRUMK9g9V27dqF6667Tgh1EuuRzXxHMoDSMv3ZOJ7si36A/+5oL7nCRfy5vrdDQ/EmMGwmTW+fm4NvBr8kWuRGp4/fRyPSh7NYaDP1yg+mEnrHeZHr7ZuLq/0vI9upk485mTLcCCdNVUjH38BNCe9TTv48rXavPx7PCRs1ZZkWGQy6Eg3xkfG5IHHO++REc0phBk6elIexeWkyyWxsDWBEVjJG56SEh8OxGVmZ/rSJEu79iXb3rqWEe/dw6u+jlHDvb8QH9/X6g3DvXBDOwcuBuUhxmjHT2ShuYnEAACAASURBVIY4J4g21xeuOcKCpMlOiyivlwZzJIq9CQkiF0OS3RQpJfKlbhZ+1na51DgRfwsXn017B58orEQBKuAGAnCSM5FYMBHvZ5yJRfsS0NQWQFF2Ck6bki+SZbY1JdxtswighLt9NuGIlICw0y62joqE+zlf+hFe3NhePobBT6wfxTYuLxVzxuRgxe4qbCmrDd8KtdnLaptR2RCSAoUnKRNJuHPxde2CcVhTXI13th6IiHD3EqW5ucxIchLwM0dkyvpwxZ4qWZdFa1y/TcxPk+MYaX7ZcaNx3jEjsLGkVqQ7uW6L8ztC7r+/q0oi5meMyMSc0dmyVmPRbq77GBTFSHbKztjWlHC3zSKAEu722UT9nZ020VHZh4AS7h1ssnz5cnzjG9/AlVdeiauvvrrdtyRYzz//fBx//PH48Y9/3K/WJOG++/ivdipk8//8D2G672BRnWgSMFcHb5XIAU7ATOtIpHO6wwh3pv0xlVCq1kt6oiOFRUWjL3SyIfXzUYkLfG8g1dciZDkbafeU1DS8nnQGVlcnCfGfl56AG06dKFENy3dXyURrUkE6zplVKET+hpJa6T8/LRETC9L6FdfDuZgS7oeDXmzOVcI9Nrgebq9KuB8ugkPr/P4g3EmYe40lTD2S/LEAi6K7OMm3BsOcipAKrXcUi6Iy0p1R7CVujnzWAj8Wu3NQEj8KI1EmcjQHnBzszl2AaSNzhVig3xyRmYQLjx2JeSllQL2XvQV/AjByLuCPHxTGVcLdPjMp4W6fTTgiJdzttIutoyLhXvDJr6G8sb3kCsdbWtMkayau7S46dhQ2ltYKcc61VUF6osiKMRuKWuYMZvI7LJbKCHKEJVwYHX7tieMkCv5v7+6S/sQFRUQqcS3GoqezQoWz91Y2Ym9No6wdI3XWk+L8uP6kcfj0/LEiWUNZT17zSGtKuNtnUSXc7bOJ+js7baKjsg8BJdw72OSdd97Brbfeis9+9rO44oor2n1LMm/hwoWYPXs2fvGLX8h3999/f79Y9bHHHsPWuV8J67Cbi3437lHM8m2PGEPHsm/Ala3flQmTl9jnNTPPkggGEutwkR7vTcIa2hy0BD2pF3McVW05mYtsDEqYkNyAjyaug9PWKF9lJCWiNbUICXGMsPBqzsf3byZgv9iDF2lpaZEicvzRZgcCnJCRhNDCfnbYw4yCuvq0idmss2t0g3s0ycnJnXxVrO7owQcflCijWLcnnngCL8x/p88lZWQjOVT9hMQ5W9B1sB9ZuKPtUjS6CVLKlN8t8K3GZH8JktAsjqzZn4zmxGF4JngCGpo8f9eSNAwTM4CqtjhUtcaJv0v3BzAtvQn0jwGvJjnijgA+gvMf/v3GxXk1TLQNPAKUQKRd1N8NvC0iR9Dc3IyEhAT1dzEwS3x8PK666qoY9Ny5S9br4twl1u2pp55C7ZyrAF/ndyv9R0PAhzbXwVHpjahs8aMu6G+Xddwc9OFAC+tYeYFSzM7yfBvgOg6y4towLc3TZN/dGI89TfFynFnT0RMm+II4ObcBfsfbgE7zB1DcHI+VNSloCnoOLMnn4piMenwkq/6If7bV38X6qe95/+rveo5Zf5yh/i62KFN1Q9vgR0AJ9w427GmE+9///vd+eQqoJ9940pdR3MAYuoPtU/7XcUGElrq3vGfzJkg7ggX4XuB/QpMvlnGjrAsnZRHHuS5S4lzEhYhxkgM5CUHUtDpoCHj9ZCe4mJzeJpO++jZPPiY1LoiJaW0Ym9Y5KqNfQBngi3BC5vP5lHAfYDtEXp4TMhLuXOxqswcBLlqTkvqmmJU9d2XHSIgrM6/6oz3++OP9Qrj/5S9/wfPHLYXji57S3pN7ZQ+mDDcLnTI6fb+bhTynRiRj1rjj8HjcJ/HfllFoDngkRFa8i4tGVGFB/GYkt5YLAd+ckIsDKRMRdIYm4az+ridPXf8cq/6uf3Du6VWUgOgpYt0/nht+F198cfdPOIwjn3zySdCWsW6PPvooMk76DPa1eEW3o7UUv4vzRjai1XXwQWWC+KnaVp9XttsFylt8ONDMHCxHSHMuBX0OA6lcTMsIyMqQ5wxPDqIpALxfkYC6Nm99V5gUxKnDmjEiufNaringYE+Dd1xRiosk/+H75Fjj2Rf9cx3BphvMfYFm3/TB55eBbrrB3Dd49lUv6u/6Csno/Vx22WWxvYD23i8IKOHeAWabNdz/5yf/h289uUZGzAkWRV4ynQbc6f8DUp3mdkVTeQyjG+5wr8Qad7ycw7TCo4oyw8XYKAPDgmxfOWMymtsCYIEeFqxhkdGphemoamgVrcD4OD+mDkuTgj1MRdxd2QgWxOFxkSmJ/fLEWnQRlZSxyBihoaikjH024YhUUsZOu9g6KkrK/Oum+Yh/+45eD5G0wOLgsSDJPsnZLdHrL2M+KmZdj7zcfJRXVYPRkpNG5OCiY4skdZ5auPSTeWm6YdcReJWU6fWjGLMTVVImZtAeVscqKXNY8A25kykp88X/90vcu3Rfl/f+2QXjcNb0YfL9ptI6vLCm/bEkI+m/SqqbUFHfgvg4H6YXpuPqBeMwPi81ar8sSso1XH8XJB0MBlZJGfuspJIy9tmEI1J/Z6dddFR2IaCEewd7MGLowgsvRG5ubie5mBdffBF33nmnFFOlpnp/Nl7v+eefx83/WNVpojXOKcHNcf9CPsrDQwr6k5D3sW/g7cB0lNY2ITXBj7ljcnDcuBwhFljVnprqqYlDM1qvL2ynhHtfoNi3fSjh3rd49lVvSrj3FZJDox8S7v/4xz+Q/NilwM43Ot10wPXBcUile60WqSg7/lY0HNiJkj3bkJyWhbRpH8WUEy/Asyv3oqyuWTaJT55cgOnD04cGiH18l0q49zGgfdCdEu59AGIMulACIgagHsFdknD/4x//iJe21OHplXs73elxY3Pw1TMnt/ucAVIb9tWiurEFyQl+DM/0AqUYjEUinQFVNhYjHSxmVMLdPksp4W6fTTgi9Xd22kVHZRcCSrhHscevf/1rIbdvv/12zJs3T47gwuZLX/oSiouLwfS/9PT+XbQbwp164S+u2YdX15dJ8ZwxuSk4aWI+PjV3JPZvXIqGyn2IT0pD4YyT4UtItutpO8JGo4S7fQZVwt0+m3BESrjbaRdbRxUm3JOT4b7+CzSteBLJTgOCrh++2Z9C4KRvYM17izG8fgMO+PNRNPccZKSoZFEs7amEeyzR7V3fSrj3DrdYn6UERKwRPrL6N4R7Tk4O1u6twQe7KlFS3Yi8tETMGJEpgVLa+hcBJdz7F+/uXE0J9+6g1P/HqL/rf8z1ioMPASXco9isvLwcN954I0ioUhuXk6BFixZhw4YNQrqfd955/W7pSMK93y+uF4yKgBLu9j0YSrjbZxMl3O20ic2jiiTcbR7nUBqbEu72WVsJd/tswhEpAWGnXWwdVSThbusYh9q4lHC3z+JKuNtnE/V3dtpER2UfAkq4d2GT0tJS3HfffXj//felSv3o0aPBSdHpp58+IFZUwn1AYD/kRZVwt88mSrjbZxMl3O20ic2jUsLdPuso4W6fTZRwt88mSkDYaRObR6WEu33WUcLdPpso4W6fTdTf2WkTHZV9CCjhbp9Noo5ICXf7DKWEu302UcLdPpso4W6nTWwelRLu9llHCXf7bKKEu302UQLCTpvYPCol3O2zjhLu9tlECXf7bKL+zk6b6KjsQ0AJd/tsooT7ILGJEu72GUoJd/tsooS7nTaxeVRKuNtnHSXc7bOJEu722UQJCDttYvOolHC3zzpKuNtnEyXc7bOJ+js7baKjsg8BJdzts4kS7oPEJkq422coJdzts4kS7nbaxOZRKeFun3WUcLfPJkq422cTJSDstInNo1LC3T7rKOFun02UcLfPJurv7LSJjso+BJRwt88mSrgPEpso4W6foZRwt88mSrjbaRObR6WEu33WUcLdPpso4W6fTZSAsNMmNo9KCXf7rKOEu302UcLdPpuov7PTJjoq+xBQwt0+myjhPkhsooS7fYZSwt0+myjhbqdNbB6VEu72WUcJd/tsooS7fTZRAsJOm9g8KiXc7bOOEu722UQJd/tsov7OTpvoqOxDQAl3+2yihPsgsYkS7vYZSgl3+2yihLudNrF5VEq422cdJdzts4kS7vbZRAkIO21i86iUcLfPOkq422cTJdzts4n6OzttoqOyDwEl3O2ziRLug8QmSrjbZygl3O2ziRLudtrE5lEp4W6fdZRwt88mSrjbZxMlIOy0ic2jUsLdPuso4W6fTZRwt88m6u/stImOyj4ElHC3zyZKuA8Smyjhbp+hlHC3zyZKuNtpE5tHpYS7fdZRwt0+myjhbp9NlICw0yY2j0oJd/uso4S7fTZRwt0+m6i/s9MmOir7EFDC3T6bKOE+SGyihLt9hlLC3T6bKOFup01sHpUS7vZZRwl3+2yihLt9NlECwk6b2DwqJdzts44S7vbZRAl3+2yi/s5Om+io7ENACXf7bKKE+yCxiRLu9hlKCXf7bKKEu502sXlUSrjbZx0l3O2ziRLu9tlECQg7bWLzqJRwt886SrjbZxMl3O2zifo7O22io7IPASXc7bOJEu6DxCZKuNtnKCXc7bOJEu522sTmUSnhbp91lHC3zyZKuNtnEyUg7LSJzaNSwt0+6yjhbp9NlHC3zybq7+y0iY7KPgSUcLfPJkq4DxKbKOFun6GUcLfPJkq422kTm0elhLt91lHC3T6bKOFun02UgLDTJjaPSgl3+6yjhLt9NlHC3T6bqL+z0yY6KvsQUMLdPpso4T5IbKKEu32GUsLdPpso4W6nTWwelRLu9llHCXf7bKKEu302UQLCTpvYPCol3O2zjhLu9tlECXf7bKL+zk6b6KjsQ0AJd/tsooT7ILGJEu72GUoJd/tsooS7nTaxeVRKuNtnHSXc7bOJEu722UQJCDttYvOolHC3zzpKuNtnEyXc7bOJ+js7baKjsg8BJdzts4kS7oPEJkq422coJdzts4kS7nbaxOZRKeFun3WUcLfPJkq422cTJSDstInNo1LC3T7rKOFun02UcLfPJurv7LSJjso+BJRwt88mOiJFQBFQBBQBRUARUAQUAUVAEVAEFAFFQBFQBBQBRUARUAQUgUGIgBLug9BoOmRFQBFQBBQBRUARUAQUAUVAEVAEFAFFQBFQBBQBRUARUAQUAfsQUMLdPpvoiBQBRUARUAQUAUVAEVAEFAFFQBFQBBQBRUARUAQUAUVAEVAEBiECSrgPQqPpkBUBRUARUAQUAUVAEVAEFAFFQBFQBBQBRUARUAQUAUVAEVAE7ENACXf7bKIjUgQUAUVAEVAEFAFFQBFQBBQBRUARUAQUAUVAEVAEFAFFQBEYhAgo4T4IjaZDVgQUAUVAEVAEFAFFQBFQBBQBRUARUAQUAUVAEVAEFAFFQBGwDwEl3O2zSXhEzc3NePjhh7Fo0SJUVFQgLy8PZ511Fi6//HLExcVZPPLBPbRgMIg333xTfjZu3IgDBw4gKysLEydOxKc//WlMnjw56g2+8MILePLJJ7Fnzx6kpqZi/vz5uO6665CdnT24AbF09GvWrMFXv/pVGd0PfvADLFiwoNNIecyDDz4odnQcBzNmzMC1116LSZMmWXpXg3NYgUAAzzzzDF5++WXs3r1bsB4xYgTOOeccnHvuue1uqqysDPfffz+WLVuGpqYmjBkzBpdeeilOO+20wXnzOuo+QUD9XZ/A2ONO1N/1GLIBOUH93YDAHvWiPfF3+l6zx242jUSfi4Gxhvq7gcG9p1dVf9dTxGJ3vPq72GGrPQ8dBJRwt9TWruviW9/6Fj744AOceeaZQvLSAS1evBinnHIKvve971k68sE/LG5ufOpTn0Jubi6OPfZYFBQUgCTh66+/jra2Nnz3u98VG0S2Rx55RIjdmTNn4uSTT5bj//3vf8u5f/jDH4SA19Z3CLS2tuILX/iC4EzSNhrhvmLFCvkb4kbVJz7xCZhJQ11dHX79618r6d5H5qAtbr31Vrz33nuYNm0apkyZgqSkJOzbt082BmkD0/i3dcMNN6C+vh7nnXcecnJyZEORGyI33XRTJ3K+j4ao3ViOgPq7gTOQ+ruBw767V1Z/112kYn9cT/ydvtdib4/BeAV9LgbOaurvBg777l5Z/V13kYr9cervYo+xXmFoIKCEu6V2fu2113D77bfjkksuwec+97nwKO+66y48++yz+PnPfy5ksLa+R4Bk4PLly3HCCSfA5/OFL7BlyxYhBRnt/uijj4Y/J+l79dVXC4H7m9/8JnwOCfqf/OQnuOKKK/DZz3627wc6hHt86KGHJJuAEdR///vfoxLujGTn5JrR1Nw8YSspKcH1118v2Qq0lbbDR4AbTdxwYrbBwoULD9khMX/uuedw2223SQYIGyd0N954o9iG/aSnpx/+oLSHQYWA+ruBM5f6u4HDvrtXVn/XXaRif1xP/J2+12Jvj8F4BX0uBs5q6u8GDvvuXln9XXeRiv1x6u9ij7FeYWggoIS7pXZmBPu7776Lxx57TKJATdu7d6+Qu4x6/8Y3vmHp6I/cYd18881Yu3atRK+npKTIjT7++OO49957JesgMvKdUSyUoKG8BolEbX2DwK5duyS6/Stf+QpqamoE+44R7ps2bRISl3Im3CSJbD/72c/wn//8B5zUFRYW9s2ghmgvzC6gHMysWbNkc4lZBA0NDUhLS5PnPrIxlffCCy+U99kDDzzQ7jvKMf3qV7/C1772NXzsYx8bomgO3dtWf2en7dXfDbxd1N8NvA3MCHri73iOvtfssZ1NI9HnwiZrHByL+ruBt4v6u4G3gfo7e2ygIzlyEFDC3VJbMrKdsgwkBTs2fpeRkSGRu9r6F4FrrrkGlZWVeOqpp8KEIqN1KfVDUp0SMpHNfEdSnpHx2g4PAW5i3HLLLdIJCdonnngiKuFOPfHf/va3sinFzanIZr7ruEFyeCMbmmdTh/073/mO1CrgZuCrr74qEesk3Flvgp8nJCQIOJxI83cS6iTWI5v5LtoGydBEdmjdtfo7O+2t/m5g7aL+bmDx73j1nvg7nqvvNbvsZ8to9LmwxRLtx6H+bmDtov5uYPFXf2cX/jqaIwsBJdwttCejRM8++2yJGiWp2LExupfk1tNPP23h6I/cITEqmtHRjNL94he/GL5RSmlQX/+ll15qJ0HDA+655x7861//wt13362a4X3waFBO6fe//z3++Mc/YuzYseHsgo4R7iYN7pe//CWOOeaYdld+++238f3vfx+f//zncfHFF/fBqIZuF3y2+YxnZmYiPj5eah9wM5BySu+8847IMv3whz8UgCjTxA2QK6+8UrJ0IhvTfM8//3wcf/zx+PGPfzx0AR2Cd67+zk6jq78beLuovxt4G0SOoCf+Tt9rdtnOltHoc2GLJdqPQ/3dwNtF/d3A20D9nV020NEcOQgo4W6hLSnJwIKC1GinVnvHRokMFhkkwautfxDYvHmzRFabIqjMPjCN5Pv27dvx4osvdhoMsxCoMc4inSyoqq33CJSXl0uENAugUoedzcj5dCTcScj/85//FJ32GTNmtLsoi3t++9vfBqNZKPmjrfcImGLBLI765z//uZ1Ezze/+U0p+sxMAxZTJQHP4qqsZ8C6BpGNUfHUf589ezZ+8Ytf9H5AeuagQ0D9nX0mU3838DZRfzfwNug4gp74O32v2Wc/G0akz4UNVmg/BvV3A28T9XcDbwP1d/bZQEd05CCghLuFttQICLuMsnXrVnz9619HamqqZBzk5+e3G6BGuPePvRgpTW12bmKYDY+uCHeNcO8fmxj858yZI9kfkW3RokX46U9/Kpskl112mUa4949JBt1V1N/ZZTL1d3bYQ/2dHXaIHEVP/J2+1+yznw0j0ufCBiscHIP6Ozvsof7ODjuov7PPDjqiIwMBJdwttaNq/NlhmC1btogMBsn2O++8s5NGO0epGu6xt9WKFStk04PZBPPnzw9fkFkFzCBg1gczQpiBQGkT1XCPvU14BUrHsFhqtCLOK1euFK12vss+97nPqYZ7/5hkUF5F/Z0dZlN/Z4cd1N/ZYYeOo+iJv+O5+l6z044DPSp9LgbaAt711d/ZYQf1d3bYQf2dnXbQUR0ZCCjhbqkdTRX7f/zjH8jOzg6Pct++fbjqqquiElyW3sqgHRajqSmLwQKQXZHtvDkT9dSxCCcLwFCvmo2pyNp6jwDlk+64444P7YBSMhMmTJBI+BtvvBHRinBSponFPf/6179i+PDhH9qnHtA1AiUlJfjMZz6Do48+upN9XnnlFZGHIdnOBWYwGJT6B7m5uZ0KPnPjhH9jJOhZVFXb0EJA/d3A21v93cDbwIxA/Z09togcSU/8Hc/T95qddhzoUelzMdAWgKwRdH038HbgCNTf2WGHjqNQf2enXXRUgxMBJdwttZuRY2ARQqNXzaFSD5nRu5RvoIyDttggsH79etH5ZgFIEr2MnO6qlZWVySbIlClTRKvd5/PJoYsXL5bo98svvxzXXnttbAY6RHotLS2VugUd29KlS0Fi99JLLxX8+TfBbAQ2aoVXVlbigQceQE5OjnzGfihxQlL+rrvuGiLoxfY2WduARYNZPJW4sjFt+uabb8aGDRtw3333YcyYMfI5/z6ef/553H777Zg3b5581tbWhi996UsoLi7Go48+ivT09NgOWHu3DgH1dwNrEvV3A4t/x6urv7PLHpGj6Ym/0/eavXYcyJHpczGQ6APq7wYWf/V3duF/qNGovxs8ttKR2o2AEu6W2ofRoNx9Z6oV5RpIJq5duxavvfYaTjrpJCk+qC02CBw4cEBIWRY3OuecczpptvOqjJwmGW/aQw89JBHTs2bNwsknnwyS8E899ZSc+4c//EGi5LX1PQJdabjzSsuXL8e3vvUt2SxhoVX+TT399NOoqakR4nfy5Ml9P6Ah2CM1MFnHgBtN/LsgYb5kyRLZILnooovwhS98IYwKCyMx86C+vh7nn3++bIRw8UlinqQ7i0VrG3oIqL8bOJurvxs47Ht6ZfV3PUWs74/vib/T91rf438k9KjPxcBZUf3dwGHf0yurv+spYn1/vPq7vsdUexyaCCjhbrHdm5qaQCKXJDsjdfPy8oR8Z8Q0daq1xQYBOphIkjDaVVi4c/To0e2+eu6554RkZ6RuSkqKaI2TuDfR1bEZ7dDu9VATMiKzatUq2Qgx0fEzZsyQbAMl2/v2udm+fTtYqJa67c3NzRg1apSQ7/zp2Bi9yaj3999/H3zH8e+IGQqnn3563w5KextUCKi/Gxhzqb8bGNx7c1X1d71Bre/P6Ym/0/da3+N/JPSoz8XAWFH93cDg3purqr/rDWp9f476u77HVHsceggo4T70bK53rAgoAoqAIqAIKAKKgCKgCCgCioAioAgoAoqAIqAIKAKKgCIQAwSUcI8BqNqlIqAIKAKKgCKgCCgCioAioAgoAoqAIqAIKAKKgCKgCCgCisDQQ0AJ96Fnc71jRUARUAQUAUVAEVAEFAFFQBFQBBQBRUARUAQUAUVAEVAEFIEYIKCEewxA1S4VAUVAEVAEFAFFQBFQBBQBRUARUAQUAUVAEVAEFAFFQBFQBIYeAkq4Dz2b6x0rAoqAIqAIKAKKgCKgCCgCioAioAgoAoqAIqAIKAKKgCKgCMQAASXcYwCqdqkIKAKKgCKgCCgCioAioAgoAoqAIqAIKAKKgCKgCCgCioAiMPQQUMJ96Nlc71gRUAQUAUVAEVAEFAFFQBFQBBQBRUARUAQUAUVAEVAEFAFFIAYIKOEeA1C1S0VAEVAEFAFFQBFQBBQBRUARUAQUAUVAEVAEFAFFQBFQBBSBoYeAEu5Dz+Z6x4qAIqAIKAKKgCKgCCgCioAioAgoAoqAIqAIKAKKgCKgCCgCMUBACfcYgKpdKgKKgCKgCCgCioAioAgoAoqAIqAIKAKKgCKgCCgCioAioAgMPQSUcB96Ntc7VgQUAUVAEVAEFAFFQBFQBBQBRUARUAQUAUVAEVAEFAFFQBGIAQJKuMcAVO1SEVAEFAFFQBFQBBQBRUARUAQUAUVAEVAEFAFFQBFQBBQBRWDoIaCE+9Czud6xIqAIKAKKgCKgCCgCioAioAgoAoqAIqAIKAKKgCKgCCgCikAMEFDCPQagapeKgCKgCCgCioAioAgoAoqAIqAIKAKKgCKgCCgCioAioAgoAkMPASXch57N9Y4VAUVAEVAEFAFFQBFQBBQBRUARUAQUAUVAEVAEFAFFQBFQBGKAgBLuMQBVu1QEFAFFQBFQBBQBRUARUAQUAUVAEVAEFAFFQBFQBBQBRUARGHoIKOE+9Gyud6wIKAKKgCKgCCgCioAioAgoAoqAIqAIKAKKgCKgCCgCioAiEAMElHCPAajapSKgCCgCioAioAgoAoqAIqAIKAKKgCKgCCgCioAioAgoAorA0ENACfehZ3O94yGMwOc//3ls27atRwgcddRRuPPOO3t0jh6sCCgCioAioAgMJAJ33303nnzyyR4P4ZVXXunxOXqCIqAIKAKKgCIwUAiovxso5PW6ioAioAgcGgEl3PUJUQSGEAI///nPsWfPnnZ33Nraiq1bt8pnkydPhs/na/f9pEmTcNNNNw0hlPRWFQFFQBFQBAY7Av/617/w2muvdbqNLVu2oK2tDSNHjkR6enqn73/3u98N9lvX8SsCioAioAgMIQTU3w0hY+utKgKKwKBCQAn3QWUuHawi0PcIlJSU4DOf+Yx0zGjAtLS0vr+I9qgIKAKKgCKgCFiAwKc//WmUlZXhBz/4ARYsWGDBiHQIioAioAgoAopA3yOg/q7vMdUeFQFFQBHoCQJKuPcELT1WETgCEVDC/Qg0qt6SIqAIKAKKQFQElIDQB0MRUAQUAUVgKCCg/m4oWFnvURFQBGxGQAl3m62jY1ME+gGBDyPcGxoa8NRT3oC8AAAAC9dJREFUT+GNN95AcXGxpOIPHz4cp5xyCi6++GKkpKS0G+Vf//pXPPTQQ7jmmmtwzjnn4MEHH8TSpUtRXV2NvLw8nH766bjyyisRHx/f7rxf/OIXoHbud77zHZx22mmd7vy+++7DY489hs997nO45JJLwt9HXu/ss8/GX/7yFyxbtgwVFRVy3PXXXy/H9vQ++gF6vYQioAgoAopAPyNwKAKip35i5cqV+NrXvobZs2fj9ttvx+OPP46XX34ZpaWlSE1Nxbx583DttdeK74ts6u/62eh6OUVAEVAEhiACh/J3wWAQixYtEp9FqTX6v5ycHMydOxdXXHEFCgsL2yGm/m4IPkB6y4qAInDYCCjhftgQageKwOBG4FCEO7/71re+JUQ7tW4nTpwoRPmmTZtQVVWFsWPH4le/+lU7HVxDgJNsJ9He1NQk57W0tMh5gUAAJ510Em699dY+JSAWLlyIt99+O3w9bgyQBCHZ0Zv7GNxW1dErAoqAIqAIREOgKwKiN37CEBCzZs1CXFwc1qxZg3HjxgnZTn9XX18vpMWf/vSndpvTh0u4q7/TZ1sRUAQUAUXgwxDoyt+xftcPf/hDvPvuu7Ku4zotOzsbO3fulDUffdjPfvYzTJ06NXwJ9XcfhrZ+rwgoAopAZwSUcNenQhEY4gh0Rbgz8uHGG2+UqIdzzz1XIsuTkpIELZLod9xxBxYvXowzzjhDSHnTDOHO30899VR89atfDRMNGzZswC233AJO9O655x6Z4Jl2uAQE+znxxBMl2pATRTbeA1tv7mOIPxZ6+4qAIqAIHJEIRCMgeuvvDAFBoMaPH4/vf//7GDFihOBWWVmJ//3f/8Xu3bvxhS98ARdddJH6uyPyidKbUgQUAUXATgS6Itzvvvtuqds1c+ZMfPvb30ZBQYHcgOu6eOKJJ3DvvffKZjGzlP1+v3yn/s5OG+uoFAFFwG4ElHC32z46OkUg5gh0Rbi/+eabEv0wZcoU/Pa3v4XP52s3lsbGRim2WltbK5MzRsCzGcI9Pz8ff/7zn5GYmNjuvJ///Od49dVXO0nDHC7hTpKdUjZmHOaivb2PmAOvF1AEFAFFQBHodwSiERC99ROGgHAcB3/84x+FdI9sL774Iu68807Mnz8ft912W/gr9Xf9bna9oCKgCCgCQw6BaP6Om8GUjGFWFmU4KSPTsZGEf++992QdeMIJJ8jX6u+G3OOjN6wIKAJ9gIAS7n0AonahCAxmBLoi3CkV88ILL+C6667DZZddFvUWv/e970k6ItMO58yZI8cYwv1jH/uYRJt3bH//+99x//33S7Qfo/5MO1wCgrrv1H/v2Hp7H4PZpjp2RUARUAQUgegIRCMgeusnDAHBSEBu+HZs69evx0033STZXMzqUn+nT6UioAgoAopAfyEQzd/95z//kXUbtdp/+tOfRh0K65Ewyv3yyy8XaU429Xf9ZTW9jiKgCBxJCCjhfiRZU+9FEegFAl0R7l//+texYsWKbvUYWejUEO5XXXWVRMB3bM8884xEzH/yk5/El7/85T4jILgpwM2Bjq2399GtG9eDFAFFQBFQBAYVAtEIiN76CUNAHH300SKz1rHt2rVL/NKYMWPAwt+mHe4Gs/q7QfXI6WAVAUVAERgQBKL5u4cfflgi27vTWI/r5ptvlkPV33UHMT1GEVAEFIH2CCjhrk+EIjDEEeiKcKf27KpVq6TAKYujHqpRO92k0hvC/ZprrgEneh1bbwl3Rlow4oJa8pdcckm42w+7Xm/vY4g/Fnr7ioAioAgckQhEIyB66ycMAcEC3STRO7beEu7q747IR09vShFQBBSBfkUgmr8z66bJkyeL3NmhGrOzOkrKqL/rVxPqxRQBRWCQI6CE+yA3oA5fEThcBLoi3JluyLRDRqkzWr277cMI8K4I91//+td4/vnnpcjqwoULO13uxz/+MZYsWdJjwr2399Hd+9XjFAFFQBFQBAYPAtEIiN76id4S7urvBs/zoiNVBBQBRWCwIhDN31EulDJqRx11lNQY6W5Tf9ddpPQ4RUARUAQOIqCEuz4NisAQR6Arwn3RokWi7Tdy5Ej86U9/6lT8tCvYeku4U/+W515wwQW44YYb2nVfX18PRsxXVVX1mHDv7X0M8cdCb18RUAQUgSMSgWgERG/9RG8JCPV3R+SjpTelCCgCioBVCETzd2VlZRJM5ff7pdj36NGjuzVm9XfdgkkPUgQUAUWgHQJKuOsDoQgMcQS6ItwDgQC++MUvYvv27ViwYIEUfutYyb64uBhLly6VAqim9ZZwX716NW655RakpqbiN7/5TVjGpq6uDr/85S/x9ttvyyV6KinT2/sY4o+F3r4ioAgoAkckAtEIiN76id4SEOrvjshHS29KEVAEFAGrEIjm7zjAu+66C88++6zUF/nmN7+JSZMmtRt3bW0tXnvtNVn/5ebmynfq76wyrQ5GEVAEBgkCSrgPEkPpMBWBWCHQFeHO6/G77373u6AObWJioui0FxQUgBOx0tJSkHDPysoSbfXDJdx5PouvLlu2DPHx8ZgyZQocx8HWrVuRnp4OFqV7+eWXe0y49/Y+YoW39qsIKAKKgCIwcAh0RUD0xt/1loBQfzdw9tcrKwKKgCIwVBDoyt+1trbitttuCwczTZgwAcOHDwc/379/v6z72tracP//b++ObRMIgiiAbnARCQldUAHVUBkFXAlkBDRBRgMkJIjM2g2cGUsYRuL7NcDw35y00tfqbrf7vgHvvPsvT42cBAi8UkDh/kpNv0XgAwUeFe49zv1+H+9W7+9PP5/P7Xa7teVy2Var1SjB++2H9Xr9ksK9z+o35A+HQ7tcLqPM7x/r2W63o9Sf5/mpwv2ZHB+4Sn+ZAAECBH4R+KmAeOac+EsB4bzzqBIgQIDAOwUenXd97vF4bPv9vp1Op3a9XttisRg32vulp81mMz6qOk3T+IvOu3duym8TIJAqoHBP3axcBAgQIECAAAECBAgQIECAAAECBAgQIFAqoHAv5TaMAAECBAgQIECAAAECBAgQIECAAAECBFIFFO6pm5WLAAECBAgQIECAAAECBAgQIECAAAECBEoFFO6l3IYRIECAAAECBAgQIECAAAECBAgQIECAQKqAwj11s3IRIECAAAECBAgQIECAAAECBAgQIECAQKmAwr2U2zACBAgQIECAAAECBAgQIECAAAECBAgQSBVQuKduVi4CBAgQIECAAAECBAgQIECAAAECBAgQKBVQuJdyG0aAAAECBAgQIECAAAECBAgQIECAAAECqQIK99TNykWAAAECBAgQIECAAAECBAgQIECAAAECpQIK91JuwwgQIECAAAECBAgQIECAAAECBAgQIEAgVUDhnrpZuQgQIECAAAECBAgQIECAAAECBAgQIECgVEDhXsptGAECBAgQIECAAAECBAgQIECAAAECBAikCijcUzcrFwECBAgQIECAAAECBAgQIECAAAECBAiUCijcS7kNI0CAAAECBAgQIECAAAECBAgQIECAAIFUAYV76mblIkCAAAECBAgQIECAAAECBAgQIECAAIFSAYV7KbdhBAgQIECAAAECBAgQIECAAAECBAgQIJAqoHBP3axcBAgQIECAAAECBAgQIECAAAECBAgQIFAqoHAv5TaMAAECBAgQIECAAAECBAgQIECAAAECBFIFFO6pm5WLAAECBAgQIECAAAECBAgQIECAAAECBEoFFO6l3IYRIECAAAECBAgQIECAAAECBAgQIECAQKqAwj11s3IRIECAAAECBAgQIECAAAECBAgQIECAQKmAwr2U2zACBAgQIECAAAECBAgQIECAAAECBAgQSBVQuKduVi4CBAgQIECAAAECBAgQIECAAAECBAgQKBVQuJdyG0aAAAECBAgQIECAAAECBAgQIECAAAECqQIK99TNykWAAAECBAgQIECAAAECBAgQIECAAAECpQIK91JuwwgQIECAAAECBAgQIECAAAECBAgQIEAgVUDhnrpZuQgQIECAAAECBAgQIECAAAECBAgQIECgVOAL+H7k59PS+vIAAAAASUVORK5CYII=" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# sort by Churn so that the Churned customers are plotted on top,\n", + "# otherwise the plot is not readable\n", + "data = data.sort_values(by=\"Churn\", ascending=True)\n", + "fig = plotly_express.scatter(x=data[\"tenure\"],\n", + " y=data[\"TotalCharges\"],\n", + " color=data[\"Churn\"],\n", + " template=\"presentation\",\n", + " opacity=0.5,\n", + " facet_col=data[\"Contract\"],\n", + " title=\"Customer Churn\",\n", + " labels={\n", + " \"x\": \"Tenure\",\n", + " \"y\": \"Total Charges\"\n", + " },\n", + " width=1500)\n", + "\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It's quite obvious, that most people seem to churn with month-to-month \n", + "contracts. Also, the longer the tenure, the less likely it is that a customer \n", + "churns (generally speaking).\n", + "Another interesting angle might be too look at whether users with specific \n", + "services - like internet service - are more likely to churn. " + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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184VjX+JFwqoNe2lfzNK99WfxNlvskxYnZogv/BCfKIi95Z7206cJ78MVrtn0q7ZdJ7RtHdT+uMzThjJ/TwIkQAIkQALSCPic8Ipzdqs0CIXT5dJWYl9+Me5RVOJtffEyVr/ODTQoCRFescdw5bpt+GHRqJjtCL+fvQCxqizqi+9YMr0rvCI2cdzZzEVr4v3qWrHqBri1L9EQK53dw6agb8f62mkO0ZdYrRSrlk97aU2sPA4cPTtGYER5sYe3cedh2l5bPSu80S+Qud1R35IWff6wWLUTK+XiSuiWhuh2TZ23GmKPdfT5vNHftBZVZ3fcvXcfq2aFIeWDvbp//3MFFet2115ae9oe12gxrfbhO+jdof4jnxKIY8Su3biFqu//74nn8D68Ert6w3aI/bDixAmxH1lc9+5HaCzO/Pm3YcK7/qddaN8nHPVrlEfXVp/G9BXBrs/wGdofBdNGdNFOLBHX9Zu3Y17+i75Z3CPEOXqvs6f99EnCG189YqvR+591RdtG1dCs7tNPzZD2rxwfTAIkQAIkYHoCPie8IiNiH2DL7qO1Y7BKvlFIO9ZJHPF08sx5bPp5L5InC3rqN63F99F99IreC7my4aP338bV6zex5Nsfkf2ZjDh84kyiC6/Ysyr2XIq4K5Z9E6/kfx4RkZE4deYvrPtxp3YuqxB68VF07ZaDcOTkH/jsozLaKm3UVyr/69GxZOIYtyoNeyFLpnQxK2nfbtihfVwtBFWP8Io8bNy6B216jdXE9OMKb+PmrbvaecWZ0if8WLJoSRTPFbJfrlZnjb+4Yn+1cPSxZDmzP6PVKU4EEEJ/9fotTXafdhavEP3QoVO1Y77EaRnv/a8IMmVIo33T2vbdh7UzcT35prWHhVfsUS1Xq1PUEXLVy8FmDdDqCA5ODvHNgEZtaRDbBpp1HamdeVuscD68Xig/XE4Xtu8+pI0bsX9c7COPvsS+dbFtRpwDLFa+xRF6c79Zp0nwyplh2kuSnvbTJwmv+IRh/+FTeKf4q8iWJYP2zMWrf9SOGBT7rp/PmdX0/9gSAAmQAAmQQNIR8EnhFTjE/tUZC7/HT9v3a5O0G0DObJm1r4oVH9lGvzCWkBVe8Vzxpr/YMnHxnyt47tks2hca7N5/7LFfPOHNCq+oT0z8YkVTfIHDhYv/IkWKZMiRNZP2Qk+damUREpxcy74QsiHh8zShF5d4qUic4uDpF09s/fU3bdX09B9/aSuj5Uu9rq1iiiPE9AqviGPt5l8RPn0ZxGpdtiwZdX3xROxV0eiuPn3Bd9qxbQ8Lr/jvqC+eWI7Dx//Q3vZ/tcALaNeoGsR5uZ5eYm/t4tWb8NvR37WX+ITgvfrSC6hRqRRKvvmq9piEbGkQ9wuxFV9uIv6ISJc2FT6t+h7EH09iS4xRwiviEKdIzFi4Bt/+sEPLi7hyPfuMtgVIjI3YX/Igtrus2fQLTv9xAbdu30GG9Gm0I9vECRTiD4Hoy9N++rg9yELAv172g8b06rWbSJ0qRDuXunn9yo98SuNpDnkfCZAACZAACSQWAZ8V3sRqIJ9DAiRAAiRAAiRAAiRgbgIUXnPnn60nARIgARIgARIgAb8nQOH1+xSzgSRAAiRAAiRAAiRgbgIUXnPnn60nARIgARIgARIgAb8nQOH1+xSzgSRAAiRAAiRAAiRgbgIUXnPnn60nARIgARIgARIgAb8nQOH1+xSzgSRAAiRAAiRAAiRgbgIUXnPnn60nARIgARIgARIgAb8nQOH1+xSzgSRAAiRAAiRAAiRgbgIUXnPnn60nARIgARIgARIgAb8nQOH1+xSzgSRAAiRAAiRAAiRgbgIUXnPnn60nARIgARIgARIgAb8nQOH1+xSzgSRAAiRAAiRAAiRgbgIUXnPnn60nARIgARIgARIgAb8nQOH1+xSzgSRAAiRAAiRAAiRgbgIUXnPnn60nARIgARIgARIgAb8nQOH1+xSzgSRAAiRAAiRAAiRgbgIUXnPnn60nARIgARIgARIgAb8nQOH1+xSzgSRAAiRAAiRAAiRgbgIUXnPnn60nARIgARIgARIgAb8nQOH1+xSzgSRAAiRAAiRAAiRgbgIUXnPnn60nARIgARIgARIgAb8nQOH1+xSzgSRAAiRAAiRAAiRgbgIUXnPnn60nARIgARIgARIgAb8nQOH1+xSzgSRAAiRAAiRAAiRgbgIUXnPnn60nARIgARIgARIgAb8nQOH1+xSzgSRAAiRAAiRAAiRgbgIUXnPnn60nARIgARIgARIgAb8nQOH1+xSzgSRAAiRAAiRAAiRgbgIUXnPnn60nARIgARIgARIgAb8nQOH1+xSzgSRAAiRAAiRAAiRgbgIUXnPnn60nARIgARIgARIgAb8nQOH1+xSzgSRAAiRAAiRAAiRgbgIUXnPnn60nARIgARIgARIgAb8nQOH1+xSzgSRAAiRAAiRAAiRgbgIUXnPnn60nARIgARIgARIgAb8nQOH1+xSzgSRAAiRAAiRAAiRgbgIUXnPnn60nARIgARIgARIgAb8nQOH1+xSzgSRAAiRAAiRAAiRgbgIUXnPnn60nARIgARIgARIgAb8nQOH1+xSzgSRAAiRAAiRAAiRgbgIUXnPnn60nARIgARIgARIgAb8nQOH1+xSzgSRAAiRAAiRAAiRgbgIUXnPnn60nARIgARIgARIgAb8nQOH1+xSzgSRAAiRAAiRAAiRgbgIUXnPnn60nARIgARIgARIgAb8nQOH1+xSzgSRAAiRAAiRAAiRgbgIUXnPnn60nARIgARIgARIgAb8nQOH1+xSzgSRAAiRAAiRAAiRgbgIUXnPnn60nARIgARIgARIgAb8nQOH1MsV/Xb7r5RNYnARIgARIgARIwGgCWdMnN7pK1peEBCi8XsKn8HoJkMVJgARIgARIIAkIUHiTAHoSVknh9RI+hddLgCxOAiRAAiRAAklAgMKbBNCTsEoKr5fwKbxeAmRxEiABEiABEkgCAhTeJICehFVSeL2ET+H1EiCLkwAJkAAJkEASEKDwJgH0JKySwuslfAqvlwBZnARIgARIgASSgACFNwmgJ2GVFF4v4VN4vQTI4iRAAiRAAiSQBAQovEkAPQmrpPB6CZ/C6yVAFicBEiABEiCBJCBA4U0C6ElYJYXXS/gUXi8BsjgJkAAJkAAJJAEBmcIbee8ebh49Cosz0rOW2QKRquArsAZYPLufdyWYAIU3wcjiFqDwegmQxUmABEiABEggCQjIFN6712/gzsD2sJ497lHLnMXeQ8r2fRFoC/Do/oTe1Kn/BBQpmBe1Py6T0KJ+cz+F18tUUni9BMjiJEACJEACJJAEBPxNeNf9uAvTF3yH46f+RPLkQSiYLzea16uMQgVeAIUXMIXwzlmyDsvXbMWJ38+hWoV30LdTgzhD69Qff6HXF1/hyIk/kDN7ZvTt2ABFCuaJuWf8jGWYt2wDHA4nKpYtgdC2tWGzWrXfU3iT4F8pVkkCJEACJEACXhLwJ+FdtGozhk9YgC4ta6HkG69qwrt91yHs2H1Ic57EFF6H0xnjQF6mwNDiphBe8VeP3W7Fmo2/IkXyoDjC63K5Ual+D5R+qwia1a2EFWu3YvyM5Vi3YARCgpNj9frtGD5xAaaN7IKQ4BRo1nUkKpQurv3VROE1tK+yMhIgARIgARJINAL+Irz37kegVLX26NisJmpWKhWHj9vthsVi0YQ3R7bMOHD4FPYdOomX8j6HEX1aIHPGtNr9BUs3xKYlY5AhXWrtv4eMm4cUyZOhXeNqWLhiIzZt24vUqUJw8OjvqFu9HHbuO4r0aVPj1Jnz+OfyNe13sZ+XaElKxAeZQnijeQ0aMwdOpzOO8O49eAKNOw3HzyvDkSwoULv1/c+6olWDqqhUrgQadx6u7XtpWb+K9rtV67Zh/MzlWDN/GIU3ETsiH0UCJEACJEACRhLwF+Hd89tx1G0Thl++nagt1MV3CeEV94UPbo88ubIhdOg0BKdIhv6dG3okvAPHzMGM0d3weqF8EBLdecBEHDp2BvPG90L6tKkwNHw+7t67H/M8I/PoaV2mF97FqzdjwfKN+GbagBhm7fuEa1sbOjStof3V1KdjfZR+q7D2e7EtomrDXtizbiqCAu3c0uBpT+N9JEACJEACJOBDBPxFeDdu3YOugyZh15opj6UrhPfZrJnQvkl17Z6tv/6GL6d9g8VT+nkkvCvW/oz5E3rHPF887/mcWdGyQVXtZ9t2HcToKUtinudDaY4JxfTCO2vxWojOMuvLHjFQxH5esdrbq31dFKvQXPuLqFjhfNrvL1y6gjI1O2LrinFImzolbt51+GJeGRMJkAAJkAAJkMATCKRMbpPGx8hTGjxd4Y19SoMo03vYdHw7Z6hHwrtt1yF8ObBNHOF90vOkgfXiwaYXXm9XeG/e8fCMPZ1Juh/phHv5LJ2lWYwE/JeApWp9BNmjXh5V9eL4VjVzjFs2ASPGd8oUdmnNMFJ4o/fwdmpeEzUqPn4P75MEVSzuLZ8+CFmfyaAx6TZ4MrJmzhCzh3f77sMYM6A1hVdaj0nkBz9uD2+TzsOxbeV4BAZGdf4PanfT9uxG7+Et+sqLMS+piZfYwmcsM24Pr9uNFC3LJTIJPo4E1CdwZ8I6wKL4Ie0c3+p3RLZACgEjxre/bGkQCVi0chNGTFqIri0/Rck3X0VQUCB27D6M7eKUho71Hzml4eEV3nptw7RTqMRLb2fPX0KNpn3x2UdlKLxSerfEh4ojNJxOl7apWry01rNdXVitAdqxGuLn4pSG8qWKoWmdSli17meMmboEa78ejpQhKbSX1EZNWYTpo7ppm8Gbdhmh3WvYKQ2cECX2DD5aZQJGTIjS+XB8S0fMCtQkYMT49ifhFVleu3knZohzeE+f044leyX/89rpU/Gdw/uw8IpjWcV2TuFFWTKnR6DdhmxZMlJ4VRs+YmP2lLmr4oTd6NMK2hEe4hLHavT84iscPXlWO7ajX6f62skM0Vf49GWYvzyJzuHlhKhad2O8BhEwYkKU3hSOb+mIWYGaBIwY3/4mvGpm2rioTbWHVwZW6V88wQlRRtr4TD8gYMSEKB0Tx7d0xKxATQJGjG+Zwht57x5uHD2CAKeHL7bbApGq4CuwBii+TcuHuxuF18vkUHi9BCip+LTbNuyOtOK624K0AW68H+RApWTOmNom3LbjcGQALroD0C7FffwvyPXYSO64gGl37NgbGQCXxYKXbU40SRGJNAHAXTcw/FYgzjgsuA8LsgW48FkKBwrZo573p9MCUVek24IyQQ68/yAGpxvodTMQ7YMjkdnqlkTBvx9rxIQonSCF12vEYizVuvbo2aMVgiLRMMWTZWPqbTvWRdgwOOV95LVFjVkx3iffsWv/fgRb3Pg4mQPlH4xbMd7H3ArENTfwrNWNVikitEP9xTX1jh35rE68/YR/S7xurIkeYMT4lim8JkqVMk2l8HqZKgqvlwAlFT8SaUH6ADdSWIC/XAEYdtOO1sERKBQYJZff37Mih9WNybdtqJnc8UThnXnbhiPOAHQLiUQg3Bh3JxApLG60C45EpBs46hCi64bdAuxzWDHpth1TUt9DcICQYTtKBzrwst2F9jeSY0TKqJ+vumfFPTdQI/l/Ei4Jhd8+1ogJUTo8Cm+iII6I9TdjBIAW14IQGhKB/PbH/zF50mHBjDuBOO20oH/KiBjhFeP3b6cFHUIi8JfTgrBbgTHP+u6eFZddFtRN4cAXtwJRNtCBIoEunHIEYN4dK/qkkntqT6LAUuQhRoxvCq8inSGRwqTwegmSwuslQAOKX3eJ1dQgVAz6b6UmutqO14PwcbLIJwqvkOVcNleMnG65b8WKezaMSH3/kehPOSzofiMIo1Lf11aAutwIQteQCGQMcKP3zSA0TRGBYAsw5KYdYakiNEnmpY+AEROivsgSUIrCmwBYnt364/0ALLprx/g0j47P6Ce43G6E3ghCk2AHet8MRL8HwrOJcc0AACAASURBVOtwu9HwWnL0CLmPlx7I8sTbUaf3tAiOxMw7duSyulAyyIkFd21Ia3GjbJADfW8GoVmKCGSXd6yrZ433o7uMGN8UXj/qMB40hcLrAaQn3ULh9RKgxOLz7tiwMcKGmy7gmQAXBqaKQOqAuBV6Irz7Iiz45p4dHYIjEGiBtsKb88HWhein9b0ZiD8cAbgNC4rZHegSErXSM/aWHUXsTm2Lg5BfIcJiBendoKif8dJPwIgJUX90Hpak8HoIyvPb+t8MxEs25xM/PRGf8Jx1WtAs2IHPriaLEd4LTgva3kiGmanvIPjBXkpx71ax7SHVffxw3wrxR63Y0jTgVhCqJ3PgnMuCf10W1E7u4V5Nz5ti6juNGN8UXnN1MQqvl/mm8HoJUGJxsRfvths45gjAKWcAPk3u0IQ19uWJ8IoV4vDbduxzRC3f5LU60StlBJLHepaQalHXjggrgizABw/2/P3rjNrbd8dtQYVkDm11d/19KxqliMS0O4G44YK2r7dEILc2JLQrGDEhJjSmBN9P4U0wsicV+MdlQevrQRiX6h4yPeY7Sa6KT3xuBGFoqvtIGYA4wvu7w4KuN5NhUZo7MXtzxYrxint27Y/VSLcbM+8E4ozTgoJ2Fz4IcmDQrSD0D7mPhfdsOO20Ir/Vqe3j5+UdASPGN4XXuxypVprC62XGKLxeAjSouHg5JV2AC9Ue2jPrifAOvmmH+FCzeXAkhPLOu2vDBVcA+qQUuwUfvdpfj/p48+H9g2KyFFsrugRHYNk9O3LbXHjT7kSXm0EYlvK+treXl+cEjJgQPY9G550UXp3g4i+25K4NByMD0C9V/GNTlPryth0v2VwoGxT1R2ZCVngfrjX8lh3FAp0Qn+fsjrCibUgkhtwMxAdBkTHvCyRqA030MCPGN4XXRB0KAIXXy3xTeL0EaFDxKbdtcLiBliFxV148Ed5m18Te20i8Fhi1BeEPB9D5ZnJ8neYObPF801e7B/uCSz70tvY3d62wWyyonEzsG4zazyv2+Q64YUedFA7ktvG0hoR0ByMmxITEo+teCq8ubI8r1OZ6EKolc6DUA5mN777GV4OivqHPHTXeriMAIRY3aiaL1PbjNriWHD1TRiD/g1MbxBYkcafYwxv7OuIIwPK7VvRIGRmzn1ec5iDGufgkKfapMInaSJM8zIjxLVN479x349gpB5wefnhns7lR8EU7jyWT2L8pvF7CpfB6CVBCcbGVYXOEFUUDXdppCmLFJ/x2IJoFR+LtB1sHxGqrGxZ0uxGIqskceDPQBRvcCLBYID4WFfv26iSP1P57xK1AbXIUE54Vbsy7F4iDkRaMTh2hvZ0t9u/ltTm1+XNDhA3L79owKvU9PBPrI9VLTmDUrUAMThUBqyVqb29RuxOvBzrR/noyhKW6/8j+Yglo/OqRRkyI0oFReBMNsTiZRZyoMDXNfSSLtd3o4fEstijF3j3f6noydAq+jwJ2t1ZOvKQmxrTYsy9OeBl8MxDdQ+7H+cTm4WMFxd7e02Jvb7ADY27Z8WagE8Uf/IGcaA002YOMGN8yhffqTRdGjXfgwgXP3kx+paAbzRvYEGhT46O+hSs2YvvuwxgzoLUyPZPC62WqKLxeApRQXBz3NfKWHSedVtx3QTvntlyQI2Zfraiy941AHHXG3eQXGnIfhe0uHHcEoOfNICxIc1eTU7Hnb/oduybO4hzeXAEuNAyORE6rW5vkxB7dc84AiH+mnrWK0xwcePWhF9LEEUaVgiJj3vwWxx2Nvx2ICLcb7wQ5uRqkox8YMSHqCCthRSi8CeP1hLuFqAqRbfXQSuzD4/nhR8Te0iB+F3UObyB2RwZofzCLFePoc3ijy4pjBe+7Laj+4EW1+243xtwOgpDpTAFubWuDGtqSaPgT/UFGjG9/Et7KDXriwsXLWL9gBNKkDtHy8d0Pv2DGwu+xeEo/XflZ9+MuTBdfVXzqT+2rigvmy43m9SprX1VM4dWFVO1CFF6188fo1SVgxIQonQ6FVzpiVqAmASPGt78J77+Xr+HjD99B5+afeC28i1ZtxvAJC9ClZS2UfONVTXi37zqEHbsPoW+nBokqvA6nEzbrY94yTcTuyxVeL2FSeL0EyOIkoJOAEROiztA8L0bh9ZwV7zQVASPGt78Jb4XSxfHV19/h+3lfIEO61I+s8J49fxH9R83CoWNntN+3bvgR3n+32CP96t79CJSq1h4dm9VEzUql4vze7XZrJ5iIFd6tOw9qz1m9fhsypEuDgV0/R9FXX9TuL1i6ITYtGaP9XlxDxs1DiuTJ0K5xNZw+ewF1Wg9Cg5rv49sfdiB/npyIjHQgfdrUOHXmPP65fA2pU4VgRJ8WyJwxbaL1ewqvlygpvF4CZHES0EnAiAlRZ2ieF6Pwes6Kd5qKgBHj29+Et1WDqti8bR9ShiRHaNs6cYTX6XShasOeKFfqdTSvWxkHjpxG824jMXtsqCacsa89vx1H3TZh+OXbiQgJfvRru8W9QnjDxs5DWGgTlCv5Ohat3IS536zXZNsT4a1Urwdaf/4RWtSrAiHRnQdM1ER83vheSJ82FYaGz8fde/fRv3PDROv3FF4vUVJ4vQTI4iSgk4ARE6LO0DwvRuH1nBXvNBUBI8a3PwrvS3lz4uNGvbFy1hDs/e1EzB7e347+jqadh2PLinEx2wd6D5uOVCEptG0Lsa+NW/eg66BJ2LVmymP7nBDeFWt/xvwJvbV77kdEoki5Jtj5/SRtJfdpK7yV64di99opCAqM+ibDTv0n4PmcWdGyQVXtv7ftOojRU5bo3n8cX+AUXi//CaHwegmQxUlAJwEjJkSdoXlejMLrOSveaSoCRoxvfxTe8qVeR78RM+Fyu/BGkQIxwisk9suvvsGKGYNj+tGk2Stx8sx5betA7MvTFd6HT2mILblPE946rQZh26rxMdUK4S1SMC9qf1xG+5mIQQj5t3OGJlq/p/B6iZLC6yVAFicBnQSMmBB1huZ5MQqv56x4p6kIGDG+/VV4L1y6gkr1uqNJ7UrYsGW3tkqakBXe6D28nZrXRI2Kj9/D+yThLVahOZZPH4Ssz2TQ+m23wZORNXOGOHt4t62k8Co1qCm8SqWLwfoRASMmROm4KLzSEbMCNQkYMb79VXhFxsPGzsXq9duRLUtGTXjFHt4qDXtCvNjWpE4l/HbkNJp1HYlZX3bHS3mfe6STiD25IyYtRNeWn6Lkm68iKCgQO3YfxnZxSkPH+vGe0hB7Vbde2zBULFtCe+nt7PlLqNG0Lz77qAyFV83hGBU1hVfl7DF2lQkYMSFK50PhlY6YFahJwIjx7c/C+++V6yj/aRfkzpk1Zh/smT//xgBxSsPxqFMaxH7ZD99747EdZO3mnZghzuE9fU47luyV/M+jWd1Kjz2HN7bwHjnxB3p98ZW2XzhL5vQItNs0+Y59SgNXeBUbmxRexRLGcP2GgBETonRYbjfs386RXg0rIAHVCER+WDfqK6AlXv4kvBIx+c2juYfXy1RSeL0EyOIkoJOAvwhvn4FRbynzIgES+I/AgN6RSgvvnftuHD0ZCZfLM2m32dwo+KId1gDP7mdfSTgBCm/CmcUpQeH1EiCLk4BOAhReneBYjAQUIKC68CqA2HQhUni9TDmF10uALE4COglQeHWCYzESUIAAhVeBJCkWIoXXy4RReL0EyOIkoJMAhVcnOBYjAQUIUHgVSJJiIVJ4vUwYhddLgCxOAjoJUHh1gmMxElCAAIVXgSQpFiKF18uEUXi9BMjiJKCTAIVXJzg/KJY5E1Cnhg25n7Pgxk3gm1VO7Nrr0lqWMT1QrZIVeV8IQGAgcPqMGwuWOvHX3+7HtjxXDgs++diK55614PYdYPl3TmzZHvW8LJmBhp/ZkCO7BRf/cWPOQidO/h71LPG7z2vbYLMBP213YdOWqDIBAUCP9jZMnuXAv5f9AHgSNIHCmwTQ/bxKCq+XCabwegmQxUlAJwEKr05wihcTMjmghx17D7iwao0Tz+WwoF0zG8JGO3D+ghsv5LbghVwW7PvNhbv3gKoVrMifNwDdB0TG2/LUqaKet/J7J3bvdyEoEEiWzII//nRrp2INDLVrz1q91okSxQNQ5QMruvWLxL37QMtGNmzZ7sTRE24M6mlHvy8icfcuUPbdACQLBFatjRJgXgknQOFNODOWeDIBCq+XPYTC6yVAFicBnQQovDrBKV4s6zMW9O9uQ8sukYh84LDNG9pw5aobi5Y7H2mdENqRA+3o0DMSN2892vhPqloRHAxMn/do2edzWdCppQ3tQv+rK6x3lBzv2OVCn642hE914MpVoFs7G2YvcODOXUQJ+CgHHI8+UnH6xoVP4TWOtVlqovB6mWkKr5cAWZwEdBKg8OoEp3ixbFks6NfNhhadI+FwRDVGCG+K5MCoCQ9+EKuNRV61oHZ1GzqJc13jucTWA7FF4eX8FqRJbdH+/9xFDly9Brz9ZgDe/V8ABgz/77ktPrfh4iU3lq52olEdKw4cduPQERf6dbOjd1gkGnxqxdZfXDh09PFbKBRPgSHhU3gNwWyqSii8XqabwuslQBYnAZ0EKLw6wSlezBoADOxpx697orY0iP23HVvacPa8G0PHxBXe9GmB0I52fP2NA7v2xS+gw/rZtT24YyY6tD26dWpakT6dBcPGOlC2VAAKFQzA8HH/PVcIbUQkMH+JE2lTA3U+sSE4ObB+s1Nb3S35lhXzlzi0PcYhIcDGLa6Y/cWKozc0fAqvobhNURmF18s0U3i9BMjiJKCTAIVXJzg/KCa2NXxazaq9SHbhohsX/nYjWTJg8sz/9hCIrQzd2trxw09O/PDT4/fSDu5px4HDLixcFlVWvPQ2pI8drbpEothrT17hjY3SagVCO0RtcfiwvBVnzrqxc68L/bvZ0X941N5eXp4ToPB6zop3ekaAwusZp8feReH1EiCLk4BOAhReneD8sFinVjb8dtiFdZuixDZVyijZ3bLDiTU/PPnFMbEd4upVNxY+2P8rhFfs023dNRLZs0WtHrfrHhmzH3dwL7u2siz28Ma+PiwXoG2xWLvRFbOf98JFaOWXrHTi7DlucUhI16PwJoQW7/WEAIXXE0pPuIfC6yVAFicBnQQovDrB+UGx3DktuHw1SiCj9tla0WNgJCIigJBg8QJZ1CkOK9f8t+Ibvd83XVrgvXesmoS63UDBlyzasWMjxjvwz79u1BVbGtJaMDzcoZ3SMCjUjp37XPhunRNvvh6AjytZ0b1/pHYCRPSVPl3UPuIhox1wuaDt7d1/0IW9v0Wd3hA2Kv4X5vwgFdKaQOGVhta0D6bwepl6Cq+XAFmcBHQSoPDqBOcHxapUsOK9dwJgtwEnTru1PbpiNVVcJYoF4PPa1kda2X+YA3+ed0PIcmhHG5p2iNTkVFxlSgbggzJWBNqBYyfdmLvYgWvXo36nncNb24Yc2Sy49I8bsxc5cfJ03NXa1o1tWLfJieOnon6eOaOQ3qjzebfvcmH9g5VnP0BvWBMovIahNk1FFF4vU03h9RIgi5OATgIUXp3gWIwEFCBA4VUgSYqFSOH1MmEUXi8BsjgJ6CRA4dUJjsVIQAECFF4FkqRYiBReLxNG4fUSIIuTgE4CFF6d4FiMBBQgQOFVIEmKhUjh9TJhFF4vAbI4CegkQOHVCY7FSEABAhReBZKkWIgUXi8TRuH1EiCLk4BOAhReneBYjAQUIEDhVSBJioVI4fUyYRReLwGyOAnoJEDh1QmOxUhAAQIUXgWSpFiIFF4vE0bh9RIgi5OATgIUXp3gWIwEFCBA4VUgSYqFSOH1MmEUXi8BsjgJ6CRA4dUJjsVIQAECFF4FkqRYiBReLxNG4fUSIIuTgE4CFF6d4FiMBBQgQOFVIEmKhUjh9TJhFF4vAbI4CegkQOHVCY7FSEABAhReBZKkWIgUXi8TRuH1EiCLk4BOAhReneBYjAQUIEDhVSBJioVI4fUyYRReLwGyOAnoJEDh1QmOxUhAAQIUXgWSpFiIFF4vE0bh9RIgi5OATgIUXp3gWIwEFCBA4VUgSYqFSOH1MmEUXi8BsjgJ6CRA4dUJjsVIQAECFF4FkqRYiBReLxNG4fUSIIuTgE4CFF6d4FiMBBQgQOFVIEmKhUjh9TJhFF4vAbI4CegkQOHVCY7FSEABAhReBZKkWIgUXi8TRuH1EiCLk4BOAhReneBYjAQUIEDhVSBJioVI4fUyYRReLwGyOAnoJEDh1QmOxUhAAQIUXgWSpFiIFF4vE0bh9RIgi5OATgIUXp3gWIwEFCBA4VUgSYqFSOEFsHHrHoyZ9g3O/XUJmTOmRfN6VVCl/FsxqRw/YxnmLdsAh8OJimVLILRtbdisVu33FF7FejzD9RsCFF6/SSUbQgKPEKDwslMkNgHTC+/V6zfxbrX26NOxPiqVLYFf9h5B69AxWDp9EHLnyILV67dj+MQFmDayC0KCU6BZ15GoULo4mterTOFN7N7I55FAAghQeBMAi7eSgGIEKLyKJUyBcE0vvEdPnkWNpn1x4IfpsFgsWso+qN0VnZvXwntvF0HjzsNRpGBetKxfRfvdqnXbMH7mcqyZP4zCq0AHZ4j+S4DC67+5ZctIgMLLPpDYBEwvvC6XG026DMeH772BSuXewi97DqPb4MlYOTMM6dOmQqkHq7+l3yqssT/x+zlUbdgLe9ZNRVCgnVsaErtH8nkk4CEBCq+HoHgbCShIgMKrYNJ8PGTTC6/Ij9i2MGD0LNy+cw92mxWDujdGxTJvaqkrVqE5wge3R7HC+bT/vnDpCsrU7IitK8YhbeqUuBfhlJriu/cdsDR6T2odfDgJqEjA/dUPSB5kUzH0mJjF+O7SK0DpNjB4EpBBYPggl/TxnSww6l0cXuYgYHrhPXD4FOq1G4Lwwe1QvMhLOHbqLFp0G4VR/Vrh9UL5nrrCe+VmhNSe4nC4ENisjNQ6+HASUJFAxOQNsNnUlkUxvkP7cdJVsf8xZrkEwvo5pY/vdCkD5TaCT/cpAqYX3iWrf8TClZuweEq/mMS07xOOXDmyoF3jatoe3qKvvBjzkppYDQ6fsYx7eH2qGzMYMxLglgYzZp1tNgsBbmkwS6aNa6fphVe8tFa71SCMDxPbFvJrK7xCcvt0qIfypYppL6mNmrII00d1Q0hwcjTtMkL7OU9pMK6TsiYSiI8AhZf9ggT8lwCF139zm1QtM73wCvAr1v6MKXNX4cLFy0iXJiU+rvAOWjaoGpOT8OnLMH85z+FNqk7KekmAwss+QALmIkDhNVe+jWgthddLyvziCS8BsjgJ6CTAFV6d4FiMBBQgQOFVIEmKhUjh9TJhFF4vAbI4CegkQOHVCY7FSEABAhReBZKkWIgUXi8TRuH1EiCLk4BOAhReneBYjAQUIEDhVSBJioVI4fUyYRReLwGyOAnoJEDh1QmOxUhAAQIUXgWSpFiIFF4vE0bh9RIgi5OATgIUXp3gWIwEFCBA4VUgSYqFSOH1MmEUXi8BsjgJ6CRA4dUJjsVIQAECFF4FkqRYiBReLxNG4fUSIIuTgE4CFF6d4FiMBBQgQOFVIEmKhUjh9TJhFF4vAbI4CegkQOHVCY7FSEABAhReBZKkWIgUXi8TRuH1EiCLk4BOAhReneBYjAQUIEDhVSBJioUoXXj/+vtfWAICkCVTOg3NgcOn8P2mX/F8zqyo9uE7sFgsiiGLGy6FV+n0MXiFCVB4FU4eQyeBpxCg8LKLJDYB6cJbu9UgfPZxGXz43hv45/I1fFC7K/LkfhZ/nPsbDWq+j6Z1KiV2mwx9HoXXUNysjARiCFB42RlIwH8JUHj9N7dJ1TLpwlv8wxZYPKU/cmTLhHlLN2DV+m1YMLEPtu86hH4jZ2Lt18OTqu2JUi+FN1Ew8iEkkGACFN4EI2MBElCGAIVXmVQpE6h04S1crgm+m/uFtqWhTc8vkT/vc2hZvwou/nMV5T/rgn3rpykDK75AKbxKp4/BK0yAwqtw8hg6CTyFAIWXXSSxCUgX3mqN+6DCe2+gVIlCqNm0H2Z+2QMF8+XS9vK26TUWPy79MrHbZOjzKLyG4mZlJBBDgMLLzkAC/kuAwuu/uU2qlkkX3p927Ee7PuGIiIhE2XeKYsyA1lpbx371DY6cOIuJQzskVdsTpV4Kb6Jg5ENIIMEEKLwJRsYCJKAMAQqvMqlSJlDpwitI3Ll7D5ev3sCzWTPFgDl++hyCUyRDtmcyKAMrvkApvEqnj8ErTIDCq3DyGDoJPIUAhZddJLEJSBVesar72vtN8cu3E5EiebLEjt0nnkfh9Yk0MAgTEqDwmjDpbLJpCFB4TZNqwxoqVXhFK0rX6IBVs4Zoq7n+eFF4/TGrbJMKBCi8KmSJMZKAPgIUXn3cWOrxBKQL79R5q/HXxcvo1upTJAsK9LtcUHj9LqVskCIEKLyKJIphkoAOAhReHdBY5IkEpAtvrRYDcOT4HwgMtOPZrBm1/419iTN5Vb4ovCpnj7GrTIDCq3L2GDsJPJkAhZc9JLEJSBfeSbNXPjHm5vUqJ3abDH0ehddQ3KyMBGIIUHjZGUjAfwlQeP03t0nVMunCm1QNM6peCq9RpFkPCcQlQOFljyAB/yVA4fXf3CZVywwRXofTiYNHf8ef5y+hUrkSWluv37yt7ekNemiLQ1KB0FsvhVcvOZYjAe8IUHi948fSJODLBCi8vpwdNWOTLrx//3MFLbuPxumzFxAZ6cChzTM1Uj3CpiJlSAqEtq2tJrkHUVN4lU4fg1eYAIVX4eQxdBJ4CgEKL7tIYhOQLrzt+4TDZrMirHtjFC7XJEZ4t/76G74In49Vs4ckdpsMfR6F11DcrIwEYghQeNkZSMB/CVB4/Te3SdUy6cJbonIrzBkbiuefy4YCpRrECO/Z85dQtWFP7Fk3Nananij1UngTBSMfQgIJJkDhTTAyFiABZQhQeJVJlTKBShfeou83xcLJ/fB8zqxxhHf3geNoHToG21dPUAZWfIFSeJVOH4NXmACFV+HkMXQSeAoBCi+7SGITkC68LbqPRu6cWdClRa0Y4b156w5ahY5BhnSpMapfq8Ruk6HPo/AaipuVkUAMAQovOwMJ+C8BCq//5japWiZdeMXLavXahCFn9szYd+gkyr5TFDv3H4U1IABzw3shR7ZMSdX2RKmXwpsoGPkQEkgwAQpvgpGxAAkoQ4DCq0yqlAlUuvAKEv9euY5Fqzbj8LEzcLldeCnPc6hVtbS2wqv6ReFVPYOMX1UCFF5VM8e4SeDpBCi8T2fEOxJGwBDhTVhIat1N4VUrX4zWfwhQeP0nl2wJCTxMgMLLPpHYBKQL70879iMkODmKFMyrxT5v6QYs/e4nvPBcNoS2q4PUKYMTu02GPs8I4bV/O8fQNrEyElCBQOSHdQGLRYVQHx+j240+A+1qt4HRk4AEAhReCVBN/kjpwlu5QU90a/Up3nr9ZRw/fQ41mvRFg0/ex6/7jmonNwzq1kjpFBghvJwQle4iDF4SASMmREmh//dYCq90xKxATQJGjO+s6ZOrCYdR6yIgXXhfK98Uq+cMRZZM6TBh1gocOvY7xoe1x9GTZ9Gs60j8uPRLXYH7SiEKr69kgnGYjYARE6J0phRe6YhZgZoEjBjfFF41+4beqKULb7EKzbFocj889+wzqNsmDOVLvY461criwsXL+KBON+xbP01v7D5RjsLrE2lgECYkYMSEKB0rhVc6YlagJgEjxjeFV82+oTdq6cLbuPNwpEkVgqKvvoiwsXPx3dwvkD1LRmzfdQh9R8zAugUj9MbuE+UovD6RBgZhQgJGTIjSsVJ4pSNmBWoSMGJ8U3jV7Bt6o5YuvGf+/Bu9h32Fv/6+rO3drVu9nBZr/5Ezce9+JIaENtEbu0+Uo/D6RBoYhAkJGDEhSsdK4ZWOmBWoScCI8U3hVbNv6I1auvDqDUyVchRe383Um68HoGI5K9KnBy5fBqbOceDMWbcWcKGCFnz8oRUZMlhw7Rqwaq0T23e64m1M/rwWVHrfipzPWnD1GtBrcGTMfeJ3nVrZHik3fpoDe39zI0tm4PPaNthswE/bXdi0JaqOgACgR3sbJs9y4N/LvsvQlyMzYkKU3n4Kr3TErEBNAkaMbwqvmn1Db9TShPd+xH9SEDu4QLsNFtWPEorVIAqv3q4nt9wrBSxo8KkNs7524PQfbqRLa8Gt225cvgKEBAMjBtoxd6ET23e5kC+PBW2a2tBvaCT+vvRoXLlzWpAxgwWpUgElS1jjCK/oylbrf2Xy5LagVWMbOvaMhBgCLRvZsGW7E0dPuDGopx39vojE3btA2XcDkCxQiHb8ki2Xjn883YgJUTopCq90xKxATQJGjG8Kr5p9Q2/U0oS3QKkG8cYUGGhHzmyZ0ejTCqhUroTeuH2mHIXXZ1IRJ5A+XWzY8KML2359VCizZ7VA/L5ph//+KAvrZcfiFVGrso+7XnvVgo8q2uII78P3Nvg0yn5nfu3U/rdPVxvCpzpw5SrQrZ0Nsxc4cOcu0K6ZDWGjHHBE3cZLBwEjJkQdYSWsCIU3Ybx4t2kIGDG+Kbym6U5aQ6UJ76p12+IleePWbRw4chrfb/wFQ0ObocJ7xZUmTuH1vfTZrMDEkXYsXe3Ee+9Yte8m2LXPhcUrnHA4or6roEMLG37d7dK2MeTLa0GTejb0DovEzVuPb8/ThDfQDowabMfYyQ4cPxUlzo3qWHHgsBuHjrjQr5tdq0NI8dZfXDh09PFy7XtUfS8iIyZE6a2m8EpHzArUJGDE+Kbwqtk39EYtTXifFtCk2Sux6ee9WDi579Nu9enfU3h9Lz0Z0gND+9hx4rQbE6c7tC0HYkV17wE3VnwftaRa/LUA1KlpRfJk0FZZZ8xz4pfdT95e8DThFXuGK39gRY8B/60cp00N1PnEhuDkwPrNTm11t+RbVsxf4kCdGjaEhAAbt7iway+3NiS0JxkxISY0Zu+wywAAIABJREFUpgTfT+FNMDIWMAcBI8Y3hdccfSm6lUkmvIeOnUHDDkPx63eTlCZO4fW99KVOBYwcaEf4NAf2Pdii8L83AlDqrQAMGulArpwWdGtrw7ipDhw97kb2bBZNiCfN+G9lNr5WPU14xctrx0+6HrsvV4h3aIeoLQ4flrdqL9Dt3OtC/2529B8etbeXl+cEjJgQPY9G550UXp3gWMzfCRgxvim8/t6L4rYvyYR3z2/H0b5POH5aNlZp4hRe30zfmDA7Zsx3YP/BqG0DsYX37Tej5HfgCEdM8C0+t+HCRTeWf/v4TbVPEt50aaNWlXsMjNRejIvv+rBcgLalYu1GV8x+3gsXgY4tbViy0omz57jFISG9yYgJMSHx6LqXwqsLGwv5PwEjxjeF1//7UewWJonwOp0u9Aibgms3bmHK8M5KE6fw+mb6qle2IvdzFkz46sGWhuZiS4MLq9a4IF5aEyut2grvCTeezWpBx1Y2zF3kwK594kQHaHt/hYS63VF7fsXqbJFXAlDlAyv6fhGp/dwZy40rlg9A/jwBGB7+n0THJpM+HdC8oQ1DRjvgckXt7d1/0KW9JCdObwgb9eT9w75JOWmjMmJClN5CCq90xKxATQJGjG8Kr5p9Q2/U0oS397Dp8cZ089YdHDp+Bv9cvoa54T3x8ou59MbuE+UovD6RhkeCEC+u1a5hRdHCAYiMBH7d48IS8dLaA0kV+20/LGfV5Fa8qLZ1h1OTYXGJY8hCO0ad4iDkNL6zdsVRZ+KUhehLnPKwep0z3lMhxD2tG9uwbpMz5mW2zBmF9EadzyuORlu/iXt4E9qTjJgQExpTgu+n8CYYGQuYg4AR45vCa46+FN1KacJbq8WAeEmGBCdH7hxZUKdaWeTIlll52hRe5VPIBihKwIgJUToaCq90xKxATQJGjG8Kr5p9Q2/U0oRXb0CqlaPwqpYxxusvBIyYEKWzovBKR8wK1CRgxPim8KrZN/RGTeHVS+5BOQqvlwBZnAR0EjBiQtQZmufFKLyes+KdpiJgxPim8JqqS8n74gmzYKTwmiXTbKevETBiQpTeZgqvdMSsQE0CRoxvCq+afUNv1Fzh1UuOK7xekmNxEvCOgBEToncRelCawusBJN5iRgJGjG8Kr7l6FoXXy3xzhddLgCxOAjoJGDEh6gzN82IUXs9Z8U5TETBifFN4TdWl5GxpaNF9NEb2bYkUyYOwat02VCpXwqepOpxOjJ32DZav2Ypbt+8ib+7smDGmB5InC9TiHj9jGeYt2wCHw4mKZUsgtG1t2MTBrAAovD6dWgbnxwSMmBCl46PwSkfMCtQkYMT4pvCq2Tf0Ri1lhbdg6YbYsmwc0qQOQYFSDXBo80y98RlSbviEBdh94Bh6daiHLJnS49ipsyj6yosIDLRj9frtGD5xAaaN7IKQ4BRo1nUkKpQujub1KlN4DckOKyGB+AkYMSFKZ0/hlY6YFahJwIjxTeFVs2/ojVqK8Faq1wPvvPEqihZ6Ea1Dv8T4sPaPja9UiUJ6Y0+Ucpev3kC5Wp2xbPog5MiW6ZFnNu48HEUK5kXL+lW034kV6/Ezl2PN/GEU3kTJAB9CAvoIGDEh6ossAaUovAmAxVvNRMCI8U3hNVOPgpwtDb/uPYqh4fNw9vxF3L0XAbvd9liq+9ZPS1LiP+88iP4jZ6LsO0Wx5NsfkS5NSjT85APUrPyuFlepau3Rp2N9lH6rsPbfJ34/h6oNe2HPuqkICrRzS0OSZo+Vm5mAEROidL4UXumIWYGaBIwY3xReNfuG3qilrPDGDsbXtzQs/e4niK9Brv1xGXRoWhNHT/6Bpl1GIDysPYoXzo9iFZojfHB7FCucT2vWhUtXUKZmR2xdMQ5pU6eE0+XWy96jcrfuRqJTqMWje3kTCZiJwMgwN0KS25VuMse30ulj8BIJGDG+rQGcWyWm0OceLV14xYponlzZfa7h0QF9+8MOdB04CTtWT0DKkBTaj7sNnowM6VKjS4taT13hvXj1ntS2uVxu9B7w+BVyqZXz4STgwwQG9nEgQPEJi+PbhzsYQ0tSAkaM78xpkyVpG1m5sQSkC69ozrkL/2DOknU4/ccFrXXPP5cV9aqXQ9ZnMhjb2nhqO/n7eVRp2POxwiv28IoX2KJfUhMvsYXPWMY9vEmeOQZgdgJGfOQpnTG3NEhHzArUJGDE+OaWBjX7ht6opQvvjj2H0bzbKOTMnhlFXs6jxbnn4AmcPX8Jk7/oFLNVQG8DEqNcreb9UejlPOjYtAaOnfoTn3ccpr1oJ7YxiJfURk1ZhOmjuiEkOLm23aF8qWI8pSExwPMZJOAFASMmRC/C86wohdczTrzLdASMGN8UXnN1K+nCW7NZPxQq8AJ6tKkNiyVqv4zb7caQcfOw/9ApLJzcN8mJ//X3v9o+3r0HTyBj+jRoUrsiqlcsGRNX+PRlmL+c5/AmeaIYAAnEImDEhCgdOIVXOmJWoCYBI8Y3hVfNvqE3aunCW6hMIyydPgi5c2SJE+PpsxfwcaPeSOpTGvSCiy7HL57wliDLk4A+AkZMiPoiS0ApCm8CYPFWMxEwYnxTeM3UoyQdSxYb4TsftUW/zg1jjvWK/t3Gn/dqx4H9uPRLpYlTeJVOH4NXmIARE6J0PBRe6YhZgZoEjBjfFF41+4beqKWv8IpvMVux9me0b1Idr72SV4tTbB0YPWUxqr7/Njo1r6k3dp8oR+H1iTQwCBMSMGJClI6VwisdMStQk4AR45vCq2bf0Bu1dOGNjHTgy6++wdxv1kP8f3GJr+ytW60s2jSqBrvNqjd2nyhH4fWJNDAIExIwYkKUjpXCKx0xK1CTgBHjm8KrZt/QG7V04Y0O7H5EJP48fwnivbVns2bSpNcfLgqvP2SRbVCRgBETonQuFF7piFmBmgSMGN8UXjX7ht6oDRNevQH6ejkKr69niPH5KwEjJkTp7Ci80hGzAjUJGDG+Kbxq9g29UVN49ZJ7UI7C6yVAFicBnQSMmBB1huZ5MQqv56x4p6kIGDG+Kbym6lKg8HqZbwqvlwBZnAR0EjBiQtQZmufFKLyes+KdpiJgxPim8JqqS1F4vU03hddbgixPAvoIGDEh6ossAaUovAmAxVvNRMCI8U3hNVOPMuAcXn/HSeH19wyzfb5KwIgJUXrbKbzSEbMCNQkYMb4pvGr2Db1RG7KlYe3mnViy+kf8+dclrJk/TIt1zpJ1yJUjC/5XrKDe2H2iHIXXJ9LAIExIwIgJUTpWCq90xKxATQJGjG8Kr5p9Q2/U0oV36Xc/YdiEBdq5uxNmrcChzTO1WOct3YDN2/Zh6ojOemP3iXIUXp9IA4MwIQEjJkTpWCm80hGzAjUJGDG+Kbxq9g29UUsX3kr1emhfMFGuZFEUKNUgRniPnPgDzbqOxE/LxuqN3SfKUXh9Ig0MwoQEjJgQpWOl8EpHzArUJGDE+Kbwqtk39EYtXXgLlW2Mb+cMRbZnMsQR3t/PXsBHn/fCvg1f6Y3dJ8pReH0iDQzChASMmBClY6XwSkfMCtQkYMT4pvCq2Tf0Ri1deMt/2gW92tfF28VfiSO8sxev1fb1rpwVpjd2nyhH4fWJNDAIExIwYkKUjpXCKx0xK1CTgBHjm8KrZt/QG7V04Z2x4HssWrUJvTvUQ5POI7B8xiBs3LoXk+esRJeWtfBp1ff0xu4T5Si8PpEGBmFCAkZMiNKxUnilI2YFahIwYnxTeNXsG3qjli68brcb42csx4yF3+Pe/QgtzqBAOxp9WgGtGn6kN26fKUfh9ZlUMBCTETBiQpSOlMIrHTErUJOAEeObwqtm39AbtXThjQ5MyK7Yt+tyuZE7Z1YkTxaoN2afKkfh9al0MBgTETBiQpSOk8IrHTErUJOAEeObwqtm39AbtWHCqzdAXy9H4fX1DDE+fyVgxIQonR2FVzpiVqAmASPGN4VXzb6hN2rpwtt72PR4Y7NYorY25MiWGe+/WwwZ06fR24YkLUfhTVL8rNzEBIyYEKXjpfBKR8wK1CRgxPim8KrZN/RGLV14uw6chE3b9iEkOBny58mpxSnO4L11+x7eLPoSjp86h8tXb2DOuFDkeyGH3nYkWTkKb5KhZ8UmJ2DEhCgdMYVXOmJWoCYBI8Y3hVfNvqE3aunCO2bqEly9flM7pcFmtWpxOpxODBw9G2lTp0Sbzz9G/1Ezce6vfzB9dDe97UiychTeJEPPik1OwIgJUTpiCq90xKxATQJGjG8Kr5p9Q2/U0oW3ROVW+HpCH+TMnjlOjGf+/Bu1Ww/CzyvCcfrsBdRuORDbV0/Q244kK0fhTTL0rNjkBIyYEKUjpvBKR8wK1CRgxPim8KrZN/RGLV14X/+gGcYNboc3irwUJ8Yduw+jTa8vsfP7ybhw6Qoq1w/Fzu8n6W1HkpWj8CYZelZscgJGTIjSEVN4pSNmBWoSMGJ8U3jV7Bt6o5YuvD2HTsMvew6jQ7OaeCV/bi3OA0dOY9SkRXizaAEM6tYIazf/iqnzvsWSqf31tiPJylF4kww9KzY5ASMmROmIKbzSEbMCNQkYMb4pvGr2Db1RSxfeu/ciMHLSQixZvRmRDqcWp91mRfWKpdCp+SfaebzHTv0J8QUVfGktnjRyQtTbt1nOzwkYMSFKR8jxLR0xK1CTgBHjm8KrZt/QG7V04Y0OTIjvuQuXYIEF2bJk5BdPeJoxToiekuJ9JiNgxIQoHSnHt3TErEBNAkaMbwqvmn1Db9SGCa/eAH29HLc0+HqGGJ+/EjBiQpTOjsIrHTErUJOAEeObwqtm39AbtSHCu3bzTny/8RdcuHgZkQ5HnFiXfjVQb+w+UY7C6xNpYBAmJGDEhCgdK4VXOmJWoCYBI8Y3hVfNvqE3aunCO2fJOoTPWIZaVUpj2vxv0frzj7Qvnvhp+340+OQDtG9SXW/sPlGOwusTaWAQJiRgxIQoHSuFVzpiVqAmASPGN4VXzb6hN2rpwluhTje0bVRN+/rgAqUa4NDmmVqs3/3wCzZt24PhvVvojd0nylF4fSINDMKEBIyYEKVjpfBKR8wK1CRgxPim8KrZN/RGLV14C5drgtWzhyDbMxkg/v+WZWMREpxci7fMJ52wYeFIvbH7RDkKr0+kgUGYkIARE6J0rBRe6YhZgZoEjBjfFF41+4beqKUL73s1OmLsoLYo8OJzEKu9vdvX087fvXb9Fio3CMVPy8bqjd0nylF4fSINDMKEBIyYEKVjpfBKR8wK1CRgxPim8KrZN/RGLV14uw2ejNw5sqJZ3UqYOm81Ziz8Hm8XewX7D59C0Vdf1L54QuWLwqty9hi7ygSMmBCl86HwSkfMCtQkYMT4pvCq2Tf0Ri1deO/cvQ+H04lUISm0L5dY+t0W7Dt0ErlzZEHtj8sgMNCuN3afKEfh9Yk0MAgTEjBiQpSOlcIrHTErUJOAEeObwqtm39AbtXThPX32gia3D19Opwt/nL8Y7+/0NiYpylF4k4I66yQBwIgJUTpnCq90xKxATQJGjG8Kr5p9Q2/U0oU39skMsYO8ev0m/lelTcypDXobkNTlKLxJnQHWb1YCRkyI0tlSeKUjZgVqEjBifFN41ewbeqNOMuE9//e/qNIgFLvWTNEbu0+Uo/D6RBoYhAkJGDEhSsdK4ZWOmBWoScCI8U3hVbNv6I1amvAOGTdPi2nuN+tRp1rZOPG5XC4cOHwaQUF2zB4bqjd2nyhH4fWJNDAIExIwYkKUjpXCKx0xK1CTgBHjm8KrZt/QG7U04W3RfbQW00879uOdN16NE5/dbkX2ZzKibvVyyJI5vd7YfaIchdcn0sAgTEjAiAlROlYKr3TErEBNAkaMbwqvmn1Db9TShDc6oNAhUxHWo4ne+Hy+HIXX51PEAP2UgBETonR0FF7piFmBmgSMGN8UXjX7ht6opQuv3sBUKUfhVSVTjNPfCBgxIUpnRuGVjpgVqEnAiPFN4VWzb+iNWrrwXr9xG+OmL8WOPYdx+cp1uNzuOLH+8u1EvbH7RDkKr0+kgUGYkIARE6J0rBRe6YhZgZoEjBjfFF41+4beqKULb9veY/H3pSv4uMI7SJs65SNxli/1ut7YfaIchdcn0sAgTEjAiAlROlYKr3TErEBNAkaMbwqvmn1Db9TShbf4hy2wbsEIpE4ZrDdGny5H4fXp9DA4PyZgxIQoHR+FVzpiVqAmASPGN4VXzb6hN2rpwlvmk05YNWsIkicL1BujT5ej8Pp0ehicHxMwYkKUjo/CKx0xK1CTgBHjm8KrZt/QG7V04Z2zZB3+/OsSurT8FHabVW+cPluOwuuzqWFgfk7AiAlROkIKr3TErEBNAkaMbwqvmn1Db9TShbdWiwE4euIPpEieDNmzZkRAQECcWBdM7KM3dp8oR+H1iTQwCBMSMGJClI6VwisdMStQk4AR45vCq2bf0Bu1dOGdNHvlE2NrXq+y3th9ohyF1yfSwCBMSMCICVE6VgqvdMSsQE0CRoxvCq+afUNv1NKFV29gqpSj8KqSKcbpbwSMmBClM6PwSkfMCtQkYMT4pvCq2Tf0Rm2I8DqcThw8+jv+PH8JlcqV0GK9fvM2kgUFIijQrjd2nyhH4fWJNDAIExIwYkKUjpXCKx0xK1CTgBHjm8KrZt/QG7V04f37nyto2X00Tp+9gMhIBw5tnqnF2iNsKlKGpEBo29p6Y/eJchRen0gDgzAhASMmROlYKbzSEbMCNQkYMb4pvGr2Db1RSxfe9n3CYbNZEda9MQqXaxIjvFt//Q1fhM/HqtlD9Mae6OW+3/gLOg+YiPZNqqNJ7Yoxzx8/YxnmLdsAh8OJimVLaJJus0adOEHhTfQ08IEk4BEBIyZEjwLx5iYKrzf0WNaPCRgxvim8ftyB4mmadOEtUbkV5owNxfPPZUOBUg1ihPfs+Uuo2rAn9qyb6hPEb9+5h0+a90eg3YYPShePEd7V67dj+MQFmDayC0KCU6BZ15GoULo4ol+2o/D6RPoYhAkJGDEhSsdK4ZWOmBWoScCI8U3hVbNv6I1auvAWfb8pFk7uh+dzZo0jvLsPHEfr0DHYvnqC3tgTtdyQcfOQJXN6bNt5EK8XyhcjvI07D0eRgnnRsn4Vrb5V67Zh/MzlWDN/GFd4EzUDfBgJJIyAERNiwiLScTeFVwc0FjEDASPGN4XXDD3pvzZKF94W3Ucjd84s6NKiVozw3rx1B61CxyBDutQY1a9VkhM/evIsQodMxaIp/bT9xrGFt1S19ujTsT5Kv1VYi/PE7+dQtWEvbWVavHB38eo9qfG7XG70HmCTWgcfTgIqEhjYx4GAAIuKocfEzPGtdPoYvEQCRozvzGmTSWwBH+1rBKQLr3hZrV6bMOTMnhn7Dp1E2XeKYuf+o7AGBGBueC/kyJYpSZm43W7UbjUI7ZvUQLHC+dC0y4g4wlusQnOED26v/U5cFy5dQZmaHbF1xTikTZ0STpdbavy37kaiU6jak7pUQHy4aQmMDHMjJLnap7xwfJu2+7LhTyFgxPi2Kv4HMztRwghIF14Rzr9XrmPRqs04fOwMXG4XXsrzHGpVLa2t8Cb1tXj1Zvy69wiG926hhfKw8D5thZd7eJM6g6zfrASM+MhTOltuaZCOmBWoScCI8c0tDWr2Db1RGyK8eoMzolyn/hPw886D2stq4rpx8zbsdhtKlSikSbDYw1v0lRdjXlITL7GFz1jGPbxGJId1kMATCBgxIUpPAIVXOmJWoCYBI8Y3hVfNvqE3aunCu3rDdu0LJsq8/VqcGNf/tAuRkU5UeK+43tgTpZzYT3w/IjLmWV0GTkShAnnQ4JP3kTplsPaS2qgpizB9VDeEBCfXVoDLlyrGUxoShT4fQgL6CRgxIeqPzsOSFF4PQfE2sxEwYnxTeM3Vq6QLb4U63dC7fT28WbRAHLLbdh1E2Nh5WO1D5/CKAB/e0iB+Fj59GeYv5zm85hoabK2vEzBiQpTOgMIrHTErUJOAEeObwqtm39AbtXThLVSmEVbPGYrsWTLGifHPvy6hUv1Q7Fs/TW/sPlGOe3h9Ig0MwoQEjJgQpWOl8EpHzArUJGDE+Kbwqtk39EYtXXjf+agtBndvjLeLvxInxi2/HNCOAtuyfJze2H2iHIXXJ9LAIExIwIgJUTpWCq90xKxATQJGjG8Kr5p9Q2/U0oW3/6hZ2ikIYwa0Rp5c2bU4xVm24iuHixXKh76dGuiN3SfKUXh9Ig0MwoQEjJgQpWOl8EpHzArUJGDE+Kbwqtk39EYtXXjFS2Hiyyf2HjyBdGlSanFeuXYTRQrmwYQhHZAyJIXe2H2iHIXXJ9LAIExIwIgJUTpWCq90xKxATQJGjG8Kr5p9Q2/UUoU30uHE3t9OoGD+XDhw5DSOHP8DsAD58+TUVnctFvW/UIHCq7frsRwJeEfAiAnRuwg9KE3h9QASbzEjASPGN4XXXD1LqvCKr80sUr4Jdq+ZAqs1wC/JUnj9Mq1slAIEjJgQpWOg8EpHzArUJGDE+Kbwqtk39EYtVXhFUJXrh2LysE7Ikjm93hh9uhyF16fTw+D8mIARE6J0fBRe6YhZgZoEjBjfFF41+4beqKUL77ofd2HuN+vQvkl1vJArO4IC7XFiffi/9TYkqcpReJOKPOs1OwEjJkTpjCm80hGzAjUJGDG+Kbxq9g29UUsX3gKlnnwKw6HNM/XG7hPlKLw+kQYGYUICRkyI0rFSeKUjZgVqEjBifFN41ewbeqOWLrx7fjv+xNiKFMyrN3afKEfh9Yk0MAgTEjBiQpSOlcIrHTErUJOAEeObwqtm39AbtXTh1RuYKuUovKpkinH6GwEjJkTpzCi80hGzAjUJGDG+Kbxq9g29URsivH/9/S++/WEHzp6/hIFdP9di3bH7sPYiW87smfXG7hPlKLw+kQYGYUICRkyI0rFSeKUjZgVqEjBifFN41ewbeqOWLrziCyeadB6OAi/mwq79xxC9Z3fM1CUQIjysd3O9sftEOQqvT6SBQZiQgBETonSsFF7piFmBmgSMGN8UXjX7ht6opQtv7VaD8O5bhdH4sw8hXmCLFt49v51A10GTsGHhSL2x+0Q5Cq9PpIFBmJCAEROidKwUXumIWYGaBIwY3xReNfuG3qilC2/R95ti2fRBeDZrpjjC++dfl1CpXg/s2/CV3th9ohyF1yfSwCBMSMCICVE6VgqvdMSsQE0CRoxvCq+afUNv1NKF939V2mDi0A4omD93HOEV5/MODZ+HjYtH643dJ8pReH0iDQzChASMmBClY6XwSkfMCtQkYMT4pvCq2Tf0Ri1dePuPnIm/Ll7G6P6t8PoHzbUtDdp2hoETUbbk6+jW6lO9sftEOQqvT6SBQZiQgBETonSsFF7piFmBmgSMGN8UXjX7ht6opQvvrdt30bLHaBw4chqRkQ6kThWM6zdu4/VC+TBhSAekSB6kN3afKEfh9Yk0MAgTEjBiQpSOlcIrHTErUJOAEeObwqtm39AbtXThjQ5MO6Hh+Bm4XW7kz5sTxQrlg8Vi0Ru3z5Sj8PpMKhiIyQgYMSFKR0rhlY6YFahJwIjxTeFVs2/ojVqq8G78eS82bt2D+xERKFY4P6p/WNIvJDc2bAqv3q7HciTgHQEjJkTvIvSgNIXXA0i8xYwEjBjfFF5z9Sxpwrv0u5/Qe9h0PPfsM0gWFIijJ8+ifo3y6Kr4nt2HuweF11wDhq31HQJGTIjSW0vhlY6YFahJwIjxTeFVs2/ojVqa8FZt2AslihaIEVwhwANGzcLONVNgt1n1xutz5Si8PpcSBmQSAkZMiNJRUnilI2YFahIwYnxTeNXsG3qjlia8Rco1wdzwnngp73NabPcjIiF+tmb+MO1MXn+5KLz+kkm2QzUCRkyI0plQeKUjZgVqEjBifFN41ewbeqOWJrziW9VWzR6C3DmyxMRWsHRDLP1qIPLkyq43Xp8rR+H1uZQwIJMQMGJClI6SwisdMStQk4AR45vCq2bf0Bu1VOH9tOp7SJs6JCa2CbNW4JMqpZE+TcqYn7Vq+JHe2H2iHIXXJ9LAIExIwIgJUTpWCq90xKxATQJGjG8Kr5p9Q2/U0oS3zCedPIppw8KRHt3nqzdReH01M4zL3wkYMSFKZ0jhlY6YFahJwIjxTeFVs2/ojVqa8OoNSLVyFF7VMsZ4/YWAEROidFYUXumIWYGaBIwY3xReNfuG3qgpvHrJPShH4fUSIIuTgE4CRkyIOkPzvBiF13NWvNNUBIwY3xReU3UpUHi9zDeF10uALE4COgkYMSHqDM3zYhRez1nxTlMRMGJ8U3hN1aUovN6mm8LrLUGWJwF9BIyYEPVFloBSFN4EwOKtZiJgxPim8JqpR4HC6226KbzeEmR5EtBHwIgJUV9kCShF4U0ALN5qJgJGjG8Kr5l6FIXX62xTeL1GyAeQwP/bu/N4m4vHj+PvLLfs0Z72FBVF31LRghRljRDKFpJ930KKbrJlF75ZI7Rc5NtCtChaSDvtfZWUpL1k/T3m49v5udfVPZ/53DMc8zr//H7f7sznM/OcmTNvnzvnXCsBFxuiVcPCVCLwhtGirEcCLtY3gdejCSUCb+TRJvBGJuQCCFgJuNgQrRoWphKBN4wWZT0ScLG+CbweTSgCb/TBJvBGN+QKCNgIuNgQbdoVqg6BNxQXhf0RcLG+Cbz+zCfTU76lIeJ4E3gjAlIdAUsBFxuiZdPir0bgjd+Kkl4JuFjfBF6vphSBN+pwE3ijClIfATsBFxuiXctC1CLwhsCiqE8CLtY3gdenGcUT3sijTeCNTMgFELAScLEhWjUsTCUCbxgtynok4GJ9E3g9mlAcaYg+2ATe6IZcAQEbARcbok27QtUh8IbiorA/Ai7WN4HXn/lkesoZ3ojjTeCNCEh1BCwFXGyIlk2LvxqBN34rSnol4GJ9E3i9mlIE3qjDTeCNKkh9BOwEXGyIdi0LUYvAGwKLoj4JuFjfBF6fZhRPeCOPNoH9mg7cAAAgAElEQVQ3MiEXQMBKwMWGaNWwMJUIvGG0KOuRgIv1TeD1aEJxpCH6YBN4oxtyBQRsBFxsiDbtClWHwBuKi8L+CLhY3wRef+aT6SlneCOON4E3IiDVEbAUcLEhWjYt/moE3vitKOmVgIv1TeD1akoReKMON4E3qiD1EbATcLEh2rUsRC0Cbwgsivok4GJ9E3h9mlE84Y082gTeyIRcAAErARcbolXDwlQi8IbRoqxHAi7WN4HXownFkYbog03gjW7IFRCwEXCxIdq0K1QdAm8oLgr7I+BifRN4/ZlPpqec4Y043gTeiIBUR8BSwMWGaNm0+KsReOO3oqRXAi7WN4HXqylF4I063ATeqILUR8BOwMWGaNeyELUIvCGwKOqTgIv1TeD1aUbxhDfyaBN4IxNyAQSsBFxsiFYNC1OJwBtGi7IeCbhY3wRejyYURxqiDzaBN7ohV0DARsDFhmjTrlB1CLyhuCjsj4CL9U3g9Wc+mZ5yhjfieBN4IwJSHQFLARcbomXT4q9G4I3fipJeCbhY3wRer6YUgXfDxs0aNeUxrX7nI/25bbsuPP8s9WnfWMXOLBqbCeOnpWl22vPauXOXql9XTn07NlaunDmDnxN4/Vow9PbQEXCxISa8twTehBNzg+QUcLG+CbzJOTdsW+39E9633vtYa9//VBXLl1H+vHk0btqTem3Nh1oyd3hgunjpKg2bOFf/HtFD+fPl1R09R+jGSpepTZOaBF7bWUc9BLJBwMWGmA3N/OdLEHgTTswNklPAxfom8Cbn3LBttfeBNyPc5i0/qeLNnfVy2hgdU7igWnYfpotLnau2TWsFRZ9aslLjpy/Qs3OGEnhtZx31EMgGARcbYjY0k8CbcERucDgKuFjfBN7DceYcuE8E3gw2S15arftGz9KLT4zSEUccoQp1O2tA16aqVL5MUPKTL75W7eb99NaSKToyJTdHGvxaL/T2EBJwsSEmvLs84U04MTdITgEX65vAm5xzw7bVBN595L75dosath0UnNGtUqFs8JOyN7bRuPs6q2yZEsH/3rR5qyrX76pXFo5V4UIFtPXX7bb2cdXbuXO3+g7ce16YFwII/L9A6sBdypUrR1KTsL6TevhofAIFXKzvIgVSEtgDLn2oCRB4/zci5ihD006palznOt1a97rYOGX1hHfb9l0JHdM//9qpHv2Se1NPKBAX91Zg2ODdynNkrqTuP+s7qYePxidQwMX6PiqFh0kJHMJD7tIEXklbtv6sJh1TVefGq9WyUbV0g2TO8F5yYfHYh9TMh9jGTUvjDO8hN5VpkG8CLn7lmXBTjjQknJgbJKeAi/XNkYbknBu2rfY+8G796Vc17ZiqSlderLbNasccU3LnCs7wmg+pjZw8X1NH9lL+fHnUusfw4LgD39JgO+Woh0D2CLjYELOnpf9wFQJvwom5QXIKuFjfBN7knBu2rfY+8KY9s0L9Hnh4P78n/n2vShQ7Lfjv46amac4CvofXdpJRD4FECLjYEBPR7nTXJPAmnJgbJKeAi/VN4E3OuWHbau8Dry3c3/X4wxNRBamPgJ2Aiw3RrmUhahF4Q2BR1CcBF+ubwOvTjOJPC0cebQJvZEIugICVgIsN0aphYSoReMNoUdYjARfrm8Dr0YQSgTfyaBN4IxNyAQSsBFxsiFYNC1OJwBtGi7IeCbhY3wRejyYUgTf6YBN4oxtyBQRsBFxsiDbtClWHwBuKi8L+CLhY3wRef+aT6SlneCOON4E3IiDVEbAUcLEhWjYt/moE3vitKOmVgIv1TeD1akoReKMON4E3qiD1EbATcLEh2rUsRC0Cbwgsivok4GJ9E3h9mlE84Y082gTeyIRcAAErARcbolXDwlQi8IbRoqxHAi7WN4HXownFkYbog03gjW7IFRCwEXCxIdq0K1QdAm8oLgr7I+BifRN4/ZlPpqec4Y043gTeiIBUR8BSwMWGaNm0+KsReOO3oqRXAi7WN4HXqylF4I063ATeqILUR8BOwMWGaNeyELUIvCGwKOqTgIv1TeD1aUbxhDfyaBN4IxNyAQSsBFxsiFYNC1OJwBtGi7IeCbhY3wRejyYURxqiDzaBN7ohV0DARsDFhmjTrlB1CLyhuCjsj4CL9U3g9Wc+mZ5yhjfieBN4IwJSHQFLARcbomXT4q9G4I3fipJeCbhY3wRer6YUgTfqcBN4owpSHwE7ARcbol3LQtQi8IbAoqhPAi7WN4HXpxnFE97Io03gjUzIBRCwEnCxIVo1LEwlAm8YLcp6JOBifRN4PZpQHGmIPtgE3uiGXAEBGwEXG6JNu0LVIfCG4qKwPwIu1jeB15/5ZHrKGd6I403gjQhIdQQsBVxsiJZNi78agTd+K0p6JeBifRN4vZpSBN6ow03gjSpIfQTsBFxsiHYtC1GLwBsCi6I+CbhY3wRen2YUT3gjjzaBNzIhF0DASsDFhmjVsDCVCLxhtCjrkYCL9U3g9WhCcaQh+mATeKMbcgUEbARcbIg27QpVh8AbiovC/gi4WN8EXn/mk+kpZ3gjjjeBNyIg1RGwFHCxIVo2Lf5qBN74rSjplYCL9U3g9WpKEXijDjeBN6og9RGwE3CxIdq1LEQtAm8ILIr6JOBifRN4fZpRPOGNPNoE3siEXAABKwEXG6JVw8JUIvCG0aKsRwIu1jeB16MJxZGG6INN4I1uyBUQsBFwsSHatCtUHQJvKC4K+yPgYn0TeP2ZT6annOGNON4E3oiAVEfAUsDFhmjZtPirEXjjt6KkVwIu1jeB16spReCNOtwE3qiC1EfATsDFhmjXshC1CLwhsCjqk4CL9U3g9WlG8YQ38mgTeCMTcgEErARcbIhWDQtTicAbRouyHgm4WN8EXo8mFEcaog82gTe6IVdAwEbAxYZo065QdQi8obgo7I+Ai/VN4PVnPpmecoY34ngTeCMCUh0BSwEXG6Jl0+KvRuCN34qSXgm4WN8EXq+mFIE36nATeKMKUh8BOwEXG6Jdy0LUIvCGwKKoTwIu1jeB16cZxRPeyKNN4I1MyAUQsBJwsSFaNSxMJQJvGC3KeiTgYn0TeD2aUBxpiD7YBN7ohlwBARsBFxuiTbtC1SHwhuKisD8CLtY3gdef+WR6yhneiONN4I0ISHUELAVcbIiWTYu/GoE3fitKeiXgYn0TeL2aUgTeqMNN4I0qSH0E7ARcbIh2LQtRi8AbAouiPgm4WN8EXp9mFE94I482gTcyIRdAwErAxYZo1bAwlQi8YbQo65GAi/VN4PVoQnGkIfpgE3ijG3IFBGwEXGyINu0KVYfAG4qLwv4IuFjfBF5/5pPpKWd4I443gTciINURsBRwsSFaNi3+agTe+K0o6ZWAi/VN4PVqShF4ow43gTeqIPURsBNwsSHatSxELQJvCCyK+iTgYn0TeH2aUTzhjTzaBN7IhFwAASsBFxuiVcPCVCLwhtGirEcCLtY3gdejCcWRhuiDTeCNbsgVELARcLEh2rQrVB0CbyguCvsj4GJ9E3j9mU+mp5zhjTjeBN6IgFRHwFLAxYZo2bT4qxF447eipFcCLtY3gderKUXgjTrcBN6ogtRHwE7AxYZo17IQtQi8IbAo6pOAi/VN4PVpRvGEN/JoE3gjE3IBBKwEXGyIVg0LU4nAG0aLsh4JuFjfBF6PJhRHGqIPNoE3uiFXQMBGwMWGaNOuUHUIvKG4KOyPgIv1TeD1Zz6ZnnKGN+J4E3gjAlIdAUsBFxuiZdPir0bgjd+Kkl4JuFjfBF6vphSBN+pwE3ijClIfATsBFxuiXctC1CLwhsCiqE8CLtY3gdenGcUT3sijTeCNTMgFELAScLEhWjUsTCUCbxgtynok4GJ9E3g9mlAcaYg+2ATe6IZcAQEbARcbok27QtUh8IbiorA/Ai7WN4HXn/lkesoZ3ojjTeCNCEh1BCwFXGyIlk2LvxqBN34rSnol4GJ9E3i9mlIE3qjDTeCNKkh9BOwEXGyIdi0LUYvAGwKLoj4JuFjfBF6fZhRPeCOPNoE3MiEXQMBKwMWGaNWwMJUIvGG0KOuRgIv1TeD1aEJxpCH6YBN4oxtyBQRsBFxsiDbtClWHwBuKi8L+CLhY3wRef+aT6SlneOMY7/HT0jQ77Xnt3LlL1a8rp74dGytXzpxBTQJvHIAUQSABAi42xAQ0O/0lCbwJJ+YGySngYn0TeJNzbti2msCbhdzipas0bOJc/XtED+XPl1d39ByhGytdpjZNahJ4bWcd9RDIBgEXG2I2NPOfL0HgTTgxN0hOARfrm8CbnHPDttUE3izkWnYfpotLnau2TWsFJZ9aslLjpy/Qs3OGEnhtZx31EMgGARcbYjY0k8CbcERucDgKuFjfBN7DceYcuE8E3izGu0LdzhrQtakqlS8TlPzki69Vu3k/vbVkio5Myc2RBr/WC709hARcbIgJ7y5PeBNOzA2SU8DF+ibwJufcsG01gTcLubI3ttG4+zqrbJkSQclNm7eqcv2uemXhWBUuVMDWPe56v/6xQ136xF2cggh4I/Dg/VKBvLmTur+s76QePhqfQIHDYX0nkIdLWwgQeCM+4bUwpwoCCCCAAAIIIICAQwECbxbY5gzvJRcWj31IzXyIbdy0tNgZXodjxa0QQAABBBBAAAEELAQIvFmgmQ+pjZw8X1NH9lL+fHnUusdwValQNhaALcypggACCCCAAAIIIOBQgMAbB/a4qWmasyDz7+GNozpFEMgWgbRnVmjJS6s1cUiXbLkeF0EAgeQT2PjtFtVq1lern52cfI2nxQgcRAEC70HE9/XWNZvdpVaNqqnG9eWyJOg1eJJKFDtNzW+5IcuyiShQ8ebOGntfJ5Usfmaml9+5a5dGT3lC/1m2Slt/+lXHHXO0yl9SUgO7N8v25ny+YZO+2rhZ11xxUbZfmwsikJWAWbebvvtBS+cO19GF8gfFn172uqbNe0aPTR6YVfX9fj541Cz9tX2HBvVskWVd3gf+n+j3P7bpP8teU/0aFbJ0owACCPy/AIGX2eBcwFXg3bNnj3bv3qOcOXNY9zGrwDt17tN68ukVGjmwnU4/5QR98+0WrVrzoRrddG3oe5rw/Pdf8AtdmQoIJFjArNstP/ykOtWuVvc2DZIq8EZdW7wPJHhycXkEHAgQeB0gc4v0AvsGXvPU8tb2g9WsftXg1/W//vaHbrv5et1a9zotfO5VDXpwhnLnyqV8+fLo6ssv0oAuTbRl689KHfOI3li7XkcdlRKUb1qvSnCTbvdM0DGFC+mTL77S15u2aHxqZ7XsNlRN6lXR0pdW65fffleZkufo3p4tYuHy/Y++0JCxc4LvWD7p+GPUu30jXf6v83XvgzP12FMvqMjRBZU7dy51aFFHtaqUT9cZc7+iJx6rrnfUz3SYd+zYGXzI0XzY0TzNuvaqi9W7fWPlOSpF8xYu1wsr16pQwfx6f/0Xali7ksZOTdMj4+7SOWeeElzPPDW+tn5XPT9vhF5+7Z10Rxo2b/lJQ8bN0Ztvr9OuXbtV6cqLNbjX7UG9RUte1ZRHFuv7rT/rguJn6N4eLYJ28kLAVsCsW/NXJh9+9Gk9M/sBHVuk0H5PeDds/E73jJyhDz76Mvh5++Y3qWrFspnect8nvNn9PpBxbZn3iAnTFxwW7wPb/tqe7kgD7wO2M5p6vgkQeH0b8UOgvxkDb40mfdTjzlvUrEFVfff9j6rRtI8WTrtPJ51wjDL+KtM8tW3cbnAQWju2rKsftv4s800avdo1Cn7VbwLoOx98qjkTBuj4Y4+WKX9NnU5B+eF3tw16f1v7wbr15utVvfIV+uHHX2Tuf3e3pqp81SV6672P1WnAWC2anhps2Fk92Zn95FJNmvWU7mxaS5dcVFzFziiqI444IqY8ctL8IMwO7d9GefMcpb73T1HRk44N+ms25UGjZmnag710aekSQVv7D50a3Ldzq5uDa8xJW6YXV67V5GHdte8ZXvPk+pY771HJEmep2x31lTtXTr23/gv968Jz9cob76n/0Ic1cUhXFTuzqGY9tkTPvvCG5j40IF3bDoGpQBOSSMCs23bNauvFlW+rQP486tvx1nSB1/yjq3bzu3R9hUvV5raaenfd52rTa4Rmjumr8845fb+eZgy82fk+kNnaOlzeB/Y9w8v7QBItIJp60AUIvAd9CPxrQMbAe1PzflqzZHLsiasJtK0aV1eFcqX3C7zrP92gJh1TteqpCbGjCiZ0midKqX1aBYH31JOPjwVGo3v1TR014u62Qag0r1FTHpd58tqj7S2a9fgSvfrm+3roga6xgejUf2xw75tuuCrLwGtC6qIlK7XouVf17rrPglBrwu8ttSoF17uieltNHt5DpUrsPQP88edfq22fB4MntmZTNk+x50zoH7v3qtUf6O7h07Rk7vDgvxmL+jUrBk+W9w286z75r5p1HqIVaWOUkpL+jy906DdGZUoWU4tbbgyuYdp4Ze0Omj9pIE95/Vtu2dbjvwPv+eeerjq399eiGfdr7XufxM7wmn9wte4+TCsWjo2tZfMPuIL58wZrLeMrY+DNzveBzNbW4fI+sG/g5X0g26Y3F/JAgMDrwSAfal3M7EjDykXjY828vetQ1a12jW689rL9Au/yV9eq68Dx6YKbCa8lzjlNYwZ1DALvxaXOUeM618WuZza6h0f2jB0TeGjmIn33/Vbd3a2ZHhj/qBY8s0JFCheMlf9z219qcnOV4IlzVk9497U1T7ieX7FaPQdN0vTRvYP7XVbtTp1W9ATlyLH3qa8Jn+bYxooFY4PAu3L1Bxo9qEPsMuaJTXDPwR2DJ701mvbVy2ljlC/vUekCr3EwwX3R9Pv2G966LQdo60+/BOH775e5p/nw3UXnn32oTQfakyQCfwfeKhUu1cDh07V7z25dfvEFscC7/JW3NPrhJ4Lfzvz9Mmvt0y83aviAO7MMvOZoU3a9D2S2tg6X94F9Ay/vA0myeGjmISFA4D0khsGvRoQJvL1TJ6v4WafGvqXBPNG4o+cIvfTk6Ex/Pb838J6rxnUqxxV4Zzz2XHAEwnzoLLPXtfW6avTgDgf8lobM6tRs2jc4g2yezJrAO2d8P519RtH9ippN2XzAbdS97dP9LHXMbJlTESbwrvtkg0YO3HsUI7MnvK8sGBucL9731b7vaJUvW1INa4f/4JxfM5HehhHYN/CaP7Feo0lvtWpcQ8+vWBN8S0PUJ7z/FHjDvg9ktrb+KfAm0/tAZk94eR8IM5Mp66sAgdfXkT+I/Q4TeIdNmKs//twWPI01L/MEtHH7wcFZ1bZNa+nIlBR9+dUm/fHnXyp13ln/e8Ibf+D9/oefVLtFP/XrdJsqX32J9uzeHZw9NB/wMmeI67UeqOYNbgieNmf2MkcizBGKiy44O2jLshVrgvOz5pjC+eeeoREPzde6T/8bfJjsxOOKyHzA5KPPvtJVl5UKnvBmFnjf/fAzmWMJ5sNsnVvWDT6MljHwmifFDdrcEzyx7dK6XvAr5L/P8K54/V3dM2K6Rg3qoAvOPUO//f6nVq5+P/iDKbwQsBXYN/Caa5gPjpoPYxY96bgg8JrfcNRqvveDba1uraH31n0e/ON0xujewVrI+MrsQ2sHesIb9n0gbOBNpveBfQMv7wO2s5l6PgoQeH0c9YPc5zCB13x6u9vA8TJPlCqWK6P7+7YKvqXBbICr1nyg7Tt26oxTTwy+QaH8pSVDB15D8eHHX2rYxLla/8kG5ciZIzhv279L0yD0Ln15te4fOzsI1N3a1Fe96um/+3Lx86v0aNqy4Ne2u3bt0umnnKjbG1aLBWRz3MJ8qM18a8KPP/+mE44rrHo1KgTfKnGgwGvaVLVRT/38y2/BcYa/n+Bm/MMT5gN+JnS8+c56aY/SfUuD+X7UyY88JbM5mg8YlS1znob0bX2QR57bJ7NAxsBr1mGVhj101uknx76H98uvvtW95lsaPt77LQ1tm9VWtWsvz7TbYQJv2PeBsIE3md4HMv7hCd4HknlV0XaXAgRel9rcCwEEEEAAAQQQQMC5AIHXOTk3RAABBBBAAAEEEHApQOB1qc29EEAAAQQQQAABBJwLEHidk3NDBBBAAAEEEEAAAZcCBF6X2twLAQQQQAABBBBAwLkAgdc5OTdEAAEEEEAAAQQQcClA4HWpzb0QQAABBBBAAAEEnAsQeJ2Tc0MEEEAAAQQQQAABlwIEXpfa3AsBBBBAAAEEEEDAuQCB1zk5N0QAAQQQQAABBBBwKUDgdanNvRBAAAEEEEAAAQScCxB4nZNzQwQQQAABBBBAAAGXAgRel9rcCwEEEEAAAQQQQMC5AIHXOTk3RAABBBBAAAEEEHApQOB1qc29EEAAAQQQQAABBJwLEHidk3NDBBBAAAEEEEAAAZcCBF6X2twLAQQSKtDhrtE64bgi6tf5toTe52BevNfgSUpJya1BPVsEzfChzwfTm3sjgMDhIUDgPTzGkV4gcMgIvPzaO5r8yGJ9+uVG7dq1Sycdf4z+deG5urtbs4S38ZEnlqpQgXyqcX25hN2rcoNu2vTdD7HrH1ukkC7/1/nqcectMv9/ol8E3kQLc30EEDgcBQi8h+Oo0icEDpLA2vc/UZOOqbqlViXVvL68cufOpS82bNLSl9do5MC21q3asWNncK1D4WUCb4UrSqtRncras3u3/rtxs1JHz1LxYqdpfGrnhDeRwJtwYm6AAAKHoQCB9zAcVLqEwMESGP3vJ/TU0pV6ft6If2zC5xs2afjEuXrz7fXBr+fLli6hXu0b6cTjigT1bu86VGeedpL++HObXlz1ts4969Tg6akJvqMHdYhde/fuParcoKua1q+qpvWq7Pfr/T179mjm40s0d8Fybfpui44uVEDVr7tC3ds0CK7x2+9/asRD8/T8ijXa9td2FT/7NHW/s4FKX1DsgO03gfemqleqXfObYmXGTU3T4/95SS8+MSr4b/ePna0NGzdr4pAusTLzFi7XtHnP6tk5Q4P/9tDMRUHfql17uWY89lzQlssvPl/39GgePKU2r7+279B9o2fpmeVvKCUll+pVr6Bvvt2iI49MOeCRBps+Haz5wn0RQAABVwIEXlfS3AcBDwQeXbBMQyfM1czRfVTqvLMy7fGWrT+rdvN+wbGDm6tdHZSZOHNR8CR43qS7lStnziDwrn7nIw3o2lQ1ry+nHTt36s23P1KnAWP1ctoYFcyfN6j3+tp1atltqF54fFQQiDOeZx3z8BMyxxx6tm2osmVKaOtPv+qDj75U4zqVg/pNO92vlNy51b7FTSpcqICWvPSmHpq5UIump+rkE4/NtP0ZA6853mDaVfTEY/XgPe1DBV5zr/o1K6pL6/ravmOHWnUfpovOP1t3ddp7BnnIuDl6ZvnrSu3TSiefcEwQkpe/ulZVK5Y9YOC16ZMHU5MuIoCA5wIEXs8nAN1HIDsFtm/fod6pU/Tci28EgdGEt3KXXKAbKl2uPEelBLeaMGOhXnn9Xc2Z0D92a1OvbLU7NX1U7+Dpqgm85vXwyJ6xMjt37VKFOp3VpXU91f1fUO4/dKq+3bxVU4Z3D8rtG3j/3LZd5Wu2U7c2DWIBd9++mkDdsvswvbpwnPLlPSr2o2adh6j8pSXVqnH1Awbe777fqpw5c2rP7j0y7SpV4kxNGtpdhQrufTIb7xPemY89p5fSxih3rpxBvbkLlwcBffHM+4MnzlfUaKe7uzZV7apXBj83T3yvrddVFcuXyTTw2vYpO+cA10IAAQQORQEC76E4KrQJgSQX2LzlJ73x9jq9++FnevaFN5Q3z1F6dGL/4Clq+76j9cLKtZn2cEjf1sGTXxN4i51ZVH06NE5XbvCoWfrsvxs17cHeMiH56jqd1Ldj4+C8cMbA++HHX6pe64FaNCNVZ59+8n73M8cIho5/NNN21Lnx6ligzFgg3RnePXu0+fsfNW5amnLkyKEZo/soR44j4g68y199S/MnDYzd4rkX39TA4dO0avEEffrFRtVqfpeefuQBnX7KCbEybXqN0HHHFM408Nr2KcmnG81HAAEEshQg8GZJRAEEEIgi8MOPv6hKw+5q2ai62jSpqbZ9HgyOEYy6d++v/zN7mcB7QfEz1PWO+ul+/PYHn+rW9vdp2fyRenfdZ+p932StWDAmCNQZA685ulD/jgMH3unzntWUOYuDJ7xhXpmd4V3/6QbVbTkgCOLm6MQD4x/Vl199m+4M75y0ZTJPdDOe4Z07cUC6wDtg2FS9/p+JscC7dO7wdMcrzFNscxY5s68ls+1TmP5TFgEEEEhGAQJvMo4abUYgiQTMB8euqdNJtapcqW5t6st8wOvRhcv03Jxhyp8vT6jAawpXbdRTDWpWlAm/R6bk1tD+bWLXCHOkwZz/bdHlAT0y7i6VKXlO3KL/FHgfeqCrrrrsQk2ZvVjLXnlL+4bZ1DGzZb6yLd7Aa440XF69rUbd014VypUO2mcsb2jcS5eWLpFp4LXtU9ydpyACCCCQpAIE3iQdOJqNwKEoMGnWU/rmuy265orSOuWk44JvHjDfTvD08tc0Y3RfXVzqHJkPrd3Uol9wZKFDizo6/tjC+vqb74Nvd+jZrmHwDQUHesJr+jx26pPBMYmN327R2MEdg4D59yvjh9ZGTXlcc9KeV692jYKQ+POvv+v99Z+rYe1rg/DYvMsDwXV6tWuoEsVO09Yffwm+OaFs6fOC79bN7HWgIw0bNn6nxbOGBO1/b/0XatT2Xs0e108Xnn+21rz7sdr3HaVCBfPHHXjNvc1ZYFPXnFE+umB+mSe4IyfPV+2qV2UaeG37dCjOJdqEAAIIZKcAgTc7NbkWAp4LmKeu5kNX5v+aYJs/b54g2N7e8MZ0wdR8ZdeDk+frtTUfatv2HTrp+CIqd0lJ9Wh7S/DU9p8CrzkqUO223ipydAG98MSo4FsdDhR4TQCcNu8ZzVv4QvDhtiKFC6jGdeViRyXM156NefjJ4NsZfmepHU8AAAMfSURBVNj6i44pUlClLzhHnVrWTXdudt9hzfiHJ8y5ZPONFJ1b3aziZ58aK2qOL0yf/2zwVWplSp2jEsVO16LnXg0VeM1TXnNueenLq1UgXx5dWfZC/fLb78qXN88Bv6XBpk+eT1u6jwACHggQeD0YZLqIAAIIIIAAAgj4LEDg9Xn06TsCCCCAAAIIIOCBAIHXg0GmiwgggAACCCCAgM8CBF6fR5++I4AAAggggAACHggQeD0YZLqIAAIIIIAAAgj4LEDg9Xn06TsCCCCAAAIIIOCBAIHXg0GmiwgggAACCCCAgM8CBF6fR5++I4AAAggggAACHggQeD0YZLqIAAIIIIAAAgj4LEDg9Xn06TsCCCCAAAIIIOCBAIHXg0GmiwgggAACCCCAgM8CBF6fR5++I4AAAggggAACHggQeD0YZLqIAAIIIIAAAgj4LEDg9Xn06TsCCCCAAAIIIOCBAIHXg0GmiwgggAACCCCAgM8CBF6fR5++I4AAAggggAACHggQeD0YZLqIAAIIIIAAAgj4LEDg9Xn06TsCCCCAAAIIIOCBAIHXg0GmiwgggAACCCCAgM8CBF6fR5++I4AAAggggAACHggQeD0YZLqIAAIIIIAAAgj4LEDg9Xn06TsCCCCAAAIIIOCBAIHXg0GmiwgggAACCCCAgM8CBF6fR5++I4AAAggggAACHggQeD0YZLqIAAIIIIAAAgj4LEDg9Xn06TsCCCCAAAIIIOCBAIHXg0GmiwgggAACCCCAgM8CBF6fR5++I4AAAggggAACHggQeD0YZLqIAAIIIIAAAgj4LEDg9Xn06TsCCCCAAAIIIOCBAIHXg0GmiwgggAACCCCAgM8CBF6fR5++I4AAAggggAACHggQeD0YZLqIAAIIIIAAAgj4LEDg9Xn06TsCCCCAAAIIIOCBAIHXg0GmiwgggAACCCCAgM8CBF6fR5++I4AAAggggAACHggQeD0YZLqIAAIIIIAAAgj4LEDg9Xn06TsCCCCAAAIIIOCBAIHXg0GmiwgggAACCCCAgM8CBF6fR5++I4AAAggggAACHgj8Hw1dDdYjkaQGAAAAAElFTkSuQmCC" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "internet_users = data[data[\"InternetService\"] != \"No\"]\n", + "no_internet_users = data[data[\"InternetService\"] == \"No\"]\n", + "\n", + "# Compute the number of users who churned and didn't churn for each group\n", + "internet_churn_count = internet_users[\"Churn\"].value_counts()\n", + "no_internet_churn_count = no_internet_users[\"Churn\"].value_counts()\n", + "\n", + "# Calculate percentages\n", + "no_internet_nochurn_perc = no_internet_churn_count[0] / (no_internet_churn_count[0] + no_internet_churn_count[1]) * 100\n", + "no_internet_churn_perc = no_internet_churn_count[1] / (no_internet_churn_count[0] + no_internet_churn_count[1]) * 100\n", + "internet_nochurn_perc = internet_churn_count[0] / (internet_churn_count[0] + internet_churn_count[1]) * 100\n", + "internet_churn_perc = internet_churn_count[1] / (internet_churn_count[0] + internet_churn_count[1]) * 100\n", + "\n", + "# Create a bar chart using Plotly\n", + "fig = go.Figure()\n", + "fig.add_trace(go.Bar(\n", + " x=[\"Internet Service\", \"No Internet Service\"],\n", + " y=[internet_nochurn_perc, no_internet_nochurn_perc],\n", + " name=\"No Churn\",\n", + " text=[f\"{internet_nochurn_perc:.2f}%\", f\"{no_internet_nochurn_perc:.2f}%\"], # Add data labels\n", + " textposition=\"inside\" # Set data label position inside the bars\n", + "))\n", + "fig.add_trace(go.Bar(\n", + " x=[\"Internet Service\", \"No Internet Service\"],\n", + " y=[internet_churn_perc, no_internet_churn_perc],\n", + " name=\"Churn\",\n", + " text=[f\"{internet_churn_perc:.2f}%\", f\"{no_internet_churn_perc:.2f}%\"], # Add data labels\n", + " textposition=\"inside\" # Set data label position inside the bars\n", + "))\n", + "\n", + "fig.update_layout(\n", + " xaxis=dict(title=\"Service Bundle\"),\n", + " yaxis=dict(title=\"Percentage of Users\"),\n", + " title=\"Churned and No Churn Users\",\n", + " barmode=\"stack\"\n", + ")\n", + "\n", + "fig.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It's very interesting to find, that users without internet service have very \n", + "low churn rates. It seems, that the internet service might be a problem in terms\n", + "of churn. \n", + "However, we must not jump to premature conclusions - as causality is not proven \n", + "here. (Users with internet service might in general be more tech-savvy and \n", + "therefore look for better alternatives more often).\n", + "\n", + "In real-world settings, the Data Scientist continues this exploratory analyses\n", + "for any of the features they deem worthy of further investigation. For the sake\n", + "of brevity, we'll skip this step here and continue with the model creation." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Model traning\n", + "\n", + "We use Pycaret to train a model for us. Pycaret will automatically select the\n", + "best performing model class and tune the hyperparameters for us.\n", + "\n", + "1. Set up Pycaret. This step allows for automatic data preprocessing. In our \n", + " case we tell Pycaret:\n", + " - to ignore the customerID column (as it's the\n", + " user identifier, therefore different for each and every entry and does by \n", + " definition not contribute to whether a user chursn)\n", + " - target the Churn column, as that's the feature we want to predict\n", + " - automatically fix the imbalance in our dataset - as we found, that we have\n", + " more non-churned users than churned users" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
 DescriptionValue
0Session id6247
1TargetChurn
2Target typeBinary
3Target mappingNo: 0, Yes: 1
4Original data shape(7043, 21)
5Transformed data shape(9357, 41)
6Transformed train set shape(7244, 41)
7Transformed test set shape(2113, 41)
8Ignore features1
9Ordinal features5
10Numeric features3
11Categorical features16
12PreprocessTrue
13Imputation typesimple
14Numeric imputationmean
15Categorical imputationmode
16Maximum one-hot encoding25
17Encoding methodNone
18Fix imbalanceTrue
19Fix imbalance methodSMOTE
20Fold GeneratorStratifiedKFold
21Fold Number10
22CPU Jobs-1
23Use GPUFalse
24Log ExperimentMlflowLogger
25Experiment Nameclf-default-name
26USI0073
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from pycaret.classification import *\n", + "\n", + "s = setup(\n", + " data,\n", + " target=\"Churn\",\n", + " ignore_features=[\"customerID\"],\n", + " log_experiment=True,\n", + " fix_imbalance=True,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using setup, Pycaret automatically creates a training and test dataset, \n", + "transforms categorical data to numerical ones (required for most machine \n", + "learning models), and uses \n", + "[SMOTE](https://imbalanced-learn.org/stable/references/generated/imblearn.over_sampling.SMOTE.html)\n", + "- an oversampling technique - to fix the imbalance in our dataset. These steps \n", + "would require tens of lines of code and quite intricate knowledge of the\n", + "modelling process. Pycaret does all this for us.\n", + "\n", + "The next step is already to train and evaluate models. In this case, we train \n", + "and validate 15 (!) models - all with a single line of code.\n", + "\n", + "(The \"lightgbm\" is excluded, as the training for this type of model takes quite\n", + "long. For production scenarios, it might be worth to include it.)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Initiated. . . . . . . . . . . . . . . . . .12:17:24
Status. . . . . . . . . . . . . . . . . .Selecting Estimator
Estimator. . . . . . . . . . . . . . . . . .Logistic Regression
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" + ], + "text/plain": [ + " \n", + " \n", + "Initiated . . . . . . . . . . . . . . . . . . 12:17:24\n", + "Status . . . . . . . . . . . . . . . . . . Selecting Estimator\n", + "Estimator . . . . . . . . . . . . . . . . . . Logistic Regression" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
 ModelAccuracyAUCRecallPrec.F1KappaMCCTT (Sec)
lrLogistic Regression0.78110.82740.35030.66570.45700.33710.36500.2320
nbNaive Bayes0.77260.80890.32280.64200.41530.29940.33090.1460
qdaQuadratic Discriminant Analysis0.74480.79250.11460.57370.18710.11500.16600.0320
rfRandom Forest Classifier0.76570.78340.36260.60060.44250.30910.32870.0880
knnK Neighbors Classifier0.69270.76870.75770.45380.56720.35190.37990.1740
catboostCatBoost Classifier0.74060.75660.08490.57770.14690.08520.14093.8830
etExtra Trees Classifier0.74080.75020.11620.55100.18930.10930.15620.0810
xgboostExtreme Gradient Boosting0.74500.73350.32870.52480.38340.24440.26090.0660
ldaLinear Discriminant Analysis0.73940.71080.07950.56190.13850.07850.13170.0350
gbcGradient Boosting Classifier0.70650.70960.41270.48180.40330.22600.24550.1320
adaAda Boost Classifier0.57670.69740.71940.37200.47950.19900.22430.0670
dtDecision Tree Classifier0.62130.57030.45750.37910.37340.13120.14380.0330
dummyDummy Classifier0.73470.50000.00000.00000.00000.00000.00000.0320
svmSVM - Linear Kernel0.71830.00000.58230.50840.48310.32520.36790.0380
ridgeRidge Classifier0.73940.00000.07950.56190.13850.07850.13170.0300
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# \"sort\" defines, which metric is used to rate the models. In this case, the\n", + "# \"AUC\" metric is used which is a good metric to start with for classification\n", + "# taks. The \"n_select\" parameter defines how many models are selected.\n", + "# The \"exclude\" parameter defines which models are excluded from the\n", + "# comparison. The \"lightgbm\" model is excluded, as the training for this\n", + "# type of model takes quite long.\n", + "# For production scenarios, it might be worth to include it.\n", + "best_models = compare_models(sort=\"AUC\", exclude=[\"lightgbm\"], n_select=3)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pycaret automatically outputs the performance metrics for each benchmarked\n", + "model.\n", + "Please note that the found numeric values for each of the metrics are not\n", + "fully deterministic - meaning they can change from run to run. Pycaret uses \n", + "cross-validation to evaluate the models. This means that the training and test \n", + "set are split into different chunks for each iteration. \n", + "This leads to slightly different performance metrics. Cross-validation is\n", + "generally a good idea, as it helps to avoid overfitting.\n", + "\n", + "> **NOTE:** This is yet another aspect of training machine learning models \n", + "> which is often overlooked by beginners - which is automatically taken care of \n", + "> by Pycaret.\n", + "\n", + "Judging from the output generating, the Logistic Regression model seems to be\n", + "the best performing model architecture - by quite a margin.\n", + "However we are not done yet - another important step is to tune the\n", + "hyperparameters of the winning models to further improve their performance.\n", + "By setting `n_select=3` in the above benchmarking call, we told Pycaret to\n", + "select the 8 best performing models from the benchmarking run. We can now use\n", + "all 3 of them to tune their hyperparameters. It's quite common, that the model\n", + "ranking shifts after hyperparameter tuning.\n", + "\n", + "Again, hyperparameter tuning is just a single line of code.\n", + "\n", + "> **NOTE:** The `tune_model` function provides a parameter `fold` which defines\n", + "> how many folds to use for cross-validation. The default is 10. This means\n", + "> that the training set is split into 10 chunks and each chunk is used as a\n", + "> test set once. This is a good default value. However, it can be increased\n", + "> to 15 or 20 to further improve the model performance. However, this comes\n", + "> at the cost of increased training time. See [this article](https://cran.r-project.org/web/packages/cvms/vignettes/picking_the_number_of_folds_for_cross-validation.html#:~:text=When%20performing%20cross%2Dvalidation%2C%20it,common%20to%20use%2010%20folds.)\n", + "> for a primer on how folds impact model performance. (Do not overthink this\n", + "> this aspect. More is better, but with diminishing returns. 10 is good\n", + "> for almost anything.)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
 AccuracyAUCRecallPrec.F1KappaMCC
Fold       
00.76470.82400.16790.75860.27500.19770.2790
10.74440.83240.10690.60870.18180.11130.1718
20.75660.82940.16790.66670.26830.18070.2431
30.76880.81200.20610.72970.32140.23150.2992
40.74650.82830.16030.58330.25150.15470.2018
50.76060.82830.18320.68570.28920.19950.2628
60.75860.78270.16030.70000.26090.17960.2503
70.75050.77450.16030.61760.25450.16290.2168
80.73630.81690.10770.50000.17720.09240.1316
90.76670.87010.16920.75860.27670.19980.2808
Mean0.75540.81990.15900.66090.25570.17100.2337
Std0.01010.02540.02900.07910.04250.04030.0503
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fitting 10 folds for each of 10 candidates, totalling 100 fits\n", + "Original model was better than the tuned model, hence it will be returned. NOTE: The display metrics are for the tuned model (not the original one).\n" + ] + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
 AccuracyAUCRecallPrec.F1KappaMCC
Fold       
00.78900.81350.32820.72880.45260.34440.3866
10.76270.82730.23660.64580.34640.23770.2826
20.76670.82510.26720.64810.37840.26420.3036
30.76880.78420.36640.60760.45710.32150.3381
40.77690.81360.37400.63640.47120.34160.3610
50.76880.82320.25950.66670.37360.26400.3083
60.76470.77510.19080.71430.30120.21300.2807
70.74850.76840.31300.54670.39810.25370.2694
80.78300.80550.38460.64940.48310.35690.3766
90.79920.85550.53850.64220.58580.45460.4577
Mean0.77280.80910.32590.64860.42470.30520.3365
Std0.01380.02530.09320.04830.07760.06870.0564
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fitting 10 folds for each of 10 candidates, totalling 100 fits\n", + "Original model was better than the tuned model, hence it will be returned. NOTE: The display metrics are for the tuned model (not the original one).\n" + ] + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
 AccuracyAUCRecallPrec.F1KappaMCC
Fold       
00.73830.82730.74050.50520.60060.41620.4330
10.78900.84810.70990.58490.64140.49390.4986
20.78700.84160.74050.57740.64880.49930.5073
30.72820.81810.71760.49210.58390.39230.4077
40.76270.82830.72520.53980.61890.45190.4623
50.76470.85400.79390.53890.64200.47610.4960
60.73830.81170.68700.50560.58250.39830.4083
70.71600.78360.71760.47720.57320.37310.3905
80.72410.83410.76150.48530.59280.39930.4225
90.77890.86680.81540.55500.66040.50520.5257
Mean0.75270.83140.74090.52610.61440.44060.4552
Std0.02570.02240.03740.03650.03020.04780.0464
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fitting 10 folds for each of 10 candidates, totalling 100 fits\n" + ] + } + ], + "source": [ + "# Run `tune_model` for each model in `best_models`\n", + "tuned_models = [tune_model(model) for model in best_models]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pycaret outputs the cross-validation performance metrics for each model.\n", + "You might notice that for some of the models the metrics for the tuned model\n", + "are worse than for the untuned model. This is quite common - oftentimes the \n", + "default model parameters - especially for rather simple model architectures - \n", + "are already quite good. However, there are no indicators for this - so running\n", + "the hyperparameter tuning is always a good idea." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We could call it a day, however modern ML approaches have one more trick up\n", + "their sleeves: combining multiple models.\n", + "\n", + "There are multiple approaches, the two most common ones are:\n", + "- **ensemble learning**: in general, \n", + " combines multiple models of the same architecture\n", + "- **blending models**: in general, combines multiple models of different \n", + " architectures\n", + "\n", + "> **NOTE:** As for hyperparameter tuning, combining models does not always lead\n", + "> to better results. But it's worth a try." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Ensemble learning\n", + "\n", + "[Ensemble learning](https://towardsdatascience.com/ensemble-methods-bagging-boosting-and-stacking-c9214a10a205) \n", + "is an approach in machine learning that involves training multiple models, often\n", + "referred to as \"weak learners\". These models are then aggregated to improve \n", + "performance. The core idea is that by properly combining these weaker models, \n", + "one can achieve more precise and stable outcomes.\n", + "Ensemble\n", + "\n", + "There are two common approaches to ensemble learning: [bagging](https://pycaret.gitbook.io/docs/get-started/functions/optimize#method-bagging) \n", + "and [boosting](https://pycaret.gitbook.io/docs/get-started/functions/optimize#method-boosting).\n", + "\n", + "Both methods are implemented in Pycaret and can be used - once again - with \n", + "a single line of code." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
 AccuracyAUCRecallPrec.F1KappaMCC
Fold       
00.79510.83200.35110.74190.47670.36900.4089
10.76670.83760.26720.64810.37840.26420.3036
20.76670.83720.27480.64290.38500.26860.3056
30.79510.82340.41220.69230.51670.39720.4187
40.77690.82950.37400.63640.47120.34160.3610
50.77890.83790.39690.63410.48830.35660.3726
60.77690.79070.33590.65670.44440.32260.3510
70.76470.78210.33590.60270.43140.29780.3181
80.80320.82980.41540.72000.52680.41370.4387
90.79920.87280.44620.68240.53950.41820.4337
Mean0.78240.82730.36100.66580.46580.34500.3712
Std0.01380.02410.05650.04060.05310.05350.0493
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 AccuracyAUCRecallPrec.F1KappaMCC
Fold       
00.78900.81450.37400.69010.48510.36690.3941
10.76880.82260.25950.66670.37360.26400.3083
20.76060.82440.27480.61020.37890.25620.2875
30.77280.78460.39690.61180.48150.34440.3576
40.77080.81430.39690.60470.47930.34030.3527
50.76270.82170.22140.65910.33140.22830.2788
60.75460.77630.12210.72730.20920.14370.2258
70.75460.76580.21370.60870.31640.20680.2491
80.78090.80690.43080.62220.50910.37400.3845
90.79920.85710.46920.67030.55200.42780.4391
Mean0.77140.80880.31600.64710.41170.29520.3278
Std0.01390.02550.10720.03980.10150.08430.0652
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 AccuracyAUCRecallPrec.F1KappaMCC
Fold       
00.74040.82790.71760.50810.59490.41200.4253
10.78300.84770.70990.57410.63480.48290.4884
20.78700.84190.71760.58020.64160.49250.4981
30.73430.81710.72520.50000.59190.40460.4200
40.75860.82780.74810.53260.62220.45220.4662
50.76060.85190.79390.53330.63800.46940.4901
60.73230.81440.68700.49720.57690.38830.3992
70.72010.78110.74810.48280.58680.38970.4111
80.73020.83380.74620.49240.59330.40390.4234
90.78090.86780.81540.55790.66250.50860.5287
Mean0.75270.83110.74090.52590.61430.44040.4551
Std0.02340.02270.03700.03350.02750.04340.0423
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "bagged = [ensemble_model(i, method=\"Bagging\") for i in tuned_models]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Boosting works similar to Bagging (at least when using Pycaret), however \n", + "models that do not provide probability estimates cannot be used for Boosting." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
 AccuracyAUCRecallPrec.F1KappaMCC
Fold       
00.74850.84610.74810.51850.61250.43520.4513
10.77890.85340.73280.56470.63790.48260.4911
20.78090.85490.74810.56650.64470.49070.5006
30.71810.81860.74050.48020.58260.38400.4045
40.75460.83500.77860.52580.62770.45470.4742
50.75660.85570.82440.52680.64290.47150.4987
60.72820.81570.72520.49220.58640.39480.4113
70.71400.79780.76340.47620.58650.38530.4105
80.75250.85270.80770.51980.63250.45890.4843
90.77480.87050.83080.54820.66060.50250.5268
Mean0.75070.84000.77000.52190.62140.44600.4653
Std0.02300.02150.03660.03050.02650.04200.0413
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 AccuracyAUCRecallPrec.F1KappaMCC
Fold       
00.73430.57790.00000.00000.00000.00000.0000
10.73020.59640.01530.33330.02920.00610.0170
20.72210.56300.00760.12500.0144-0.0167-0.0409
30.57000.78080.92370.37460.53300.24910.3398
40.73630.59930.01530.66670.02990.01820.0710
50.72820.60330.01530.28570.02900.00210.0054
60.73020.56250.00760.25000.0148-0.0009-0.0032
70.73830.56850.02290.75000.04440.02920.0992
80.73230.61560.01540.33330.02940.00630.0175
90.73230.63760.01540.33330.02940.00630.0175
Mean0.71540.61050.10380.34520.07540.03000.0523
Std0.04870.06130.27330.21180.15300.07390.1027
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Can't apply boosting.\n" + ] + } + ], + "source": [ + "def try_ensemble_model(model):\n", + " try:\n", + " print(type(model))\n", + " # Attempt to ensemble the model with Boosting method\n", + " return ensemble_model(model, method=\"Boosting\")\n", + " except Exception as e:\n", + " print(\"Can't apply boosting.\")\n", + " return None \n", + "\n", + "boosted = [try_ensemble_model(i) for i in tuned_models]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Blending models\n", + "\n", + "Blending models is a technique that combines multiple models of different\n", + "architectures. The idea is to combine the strengths of different models to\n", + "achieve better performance. In a nutshell, a meta-learner model is trained\n", + "which takes the predictions of the base models as input and outputs the final\n", + "prediction. It basically combines the outputs of the base models to a final\n", + "prediction.\n", + "\n", + "In the example below tuned models as base models.\n", + "An even better approach would be to hand-pick the best performing models from \n", + "all of our experiments above - but for the sake of brevity we'll stick with\n", + "the first 5 of our tuned models." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
 AccuracyAUCRecallPrec.F1KappaMCC
Fold       
00.77690.82920.52670.58970.55650.40800.4092
10.79110.84410.38170.69440.49260.37480.4014
20.77890.83850.41980.62500.50230.36710.3791
30.77690.81910.44270.61050.51330.37330.3814
40.77480.82610.48850.59260.53560.38880.3919
50.79110.84830.50380.63460.56170.42690.4318
60.75860.80800.29770.59090.39590.26510.2894
70.75660.78330.47330.54870.50820.34760.3493
80.79110.82900.53850.61950.57610.43840.4403
90.81740.87730.61540.66670.64000.51800.5187
Mean0.78130.83030.46880.61730.52820.39080.3993
Std0.01670.02370.08440.03950.06070.06230.0570
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "blend = blend_models(estimator_list = tuned_models)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Wrap up: Getting the best model\n", + "We've come a long way. We've trained 15 models, tuned their hyperparameters,\n", + "combined them using ensemble learning and blending models. The avid reader\n", + "might remark, that that was quite a lot of work. However, one has to keep in\n", + "mind, that first - all of this was done with just a view lines of code and \n", + "more importantly - all of this is the same for almost any classification\n", + "machine learning task - making it highly reusable.\n", + "\n", + "The missing step is to identify the best model from all of our experiments.\n", + "While we could manually look at all the mean performance metrics and pick the \n", + "best one, Pycaret provides a function to do this for us." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "best_model = automl(optimize = 'AUC')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pycaret also provides methods to investigate the model in more detail. The \n", + "main tool you want to use is `evaluate_model`. This function provides a number\n", + "of plots that help to understand the model performance - from AUC curves to\n", + "confusion matrices, learning curves and model dimensions.\n", + "\n", + "> **NOTE:** These next features are optimized for jupyter notebooks." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "b91ff79476254bb2b70ae7242164d0dc", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(ToggleButtons(description='Plot Type:', icons=('',), options=(('Pipeline Plot', 'pipelin…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "evaluate_model(best_model)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Finalizing\n", + "\n", + "Up until now we have trained and evaluated our model on the training data - \n", + "whereas our input dataset was split in training and test data.\n", + "This means, our test data were not used for training the model (which is a good \n", + "thing, as we need a test set vor validation). \n", + "\n", + "However, now that we know which model works best, we should retrain it on the \n", + "whole dataset to get as many training data as possible. This can in some cases \n", + "improve model quality. For that, Pycaret provides the `finalize_model` method." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "final_model = finalize_model(best_model)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Saving the model\n", + "\n", + "To use this newly built model for predicting new data, we can export it using\n", + "either the `deploy_model` or `save_model` methods. For more details on them\n", + "see the [Pycaret documentation](https://pycaret.gitbook.io/docs/get-started/functions/deploy)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "if not os.path.exists(\"model\"):\n", + " os.makedirs(\"model\")\n", + "# Save the model to disk\n", + "_ = save_model(final_model, \"model/classification_model\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Predicting on unseen data\n", + "\n", + "To use the model for prediction, we can use the `predict_model` method. This\n", + "method takes the model and the data to predict as input and outputs the\n", + "predictions for these new data." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
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genderSeniorCitizenPartnerDependentstenurePhoneServiceMultipleLinesInternetServiceOnlineSecurityOnlineBackup...TechSupportStreamingTVStreamingMoviesContractPaperlessBillingPaymentMethodMonthlyChargesTotalChargesprediction_labelprediction_score
4962Female0YesYes72YesYesFiber opticYesYes...YesYesYesTwo yearYesCredit card (automatic)116.4000028543.25No0.5494
2110Female0YesNo56YesYesFiber opticNoNo...YesYesYesTwo yearNoBank transfer (automatic)103.1999975744.35No0.5249
513Female0NoNo53YesNoFiber opticNoYes...NoYesYesOne yearYesMailed check100.3000035200.8No0.5132
957Female0NoNo42YesNoDSLNoNo...YesNoYesTwo yearNoCredit card (automatic)66.5000002762.75No0.5409
503Male0NoNo1YesYesDSLNoNo...NoNoNoMonth-to-monthYesCredit card (automatic)49.79999949.8Yes0.5266
..................................................................
4622Male0NoNo45YesNoNoNo internet serviceNo internet service...No internet serviceNo internet serviceNo internet serviceOne yearNoBank transfer (automatic)18.850000867.3No0.5728
422Male1NoNo1YesNoFiber opticNoNo...NoYesNoMonth-to-monthYesElectronic check79.09999879.1Yes0.5557
6256Female1YesNo12YesNoDSLYesNo...YesYesYesOne yearYesElectronic check79.199997943.85Yes0.5049
5348Male0NoNo25YesNoFiber opticYesNo...YesYesYesMonth-to-monthYesElectronic check105.5000002686.05Yes0.5191
2629Female0YesYes72YesNoNoNo internet serviceNo internet service...No internet serviceNo internet serviceNo internet serviceTwo yearNoBank transfer (automatic)20.1000001460.85No0.6083
\n", + "

2113 rows × 21 columns

\n", + "
" + ], + "text/plain": [ + " gender SeniorCitizen Partner Dependents tenure PhoneService \\\n", + "4962 Female 0 Yes Yes 72 Yes \n", + "2110 Female 0 Yes No 56 Yes \n", + "513 Female 0 No No 53 Yes \n", + "957 Female 0 No No 42 Yes \n", + "503 Male 0 No No 1 Yes \n", + "... ... ... ... ... ... ... \n", + "4622 Male 0 No No 45 Yes \n", + "422 Male 1 No No 1 Yes \n", + "6256 Female 1 Yes No 12 Yes \n", + "5348 Male 0 No No 25 Yes \n", + "2629 Female 0 Yes Yes 72 Yes \n", + "\n", + " MultipleLines InternetService OnlineSecurity OnlineBackup \\\n", + "4962 Yes Fiber optic Yes Yes \n", + "2110 Yes Fiber optic No No \n", + "513 No Fiber optic No Yes \n", + "957 No DSL No No \n", + "503 Yes DSL No No \n", + "... ... ... ... ... \n", + "4622 No No No internet service No internet service \n", + "422 No Fiber optic No No \n", + "6256 No DSL Yes No \n", + "5348 No Fiber optic Yes No \n", + "2629 No No No internet service No internet service \n", + "\n", + " ... TechSupport StreamingTV StreamingMovies \\\n", + "4962 ... Yes Yes Yes \n", + "2110 ... Yes Yes Yes \n", + "513 ... No Yes Yes \n", + "957 ... Yes No Yes \n", + "503 ... No No No \n", + "... ... ... ... ... \n", + "4622 ... No internet service No internet service No internet service \n", + "422 ... No Yes No \n", + "6256 ... Yes Yes Yes \n", + "5348 ... Yes Yes Yes \n", + "2629 ... No internet service No internet service No internet service \n", + "\n", + " Contract PaperlessBilling PaymentMethod \\\n", + "4962 Two year Yes Credit card (automatic) \n", + "2110 Two year No Bank transfer (automatic) \n", + "513 One year Yes Mailed check \n", + "957 Two year No Credit card (automatic) \n", + "503 Month-to-month Yes Credit card (automatic) \n", + "... ... ... ... \n", + "4622 One year No Bank transfer (automatic) \n", + "422 Month-to-month Yes Electronic check \n", + "6256 One year Yes Electronic check \n", + "5348 Month-to-month Yes Electronic check \n", + "2629 Two year No Bank transfer (automatic) \n", + "\n", + " MonthlyCharges TotalCharges prediction_label prediction_score \n", + "4962 116.400002 8543.25 No 0.5494 \n", + "2110 103.199997 5744.35 No 0.5249 \n", + "513 100.300003 5200.8 No 0.5132 \n", + "957 66.500000 2762.75 No 0.5409 \n", + "503 49.799999 49.8 Yes 0.5266 \n", + "... ... ... ... ... \n", + "4622 18.850000 867.3 No 0.5728 \n", + "422 79.099998 79.1 Yes 0.5557 \n", + "6256 79.199997 943.85 Yes 0.5049 \n", + "5348 105.500000 2686.05 Yes 0.5191 \n", + "2629 20.100000 1460.85 No 0.6083 \n", + "\n", + "[2113 rows x 21 columns]" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "predict_model(final_model, s.X_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Experiment tracking with MLflow and Pycaret\n", + "\n", + "MLflow is an open source platform for managing the end-to-end machine learning\n", + "lifecycle. It is the defacto standard for experiment tracking in the machine\n", + "learning community. It provides a simple interface to track experiments,\n", + "parameters, metrics and artifacts. It also provides a simple UI to browse\n", + "experiments and registered models.\n", + "\n", + "MLflow needs a storage backend to store all these information. CrateDB offers\n", + "exactly that - support for MLflow. Therefore we can use CrateDB as our storage\n", + "engine for the full Machine Learning lifecycle - from storing the raw data to\n", + "storing the experiment and model metadata.\n", + "\n", + "Last but not least, Pycaret also provides first-class support for MLflow. \n", + "This means that all the experiments we've run above are automatically tracked \n", + "in MLflow. This is especially useful for production scenarios, where we want \n", + "to keep track of all the experiments we've run and the models we've created.\n", + "As we've seen we run many experiments - them automatically being tracked is\n", + "a huge time saver.\n", + "\n", + "### Configuring MLflow to use CrateDB\n", + "\n", + "Before we can use CrateDB as our MLflow backend, we need to set the \n", + "`MLFLOW_TRACKING_URI` environment variable to our crate database.\n", + "(We already did that at the very beginning our this demo)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "os.environ[\n", + " \"MLFLOW_TRACKING_URI\"\n", + "] = f\"crate://{os.environ['CRATE_USER']}:{os.environ['CRATE_PASSWORD']}@{os.environ['CRATE_HOST']}:4200?ssl=true&schema=mlflow\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now if we run the above experiments again, they are tracked in CrateDB using\n", + "MLflow.\n", + "\n", + "### Registering trained models\n", + "\n", + "Tracking experiments is one thing, but we also want to keep track of the models\n", + "we've created. For that, we can use the `log_model` method. This method\n", + "takes the trained model and a name as input and registers the model in MLflow \n", + "and subsequently in CrateDB.\n", + "\n", + "Make sure to first run `save_model` as described above." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from mlflow.sklearn import log_model\n", + "\n", + "_ = log_model(\n", + " sk_model=final_model,\n", + " artifact_path=\"model/classification_model\",\n", + " registered_model_name=f\"classification-model\",\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Summary\n", + "\n", + "In this demonstration example we have seen how to use CrateDB and Pycaret to\n", + "train a machine learning model. We've seen how to use Pycaret to train and\n", + "evaluate multiple models, how to tune their hyperparameters and how to combine\n", + "them using ensemble learning and blending models. We've alos seen how to use \n", + "MLflow to track our experiments and how to register our trained models.\n", + "\n", + "All these steps used to be a lot of work and required a good amount of know-how\n", + "about the entire machine learning ecosystem. One needs to know the available\n", + "model architectures, state-of-the-art benchmarking and tuning techniques and\n", + "how to combine models. This is a lot of work and requires a lot of experience.\n", + "By using Pycaret, all of this is reduced to a few lines of code. This makes\n", + "machine learning applicable for a much broader audience.\n", + "\n", + "While this demo explained some of the details around the model training process,\n", + "these are the main lines required to train a classification model.\n", + "\n", + "```python\n", + "from pycaret.classification import *\n", + "s = setup(data, target = 'Churn', ignore_features = ['customerID'], fix_imbalance=True)\n", + "best_models = compare_models(sort=\"AUC\", exclude=[\"lightgbm\"], n_select=3)\n", + "tuned_models = [tune_model(model) for model in best_models]\n", + "blend = blend_models(estimator_list = tuned_models)\n", + "bagged = [ensemble_model(i, method=\"Bagging\") for i in tuned_models]\n", + "best_model = automl(optimize = 'AUC')\n", + "final_model = finalize_model(best_model)\n", + "```\n", + "\n", + "This demo also showed how CrateDB can be utilized as the main storage engine for\n", + "end to end machine learning workflows. From storing the raw data to storing the\n", + "experiment and model metadata, CrateDB can be used as a single piece of data\n", + "infrastructure for the entire model lifecycle." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "crate", + "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": "3.10.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/topic/machine-learning/classification-automl/automl_classification_with_pycaret.md b/topic/machine-learning/classification-automl/automl_classification_with_pycaret.md new file mode 100644 index 00000000..8aff1dbc --- /dev/null +++ b/topic/machine-learning/classification-automl/automl_classification_with_pycaret.md @@ -0,0 +1,2237 @@ +# Create a classification model with CrateDB, Pycaret and MLflow + +This notebook guides you through the process of creating a classification +machine learning model with CrateDB and Pycaret. The exciting part: we're +using automatic machine learning model selection, benchmarking and +hyperparameter tuning - commonly known as AutoML. + +## CrateDB + +CrateDB is a distributed SQL database that makes it simple to store and analyze +huge amounts of time series data in real-time. It provides a robust SQL +interface and a number of anlaytics features that are predestined for machine +learning tasks. + +Two additional features stand out: + +1. CrateDB allows to store both relational data like strings, floats and + timestamps as well as complex object types. This makes it easy to store + the raw data required for machine learning model creation as well as the + metadata that is often required to make sense of the data. + +1. CrateDB offes first-class time partitioning support. This allows to store + tremendous amounts of data in a single table and still be able to query + it in a performant way. This is especially useful for time series data + like sensor data, user tracking data or log data. + +## Pycaret + +Pycaret is a Python library that makes it easy to create and train machine +learning models in python. The outstanding feature of Pycaret is its AutoML +capabilities. + +Pycaret is a high-level interface on top of popular machine learning +frameworks. Among them are scikit-learn, xgboost, ray, lightgbm and many more. + +Pycaret provides a simple low-code interface to utilize these libraries without +needing to know the details of the underlying model architectures and +parameters. + +The general concept of Pycaret - and for the matter of fact for AutoML in +general - is rather simple: One takes the raw data, splits it into a training +and a test set and then trains a number of different models on the training +set. The models are then evaluated on the test set and the best performing +model is selected. This process gets repeated for tuning the hyperparameters +of the best models. Again, this process is highly empirical. The parameters are +changed, the model is retrained and evaluated again. This process is repeated +until the best performing parameters are found. + +Modern algorithms for executing all these experiments are - among other - +GridSearch, RandomSearch and BayesianSearch. For a quick introduction into +these methods, see +[this article](https://medium.com/analytics-vidhya/comparison-of-hyperparameter-tuning-algorithms-grid-search-random-search-bayesian-optimization-5326aaef1bd1). + +In the past, all these try-and-error experiments had to be done manually - +which is a tedious and time-consuming task. Pycaret automates this process +and provides a simple interface to execute all these experiments in a +straightforward way. This notebook shows how. + +## The dataset + +The dataset used to demonstrate the use of Pycaret and CrateDB for training +machine learning models is a churn dataset of a telecom provider. + +It includes various attributes relating to customer demographics, services +subscribed to, billing information, and churn status. + +- `customerID`: A unique identifier for each customer. +- `gender`: The customer's gender (e.g., Male, Female). +- `SeniorCitizen`: Indicates whether the customer is a senior citizen (1) or + not (0). +- `Partner`: Indicates whether the customer has a partner (Yes) or not (No). +- `Dependents`: Indicates whether the customer has dependents (Yes) or not + (No). +- `tenure`: The total amount of time that the customer has been with the + company. +- `PhoneService`: Indicates whether the customer has a phone service (Yes) + or not (No). +- `MultipleLines`: Indicates whether the customer has multiple lines (Yes), + no multiple lines (No), or no phone service. +- `InternetService`: The type of internet service the customer has (DSL, + Fiber optic, or None). +- `OnlineSecurity`: Indicates whether the customer subscribes to an additional + online security service (Yes, No, or No internet service). +- `DeviceProtection`: Whether the customer has a device protection plan (Yes, + No, or No internet service). +- `TechSupport`: Indicates whether the customer has tech support services (Yes, + No, or No internet service). +- `StreamingTV`: Indicates if the customer has streaming TV service (Yes, No, + or No internet service). +- `StreamingMovies`: Indicates if the customer has streaming movies service + (Yes, No, or No internet service). +- `Contract`: The type of contract the customer has (Month-to-month, One year, + Two years). +- `PaperlessBilling`: Indicates whether the customer has paperless billing (Yes) + or not (No). +- `PaymentMethod`: The customer's payment method (Electronic check, + Mailed check, Credit card (automatic), etc.). +- `MonthlyCharges`: The amount charged to the customer each month. +- `TotalCharges`: The total amount charged to the customer over the time they + have been with the company. +- `Churn`: Indicates whether the customer has churned (Yes) or not (No). + +## Getting started + +First, install the required dependencies. + +```bash +pip install -r requirements.txt +``` + +> **Note:** As of time of this writing, Pycaret requires Python 3.8, 3.9 or +> 3.10. + +Secondly, we need a CrateDB instance to store and serve the data. The easiest +way to get started is to use the free CrateDB cloud offering. You can sign up +for a free account at https://console.cratedb.cloud. + +[Deploy a cluster](https://cratedb.com/docs/cloud/en/latest/tutorials/deploy/stripe.html#deploy-cluster) +and we're ready to go. + +Finally, create a file `.env` with the following content: + +```env +CRATE_HOST= # set this to localhost if you're running crate locally +CRATE_USER= # set this to crate if you're running crate locally +CRATE_PASSWORD= # set this to "" if you're running crate locally +CRATE_SSL=true # set this to false if you're running crate locally +``` + +You can find your cratedb credentials in your +[CrateDB Cloud Console](https://cratedb.com/docs/cloud/en/latest/reference/overview.html#cluster). + +### Creating demo data + +For convenience, this notebook comes with an accompanying csv dataset which we +can quickly import in our database. Upload the csv file to your CrateDB cloud +cluster, as described [here](https://cratedb.com/docs/cloud/en/latest/reference/overview.html#import). +To follow this notebook, choose `pycaret_churn` for your database name. + +This will automatically create a new crate table and import the data. + +### Alternative data import using code + +If you prefer to use code to import your data, please execute the following lines which read the CSV +file into a pandas data frame, automatically creates the table in CrateDB and loads the data. + +```python +import os +import dotenv +import sqlalchemy as sa +import pandas as pd +if os.path.exists(".env"): + dotenv.load_dotenv(".env", override=True) + +dburi = f"crate://{os.environ['CRATE_USER']}:{os.environ['CRATE_PASSWORD']}@{os.environ['CRATE_HOST']}:4200?ssl={os.environ['CRATE_SSL']}" +engine = sa.create_engine(dburi, echo=True) +df = pd.read_csv("churn-dataset.csv") + +with engine.connect() as conn: + df.to_sql("pycaret_churn", conn, index=False, chunksize=1000, if_exists="replace") +``` + +## Model creation + +Now that our data and environment is set up, we can start creating our model. + +The first step is to import the required libraries and to load our data from +the database. + +```python +import os +import dotenv +import sqlalchemy as sa +import pandas as pd +import plotly +import plotly.express as plotly_express +import plotly.graph_objects as go +import mlflow_cratedb # We need this import to use the CrateDB MLflow store + +if os.path.exists(".env"): + dotenv.load_dotenv(".env", override=True) + +dburi = f"crate://{os.environ['CRATE_USER']}:{os.environ['CRATE_PASSWORD']}@{os.environ['CRATE_HOST']}:4200?ssl={os.environ['CRATE_SSL']}" +engine = sa.create_engine(dburi, echo=True) + +# Insert the data into CrateDB +with engine.connect() as conn: + with conn.execute(sa.text("SELECT * FROM pycaret_churn")) as cursor: + data = pd.DataFrame(cursor.fetchall(), columns=cursor.keys()) + +# We set the MLFLOW_TRACKING_URI to our CrateDB instance. We'll see later why +os.environ[ + "MLFLOW_TRACKING_URI" +] = f"{dburi}&schema=mlflow" +``` + +Next, let's have a quick glance on how our dataset looks like. +As we already know from chapter [The dataset](#the-dataset), the feature +to predict is `Churn` . Let's have a look at the distribution of this feature. + +> **Note:** knowing the distribution of the target feature is important to know +> whether the dataset is imbalanced - meaning that it has much more samples of +> one class than of the other. This is important to know because it can lead to +> biased models - so we can accommodate for this in our model creation process. + +![png](automl_classification_with_pycaret_files/automl_classification_with_pycaret_5_0.png) + +The plot reveals that our dataset is indeed skewed towards non-churned users. +Let's keep this in mind for later. + +With that out of the way, we can dig deeper into the dataset to get a better +understanding of the data we're dealing with. These next steps are not strictly +necessary for creating a model, but they help us to understand the data and +to better verify our models performance. + +As a general guideline, a Data Scientist is tasked with investigating the +influence of features on the target variable. Let's start with tenure - as it +might be reasonable to argue that a clients tenue might influence the churn. + +![png](automl_classification_with_pycaret_files/automl_classification_with_pycaret_7_0.png) + +It's quite obvious, that most people seem to churn with month-to-month +contracts. Also, the longer the tenure, the less likely it is that a customer +churns (generally speaking). +Another interesting angle might be too look at whether users with specific +services - like internet service - are more likely to churn. + +![png](automl_classification_with_pycaret_files/automl_classification_with_pycaret_9_0.png) + +It's very interesting to find, that users without internet service have very +low churn rates. It seems, that the internet service might be a problem in terms +of churn. +However, we must not jump to premature conclusions - as causality is not proven +here. (Users with internet service might in general be more tech-savvy and +therefore look for better alternatives more often). + +In real-world settings, the Data Scientist continues this exploratory analyses +for any of the features they deem worthy of further investigation. For the sake +of brevity, we'll skip this step here and continue with the model creation. + +# Model traning + +We use Pycaret to train a model for us. Pycaret will automatically select the +best performing model class and tune the hyperparameters for us. + +1. Set up Pycaret. This step allows for automatic data preprocessing. In our + case we tell Pycaret: + - to ignore the customerID column (as it's the + user identifier, therefore different for each and every entry and does by + definition not contribute to whether a user chursn) + - target the Churn column, as that's the feature we want to predict + - automatically fix the imbalance in our dataset - as we found, that we have + more non-churned users than churned users + +```python +from pycaret.classification import * + +s = setup( + data, + target="Churn", + ignore_features=["customerID"], + log_experiment=True, + fix_imbalance=True, +) +``` + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
 DescriptionValue
0Session id6247
1TargetChurn
2Target typeBinary
3Target mappingNo: 0, Yes: 1
4Original data shape(7043, 21)
5Transformed data shape(9357, 41)
6Transformed train set shape(7244, 41)
7Transformed test set shape(2113, 41)
8Ignore features1
9Ordinal features5
10Numeric features3
11Categorical features16
12PreprocessTrue
13Imputation typesimple
14Numeric imputationmean
15Categorical imputationmode
16Maximum one-hot encoding25
17Encoding methodNone
18Fix imbalanceTrue
19Fix imbalance methodSMOTE
20Fold GeneratorStratifiedKFold
21Fold Number10
22CPU Jobs-1
23Use GPUFalse
24Log ExperimentMlflowLogger
25Experiment Nameclf-default-name
26USI0073
+ +Using setup, Pycaret automatically creates a training and test dataset, +transforms categorical data to numerical ones (required for most machine +learning models), and uses +[SMOTE](https://imbalanced-learn.org/stable/references/generated/imblearn.over_sampling.SMOTE.html) + +- an oversampling technique - to fix the imbalance in our dataset. These steps + would require tens of lines of code and quite intricate knowledge of the + modelling process. Pycaret does all this for us. + +The next step is already to train and evaluate models. In this case, we train +and validate 15 (!) models - all with a single line of code. + +(The "lightgbm" is excluded, as the training for this type of model takes quite +long. For production scenarios, it might be worth to include it.) + +```python +# "sort" defines, which metric is used to rate the models. In this case, the +# "AUC" metric is used which is a good metric to start with for classification +# taks. The "n_select" parameter defines how many models are selected. +# The "exclude" parameter defines which models are excluded from the +# comparison. The "lightgbm" model is excluded, as the training for this +# type of model takes quite long. +# For production scenarios, it might be worth to include it. +best_models = compare_models(sort="AUC", exclude=["lightgbm"], n_select=3) + +``` + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
 ModelAccuracyAUCRecallPrec.F1KappaMCCTT (Sec)
lrLogistic Regression0.78110.82740.35030.66570.45700.33710.36500.2320
nbNaive Bayes0.77260.80890.32280.64200.41530.29940.33090.1460
qdaQuadratic Discriminant Analysis0.74480.79250.11460.57370.18710.11500.16600.0320
rfRandom Forest Classifier0.76570.78340.36260.60060.44250.30910.32870.0880
knnK Neighbors Classifier0.69270.76870.75770.45380.56720.35190.37990.1740
catboostCatBoost Classifier0.74060.75660.08490.57770.14690.08520.14093.8830
etExtra Trees Classifier0.74080.75020.11620.55100.18930.10930.15620.0810
xgboostExtreme Gradient Boosting0.74500.73350.32870.52480.38340.24440.26090.0660
ldaLinear Discriminant Analysis0.73940.71080.07950.56190.13850.07850.13170.0350
gbcGradient Boosting Classifier0.70650.70960.41270.48180.40330.22600.24550.1320
adaAda Boost Classifier0.57670.69740.71940.37200.47950.19900.22430.0670
dtDecision Tree Classifier0.62130.57030.45750.37910.37340.13120.14380.0330
dummyDummy Classifier0.73470.50000.00000.00000.00000.00000.00000.0320
svmSVM - Linear Kernel0.71830.00000.58230.50840.48310.32520.36790.0380
ridgeRidge Classifier0.73940.00000.07950.56190.13850.07850.13170.0300
+ +Pycaret automatically outputs the performance metrics for each benchmarked +model. +Please note that the found numeric values for each of the metrics are not +fully deterministic - meaning they can change from run to run. Pycaret uses +cross-validation to evaluate the models. This means that the training and test +set are split into different chunks for each iteration. +This leads to slightly different performance metrics. Cross-validation is +generally a good idea, as it helps to avoid overfitting. + +> **NOTE:** This is yet another aspect of training machine learning models +> which is often overlooked by beginners - which is automatically taken care of +> by Pycaret. + +Judging from the output generating, the Logistic Regression model seems to be +the best performing model architecture - by quite a margin. +However we are not done yet - another important step is to tune the +hyperparameters of the winning models to further improve their performance. +By setting `n_select=3` in the above benchmarking call, we told Pycaret to +select the 8 best performing models from the benchmarking run. We can now use +all 3 of them to tune their hyperparameters. It's quite common, that the model +ranking shifts after hyperparameter tuning. + +Again, hyperparameter tuning is just a single line of code. + +> **NOTE:** The `tune_model` function provides a parameter `fold` which defines +> how many folds to use for cross-validation. The default is 10. This means +> that the training set is split into 10 chunks and each chunk is used as a +> test set once. This is a good default value. However, it can be increased +> to 15 or 20 to further improve the model performance. However, this comes +> at the cost of increased training time. See [this article](https://cran.r-project.org/web/packages/cvms/vignettes/picking_the_number_of_folds_for_cross-validation.html#:~:text=When%20performing%20cross%2Dvalidation%2C%20it,common%20to%20use%2010%20folds.) +> for a primer on how folds impact model performance. (Do not overthink this +> this aspect. More is better, but with diminishing returns. 10 is good +> for almost anything.) + +```python +# Run `tune_model` for each model in `best_models` +tuned_models = [tune_model(model) for model in best_models] +``` + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
 AccuracyAUCRecallPrec.F1KappaMCC
Fold       
00.76470.82400.16790.75860.27500.19770.2790
10.74440.83240.10690.60870.18180.11130.1718
20.75660.82940.16790.66670.26830.18070.2431
30.76880.81200.20610.72970.32140.23150.2992
40.74650.82830.16030.58330.25150.15470.2018
50.76060.82830.18320.68570.28920.19950.2628
60.75860.78270.16030.70000.26090.17960.2503
70.75050.77450.16030.61760.25450.16290.2168
80.73630.81690.10770.50000.17720.09240.1316
90.76670.87010.16920.75860.27670.19980.2808
Mean0.75540.81990.15900.66090.25570.17100.2337
Std0.01010.02540.02900.07910.04250.04030.0503
+ + Fitting 10 folds for each of 10 candidates, totalling 100 fits + Original model was better than the tuned model, hence it will be returned. NOTE: The display metrics are for the tuned model (not the original one). + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
 AccuracyAUCRecallPrec.F1KappaMCC
Fold       
00.78900.81350.32820.72880.45260.34440.3866
10.76270.82730.23660.64580.34640.23770.2826
20.76670.82510.26720.64810.37840.26420.3036
30.76880.78420.36640.60760.45710.32150.3381
40.77690.81360.37400.63640.47120.34160.3610
50.76880.82320.25950.66670.37360.26400.3083
60.76470.77510.19080.71430.30120.21300.2807
70.74850.76840.31300.54670.39810.25370.2694
80.78300.80550.38460.64940.48310.35690.3766
90.79920.85550.53850.64220.58580.45460.4577
Mean0.77280.80910.32590.64860.42470.30520.3365
Std0.01380.02530.09320.04830.07760.06870.0564
+ + Fitting 10 folds for each of 10 candidates, totalling 100 fits + Original model was better than the tuned model, hence it will be returned. NOTE: The display metrics are for the tuned model (not the original one). + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
 AccuracyAUCRecallPrec.F1KappaMCC
Fold       
00.73830.82730.74050.50520.60060.41620.4330
10.78900.84810.70990.58490.64140.49390.4986
20.78700.84160.74050.57740.64880.49930.5073
30.72820.81810.71760.49210.58390.39230.4077
40.76270.82830.72520.53980.61890.45190.4623
50.76470.85400.79390.53890.64200.47610.4960
60.73830.81170.68700.50560.58250.39830.4083
70.71600.78360.71760.47720.57320.37310.3905
80.72410.83410.76150.48530.59280.39930.4225
90.77890.86680.81540.55500.66040.50520.5257
Mean0.75270.83140.74090.52610.61440.44060.4552
Std0.02570.02240.03740.03650.03020.04780.0464
+ + Fitting 10 folds for each of 10 candidates, totalling 100 fits + +Pycaret outputs the cross-validation performance metrics for each model. +You might notice that for some of the models the metrics for the tuned model +are worse than for the untuned model. This is quite common - oftentimes the +default model parameters - especially for rather simple model architectures - +are already quite good. However, there are no indicators for this - so running +the hyperparameter tuning is always a good idea. + +We could call it a day, however modern ML approaches have one more trick up +their sleeves: combining multiple models. + +There are multiple approaches, the two most common ones are: + +- **ensemble learning**: in general, + combines multiple models of the same architecture +- **blending models**: in general, combines multiple models of different + architectures + +> **NOTE:** As for hyperparameter tuning, combining models does not always lead +> to better results. But it's worth a try. + +### Ensemble learning + +[Ensemble learning](https://towardsdatascience.com/ensemble-methods-bagging-boosting-and-stacking-c9214a10a205) +is an approach in machine learning that involves training multiple models, often +referred to as "weak learners". These models are then aggregated to improve +performance. The core idea is that by properly combining these weaker models, +one can achieve more precise and stable outcomes. +Ensemble + +There are two common approaches to ensemble learning: [bagging](https://pycaret.gitbook.io/docs/get-started/functions/optimize#method-bagging) +and [boosting](https://pycaret.gitbook.io/docs/get-started/functions/optimize#method-boosting). + +Both methods are implemented in Pycaret and can be used - once again - with +a single line of code. + +```python +bagged = [ensemble_model(i, method="Bagging") for i in tuned_models] +``` + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
 AccuracyAUCRecallPrec.F1KappaMCC
Fold       
00.79510.83200.35110.74190.47670.36900.4089
10.76670.83760.26720.64810.37840.26420.3036
20.76670.83720.27480.64290.38500.26860.3056
30.79510.82340.41220.69230.51670.39720.4187
40.77690.82950.37400.63640.47120.34160.3610
50.77890.83790.39690.63410.48830.35660.3726
60.77690.79070.33590.65670.44440.32260.3510
70.76470.78210.33590.60270.43140.29780.3181
80.80320.82980.41540.72000.52680.41370.4387
90.79920.87280.44620.68240.53950.41820.4337
Mean0.78240.82730.36100.66580.46580.34500.3712
Std0.01380.02410.05650.04060.05310.05350.0493
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
 AccuracyAUCRecallPrec.F1KappaMCC
Fold       
00.78900.81450.37400.69010.48510.36690.3941
10.76880.82260.25950.66670.37360.26400.3083
20.76060.82440.27480.61020.37890.25620.2875
30.77280.78460.39690.61180.48150.34440.3576
40.77080.81430.39690.60470.47930.34030.3527
50.76270.82170.22140.65910.33140.22830.2788
60.75460.77630.12210.72730.20920.14370.2258
70.75460.76580.21370.60870.31640.20680.2491
80.78090.80690.43080.62220.50910.37400.3845
90.79920.85710.46920.67030.55200.42780.4391
Mean0.77140.80880.31600.64710.41170.29520.3278
Std0.01390.02550.10720.03980.10150.08430.0652
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
 AccuracyAUCRecallPrec.F1KappaMCC
Fold       
00.74040.82790.71760.50810.59490.41200.4253
10.78300.84770.70990.57410.63480.48290.4884
20.78700.84190.71760.58020.64160.49250.4981
30.73430.81710.72520.50000.59190.40460.4200
40.75860.82780.74810.53260.62220.45220.4662
50.76060.85190.79390.53330.63800.46940.4901
60.73230.81440.68700.49720.57690.38830.3992
70.72010.78110.74810.48280.58680.38970.4111
80.73020.83380.74620.49240.59330.40390.4234
90.78090.86780.81540.55790.66250.50860.5287
Mean0.75270.83110.74090.52590.61430.44040.4551
Std0.02340.02270.03700.03350.02750.04340.0423
+ +Boosting works similar to Bagging (at least when using Pycaret), however +models that do not provide probability estimates cannot be used for Boosting. + +```python +def try_ensemble_model(model): + try: + print(type(model)) + # Attempt to ensemble the model with Boosting method + return ensemble_model(model, method="Boosting") + except Exception as e: + print("Can't apply boosting.") + return None + +boosted = [try_ensemble_model(i) for i in tuned_models] +``` + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
 AccuracyAUCRecallPrec.F1KappaMCC
Fold       
00.74850.84610.74810.51850.61250.43520.4513
10.77890.85340.73280.56470.63790.48260.4911
20.78090.85490.74810.56650.64470.49070.5006
30.71810.81860.74050.48020.58260.38400.4045
40.75460.83500.77860.52580.62770.45470.4742
50.75660.85570.82440.52680.64290.47150.4987
60.72820.81570.72520.49220.58640.39480.4113
70.71400.79780.76340.47620.58650.38530.4105
80.75250.85270.80770.51980.63250.45890.4843
90.77480.87050.83080.54820.66060.50250.5268
Mean0.75070.84000.77000.52190.62140.44600.4653
Std0.02300.02150.03660.03050.02650.04200.0413
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
 AccuracyAUCRecallPrec.F1KappaMCC
Fold       
00.73430.57790.00000.00000.00000.00000.0000
10.73020.59640.01530.33330.02920.00610.0170
20.72210.56300.00760.12500.0144-0.0167-0.0409
30.57000.78080.92370.37460.53300.24910.3398
40.73630.59930.01530.66670.02990.01820.0710
50.72820.60330.01530.28570.02900.00210.0054
60.73020.56250.00760.25000.0148-0.0009-0.0032
70.73830.56850.02290.75000.04440.02920.0992
80.73230.61560.01540.33330.02940.00630.0175
90.73230.63760.01540.33330.02940.00630.0175
Mean0.71540.61050.10380.34520.07540.03000.0523
Std0.04870.06130.27330.21180.15300.07390.1027
+ +### Blending models + +Blending models is a technique that combines multiple models of different +architectures. The idea is to combine the strengths of different models to +achieve better performance. In a nutshell, a meta-learner model is trained +which takes the predictions of the base models as input and outputs the final +prediction. It basically combines the outputs of the base models to a final +prediction. + +In the example below tuned models as base models. +An even better approach would be to hand-pick the best performing models from +all of our experiments above - but for the sake of brevity we'll stick with +the first 5 of our tuned models. + +```python +blend = blend_models(estimator_list = tuned_models) +``` + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
 AccuracyAUCRecallPrec.F1KappaMCC
Fold       
00.77690.82920.52670.58970.55650.40800.4092
10.79110.84410.38170.69440.49260.37480.4014
20.77890.83850.41980.62500.50230.36710.3791
30.77690.81910.44270.61050.51330.37330.3814
40.77480.82610.48850.59260.53560.38880.3919
50.79110.84830.50380.63460.56170.42690.4318
60.75860.80800.29770.59090.39590.26510.2894
70.75660.78330.47330.54870.50820.34760.3493
80.79110.82900.53850.61950.57610.43840.4403
90.81740.87730.61540.66670.64000.51800.5187
Mean0.78130.83030.46880.61730.52820.39080.3993
Std0.01670.02370.08440.03950.06070.06230.0570
+ +## Wrap up: Getting the best model + +We've come a long way. We've trained 15 models, tuned their hyperparameters, +combined them using ensemble learning and blending models. The avid reader +might remark, that that was quite a lot of work. However, one has to keep in +mind, that first - all of this was done with just a view lines of code and +more importantly - all of this is the same for almost any classification +machine learning task - making it highly reusable. + +The missing step is to identify the best model from all of our experiments. +While we could manually look at all the mean performance metrics and pick the +best one, Pycaret provides a function to do this for us. + +```python +best_model = automl(optimize = 'AUC') +``` + +Pycaret also provides methods to investigate the model in more detail. The +main tool you want to use is `evaluate_model`. This function provides a number +of plots that help to understand the model performance - from AUC curves to +confusion matrices, learning curves and model dimensions. + +> **NOTE:** These next features are optimized for jupyter notebooks. + +```python +evaluate_model(best_model) +``` + +## Finalizing + +Up until now we have trained and evaluated our model on the training data - +whereas our input dataset was split in training and test data. +This means, our test data were not used for training the model (which is a good +thing, as we need a test set vor validation). + +However, now that we know which model works best, we should retrain it on the +whole dataset to get as many training data as possible. This can in some cases +improve model quality. For that, Pycaret provides the `finalize_model` method. + +```python +final_model = finalize_model(best_model) +``` + +## Saving the model + +To use this newly built model for predicting new data, we can export it using +either the `deploy_model` or `save_model` methods. For more details on them +see the [Pycaret documentation](https://pycaret.gitbook.io/docs/get-started/functions/deploy). + +```python +if not os.path.exists("model"): + os.makedirs("model") +# Save the model to disk +_ = save_model(final_model, "model/classification_model") +``` + + Transformation Pipeline and Model Successfully Saved + +## Predicting on unseen data + +To use the model for prediction, we can use the `predict_model` method. This +method takes the model and the data to predict as input and outputs the +predictions for these new data. + +```python +predict_model(final_model, s.X_test) +``` + +## Experiment tracking with MLflow and Pycaret + +MLflow is an open source platform for managing the end-to-end machine learning +lifecycle. It is the defacto standard for experiment tracking in the machine +learning community. It provides a simple interface to track experiments, +parameters, metrics and artifacts. It also provides a simple UI to browse +experiments and registered models. + +MLflow needs a storage backend to store all these information. CrateDB offers +exactly that - support for MLflow. Therefore we can use CrateDB as our storage +engine for the full Machine Learning lifecycle - from storing the raw data to +storing the experiment and model metadata. + +Last but not least, Pycaret also provides first-class support for MLflow. +This means that all the experiments we've run above are automatically tracked +in MLflow. This is especially useful for production scenarios, where we want +to keep track of all the experiments we've run and the models we've created. +As we've seen we run many experiments - them automatically being tracked is +a huge time saver. + +### Configuring MLflow to use CrateDB + +Before we can use CrateDB as our MLflow backend, we need to set the +`MLFLOW_TRACKING_URI` environment variable to our crate database. +(We already did that at the very beginning our this demo). + +```python +os.environ[ + "MLFLOW_TRACKING_URI" +] = f"crate://{os.environ['CRATE_USER']}:{os.environ['CRATE_PASSWORD']}@{os.environ['CRATE_HOST']}:4200?ssl=true&schema=mlflow" +``` + +Now if we run the above experiments again, they are tracked in CrateDB using +MLflow. + +### Registering trained models + +Tracking experiments is one thing, but we also want to keep track of the models +we've created. For that, we can use the `log_model` method. This method +takes the trained model and a name as input and registers the model in MLflow +and subsequently in CrateDB. + +Make sure to first run `save_model` as described above. + +```python +from mlflow.sklearn import log_model + +_ = log_model( + sk_model=final_model, + artifact_path="model/classification_model", + registered_model_name=f"classification-model", +) +``` + +# Summary + +In this demonstration example we have seen how to use CrateDB and Pycaret to +train a machine learning model. We've seen how to use Pycaret to train and +evaluate multiple models, how to tune their hyperparameters and how to combine +them using ensemble learning and blending models. We've alos seen how to use +MLflow to track our experiments and how to register our trained models. + +All these steps used to be a lot of work and required a good amount of know-how +about the entire machine learning ecosystem. One needs to know the available +model architectures, state-of-the-art benchmarking and tuning techniques and +how to combine models. This is a lot of work and requires a lot of experience. +By using Pycaret, all of this is reduced to a few lines of code. This makes +machine learning applicable for a much broader audience. + +While this demo explained some of the details around the model training process, +these are the main lines required to train a classification model. + +```python +from pycaret.classification import * +s = setup(data, target = 'Churn', ignore_features = ['customerID'], fix_imbalance=True) +best_models = compare_models(sort="AUC", exclude=["lightgbm"], n_select=3) +tuned_models = [tune_model(model) for model in best_models] +blend = blend_models(estimator_list = tuned_models) +bagged = [ensemble_model(i, method="Bagging") for i in tuned_models] +best_model = automl(optimize = 'AUC') +final_model = finalize_model(best_model) +``` + +This demo also showed how CrateDB can be utilized as the main storage engine for +end to end machine learning workflows. From storing the raw data to storing the +experiment and model metadata, CrateDB can be used as a single piece of data +infrastructure for the entire model lifecycle. diff --git a/topic/machine-learning/classification-automl/automl_classification_with_pycaret.py b/topic/machine-learning/classification-automl/automl_classification_with_pycaret.py new file mode 100644 index 00000000..a2ecb96c --- /dev/null +++ b/topic/machine-learning/classification-automl/automl_classification_with_pycaret.py @@ -0,0 +1,75 @@ +import os +import dotenv +import sqlalchemy as sa +import pandas as pd +import mlflow_cratedb # We need this import to use the CrateDB MLflow store +from pycaret.classification import * +from mlflow.sklearn import log_model + +if os.path.exists(".env"): + dotenv.load_dotenv(".env", override=True) + + +def fetch_data(): + dburi = f"crate://{os.environ['CRATE_USER']}:{os.environ['CRATE_PASSWORD']}@{os.environ['CRATE_HOST']}:4200?ssl={os.environ['CRATE_SSL']}" + engine = sa.create_engine(dburi, echo=True) + + with engine.connect() as conn: + with conn.execute(sa.text("SELECT * FROM pycaret_churn")) as cursor: + data = pd.DataFrame(cursor.fetchall(), columns=cursor.keys()) + os.environ["MLFLOW_TRACKING_URI"] = f"{dburi}&schema=mlflow" + + +def run_experiment(data): + s = setup( + data, + target="Churn", + ignore_features=["customerID"], + log_experiment=True, + fix_imbalance=True, + ) + + best_models = compare_models(sort="AUC", exclude=["lightgbm"], n_select=3) + tuned_models = [tune_model(model) for model in best_models] + _ = [ensemble_model(i, method="Bagging") for i in tuned_models] + + def try_ensemble_model(model): + try: + print(type(model)) + # Attempt to ensemble the model with Boosting method + return ensemble_model(model, method="Boosting") + except Exception as e: + print("Can't apply boosting.") + return None + + _ = [try_ensemble_model(i) for i in tuned_models] + _ = blend_models(estimator_list=tuned_models) + best_model = automl(optimize="AUC") + + evaluate_model(best_model) + final_model = finalize_model(best_model) + + if not os.path.exists("model"): + os.makedirs("model") + + # Save the model to disk + _ = save_model(final_model, "model/classification_model") + predict_model(final_model, s.X_test) + + _ = log_model( + sk_model=best_model, + artifact_path="model/classification_model", + registered_model_name=f"classification-model", + ) + + +def main(): + """ + Provision dataset, and run experiment. + """ + df = fetch_data() + run_experiment(df) + + +if __name__ == "__main__": + main() diff --git a/topic/machine-learning/classification-automl/automl_classification_with_pycaret_files/automl_classification_with_pycaret_5_0.png b/topic/machine-learning/classification-automl/automl_classification_with_pycaret_files/automl_classification_with_pycaret_5_0.png new file mode 100644 index 00000000..da21aaf1 Binary files /dev/null and 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b/topic/machine-learning/classification-automl/automl_classification_with_pycaret_files/automl_classification_with_pycaret_9_0.png differ diff --git a/topic/machine-learning/classification-automl/churn-dataset.csv b/topic/machine-learning/classification-automl/churn-dataset.csv new file mode 100644 index 00000000..883e5973 --- /dev/null +++ b/topic/machine-learning/classification-automl/churn-dataset.csv @@ -0,0 +1,7044 @@ +customerID,gender,SeniorCitizen,Partner,Dependents,tenure,PhoneService,MultipleLines,InternetService,OnlineSecurity,OnlineBackup,DeviceProtection,TechSupport,StreamingTV,StreamingMovies,Contract,PaperlessBilling,PaymentMethod,MonthlyCharges,TotalCharges,Churn +7590-VHVEG,Female,0,Yes,No,1,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,29.85,29.85,No +5575-GNVDE,Male,0,No,No,34,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,56.95,1889.5,No +3668-QPYBK,Male,0,No,No,2,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,53.85,108.15,Yes +7795-CFOCW,Male,0,No,No,45,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,One year,No,Bank transfer (automatic),42.3,1840.75,No +9237-HQITU,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.7,151.65,Yes +9305-CDSKC,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.65,820.5,Yes +1452-KIOVK,Male,0,No,Yes,22,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),89.1,1949.4,No +6713-OKOMC,Female,0,No,No,10,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.75,301.9,No +7892-POOKP,Female,0,Yes,No,28,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.8,3046.05,Yes +6388-TABGU,Male,0,No,Yes,62,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Bank transfer (automatic),56.15,3487.95,No +9763-GRSKD,Male,0,Yes,Yes,13,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,49.95,587.45,No +7469-LKBCI,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),18.95,326.8,No +8091-TTVAX,Male,0,Yes,No,58,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Credit card (automatic),100.35,5681.1,No +0280-XJGEX,Male,0,No,No,49,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.7,5036.3,Yes +5129-JLPIS,Male,0,No,No,25,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,105.5,2686.05,No +3655-SNQYZ,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),113.25,7895.15,No +8191-XWSZG,Female,0,No,No,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.65,1022.95,No +9959-WOFKT,Male,0,No,Yes,71,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),106.7,7382.25,No +4190-MFLUW,Female,0,Yes,Yes,10,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),55.2,528.35,Yes +4183-MYFRB,Female,0,No,No,21,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,90.05,1862.9,No +8779-QRDMV,Male,1,No,No,1,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,39.65,39.65,Yes +1680-VDCWW,Male,0,Yes,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.8,202.25,No +1066-JKSGK,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.15,20.15,Yes +3638-WEABW,Female,0,Yes,No,58,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),59.9,3505.1,No +6322-HRPFA,Male,0,Yes,Yes,49,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Credit card (automatic),59.6,2970.3,No +6865-JZNKO,Female,0,No,No,30,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),55.3,1530.6,No +6467-CHFZW,Male,0,Yes,Yes,47,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.35,4749.15,Yes +8665-UTDHZ,Male,0,Yes,Yes,1,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,30.2,30.2,Yes +5248-YGIJN,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.25,6369.45,No +8773-HHUOZ,Female,0,No,Yes,17,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,64.7,1093.1,Yes +3841-NFECX,Female,1,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),96.35,6766.95,No +4929-XIHVW,Male,1,Yes,No,2,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),95.5,181.65,No +6827-IEAUQ,Female,0,Yes,Yes,27,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Mailed check,66.15,1874.45,No +7310-EGVHZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.2,20.2,No +3413-BMNZE,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),45.25,45.25,No +6234-RAAPL,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Two year,No,Bank transfer (automatic),99.9,7251.7,No +6047-YHPVI,Male,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.7,316.9,Yes +6572-ADKRS,Female,0,No,No,46,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),74.8,3548.3,No +5380-WJKOV,Male,0,No,No,34,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.35,3549.25,Yes +8168-UQWWF,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),97.85,1105.4,Yes +8865-TNMNX,Male,0,Yes,Yes,10,Yes,No,DSL,No,Yes,No,No,No,No,One year,No,Mailed check,49.55,475.7,No +9489-DEDVP,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,Two year,Yes,Credit card (automatic),69.2,4872.35,No +9867-JCZSP,Female,0,Yes,Yes,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.75,418.25,No +4671-VJLCL,Female,0,No,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),79.85,4861.45,No +4080-IIARD,Female,0,Yes,No,13,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,76.2,981.45,No +3714-NTNFO,Female,0,No,No,49,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.5,3906.7,No +5948-UJZLF,Male,0,No,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,49.25,97,No +7760-OYPDY,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.65,144.15,Yes +7639-LIAYI,Male,0,No,No,52,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),79.75,4217.8,No +2954-PIBKO,Female,0,Yes,Yes,69,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),64.15,4254.1,No +8012-SOUDQ,Female,1,No,No,43,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.25,3838.75,No +9420-LOJKX,Female,0,No,No,15,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.1,1426.4,Yes +6575-SUVOI,Female,1,Yes,No,25,Yes,Yes,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),69.5,1752.65,No +7495-OOKFY,Female,1,Yes,No,8,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),80.65,633.3,Yes +4667-QONEA,Female,1,Yes,Yes,60,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),74.85,4456.35,No +1658-BYGOY,Male,1,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.45,1752.55,Yes +8769-KKTPH,Female,0,Yes,Yes,63,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),99.65,6311.2,No +5067-XJQFU,Male,1,Yes,Yes,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,108.45,7076.35,No +3957-SQXML,Female,0,Yes,Yes,34,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.95,894.3,No +5954-BDFSG,Female,0,No,No,72,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),107.5,7853.7,No +0434-CSFON,Female,0,Yes,No,47,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.5,4707.1,No +1215-FIGMP,Male,0,No,No,60,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.9,5450.7,No +0526-SXDJP,Male,0,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Bank transfer (automatic),42.1,2962,No +0557-ASKVU,Female,0,Yes,Yes,18,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),54.4,957.1,No +5698-BQJOH,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,94.4,857.25,Yes +5122-CYFXA,Female,0,No,No,3,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,75.3,244.1,No +8627-ZYGSZ,Male,0,Yes,No,47,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,Yes,Electronic check,78.9,3650.35,No +3410-YOQBQ,Female,0,No,No,31,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,79.2,2497.2,No +3170-NMYVV,Female,0,Yes,Yes,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.15,930.9,No +7410-OIEDU,Male,0,No,No,10,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,79.85,887.35,No +2273-QCKXA,Male,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,49.05,49.05,No +0731-EBJQB,Female,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,20.4,1090.65,No +1891-QRQSA,Male,1,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),111.6,7099,No +8028-PNXHQ,Male,0,Yes,Yes,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.25,1424.6,No +5630-AHZIL,Female,0,No,Yes,3,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),64.5,177.4,No +2673-CXQEU,Female,1,No,No,56,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,No,Electronic check,110.5,6139.5,No +6416-JNVRK,Female,0,No,No,46,Yes,No,DSL,No,No,No,No,No,Yes,One year,No,Credit card (automatic),55.65,2688.85,No +5590-ZSKRV,Female,0,Yes,Yes,8,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,54.65,482.25,No +0191-ZHSKZ,Male,1,No,No,30,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,74.75,2111.3,No +3887-PBQAO,Female,0,Yes,Yes,45,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),25.9,1216.6,No +5919-TMRGD,Female,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.35,79.35,Yes +8108-UXRQN,Female,0,Yes,Yes,11,No,No phone service,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,50.55,565.35,No +9191-MYQKX,Female,0,Yes,No,7,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.15,496.9,Yes +9919-YLNNG,Female,0,No,No,42,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.8,4327.5,No +0318-ZOPWS,Female,0,Yes,No,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.15,973.35,No +4445-ZJNMU,Male,0,No,No,9,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.3,918.75,No +4808-YNLEU,Female,0,Yes,No,35,Yes,No,DSL,Yes,No,No,No,Yes,No,One year,Yes,Bank transfer (automatic),62.15,2215.45,No +1862-QRWPE,Female,0,Yes,Yes,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.65,1057,No +2796-NNUFI,Female,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.95,927.1,No +3016-KSVCP,Male,0,Yes,No,29,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,33.75,1009.25,No +4767-HZZHQ,Male,0,Yes,Yes,30,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),82.05,2570.2,No +2424-WVHPL,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,74.7,74.7,No +7233-PAHHL,Male,0,Yes,Yes,66,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,84,5714.25,No +6067-NGCEU,Female,0,No,No,65,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),111.05,7107,No +9848-JQJTX,Male,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),100.9,7459.05,No +8637-XJIVR,Female,0,No,No,12,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,78.95,927.35,Yes +9803-FTJCG,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),66.85,4748.7,No +0278-YXOOG,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,21.05,113.85,Yes +3212-KXOCR,Male,0,No,No,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),21,1107.2,No +4598-XLKNJ,Female,1,Yes,No,25,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.5,2514.5,Yes +6380-ARCEH,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,20.2,No +3679-XASPY,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.45,19.45,No +7123-WQUHX,Male,0,No,No,38,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),95,3605.6,No +5386-THSLQ,Female,1,Yes,No,66,No,No phone service,DSL,No,Yes,Yes,No,Yes,No,One year,No,Bank transfer (automatic),45.55,3027.25,No +3192-NQECA,Male,0,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110,7611.85,Yes +6180-YBIQI,Male,0,No,No,5,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.3,100.2,No +6728-DKUCO,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,104.15,7303.05,No +9750-BOOHV,Female,0,No,No,32,No,No phone service,DSL,Yes,No,No,No,No,No,One year,No,Mailed check,30.15,927.65,No +8597-CWYHH,Male,0,No,No,43,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,No,Mailed check,94.35,3921.3,No +2848-YXSMW,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.4,1363.25,No +0486-HECZI,Male,0,Yes,No,55,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,96.75,5238.9,Yes +4549-ZDQYY,Female,0,No,No,52,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,No,Credit card (automatic),57.95,3042.25,No +5712-AHQNN,Female,0,No,No,43,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,91.65,3954.1,No +4846-WHAFZ,Female,1,Yes,No,37,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.5,2868.15,Yes +5256-SKJGO,Female,0,Yes,Yes,64,No,No phone service,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,54.6,3423.5,No +3071-VBYPO,Male,0,Yes,Yes,3,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,89.85,248.4,No +9560-BBZXK,Female,0,No,No,36,No,No phone service,DSL,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),31.05,1126.35,No +5299-RULOA,Female,0,Yes,Yes,10,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.25,1064.65,Yes +8402-OOOHJ,Female,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.65,835.15,No +9445-ZUEQE,Male,0,Yes,Yes,27,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),85.2,2151.6,No +1091-SOZGA,Female,0,Yes,Yes,56,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),99.8,5515.45,No +2928-HLDBA,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.7,112.75,No +0404-SWRVG,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,229.55,Yes +6497-TILVL,Female,0,Yes,Yes,7,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,50.7,350.35,No +7219-TLZHO,Female,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.85,62.9,No +4622-YNKIJ,Male,0,No,No,33,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,No,Two year,Yes,Electronic check,88.95,3027.65,No +4412-YLTKF,Female,1,No,No,27,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,78.05,2135.5,Yes +6734-PSBAW,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),23.55,1723.95,No +3930-ZGWVE,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,19.75,No +2639-UGMAZ,Male,1,No,No,71,No,No phone service,DSL,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,56.45,3985.35,No +2876-GZYZC,Female,0,No,No,13,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.95,1215.65,No +6207-WIOLX,Female,0,Yes,Yes,25,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),58.6,1502.65,Yes +8587-XYZSF,Male,0,No,No,67,Yes,No,DSL,No,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),50.55,3260.1,No +3091-FYHKI,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35.45,35.45,Yes +2372-HWUHI,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.35,81.25,Yes +7799-LGRDP,Female,0,No,No,43,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.7,1188.2,No +7850-VWJUU,Female,0,No,No,23,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75,1778.5,No +3774-VBNXY,Female,0,Yes,Yes,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.2,1277.75,No +6217-KDYWC,Male,0,No,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.6,1170.55,No +0390-DCFDQ,Female,1,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.45,70.45,Yes +3146-MSEGF,Female,1,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),88.05,6425.65,No +4080-OGPJL,Female,0,No,No,8,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Electronic check,71.15,563.65,Yes +1095-WGNGG,Female,0,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),101.05,5971.25,No +2636-SJDOU,Male,0,No,No,64,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Credit card (automatic),84.3,5289.05,No +1131-QQZEB,Male,1,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.95,1756.2,No +5716-EZXZN,Female,0,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),99.05,6416.7,No +6837-BJYDQ,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.6,61.35,No +2135-RXIHG,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.65,45.65,Yes +6440-DKQGE,Male,0,No,Yes,30,Yes,No,DSL,No,Yes,Yes,No,Yes,No,One year,No,Credit card (automatic),64.5,1929.95,No +3466-BYAVD,Male,0,Yes,Yes,15,Yes,No,DSL,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Mailed check,69.5,1071.4,No +3780-YVMFA,Female,0,Yes,Yes,8,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,68.55,564.35,No +3874-EQOEP,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,95,655.5,Yes +1679-JRFBR,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),108.15,7930.55,No +9073-ZZIAY,Male,0,Yes,Yes,62,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,86.1,5215.25,No +3077-RSNTJ,Female,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,113.5,No +6551-GNYDG,Female,0,Yes,Yes,14,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),80.9,1152.8,No +9167-APMXZ,Female,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),84.15,1821.95,No +2749-CTKAJ,Male,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.15,419.9,No +6371-NZYEG,Male,0,Yes,Yes,16,Yes,No,DSL,Yes,No,Yes,No,Yes,No,Two year,No,Mailed check,64.25,1024,No +7554-NEWDD,Male,0,No,No,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.7,251.6,No +8992-VONJD,Female,0,No,Yes,13,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,56,764.55,No +0867-MKZVY,Female,0,Yes,No,20,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,82.4,1592.35,Yes +4482-EWFMI,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.7,135.2,No +4648-YPBTM,Male,0,No,No,53,Yes,Yes,DSL,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),73.9,3958.25,No +2907-ILJBN,Female,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.6,233.9,No +6345-FZOQH,Male,0,Yes,No,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.9,1363.45,No +3376-BMGFE,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),70.9,273,Yes +5997-OPVFA,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),89.05,6254.45,No +3445-HXXGF,Male,1,Yes,No,58,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,45.3,2651.2,Yes +1159-WFSGR,Female,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.4,321.4,No +7654-YWJUF,Male,0,Yes,No,43,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),84.25,3539.25,No +1875-QIVME,Female,0,Yes,No,2,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.4,242.8,Yes +6727-IOTLZ,Male,0,Yes,No,14,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,81.95,1181.75,No +0691-JVSYA,Female,0,Yes,No,53,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),94.85,5000.2,Yes +5918-VUKWP,Female,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.55,654.55,No +1744-JHKYS,Female,0,Yes,No,34,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,24.7,780.2,No +2656-FMOKZ,Female,1,No,No,15,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.45,1145.7,Yes +2070-FNEXE,Female,1,No,No,7,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),76.45,503.6,Yes +5947-SGKCL,Female,0,Yes,Yes,15,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.35,1559.25,No +3712-PKXZA,Male,0,Yes,No,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.55,1252,No +6317-YPKDH,Female,0,No,No,1,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),29.95,29.95,Yes +6582-OIVSP,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.3,45.3,No +9367-WXLCH,Male,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),84.5,662.65,Yes +5524-KHNJP,Male,0,Yes,Yes,33,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,One year,No,Credit card (automatic),74.75,2453.3,No +1918-ZBFQJ,Female,0,No,No,13,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,79.25,1111.65,Yes +1024-GUALD,Female,0,Yes,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.8,24.8,Yes +4827-USJHP,Male,0,No,No,20,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,51.8,1023.85,No +8167-GJLRN,Male,0,No,No,3,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,30.4,82.15,No +0956-SYCWG,Female,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.65,244.8,No +8017-UVSZU,Female,0,Yes,No,40,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),56.6,2379.1,No +7100-FQPRV,Male,0,Yes,Yes,43,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Credit card (automatic),71.9,3173.35,No +2472-OVKUP,Male,0,Yes,No,6,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,91,531,Yes +2984-RGEYA,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.75,1375.4,No +9680-NIAUV,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),109.7,8129.3,No +2146-EGVDT,Male,0,Yes,Yes,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.3,1192.7,No +2604-IJPDU,Female,0,Yes,No,20,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,96.55,1901.65,No +9178-JHUVJ,Male,0,Yes,Yes,24,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.1,587.4,No +6168-YBYNP,Male,0,No,No,59,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,111.35,6519.75,No +7255-SSFBC,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),112.25,8041.65,No +3645-DEYGF,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.75,20.75,No +9323-HGFWY,Female,0,Yes,No,27,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),101.9,2681.15,No +8544-GOQSH,Female,0,No,No,14,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),80.05,1112.3,No +3363-DTIVD,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,No,Electronic check,105.55,7405.5,No +7018-WBJNK,Male,0,No,Yes,13,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),78.3,1033.95,No +9142-KZXOP,Male,0,No,No,44,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),68.85,2958.95,No +7674-YTAFD,Female,0,No,No,33,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),79.95,2684.85,No +6348-SNFUS,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),55.45,4179.2,No +1285-OKIPP,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,79.9,79.9,Yes +7825-ECJRF,Female,0,No,No,19,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,106.6,1934.45,Yes +1347-KTTTA,Male,0,Yes,No,64,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),102.45,6654.1,No +7841-TZDMQ,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),46,84.5,Yes +4195-NZGTA,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.25,25.25,No +7157-SMCFK,Male,0,No,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,1124.2,No +4709-LKHYG,Female,0,Yes,Yes,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,20,540.05,No +2504-DSHIH,Male,1,Yes,No,23,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,86.8,1975.85,No +0699-NDKJM,Female,0,Yes,No,57,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),58.75,3437.45,No +9286-BHDQG,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),45.25,3139.8,No +0230-WEQUW,Male,0,Yes,No,66,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),56.6,3789.2,No +2040-LDIWQ,Male,0,Yes,Yes,65,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),84.2,5324.5,No +6496-JDSSB,Female,0,No,No,8,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),80,624.6,No +9408-SSNVZ,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,268.35,Yes +4443-EMBNA,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.75,1836.9,No +6469-MRVET,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,20.2,20.2,No +0742-MOABM,Male,0,Yes,No,4,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,50.05,179.35,Yes +5961-VUSRV,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.35,219.35,No +6778-JFCMK,Male,0,No,No,24,No,No phone service,DSL,Yes,No,No,No,Yes,Yes,One year,Yes,Mailed check,50.6,1288.75,No +6341-JVQGF,Female,0,Yes,Yes,31,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,81.15,2545.75,No +2232-DMLXU,Female,0,Yes,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,55.2,55.2,Yes +4811-JBUVU,Male,0,No,No,30,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),89.9,2723.15,No +0945-TSONX,Female,0,Yes,Yes,47,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.3,4107.25,No +2651-ZCBXV,Male,0,No,No,54,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108,5760.65,No +3316-UWXUY,Male,0,No,No,50,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),93.5,4747.5,No +8937-RDTHP,Male,0,No,No,1,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,84.6,84.6,Yes +7083-MIOPC,Female,0,No,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.25,1566.9,No +1984-GPTEH,Female,0,No,No,29,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,25.15,702,No +1251-KRREG,Male,0,No,No,2,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,54.4,114.1,Yes +0621-JFHOL,Female,0,No,No,10,No,No phone service,DSL,No,No,No,Yes,No,No,Two year,Yes,Mailed check,29.6,299.05,No +9903-LYSAB,Male,0,Yes,No,18,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.15,1305.95,No +0094-OIFMO,Female,1,No,No,11,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95,1120.3,Yes +9227-UAQFT,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,284.35,No +7301-ABVAD,Female,0,No,No,72,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),86.6,6350.5,No +6614-FHDBO,Male,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),109.2,7878.3,No +7576-ASEJU,Female,0,Yes,Yes,41,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),74.7,3187.65,No +9058-HRZSV,Female,1,Yes,No,65,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,No,Electronic check,94.4,6126.15,No +4522-AKYLR,Female,1,No,No,13,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,54.8,731.3,No +0221-WMXNQ,Male,1,No,No,4,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,75.35,273.4,No +0303-UNCIP,Male,0,No,No,41,Yes,Yes,DSL,No,No,Yes,No,No,Yes,One year,No,Mailed check,65,2531.8,No +9947-OTFQU,Male,1,No,No,15,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,1074.3,Yes +0322-YINQP,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,48.55,48.55,Yes +0959-WHOKV,Male,0,No,No,42,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,99,4298.45,No +4075-JFPGR,Female,0,Yes,No,51,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,93.5,4619.55,No +4629-NRXKX,Female,0,Yes,Yes,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.4,147.15,Yes +9514-JDSKI,Male,1,Yes,No,1,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,40.2,40.2,Yes +3282-ZISZV,Male,0,No,Yes,32,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),83.7,2633.3,No +3675-YDUPJ,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.85,193.05,No +4111-BNXIF,Female,0,Yes,Yes,67,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,59.55,4103.9,No +7017-VFHAY,Female,0,Yes,Yes,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),115.1,7008.15,No +6655-LHBYW,Male,0,No,No,50,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),114.35,5791.1,No +4959-JOSRX,Female,0,Yes,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.6,80.55,Yes +5046-NUHWD,Female,1,Yes,No,29,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,45,1228.65,No +7273-TEFQD,Male,1,No,No,3,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,41.15,132.2,Yes +3606-TWKGI,Male,1,No,No,13,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.9,1364.3,Yes +7529-ZDFXI,Male,1,Yes,No,57,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.85,4925.35,No +7605-BDWDC,Female,0,No,No,31,No,No phone service,DSL,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),49.85,1520.1,No +1950-KSVVJ,Female,0,Yes,No,45,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Mailed check,113.3,5032.25,No +0123-CRBRT,Female,0,Yes,Yes,61,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,88.1,5526.75,No +6292-TOSSS,Male,0,No,No,50,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.9,1195.25,No +3197-ARFOY,Female,1,No,No,19,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,105,2007.25,No +6323-AYBRX,Male,0,No,No,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.35,1099.6,Yes +7014-ZZXAW,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.25,1732.95,No +4385-GZQXV,Female,1,No,No,16,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,94.45,1511.2,Yes +7633-MVPUY,Male,0,Yes,No,57,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Electronic check,59.75,3450.15,No +6366-ZGQGL,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),24.8,24.8,Yes +4716-HHKQH,Male,1,Yes,No,20,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,107.05,2172.05,No +5940-AHUHD,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.6,70.6,Yes +6432-TWQLB,Male,0,Yes,No,5,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,85.4,401.1,Yes +4484-GLZOU,Female,0,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.05,5624.85,Yes +3179-GBRWV,Male,1,Yes,No,21,Yes,No,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),64.95,1339.8,No +8645-KWHJO,Male,0,No,No,14,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,55,771.95,No +4130-MZLCC,Female,0,No,No,5,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),50.55,244.75,No +0314-TKOSI,Female,0,No,No,6,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,55.15,322.9,No +8229-MYEJZ,Female,0,No,No,10,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,51.2,498.25,No +2080-SRCDE,Female,0,No,Yes,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,25.4,25.4,No +9577-WJVCQ,Female,0,No,No,68,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,54.45,3687.75,No +9512-UIBFX,Male,0,Yes,Yes,18,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,95.15,1779.95,Yes +6202-DYYFX,Female,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,No,No,One year,Yes,Credit card (automatic),76,1783.6,No +3808-HFKDE,Female,0,No,No,20,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.35,927.15,No +5583-SXDAG,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70,70,Yes +3488-PGMQJ,Male,1,No,No,8,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.5,606.55,Yes +3580-REOAC,Male,0,No,No,10,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.85,435.4,Yes +7534-BFESC,Male,1,No,No,24,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.1,1712.7,Yes +3727-OWVYD,Male,0,No,No,35,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,No,Mailed check,61.2,2021.2,No +2294-SALNE,Male,0,Yes,Yes,23,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,One year,No,Mailed check,86.8,1940.8,No +4847-TAJYI,Female,1,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.35,567.8,No +1563-IWQEX,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,220.35,No +8203-XJZRC,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,20.25,No +6556-DBKZF,Female,0,Yes,Yes,71,Yes,No,Fiber optic,No,No,Yes,No,No,No,Two year,No,Electronic check,76.05,5436.45,No +6851-WEFYX,Male,1,Yes,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.8,3437.5,No +2985-JUUBZ,Male,0,Yes,Yes,40,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,74.55,3015.75,No +6390-DSAZX,Female,0,No,Yes,1,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,73.6,73.6,Yes +0895-LMRSF,Male,0,No,No,23,Yes,No,DSL,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),64.9,1509.8,No +8098-LLAZX,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.45,396.1,Yes +8266-VBFQL,Male,0,No,No,4,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,90.4,356.65,No +8181-YHCMF,Female,0,Yes,Yes,68,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),60.3,4109,No +2240-HSJQD,Male,0,No,Yes,38,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,81.85,3141.7,No +1248-DYXUB,Male,0,Yes,Yes,52,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.8,1229.1,No +0265-EDXBD,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.9,2303.35,Yes +4115-BNPJY,Male,0,Yes,Yes,29,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,75.55,2054.4,No +3167-SNQPL,Male,1,Yes,Yes,38,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,101.15,3741.85,No +4091-TVOCN,Male,0,No,Yes,48,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),78.75,3682.45,No +1098-TDVUQ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.25,19.25,No +7277-OZCGZ,Female,0,No,No,22,Yes,No,Fiber optic,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.05,1886.25,No +1557-EMYVT,Female,0,No,No,43,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),115.05,4895.1,No +2799-ARNLO,Female,1,Yes,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.35,341.6,No +7563-BIUPC,Male,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.6,415.55,Yes +5027-YOCXN,Male,0,Yes,Yes,51,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,No,Credit card (automatic),110.05,5686.4,No +3973-SKMLN,Male,0,No,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.9,1355.1,No +2321-OMBXY,Female,0,Yes,Yes,38,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,One year,No,Credit card (automatic),80.3,3058.65,Yes +2840-XANRC,Male,1,Yes,No,24,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.15,2231.05,Yes +6745-JEFZB,Male,0,Yes,No,35,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),91.5,3236.35,No +5020-ZSTTY,Female,1,No,No,54,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),82.45,4350.1,Yes +9880-TDQAC,Female,0,Yes,Yes,72,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,60,4264,No +8705-WZCYL,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.8,44.8,No +7102-JJVTX,Female,0,Yes,Yes,9,Yes,No,DSL,Yes,No,No,No,No,No,One year,No,Mailed check,48.6,422.3,No +8626-PTQGE,Male,0,No,No,69,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),60.05,4176.7,No +4983-CLMLV,Female,0,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.7,5138.1,No +5701-YVSVF,Female,1,Yes,No,11,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,82.9,880.05,No +5804-LEPIM,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.35,139.05,Yes +5697-GOMBF,Female,1,Yes,Yes,28,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,35.9,973.65,No +2739-CACDQ,Female,1,No,No,17,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),82.65,1470.05,No +9385-EHGDO,Female,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.85,739.35,No +9498-FIMXL,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.2,161.95,No +2379-GYFLQ,Male,0,No,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),94.9,4422.95,No +0122-OAHPZ,Female,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.85,511.25,Yes +2868-SNELZ,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,80.6,155.8,Yes +4322-RCYMT,Male,0,Yes,Yes,68,Yes,Yes,DSL,No,Yes,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),75.8,5293.95,Yes +6680-NENYN,Female,0,No,No,43,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,104.6,4759.85,Yes +2088-IEBAU,Female,0,No,No,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,88.15,6148.45,No +7982-VCELR,Female,0,No,No,36,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.8,3565.65,No +1343-EHPYB,Male,0,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.4,6603,Yes +6035-BXTTY,Female,1,No,No,32,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),54.65,1830.1,No +6885-PKOAM,Female,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),85.75,6223.8,No +7520-HQWJU,Female,0,Yes,Yes,66,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),67.45,4508.65,No +9639-BUJXT,Male,0,No,No,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.5,1328.15,No +5924-SNGKP,Female,0,No,Yes,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.25,865,No +0021-IKXGC,Female,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,72.1,72.1,No +2034-GDRCN,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.4,168.2,Yes +8966-SNIZF,Female,0,Yes,No,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.45,1303.5,No +6243-OZGFH,Female,0,No,No,23,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.95,996.85,No +4654-DLAMQ,Female,1,Yes,No,64,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,No,Bank transfer (automatic),97,6430.9,No +0513-RBGPE,Male,0,Yes,Yes,37,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),62.8,2278.75,No +5160-UXJED,Male,0,No,Yes,17,Yes,No,DSL,No,No,No,No,No,No,One year,No,Mailed check,44.6,681.4,No +4115-NZRKS,Female,1,No,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.15,574.35,No +0219-YTZUE,Male,0,Yes,Yes,4,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),84.8,371.9,Yes +0623-IIHUG,Female,1,No,No,21,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,41.9,840.1,Yes +4572-DVCGN,Female,0,No,No,10,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),80.25,846,Yes +3351-NGXYI,Female,1,No,No,16,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,54.1,889,No +8984-EYLLL,Male,0,Yes,No,64,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,105.25,6823.4,No +9057-MSWCO,Male,1,Yes,No,27,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),30.75,805.1,Yes +9833-TGFHX,Male,0,Yes,Yes,42,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,No,Electronic check,97.1,4016.75,No +9294-TDIPC,Male,0,No,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,83.75,No +5229-DTFYB,Female,0,No,No,41,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),98.8,3959.15,No +0104-PPXDV,Male,0,Yes,No,58,Yes,No,DSL,No,No,Yes,No,No,No,One year,No,Credit card (automatic),50.3,2878.55,No +5176-LMJXE,Female,0,No,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.55,945.7,No +3583-KRKMD,Male,0,No,No,18,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),75.9,1373.05,No +1010-DIAUQ,Male,0,No,No,5,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),96.5,492.55,Yes +9069-LGEUL,Male,0,Yes,No,23,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),59.95,1406,No +7302-ZHMHP,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.15,19.15,No +9571-EDEBV,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),98.65,6962.85,No +3520-FJGCV,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),112.6,8126.65,No +6563-VRERX,Male,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.6,690.25,No +0259-GBZSH,Male,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.65,181.5,Yes +6122-EFVKN,Male,0,No,Yes,24,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Mailed check,35.75,830.8,No +2805-EDJPQ,Female,0,Yes,Yes,56,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),99.75,5608.4,No +6862-CQUMB,Male,0,No,No,37,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),96.1,3646.8,No +7156-MXBJE,Female,0,No,No,43,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),85.1,3662.25,No +6158-HDPXZ,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.35,25.35,No +9601-BRXPO,Female,0,Yes,No,25,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.95,2566.5,Yes +2863-IMQDR,Female,0,No,No,61,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,89.65,5308.7,No +5686-CMAWK,Male,0,No,No,17,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,One year,No,Electronic check,86.75,1410.25,No +5651-CRHKQ,Female,0,Yes,No,41,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),86.2,3339.05,No +6905-NIQIN,Male,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,50.65,50.65,Yes +8204-YJCLA,Male,1,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),64.8,4732.35,No +5167-ZFFMM,Male,0,No,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.85,90.85,Yes +6583-SZVGP,Male,0,No,No,48,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),108.1,5067.45,No +4895-TMWIR,Male,1,Yes,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,214.75,Yes +0533-BNWKF,Female,1,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,85.45,4874.7,Yes +1708-PBBOA,Female,0,No,No,42,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Electronic check,54.75,2348.45,No +8782-LKFPK,Male,0,No,No,44,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,90.4,4063,No +5522-JBWMO,Male,0,No,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44,44,No +3597-MVHJT,Female,0,No,No,27,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.6,2595.25,No +9774-NRNAU,Male,1,Yes,No,27,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),84.8,2309.55,No +0224-RLWWD,Female,1,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.3,89.3,No +9967-ATRFS,Female,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,367.55,No +3951-NJCVI,Female,1,Yes,No,42,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.05,3944.5,No +2977-CEBSX,Female,0,No,No,66,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.05,5965.95,No +0177-PXBAT,Male,1,Yes,No,33,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),109.9,3694.7,No +6599-CEBNN,Female,0,No,No,34,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.95,2524.45,Yes +2519-ERQOJ,Male,1,No,No,33,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,54.6,1803.7,No +5876-QMYLD,Female,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.05,415.1,No +2277-AXSDC,Female,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.75,624.15,No +9442-JTWDL,Female,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.05,237.7,No +0979-PHULV,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.45,7007.6,Yes +3067-SVMTC,Female,0,Yes,No,68,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),55.9,3848.8,No +5495-GPSRW,Male,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.7,419.4,No +7606-BPHHN,Male,0,No,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.8,1468.75,No +4742-DRORA,Male,0,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),95.4,5812,No +0111-KLBQG,Male,1,Yes,Yes,32,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,93.95,2861.45,No +4800-VHZKI,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.9,19.9,Yes +7989-CHGTL,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.6,19.6,Yes +0334-GDDSO,Male,1,No,No,3,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,81.35,233.7,Yes +4163-NCJAK,Female,0,Yes,No,46,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.45,1066.15,No +5233-AOZUF,Female,0,Yes,No,29,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,2149.05,No +5973-EJGDP,Male,0,No,No,51,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,87.35,4473,No +1996-DBMUS,Female,1,Yes,No,48,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),70.65,3545.05,No +7916-VCCPB,Female,0,Yes,Yes,16,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),73.25,1195.75,No +4686-GEFRM,Male,0,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),98.7,6858.9,No +5249-QYHEX,Female,0,Yes,Yes,40,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.8,1024.7,No +0578-SKVMF,Female,0,Yes,Yes,22,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,83.3,1845.9,Yes +5564-NEMQO,Female,1,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.3,75.3,Yes +2233-FAGXV,Female,0,Yes,Yes,5,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,24.3,132.25,No +5605-IYGFG,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.85,515.45,No +7663-ZTEGJ,Male,0,No,Yes,29,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),100.55,2830.45,No +3935-TBRZZ,Male,0,Yes,Yes,44,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,25.7,1110.5,No +8111-BKVDS,Female,0,No,No,10,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),40.7,449.3,No +2055-SIFSS,Female,1,Yes,No,55,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),51.65,2838.55,No +2806-MLNTI,Male,1,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),105.1,5376.4,No +8734-DKSTZ,Female,0,Yes,Yes,10,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.95,858.6,No +4360-PNRQB,Male,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.6,1395.05,No +6152-ONASV,Female,0,Yes,No,68,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),58.25,3975.7,No +9063-ZGTUY,Female,0,Yes,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.4,1182.55,Yes +7781-HVGMK,Female,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),65.2,4784.45,No +2181-UAESM,Male,0,No,No,2,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Electronic check,53.45,119.5,No +2957-LOLHO,Male,0,No,No,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),45.4,518.9,Yes +6048-NJXHX,Male,0,Yes,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,19.75,899.45,No +2320-SLKMB,Female,0,No,No,26,No,No phone service,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),44.45,1183.8,No +4980-URKXC,Male,0,Yes,No,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.85,720.05,No +4376-KFVRS,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),114.05,8468.2,No +5886-VLQVU,Male,0,Yes,No,35,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.85,3161.2,No +3577-AMVUX,Male,0,No,No,1,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,55.05,55.05,No +0771-WLCLA,Female,0,Yes,Yes,16,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,112.95,1882.55,No +5628-RKIFK,Female,1,No,No,49,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),101.55,5070.4,No +0206-TBWLC,Female,0,Yes,No,54,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,114.65,6049.5,No +2937-FTHUR,Female,0,No,Yes,18,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,No,Electronic check,64.8,1166.7,No +1910-FMXJM,Female,0,Yes,No,36,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.4,2937.65,No +7752-XUSCI,Female,0,No,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.9,6396.45,Yes +4110-PFEUZ,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,69.55,69.55,Yes +0732-OCQOC,Female,0,Yes,Yes,52,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.05,1270.25,No +5168-MSWXT,Male,0,Yes,Yes,8,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.75,759.55,No +1090-ESELR,Male,0,Yes,Yes,72,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),105.5,7611.55,No +8592-PLTMQ,Female,0,No,No,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,24.7,1642.75,No +5760-WRAHC,Female,1,No,No,22,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Mailed check,69.75,1545.4,No +8847-GEOOQ,Male,0,Yes,No,60,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),60.2,3582.4,No +0256-LTHVJ,Female,0,Yes,Yes,28,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,81.05,2227.1,Yes +4785-FCIFB,Female,0,Yes,No,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.4,1417.9,No +8313-NDOIA,Female,0,No,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.15,2494.65,No +5149-CUZUJ,Male,0,Yes,Yes,28,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),92.9,2768.35,No +0942-KOWSM,Female,0,Yes,Yes,30,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),80.8,2369.3,No +4237-CLSMM,Male,0,Yes,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,38,No +1452-VOQCH,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.1,75.1,No +4719-UMSIY,Male,0,No,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,100.9,No +6614-VBEGU,Female,0,Yes,No,24,Yes,No,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),69.45,1614.05,No +0880-TKATG,Male,0,Yes,Yes,4,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,101.15,385.9,Yes +3811-VBYBZ,Male,0,No,No,7,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.8,673.25,Yes +1480-BKXGA,Male,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.05,8404.9,No +2996-XAUVF,Male,0,No,No,70,No,No phone service,DSL,No,No,No,Yes,No,Yes,Two year,Yes,Mailed check,40.05,2799.75,No +9076-AXYIK,Male,1,Yes,No,64,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,102.1,6538.45,No +5968-XQIVE,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,One year,Yes,Electronic check,89.7,6588.95,No +8896-RAZCR,Female,0,No,Yes,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.9,868.1,No +4640-UHDOS,Female,0,Yes,Yes,13,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,55.95,734.35,Yes +4933-IKULF,Female,1,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.65,330.6,No +3583-EKAPL,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55,55,Yes +1304-BCCFO,Male,0,Yes,No,9,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Mailed check,70.05,564.4,No +4104-PVRPS,Male,0,Yes,No,24,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,53.6,1315.35,No +9399-APLBT,Female,0,Yes,Yes,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.7,74.7,Yes +2359-KMGLI,Male,0,No,No,24,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.25,1861.5,Yes +3780-DDGSE,Male,1,Yes,Yes,35,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,76.05,2747.2,No +4431-EDMIQ,Female,0,Yes,Yes,7,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,75.7,554.05,No +0306-JAELE,Male,0,No,No,5,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,96.1,453.4,Yes +6227-HWPWX,Female,0,No,Yes,15,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),69,994.8,Yes +0486-LGCCH,Male,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.65,225.75,No +0447-BEMNG,Female,0,Yes,No,48,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),45.3,2145,Yes +4612-SSVHJ,Female,1,No,No,20,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,81.45,1671.6,No +5168-MQQCA,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),108.5,8003.8,No +5949-XIKAE,Female,0,Yes,Yes,8,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,83.55,680.05,Yes +7971-HLVXI,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Two year,Yes,Credit card (automatic),84.5,6130.85,No +9094-AZPHK,Female,0,No,No,15,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.15,1415,No +3649-JPUGY,Male,0,No,No,72,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),88.6,6201.95,No +4472-LVYGI,Female,0,Yes,Yes,0,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),52.55, ,No +8372-JUXUI,Male,0,No,Yes,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.35,74.35,Yes +3552-CTCYF,Male,0,Yes,Yes,63,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.8,6597.25,No +6778-YSNIH,Female,0,No,No,2,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,59,114.15,No +0388-EOPEX,Female,0,Yes,No,2,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,139.4,Yes +5756-OZRIO,Male,1,Yes,No,61,Yes,Yes,DSL,No,Yes,No,No,No,Yes,One year,No,Bank transfer (automatic),64.05,3902.6,No +6579-JPICP,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,20.4,No +8205-OTCHB,Male,0,No,No,22,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),43.75,903.6,Yes +4134-BSXLX,Male,0,Yes,No,28,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,60.9,1785.65,No +0505-SPOOW,Female,0,Yes,No,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.8,1397.65,No +6235-VDHOM,Female,1,No,No,5,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,28.45,131.05,Yes +7783-YKGDV,Female,0,No,No,12,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),99.7,1238.45,Yes +4374-YMUSQ,Male,0,No,No,34,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),116.25,3899.05,No +4513-CXYIX,Female,1,Yes,No,71,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Two year,Yes,Credit card (automatic),80.7,5676,No +3957-HHLMR,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,No,No,No,No,Yes,One year,No,Bank transfer (automatic),65.2,4543.15,No +7803-XOCCZ,Female,0,Yes,Yes,52,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),84.05,4326.8,No +5736-YEJAX,Male,0,No,Yes,69,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),79.45,5502.55,No +5609-CEBID,Female,1,No,No,20,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,94.1,1782.4,Yes +8981-FJGLA,Male,0,No,Yes,11,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,78,851.8,No +7218-HKQFK,Male,0,Yes,No,2,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,167.5,Yes +4636-QRJKY,Female,0,Yes,Yes,6,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,80.5,502.85,Yes +1135-LMECX,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,19.85,No +4332-MUOEZ,Male,1,Yes,Yes,20,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,One year,No,Credit card (automatic),94.3,1818.3,No +8535-SFUTN,Male,0,No,No,61,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.45,6300.15,No +5956-VKDTT,Female,1,Yes,No,5,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.35,334.8,Yes +8677-HDZEE,Female,0,No,No,56,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.45,5916.95,No +2475-MROZF,Male,0,No,No,30,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),95,2852.4,No +9412-GHEEC,Male,0,No,No,40,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),104.8,4131.95,Yes +3482-ABPKK,Female,0,No,No,28,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,54.3,1546.3,No +6705-LXORM,Female,1,Yes,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.05,302.6,No +0257-ZESQC,Female,1,Yes,No,27,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.2,1929.35,Yes +7531-GQHME,Male,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.05,265.45,No +5174-ITUMV,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,105.4,6989.45,No +4109-CYRBD,Male,1,Yes,No,29,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,51.6,1442,No +0913-XWSCN,Male,0,Yes,Yes,55,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),85.5,4713.4,No +6825-UYPFK,Female,0,No,No,23,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),75.6,1758.6,Yes +8397-MVTAZ,Male,0,Yes,No,34,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.05,3480,Yes +0750-EBAIU,Male,0,No,No,52,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,One year,No,Electronic check,91.25,4738.3,No +8606-CIQUL,Male,1,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),115.75,8399.15,No +3571-DPYUH,Male,0,Yes,Yes,58,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,One year,Yes,Credit card (automatic),94.7,5430.35,No +7601-GNDYK,Male,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,686.95,No +0356-OBMAC,Female,1,No,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),99.9,5706.3,No +8067-NIOYM,Female,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),21.1,490.65,No +1403-GYAFU,Male,0,Yes,Yes,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,1360.25,No +4234-XTNEA,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.95,174.45,No +1297-VQDRP,Male,1,Yes,Yes,68,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),107.15,7379.8,No +9282-IZGQK,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85,85,Yes +5348-CAGXB,Male,0,No,No,12,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.55,1021.75,No +0621-HJWXJ,Female,0,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),81.55,5029.05,No +5844-QVTAT,Female,0,Yes,Yes,33,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Mailed check,58.45,1955.4,No +8905-IAZPF,Female,0,Yes,No,69,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),95.65,6744.2,No +5394-MEITZ,Female,0,Yes,Yes,60,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.6,4946.7,No +6859-QNXIQ,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),113.1,8248.5,No +2782-LFZVW,Female,0,No,No,11,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,58.95,601.6,No +2866-IKBTM,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,19.55,No +1342-JPNKI,Male,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),86.05,834.1,Yes +2817-NTQDO,Male,0,No,No,13,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),45.55,597,Yes +7129-AZJDE,Male,0,Yes,Yes,34,Yes,No,Fiber optic,No,No,No,No,No,Yes,One year,Yes,Bank transfer (automatic),78.95,2647.2,No +6986-IJDHX,Male,0,Yes,Yes,39,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Mailed check,86.3,3266,Yes +2560-PPCHE,Female,0,No,No,65,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),105.05,6744.25,No +4676-MQUEA,Male,1,Yes,No,50,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),101.9,5265.5,No +8138-EALND,Male,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,311.6,No +3580-HYCSP,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.3,7966.9,No +1352-HNSAW,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.6,8220.4,No +2075-PUEPR,Male,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.35,1153.25,No +1982-FEBTD,Female,0,Yes,Yes,23,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.6,514.75,No +5301-GAUUY,Male,0,No,No,32,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.35,2596.15,Yes +5791-KAJFD,Female,0,Yes,Yes,56,Yes,Yes,DSL,Yes,No,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),68.75,3808,No +2654-VBVPB,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.9,19.9,No +1154-HYWWO,Male,0,No,No,38,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,One year,No,Mailed check,70.6,2708.2,No +2501-XWWTZ,Male,0,No,No,11,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.2,760.05,No +3716-UVSPD,Male,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,49.3,49.3,No +6815-ABQFQ,Male,0,Yes,No,56,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,107.25,6033.3,No +7343-EOBEU,Male,0,Yes,No,3,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,23.6,89.05,No +3701-SFMUH,Male,0,Yes,Yes,7,Yes,No,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),69.7,516.15,No +6103-LIANB,Male,0,Yes,Yes,59,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),99.5,5861.75,No +7319-VENRZ,Male,0,No,No,7,Yes,No,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),64.3,445.95,No +5846-NEQVZ,Male,0,Yes,Yes,71,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),70.85,4973.4,No +6967-QIQRV,Male,0,Yes,Yes,15,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,One year,No,Electronic check,101.9,1667.25,No +5781-RFZRP,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),73.5,5357.75,No +0939-YAPAF,Female,0,No,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.25,3527.6,Yes +0308-IVGOK,Female,0,No,No,11,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),40.4,422.6,No +7293-LSCDV,Female,0,Yes,Yes,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.25,1103.25,No +7025-WCBNE,Male,1,No,No,47,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),59.6,2754,No +5756-JYOJT,Female,0,No,No,11,Yes,No,DSL,No,No,Yes,Yes,No,Yes,One year,No,Credit card (automatic),64.9,697.25,No +4710-FDUIZ,Male,0,Yes,No,56,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Credit card (automatic),100.3,5614.45,Yes +6030-REHUX,Female,1,Yes,No,28,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,110.85,3204.4,No +9548-LIGTA,Male,0,Yes,No,61,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,81.05,4747.65,No +5150-LJNSR,Male,0,Yes,Yes,31,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,One year,No,Bank transfer (automatic),98.05,3082.1,No +8270-RKSAP,Male,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.5,597.9,No +6522-YRBXD,Male,1,Yes,No,35,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,94.55,3365.4,No +2640-LYMOV,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.65,38.8,No +1218-VKFPE,Female,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19,233.55,Yes +3627-FHKBK,Female,0,No,No,1,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,75.3,75.3,Yes +2865-TCHJW,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.2,346.2,Yes +1423-BMPBQ,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19,19,No +2393-DIVAI,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20,61.7,No +5192-EBGOV,Female,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.7,85.7,Yes +4568-KNYWR,Male,0,No,No,52,Yes,No,DSL,Yes,Yes,No,No,Yes,No,Two year,Yes,Credit card (automatic),63.25,3342.45,No +8752-IMQOS,Male,0,Yes,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,85.1,No +0742-LAFQK,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Electronic check,99.15,7422.1,No +0795-LAFGP,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,90.4,6668.05,No +0619-OLYUR,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),111.9,8071.05,No +5512-IDZEI,Male,0,Yes,Yes,46,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,24.9,1174.8,No +0459-SPZHJ,Male,0,Yes,Yes,63,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),83.5,5435,No +0215-BQKGS,Male,0,No,No,30,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),84.3,2438.6,No +9244-ZVAPM,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.6,45.6,No +0719-SYFRB,Female,0,No,No,12,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,61.65,713.75,Yes +8208-EUMTE,Male,0,No,No,16,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,54.85,916.15,No +5172-MIGPM,Male,0,No,No,4,Yes,Yes,DSL,No,No,No,Yes,No,Yes,Month-to-month,No,Mailed check,65.55,237.2,No +1710-RCXUS,Male,0,Yes,No,51,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,One year,Yes,Credit card (automatic),90.35,4614.55,No +0374-FIUCA,Male,0,Yes,No,65,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.4,1414.45,No +5839-SUYVZ,Male,0,No,No,16,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),74.55,1170.5,No +5173-ZXXXL,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.95,47.7,No +1096-ADRUX,Female,0,Yes,Yes,66,Yes,Yes,Fiber optic,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),74.25,4859.25,No +2001-MCUUW,Male,0,No,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,108.65,4903.2,No +2731-GJRDG,Female,0,No,No,32,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),109.55,3608,No +4723-BEGSG,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.65,6094.25,No +6516-NKQBO,Male,0,Yes,Yes,38,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),81,3084.9,No +8672-OAUPW,Male,0,No,Yes,51,Yes,No,DSL,No,No,No,Yes,No,No,One year,No,Credit card (automatic),47.85,2356.75,No +8207-DMRVL,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),114.55,8306.05,No +3419-SNJJD,Female,1,Yes,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),105.25,6786.4,Yes +6543-CPZMK,Male,0,Yes,Yes,9,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,29.95,248.95,Yes +4765-OXPPD,Female,0,Yes,Yes,9,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Month-to-month,No,Mailed check,65,663.05,Yes +2804-ETQDK,Male,0,No,Yes,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.55,1357.1,No +6689-VRRTK,Female,1,No,No,44,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),109.8,4860.35,No +7138-GIRSH,Male,0,No,No,50,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),69.5,3418.2,No +9396-ZSFLL,Female,0,No,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,48.85,631.4,No +6464-KEXXH,Male,0,No,No,8,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),25.25,186.3,No +7134-MJPDY,Female,1,No,No,66,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),102.85,6976.75,No +5240-CAOYT,Female,0,No,No,57,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),87.55,4884.85,No +4059-IIEBK,Female,0,No,No,7,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),78.55,522.95,No +4881-JVQOD,Male,1,Yes,Yes,10,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),34.55,362.6,No +0516-UXRMT,Female,0,No,No,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,Yes,Electronic check,92.05,5755.8,No +4851-BQDNX,Male,0,Yes,Yes,40,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,85.05,3355.65,No +5148-HKFIR,Female,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,406.95,No +1009-IRMNA,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20,137.6,Yes +3003-CMDUU,Female,0,Yes,No,25,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,95.15,2395.7,No +5016-IBERQ,Male,0,Yes,No,23,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,84.25,1968.1,No +6797-UCJHZ,Female,1,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),104.6,6819.45,No +2469-DTSGX,Female,1,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,111.65,7943.45,No +4554-YGZIH,Male,1,Yes,No,49,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Credit card (automatic),90.05,4547.25,Yes +5099-BAILX,Male,1,Yes,Yes,43,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),110.75,4687.9,Yes +9931-KGHOA,Female,0,Yes,No,46,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),55,2473.95,No +1775-KWJKQ,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.85,6562.9,No +7665-VIGUD,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.35,176.3,No +9411-TPQQV,Female,0,No,No,40,No,No phone service,DSL,Yes,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),54.55,2236.2,No +7207-RMRDB,Female,0,Yes,Yes,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.5,6985.65,Yes +7954-MLBUN,Male,0,No,No,31,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),99.45,3109.9,No +2077-DDHJK,Female,0,Yes,No,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),70.9,4911.35,No +4913-EHYUI,Male,1,Yes,Yes,56,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),104.55,5794.65,Yes +0195-IESCP,Male,0,Yes,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.25,855.3,Yes +9574-BOSMD,Male,0,Yes,Yes,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.4,1620.2,No +4580-TMHJU,Female,0,Yes,Yes,43,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,56.15,2499.3,Yes +0970-ETWGE,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.55,89.55,Yes +4908-XAXAY,Female,1,No,No,49,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),89.85,4287.2,No +8404-VLQFB,Female,0,Yes,Yes,15,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,25.25,394.85,No +1626-ERCMM,Male,1,Yes,No,20,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.55,1899.65,Yes +0887-HJGAR,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.7,45.7,Yes +2391-IPLOP,Male,0,Yes,Yes,50,Yes,Yes,DSL,No,No,Yes,Yes,Yes,No,One year,Yes,Electronic check,69.65,3442.15,No +5644-PDMZC,Female,1,No,No,2,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,89.5,161.5,Yes +3509-GWQGF,Male,1,No,No,24,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),70,1732.6,No +9576-ANLXO,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.55,222.3,Yes +2024-BASKD,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,74.6,74.6,Yes +5845-BZZIB,Male,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,655.3,No +1140-UKVZG,Female,0,No,No,17,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.8,475.25,No +4160-AMJTL,Female,1,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.65,164.3,Yes +5183-SNMJQ,Male,0,No,No,10,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),95.1,865.1,No +8100-PNJMH,Male,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),88.85,6132.7,No +7838-LAZFO,Male,0,Yes,No,45,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),78.8,3597.5,No +4464-JCOLN,Male,0,Yes,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.85,35.9,Yes +2085-JVGAD,Male,0,Yes,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.35,697.65,No +5650-VDUDS,Female,0,No,No,4,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.25,96.05,Yes +8095-WANWK,Female,0,No,No,10,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.25,428.7,No +3030-ZKIWL,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,20.05,No +9565-FLVCG,Male,0,Yes,Yes,65,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,Two year,Yes,Mailed check,69.55,4459.15,No +8755-OGKNA,Female,0,Yes,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.5,1167.6,No +2800-VEQXM,Female,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,74.75,238.1,No +7538-GWHML,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.65,145.15,Yes +5533-RJFTJ,Male,0,No,No,49,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),30.2,1453.1,No +3859-CVCET,Female,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.65,191.05,Yes +0214-JHPFW,Female,0,Yes,No,70,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),57.8,4039.3,No +5642-MHDQT,Female,0,Yes,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.85,1039.45,No +3088-FVYWK,Male,0,Yes,Yes,53,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.55,1336.1,No +3276-HDUEG,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,75.05,75.05,Yes +9092-GDZKO,Male,0,No,No,22,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),24.85,493.4,No +0823-HSCDJ,Male,1,No,No,52,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,49.15,2550.9,Yes +3729-OWRVL,Male,1,No,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.35,7246.15,No +2324-AALNO,Female,0,No,No,48,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.55,1203.95,No +0822-GAVAP,Female,0,No,No,2,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,34.7,62.25,Yes +5760-IFJOZ,Male,0,No,No,3,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,107.95,313.6,No +2826-UWHIS,Male,0,Yes,No,45,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),81.4,3775.85,No +1448-PWKYE,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80,80,Yes +7501-IWUNG,Female,0,Yes,Yes,61,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),73.8,4616.05,No +4957-TREIR,Male,0,No,No,3,Yes,No,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),64.4,195.65,No +7251-LJBQN,Female,1,No,No,40,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),103.75,4188.4,No +8040-MNRTF,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,71.1,71.1,No +1536-HBSWP,Female,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,49.9,49.9,No +5313-FPXWG,Male,0,No,No,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.6,1266.4,No +0067-DKWBL,Male,1,No,No,2,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.25,91.1,Yes +0946-FKYTX,Male,0,No,No,52,No,No phone service,DSL,No,Yes,No,No,No,No,One year,No,Mailed check,30.1,1623.4,No +5076-YVXCM,Male,0,No,No,51,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),83.4,4149.45,No +8262-COGGB,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.45,20.45,No +6663-JOCQO,Male,0,Yes,Yes,31,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),75.25,2344.5,No +9620-QJREV,Male,0,No,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.55,1013.05,No +2276-YDAVZ,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.1,270.7,Yes +2682-KEVRP,Female,1,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.05,417,No +2480-JZOSN,Female,0,Yes,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.65,20.65,No +0078-XZMHT,Male,0,Yes,No,72,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),85.15,6316.2,No +5896-NPFWW,Male,0,Yes,Yes,3,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,50.15,168.15,Yes +9978-HYCIN,Male,1,Yes,Yes,47,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,One year,Yes,Bank transfer (automatic),84.95,4018.05,No +8338-QIUNR,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),66.5,4811.6,No +1525-LNLOJ,Male,0,Yes,Yes,66,Yes,Yes,DSL,No,No,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),63.3,4189.7,No +9450-TRJUU,Male,0,No,No,35,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,83.15,2848.45,No +1766-GKNMI,Male,0,No,No,29,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.9,2516.2,No +6942-LBFDP,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.55,33.6,No +1456-TWCGB,Male,0,No,No,4,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,49.25,208.45,No +7133-VBDCG,Female,0,No,No,25,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.85,2015.35,Yes +7596-ZYWBB,Female,0,No,No,65,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Mailed check,59.6,3739.8,No +8329-UTMVM,Male,1,No,No,27,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),104.65,2964,No +3014-WJKSM,Male,0,Yes,No,29,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),75.3,2263.4,No +3347-YJZZE,Male,0,Yes,Yes,29,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),80.1,2211.8,No +1029-QFBEN,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,19.55,Yes +7929-DMBCV,Female,0,Yes,No,20,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,81,1683.7,No +9661-JALZV,Female,0,No,No,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.7,1519,No +5433-KYGHE,Female,0,No,Yes,14,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,86,1164.05,No +4312-KFRXN,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.4,1710.9,No +5575-TPIZQ,Male,0,No,No,46,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),89.15,4245.55,No +0114-IGABW,Female,0,Yes,No,71,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),58.25,4145.9,No +9944-AEXBM,Male,0,No,No,32,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),85.65,2664.3,No +1853-ARAAQ,Female,0,No,No,26,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),50.35,1277.5,No +6952-OMNWB,Male,1,Yes,No,68,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),80.35,5589.3,No +4697-LUPSU,Male,0,Yes,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.2,34.75,No +8434-VGEQQ,Male,0,Yes,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.55,1305.95,No +4952-YSOGZ,Female,0,Yes,Yes,4,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.95,381.3,Yes +1589-AGTLK,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.35,141.5,Yes +5244-IRFIH,Male,1,Yes,No,33,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.5,3105.55,Yes +6549-YMFAW,Male,1,Yes,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,21.25,204.55,No +4950-HKQTE,Female,0,No,No,22,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,26.25,605.9,No +6786-OBWQR,Female,0,Yes,Yes,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.85,356.1,No +2684-EIWEO,Female,1,No,No,30,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Credit card (automatic),91.7,2758.15,Yes +2753-JMMCV,Male,0,No,No,65,Yes,Yes,DSL,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),74.2,4805.65,No +6439-GTPCA,Female,0,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,87.25,3941.7,Yes +6621-YOBKI,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,92.75,No +1216-JWVUX,Male,0,Yes,Yes,25,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,75.5,1901.05,No +7564-GHCVB,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),79.05,5730.7,No +1173-NOEYG,Female,0,Yes,No,27,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Bank transfer (automatic),90.15,2423.4,No +7595-EHCDL,Male,0,Yes,Yes,32,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),50.6,1653.45,No +6647-ZEDXT,Female,0,No,No,30,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),110.45,3327.05,No +2521-NPUZR,Male,0,Yes,No,70,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),101,7085.5,No +1307-TVUFB,Male,1,No,No,42,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.35,3344.1,No +7503-MIOGA,Female,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),89.85,6697.35,No +4381-MHQDC,Female,0,No,No,47,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Mailed check,65,2879.9,No +6923-JHPMP,Female,0,No,No,2,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,80.45,137.1,No +5138-WVKYJ,Male,0,No,No,10,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,98.55,1008.55,Yes +4018-PPNDW,Female,0,Yes,Yes,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.1,1551.6,No +1635-FJFCC,Female,0,No,No,5,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.05,202.15,No +2499-AJYUA,Female,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.8,7882.25,No +6919-ELBGL,Male,1,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.95,8196.4,No +3966-HRMZA,Female,1,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,75.05,202.9,No +6425-JWTDV,Male,0,Yes,No,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.25,855.1,No +8405-IGQFX,Female,0,No,No,63,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),90.05,5817,No +8224-IVVPA,Female,0,No,No,27,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,56.7,1652.95,No +9477-LGWQI,Male,0,Yes,Yes,70,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),80.15,5600.15,No +1410-RSCMR,Male,0,Yes,Yes,7,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),71.35,515.75,No +3115-CZMZD,Male,0,No,Yes,0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.25, ,No +0139-IVFJG,Female,0,Yes,No,2,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,90.35,190.5,No +6683-VLCTZ,Male,1,No,No,20,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.55,1842.8,Yes +5730-DBDSI,Male,0,No,No,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.7,1253.8,No +0030-FNXPP,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,57.2,No +2189-WWOEW,Female,0,No,Yes,15,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),85.9,1269.55,Yes +5684-FJVYR,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),90.35,6563.4,No +4013-GUXND,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.8,20.8,No +1894-IGFSG,Female,0,No,No,22,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,89.25,1907.85,Yes +7379-POKDZ,Male,0,Yes,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,208.85,Yes +1266-NZYUI,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),66.85,4758.8,No +7969-FFOWG,Male,0,Yes,Yes,65,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.9,1292.6,No +4718-DHSMV,Female,0,No,No,11,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,35.8,363.15,No +5175-WLYXL,Male,0,No,No,22,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,78.85,1600.25,No +7817-OMJNA,Male,0,No,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.4,275.7,No +8728-SKJLR,Male,0,No,No,41,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,74.25,3089.1,No +3137-NYQQI,Male,0,Yes,No,17,Yes,No,DSL,Yes,Yes,No,No,No,Yes,One year,No,Mailed check,64.8,1175.6,No +7706-DZNKK,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.45,237.3,No +0236-HFWSV,Male,0,No,No,15,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.35,1444.65,Yes +3900-AQPHZ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,19.9,Yes +5842-POCOP,Female,0,Yes,No,5,Yes,No,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,88.9,454.15,Yes +2037-XJFUP,Male,0,Yes,No,33,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,95.8,3036.75,Yes +8823-RLPWL,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),110.65,8065.65,No +9505-SQFSW,Female,0,Yes,Yes,3,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,No,Mailed check,40.3,92.5,No +7314-OXENN,Male,0,No,No,2,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,82,184.65,Yes +3758-CKOQL,Female,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),107,6152.3,No +0322-CHQRU,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.35,89.5,Yes +5676-CFLYY,Male,0,Yes,Yes,71,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),73.35,5154.5,No +7521-AFHAB,Female,0,Yes,Yes,5,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.8,220.45,No +0285-INHLN,Male,0,Yes,Yes,27,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),54.75,1510.3,No +4678-DVQEO,Female,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,52.2,52.2,Yes +5125-CNDSP,Male,0,No,Yes,63,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),40.6,2588.95,No +0691-IFBQW,Female,1,No,No,46,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,110,4874.8,Yes +4992-LTJNE,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),55.3,3983.6,No +2202-OUTMO,Female,0,Yes,No,34,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),60.85,2003.6,No +0810-BDHAW,Female,0,Yes,Yes,24,Yes,Yes,DSL,Yes,Yes,No,No,Yes,Yes,One year,No,Electronic check,78.4,1832.4,No +0229-LFJAF,Male,0,No,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),69.65,4908.25,No +7131-ZQZNK,Female,0,Yes,Yes,60,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),59.85,3590.2,No +3442-ZHHCC,Male,0,No,No,68,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),76.9,5023,No +5726-CVNYA,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.85,146.6,No +9871-ELEYA,Female,0,No,Yes,34,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),67.65,2339.3,No +4257-GAESD,Female,0,No,No,6,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),45,298.7,No +5173-WXOQV,Male,0,Yes,No,2,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,64.2,143.65,No +2040-OBMLJ,Male,0,No,No,31,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,One year,No,Credit card (automatic),81.7,2548.65,No +6286-ZHAOK,Female,0,Yes,Yes,20,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),25.55,507.4,No +3807-XHCJH,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20,20,No +3009-JWMPU,Male,0,No,No,62,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,96.75,6125.4,Yes +5671-RQRLP,Female,1,Yes,No,70,Yes,Yes,Fiber optic,No,No,No,No,No,No,Two year,Yes,Credit card (automatic),75.65,5411.4,No +1450-GALXR,Female,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,98.5,1058.25,Yes +8859-AXJZP,Male,0,Yes,Yes,39,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,23.8,903.8,No +3174-AKMAS,Female,0,Yes,No,46,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),64.2,3009.5,No +3138-BKYAV,Male,0,No,No,6,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.35,489.45,Yes +9926-PJHDQ,Female,0,Yes,Yes,72,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),76.8,5468.45,No +7382-DFJTU,Male,0,No,No,18,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),55.2,1058.1,No +2798-NYLMZ,Male,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.55,7616,No +4289-DTDKW,Male,0,Yes,No,40,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.3,4113.1,Yes +1820-TQVEV,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.55,69.55,Yes +2239-JALAW,Male,0,No,No,58,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),103.25,6017.65,Yes +4853-RULSV,Male,0,No,No,70,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),104,7250.15,Yes +8098-TDCBU,Female,0,Yes,No,42,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,25.25,1108.2,No +3551-GAEGL,Male,0,Yes,Yes,34,No,No phone service,DSL,Yes,No,No,No,No,No,One year,No,Bank transfer (automatic),30.4,938.65,No +4785-NKHCX,Male,1,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.05,94.15,No +3196-NVXLZ,Female,0,No,No,25,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,84.6,2088.05,No +6275-YDUVO,Female,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,86.2,178.7,Yes +0036-IHMOT,Female,0,Yes,Yes,55,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),103.7,5656.75,No +0115-TFERT,Male,0,Yes,No,21,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,111.2,2317.1,Yes +4178-EGMON,Male,0,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),88,5986.45,No +4220-TINQT,Female,0,Yes,No,61,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,106.35,6751.35,No +5318-YKDPV,Male,0,Yes,Yes,43,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),79.15,3566.6,No +7975-TZMLR,Male,0,No,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,103.1,4889.3,No +0295-QVKPB,Male,0,No,No,5,Yes,No,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),63.95,318.1,No +4335-BSMJS,Female,0,No,No,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.8,1563.95,No +2311-QYMUQ,Female,0,Yes,Yes,16,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),89.45,1430.25,Yes +3643-AHCFP,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.6,644.35,Yes +9146-JRIOX,Female,0,Yes,Yes,14,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,25.55,372.45,No +3104-OWCGK,Male,0,Yes,Yes,60,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,One year,No,Electronic check,90.95,5453.4,Yes +5337-IIWKZ,Male,0,Yes,Yes,34,No,No phone service,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,44.85,1442.6,No +9101-BWFSS,Female,0,Yes,No,50,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,No,Electronic check,108.55,5610.7,Yes +9650-VBUOG,Male,0,Yes,Yes,38,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.05,963.95,No +3487-EARAT,Female,0,Yes,Yes,70,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),74.1,5222.3,No +2672-TGEFF,Female,0,Yes,Yes,37,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,88.8,3340.55,No +9231-ZJYAM,Female,1,No,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,78.85,292.8,Yes +4250-WAROZ,Male,1,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,93.25,5774.55,No +8184-WMOFI,Male,0,Yes,Yes,62,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,One year,No,Credit card (automatic),71.4,4487.3,No +6982-SSHFK,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.4,44.4,Yes +6092-QZVPP,Male,0,No,No,36,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),79.2,2854.95,No +4625-LAMOB,Male,0,No,No,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.4,905.55,No +0727-BMPLR,Female,1,No,No,55,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,100,5509.3,Yes +0392-BZIUW,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),105,7589.8,No +1038-ZAGBI,Female,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.8,229.6,Yes +6549-NNDYT,Female,0,No,No,13,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),30.85,394.1,No +3027-ZTDHO,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.9,89.9,Yes +0422-OHQHQ,Female,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.55,295.95,No +6916-HIJSE,Female,0,No,No,65,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),84.85,5459.2,No +2316-ESMLS,Female,0,Yes,Yes,12,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,No,Credit card (automatic),33.15,444.75,No +9778-OGKQZ,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),92,6782.15,No +7408-OFWXJ,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.8,6510.45,No +6007-TCTST,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.8,8476.5,No +2252-NKNSI,Male,0,No,Yes,52,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,85.15,4461.85,No +8713-IGZSO,Male,0,No,No,2,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.85,62,No +7905-TVXTA,Female,0,No,No,5,Yes,No,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,64.35,352.65,No +7695-PKLCZ,Female,0,No,No,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.5,1424.9,No +2382-BCKQJ,Female,0,No,Yes,62,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,100.15,6413.65,Yes +8374-UULRV,Male,0,No,No,72,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.05,6309.65,No +2207-NHRJK,Male,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,50.8,50.8,Yes +3224-DFQNQ,Female,0,Yes,No,66,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,One year,No,Electronic check,89,5898.6,No +5275-PMFUT,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),64.8,4719.75,No +4795-UXVCJ,Male,0,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.8,457.3,No +9777-IQHWP,Male,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,Two year,No,Bank transfer (automatic),93.4,5822.3,No +0947-MUGVO,Male,1,Yes,No,20,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,73.65,1463.5,Yes +9944-HKVVB,Female,0,No,No,3,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.1,307.4,Yes +4124-MMETB,Male,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.65,2104.55,Yes +3671-SHRSP,Male,0,Yes,No,4,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,80.6,319.15,Yes +0979-MOZQI,Male,0,Yes,No,62,No,No phone service,DSL,No,No,No,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),39,2337.45,No +2732-ISEZX,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.5,104.3,No +3313-QKNKB,Male,0,Yes,No,59,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,One year,No,Electronic check,85.55,5084.65,Yes +0323-XWWTN,Male,0,No,Yes,3,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,26.4,121.25,No +1937-OTUKY,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),98.2,7015.9,No +1573-LGXBA,Male,0,Yes,Yes,57,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),97.55,5598,No +1764-VUUMT,Male,0,No,Yes,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.95,1269.1,No +5073-WXOYN,Female,0,No,No,60,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.8,3027.4,Yes +4713-ZBURT,Male,0,No,Yes,45,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),99.7,4634.35,No +3050-GBUSH,Female,0,No,No,3,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),34.8,113.95,No +0207-MDKNV,Female,0,No,No,15,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,105.1,1582.75,Yes +7876-AEHIG,Female,0,No,Yes,51,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),60.15,3077,No +7945-HLKEA,Female,0,No,No,60,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,One year,No,Electronic check,64.75,4039.5,No +9342-VNIMQ,Male,0,No,No,33,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),54.65,1665.2,No +9851-KIELU,Male,0,No,No,10,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,110.1,1043.3,Yes +3523-BRGUW,Male,1,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.3,504.2,No +3908-BLSYF,Female,0,No,No,6,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,83.9,497.55,Yes +3199-NPKCN,Female,0,Yes,No,67,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.25,7511.65,No +5170-PTRKA,Female,0,Yes,Yes,49,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,Yes,Credit card (automatic),35.8,1782,No +4661-NJEUX,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.05,20.05,No +2123-AGEEN,Female,1,No,No,7,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,84.35,609.65,No +1258-YMZNM,Female,1,No,No,27,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),110.5,2857.6,No +0048-LUMLS,Male,0,Yes,Yes,37,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,No,Credit card (automatic),91.2,3247.55,No +7549-MYGPK,Female,0,Yes,Yes,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,100.55,6215.35,Yes +5898-IGSLP,Male,0,Yes,Yes,31,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,89.3,2823,No +3804-RVTGV,Male,0,Yes,Yes,50,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.85,5017.9,Yes +6259-WJQLC,Male,1,No,No,32,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),81.1,2619.25,No +9227-LUNBG,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.6,24.6,Yes +7997-EASSD,Female,0,Yes,No,63,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,One year,Yes,Credit card (automatic),81.2,4965.1,No +0730-KOAVE,Male,0,No,No,30,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),94.3,2679.7,No +8975-SKGRX,Male,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.1,8310.55,No +0678-RLHVP,Female,0,No,No,53,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,105.55,5682.25,No +4315-MURBD,Female,0,No,No,12,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),98.9,1120.95,Yes +2267-FPIMA,Male,0,Yes,No,50,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),94.4,4914.9,No +1051-GEJLJ,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.5,27.55,No +9734-YWGEX,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),98.3,923.5,Yes +2719-BDAQO,Male,0,No,No,17,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,93.85,1625.65,Yes +5285-MVEHD,Female,0,Yes,No,56,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),105.6,6068.65,No +0379-DJQHR,Male,0,Yes,Yes,67,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),81.35,5398.6,No +0781-LKXBR,Male,1,No,No,9,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.5,918.6,Yes +5543-QDCRY,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,56.4,234.85,No +0297-RBCSG,Male,0,No,No,19,Yes,No,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),65.35,1231.85,No +4694-PHWFW,Female,0,No,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,170.9,No +0835-JKADZ,Female,0,No,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,111.25,7984.15,No +1907-UBQFC,Male,1,No,No,10,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,72.85,688.65,Yes +7508-SMHXL,Female,1,No,No,15,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Credit card (automatic),89,1288.3,No +3865-YIOTT,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),106.1,7848.5,No +5993-BQHEA,Male,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.05,267,No +6024-RUGGH,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.2,1798.9,No +6513-EECDB,Male,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.55,73.55,Yes +3956-CJUST,Female,1,No,No,23,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.4,1643.55,No +4079-WWQQQ,Male,0,No,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),65.55,4807.45,No +6103-BOCOU,Female,0,No,No,26,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,80.7,2193,No +5149-TGWDZ,Female,0,No,No,21,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,104.55,2239.4,No +7471-WNSUF,Male,0,Yes,No,60,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.15,1505.9,No +8942-DBMHZ,Male,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.45,255.35,No +4301-VVZKA,Male,0,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.4,1189.4,No +9199-PWQVC,Female,0,Yes,No,63,Yes,Yes,DSL,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),79.7,4786.15,No +4824-GUCBY,Female,1,No,No,22,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,81.7,1820.9,No +5393-HJZSM,Female,0,Yes,Yes,32,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),76.3,2404.15,No +7074-IEVOJ,Female,1,No,No,3,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.4,205.05,Yes +9625-QSTYE,Female,0,No,No,13,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,81.15,952.3,Yes +0862-PRCBS,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),103.75,7039.45,No +8812-ZRHFP,Female,0,Yes,Yes,30,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,One year,No,Electronic check,86.45,2538.05,No +5146-CBVOE,Female,0,No,No,16,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),75.1,1212.85,No +0454-OKRCT,Male,0,No,No,33,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),80.6,2651.1,No +5787-KXGIY,Male,0,Yes,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.3,1304.8,No +4750-ZRXIU,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.6,360.1,Yes +4198-VFOEA,Female,0,No,No,12,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,33.6,435.45,No +6630-UJZMY,Female,1,Yes,No,4,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,83.25,308.05,No +5709-LVOEQ,Female,0,Yes,Yes,0,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Mailed check,80.85, ,No +6400-BWQKW,Female,0,No,No,6,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,79.05,434.5,Yes +2692-AQCPF,Female,0,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),108.05,7118.9,No +0347-UBKUZ,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,320.45,No +0835-DUUIQ,Female,0,No,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),21.05,531.55,No +0811-GSDTP,Female,0,No,Yes,13,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,30.15,382.2,No +7567-ECMCM,Male,0,No,No,24,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),79.85,2001,No +6115-ZTBFQ,Female,0,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),65.5,4919.7,No +6353-BRMMA,Female,0,Yes,Yes,54,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.1,5645.8,No +6680-WKXRZ,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),74.4,215.8,Yes +6231-WFGFH,Male,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.5,77.6,No +9904-EHEVJ,Female,1,Yes,Yes,32,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,91.35,2896.55,No +7028-DVOIQ,Male,1,No,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.05,3395.8,Yes +6169-PPETC,Male,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.5,759.35,No +4208-UFFGW,Male,1,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.95,85.15,Yes +8584-KMVXD,Female,0,No,No,8,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,75.6,535.55,No +8467-WYNSR,Male,0,No,No,22,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,55.1,1253.15,No +0851-DFJKB,Female,0,No,No,15,Yes,No,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,58.95,955.15,No +5382-SOYZL,Male,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.1,2162.6,No +9448-REEVD,Male,0,Yes,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),44.7,44.7,Yes +3261-CQXOL,Female,0,Yes,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.45,1813.35,No +8388-FYNPZ,Male,0,No,No,4,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Electronic check,56.75,245.15,No +4002-BQWPQ,Male,0,No,No,25,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),81.75,2028.8,No +5651-YLPRD,Female,0,Yes,Yes,32,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.1,2723.75,No +2826-DXLQO,Male,1,Yes,No,7,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),29.8,220.45,No +4378-BZYFP,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.5,365.8,No +9489-UTFKA,Male,1,Yes,No,8,Yes,No,DSL,Yes,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),60.9,551.95,No +4849-PYRLQ,Female,1,No,No,56,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),73.25,4054.2,No +9117-SHLZX,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.7,45.7,Yes +9889-TMAHG,Male,1,No,No,8,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,No,Credit card (automatic),100.3,832.35,Yes +4541-RMRLG,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.25,112.3,Yes +7764-BDPEE,Male,0,No,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.85,60.65,No +3429-IFLEM,Female,0,No,No,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),77.35,5550.1,No +3158-MOERK,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96,174.8,Yes +7294-TMAOP,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,90.55,90.55,Yes +5002-GCQFH,Male,0,Yes,No,49,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),93.85,4733.1,No +0556-FJEGU,Male,0,No,No,58,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),70.1,4048.95,No +8919-FYFQZ,Male,1,Yes,No,44,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,30.35,1359.7,Yes +0604-THJFP,Female,0,Yes,Yes,59,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),75.95,4542.35,No +2834-JRTUA,Male,0,No,No,71,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,108.05,7532.15,Yes +5875-YPQFJ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.9,69.9,Yes +5879-SESNB,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.25,888.65,No +6646-QVXLR,Male,1,Yes,No,62,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,103.75,6383.35,Yes +6461-PPAXN,Female,0,Yes,Yes,35,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,Yes,Bank transfer (automatic),54.95,1916,No +3318-ISQFQ,Female,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.5,413,No +1106-HRLKZ,Male,0,Yes,Yes,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,808.95,No +2483-XSSMZ,Female,0,No,No,39,Yes,No,DSL,Yes,No,No,No,No,No,One year,Yes,Electronic check,47.85,1886.4,No +8603-IJWDN,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.6,86.6,Yes +8165-ZJRNM,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.75,1679.25,No +9369-XFEHK,Female,1,Yes,No,33,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.6,2656.5,Yes +2604-XVDAM,Female,0,No,No,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),43.8,540.95,No +3717-OFRTN,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.75,19.75,No +9046-JBFWA,Male,0,No,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.15,537.35,No +3280-NMUVX,Male,0,Yes,Yes,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.6,678.8,No +1206-EHBDD,Female,0,Yes,No,56,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Two year,No,Bank transfer (automatic),80.3,4513.65,No +8361-LBRDI,Female,0,No,No,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.35,1423.85,No +4883-KCPZJ,Female,0,Yes,Yes,22,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.25,555.4,No +9108-EQPNQ,Female,0,Yes,Yes,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),26.1,225.55,No +7277-KAMWT,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20,268.45,No +3842-IYKUE,Female,0,No,No,35,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,No,Credit card (automatic),85.3,2917.5,Yes +6641-XRPSU,Female,0,No,No,34,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),70,2416.1,Yes +1374-DMZUI,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.3,424.45,Yes +2545-LXYVJ,Male,0,Yes,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.7,1492.1,No +3234-VKACU,Male,0,No,No,2,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,70.3,132.4,No +8357-EQXFO,Female,0,No,No,7,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.35,660.9,Yes +1989-PRJHP,Male,1,Yes,No,27,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.5,1893.95,Yes +8120-JDCAM,Male,0,Yes,Yes,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.55,284.9,No +8917-FAEMR,Female,0,No,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.85,784.25,No +7047-YXDMZ,Male,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,417.7,No +2858-EIMXH,Female,1,Yes,No,53,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),95.85,5016.25,No +9524-EGPJC,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,90.1,1612.75,Yes +6993-OHLXR,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,68.95,119.75,Yes +8818-XYFCQ,Male,0,Yes,Yes,32,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.55,3204.65,Yes +6419-ZTTLE,Male,1,Yes,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,20.75,485.2,No +0929-HYQEW,Male,0,No,No,3,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.15,160.85,No +6614-YOLAC,Female,0,Yes,Yes,71,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Mailed check,58.65,4145.25,No +7426-RHZGU,Male,0,No,No,9,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.9,827.45,No +4065-JJAVA,Female,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,49.5,49.5,No +4695-VADHF,Male,0,Yes,Yes,18,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,57.45,990.85,Yes +3863-IUBJR,Male,0,Yes,Yes,12,Yes,No,DSL,No,No,No,No,No,Yes,One year,No,Credit card (automatic),53.65,696.35,Yes +7649-SIJJF,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,80.1,5585.4,No +9361-YNQWJ,Female,0,No,No,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.4,1601.2,No +3748-FVMZZ,Male,0,No,No,4,No,No phone service,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,40.05,162.45,No +9391-TTOYH,Female,0,No,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.5,470.2,No +1452-XRSJV,Female,0,Yes,Yes,39,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),51.05,2066,No +3422-WJOYD,Male,0,Yes,No,28,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,54.35,1426.45,No +8242-SOQUO,Female,1,No,No,5,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.7,392.5,No +7460-ITWWP,Female,1,Yes,No,45,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,86.1,3861.45,No +7147-AYBAA,Male,0,No,No,37,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.35,2552.9,No +7868-TMWMZ,Female,1,Yes,No,60,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110,6668.35,No +4822-RVYBB,Male,1,No,No,8,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.6,819.4,Yes +6732-FZUGP,Female,0,No,No,47,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,One year,No,Credit card (automatic),94.9,4615.25,No +8436-BJUMM,Male,0,Yes,Yes,26,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,83.75,2070.6,Yes +4184-TJFAN,Female,1,Yes,Yes,3,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,88.3,273.75,Yes +8329-GWVPJ,Female,0,Yes,Yes,50,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.75,3557.7,No +1352-VHKAJ,Male,0,Yes,Yes,27,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),71.6,1957.1,No +4145-UQXUQ,Female,1,No,No,8,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.1,729.95,Yes +2632-TACXW,Female,0,Yes,No,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.65,1416.75,No +8146-QQKZH,Female,0,Yes,No,71,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),81.85,5924.4,No +1767-CJKBA,Male,0,No,No,66,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.1,1697.7,No +6445-TNRXS,Male,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.7,7849.85,No +4581-LNWUM,Female,0,No,No,13,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,49.15,649.4,No +4869-EPIUS,Male,0,Yes,No,56,Yes,No,Fiber optic,No,No,No,No,No,Yes,One year,Yes,Electronic check,80.9,4557.5,No +9948-YPTDG,Male,0,Yes,No,38,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.45,3013.05,Yes +1236-WFCDV,Male,1,No,No,14,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),90.45,1266.1,Yes +1915-OAKWD,Female,0,No,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.3,360.35,No +7296-PIXQY,Female,0,Yes,Yes,14,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.2,1046.5,No +4883-QICIH,Male,0,Yes,Yes,32,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.75,2347.9,Yes +3354-OADJP,Female,0,No,No,8,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),54.25,447.75,No +3524-WQDSG,Female,0,Yes,Yes,43,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.3,4209.95,No +0810-DHDBD,Female,0,No,No,52,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Credit card (automatic),74,3877.65,No +4026-SKKHW,Male,0,No,No,3,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,50.25,152.3,No +2829-HYVZP,Male,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.8,572.2,No +8329-IBCTI,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,19.65,Yes +1271-SJBGZ,Male,1,No,No,12,No,No phone service,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,43.65,526.95,Yes +3845-JHAMY,Female,0,Yes,Yes,16,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),35.5,552.7,No +7013-PSXHK,Female,0,No,No,40,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,80.75,3208.65,No +5669-SRAIP,Female,0,No,No,5,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,39.5,210.75,Yes +5981-ITEMU,Male,0,Yes,No,40,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),97.1,3706.95,Yes +3486-NPGST,Female,0,No,No,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.55,620.75,No +6941-PMGEP,Female,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80,412.5,Yes +1624-WOIWJ,Female,0,No,No,10,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,84.7,832.05,Yes +2074-GKOWZ,Male,0,Yes,Yes,2,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),89.55,185.55,Yes +0376-YMCJC,Male,0,No,No,23,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,90.6,1943.2,Yes +6100-FJZDG,Male,0,Yes,Yes,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.05,505.9,No +4829-ZLJTK,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,112.4,8046.85,No +1730-VFMWO,Female,0,Yes,No,34,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),50.2,1815.3,No +7143-BQIBA,Male,0,No,No,10,Yes,No,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),62.25,612.95,No +3800-LYTRK,Female,0,No,No,14,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,55.7,795.15,No +0634-SZPQA,Female,0,No,No,23,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),90.05,2169.8,Yes +9646-NMHXE,Male,0,Yes,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.65,973.1,No +7030-NJVDP,Male,0,Yes,No,24,Yes,No,Fiber optic,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.25,2210.2,No +5536-RTPWK,Male,0,Yes,No,49,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.05,4853.75,Yes +8883-GRDWQ,Male,1,No,No,20,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,54,1055.9,No +6166-ILMNY,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),69.75,144.55,Yes +3097-NNSPB,Female,0,No,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),49.05,91.1,Yes +7771-ZONAT,Male,0,No,No,22,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),56.75,1304.85,No +0655-RBDUG,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),98.05,713,Yes +2111-DWYHN,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,21.1,21.1,No +4194-WHFCB,Female,0,Yes,Yes,59,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),96.65,5580.8,No +4121-AGSIN,Female,0,Yes,Yes,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),24.5,1497.9,No +4361-BKAXE,Female,0,No,No,41,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),114.5,4527.45,Yes +9845-PEEKO,Female,1,No,No,59,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Two year,Yes,Credit card (automatic),79.2,4590.35,No +0455-XFASS,Female,0,Yes,Yes,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.55,200.2,No +0301-KOBTQ,Male,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.05,614.45,No +1751-NCDLI,Male,1,Yes,No,46,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.85,4564.9,No +4367-NUYAO,Male,0,Yes,Yes,0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.75, ,No +9878-TNQGW,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.95,171.15,Yes +9170-ARBTB,Female,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.6,1012.4,No +4441-NIHPT,Female,1,No,No,13,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,74.3,940.35,Yes +8999-BOHSE,Female,1,No,No,11,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),89.7,1047.7,Yes +7241-AJHFS,Male,0,No,No,32,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),87.65,2766.4,No +7029-RPUAV,Male,1,Yes,No,17,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.45,1622.45,Yes +4546-FOKWR,Female,0,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.75,1129.35,No +9036-CSKBW,Female,0,No,No,51,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),107.45,5680.9,No +5832-TRLPB,Male,0,No,No,29,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),75.35,2243.9,No +8590-YFFQO,Male,0,Yes,No,70,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),64.95,4523.25,No +8659-IOOPU,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,Two year,No,Electronic check,100.45,7159.7,No +1338-CECEE,Male,0,Yes,Yes,41,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,One year,No,Bank transfer (automatic),68.5,2839.95,No +7439-DKZTW,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.55,80.55,No +4646-QZXTF,Female,0,Yes,No,7,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),81.25,580.1,No +4607-CHPCA,Male,0,Yes,Yes,25,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Electronic check,90.4,2178.6,Yes +9742-XOKTS,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,One year,No,Electronic check,89.55,6038.55,No +6921-OZMFH,Male,0,Yes,Yes,5,Yes,Yes,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,55.7,259.4,No +9578-FOMUK,Male,0,No,Yes,15,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,24.8,324.15,No +4712-UYOOI,Female,0,Yes,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20,417.65,No +8824-RWFXJ,Male,0,Yes,Yes,3,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,56.15,168.15,Yes +7722-CVFXN,Male,0,Yes,Yes,54,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,105.2,5637.85,No +8717-VCTXJ,Male,0,No,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.55,839.4,No +7363-QTBIW,Female,0,Yes,No,9,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.75,769.1,No +4159-NAAIX,Female,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,No,Bank transfer (automatic),97.45,6253,No +0971-QIFJK,Female,0,Yes,No,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.25,1641.8,No +9397-TZSHA,Female,0,No,No,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.6,1678.05,No +3391-JSQEW,Male,0,Yes,No,40,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,50.15,2058.5,No +0343-QLUZP,Male,0,No,No,60,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Bank transfer (automatic),39.6,2424.5,No +9763-PDTKK,Female,0,No,No,4,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),94.4,387.2,Yes +2176-LVPNX,Female,1,No,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,89.85,6293.45,No +7627-JKIAZ,Female,0,Yes,No,37,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),78.95,2839.65,Yes +3312-UUMZW,Male,0,Yes,No,32,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),98.85,3145.9,No +1271-UODNO,Male,0,No,No,39,Yes,Yes,DSL,No,No,No,Yes,No,No,Two year,Yes,Credit card (automatic),53.85,2200.7,No +8461-EFQYM,Female,0,No,No,38,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,24.25,914.4,No +6900-RBKER,Male,0,No,No,52,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),89.45,4577.75,No +6891-JPYFF,Female,0,Yes,Yes,48,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),105.25,4997.5,No +1459-QNFQT,Male,0,Yes,Yes,70,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),59.5,4144.8,No +1047-NNCBF,Male,0,No,No,20,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),70.55,1493.55,No +3696-XRIEN,Female,0,No,No,50,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),82.5,4179.1,No +4081-DYXAV,Female,0,No,No,19,No,No phone service,DSL,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),44.85,893.55,Yes +0074-HDKDG,Male,0,Yes,Yes,25,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Bank transfer (automatic),61.6,1611,No +8791-GFXLZ,Male,0,No,No,12,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.05,593.05,No +8111-SLLHI,Male,1,Yes,No,39,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.65,4284.8,Yes +0927-LCSMG,Male,0,No,No,7,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,74.65,544.55,Yes +9330-DHBFL,Female,0,Yes,Yes,23,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,One year,Yes,Mailed check,66.25,1533.8,No +0098-BOWSO,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.4,529.8,No +3452-ABWRL,Male,1,No,No,47,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),86.05,3865.6,No +5859-HZYLF,Male,0,Yes,Yes,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.15,515.75,No +8257-RZAHR,Female,0,Yes,No,14,Yes,Yes,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),64.7,941,Yes +5293-WXJAK,Female,1,Yes,No,11,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.05,1133.65,Yes +3156-QLHBO,Male,0,No,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.25,48.35,No +2208-NQBCT,Female,0,Yes,Yes,26,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,81.95,2070.05,No +1779-PWPMG,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.65,8333.95,No +6621-NRZAK,Female,0,Yes,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20,1209.25,No +0831-JNISG,Male,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.8,1396.25,No +0774-IFUVM,Male,0,Yes,Yes,11,Yes,Yes,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),65.15,723.35,No +3082-WQRVY,Male,1,Yes,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,228.65,No +9553-DLCLU,Female,0,No,Yes,13,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),88.95,1161.75,No +1641-BYBTK,Male,0,No,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.2,98.35,No +2460-NGXBJ,Male,1,Yes,Yes,11,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.2,775.3,No +2446-ZKVAF,Male,0,Yes,No,18,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),56.8,1074.65,No +0841-NULXI,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35.55,35.55,Yes +3522-CDKHF,Female,0,Yes,No,32,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.5,2324.7,No +1430-SFQSA,Male,0,No,No,29,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,35.6,1072.6,No +0411-EZJZE,Female,0,No,No,3,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,60.25,170.5,No +7851-WZEKY,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.15,196.9,Yes +8844-TONUD,Male,0,Yes,Yes,13,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Mailed check,96.65,1162.85,Yes +8807-ARQET,Female,0,No,No,41,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,40.35,1677.85,No +8992-CEUEN,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,18.85,18.85,No +4320-QMLLA,Male,0,No,No,7,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,54.85,370.4,No +8777-PVYGU,Female,0,Yes,No,52,Yes,No,DSL,Yes,No,Yes,No,Yes,No,One year,Yes,Mailed check,64.3,3410.6,No +8292-ITGYJ,Female,0,Yes,Yes,45,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.65,1138.8,No +6870-ZWMNX,Male,0,Yes,No,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),76.1,5264.25,No +0621-CXBKL,Female,0,No,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,18.7,1005.7,No +5268-DSMNQ,Female,1,Yes,No,62,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),97.95,5936.55,No +5334-JLAXU,Female,0,Yes,No,60,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),94.1,5475.9,No +4086-YQSNZ,Female,1,Yes,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.4,224.05,Yes +6242-MBHPK,Female,1,Yes,No,23,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.1,2326.05,No +5868-CZJDR,Male,0,No,Yes,1,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,31.35,31.35,Yes +9359-UGBTK,Female,0,No,No,67,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),72.35,4991.5,No +0135-NMXAP,Female,0,No,No,12,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.75,1052.4,Yes +4782-OSFXZ,Female,1,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),82.7,5831.2,No +6479-OAUSD,Male,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.9,510.8,No +7129-ACFOG,Female,0,No,No,5,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,53.8,283.95,No +4189-NAKJS,Male,0,No,No,26,Yes,Yes,DSL,No,No,No,No,No,No,One year,Yes,Credit card (automatic),51.55,1295.4,No +5562-BETPV,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,19.65,No +1282-IHQAC,Male,1,No,No,70,No,No phone service,DSL,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),44.05,3011.65,No +9127-FHJBZ,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,114,8093.15,No +6270-OMFIW,Male,0,Yes,No,60,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,94.4,5610.25,Yes +1641-RQDAY,Female,1,Yes,Yes,32,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.4,3217.65,No +0107-WESLM,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.85,19.85,Yes +6994-ORCWG,Female,0,No,No,14,Yes,Yes,DSL,No,Yes,No,No,No,No,One year,Yes,Mailed check,54.25,773.2,No +1346-UFHAX,Female,0,No,No,13,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),80,1029.35,No +3992-YWPKO,Female,0,No,No,6,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),109.9,669.45,Yes +2933-XEUJM,Female,0,No,No,46,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Mailed check,79.2,3593.8,No +0125-LZQXK,Male,0,No,No,15,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,101.35,1553.95,Yes +5461-QKNTN,Male,1,Yes,No,43,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,94.3,3953.15,No +4835-YSJMR,Male,0,No,No,39,Yes,No,DSL,No,No,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),49.8,1971.15,No +8399-YNDCH,Male,1,No,No,21,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),60.05,1236.15,Yes +3164-YAXFY,Male,0,No,No,57,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,53.75,3196,No +0887-WBJVH,Female,0,Yes,No,53,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,93.45,4872.2,No +4660-IRIBM,Male,0,Yes,Yes,18,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,87.9,1500.5,No +5673-FSSMF,Female,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,60.15,60.15,Yes +7670-ZBPOQ,Female,0,Yes,No,58,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Bank transfer (automatic),61.05,3478.75,No +8089-UZWLX,Female,1,No,No,71,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),104.05,7413.55,No +0080-OROZO,Female,0,No,No,35,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,99.25,3532,No +3916-NRPAP,Male,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),85.7,256.75,No +6807-SIWJI,Male,0,No,No,38,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,104.85,3887.25,No +8221-HVAYI,Male,0,Yes,Yes,35,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),69.15,2490.15,No +1579-KLYDT,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,90.45,593.45,Yes +5232-NXPAY,Female,0,No,No,47,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,74.45,3510.3,No +8967-SZQAS,Female,0,No,No,14,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,50.45,765.45,No +4468-KAZHE,Female,1,Yes,No,20,Yes,No,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,60,1259.35,No +0455-ENTCR,Male,0,Yes,No,66,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Electronic check,85.25,5538.35,No +8944-AILEF,Male,0,Yes,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.45,340.85,No +5542-NKVRU,Female,0,No,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.75,844.45,No +7126-RBHSD,Female,0,Yes,No,17,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,78.9,1348.95,No +5370-IIVVL,Male,0,No,No,37,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),104.5,3778,No +6789-HJBWG,Female,0,No,No,12,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,49.4,611.65,No +3927-NLNRY,Male,0,Yes,No,53,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),94.25,4867.95,Yes +9087-EYCPR,Female,0,No,No,60,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25,1505.05,No +6791-YBNAK,Male,0,Yes,Yes,18,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),25.55,467.85,No +6358-LYNGM,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.9,74.9,Yes +6077-BDPXA,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,194.2,No +0013-MHZWF,Female,0,No,Yes,9,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),69.4,571.45,No +5494-HECPR,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.25,80.25,Yes +8268-YDIXR,Male,0,Yes,No,56,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,Yes,Electronic check,93.15,5253.95,No +9824-BEMCV,Male,0,Yes,Yes,17,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69,1149.65,Yes +1373-ORVIZ,Female,0,Yes,Yes,11,Yes,Yes,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,66.35,740.8,Yes +4291-SHSBH,Male,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.55,521.35,No +6980-IMXXE,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.2,1412.65,No +9866-QEVEE,Male,0,No,No,19,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),86,1532.45,Yes +9897-KXHCM,Female,0,Yes,Yes,3,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.3,250.05,Yes +0040-HALCW,Male,0,Yes,Yes,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.4,1090.6,No +0784-GTUUK,Male,0,Yes,No,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),23.75,1446.8,No +7979-CORPM,Male,0,No,No,24,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90.55,2282.55,Yes +2294-DMMUS,Female,0,Yes,Yes,62,Yes,Yes,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),70.45,4300.45,No +0872-JCPIB,Male,0,No,No,17,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),65.75,1111.2,No +3055-MJDSB,Male,0,No,No,9,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.6,190.1,No +9091-WTUUY,Male,0,Yes,Yes,64,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Mailed check,69.25,4447.75,No +1618-CFHME,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.9,143.35,Yes +3165-HDOEW,Male,0,Yes,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.85,45.85,Yes +6581-NQCBA,Female,0,Yes,No,16,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,49.95,810.2,Yes +7115-IRDHS,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.65,1830.05,No +8496-DMZUK,Male,0,No,No,30,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),90.4,2820.65,No +2040-VZIKE,Female,0,Yes,No,49,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,100.85,4847.35,No +9068-VPWQQ,Male,0,Yes,No,61,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),75.35,4729.3,No +0178-SZBHO,Male,0,Yes,Yes,47,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,87.2,4017.45,No +0384-RVBPI,Male,0,No,No,20,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),64.4,1398.6,No +1689-MRZQR,Male,0,Yes,Yes,34,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,78.3,2564.3,Yes +1299-AURJA,Female,0,Yes,Yes,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.7,1685.9,No +4525-VZCZG,Male,0,No,Yes,54,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,105.85,5826.65,No +1543-LLLFT,Male,1,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,No,One year,Yes,Mailed check,98.3,6066.55,No +5835-BEQEU,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.95,228.4,Yes +2788-CJQAQ,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.45,270.2,No +5565-FILXA,Female,1,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.15,1529.2,Yes +0319-QZTCO,Female,0,Yes,Yes,3,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),58.7,168.6,No +2120-SMPEX,Male,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.15,536.35,No +0096-FCPUF,Male,0,No,No,30,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,64.5,1888.45,No +0668-OGMHD,Female,0,Yes,No,21,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,28.5,629.35,No +5552-ZNFSJ,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.3,45.3,Yes +2223-KAGMX,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.4,289.3,Yes +6507-ZJSUR,Male,1,Yes,No,23,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.45,2117.25,No +9408-HRXRK,Female,0,Yes,Yes,45,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.15,4730.9,No +5593-SUAOO,Female,0,Yes,Yes,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),83.15,2033.05,No +7321-PKUYW,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,90.15,987.95,Yes +2833-SLKDQ,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.05,45.05,Yes +6766-HFKLA,Female,0,Yes,No,56,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),103.2,5744.35,No +7595-EUIVN,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,75.8,75.8,Yes +7617-EYGLW,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.45,19.45,No +2026-TGDHM,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.3,523.15,Yes +9220-ZNKJI,Female,1,Yes,No,55,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),88.8,4805.3,No +4030-VPZBD,Female,0,No,No,2,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,30.9,59.05,Yes +2226-ICFDO,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.9,6110.75,No +0723-VSOBE,Female,1,No,No,45,No,No phone service,DSL,No,No,No,No,No,Yes,One year,No,Electronic check,34.2,1596.6,No +5529-GIBVH,Female,0,No,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,1046.2,No +4187-CINZD,Female,1,No,No,46,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Credit card (automatic),95.25,4424.2,Yes +9992-UJOEL,Male,0,No,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,50.3,92.75,No +4741-WWJQZ,Female,0,Yes,No,2,Yes,No,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,80.15,194.55,No +6625-UTXEW,Female,0,Yes,No,12,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,51.25,612.1,No +6818-WOBHJ,Female,1,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.6,6127.6,Yes +6244-BESBM,Male,0,Yes,Yes,69,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),95.2,6671.7,No +1004-NOZNR,Male,1,No,Yes,56,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,One year,No,Credit card (automatic),94.8,5264.3,No +1251-STYSZ,Female,1,No,No,4,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.25,303.7,No +2612-PHGOX,Male,0,Yes,No,64,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),76.1,4818.8,No +2408-TZMJL,Male,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,110.15,6448.05,Yes +8480-PPONV,Male,0,Yes,Yes,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),115.55,7159.05,No +8780-IHCRN,Male,0,Yes,Yes,63,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.65,1574.5,No +4598-ZADCK,Female,0,No,No,53,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,53.6,2879.2,No +1257-SXUXQ,Male,0,Yes,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.45,86.05,No +9681-KYGYB,Male,1,Yes,No,49,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,88.2,4159.45,No +7182-OVLBJ,Female,0,Yes,Yes,62,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),101.15,6638.35,No +5095-ETBRJ,Female,0,Yes,No,55,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,56.8,3112.05,No +7005-CYUIL,Female,1,Yes,No,71,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Electronic check,99.4,7168.25,No +4821-WQOYN,Female,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.1,1326.25,No +4730-AWNAU,Male,0,Yes,Yes,36,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),60.7,2234.55,No +3452-FLHYD,Male,0,Yes,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.95,495.15,No +2388-LAESQ,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.85,8317.95,No +9531-NSBMR,Female,0,No,No,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.25,679.8,No +6260-ONULR,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,62.8,62.8,No +4389-UEFCZ,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,105.5,7544,No +8711-LOBKY,Male,0,Yes,Yes,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.85,1188.25,No +9134-CEQMF,Male,1,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.5,676.7,Yes +8985-OOPOS,Female,0,No,No,1,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),74.1,74.1,No +8800-ZKRFW,Female,0,Yes,Yes,30,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,107.5,3242.5,No +2616-FLVQC,Male,0,No,No,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,1240.15,No +9968-FFVVH,Male,0,No,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Bank transfer (automatic),68.8,4111.35,No +3108-PCCGG,Male,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),84.45,5899.85,No +7993-PYKOF,Male,0,Yes,No,8,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,75,632.95,Yes +8390-FESFV,Female,0,No,No,62,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),84.5,5193.2,No +3022-BEXHZ,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),111.2,7530.8,No +5027-XWQHA,Male,0,No,No,6,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.75,270.95,Yes +6248-TKCQV,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.6,5460.2,No +6729-GDNGC,Female,1,No,No,20,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),80.7,1614.2,No +6198-ZFIOJ,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.6,402.5,No +5989-OMNJE,Female,0,Yes,Yes,24,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Electronic check,57.6,1367.75,No +4566-QVRRW,Female,0,Yes,No,11,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.05,483.7,Yes +1291-CUOCY,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.6,7962.2,No +9795-SHUHB,Female,0,Yes,Yes,66,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),58.2,3810.8,No +3230-IUALN,Female,0,Yes,Yes,45,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,81,3533.6,No +0042-RLHYP,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.7,1396.9,No +8519-IMDHU,Male,1,Yes,No,15,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),85.6,1345.55,Yes +4945-RVMTE,Female,0,No,No,28,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),59.55,1646.45,No +0201-OAMXR,Female,0,No,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),115.55,8127.6,Yes +1866-NXPSP,Female,0,No,No,36,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Mailed check,75.55,2680.15,No +3372-KWFBM,Male,1,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.6,1281,Yes +7831-QGOXH,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.2,1553.9,Yes +6393-WRYZE,Female,0,Yes,No,34,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,97.65,3207.55,Yes +3941-XTSKM,Male,0,Yes,Yes,42,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),45.1,2049.05,No +1661-CZBAU,Male,0,No,No,48,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),70.95,3629.2,No +6599-RCLCJ,Male,0,Yes,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,109.55,5124.55,Yes +9831-BPFRI,Female,0,Yes,Yes,39,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Electronic check,89.55,3474.45,Yes +5158-RIVOP,Female,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.9,202.3,No +9788-YTFGE,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.95,147.5,No +9277-JOOMO,Female,0,No,No,3,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.6,86.35,No +1907-YLNYW,Male,0,No,No,8,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,66.7,579,No +1725-MIMXW,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.45,19.45,Yes +8947-YRTDV,Male,0,Yes,Yes,32,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,No,Mailed check,94.8,3131.55,No +3161-ONRWK,Male,0,Yes,Yes,60,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),65.85,3928.3,No +0114-RSRRW,Female,0,Yes,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.95,187.75,No +4565-NLZBV,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.65,1710.15,No +0031-PVLZI,Female,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,76.35,Yes +7206-GZCDC,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.25,69.25,Yes +6682-VCIXC,Female,0,Yes,Yes,43,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),51.25,2151.6,No +4791-QRGMF,Male,0,Yes,No,59,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),99.5,5961.1,Yes +6475-VHUIZ,Female,0,Yes,No,23,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,54.25,1221.55,No +3910-MRQOY,Female,0,Yes,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.4,1496.45,No +0661-WCQNQ,Male,0,Yes,No,22,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,Yes,Credit card (automatic),56.25,1292.2,No +7537-RBWEA,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,25.15,25.15,No +4656-CAURT,Male,0,No,No,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.95,1713.1,No +0121-SNYRK,Male,0,No,No,50,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,35.4,1748.9,No +1768-ZAIFU,Female,1,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.2,25.2,Yes +4671-LXRDQ,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45,96.45,Yes +3733-LSYCE,Female,0,Yes,No,15,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),75.35,1114.55,No +6265-FRMTQ,Male,0,No,No,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.4,609.1,No +1934-SJVJK,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.15,20.15,Yes +3838-OZURD,Male,0,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),105,7133.25,Yes +1371-DWPAZ,Female,0,Yes,Yes,0,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),56.05, ,No +9269-CQOOL,Male,0,No,Yes,3,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),54.7,169.45,Yes +2017-CCBLH,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20,141.6,No +7690-KPNCU,Male,0,Yes,Yes,64,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),73.05,4688.65,No +0536-BGFMZ,Female,0,Yes,No,28,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.5,563.05,No +2293-IJWPS,Female,0,Yes,No,57,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),100.75,5985,No +2845-HSJCY,Female,0,Yes,Yes,14,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,87.25,1258.6,Yes +5469-NUJUR,Male,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.95,373.5,No +1184-PJVDB,Male,0,Yes,No,10,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.95,857.2,Yes +2625-TRCZQ,Female,0,Yes,No,51,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,49.65,2553.35,No +4102-HLENU,Female,0,Yes,No,67,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Mailed check,65.65,4322.85,No +7266-GSSJX,Male,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.45,250.8,No +7722-VJRQD,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),60.95,4549.05,No +7073-QETQY,Male,0,Yes,Yes,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,20.35,1359.5,No +9415-DPEWS,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,88.35,1639.3,Yes +5624-RYAMH,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.5,178.85,No +0196-JTUQI,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.2,633.85,No +7130-YXBRO,Male,0,Yes,No,48,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),111.45,5315.1,No +9272-LSVYH,Male,0,No,No,10,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.15,735.5,No +7943-RQCHR,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.75,889.9,Yes +3793-MMFUH,Female,1,No,No,13,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.05,1290,Yes +3249-ZPQRG,Male,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,78.45,330.05,Yes +2568-BRGYX,Male,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.2,237.95,Yes +3084-DOWLE,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),92,6474.4,No +1084-MNSMJ,Female,0,Yes,Yes,51,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),85.5,4421.95,No +7721-JXEAW,Male,0,Yes,No,59,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),41.05,2452.7,Yes +7249-WBIYX,Male,0,Yes,No,10,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.6,813.85,Yes +4238-HFHSN,Male,1,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,82.15,4904.85,No +6250-CGGUN,Male,0,No,No,54,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,No,One year,No,Electronic check,84.4,4484.05,No +5478-JJVZK,Female,0,No,No,33,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,60.9,2033.85,No +7596-IIWYC,Female,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.25,538.2,No +6567-HOOPW,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.2,79.2,Yes +9793-WECQC,Male,0,No,No,23,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Mailed check,95.3,2192.9,No +4291-HPAXL,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,19.85,No +8999-YPYBV,Male,0,Yes,Yes,45,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,84.35,3858.05,No +1839-FBNFR,Female,0,Yes,Yes,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.85,854.8,No +3164-AALRN,Male,0,No,No,5,Yes,No,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Mailed check,70,347.4,Yes +3071-MVJCD,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),82.3,5815.15,No +1697-BCSHV,Female,0,Yes,Yes,58,Yes,Yes,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),66.8,3970.4,No +0562-KBDVM,Female,0,No,No,70,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),44.6,3058.15,No +1131-SUEKT,Male,0,Yes,Yes,61,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),98.45,6145.2,No +3717-OEAUQ,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.7,129.2,No +4538-WNTMJ,Female,0,Yes,Yes,46,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,24.95,1165.9,No +3334-CTHOL,Female,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.95,49.95,Yes +4704-ERYFC,Female,0,Yes,No,22,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.25,1554,Yes +9432-RUVSL,Female,0,No,No,48,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),102.5,4904.25,No +8060-HIWJJ,Male,0,No,No,64,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.55,5632.55,No +7684-XSZIY,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.3,1643.25,No +9089-UOWJG,Female,0,Yes,Yes,12,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),58.35,740.55,No +8621-MNIHH,Female,1,Yes,No,34,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,94.25,3217.55,Yes +8039-ACLPL,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Two year,No,Credit card (automatic),68.75,4888.2,No +9885-AIBVB,Male,0,Yes,No,29,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,85.8,2440.25,No +1934-MKPXS,Male,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.1,620.55,No +2592-YKDIF,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,20.35,No +2272-JKMSI,Female,0,Yes,Yes,62,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,110.8,6840.95,No +0471-LVHGK,Male,0,Yes,No,41,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,73,3001.2,Yes +9518-RWHZL,Female,0,No,No,64,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),100.05,6254.2,Yes +8714-CTZJW,Female,0,No,No,4,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),82.85,319.6,No +3569-EDBPQ,Female,0,No,No,24,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,84.35,1938.05,No +3131-NWVFJ,Female,0,Yes,Yes,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.55,294.5,No +7521-YXVZY,Male,0,No,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,58.3,No +5419-CONWX,Female,1,No,No,4,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.8,442.85,Yes +6240-EURKS,Female,0,No,Yes,18,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35,553,Yes +2373-NTKOD,Male,0,No,No,8,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,66.25,546.45,No +1970-KKFWL,Female,0,No,No,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.3,797.1,No +6960-HVYXR,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,76,76,Yes +9337-SRRNI,Male,0,No,Yes,66,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.3,1673.8,No +0895-UADGO,Male,0,No,Yes,8,No,No phone service,DSL,Yes,No,No,Yes,No,Yes,Two year,Yes,Mailed check,44.55,343.45,No +5678-VFNEQ,Female,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.1,7412.25,No +5977-CKHON,Female,0,Yes,Yes,43,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),92.55,4039,No +7024-OHCCK,Female,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.85,170.85,Yes +2692-BUCFV,Male,1,No,No,29,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),101.45,2948.6,No +7861-UVUFT,Female,0,Yes,No,15,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,84.3,1308.4,Yes +1830-GGFNM,Male,0,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),94.55,6078.75,No +5302-BDJNT,Male,0,No,No,35,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,No,Electronic check,95.5,3418.2,No +5223-UZAVK,Male,0,No,No,64,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),100.3,6603.8,No +4859-ZSRDZ,Female,0,Yes,Yes,58,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),55.5,3166.9,No +5651-WYIPH,Female,1,No,No,18,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),49.85,865.75,No +9350-VLHMB,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.55,6373.1,No +3498-LZGQZ,Male,0,Yes,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.15,1177.05,No +8785-CJSHH,Female,0,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.8,5985.75,No +5357-TZHPP,Male,1,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),84.4,732.5,Yes +3870-SPZSI,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),113.05,7869.05,No +0680-DFNNY,Male,0,Yes,No,15,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.1,1504.05,Yes +7560-QRBXH,Female,0,No,Yes,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.95,936.7,No +7077-XJMET,Male,0,Yes,No,12,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,74.15,741.4,No +8752-GHJFU,Male,1,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Electronic check,92,6585.2,No +6896-SRVYQ,Male,1,No,No,44,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,73.85,3122.4,No +7767-UXAGJ,Male,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.45,50.45,Yes +4652-ODEVH,Male,0,Yes,Yes,45,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.45,1088.25,No +6510-UPNKS,Female,0,No,No,23,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.8,615.35,No +6718-BDGHG,Female,0,Yes,No,43,Yes,Yes,DSL,No,No,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),64.85,2908.2,No +9046-DQMTP,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.75,739.9,No +6439-LAJXL,Male,0,Yes,No,9,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,68.95,593.85,No +1571-SAVHK,Male,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,99.95,1132.75,Yes +9052-VKDUW,Female,1,Yes,No,65,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),109.4,7227.45,No +9546-CQJSU,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,91.4,193.6,Yes +1666-JZPZT,Male,0,No,No,27,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,49,1291.35,No +5777-KJIRB,Female,0,No,No,40,Yes,No,DSL,No,No,Yes,No,No,No,One year,Yes,Mailed check,50.25,2023.55,No +0506-LVNGN,Female,1,No,No,5,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),75.55,349.65,Yes +7677-SJJJK,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.9,153.95,No +2480-EJWYP,Female,1,Yes,No,58,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),97.8,5458.8,No +3253-HKOKL,Female,0,Yes,Yes,52,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,No,Electronic check,100.3,5244.45,No +7055-HNEOJ,Male,0,Yes,No,3,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,55.8,154.55,No +5514-YQENT,Male,0,No,Yes,41,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,111.15,4507.15,No +3211-AAPKX,Male,0,No,No,20,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,98.55,2031.95,No +8445-DNBAE,Male,0,No,Yes,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.05,50.05,No +2951-QOQTK,Male,0,No,Yes,4,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),80.8,332.45,Yes +2958-NHPPS,Male,0,No,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.85,473.9,No +6806-YDEUL,Female,1,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.5,106.8,No +1735-XMJVH,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.35,152.6,No +6890-PFRQX,Male,0,No,No,18,Yes,Yes,DSL,Yes,No,Yes,No,Yes,No,Month-to-month,No,Mailed check,69.5,1199.4,No +0222-CNVPT,Male,1,No,No,52,No,No phone service,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),48.8,2555.05,No +5899-OUVKV,Male,0,No,No,31,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.5,2979.2,No +8681-ICONS,Male,0,Yes,Yes,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.65,654.85,No +1621-YNCJH,Female,0,Yes,No,36,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),106.05,3834.4,No +3473-XIIIT,Female,0,Yes,No,16,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100,1534.75,Yes +6362-QHAFM,Male,0,Yes,No,42,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,108.3,4586.15,No +7893-IXHRQ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.55,20.55,Yes +3070-BDOQC,Female,0,No,No,60,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,99.65,5941.05,No +2952-QAYZF,Male,0,No,No,5,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,85.3,424.15,Yes +6234-PFPXL,Male,0,Yes,No,22,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,No,Month-to-month,No,Credit card (automatic),95.9,2234.95,No +9824-QCJPK,Male,0,Yes,No,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20,666.75,No +4763-PGDPO,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.4,281,Yes +4283-IVYCI,Male,0,No,No,9,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Mailed check,64.95,547.8,No +1866-OBPNR,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),74.6,74.6,No +8205-MQUGY,Male,0,Yes,Yes,12,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.2,571.15,No +8970-ANWXO,Female,0,No,No,23,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,One year,Yes,Mailed check,73.75,1756.6,No +9480-BQJEI,Male,0,No,No,62,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,Yes,Bank transfer (automatic),92.3,5731.45,No +5394-SVGJV,Male,0,No,No,37,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),98.8,3475.55,Yes +6979-TNDEU,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.2,156.85,No +9777-WJJPR,Male,0,Yes,No,31,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Credit card (automatic),88.65,2683.2,No +9283-LZQOH,Male,0,Yes,Yes,13,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.4,896.75,Yes +7079-QRCBC,Female,0,No,No,24,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.75,2407.3,Yes +9495-SKLKD,Male,0,Yes,Yes,45,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.95,4456.65,No +6048-UWKAL,Female,1,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),105.4,6998.95,No +5067-DGXLL,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,36.8,No +5469-CTCWN,Male,0,Yes,Yes,61,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,106,6547.7,Yes +9851-QXEEQ,Male,0,No,No,41,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.7,4346.4,Yes +6281-FKEWS,Female,0,No,No,44,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,49.05,2265,No +8898-KASCD,Male,0,No,No,39,No,No phone service,DSL,No,No,Yes,Yes,No,No,One year,No,Mailed check,35.55,1309.15,No +9242-TKFSV,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),65.1,4754.3,No +9290-SHCMB,Female,1,No,No,13,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.85,1235.55,No +0743-HNPFG,Female,0,Yes,Yes,51,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Credit card (automatic),69.75,3562.5,No +2277-BKJKN,Female,1,Yes,No,71,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,99.2,7213.75,No +9809-IMGCQ,Male,1,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.7,2082.95,Yes +5208-HFSBT,Female,0,No,No,2,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),55.05,102.75,Yes +5035-PGZXH,Female,0,No,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.8,5914.4,No +8695-WDYEA,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,51.25,51.25,No +6543-JXSOO,Female,0,Yes,Yes,23,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,57.75,1282.85,No +8016-ZMGMO,Female,1,Yes,No,66,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),70.85,4738.85,No +8605-ITULD,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,19.55,No +3254-YRILK,Male,1,No,No,19,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,88.2,1775.8,Yes +6416-YJTTB,Male,0,No,No,11,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.5,795.65,No +2667-WYLWJ,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.75,145,Yes +4472-VESGY,Female,0,Yes,Yes,52,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,No,Bank transfer (automatic),98.15,4993.4,No +3195-TQDZX,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.25,61.45,No +3128-YOVTD,Female,0,Yes,Yes,51,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.15,4018.55,No +0529-ONKER,Male,1,No,No,15,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.65,1146.65,Yes +1728-CXQBE,Male,1,Yes,No,64,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,94.25,6081.4,No +7041-TXQJH,Female,0,No,No,37,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),40.2,1478.85,No +5014-GSOUQ,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.95,243.65,No +5724-BIDBU,Male,0,Yes,No,49,Yes,Yes,DSL,Yes,No,No,No,No,No,One year,Yes,Electronic check,55.35,2633.95,No +0481-SUMCB,Female,1,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),102.15,4735.35,No +1769-GRUIK,Female,0,No,No,18,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.1,1247.75,No +5240-IJOQT,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.7,74.7,Yes +8819-WFGGJ,Male,0,Yes,No,68,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),54.1,3794.5,No +7427-AUFPY,Male,0,No,No,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.65,1008.7,No +2811-POVEX,Female,1,Yes,Yes,23,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),88.45,2130.55,No +1092-GANHU,Male,0,No,No,17,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,76.65,1313.55,Yes +7898-PDWQE,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),80.4,5727.15,No +9972-EWRJS,Female,0,Yes,Yes,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.25,1372.9,No +9314-IJWSQ,Female,0,Yes,Yes,14,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.8,1203.9,No +0661-XEYAN,Female,1,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,25.8,25.8,Yes +5799-JRCZO,Female,0,No,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.5,1215.1,No +1921-KYSAY,Female,0,No,No,41,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,One year,Yes,Electronic check,68.6,2877.05,No +6198-RTPMF,Female,0,Yes,No,17,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,92.6,1579.7,No +2924-KHUVI,Male,0,Yes,No,56,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Electronic check,100.55,5514.95,No +1925-GMVBW,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.55,96.1,No +7881-EVUAD,Female,0,No,No,2,No,No phone service,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,42.6,72.4,Yes +6184-DYUOB,Female,0,Yes,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.6,55.25,No +9207-ZPANB,Male,0,No,No,37,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Electronic check,67.45,2443.3,No +5766-XQXMQ,Female,0,No,No,29,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),68.85,1970.5,Yes +9327-QSDED,Male,0,No,No,8,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,43.55,335.4,No +1656-DRSMG,Female,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),109.85,7002.95,No +3012-VFFMN,Female,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.65,158.95,No +2984-AFWNC,Female,0,No,No,3,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,95.4,293.15,No +0640-YJTPY,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),21,1493.75,No +8096-LOIST,Female,0,No,No,19,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,56.2,1093.4,No +9764-REAFF,Female,0,Yes,No,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),18.4,1057.85,No +3703-VAVCL,Male,0,Yes,Yes,2,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,No,Credit card (automatic),90,190.05,Yes +7107-UBYKY,Female,0,Yes,Yes,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,25.75,882.55,No +4881-GQJTW,Male,0,No,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.6,300.4,No +8519-QJGJD,Female,0,No,No,14,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,75.35,1025.95,Yes +7876-DNYAP,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.8,1436.95,No +7905-NJMXS,Male,1,Yes,No,7,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,64.2,475,No +2882-WDTBA,Male,0,Yes,Yes,69,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),75.75,5388.15,No +2091-GPPIQ,Female,0,Yes,Yes,72,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,78.95,5730.15,No +6326-MTTXK,Male,0,No,No,8,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,100.85,819.55,Yes +5071-FBJFS,Female,0,Yes,Yes,4,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,50.3,217.1,No +2796-UUZZO,Male,0,Yes,Yes,63,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),80.3,4896.35,No +2429-AYKKO,Male,0,No,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.85,1434.1,No +9798-OPFEM,Female,0,No,No,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,21.1,937.1,No +0330-IVZHA,Female,0,Yes,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.95,330.15,Yes +3794-NFNCH,Male,0,Yes,No,30,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,50,1474.9,No +5193-QLVZB,Male,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.75,6536.5,No +7114-AEOZE,Female,0,No,No,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.85,1128.1,No +2886-KEFUM,Female,0,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,107.5,6873.75,Yes +5522-NYKPB,Male,0,Yes,Yes,25,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,85.9,2199.05,No +4237-RLAQD,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.85,45.85,Yes +9957-YODKZ,Male,1,Yes,No,6,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,80.8,457.1,No +6518-KZXCB,Male,0,No,No,22,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.25,566.5,No +2245-ADZFJ,Female,0,Yes,Yes,31,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),80.55,2471.6,No +7776-QGYJC,Female,0,Yes,Yes,39,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),81.5,3107.3,No +9313-QOLTZ,Male,0,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.9,518.3,No +9651-GTSAQ,Female,0,Yes,No,53,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),106.1,5769.75,Yes +3186-BAXNB,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,No,Electronic check,91.7,91.7,Yes +4672-FOTSD,Male,0,No,No,12,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,67.25,832.3,No +0637-YLETY,Female,0,No,No,16,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),95.6,1555.65,Yes +9818-XQCUV,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,45.3,No +7338-ERIVA,Male,0,No,Yes,39,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,One year,No,Bank transfer (automatic),45.05,1790.6,No +1157-BQCUW,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,74.95,Yes +8259-NFJTV,Female,0,Yes,Yes,7,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,34.65,246.6,No +3223-DWFIO,Male,1,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.35,261.65,No +2660-EMUBI,Male,1,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.35,898.35,Yes +6968-GMKPR,Female,0,No,No,55,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,81.55,4509.5,No +4751-ERMAN,Male,0,Yes,Yes,72,Yes,No,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),75.4,5480.25,No +1436-ZMJAN,Female,0,Yes,No,10,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),67.8,653.15,No +3292-PBZEJ,Male,1,No,No,11,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,111.4,1183.05,No +0799-DDIHE,Female,0,Yes,Yes,15,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,46.3,639.45,No +3070-FNFZQ,Female,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.4,478.75,No +2812-SFXMJ,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,20.05,No +7675-OZCZG,Female,1,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45,127.1,Yes +5014-WUQMG,Male,0,Yes,Yes,47,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,96.1,4391.45,No +5312-TSZVC,Female,0,No,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,270.6,No +2003-CKLOR,Male,0,No,No,66,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,99.5,6710.5,Yes +0993-OSGPT,Female,1,Yes,No,68,Yes,No,DSL,No,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),60.65,3975.9,No +9254-RBFON,Female,0,Yes,Yes,17,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),98.6,1704.95,Yes +1205-WNWPJ,Female,0,No,No,7,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,59.5,415.95,Yes +9391-EOYLI,Male,1,Yes,No,12,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.45,950.2,Yes +7108-DGVUU,Female,1,Yes,No,21,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,One year,No,Bank transfer (automatic),71.7,1497.05,No +2782-JEEBU,Male,0,No,No,21,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,36,780.15,No +5127-BZENZ,Female,0,Yes,Yes,56,Yes,Yes,DSL,Yes,No,No,No,Yes,No,One year,No,Bank transfer (automatic),65.2,3512.15,No +2720-FVBQP,Female,0,Yes,Yes,6,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),48.95,273.25,No +9906-NHHVC,Female,1,No,No,65,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),53.5,3517.9,No +4522-XRWWI,Male,0,Yes,No,42,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Credit card (automatic),80.45,3375.9,No +3766-EJLFL,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.05,7508.55,No +5939-SXWHM,Male,0,Yes,Yes,48,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),26.3,1245.05,No +8152-UOBNY,Female,1,No,No,50,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,106.8,5347.95,No +7351-KYHQH,Female,1,No,No,7,Yes,No,DSL,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,64.95,493.65,No +7643-RCHXS,Female,0,Yes,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,19.35,1263.85,No +8246-SHFGA,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),21.1,385.55,No +8387-MOJJT,Female,0,Yes,Yes,42,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),77.95,3384,Yes +0620-XEFWH,Male,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.85,84.2,No +6485-QXWWE,Female,0,No,Yes,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),26,1638.7,No +2761-OCIAX,Male,1,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.7,165.4,Yes +7321-VGNKU,Female,0,Yes,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.35,120.25,No +5327-CNLUQ,Male,0,Yes,No,48,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),96.9,4473.45,No +7552-KEYGT,Male,0,Yes,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.55,520.55,No +5816-JMLGY,Female,0,Yes,Yes,70,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.4,5717.85,No +3068-OMWZA,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,88.8,88.8,Yes +2927-QRRQV,Male,0,Yes,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,94.65,4312.5,No +6032-KRXXO,Male,0,No,No,30,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.25,2755.35,Yes +7459-RRWQZ,Female,0,No,No,15,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),64.65,994.55,Yes +6265-SXWBU,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,No,Credit card (automatic),95.75,6511.25,No +7941-RCJOW,Male,0,No,No,65,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.55,1218.65,No +6374-NTQLP,Male,1,Yes,Yes,72,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),104.1,7447.7,No +4154-AQUGT,Male,1,Yes,No,13,Yes,No,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.05,1169.35,Yes +2387-KDZQY,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.1,279.5,No +3584-WKTTW,Male,0,Yes,No,51,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.55,5720.35,No +3399-BMLVW,Male,0,Yes,Yes,51,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Credit card (automatic),60.5,3121.45,No +1971-DTCZB,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),90.95,6468.6,No +3092-IGHWF,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Electronic check,87.4,5918.8,Yes +3374-PZLXD,Male,0,No,No,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,675.6,No +3813-DHBBB,Male,0,Yes,No,67,No,No phone service,DSL,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),50.95,3521.7,No +2812-REYAT,Female,0,Yes,No,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.05,923.1,No +6518-PPLMZ,Male,0,Yes,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.4,1110.35,No +4939-KYYPY,Male,0,No,No,27,Yes,Yes,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,59.45,1611.65,No +8017-LXHFA,Female,1,No,No,23,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.75,2293.6,Yes +5930-GBIWP,Male,0,No,No,69,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),81.5,5553.25,No +6022-KOUQO,Female,0,Yes,Yes,2,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),29.05,44.75,No +6352-TWCAU,Female,0,No,No,35,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.45,3029.1,Yes +2361-UPSND,Female,0,Yes,No,46,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,One year,No,Mailed check,70.6,3231.05,No +6035-RIIOM,Female,0,No,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),97.2,5129.45,No +2929-QNSRW,Female,0,Yes,No,56,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,98.25,5508.35,Yes +1262-OPMFY,Female,0,Yes,No,9,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.75,655.9,Yes +9504-DSHWM,Male,0,No,No,20,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),59.2,1191.2,No +5035-BVCXS,Male,0,No,No,11,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,75.9,866.4,No +6267-DCFFZ,Female,1,Yes,No,30,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.05,2627.2,No +3533-UVMOM,Male,0,Yes,No,68,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Two year,No,Bank transfer (automatic),70.95,4741.45,No +2439-LYPMQ,Male,1,Yes,No,38,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,102.6,4009.2,No +4248-QPAVC,Female,1,Yes,No,17,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),85.35,1463.45,Yes +1899-VXWXM,Male,0,No,No,48,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),106.1,5082.8,Yes +1478-VPOAD,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,43.8,43.8,No +9995-HOTOH,Male,0,Yes,Yes,63,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,59,3707.6,No +2988-PLAHS,Female,0,No,No,3,Yes,No,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,69.95,220.45,No +1371-OJCEK,Female,0,No,No,48,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.35,1133.7,No +4999-IEZLT,Male,0,No,No,66,No,No phone service,DSL,No,No,No,Yes,No,No,One year,No,Credit card (automatic),29.45,1983.15,No +8883-ANODQ,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Two year,Yes,Credit card (automatic),84.4,5746.75,No +4690-LLKUA,Male,1,No,No,17,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.05,770.6,Yes +2351-RRBUE,Female,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.65,134.05,No +5980-BDHPY,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),87.1,6230.1,No +1498-DQNRX,Female,0,Yes,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,573.05,No +9469-WEJBT,Male,0,Yes,No,37,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,90.35,3419.3,No +3331-HQDTW,Female,0,No,No,34,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Mailed check,109.8,3587.25,Yes +9490-DFPMD,Female,1,No,No,42,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.65,3541.35,Yes +2581-VKIRT,Female,0,Yes,Yes,59,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,No,Mailed check,65.5,3801.3,No +5442-XSDCW,Male,0,Yes,Yes,11,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),79.5,868.5,Yes +7426-WEIJX,Male,1,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.95,4859.1,No +2851-MMUTZ,Female,0,No,No,27,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,56.15,1439.35,No +3049-NDXFL,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,85.8,85.8,Yes +8580-AECUZ,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.1,79.1,Yes +3307-TLCUD,Male,0,Yes,No,17,No,No phone service,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Mailed check,34.4,592.75,No +6625-FLENO,Male,0,Yes,No,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.75,1185.95,No +2967-MXRAV,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,18.8,18.8,No +7963-GQRMY,Female,0,Yes,Yes,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.3,134.5,Yes +8189-HBVRW,Female,0,No,No,53,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,90.8,4921.2,No +4163-KIUHY,Male,0,No,No,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,25.6,901.25,No +1228-FZFRV,Male,0,Yes,Yes,50,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),105.95,5341.8,Yes +3500-NSDOA,Male,0,Yes,Yes,68,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,Two year,No,Credit card (automatic),70.8,4859.95,No +1171-TYKUR,Male,0,Yes,No,47,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,25.4,1139.2,No +3761-FLYZI,Female,1,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),108.8,7082.45,No +2058-DCJBE,Male,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.75,324.6,Yes +5364-XYIRR,Male,0,Yes,No,51,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.65,4812.75,Yes +4829-AUOAX,Female,0,No,No,46,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),96.05,4399.5,Yes +1219-NNDDO,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.85,663.55,No +8388-DMKAE,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.25,174.65,No +4403-BWPAY,Male,0,No,No,14,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),24.8,321.7,No +9659-QEQSY,Female,0,No,No,45,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,115.65,5125.5,No +5405-ZMYXQ,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.6,548.9,No +5047-LHVLY,Male,1,No,Yes,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,50.15,50.15,Yes +1442-OKRJE,Male,0,Yes,Yes,66,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),103.15,7031.3,No +4737-AQCPU,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),72.1,5016.65,No +9158-VCTQB,Female,0,Yes,No,41,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),113.6,4594.95,Yes +2808-CHTDM,Female,0,Yes,Yes,23,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.1,611.45,No +6311-UEUME,Female,0,No,No,29,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,78.9,2384.15,Yes +0793-TWELN,Female,0,No,No,4,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.15,319.85,No +3283-WCWXT,Male,0,Yes,Yes,6,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.4,153.3,No +1060-ENTOF,Female,1,Yes,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),105.4,7035.6,No +0999-QXNSA,Male,1,No,Yes,7,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.75,344.2,No +5451-MHQOF,Male,0,Yes,Yes,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,24.45,1431.65,No +4836-WNFNO,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25,1849.2,No +9225-BZLNZ,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,85.25,6083.1,No +0354-VXMJC,Male,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.6,426.65,No +4422-QVIJA,Female,0,No,Yes,35,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.15,1655.35,No +9365-SRSZE,Male,1,Yes,No,27,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.55,1943.9,No +6839-ITVZJ,Female,0,Yes,Yes,26,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,60.05,1616.15,Yes +8332-OSJDW,Male,0,Yes,Yes,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,26.4,314.95,No +4735-BJKOU,Female,0,No,No,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,804.85,No +0274-JKUJR,Male,0,Yes,Yes,7,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,58.85,465.7,No +5740-YHGTW,Male,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),97.55,6669.05,No +8917-SZTTJ,Male,0,Yes,Yes,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.65,1161.75,No +1696-MZVAU,Male,0,Yes,Yes,39,No,No phone service,DSL,No,No,No,No,No,No,One year,Yes,Credit card (automatic),25.25,947.75,No +7359-WWYJV,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),114.45,8375.05,No +0375-HVGXO,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,34.7,34.7,Yes +4906-ZHGPK,Male,0,Yes,Yes,54,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,One year,Yes,Electronic check,70.7,3770,No +8593-WHYHV,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.3,264.8,Yes +3795-GWTRD,Female,0,Yes,Yes,63,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),75.55,4707.85,No +1298-PHBTI,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Two year,Yes,Electronic check,84.8,6152.4,No +6223-DHJGV,Female,0,No,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.65,958.1,No +6961-MJKBO,Male,0,No,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.45,943,No +6097-EQISJ,Female,0,Yes,Yes,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),102.45,6615.15,Yes +4423-YLHDV,Female,0,Yes,No,21,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.4,2200.25,Yes +8158-WPEZG,Male,0,No,No,11,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,35.65,425.1,No +0107-YHINA,Male,0,No,Yes,1,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.75,99.75,Yes +4918-FYJNT,Female,1,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,90.45,5044.8,No +0727-BNRLG,Male,0,No,No,69,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),97.65,6743.55,No +4854-CIDCF,Female,1,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,73.85,196.4,No +8640-SDGKB,Male,0,No,No,4,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,74.4,299.7,Yes +3280-MRDOF,Male,1,No,No,30,Yes,Yes,DSL,No,No,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),69.1,2093.9,No +6435-SRWBJ,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,82.75,417.75,No +9964-WBQDJ,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.4,1725.4,No +6303-KFWSL,Female,0,No,No,29,Yes,Yes,DSL,No,Yes,No,No,No,No,One year,Yes,Electronic check,55.25,1620.2,No +1702-CCFNJ,Male,0,Yes,No,52,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),61.35,3169.55,No +8932-CZHRQ,Male,0,No,No,68,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Credit card (automatic),76.75,5233.25,No +0386-CWRGM,Female,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.4,967.85,No +5515-RUGKN,Male,0,No,No,8,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),54.75,438.05,No +0404-AHASP,Male,0,Yes,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,1421.9,No +7279-NMVJC,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.9,323.15,No +2081-VEYEH,Male,0,No,No,3,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,107.95,318.6,No +6407-UTSLV,Female,1,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),83.8,163.7,No +4116-TZAQJ,Female,0,No,No,9,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.25,639.65,Yes +9060-HJJRW,Female,0,No,No,51,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),56.4,2928.5,No +2587-YNLES,Female,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,100.35,No +7398-SKNQZ,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,94.9,273.2,No +5935-FCCNB,Female,1,No,No,17,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,1608.15,No +1958-RNRKS,Male,0,Yes,No,30,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,49.9,1441.95,No +5136-RGMZO,Male,0,No,No,31,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,71.05,2168.15,No +8345-MVDYC,Female,0,No,No,45,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),81.65,3618.7,No +8226-BXGES,Male,0,Yes,No,64,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),89.45,5692.65,No +3877-JRJIP,Male,0,No,No,1,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,59.85,59.85,Yes +8375-DKEBR,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.6,69.6,Yes +9705-IOVQQ,Male,1,Yes,Yes,61,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Electronic check,99,5969.3,No +1015-OWJKI,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.05,19.05,No +7511-YMXVQ,Male,0,No,No,9,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,45.4,418.8,Yes +2040-XBAVJ,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),114.45,8100.55,No +7551-JOHTI,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.5,19.5,Yes +8887-IPQNC,Female,0,Yes,No,7,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.25,313.45,No +8646-JCOMS,Female,0,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),90.55,6130.95,No +9804-ICWBG,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.9,69.9,Yes +1222-KJNZD,Male,0,Yes,Yes,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.4,745.3,No +0106-GHRQR,Male,0,No,No,16,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),71.4,1212.1,No +5318-IXUZF,Female,0,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),87.15,183.75,Yes +3768-VHXQO,Male,0,Yes,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.85,1583.5,No +8952-WCVCD,Female,0,Yes,No,41,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),104.45,4162.05,No +2418-TPEUN,Female,0,Yes,Yes,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.8,1119.9,No +3963-RYFNS,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.45,8013.55,No +3198-VELRD,Female,0,Yes,Yes,3,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),84.75,264.85,Yes +8540-ZQGEA,Female,0,Yes,No,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,1102.4,No +1320-REHCS,Male,1,No,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,110.75,5832,No +4137-JOPHL,Female,0,No,No,50,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),89.7,4304.5,No +9436-ZBZCT,Male,0,No,No,14,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,89.95,1178.4,Yes +7801-CEDNV,Male,0,Yes,No,27,Yes,No,DSL,Yes,No,No,No,No,No,One year,No,Credit card (automatic),48.7,1421.75,No +2057-BOYKM,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),96.6,6827.5,No +3658-QQJYD,Male,0,No,No,62,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),74.3,4698.05,No +1803-BGNBD,Female,0,No,No,12,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,54.3,654.5,No +0134-XWXCE,Female,1,No,No,44,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),74.85,3268.05,No +6950-TWMYB,Male,0,Yes,Yes,54,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),79.95,4362.05,No +5848-FHRFC,Female,0,No,No,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.05,1386.9,No +2243-FNMMI,Male,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.4,415.4,No +2511-MORQY,Male,0,Yes,Yes,50,Yes,Yes,DSL,No,No,Yes,No,No,No,One year,No,Bank transfer (automatic),54.9,2614.1,No +5356-KZCKT,Male,0,No,No,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.45,1513.6,No +9470-XCCEM,Male,0,Yes,Yes,35,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.65,3161.6,No +6519-CFDBX,Female,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.4,80.95,No +3902-MIVLE,Male,0,Yes,Yes,63,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Mailed check,75.7,4676.7,No +0409-WTMPL,Female,0,Yes,No,58,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),110.65,6526.65,No +8763-KIAFH,Female,0,Yes,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.55,583.3,No +3669-WHAFY,Female,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),115.15,8078.1,No +3055-VTCGS,Female,0,No,No,63,Yes,No,DSL,No,No,Yes,No,No,Yes,One year,No,Credit card (automatic),58.55,3503.5,No +3144-KMTWZ,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),93.25,6669.45,No +7279-BUYWN,Female,1,No,No,41,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,113.2,4689.5,Yes +7156-MHUGY,Male,1,No,No,13,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.5,1201.15,Yes +7198-GLXTC,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,79,143.65,Yes +2007-QVGAW,Female,0,Yes,Yes,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.35,1292.65,No +5207-PLSTK,Male,0,Yes,Yes,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,48.75,48.75,No +2307-FYNNL,Male,1,No,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,109.05,7108.2,No +5605-XNWEN,Male,1,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25,1802.55,No +2155-AMQRX,Female,0,No,No,28,Yes,Yes,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),54.9,1505.15,No +6181-AXXYF,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.75,1859.1,No +5091-HFAZW,Female,0,No,No,2,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,91.15,168.5,No +0516-VRYBW,Female,0,No,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.15,390.85,Yes +2519-LBNQL,Male,1,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,104.35,6339.45,No +8623-ULFNQ,Female,1,No,No,26,Yes,Yes,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,66.05,1652.4,No +8380-PEFPE,Male,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.65,71.65,Yes +5687-DKDTV,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,77.5,Yes +1568-LJSZU,Male,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),92.2,6392.85,No +7530-HDYDS,Female,0,No,No,38,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),84.25,3264.5,Yes +7789-HKSBS,Female,1,Yes,No,42,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),105.2,4599.15,No +7416-CKTEP,Female,0,Yes,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.6,1134.25,No +2586-CWXVV,Male,0,Yes,No,54,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,30.4,1621.35,No +3096-IZETN,Female,0,No,No,12,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),78.1,947.3,Yes +2348-KCJLT,Female,0,Yes,No,44,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Mailed check,61.5,2722.2,No +8401-EMUWF,Male,0,Yes,Yes,42,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),69.4,3058.3,No +4193-IBKSW,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.75,1769.6,No +5377-NDTOU,Female,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,91.05,6293.75,No +5922-ABDVO,Female,0,Yes,No,19,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Mailed check,89.65,1761.05,Yes +2474-LCNUE,Female,0,Yes,No,23,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),73.65,1642.75,No +0839-QNXME,Female,0,No,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.4,578.5,No +3506-OVLKD,Male,0,No,No,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),26.2,954.9,No +9172-ANCRX,Female,0,No,No,10,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.7,973.25,Yes +6650-VJONK,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),43.85,43.85,No +2178-PMGCJ,Male,0,No,No,22,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.7,1490.4,No +7492-TAFJD,Male,0,Yes,Yes,7,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Mailed check,38.55,280,No +2773-MADBQ,Female,0,No,No,36,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,53.1,1901.25,No +6016-LVTJQ,Female,0,Yes,Yes,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.65,716.4,No +7860-KSUGX,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Credit card (automatic),64.45,4720,No +8966-KZXXA,Male,0,Yes,Yes,36,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.1,930.95,No +6910-HADCM,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,76.35,76.35,Yes +4816-LXZYW,Female,0,No,No,23,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.15,1676.95,Yes +9606-PBKBQ,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85,2642.05,Yes +5149-QYTTU,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),95.15,6770.85,No +2070-XYMFH,Female,1,No,No,23,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,79.35,1835.3,No +2085-BOJKI,Male,0,Yes,No,17,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),96.65,1588.25,No +0817-HSUSE,Male,0,No,No,1,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,75.5,75.5,No +5442-PPTJY,Male,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,258.35,No +1927-QEWMY,Female,0,Yes,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.5,1502.25,No +1663-MHLHE,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.2,19.2,No +5663-QBGIS,Male,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,No,Bank transfer (automatic),98.35,6929.4,No +4450-MDZFX,Male,0,Yes,Yes,60,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),74.35,4453.3,No +6701-DHKWQ,Female,0,Yes,Yes,61,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),51.35,3244.4,No +7554-AKDQF,Female,0,Yes,No,6,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.65,323.45,No +3536-IQCTX,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.3,2661.1,Yes +4911-BANWH,Female,0,No,Yes,31,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),86.55,2697.4,Yes +8496-EJAUI,Male,0,No,No,19,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.85,1424.5,Yes +0794-YVSGE,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.3,1401.15,No +5423-BHIXO,Female,0,No,No,32,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,54.2,1739.6,No +6908-VVYHM,Male,0,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.65,5931,No +2959-EEXWB,Female,0,Yes,Yes,45,No,No phone service,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),50.9,2333.85,No +1839-UMACK,Male,0,No,No,42,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,25.05,949.85,No +3030-YDNRM,Male,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.85,572.45,No +7321-KKSDU,Male,0,No,Yes,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.5,696.8,No +3402-XRIUO,Female,1,Yes,No,22,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,63.55,1381.8,No +3132-TVFDZ,Male,1,Yes,No,57,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.85,2572.95,Yes +8286-AFUYI,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,47.95,47.95,No +8080-DDEMJ,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.1,45.1,Yes +8356-WUAOJ,Female,0,Yes,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45,45,No +6365-MTGZX,Male,0,No,No,24,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,96,2122.45,Yes +1349-WXNGG,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.05,20.05,Yes +8058-DMYRU,Male,1,No,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.05,4931.8,No +9350-ZXYJC,Female,0,No,No,4,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.3,116.95,No +6990-YNRIO,Male,0,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),108.65,6937.95,Yes +8958-JPTRR,Female,0,Yes,No,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,24.3,1261.7,No +6959-GQEGV,Male,0,No,No,45,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,75.95,3273.8,No +3173-WSSUE,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,1415.85,No +1265-HVPZB,Male,0,Yes,No,59,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Credit card (automatic),66.4,3958.2,No +4115-UMJFQ,Male,0,No,No,69,No,No phone service,DSL,No,Yes,Yes,No,No,No,One year,Yes,Bank transfer (automatic),35.75,2492.25,No +7369-TRPFD,Male,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,18.8,279.2,No +1098-KFQEC,Female,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.4,1083,No +7190-XHTWJ,Female,0,No,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.3,755.5,No +0621-TWIEM,Male,0,No,No,10,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.55,402.6,Yes +3537-RYBHH,Female,1,Yes,No,47,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),67.45,3252,No +2485-ITVKB,Female,0,Yes,No,2,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35.1,68.75,Yes +3669-OYSJI,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),46.2,46.2,Yes +1612-EOHDH,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.15,45.15,Yes +6702-OHFWR,Male,1,No,No,1,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,43.3,43.3,Yes +5296-BFCYD,Male,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.1,936.85,No +4510-PYUSH,Female,1,No,No,38,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),57.15,2250.65,Yes +9359-JANWS,Female,0,Yes,No,65,Yes,No,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),58.9,3857.1,No +7517-SAWMO,Female,0,Yes,No,19,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.2,1441.1,Yes +4143-HHPMK,Male,0,No,No,52,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.35,4338.6,Yes +3279-DYZQM,Male,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.45,1378.45,No +7054-LGEQW,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.95,45.95,Yes +0523-VNGTF,Female,1,No,No,52,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,50.5,2566.3,No +9575-IWCAZ,Male,0,Yes,No,6,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,25.1,171,No +7105-MXJLL,Female,1,Yes,No,26,Yes,No,DSL,No,No,Yes,No,No,Yes,One year,No,Mailed check,60.7,1597.4,No +7064-FRRSW,Male,1,No,No,48,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,99,4744.35,No +7940-UQQUG,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),104.4,6721.6,No +0923-PNFUB,Female,0,No,No,3,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,83.75,247.25,Yes +3961-SXAXY,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.05,44.05,No +7010-BRBUU,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.1,1734.65,No +3566-HJGPK,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.55,45.55,No +3062-ICYZQ,Female,0,Yes,Yes,51,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,93.8,4539.35,No +9938-PRCVK,Female,0,Yes,Yes,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.7,804.25,No +0973-KYVNF,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),70.65,5011.15,No +5129-HHMZC,Female,0,Yes,No,43,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.45,3574.5,No +9637-CDTKZ,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),114.1,8086.4,No +3946-JEWRQ,Male,0,Yes,No,47,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),95.2,4563,No +7873-CVMAW,Male,0,No,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),88.55,6362.35,No +0463-WZZKO,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.75,67.1,No +3494-JCHRQ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.05,70.05,Yes +6474-FVJLC,Male,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86,165.45,Yes +4524-QCSSM,Male,0,No,No,26,No,No phone service,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),44.65,1156.55,No +5832-EXGTT,Male,0,Yes,Yes,29,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,60.2,1834.15,No +8840-DQLGN,Female,1,Yes,No,35,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),100.5,3653.35,Yes +2039-JONDJ,Male,0,No,No,27,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Bank transfer (automatic),55.45,1477.65,No +7217-JYHOQ,Male,0,Yes,Yes,24,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),70.3,1706.45,No +6695-FRVEC,Male,0,Yes,Yes,67,Yes,No,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),60.4,3953.7,No +4547-LYTDD,Female,0,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,72.65,1194.3,Yes +9894-QMIMJ,Female,0,No,No,23,Yes,No,DSL,No,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),55.8,1327.85,No +8069-YQQAJ,Male,0,No,No,14,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,31.1,419.7,No +6770-XUAGN,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,21,21,Yes +4193-ORFCL,Female,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.1,45.1,Yes +1636-NTNCO,Male,1,No,No,4,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),50.95,207.35,No +3466-WAESX,Male,0,No,Yes,16,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,69.1,1083.7,No +9281-PKKZE,Female,0,Yes,No,46,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,43.95,2007.85,No +3638-VBZTA,Male,0,No,Yes,68,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),86.5,5882.75,No +7459-IMVYU,Male,0,No,No,38,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,69.95,2657.55,No +7776-QWNFX,Male,1,Yes,No,30,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),50.4,1527.5,Yes +6689-TCZHQ,Female,1,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,78.95,378.4,Yes +8563-OYMQY,Male,0,No,No,17,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.95,1612.2,No +0754-EEBDC,Male,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.9,76.65,No +5777-ZPQNC,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,20.15,260.7,No +1951-IEYXM,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.6,6441.85,No +3318-NMQXL,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92,266.8,No +3143-ILDAL,Male,0,No,No,56,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,94.45,5124.6,Yes +1022-RKXDR,Female,0,No,No,41,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,24.85,962.25,No +2361-FJWNO,Male,0,No,No,40,No,No phone service,DSL,No,Yes,No,Yes,No,No,One year,No,Credit card (automatic),36,1382.9,No +2272-UOINI,Female,0,No,No,7,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,78.5,571.05,No +8232-UTFOZ,Male,0,No,No,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.95,1399.35,No +3750-YHRYO,Male,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.65,150,No +6637-KYRCV,Female,0,Yes,Yes,5,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,30.5,167.2,No +5668-MEISB,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),106.1,7657.4,No +0129-QMPDR,Male,0,Yes,Yes,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.5,865.05,No +7188-CBBBA,Female,0,No,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,95.5,6153.85,No +5356-CSVSQ,Female,0,No,No,3,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,64.6,174.2,No +3221-CJMSG,Male,0,No,No,24,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),51.1,1269.6,No +4720-VSTSI,Female,0,No,No,44,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),84.8,3862.55,Yes +3219-JQRSL,Female,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.1,6352.4,No +2801-NISEI,Male,0,No,No,24,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,54.95,1348.5,No +3946-MHCZW,Male,0,No,No,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,50.9,50.9,Yes +4623-ZKHLY,Male,0,Yes,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.45,471.55,No +6732-VAILE,Male,0,Yes,Yes,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.95,5931.75,No +8201-AAXCB,Male,0,Yes,Yes,25,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,60.35,1404.65,No +7696-CFTAT,Male,0,Yes,Yes,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.8,726.1,No +1845-CSBRZ,Female,1,Yes,Yes,22,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),85.35,1961.6,No +2123-VSCOT,Female,0,Yes,Yes,59,Yes,Yes,DSL,No,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),72.1,4194.85,No +6651-AZVTJ,Male,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.8,4872.45,Yes +4566-GOLUK,Male,0,Yes,Yes,47,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),107.35,5118.95,Yes +2484-DGXPZ,Female,0,Yes,Yes,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.55,658.95,Yes +2018-QKYGT,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,81.05,81.05,No +2792-VPPET,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.5,76.95,No +7409-JURKQ,Female,0,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),111.8,5809.75,No +3247-MHJKM,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,20.2,No +1964-SVLEA,Male,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.7,415.9,No +4587-NUKOX,Female,0,No,No,3,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.1,246.5,Yes +7297-DVYGA,Female,0,No,No,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.85,996.95,No +2239-CGBUZ,Female,0,Yes,No,51,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),60.5,3145.15,No +0854-UYHZD,Female,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,265.3,No +7243-LCGGZ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.9,20.9,No +8267-KFGYD,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,21.05,21.05,No +4890-VMUAV,Male,0,No,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Electronic check,71.5,4576.3,No +9261-WDCAF,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,54.65,189.1,No +3764-MNMOI,Male,0,No,No,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.2,908.15,No +7442-YGZFK,Male,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),49.8,49.8,No +0420-BWTPW,Male,0,No,Yes,8,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.5,215.2,Yes +8229-BUJHX,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.5,1500.95,No +7449-HVPIV,Male,0,Yes,Yes,55,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90.4,5099.15,No +5504-WSIUR,Female,0,No,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),90.25,6385.95,No +8183-ONMXC,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.75,159.45,Yes +8466-PZBLH,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),104.6,6885.75,No +9614-RMGHA,Male,0,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),91.85,5940.85,Yes +8735-IJJEG,Male,0,Yes,No,14,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),50.2,668.85,No +0564-MUUQK,Female,0,Yes,Yes,20,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.5,1916.2,No +5054-IEXZT,Male,0,No,Yes,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,75.35,75.35,Yes +5834-ASPWA,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.45,75.45,Yes +0701-RFGFI,Female,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.4,4613.95,No +0019-EFAEP,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),101.3,7261.25,No +5619-PTMIK,Female,0,Yes,No,46,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,53.1,2459.8,No +3737-XBQDD,Male,0,No,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),84.85,2048.8,No +5882-CMAZQ,Female,0,Yes,Yes,5,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,34.25,163.55,No +5846-QFDFI,Female,0,Yes,Yes,33,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),88.6,2888.7,No +4445-KWOKW,Female,0,No,No,42,Yes,Yes,DSL,Yes,Yes,No,No,No,No,One year,Yes,Bank transfer (automatic),60.15,2421.6,No +3511-APPBJ,Male,0,No,No,23,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),99.95,2292.75,No +7967-HYCDE,Male,0,No,No,8,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70.7,553.4,No +2430-RRYUW,Male,0,No,No,66,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,Yes,Mailed check,54.8,3465.7,No +3948-XHGNA,Male,0,No,No,24,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.55,1210.4,Yes +3723-BFBGR,Male,1,No,No,24,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),54.8,1291.3,No +0565-IYCGT,Male,0,No,No,69,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),78.6,5356.45,Yes +5447-WZAFP,Female,0,No,No,53,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Mailed check,100.3,5200.8,No +5110-CHOPY,Female,0,No,No,60,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Electronic check,53.6,3237.05,No +5445-UTODQ,Female,0,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,81.1,576.65,Yes +4425-OWHWB,Female,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),19.35,433.75,No +7892-QVYKW,Female,0,Yes,Yes,23,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.6,1868.4,No +9675-ICXCT,Male,0,Yes,Yes,72,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,80.8,5728.55,No +1024-VRZHF,Male,0,Yes,No,11,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,825.7,Yes +4703-MQYKT,Male,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,390.4,No +9497-QCMMS,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.55,93.55,Yes +5692-ICXLW,Male,1,No,No,31,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.7,2845.15,No +0602-DDUML,Female,0,No,No,57,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,69.75,3894.4,No +2208-MPXIO,Female,0,Yes,Yes,45,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20,886.4,No +1960-UYCNN,Male,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,95.25,1021.55,No +0348-SDKOL,Female,0,Yes,No,58,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.1,5885.4,Yes +3190-FZATL,Male,0,No,Yes,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,268.4,No +7336-RLLRH,Male,0,Yes,No,27,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Mailed check,80.85,2204.35,No +4373-MAVJG,Female,0,Yes,Yes,14,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),90.9,1259,Yes +8901-HJXTF,Female,0,Yes,Yes,12,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,29.2,309.1,Yes +7710-JSYOA,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),93.3,6398.05,No +5419-KLXBN,Female,0,Yes,Yes,25,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.15,2257.75,Yes +3424-NMNBO,Male,1,Yes,No,58,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,108.85,6287.25,Yes +9885-MFVSU,Female,0,Yes,Yes,35,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),46.35,1662.05,No +4514-GFCFI,Female,1,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.75,1350.15,Yes +0607-MVMGC,Male,0,Yes,Yes,45,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),78.75,3600.65,No +3365-SAIGS,Female,0,No,No,17,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,83.55,1329.15,No +9828-AOQLM,Female,0,Yes,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.7,45.7,Yes +8022-BECSI,Male,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.6,422.5,No +8000-REIQB,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.95,69.95,Yes +9993-LHIEB,Male,0,Yes,Yes,67,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Mailed check,67.85,4627.65,No +0266-CLZKZ,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.65,6717.9,No +7615-ESMYF,Female,0,Yes,No,2,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,44.6,97.1,Yes +3858-VOBET,Male,0,No,No,23,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,1710.45,Yes +7020-OZKXZ,Female,1,No,No,9,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),75.5,637.4,No +3977-QCRSL,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.15,117.95,No +0017-DINOC,Male,0,No,No,54,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Two year,No,Credit card (automatic),45.2,2460.55,No +1447-PJGGA,Female,0,No,No,57,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,95.25,5464.65,Yes +8565-CLBZW,Male,0,No,No,24,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,89.85,2165.05,Yes +9139-WQQDY,Female,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Mailed check,100.45,4941.8,Yes +0224-HJAPT,Male,0,No,No,5,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,47.15,223.15,Yes +8086-OVPWV,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.2,181.1,Yes +9430-FRQOC,Female,0,No,Yes,4,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,87.1,341.45,Yes +7639-OPLNG,Male,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),79.25,5731.85,No +3074-GQWYX,Male,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.9,357.75,Yes +1492-QGCLU,Male,0,Yes,Yes,53,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,85.7,4616.1,No +6845-RGTYS,Female,0,Yes,No,47,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,98.75,4533.7,Yes +7328-OWMOM,Female,0,No,Yes,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.1,589.25,No +4418-LZMSV,Male,0,Yes,Yes,13,Yes,No,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),61.8,750.1,No +5155-AZQPB,Female,0,Yes,Yes,28,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,49.9,1410.25,No +8861-HGGKB,Female,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,86.45,830.85,Yes +1087-GRUYI,Male,0,Yes,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.4,743.5,No +7065-YUNRY,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.3,45.3,Yes +7694-VLBWQ,Male,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Electronic check,104.1,7040.85,Yes +2546-KZAAT,Male,0,Yes,No,52,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,One year,Yes,Mailed check,75.4,3865.45,No +0181-RITDD,Male,0,Yes,Yes,62,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,108.15,6825.65,No +5989-PGKJB,Female,0,No,No,16,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.25,1340.1,No +4795-KTRTH,Female,1,Yes,No,5,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,81,371.65,Yes +8272-ONJLV,Male,0,No,No,12,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Electronic check,95.7,1184,No +1488-PBLJN,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.85,8477.7,No +0308-GIQJT,Male,1,No,No,71,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),105.75,7382.85,No +3778-FOAQW,Female,0,Yes,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.15,456.85,No +4452-ROHMO,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,331.6,No +6481-OGDOO,Male,0,Yes,No,67,Yes,No,Fiber optic,Yes,Yes,No,No,No,Yes,One year,Yes,Credit card (automatic),90.6,6056.15,Yes +3090-LETTY,Male,0,No,Yes,2,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),60.95,134.6,No +5349-AZPEW,Female,0,Yes,Yes,5,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.05,125.5,No +3753-TSEMP,Female,0,Yes,No,15,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,88.15,1390.6,Yes +8305-VHZBZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.2,20.2,Yes +9720-JJJOR,Male,0,Yes,Yes,41,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Bank transfer (automatic),60.3,2511.3,No +8100-HZZLJ,Female,0,No,Yes,43,Yes,No,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,63.95,2737.05,No +8775-ERLNB,Male,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,74.3,74.3,No +8309-IEYJD,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.6,70.6,No +9172-JITSM,Female,0,Yes,Yes,26,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.8,2361.8,Yes +6298-QDFNH,Male,0,No,No,22,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.35,1730.35,Yes +7398-HPYZQ,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),90.55,6404,No +3546-GHEAE,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.45,165.35,No +7361-YPXFS,Female,1,No,No,28,Yes,Yes,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),64.45,1867.6,No +6557-BZXLQ,Male,1,No,No,16,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.65,1043.3,No +2550-QHZGP,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.5,128.6,No +7519-JTWQH,Female,0,No,No,69,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.5,7455.45,No +2538-OIMXF,Female,0,No,Yes,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.7,24.7,No +8543-MSDMF,Male,0,No,No,3,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,77.4,206.15,No +9961-JBNMK,Male,1,No,No,21,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),96.8,2030.3,Yes +1170-SASML,Female,0,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),85.4,5869.4,No +4872-JCVCA,Female,0,Yes,No,71,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),47.6,3377.8,No +5346-BZCHP,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.4,1346.2,No +2038-LLMLM,Female,0,No,No,48,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,103.85,4946.05,No +6173-ITPWD,Male,0,Yes,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),83.35,4065,Yes +9734-UYXQI,Female,0,No,No,2,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.4,106.55,Yes +1216-BGTSP,Male,0,No,No,45,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),108.45,4964.7,No +4138-NAXED,Male,0,No,No,51,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),81,4085.75,No +2189-UXTKY,Female,0,Yes,No,22,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,79.2,1742.75,Yes +0744-BIKKF,Male,0,No,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),86.65,6224.8,No +7483-IQWIB,Male,0,Yes,Yes,37,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,92.95,3415.25,No +5248-KWLAR,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,90.35,6325.25,No +4958-GZWIY,Male,0,Yes,Yes,7,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,48.7,340.25,Yes +7996-MHXLW,Female,0,No,No,66,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.15,1683.6,No +7833-PKIHD,Male,0,Yes,Yes,51,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),76.4,3966.3,No +7061-OVMIM,Female,0,Yes,Yes,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.55,608.5,No +5153-RTHKF,Female,0,No,No,34,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,85.35,2896.6,No +1852-QSWCD,Male,0,Yes,Yes,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.8,1514.85,No +4832-VRBMR,Male,1,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),103.15,6792.45,No +9079-LWTFD,Male,0,No,No,47,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Month-to-month,No,Mailed check,100.75,4669.2,No +6356-ELRKD,Female,0,No,No,1,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.6,95.6,Yes +8624-GIOUT,Female,0,No,No,49,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),59.75,2934.3,Yes +3392-EHMNK,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),94.1,6302.8,No +5986-WWXDV,Male,0,No,Yes,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.35,779.2,No +3061-BCKYI,Male,0,No,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,283.75,No +6179-GJPSO,Female,1,No,No,43,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),108.15,4600.7,Yes +7901-TBKJX,Male,1,No,No,56,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.05,5594,No +7228-PAQPD,Female,0,No,No,14,Yes,No,DSL,No,No,No,Yes,No,Yes,One year,No,Credit card (automatic),59.1,772.85,No +3177-LASXD,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,71.35,71.35,Yes +7746-QYVCO,Male,0,Yes,Yes,16,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,Yes,Mailed check,55.85,857.8,No +5804-HYIEZ,Male,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.05,7554.05,No +9919-FZDED,Male,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),84.1,5981.65,No +5934-TSSAU,Female,0,Yes,Yes,23,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),75.3,1702.9,No +3486-KHMLI,Male,0,No,Yes,21,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.7,467.15,No +4897-QSUYC,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.15,20.15,Yes +1084-UQCHV,Male,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),69.75,69.75,Yes +8290-YWKHZ,Female,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.2,2931,Yes +2955-BJZHG,Male,0,Yes,Yes,17,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,80.85,1400.85,Yes +3806-DXQOM,Female,0,No,No,4,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,33.65,137.85,Yes +6784-XYJAE,Female,0,No,No,36,Yes,Yes,DSL,No,No,Yes,No,No,No,One year,No,Electronic check,55.8,1941.5,No +3933-DQPWX,Female,0,No,No,50,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),39.7,1932.75,No +6661-EIPZC,Female,0,Yes,Yes,48,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),29.5,1423.05,No +8957-THMOA,Female,0,No,Yes,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.15,970.85,No +2251-PYLPB,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),79.55,5810.9,No +5555-RNPGT,Male,0,No,Yes,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),24.8,223.9,No +1057-FOGLZ,Female,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,391.7,No +9300-RENDD,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.95,79.95,Yes +0761-AETCS,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.3,19.3,Yes +8087-LGYHQ,Male,0,No,No,9,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.05,811.65,No +4137-BTIKL,Male,0,No,No,2,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,No,Mailed check,90.75,174.75,No +2190-BCXEC,Female,0,Yes,No,40,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),78.85,3126.85,No +6227-FBDXH,Male,0,Yes,No,69,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),99.5,6841.45,No +2153-MREFK,Female,0,Yes,No,37,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,One year,Yes,Electronic check,99.2,3754.6,Yes +2911-WDXMV,Male,0,No,Yes,18,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),80.55,1406.65,No +7206-PQBBZ,Male,1,Yes,No,11,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.2,834.7,No +3106-ULWFW,Female,0,Yes,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.2,627.4,Yes +0925-VYDLG,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.25,242,Yes +4547-FZJWE,Male,0,Yes,Yes,55,Yes,No,DSL,Yes,No,No,No,No,Yes,One year,No,Credit card (automatic),59.45,3157,No +7422-WNBTY,Male,0,Yes,No,33,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,93.35,3092,No +0842-IWYCP,Female,0,No,No,46,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.95,2168.9,No +3521-HTQTV,Male,0,No,No,34,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),26.1,980.35,No +3744-ZBHON,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.2,65.95,No +3373-DIUUN,Male,0,Yes,Yes,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,21.25,711.9,No +8383-SGHJU,Female,0,No,No,33,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,No,Electronic check,59.4,1952.8,No +7607-QKKTJ,Male,0,Yes,Yes,45,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),95,4368.85,No +7707-PYBBH,Male,0,No,No,40,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,61.9,2647.1,No +8984-HPEMB,Female,0,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,118.65,8477.6,No +4349-GFQHK,Male,0,No,No,1,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,54.35,54.35,Yes +4139-DETXS,Female,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),64.45,4528,No +9779-DPNEJ,Female,0,Yes,Yes,22,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.15,1790.65,No +9805-FILKB,Male,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.2,845.6,No +5793-YOLJN,Female,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,21,1210.3,No +0673-IGUQO,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.45,20.45,No +4123-FCVCB,Female,0,No,No,12,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,One year,Yes,Mailed check,75.85,854.45,No +8819-IMISP,Male,0,No,No,31,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.45,2429.1,No +7802-EFKNY,Male,0,Yes,No,5,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.95,100.4,Yes +8311-UEUAB,Female,0,Yes,Yes,67,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,Two year,Yes,Electronic check,75.5,5229.45,No +5858-EAFCZ,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.45,44.45,No +8035-BUYVG,Male,0,Yes,No,40,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Electronic check,42.35,1716.45,Yes +1163-ONYEY,Male,0,Yes,Yes,41,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),74.55,3023.55,No +9787-XVQIU,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.3,75.3,Yes +8945-MUQUF,Male,0,No,No,51,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,Yes,Electronic check,94.8,4837.6,Yes +5656-MJEFC,Male,0,Yes,Yes,42,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),48.15,2032.3,No +6082-OQFBA,Male,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,436.9,No +8051-HJRLT,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.55,70.55,Yes +8974-OVACP,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.15,20.15,No +4010-YLMVT,Female,0,No,No,56,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),106.6,5893.95,No +1379-FRVEB,Male,0,No,Yes,15,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,91,1430.05,No +8612-GXIDD,Male,0,Yes,Yes,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.4,313,No +6288-CHQJB,Female,0,Yes,Yes,54,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),69.95,3871.85,No +8160-HOWOX,Female,0,No,No,7,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,66.85,458.1,No +3023-GFLBR,Female,0,Yes,Yes,33,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Credit card (automatic),86.15,2745.7,Yes +6648-INWPS,Male,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.15,341.35,No +4223-BKEOR,Female,0,No,Yes,21,Yes,No,DSL,Yes,No,Yes,No,No,Yes,One year,No,Mailed check,64.85,1336.8,No +4079-VTGLK,Male,1,Yes,No,30,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Two year,No,Electronic check,74.85,2181.75,No +1763-WQFUK,Male,0,No,No,3,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,50.5,147.75,No +1391-UBDAR,Male,0,No,No,11,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,72.9,818.45,No +8894-JVDCV,Female,0,No,No,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),115.05,7133.45,No +2023-VQFDL,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19,348.8,No +1345-GKDZZ,Male,0,No,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,128.6,No +2014-MKGMH,Female,0,No,No,46,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,101.1,4674.4,No +5628-FCGYG,Male,0,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.1,1737.45,No +2560-WBWXF,Male,0,No,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.15,1498.85,No +0248-IPDFW,Female,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.1,50.1,No +7978-DKUQH,Female,0,Yes,No,25,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,74.6,1797.75,No +4335-UPJSI,Female,0,No,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,498.1,No +0524-IAVZO,Female,0,Yes,No,30,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85,2624.25,Yes +2737-YNGYW,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.55,184.1,Yes +1784-EZDKJ,Male,0,Yes,No,51,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),106.8,5498.8,No +9297-FVVDH,Female,0,Yes,Yes,57,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,84.5,4845.4,No +8007-YYPWD,Female,0,No,No,15,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.05,369.1,No +7101-HRBLJ,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),83.7,6096.9,No +5159-YFPKQ,Female,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,75.8,160.75,Yes +6635-CPNUN,Male,0,Yes,No,28,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,No,Credit card (automatic),96.6,2684.35,No +4021-RQSNY,Male,1,Yes,No,29,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.5,3004.15,Yes +5453-YBTWV,Male,0,Yes,Yes,70,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),101.1,6994.8,No +5039-LZRQT,Female,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.2,273.25,No +2931-VUVJN,Female,1,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Electronic check,94.05,5483.9,No +9061-TIHDA,Male,1,Yes,No,13,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.25,1233.65,Yes +8699-ASUFO,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.4,527.9,Yes +6418-PIQSP,Female,0,Yes,No,62,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,81,4985.9,No +8220-OCUFY,Female,0,No,No,21,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Electronic check,60.25,1258.35,No +3995-WFCSM,Female,0,No,No,2,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,60.85,111.4,No +1895-QTKDO,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),43.95,43.95,No +2038-OEQZH,Male,0,No,No,4,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,86.05,308.1,No +1178-PZGAB,Female,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.25,383.65,No +7927-AUXBZ,Female,0,No,No,30,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,85.15,2555.9,Yes +2626-VEEWG,Male,0,Yes,Yes,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.4,1284.2,No +2878-RMWXY,Male,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),102.65,7550.3,No +1657-DYMBM,Male,0,Yes,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.9,1110.05,No +7311-MQJCH,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.55,99.6,No +7375-WMVMT,Male,1,Yes,No,71,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),95.5,6707.15,No +1136-XGEQU,Female,0,Yes,Yes,50,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),84.15,4164.4,No +2530-FMFXO,Male,0,Yes,Yes,56,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,103.2,5873.75,No +6844-DZKRF,Male,0,No,No,2,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),50.2,109.25,No +4695-WJZUE,Female,1,No,No,2,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,88.55,179.25,Yes +7619-ODSGN,Male,0,Yes,Yes,24,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,54.75,1338.15,Yes +5970-GHJAW,Male,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.95,862.4,No +8879-XUAHX,Male,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,116.25,8564.75,No +3689-MOZGR,Female,0,No,No,29,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,31.2,926.2,No +4195-PNGZS,Male,0,Yes,Yes,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.45,1718.2,No +5003-XZWWO,Male,0,Yes,No,71,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),84.2,5956.85,No +3988-RQIXO,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.3,91.3,Yes +7622-FWGEW,Male,1,Yes,No,56,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),85.65,4824.45,No +6922-NCEDI,Male,0,No,Yes,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,21.2,1238.65,No +2514-GINMM,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.5,79.5,Yes +9891-NQDBD,Female,0,Yes,No,28,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,25.55,672.2,No +6131-IUNXN,Female,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,382.2,No +8548-AWOFC,Male,0,Yes,No,66,Yes,Yes,DSL,No,No,No,Yes,No,Yes,Month-to-month,No,Electronic check,63.85,4264.6,No +9798-DRYDS,Female,0,Yes,Yes,17,Yes,Yes,DSL,No,No,Yes,Yes,No,No,One year,Yes,Mailed check,61.95,1070.7,No +8532-UEFWH,Male,0,Yes,Yes,52,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.75,1345.85,No +6296-DDOOR,Female,0,No,No,19,Yes,No,DSL,No,Yes,No,No,Yes,No,One year,No,Electronic check,58.2,1045.25,No +7951-VRDVK,Female,0,No,No,36,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),85.85,3003.55,No +5931-FLJJF,Male,1,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.1,467.55,Yes +4815-YOSUK,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),104.9,7537.5,No +2659-VXMWZ,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,111.3,7482.1,Yes +0380-NEAVX,Male,1,No,No,34,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,99.85,3343.15,No +3207-OYBWH,Male,1,Yes,No,57,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.25,5427.05,Yes +4285-GYRQC,Female,0,Yes,No,7,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,86.25,587.1,Yes +7216-EWTRS,Female,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.8,100.8,Yes +4365-MSDYN,Male,0,Yes,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.55,161.15,No +7036-TYDEC,Female,0,No,No,69,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,104,7028.5,No +5802-ADBRC,Female,0,Yes,No,50,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Mailed check,104.4,5232.9,No +8076-FEZKJ,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.5,225.85,No +5197-YPYBZ,Female,0,Yes,Yes,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.25,274.7,No +8337-MSSXB,Female,0,No,No,14,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.3,1180.95,Yes +4312-GVYNH,Female,0,Yes,No,70,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),49.85,3370.2,No +8495-LJDFO,Female,1,No,No,64,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),108.95,7111.3,No +0839-JTCUD,Female,0,Yes,Yes,66,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.9,5958.85,No +5494-WOZRZ,Female,0,Yes,Yes,71,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),82,5999.85,No +1302-UHBDD,Male,1,No,No,20,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,89.95,1648.45,No +2234-EOFPT,Male,0,Yes,No,72,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),79.35,5753.25,No +8619-IJNDK,Female,0,Yes,Yes,71,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),64.05,4492.9,No +8378-LKJAF,Male,0,Yes,Yes,38,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),101.15,3956.7,No +8182-BJDSI,Female,0,No,No,28,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.95,2625.55,Yes +2528-HFYZX,Male,1,Yes,No,17,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,76.45,1233.4,Yes +1153-GNOLC,Male,0,No,No,33,No,No phone service,DSL,No,Yes,No,No,Yes,No,One year,Yes,Electronic check,39.1,1309,No +3298-QEICA,Female,0,Yes,Yes,23,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Mailed check,34.6,813.45,No +0788-DXBFY,Male,0,Yes,Yes,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,19.55,1108.8,No +3597-YASZG,Female,1,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.45,7349.35,No +3496-LFSZU,Male,0,Yes,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.5,294.2,No +5242-UOWHD,Male,0,Yes,Yes,45,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.35,929.2,No +2482-CZGBB,Male,0,No,No,10,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70,740,Yes +6479-SZPLM,Male,0,Yes,Yes,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.45,754.5,No +8097-VBQTZ,Male,0,No,No,54,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,69.9,3883.3,No +4500-HKANN,Male,0,Yes,Yes,23,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Two year,No,Mailed check,59.7,1414.2,No +9917-KWRBE,Female,0,Yes,Yes,41,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),78.35,3211.2,No +3420-ZDBMA,Male,1,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,71.45,371.6,No +2212-LYASK,Male,0,Yes,Yes,27,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),45.85,1246.4,No +1393-IMKZG,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,95.85,95.85,No +8069-RHUXK,Female,0,Yes,Yes,67,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Credit card (automatic),35.7,2545.7,No +3398-GCPMU,Female,1,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),89.55,6448.85,No +2908-WGAXL,Female,0,Yes,Yes,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.95,1468.9,No +3378-AJRAO,Male,0,Yes,Yes,44,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,24.85,1013.6,No +1013-QCWAM,Female,1,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.8,6690.75,No +0866-QLSIR,Female,0,No,No,34,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,64.4,2088.75,Yes +6050-FFXES,Female,0,Yes,No,69,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),105.35,7240.65,No +7181-BQYBV,Female,0,Yes,Yes,1,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,102.45,102.45,Yes +0362-RAOQO,Female,0,No,No,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.65,830.25,No +9554-DFKIC,Male,0,Yes,Yes,30,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),54.45,1588.7,No +5527-ACHSO,Female,0,No,No,11,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,No,Mailed check,70.5,829.3,No +0829-DDVLK,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.1,302.45,No +1399-UBQIU,Male,0,No,No,11,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,69.35,712.25,No +1813-JLKWR,Female,0,Yes,Yes,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.8,1336.65,No +0336-PIKEI,Male,1,Yes,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),74.4,5360.75,No +7322-OCWHC,Male,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),93.05,6735.05,No +9537-VHDTA,Female,0,No,Yes,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,51.2,51.2,No +4957-TIALW,Female,0,No,Yes,15,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Credit card (automatic),65.6,1010,No +2054-PJOCK,Female,0,No,No,60,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),80.55,4847.05,No +9150-HEPMB,Male,0,No,No,56,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,52.7,3019.7,No +9030-QGZNL,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.85,161.65,No +6204-IEUXJ,Female,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),80.1,217.55,Yes +3126-WQMGH,Female,0,Yes,No,49,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),52.15,2583.75,No +4529-CKBCL,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.2,146.05,Yes +2506-CLAKW,Female,0,No,No,6,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),98.15,567.45,Yes +7176-WRTNX,Male,0,No,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.95,7711.25,No +1583-IHQZE,Male,0,No,No,12,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,112.95,1384.75,Yes +5732-IKGQH,Male,1,Yes,No,52,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),104.45,5481.25,No +9239-GZHZE,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),113.65,8124.2,No +7205-BAIAD,Female,0,No,No,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.6,827.3,No +0151-ONTOV,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.9,70.9,Yes +4140-MUHUG,Female,1,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,86.85,220.95,Yes +0093-EXYQL,Female,1,No,No,40,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.55,3673.6,No +8064-RAVOH,Male,0,No,Yes,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,49.85,49.85,No +0219-QAERP,Male,0,Yes,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.8,576.65,No +0320-JDNQG,Male,0,Yes,Yes,23,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,99.85,2331.3,Yes +7180-PISOG,Male,0,Yes,Yes,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.5,74.5,Yes +9168-INPSZ,Female,1,Yes,No,44,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,104.15,4495.65,No +3571-RFHAR,Male,0,No,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,109.15,6941.2,Yes +0015-UOCOJ,Female,1,No,No,7,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,48.2,340.35,No +5334-AFQJB,Male,1,No,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.1,1789.9,No +2754-SDJRD,Female,1,No,No,8,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.15,908.55,No +9578-VRMNM,Female,0,No,No,16,Yes,Yes,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),65.2,1043.35,Yes +1587-FKLZB,Male,1,Yes,Yes,66,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.5,6822.15,Yes +6140-QNRQQ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,71.55,71.55,Yes +8963-JLGJT,Male,0,No,Yes,3,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Mailed check,55.9,157.55,No +4307-KTUMW,Male,0,Yes,No,53,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,93.9,5029.2,Yes +1465-LNTLJ,Male,1,Yes,No,8,Yes,No,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),64.4,581.7,No +5440-FLBQG,Male,1,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),108.4,7318.2,Yes +2135-DQWAQ,Female,0,No,No,5,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Mailed check,85.3,420.45,No +4056-QHXHZ,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,107.45,7576.7,No +7470-MCQTK,Female,0,Yes,No,13,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),48.75,633.4,Yes +7488-MXJIV,Female,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.65,321.65,Yes +7401-JIXNM,Female,0,Yes,Yes,54,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),91.3,4965,No +9339-FIIJL,Male,0,Yes,No,72,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),85.95,6151.9,No +2027-FECZV,Male,0,No,No,12,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.7,1253.9,Yes +2672-DZUOY,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.15,25.15,Yes +4706-DGAHW,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.2,45.2,No +3870-MQAMG,Female,0,Yes,No,54,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,110.35,5893.15,Yes +6670-MFRPK,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Two year,Yes,Credit card (automatic),79.2,5420.65,No +6177-PEVRA,Female,0,No,No,48,Yes,No,DSL,Yes,Yes,No,No,No,No,Two year,No,Credit card (automatic),55.5,2627.35,No +4800-CZMPC,Female,0,Yes,Yes,48,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),103.25,5037.55,Yes +4813-HQMGZ,Female,0,Yes,No,8,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,90.25,743.75,No +7579-KKLOE,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,91.25,6589.6,No +7377-DMMRI,Male,0,No,No,2,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,47.8,92.45,Yes +8402-EIVQS,Male,0,Yes,No,67,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),100.9,6733.15,No +4947-DSMXK,Male,0,Yes,Yes,34,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),97.7,3410,No +7245-NIIWQ,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.85,199.85,No +0002-ORFBO,Female,0,Yes,Yes,9,Yes,No,DSL,No,Yes,No,Yes,Yes,No,One year,Yes,Mailed check,65.6,593.3,No +3324-OIRTO,Male,0,Yes,Yes,71,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),104.65,7288.4,No +5414-OFQCB,Male,0,No,No,57,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),90.45,5229.8,No +4967-WPNCF,Male,0,No,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),63.7,4464.8,No +8552-OBVRU,Female,1,Yes,Yes,48,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.5,5068.05,No +8499-BRXTD,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,401.85,No +9154-QDGTH,Male,0,Yes,Yes,43,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),104.3,4451.85,No +8197-BFWVU,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),93.25,6688.95,No +2577-GVSIL,Male,0,Yes,Yes,35,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),73.45,2661.1,No +9367-OIUXP,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.7,73.05,No +6770-UAYGJ,Female,0,Yes,Yes,49,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.25,1211.65,No +6463-HHXJR,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,No,Bank transfer (automatic),100.5,7030.65,No +7928-VJYAB,Male,0,Yes,Yes,11,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,90.6,1020.2,No +1187-WILMM,Male,0,Yes,Yes,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),89.4,5597.65,No +9776-OJUZI,Female,1,No,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),95.45,6223.3,No +1306-RPWXZ,Female,0,No,Yes,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.45,1024.65,No +8949-JTMAY,Female,0,No,No,29,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),98.6,2933.2,Yes +2774-LVQUS,Female,1,Yes,No,15,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,83.05,1258.3,Yes +3097-PYWXL,Female,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.95,82.9,No +2266-SJNAT,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),109.15,7789.6,No +0869-PAPRP,Female,1,Yes,No,26,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.7,2067,No +4238-JSSWH,Female,1,Yes,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),102.05,3452.55,No +2972-YDYUW,Female,0,No,No,57,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,One year,No,Electronic check,94.7,5468.95,No +1104-FEJAM,Male,0,Yes,Yes,28,Yes,Yes,DSL,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,64.4,1802.15,No +2809-ILCYT,Female,0,Yes,No,25,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,26.8,733.55,No +5499-ECUTN,Female,0,Yes,No,47,Yes,No,DSL,Yes,No,Yes,No,Yes,No,One year,Yes,Credit card (automatic),66.05,3021.45,No +4981-FLTMF,Female,0,Yes,Yes,57,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),65.2,3687.85,No +9121-PHQSR,Male,1,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.05,1391.15,No +3113-IWHLC,Male,0,No,No,5,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,55.8,274.35,No +3211-ILJTT,Male,0,Yes,No,17,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),70.4,1214.05,Yes +4612-THJBS,Female,1,No,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),104.75,5510.65,Yes +4277-BWBML,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.95,1322.85,No +4094-NSEDU,Female,1,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.25,1973.75,Yes +0234-TEVTT,Female,0,Yes,Yes,48,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,One year,No,Credit card (automatic),45,2196.3,No +4304-TSPVK,Female,0,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),114.9,7843.55,No +1552-AAGRX,Female,0,No,No,30,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),106.4,3211.9,No +2637-FKFSY,Female,0,Yes,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,46.1,130.15,No +9796-MVYXX,Female,1,No,No,14,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,39.7,692.35,No +7874-ECPQJ,Female,0,No,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.05,85.5,No +0020-INWCK,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),95.75,6849.4,No +7089-RKVSZ,Male,0,Yes,Yes,8,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,24.4,203.95,No +2683-JXWQQ,Male,0,Yes,Yes,61,No,No phone service,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),33.6,2117.2,No +9548-ZMVTX,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),90.45,6565.85,No +8739-XNIKG,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84,424.75,No +9755-JHNMN,Female,0,No,No,49,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),67.4,3306.85,No +3981-QSVQI,Male,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.7,168.9,No +2789-HQBOU,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.35,253.8,No +9424-CMPOG,Male,0,Yes,Yes,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,197.4,No +5067-WJEUN,Male,0,Yes,Yes,67,Yes,No,DSL,Yes,Yes,No,No,No,No,Two year,Yes,Bank transfer (automatic),54.2,3838.2,No +3450-WXOAT,Male,0,No,No,46,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),45.2,2065.15,No +9251-WNSOD,Female,0,Yes,No,67,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Mailed check,75.1,5064.45,No +6974-DAFLI,Female,0,Yes,No,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.7,1140.05,No +2616-UUTFK,Male,0,Yes,No,33,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),72.75,2447.45,No +7064-JHXCE,Male,0,Yes,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,1263.9,No +5103-MHMHY,Female,0,No,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.95,45.95,Yes +7989-AWGEH,Male,0,Yes,Yes,49,No,No phone service,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,39.2,1838.15,No +4373-VVHQL,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.75,44.75,No +4559-UWIHT,Male,0,Yes,No,14,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,82.65,1185,No +7268-IGMFD,Male,1,No,No,18,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),93.9,1743.9,No +1846-XWOQN,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,70.15,Yes +0235-KGSLC,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.55,85.55,Yes +6650-BWFRT,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),117.15,8529.5,No +9570-KYEUA,Male,0,No,No,64,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),99.25,6549.45,No +6993-YGFJV,Male,0,Yes,No,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),112.55,7806.5,No +2712-SYWAY,Female,0,No,No,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,25.7,25.7,No +0730-BGQGF,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),90.3,6287.3,No +5498-IBWPI,Female,0,Yes,Yes,66,Yes,No,DSL,No,No,No,Yes,No,No,One year,Yes,Credit card (automatic),49.4,3251.85,No +9101-NTIXF,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.4,50.6,No +0013-SMEOE,Female,1,Yes,No,71,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.7,7904.25,No +9314-QDMDW,Male,0,No,No,11,Yes,No,DSL,No,Yes,No,No,Yes,No,One year,Yes,Electronic check,61.25,729.95,No +9308-ANMVE,Male,0,No,Yes,47,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,55.3,2654.05,No +2884-GBPFB,Female,0,Yes,No,35,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,2416.55,Yes +3757-NJYBX,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),106.35,3520.75,Yes +3413-DHLPB,Male,0,Yes,Yes,60,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.75,5969.95,No +7649-PHJVR,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.5,226.8,No +6114-TCFID,Female,0,No,No,29,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Credit card (automatic),39.5,1082.75,No +3787-TRIAL,Male,0,Yes,Yes,21,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,26.05,565.75,No +2573-GYRUU,Male,1,Yes,No,48,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),91.05,4370.75,No +5156-UMKOW,Female,0,No,Yes,3,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,29.65,90.05,No +1247-QBVSH,Female,0,Yes,Yes,43,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,50.2,2169.4,No +6734-GMPVK,Male,0,No,No,5,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,105.3,550.6,No +9822-OAOVB,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.45,55.45,No +6161-ERDGD,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,85.45,6300.85,No +1226-JZNKR,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.8,160.05,No +7318-EIVKO,Male,0,No,No,8,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,59.25,436.6,No +3771-PZOBW,Male,0,No,No,20,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90.7,1781.35,No +5136-KCKGI,Female,0,Yes,Yes,33,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Mailed check,103.7,3467,Yes +8231-BSWXX,Male,0,No,No,71,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,Yes,Credit card (automatic),79.05,5552.5,No +6486-LHTMA,Female,1,Yes,No,31,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,90.7,2835.5,No +4083-BFNYK,Female,1,Yes,No,38,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,No,Credit card (automatic),95,3591.25,No +3722-WPXTK,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,88.35,88.35,Yes +7389-KBFIT,Female,0,Yes,Yes,2,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,30.25,63.75,No +7176-WIONM,Female,0,Yes,No,12,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),49.85,617.15,No +5141-ZUVBH,Female,0,No,Yes,9,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),93,870.25,No +1089-HDMKP,Male,1,No,Yes,11,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,54.55,601.25,No +7623-HKYRK,Male,0,No,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,111.65,No +0310-SUCIN,Female,0,Yes,No,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),84.8,6046.1,No +5197-PYEPU,Female,0,Yes,Yes,42,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,Yes,Credit card (automatic),94.45,3923.8,No +2929-ERCFZ,Female,0,Yes,Yes,8,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,777.3,Yes +7548-SEPYI,Female,0,No,No,5,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.25,512.45,Yes +8835-VSDSE,Female,0,Yes,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.7,141.45,Yes +6619-RPLQZ,Female,0,Yes,Yes,45,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.85,892.15,No +3275-RHRNE,Male,0,Yes,Yes,28,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),60,1682.05,No +3503-TYDAY,Female,0,Yes,No,43,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,80.45,3398.9,No +6901-GOGZG,Male,0,No,Yes,60,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,84.95,4984.85,No +1623-NLDOT,Female,0,Yes,No,42,No,No phone service,DSL,No,Yes,No,Yes,No,No,One year,No,Mailed check,33.55,1445.3,Yes +7021-XSNYE,Male,0,Yes,Yes,7,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),49.65,305.55,No +9621-OUPYD,Female,0,Yes,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.2,507.9,No +9898-KZQDZ,Female,1,Yes,Yes,40,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.55,3640.45,Yes +8982-NHAVY,Male,0,No,No,27,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),100.5,2673.45,No +4307-KWMXE,Male,0,No,No,10,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,35.75,389.8,No +0141-YEAYS,Female,1,No,No,27,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),86.45,2401.05,No +2450-ZKEED,Female,0,No,No,11,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,No,Bank transfer (automatic),53.8,651.55,No +3694-DELSO,Male,0,Yes,Yes,4,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,No,Credit card (automatic),38.55,156.1,No +3893-JRNFS,Male,0,No,No,68,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),39.9,2796.35,No +9603-OAIHC,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.05,70.05,No +1133-KXCGE,Female,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,407.05,No +5236-PERKL,Female,0,No,No,57,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),112.95,6465,Yes +0142-GVYSN,Male,0,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.3,511.25,No +1049-FYSYG,Female,0,Yes,No,17,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),35.65,646.05,No +7854-FOKSF,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,35.9,35.9,Yes +2519-FAKOD,Male,0,No,Yes,38,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.25,3777.15,Yes +8406-LNMHF,Male,1,Yes,No,59,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,One year,Yes,Credit card (automatic),82.95,4903.15,No +1821-BUCWY,Male,0,No,No,30,Yes,No,DSL,Yes,No,Yes,No,No,No,Two year,Yes,Mailed check,55.65,1653.85,No +8263-JQAIK,Male,1,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.45,47.5,Yes +0023-UYUPN,Female,1,Yes,No,50,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,25.2,1306.3,No +8314-DPQHL,Male,0,No,No,9,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,One year,No,Mailed check,50.8,463.6,No +1465-WCZVT,Female,0,Yes,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,60.65,No +9481-SFCQY,Female,0,No,Yes,14,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),59.8,824.85,No +6360-SVNWV,Female,1,No,No,31,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.55,2094.65,No +0567-GGCAC,Female,0,No,No,7,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,61.4,438.9,No +7089-IVVAZ,Female,0,No,No,8,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.35,847.3,Yes +8884-MRNSU,Male,0,Yes,Yes,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.9,329.75,No +2171-UDMFD,Male,0,Yes,Yes,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.45,674.55,No +9050-IKDZA,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,81.5,162.55,No +2205-YMZZJ,Male,1,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.8,546.95,Yes +9802-CAQUT,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),109.55,7887.25,No +1254-IZEYF,Female,1,No,No,31,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.95,3186.65,Yes +0187-WZNAB,Female,0,Yes,Yes,27,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,74.4,1972.35,No +9492-TOKRI,Female,0,No,No,18,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90,1527.35,Yes +1475-VWVDO,Male,0,No,No,7,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,74.9,490.55,No +9221-OTIVJ,Female,1,No,No,14,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.85,1531.4,Yes +1357-MVDOZ,Male,0,Yes,Yes,11,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),59.65,683.25,No +7602-MVRMB,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.45,8058.85,No +3325-FUYCG,Male,0,Yes,Yes,28,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,No,Electronic check,106.1,2847.4,Yes +5908-QMGOE,Male,1,No,No,15,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.2,1133.9,Yes +1197-BVMVG,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.45,294.45,No +5406-KGRMX,Female,0,No,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,24.55,1719.15,No +8481-YYXWG,Female,0,No,No,5,Yes,No,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.35,461.7,Yes +5968-HYJRZ,Male,0,Yes,Yes,47,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.55,1160.45,No +5198-EFNBM,Male,1,Yes,No,57,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,90.65,5199.8,No +7516-GMHUV,Male,1,Yes,No,50,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),105.05,5163.3,No +7140-ADSMJ,Male,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.45,162.3,No +2230-XTUWL,Female,0,Yes,Yes,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,883.35,No +7706-YLMQA,Female,0,No,No,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.7,1341.5,No +2585-KTFRE,Male,0,No,Yes,1,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),70.45,70.45,No +7994-UYIVZ,Male,0,Yes,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),85.65,659.45,No +2609-IAICY,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,77.15,77.15,Yes +1740-CSDJP,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),35.25,35.25,Yes +7717-BICXI,Male,0,Yes,Yes,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.55,1205.05,No +6559-RAKOZ,Male,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,97.95,4917.9,No +2636-OHFMN,Male,0,Yes,No,4,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,48.55,201,Yes +4716-MRVEN,Female,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20,599.3,No +2143-LJULT,Female,0,Yes,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.25,1733.15,No +1323-OOEPC,Female,0,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),98.4,5149.5,Yes +3200-MNQTF,Male,0,Yes,No,67,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),70.9,4677.1,No +6164-HXUGH,Female,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,119.3,No +5630-IXDXV,Female,0,No,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.35,4849.1,No +0320-DWVTU,Female,0,No,No,53,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Mailed check,99.5,5424.25,No +9135-MGVPY,Male,0,Yes,No,69,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,84.7,5878.9,No +1212-GLHMD,Male,0,No,No,3,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,86.05,244.85,No +7878-JGDKK,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.55,220.75,No +1088-AUUZZ,Male,0,Yes,Yes,56,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Credit card (automatic),75.85,4261.2,No +0397-GZBBC,Male,1,Yes,No,59,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),93.85,5574.75,Yes +6614-YWYSC,Male,1,Yes,No,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25,1501.75,No +9588-OZDMQ,Female,0,Yes,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45,89.75,No +7641-EUYET,Male,1,Yes,Yes,46,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,100.7,4541.2,Yes +6476-EPYZR,Male,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.5,255.5,No +9921-ZVRHG,Female,0,No,No,14,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,80.45,1072,Yes +1174-FGIFN,Female,0,Yes,Yes,28,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,One year,Yes,Electronic check,90.45,2509.25,No +6620-HVDUJ,Male,0,No,No,24,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),60.45,1440.75,No +4701-MLJPN,Male,0,No,No,31,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,55.25,1715.65,Yes +1032-MAELW,Female,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Electronic check,78.45,5333.35,No +7641-TQFHN,Male,0,No,Yes,39,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Two year,No,Mailed check,100.55,3895.35,No +1552-TKMXS,Female,0,Yes,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.35,869.9,No +9206-GVPEQ,Male,0,Yes,No,13,No,No phone service,DSL,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,54.45,706.85,Yes +8622-ZLFKO,Female,0,Yes,No,6,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.75,512.25,No +1596-BBVTG,Male,0,No,No,35,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),75.35,2636.05,Yes +6188-UXBBR,Female,0,Yes,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.25,814.75,No +2333-KWEWW,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,388.6,No +5702-SKUOB,Female,0,Yes,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.6,93.45,No +1134-YWTYF,Male,0,Yes,No,27,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,53.8,1389.85,No +6061-GWWAV,Male,0,No,Yes,41,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Mailed check,70.2,2894.55,No +0679-TDGAK,Male,0,Yes,Yes,50,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Electronic check,75.5,4025.6,No +6585-WCEWR,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,20.35,1354.4,No +9067-YGSCA,Female,0,No,No,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),26.05,1856.4,No +9067-SQTNS,Male,0,Yes,Yes,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.6,926,No +8433-WXGNA,Male,0,No,No,2,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.7,189.2,Yes +1776-SPBWV,Female,0,Yes,Yes,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.1,682.1,No +8735-SDUFN,Female,1,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.3,1778.7,No +9668-PUGNU,Male,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,24.5,1816.2,No +9405-GPBBG,Female,0,No,No,64,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.5,7069.25,No +1926-QUZNN,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.25,1841.2,No +3707-GNWHM,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.25,74.25,Yes +7016-NVRIC,Male,1,Yes,No,29,Yes,No,Fiber optic,Yes,No,Yes,No,No,Yes,One year,No,Bank transfer (automatic),90.1,2656.7,No +5829-NVSQN,Female,0,Yes,No,23,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),68.75,1689.45,No +9565-AXSMR,Male,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.2,1054.75,No +8922-LIEGH,Female,1,No,No,25,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.7,2187.55,Yes +8869-LIHMK,Female,0,No,No,64,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.1,7334.05,No +8245-UMPYT,Female,1,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.4,1581.2,Yes +5186-SAMNZ,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.5,69.5,Yes +0447-RXSGD,Male,0,No,No,24,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.65,2404.85,No +4927-WWOOZ,Male,0,Yes,No,2,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,91.45,171.45,No +5788-YPOEG,Female,0,Yes,Yes,34,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,84.75,2839.45,No +5373-SFODM,Male,1,Yes,No,36,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.25,3132.75,Yes +0661-KBKPA,Male,0,Yes,Yes,53,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,78.75,3942.45,No +9081-WWXKP,Female,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.25,873.4,No +0784-ZQJZX,Male,0,No,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.9,1529.65,No +3133-PZNSR,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Credit card (automatic),97.75,6991.6,No +5766-ZJYBB,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.4,19.4,Yes +8931-GJJIQ,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.3,803.3,Yes +4277-PVRAN,Female,0,No,No,8,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),80.1,679.3,Yes +0022-TCJCI,Male,1,No,No,45,Yes,No,DSL,Yes,No,Yes,No,No,Yes,One year,No,Credit card (automatic),62.7,2791.5,Yes +0722-SVSFK,Female,0,No,No,7,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,100.4,715,No +3612-YVGSJ,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.45,1681.6,No +9825-YCXWZ,Female,1,No,No,41,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),101.1,4016.2,No +5397-NSKQG,Male,0,Yes,Yes,67,No,No phone service,DSL,Yes,No,No,No,Yes,Yes,Two year,No,Credit card (automatic),50.9,3281.65,No +8565-HBFNN,Male,0,Yes,No,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),107.2,7317.1,No +2000-DHJUY,Female,1,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),92.2,6474.45,No +0203-HHYIJ,Male,0,No,No,25,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25.3,676.35,Yes +8670-ERCJH,Male,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),113.4,8164.1,No +7758-UJWYS,Male,0,Yes,Yes,34,No,No phone service,DSL,No,No,No,Yes,Yes,No,Two year,Yes,Electronic check,40.55,1325.85,No +2050-ONYDQ,Female,0,Yes,Yes,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),26,1654.85,No +7055-JCGNI,Female,0,No,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),111.95,7795.95,No +0739-UUAJR,Female,0,Yes,Yes,72,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),53.8,3952.45,No +4826-DXMUP,Male,0,No,Yes,35,Yes,No,DSL,No,No,No,Yes,Yes,Yes,One year,Yes,Mailed check,72.1,2495.15,No +0952-KMEEH,Male,0,No,No,13,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,98.15,1230.25,Yes +7285-KLOTR,Female,0,Yes,No,12,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,No,Electronic check,78.85,876.75,No +0654-PQKDW,Female,0,Yes,Yes,62,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),70.75,4263.45,No +7175-NTIXE,Female,0,No,No,25,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),76.15,1992.95,No +7963-SHNDT,Female,0,No,No,52,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,39.1,1982.1,No +9796-BPKIW,Male,1,No,No,8,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.95,562.7,No +0188-GWFLE,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,33.7,No +8129-GMVGI,Female,0,Yes,Yes,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.05,1090.1,No +2882-DDZPG,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.45,227.45,No +3547-LQRIK,Female,0,Yes,No,47,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,26.9,1250.85,No +9137-NOQKA,Male,1,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.2,37.2,No +5843-TTHGI,Female,0,No,No,18,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,50,892.7,No +1849-RJYIG,Female,0,No,No,8,Yes,No,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,60,487.75,No +8868-GAGIO,Male,0,Yes,No,45,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,84.55,3713.95,No +4061-UKJWL,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.45,141.7,No +5380-XPJNZ,Female,0,No,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.05,678.2,No +8263-QMNTJ,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,115.55,8425.3,No +8178-EYZUO,Male,0,No,No,46,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,93.7,4154.8,Yes +3230-JCNZS,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),99,7061.65,No +0277-ORXQS,Male,0,Yes,Yes,66,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),50.55,3364.55,No +5130-IEKQT,Male,1,No,No,25,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,105.95,2655.25,Yes +3230-WYKIR,Male,0,No,No,18,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),82,1425.45,Yes +7996-BPXHY,Female,0,Yes,Yes,13,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25,332.5,No +3227-WLKLI,Female,0,Yes,Yes,65,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),91.55,5963.95,No +0407-BDJKB,Male,0,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,95.75,5742.9,Yes +2266-FUBDZ,Male,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.35,278.85,No +8237-ULIXL,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.85,1871.85,No +9600-UDOPK,Male,0,Yes,No,30,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.05,2866.45,Yes +8216-AZUUZ,Female,0,Yes,Yes,42,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,100.4,4303.65,No +9153-BTBVV,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25,1753,No +4074-SJFFA,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,54.75,54.75,Yes +3269-ATYWD,Male,1,No,No,39,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.65,3759.05,Yes +5186-PEIZU,Female,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.25,617.65,No +1074-AMIOH,Female,0,Yes,Yes,53,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),108.25,5935.1,No +4910-GMJOT,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.6,94.6,Yes +0354-WYROK,Female,1,Yes,Yes,31,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,98.9,2911.3,Yes +4361-FEBGN,Male,0,No,No,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.15,982.95,No +7748-UMTRK,Female,1,No,Yes,30,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,101.3,2974.5,No +0380-ZCSBI,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20,198.7,No +7145-FEJWU,Female,0,No,Yes,12,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.3,1275.65,No +6463-MVYRY,Female,1,No,No,57,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),69.85,4003,No +3969-JQABI,Female,0,Yes,No,58,Yes,No,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),65.25,3791.6,No +9624-EGDEQ,Female,0,No,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.8,813.3,No +1051-EQPZR,Female,0,Yes,Yes,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.6,780.25,No +5849-ASHZJ,Male,0,No,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.05,552.9,No +5780-INQIK,Female,0,No,No,8,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,49.4,408.25,No +7576-OYWBN,Male,1,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.05,231.8,Yes +4526-ZJJTM,Female,1,Yes,No,25,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Bank transfer (automatic),88.4,2191.15,No +8384-FZBJK,Female,0,Yes,Yes,57,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.6,5611.7,No +3750-RNQKR,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.45,246.25,No +0962-CQPWQ,Female,0,Yes,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.3,1296.15,No +3096-YXENJ,Female,0,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),107.65,7082.85,No +1265-BCFEO,Female,0,Yes,No,71,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.45,5662.25,No +5837-LXSDN,Female,0,Yes,Yes,21,Yes,No,DSL,No,Yes,No,No,Yes,No,One year,Yes,Credit card (automatic),58.85,1215.45,No +5945-AZYHT,Male,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,109.6,7854.15,No +8325-QRPZR,Female,0,No,No,7,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,75.15,525,No +6384-VMJHP,Female,0,No,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),73,5265.2,No +2262-SLNVK,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.1,70.1,No +7730-CLDSV,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),98.65,7129.45,No +1135-HIORI,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.45,7266.95,No +0164-APGRB,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,114.9,8496.7,No +6481-ESCNL,Female,0,No,No,29,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),100.55,2878.75,No +1790-NESIO,Female,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.4,261.3,No +1550-EENBN,Female,0,No,No,31,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,104.35,3205.6,No +5539-TMZLF,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.75,69.75,Yes +4323-SADQS,Male,0,Yes,Yes,7,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,34.5,279.25,Yes +4446-BZKHU,Male,0,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.55,6281.45,Yes +5202-IVJNU,Female,0,No,Yes,39,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),30.1,1131.3,Yes +5976-JCJRH,Male,0,Yes,No,10,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,738.2,Yes +8198-RKSZG,Female,0,Yes,Yes,14,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Credit card (automatic),80.45,1137.05,No +0137-OCGAB,Female,0,No,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,80.2,80.2,Yes +3351-NQLDI,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,Yes,One year,Yes,Credit card (automatic),94.35,6341.45,Yes +9297-EONCV,Female,0,No,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),91.35,6697.2,No +7593-JNWRU,Male,0,Yes,Yes,6,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.6,260.8,Yes +4588-YBNIB,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.6,19.6,Yes +1069-QJOEE,Male,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.9,505.45,No +3336-JORSO,Female,1,No,No,33,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,110.45,3655.45,Yes +7799-DSEWS,Male,0,No,No,18,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,68.35,1299.8,No +8766-PAFNE,Male,0,Yes,No,71,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),79.1,5564.85,No +5315-CKEQK,Male,1,Yes,Yes,28,Yes,Yes,DSL,No,No,No,No,No,No,One year,Yes,Electronic check,51,1381.8,No +3130-ICDUP,Female,0,No,Yes,2,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),80.55,188.1,No +0820-FNRNX,Male,0,Yes,Yes,17,Yes,Yes,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,66.7,1077.05,No +0880-FVFWF,Male,0,No,No,56,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,86.4,4922.4,No +4611-ANLQC,Female,0,Yes,No,60,No,No phone service,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Electronic check,50.05,2911.5,No +4213-HKBJO,Female,0,No,No,33,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.7,826.1,No +2792-LSHWX,Female,0,No,No,1,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,83.4,83.4,No +5028-GZLDO,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),70.7,140.7,Yes +0014-BMAQU,Male,0,Yes,No,63,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Two year,Yes,Credit card (automatic),84.65,5377.8,No +6861-XWTWQ,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.25,665.45,Yes +9018-PCIOK,Female,0,No,No,55,Yes,No,DSL,No,Yes,Yes,No,No,Yes,Two year,Yes,Mailed check,64.75,3617.1,No +4837-QUSFT,Female,0,Yes,No,65,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),100.15,6643.5,No +6877-TJMBR,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,84.8,84.8,Yes +9953-ZMKSM,Male,0,No,No,63,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.25,1559.3,No +0907-HQNTS,Female,1,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),113,7987.6,No +7665-NKLAV,Female,0,Yes,Yes,36,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),40.65,1547.35,No +6769-DCQLI,Male,0,No,No,52,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),105,5426.85,Yes +2433-KMEAS,Male,0,No,No,22,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,54.45,1127.35,Yes +4391-LNRXK,Male,0,No,No,22,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),94.95,2142.8,No +8250-ZNGGW,Female,1,No,No,5,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Credit card (automatic),59.9,287.85,No +2195-ZRVAX,Female,0,Yes,No,47,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,85.3,4045.65,Yes +3550-SAHFP,Female,0,No,No,33,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.35,2757.85,Yes +2011-TRQYE,Male,0,No,No,18,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),33.5,600,Yes +8562-GHPPI,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.8,19.8,No +5893-PYOLZ,Male,0,No,No,56,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),81.8,4534.45,No +4986-MXSFP,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20,40.9,No +6131-FOYAS,Male,0,No,No,35,Yes,Yes,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,59.6,2094.9,No +3027-YNWZU,Female,0,Yes,No,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25,1584.8,No +5609-IMCGG,Female,0,No,No,15,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),84.35,1302.65,No +4873-ILOLJ,Male,0,No,No,24,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.35,2238.5,Yes +4727-MCYZG,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,55.55,55.55,No +9481-WHGWY,Female,0,Yes,Yes,70,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),75.35,5437.75,No +2725-KXXWT,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.75,90.75,Yes +9565-DJPIB,Female,0,No,Yes,4,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Mailed check,89.6,365.65,Yes +4328-VUFWD,Female,0,No,No,39,Yes,No,DSL,No,No,No,Yes,No,Yes,One year,No,Electronic check,59.3,2209.15,No +3301-LSLWQ,Female,0,No,No,29,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,66.1,1912.15,No +7473-ZBDSN,Female,0,Yes,Yes,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,18.8,255.55,No +3166-PNEOF,Female,0,No,No,61,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.45,5175.3,No +5639-NTUPK,Male,0,No,Yes,13,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),52.1,670.65,No +8780-YRMTT,Female,0,No,No,66,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Mailed check,47.4,3177.25,No +8348-HFYIV,Male,0,No,No,2,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,49.25,90.35,Yes +5140-FOMCQ,Female,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),109.15,6557.75,No +6242-SGYTS,Male,0,Yes,Yes,62,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,Yes,Credit card (automatic),94.95,5791.85,No +8166-ORCHU,Male,1,Yes,No,33,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,One year,Yes,Electronic check,93.55,3055.5,No +8414-OOEEL,Male,0,No,Yes,66,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),79.5,5196.1,No +8454-AATJP,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),115.05,8405,No +6849-WLEYG,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,19.75,Yes +4659-NZRUF,Female,0,No,No,19,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,95.15,1789.25,Yes +4531-AUZNK,Female,0,Yes,Yes,51,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,No,One year,Yes,Mailed check,95.15,5000.05,No +4191-XOVOM,Male,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,105.4,6713.2,No +2150-OEGBV,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.1,562.6,No +8429-XIBUM,Male,0,No,No,22,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),101.35,2317.1,Yes +1855-CFULU,Female,1,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,91.45,No +4878-BUNFV,Male,0,Yes,Yes,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.7,828.85,No +1872-EBWSC,Female,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.35,617.35,No +2608-BHKFN,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),70.05,266.9,Yes +7026-YMSBE,Male,0,No,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.7,625.05,No +7341-LXCAF,Male,0,Yes,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.65,301.4,Yes +6997-UVGOX,Male,0,Yes,Yes,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),85.45,6029.9,No +9674-EHPPG,Male,0,Yes,No,46,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),40.4,1842.7,No +9462-MJUAW,Male,0,No,No,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.4,206.6,Yes +8128-YVJRG,Female,0,No,No,7,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,79.65,604.7,Yes +5440-VHLUL,Male,0,No,No,69,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),105.2,7386.05,No +5781-BKHOP,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,No,Bank transfer (automatic),100.65,7334.05,No +4283-FUTGF,Male,1,No,No,19,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,79.85,1471.75,Yes +5213-TWWJU,Male,0,No,No,28,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,No,Electronic check,91,2626.15,No +1569-TTNYJ,Male,0,Yes,No,5,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,78.75,412.1,Yes +8628-MFKAX,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.75,8277.05,No +2397-BRLOM,Male,1,Yes,Yes,8,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),80.45,583.45,Yes +7629-WIXZF,Female,0,No,No,7,Yes,No,DSL,Yes,No,No,No,No,Yes,One year,Yes,Electronic check,59.1,369.25,No +5445-GLVOT,Female,0,No,No,22,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.8,1049.05,No +3976-HXHCE,Male,0,No,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.3,1414.8,No +2466-NEJOJ,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.65,169.75,No +0254-KCJGT,Male,0,Yes,No,52,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),81.4,4354.45,No +5472-CVMDX,Female,0,No,No,68,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,38.9,2719.2,No +6461-SZMCV,Female,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),87.95,6365.35,No +8150-QUDFX,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,51.6,No +9508-ILZDG,Female,1,No,No,34,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,96.35,3190.25,No +2346-DJQTB,Female,0,No,No,35,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.15,812.5,No +1697-LYYYX,Female,0,Yes,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.1,1143.8,No +1942-OQFRW,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44,44,No +4749-VFKVB,Female,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.1,50.1,Yes +9640-ZSLDC,Female,0,Yes,Yes,53,Yes,No,DSL,No,No,Yes,No,No,Yes,One year,No,Credit card (automatic),60.6,3297,No +4231-LZUYM,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.65,1887,No +7598-UAASY,Male,0,Yes,No,2,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,76.4,151.8,Yes +7938-OUHIO,Male,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,98.7,293.65,Yes +8510-AWCXC,Female,1,No,No,13,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.8,1308.1,Yes +6128-AQBMT,Male,1,Yes,No,41,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,53.95,2215.4,No +3594-BDSOA,Female,0,Yes,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.4,482.8,No +0431-APWVY,Female,0,Yes,Yes,28,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),90.1,2598.95,Yes +5133-VRSAB,Male,0,No,No,8,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.35,216.45,No +5996-DAOQL,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.45,20.45,No +6838-YAUVY,Female,0,No,No,54,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),95.1,5064.85,No +0484-JPBRU,Male,0,No,No,41,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),25.25,996.45,No +7883-ROJOC,Female,0,Yes,No,19,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.9,839.65,No +0244-LGNFY,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),92.65,6733,No +7274-CGTOD,Male,0,No,No,62,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),43.7,2618.3,No +4295-YURET,Female,1,Yes,Yes,56,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),72.6,4084.35,No +3426-NIYYL,Male,0,No,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,51.55,765.5,Yes +8225-BTJAU,Male,1,No,No,10,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.25,793.55,Yes +4635-EJYPD,Male,0,Yes,Yes,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,18.95,613.95,No +1866-ZSLJM,Male,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.5,402.85,No +4636-TVXVG,Male,0,Yes,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.95,1244.8,No +4236-UJPWO,Female,0,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.5,46.4,No +9392-XBGTD,Male,0,No,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.6,581.85,No +3387-VATUS,Male,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),94.85,462.8,Yes +6402-SSEJG,Female,0,No,No,25,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Electronic check,61.05,1540.2,No +1143-NMNQJ,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.7,169.8,Yes +1169-SAOCL,Male,0,No,No,49,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),106.65,5168.1,No +1110-KYLGQ,Female,0,No,No,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),108.25,6780.1,No +9929-PLVPA,Female,0,No,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.4,94.5,No +3518-PZXZQ,Female,0,Yes,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,55.3,55.3,No +2371-JUNGC,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,208,No +7693-QPEFS,Male,1,No,No,52,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),72.95,3829.75,No +0924-BJCRC,Female,1,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,89.45,5294.6,No +5074-FBGHB,Male,0,No,No,64,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),104.65,6889.8,No +2351-BKRZW,Female,0,Yes,Yes,43,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),75.2,3254.35,No +4455-BFSPD,Female,0,Yes,No,61,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),101.15,6383.9,No +0415-MOSGF,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.4,44.4,Yes +1724-BQUHA,Male,1,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.5,477.7,Yes +3948-KXDUF,Male,0,No,No,66,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),68.75,4447.55,No +2323-ARSVR,Male,0,Yes,No,67,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,111.05,7321.05,No +0815-MFZGM,Female,0,Yes,No,42,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),99,4135,No +4826-XTSOH,Male,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.05,86.05,Yes +5480-XTFFL,Female,0,Yes,Yes,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,21,697.7,No +8295-FHIVV,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.4,168.65,No +2495-INZWQ,Male,0,No,No,4,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.55,174.3,Yes +9086-YJYXS,Male,0,Yes,Yes,34,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),77.2,2753.8,No +1179-INLAT,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.45,69.25,No +7909-FIOIY,Female,0,Yes,Yes,19,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.85,434.8,No +4139-SUGLD,Male,0,Yes,Yes,31,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),35.4,1077.5,Yes +6857-VWJDT,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,95.65,95.65,Yes +6351-SCJKT,Male,0,No,No,3,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,41.35,107.25,No +5468-BPMMO,Male,0,Yes,No,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.6,851.2,No +5624-BQSSA,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.95,20.95,Yes +0197-PNKNK,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,One year,No,Bank transfer (automatic),84.45,5848.6,No +2439-QKJUL,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,109.8,No +1194-SPVSP,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.65,19.65,No +9534-NSXEM,Male,0,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.65,595.5,No +2408-WITXK,Female,1,No,No,10,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,34.7,329.8,Yes +8929-KSWIH,Male,0,No,No,25,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),99.3,2513.5,No +2250-IVBWA,Male,0,Yes,Yes,64,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,81.05,5135.35,No +1810-MVMAI,Male,0,Yes,Yes,30,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,67.6,2000.2,No +9506-UXUSK,Male,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,931.75,No +1229-RCALF,Female,0,Yes,No,64,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,115,7396.15,No +3572-UOLYZ,Female,0,No,Yes,46,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),84.8,3958.85,No +1429-UYJSV,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.7,260.9,No +5577-OTWWW,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.75,297.3,Yes +6100-QQHEB,Male,0,Yes,Yes,17,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.55,1515.1,Yes +6366-XIVKZ,Female,0,Yes,Yes,13,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,63.15,816.8,No +3470-OBUET,Female,0,Yes,Yes,67,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),74,4868.4,No +2770-NSVDG,Male,0,Yes,No,24,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,29.1,688,No +9375-MHRRS,Male,0,No,No,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,50.05,288.35,No +2634-HCZGT,Male,1,Yes,No,53,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Electronic check,60.05,3229.65,Yes +7503-QQRVF,Male,1,Yes,No,16,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.3,1178.25,Yes +4860-YZGZM,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20,185.4,No +6599-GZWCM,Female,0,No,No,13,Yes,No,Fiber optic,No,Yes,No,No,No,No,One year,Yes,Mailed check,74.65,966.25,No +2691-NZETQ,Male,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.35,758.6,Yes +4404-HIBDJ,Female,0,No,No,25,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Mailed check,74.3,1863.8,Yes +5533-NHFRF,Male,1,No,No,7,No,No phone service,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,44.4,265.8,No +7037-MTYVW,Male,0,Yes,Yes,38,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),85.4,3297,No +4760-THGOT,Female,0,Yes,No,43,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,94.1,4107.3,No +7295-JOMMD,Female,0,No,Yes,4,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),98.1,396.3,Yes +4016-BJKTZ,Female,0,No,No,25,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,108.9,2809.05,No +6584-VQMYT,Male,0,No,Yes,27,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Mailed check,56.2,1567.55,No +9838-BFCQT,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,26.1,1851.45,No +2790-XUYMV,Male,0,No,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Credit card (automatic),85.45,6028.95,No +0581-MDMPW,Female,0,No,No,24,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),88.95,2072.75,No +5013-SBUIH,Female,0,No,No,50,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,109.65,5551.15,Yes +1023-BQXZE,Male,0,No,No,57,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),74.35,4317.35,No +9163-GHAYE,Female,0,No,No,15,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,48.85,736.8,No +3904-UKFRE,Male,0,No,No,4,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.1,336.15,No +5353-WILCI,Female,0,No,No,28,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,56.05,1522.65,No +0709-TVGUR,Female,1,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.55,622.9,Yes +0058-EVZWM,Female,0,Yes,No,55,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.8,4959.6,No +6023-YEBUP,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.95,329.95,Yes +7209-JCUDS,Male,0,No,No,10,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.9,1048.85,Yes +7009-PCARS,Male,0,No,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.1,1001.5,No +0519-DRGTI,Female,0,Yes,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,442.6,No +1017-FBQMM,Female,0,Yes,Yes,62,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),106.05,6703.5,No +3001-CBHLQ,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.9,3351.55,Yes +1985-MBRYP,Female,0,No,No,43,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.65,779.25,No +6158-DWPZT,Male,0,Yes,No,9,No,No phone service,DSL,No,No,No,No,No,No,One year,No,Bank transfer (automatic),24.1,259.8,Yes +9372-TXXPS,Female,0,Yes,No,60,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),59.85,3483.45,No +3259-QMXUN,Male,0,Yes,No,58,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,86.1,4890.5,No +1015-JPFYW,Male,0,No,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.45,136.75,No +6645-MXQJT,Male,0,Yes,Yes,2,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,97.1,184.15,No +4360-QRAVE,Male,1,No,No,37,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,36.65,1315,No +8433-WPJTV,Female,1,Yes,Yes,65,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),103.9,6767.1,No +5804-JMYIO,Female,0,Yes,Yes,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,757.95,No +3763-GCZHZ,Male,0,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,104.05,6890,Yes +6484-LATFU,Male,0,No,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.55,1657.4,No +7599-NTMDP,Female,0,Yes,Yes,62,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Bank transfer (automatic),48.7,3008.55,No +0772-GYEQQ,Male,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,88.35,262.05,Yes +0536-ACXIP,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,109.55,8165.1,No +0936-NQLJU,Female,0,Yes,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.65,875.55,No +4831-EOBFE,Male,0,Yes,Yes,29,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),94.65,2649.15,Yes +1575-KRZZE,Female,0,No,No,4,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,55.2,220.65,No +3251-YMVWZ,Male,0,No,No,53,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.05,1301.9,No +4102-OQUPX,Male,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,74.4,Yes +9170-GYZJC,Female,0,Yes,Yes,41,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,No,Credit card (automatic),79.9,3326.2,Yes +4884-LEVMQ,Male,0,Yes,No,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.45,790,No +8857-CUPFQ,Male,0,Yes,No,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.25,1237.65,No +7610-TVOPG,Male,0,No,No,15,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,26.35,378.6,No +3638-DIMPH,Female,0,Yes,No,13,Yes,No,DSL,No,No,No,No,No,No,One year,No,Electronic check,43.8,592.65,No +1845-ZLLIG,Male,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,50.15,50.15,No +8559-WNQZS,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.45,20.45,No +3999-QGRJH,Male,1,No,No,8,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.7,560.85,Yes +1699-UOTXU,Male,0,No,No,60,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Electronic check,61.4,3638.25,No +2454-RPBRZ,Female,1,Yes,No,12,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,98.1,1060.2,Yes +0635-WKOLD,Male,0,Yes,No,40,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,One year,No,Credit card (automatic),70.75,2921.75,No +5993-JSUWV,Female,0,No,No,66,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Bank transfer (automatic),61.15,4017.45,No +4518-FZBSX,Male,0,Yes,Yes,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.25,854.9,No +5387-ASZNZ,Female,1,No,No,66,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),63.85,4174.35,No +6988-CJEYV,Male,0,No,No,49,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,98.7,4920.55,No +2002-MZHWP,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.5,20.5,Yes +3097-FQTVJ,Female,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20,810.3,No +5465-BUBFA,Female,0,Yes,Yes,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.3,772.4,No +7299-GNVPL,Female,0,Yes,Yes,23,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,84.4,1936.85,No +9743-DQKQW,Male,0,No,No,3,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.1,79.8,No +1215-VFYVK,Female,0,No,No,4,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,No,Mailed check,48.25,202.25,No +9371-BITHB,Female,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.85,1070.5,No +2265-CYWIV,Female,1,Yes,No,4,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.6,347.65,Yes +9093-FPDLG,Female,0,No,No,11,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,94.2,999.9,No +0541-FITGH,Female,0,Yes,No,2,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,62.15,113.1,No +6985-HAYWX,Female,0,Yes,No,26,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),79.3,2015.8,No +7508-KBIMB,Male,0,Yes,Yes,24,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),56.25,1454.25,No +6838-HVLXG,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.3,246.7,No +2277-DJJDL,Male,1,Yes,No,60,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,99,6017.9,No +1897-OKVMW,Female,0,Yes,Yes,64,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,90.6,5817.45,No +5485-ITNPC,Male,0,Yes,No,66,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),85.9,5595.3,No +0233-FTHAV,Female,0,No,No,60,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,One year,Yes,Bank transfer (automatic),79.2,4765,No +4644-PIZRT,Male,0,Yes,Yes,17,Yes,Yes,DSL,Yes,No,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),70.35,1201.65,No +8922-NPKBJ,Male,0,Yes,Yes,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.35,867.3,No +2740-TVLFN,Male,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.15,50.15,No +7771-CFQRQ,Female,0,Yes,Yes,47,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Two year,No,Bank transfer (automatic),63.8,3007.25,No +9512-PHSMG,Female,0,Yes,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.55,252.75,No +6963-EZQEE,Male,1,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),88.55,6306.5,No +2452-KDRRH,Male,1,No,No,67,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),101.4,6841.05,No +2004-OCQXK,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,81.95,81.95,Yes +5027-QPKTE,Male,0,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.35,451.1,Yes +4146-SVFUD,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.6,44.6,No +1564-HJUVY,Male,0,No,No,4,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),63.75,226.2,No +3617-XLSGQ,Female,0,Yes,Yes,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),109.25,7082.5,No +7517-LDMPS,Female,0,No,No,12,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.6,1017.35,No +7244-KXYZN,Female,0,No,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.45,527.35,No +5226-NOZFC,Male,0,No,No,26,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.75,2146.5,No +2672-HUYVI,Female,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.1,455.3,Yes +1400-WIVLL,Male,0,Yes,No,57,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,107.95,5969.85,No +7508-MYBOG,Male,0,Yes,No,14,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.1,1235.55,Yes +8148-NLEGT,Female,0,Yes,Yes,42,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,22.95,1014.25,No +0148-DCDOS,Male,0,No,No,25,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),94.7,2362.1,Yes +8347-GDTMP,Female,0,Yes,No,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.45,1225.65,No +9992-RRAMN,Male,0,Yes,No,22,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.1,1873.7,Yes +6746-WAUWT,Male,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),19.7,386.5,No +0310-MVLET,Female,0,Yes,Yes,61,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.15,6010.05,Yes +0428-IKYCP,Male,0,Yes,No,22,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),87,1850.65,No +4550-VBOFE,Male,1,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,102.95,7101.5,Yes +2187-PKZAY,Male,0,No,No,12,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),79.95,1043.4,No +4003-OCTMP,Female,0,Yes,No,31,Yes,No,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Electronic check,64,1910.75,No +6652-YFFJO,Female,0,No,No,11,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,64.9,716.1,No +7225-IILWY,Male,0,Yes,Yes,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.75,1686.15,No +5248-RPYWW,Female,1,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),90.15,6716.45,No +7923-IYJWY,Male,1,No,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.1,7839.85,No +3170-GWYKC,Female,0,No,No,60,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.95,6236.75,No +5696-QURRL,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.05,45.05,Yes +7409-KIUTL,Female,1,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71,71,Yes +9830-ECLEN,Male,0,Yes,Yes,58,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Mailed check,50,2919.85,No +1732-VHUBQ,Female,1,Yes,Yes,47,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70.55,3309.25,Yes +0495-RVCBF,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.7,79.7,Yes +2668-TZSPS,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.45,20.45,No +7854-EDSSA,Male,0,No,No,22,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,59,1254.7,Yes +8869-TORSS,Female,0,No,No,48,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),60.35,2896.4,Yes +7446-SFAOA,Female,0,Yes,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.85,717.5,No +9522-ZSINC,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,19.95,253.8,No +8234-GSZYK,Male,0,No,No,43,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),26.45,1110.05,No +6505-OZNPG,Female,0,No,No,6,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,63.4,348.8,No +6164-HAQTX,Male,0,No,No,71,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),53.95,3888.65,No +0679-IDSTG,Female,1,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.25,69.25,Yes +7765-LWVVH,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Two year,Yes,Electronic check,95.1,6843.15,No +1658-TJVOA,Female,1,No,No,6,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.1,450.9,No +0953-LGOVU,Male,0,Yes,Yes,12,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,35.5,432.25,No +2115-BFTIW,Male,0,No,No,25,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.95,1767.35,Yes +4692-NNQRU,Female,0,Yes,No,21,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,One year,No,Electronic check,79.2,1742.45,No +7742-MYPGI,Female,0,Yes,Yes,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,48.8,297.35,No +0611-DFXKO,Male,0,Yes,No,20,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,89,1820.45,Yes +7780-OTDSO,Male,0,Yes,No,18,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.4,1742.95,Yes +9619-GSATL,Female,0,No,No,43,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,No,Electronic check,55.45,2444.25,No +5622-UEJFI,Female,0,Yes,Yes,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.4,949.8,No +9747-DDZOS,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),73.5,73.5,Yes +0674-DGMAQ,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,93.5,2970.8,No +6203-HBZPA,Male,0,No,No,52,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),63.9,3334.95,No +0484-FFVBJ,Male,0,No,No,32,Yes,No,DSL,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),64.85,2010.95,No +0301-FIDRB,Female,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),63.8,4684.3,No +4139-JPIAM,Male,0,No,No,51,No,No phone service,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),44.45,2181.55,No +2181-TIDSV,Male,0,Yes,Yes,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.95,1303.25,No +2761-XECQW,Male,1,Yes,No,8,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,43.35,371.4,No +1936-CZAKF,Male,0,Yes,No,49,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Two year,No,Credit card (automatic),49.65,2409.9,No +9453-PATOS,Female,0,Yes,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,85.1,6155.4,No +0564-JJHGS,Male,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.5,829.1,Yes +3348-CFRNX,Female,0,Yes,No,28,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,92.35,2602.9,Yes +4402-FTBXC,Male,0,No,No,54,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,No,Mailed check,89.8,4667,No +1428-GTBJJ,Male,0,No,No,11,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.55,824.75,Yes +2931-XIQBR,Female,0,Yes,Yes,50,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,No,Mailed check,103.05,5153.5,No +0106-UGRDO,Female,0,Yes,No,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,116,8182.85,No +5542-TBBWB,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.9,69.9,No +1930-QPBVZ,Male,0,Yes,Yes,68,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,Two year,No,Bank transfer (automatic),95.1,6683.4,No +2606-PKWJB,Male,0,No,Yes,40,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Mailed check,40.25,1564.05,No +5322-ZSMZY,Male,0,Yes,Yes,31,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.75,755.6,No +8059-UDZFY,Female,1,No,Yes,33,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.35,3465.05,No +7740-BTPUX,Male,1,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,113.6,6292.7,No +5220-AGAAX,Male,0,Yes,Yes,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24,1664.3,No +0208-BPQEJ,Female,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.4,198.1,No +9435-JMLSX,Male,0,Yes,No,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),86.1,6045.9,No +3352-ALMCK,Male,0,No,No,40,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Mailed check,102.65,4108.15,No +5312-IRCFR,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,92.85,5980.75,No +5294-IMHHT,Male,0,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,One year,No,Bank transfer (automatic),97.75,5043.2,No +8802-UNOJF,Male,1,No,No,12,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,83.8,1029.75,Yes +6313-GIDIT,Male,1,No,No,53,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,54.45,2854.55,Yes +6176-YJWAS,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),97.95,7114.25,No +5310-NOOVA,Male,0,No,No,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,19.95,907.05,No +4526-EXKKN,Male,0,No,No,40,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.6,973.95,No +5311-IHLEI,Male,0,No,No,12,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),50.95,605.75,No +3987-KQDDU,Male,0,No,No,9,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,75.6,661.55,No +3404-JNXAX,Female,0,Yes,Yes,51,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,80.75,4116.9,No +5131-PONJI,Male,0,Yes,Yes,49,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90.4,4494.65,No +2845-AFFTX,Male,1,Yes,No,41,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.8,4259.3,Yes +3489-VSFRD,Female,0,No,No,56,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),60.25,3282.75,No +3345-JHUEO,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.2,55.7,No +5815-HGGHV,Male,0,Yes,No,20,Yes,No,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Mailed check,64.15,1274.45,No +5260-UMPWX,Female,0,Yes,Yes,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.25,493.95,No +2249-YPRNG,Female,0,Yes,Yes,20,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.85,2239.65,Yes +7410-YTJIK,Female,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,75.45,480.75,Yes +4626-GYCZP,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.85,635.6,Yes +5649-RXQTV,Male,0,No,No,51,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99,5038.15,No +2674-MIAHT,Female,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,80.3,324.2,No +2576-HXMPA,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.55,19.55,No +7587-AOVVU,Male,0,Yes,Yes,27,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Month-to-month,No,Electronic check,100.75,2793.55,No +5590-BYNII,Male,0,No,No,22,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.75,2095,Yes +6898-MDLZW,Male,0,No,No,12,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,53.75,648.65,No +3237-AJGEH,Female,0,Yes,Yes,3,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,31,95.05,Yes +4707-YNOQA,Female,0,Yes,Yes,34,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),25.6,917.15,No +9357-UJRUN,Male,0,Yes,No,24,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Electronic check,58.35,1346.9,No +1591-NFNLQ,Male,0,No,No,51,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),80,4242.35,Yes +8648-PFRMP,Female,1,No,No,14,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,46.35,672.7,No +7663-CUXZB,Male,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,113.75,6561.25,No +0258-NOKBL,Male,0,No,No,3,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Electronic check,90.4,268.45,No +1163-VIPRI,Female,0,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,109.3,7337.55,No +2815-CPTUL,Male,1,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.25,331.9,Yes +9348-ROUAI,Female,0,Yes,Yes,59,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),90.3,5194.05,No +9443-JUBUO,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),65.25,4478.85,No +0596-BQCEQ,Female,0,Yes,Yes,62,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.15,6283.3,Yes +1481-ZUWZA,Male,0,No,No,28,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),94.5,2659.4,Yes +3043-TYBNO,Male,0,No,No,3,Yes,No,DSL,No,No,No,Yes,No,Yes,Month-to-month,No,Mailed check,60.65,196.9,No +4830-FAXFM,Male,0,No,Yes,19,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),24.1,439.2,No +5906-BFOZT,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.5,19.5,No +2960-NKRSO,Male,0,No,No,24,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,85.95,2107.15,No +8996-ZROXE,Male,1,No,No,57,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,Yes,Electronic check,53.5,3035.8,No +5598-IKHQQ,Female,0,No,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.45,1866.45,No +0397-ZXWQF,Male,0,No,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.5,1430.95,No +5266-PFRQK,Male,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.85,1071.6,No +4674-HGNUA,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.9,6457.15,No +6765-MBQNU,Female,0,Yes,No,26,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,26,684.05,No +9786-IJYDL,Female,0,No,No,35,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,113.2,3914.05,No +1303-SRDOK,Female,0,Yes,Yes,55,Yes,No,Fiber optic,No,No,No,No,No,No,Two year,Yes,Credit card (automatic),69.05,3842.6,No +3769-MHZNV,Female,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,670.35,No +6295-OSINB,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,109.65,7880.25,No +3308-MHOOC,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.2,19.2,No +2309-OSFEU,Male,0,No,No,10,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,33.9,298.45,Yes +2207-QPJED,Female,1,Yes,No,37,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,No,Electronic check,90,3371.75,No +4177-JPDFU,Male,0,No,No,12,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,34,442.45,No +2239-CFOUJ,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.4,20.4,No +8046-DNVTL,Male,0,Yes,No,62,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),38.6,2345.55,No +2209-XADXF,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),25.25,25.25,No +6620-JDYNW,Female,0,No,No,18,Yes,Yes,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,60.6,1156.35,No +1891-FZYSA,Male,1,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,89.95,6143.15,Yes +4770-UEZOX,Male,0,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.75,144.8,No +1038-RQOST,Male,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.6,414.95,No +7613-LLQFO,Male,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.45,1059.55,Yes +4568-TTZRT,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,181.8,No +9513-DXHDA,Male,0,No,No,27,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,81.7,2212.55,No +2640-PMGFL,Male,0,No,Yes,27,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,79.5,2180.55,Yes +3801-HMYNL,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,89.15,89.15,Yes +0516-QREYC,Female,1,No,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.3,459.95,No +9685-WKZGT,Male,1,No,No,14,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,1036.75,Yes +6022-UGGSO,Female,1,No,No,32,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,2276.95,Yes +8084-OIVBS,Female,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20,211.95,No +8896-BQTTI,Male,0,No,No,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,25,25,No +3865-QBWSJ,Male,1,No,Yes,38,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,80.45,3162.65,No +3352-RICWQ,Female,0,Yes,Yes,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,210.65,No +2160-GPFXD,Male,0,Yes,Yes,54,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),65.65,3566.7,No +2065-MMKGR,Female,0,No,No,29,Yes,Yes,DSL,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),71,2080.1,No +5857-TYBCJ,Male,1,Yes,No,44,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.2,4040.2,No +1498-NHTLT,Male,0,Yes,Yes,59,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,86.75,5186,No +4484-CGXFK,Female,0,No,No,3,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.3,196.15,Yes +1402-PTHGN,Female,0,Yes,Yes,18,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,61.5,1087.45,No +4176-RELJR,Male,1,No,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.1,1672.15,No +6214-EDAKZ,Female,0,Yes,Yes,22,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,55.15,1206.05,Yes +5199-FPUSP,Male,0,No,Yes,33,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,No,Credit card (automatic),34.05,1113.95,No +6377-KSLXC,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,107.05,No +1796-JANOW,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,38.15,No +0238-WHBIQ,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.7,6339.3,No +8735-NBLWT,Male,0,No,Yes,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,184.1,No +6651-RLGGM,Male,0,Yes,Yes,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,26.3,1688.9,No +6127-ISGTU,Female,0,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.95,1378.25,Yes +1614-JBEBI,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.7,137.6,No +8740-XLHDR,Male,0,No,No,5,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,43.25,219,Yes +1208-DNHLN,Male,0,Yes,Yes,23,Yes,Yes,DSL,No,No,No,No,No,No,One year,Yes,Credit card (automatic),48.35,1067.15,Yes +1761-AEZZR,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.55,79.55,Yes +3923-CSIHK,Female,1,Yes,No,50,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.05,3444.85,Yes +5696-EXCYS,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.45,369.05,No +5795-KTGUD,Female,0,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.8,7553.6,No +7120-RFMVS,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,84.5,84.5,Yes +7924-GJZFI,Female,1,Yes,No,25,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.3,1813.1,No +4702-HDRKD,Male,0,No,No,67,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),49.35,3321.35,No +8512-WIWYV,Male,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.35,707.5,No +5897-ZYEKH,Female,1,Yes,No,67,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,105.6,7112.15,No +5456-ITGIC,Male,1,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),64.45,4641.1,No +7317-GGVPB,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.6,7690.9,Yes +1406-PUQVY,Male,0,No,Yes,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,49.9,49.9,No +1322-AGOQM,Male,0,No,No,46,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),30.3,1380.1,Yes +3677-IYRBF,Female,1,No,No,2,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,30.4,78.65,Yes +5692-FPTAH,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.4,45.4,Yes +9114-AAFQH,Female,0,Yes,No,48,Yes,No,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,65.65,3094.65,No +8715-KKTFG,Female,0,Yes,No,61,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),103.3,6518.35,No +1550-LOAHA,Female,0,Yes,No,32,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),84.15,2585.95,Yes +1728-BQDMA,Female,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.45,82.7,No +0268-QKIWO,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.75,58.85,Yes +0876-WDUUZ,Female,0,No,No,5,Yes,No,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),85.4,425.9,Yes +5117-ZSMHQ,Female,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),89.9,6342.7,No +5151-HQRDG,Male,0,Yes,No,37,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,55.05,2030.75,No +0960-HUWBM,Male,0,Yes,Yes,65,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.1,6700.05,No +6465-GSRCL,Female,0,No,Yes,67,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),106.6,7244.7,No +0617-FHSGK,Male,0,No,Yes,49,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),75.2,3678.3,Yes +0263-FJTQO,Male,0,Yes,Yes,50,Yes,Yes,DSL,Yes,No,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),70.5,3486.65,No +7319-ZNRTR,Male,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.6,411.15,No +2858-MOFSQ,Female,0,No,Yes,17,Yes,Yes,DSL,No,No,Yes,No,No,No,One year,Yes,Mailed check,55.85,937.5,Yes +7503-EPSZW,Female,0,Yes,Yes,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.05,1559.15,No +7089-XXAYG,Male,0,Yes,No,25,No,No phone service,DSL,No,No,Yes,No,Yes,No,One year,Yes,Credit card (automatic),38.1,970.4,No +8118-LSUEL,Male,1,No,No,23,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.4,2483.5,Yes +8070-AAWZP,Male,1,Yes,No,24,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,34.25,828.2,No +1666-JXLKU,Female,0,No,No,37,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.05,3810.55,No +7855-DIWPO,Female,0,No,No,21,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,68.65,1493.2,No +5133-POWUA,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.8,45.8,No +5652-MSDEY,Female,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,75.75,777.3,No +7005-CCBKV,Male,0,No,No,6,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.4,556.35,Yes +1810-BOHSY,Male,0,Yes,No,51,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,Yes,Credit card (automatic),96.4,4911.05,No +1784-BXEFA,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.55,187.35,No +7351-MHQVU,Female,0,No,No,6,No,No phone service,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,No,Credit card (automatic),50.95,307.6,No +9224-VTYID,Male,0,Yes,Yes,47,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,90.5,4318.35,No +9500-IWPXQ,Female,0,Yes,Yes,61,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Electronic check,79.4,4820.55,No +5762-TJXGK,Female,0,No,No,52,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),58.75,3038.55,No +4504-YOULA,Female,0,Yes,Yes,35,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),59.45,2136.9,No +5569-IDSEY,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),105.7,7472.15,No +4250-FDVOU,Female,0,No,No,6,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,56.25,389.1,Yes +7284-ZZLOH,Male,0,Yes,No,45,Yes,No,DSL,Yes,No,Yes,No,No,No,Two year,No,Credit card (automatic),53.3,2296.25,No +5277-ZLOOR,Female,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.55,187.45,Yes +2141-RRYGO,Female,0,No,No,4,Yes,No,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),68.65,261.25,Yes +1777-JYQPJ,Male,0,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.3,38.45,No +6376-GAHQE,Male,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,77.85,299.2,Yes +3401-URHDA,Male,0,No,No,51,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,No,Credit card (automatic),59.9,3043.6,No +1599-EAHXY,Male,0,Yes,Yes,60,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),23.95,1506.4,No +8631-XVRZL,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.15,163.7,No +5052-PNLOS,Male,0,No,No,3,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.35,323.25,Yes +3853-LYGAM,Male,0,No,No,17,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.65,1640,No +6979-ZNSFF,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,87.05,762.1,Yes +5751-USDBL,Male,0,Yes,Yes,46,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,81,3846.35,No +5680-LQOGP,Female,0,No,No,68,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),82.45,5646.6,No +2386-LAHRK,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,53.5,53.5,Yes +8189-DUKMV,Female,0,Yes,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.5,79.05,No +6032-IGALN,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,25.1,25.1,Yes +9931-DCEZH,Male,0,No,Yes,28,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),54.4,1516.6,No +1898-JSNDC,Female,0,No,No,39,Yes,No,DSL,No,Yes,No,No,Yes,No,One year,Yes,Credit card (automatic),58.6,2224.5,No +0315-LVCRK,Male,0,No,No,11,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,84.8,888.75,No +3911-RSNHI,Female,0,Yes,No,71,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),61.4,4310.35,No +2410-CIYFZ,Male,0,No,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,42.9,No +4248-HCETZ,Male,1,Yes,No,30,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,79.65,2365.15,Yes +5505-OVWQW,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.15,353.65,No +7271-AJDTL,Female,0,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),94.45,5073.1,No +1867-TJHTS,Female,0,No,No,58,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.8,4526.85,No +0516-WJVXC,Female,0,No,No,5,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,54.2,308.25,Yes +9174-FKWZE,Female,1,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.45,19.45,Yes +6860-YRJZP,Male,1,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.05,678.45,No +4429-WYGFR,Male,0,No,No,26,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),49.15,1237.3,No +2817-LVCPP,Female,0,No,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.4,1023.95,No +5038-ETMLM,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),113.65,8182.75,No +5056-FIMPT,Female,0,No,Yes,43,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),106,4532.3,No +4521-WFJAI,Male,0,No,No,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.95,1444.05,No +6569-KTMDU,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.1,19.1,No +8809-RIHDD,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,103.4,7372.65,Yes +8809-XKHMD,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),100.55,7325.1,No +0396-YCHWO,Male,0,Yes,No,36,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.4,3474.2,No +0867-LDTTC,Male,0,No,No,5,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),75.15,392.65,No +4822-NGOCH,Female,0,No,No,13,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.45,1058.6,Yes +9391-DXGGG,Female,1,No,No,44,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,One year,No,Credit card (automatic),89.15,3990.75,No +9844-FELAJ,Female,1,Yes,Yes,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,107.9,7475.85,No +2122-SZZZD,Male,0,No,No,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.5,835.5,No +5307-DZCVC,Female,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.95,2628.6,Yes +3148-AOIQT,Female,0,Yes,No,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.95,1718.35,No +8679-JOEVF,Female,1,No,No,16,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,59.4,1023.9,Yes +8395-ETZKQ,Male,1,Yes,Yes,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.5,1193.55,No +6692-YQHXC,Male,0,No,No,16,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.95,1205.5,No +3889-VWBID,Male,0,Yes,Yes,68,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),82.85,5776.45,No +5222-JCXZT,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19,78.9,No +9754-CLVZW,Female,0,Yes,Yes,26,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Credit card (automatic),38.85,1025.15,No +1432-FPAXX,Female,0,No,No,29,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,30.6,856.35,Yes +2739-CCZMB,Male,0,No,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.35,122,No +7080-TNUWP,Male,0,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),95,6602.9,No +0496-AHOOK,Male,0,Yes,No,24,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),74.4,1712.9,No +8336-TAVKX,Female,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),78.45,5682.25,No +2468-SJFLM,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,74.3,74.3,No +3181-VTHOE,Male,0,Yes,No,70,No,No phone service,DSL,No,Yes,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),51.05,3635.15,No +7168-HDQHG,Female,0,Yes,Yes,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.2,702.9,No +4803-AXVYP,Female,1,No,No,38,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,99.55,3734.25,Yes +3884-HCSWG,Female,0,No,No,17,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70,1144.5,Yes +4567-AKPIA,Female,0,Yes,Yes,41,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),109.1,4454.25,No +5077-DXTCG,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.3,45.3,Yes +1142-WACZW,Male,0,No,No,2,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),29.85,75.6,Yes +7901-HXJVA,Male,0,No,No,14,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,76.45,1117.55,No +5649-ANRML,Male,1,No,No,2,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),95.1,180.25,Yes +4892-VLANZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.8,19.8,Yes +5924-IFQTT,Male,0,Yes,Yes,13,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,72.8,930.05,No +7968-QUXNS,Male,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.95,110.15,No +2919-HBCJO,Female,0,No,No,4,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),76.65,333.6,Yes +4236-XPXAV,Female,0,Yes,Yes,5,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,99.15,465.05,Yes +8903-WMRNW,Female,0,Yes,No,15,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,101.75,1669.4,No +2452-SNHFZ,Female,0,No,No,47,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),75.45,3545.1,No +3629-WEAAM,Female,0,No,No,8,Yes,No,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,No,Mailed check,64.1,504.05,No +6029-CSMJE,Male,0,No,No,17,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,25.65,440.2,No +7993-NQLJE,Male,0,Yes,Yes,15,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,75.1,1151.55,No +9909-DFRJA,Female,0,No,No,26,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),95.85,2475.35,No +9099-FTUHS,Female,0,No,No,23,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,54.4,1249.25,No +0581-BXBUB,Female,1,No,No,4,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,72.75,317.75,No +4962-CHQPW,Male,0,No,Yes,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.85,535.05,No +9467-ROOLM,Female,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.05,461.3,No +3030-YZADT,Male,0,No,No,9,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.95,431,Yes +7410-KTVFV,Male,0,Yes,No,18,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,49.55,878.35,Yes +5150-ITWWB,Male,1,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.85,335.75,No +2253-KPMNB,Female,0,Yes,Yes,69,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),46.25,3121.4,No +1345-ZUKID,Male,0,No,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.35,324.8,No +6429-SHBCB,Male,0,No,No,19,Yes,Yes,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,69.6,1394.55,No +9281-OFDMF,Male,1,No,No,39,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,90.7,3413.25,No +2603-HVKCG,Male,0,No,No,31,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.4,3143.65,No +1834-WULEG,Male,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.25,439.75,No +9097-ZUBYC,Male,0,Yes,No,14,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),48.8,664.4,No +5148-ORICT,Female,0,Yes,No,64,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,74.35,4759.55,No +4893-GYUJU,Female,0,No,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.35,1033,No +4578-PHJYZ,Male,0,Yes,Yes,52,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,68.75,3482.85,No +7272-QDCKA,Male,0,No,No,28,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Electronic check,100.2,2688.45,No +8908-SLFCJ,Female,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.85,435.25,No +8393-DLHGA,Male,0,No,Yes,25,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.9,2448.75,Yes +9766-HGEDE,Female,0,Yes,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.35,307,No +6968-MHOMU,Male,0,Yes,No,58,No,No phone service,DSL,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),45,2689.35,No +7395-IGJOS,Male,1,Yes,No,17,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),81.5,1329.2,Yes +5044-XDPYX,Female,0,Yes,No,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.5,1281.25,No +1814-WFGVS,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Mailed check,48.9,3527,No +2834-SPCJV,Male,0,Yes,No,52,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,84.1,4348.65,Yes +3721-WKIIL,Female,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.6,561.15,No +6734-CKRSM,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,63.6,No +1265-ZFOSD,Female,0,Yes,No,64,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,81.3,5129.3,No +6568-POCUI,Female,0,Yes,No,45,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),95.2,4285.8,No +7890-VYYWG,Male,1,Yes,No,3,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,36.45,93.7,Yes +5197-LQXXH,Female,0,Yes,No,71,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),83.3,5894.5,No +9907-SWKKF,Female,1,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.05,25.05,Yes +3457-PQBYH,Female,0,Yes,Yes,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.3,1160.75,No +7682-AZNDK,Male,0,Yes,Yes,34,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.85,3091.75,No +0587-DMGBH,Female,0,No,No,8,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.85,365.55,Yes +5384-ZTTWP,Female,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.8,272.95,No +3745-HRPHI,Male,0,Yes,Yes,66,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),54.65,3632,No +7636-OWBPG,Male,1,No,No,12,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),29.35,381.2,No +1231-YNDEK,Male,0,No,No,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.15,1035.5,No +1407-DIGZV,Female,0,Yes,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.1,52,No +6397-JNZZG,Female,1,Yes,No,43,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),55.55,2342.2,Yes +0570-BFQHT,Female,0,No,No,9,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,80.55,653.9,No +4393-OBCRR,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.25,71.2,No +3523-QRQLL,Female,0,Yes,Yes,22,Yes,No,DSL,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),69.5,1498.2,Yes +8564-LDKFL,Male,0,Yes,No,40,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),106,4178.65,No +3696-DFHHB,Female,0,No,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.5,1821.8,No +0895-DQHEW,Male,0,Yes,No,54,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.3,5278.15,Yes +4717-GHADL,Female,0,No,No,50,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,79.6,4024.2,No +5501-TVMGM,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.25,55.25,No +5879-HMFFH,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),88.05,6520.8,No +6772-WFQRD,Male,0,No,Yes,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.4,854.9,No +3810-DVDQQ,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),117.6,8308.9,No +6972-SNKKW,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,109.2,No +3694-GLTJM,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.65,92.05,No +8550-XSXUQ,Male,0,Yes,No,48,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),70.55,3420.5,No +8149-RSOUN,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.85,93.85,Yes +9055-MOJJJ,Female,0,Yes,Yes,64,Yes,No,DSL,Yes,No,No,Yes,Yes,No,One year,No,Mailed check,65.8,4068,No +4359-INNWN,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.05,337.9,No +0585-EGDDA,Male,0,Yes,No,40,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,80,3168.75,No +4032-RMHCI,Female,0,Yes,Yes,41,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Credit card (automatic),35.4,1412.4,No +0549-CYCQN,Male,1,No,No,51,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,Yes,Bank transfer (automatic),79.6,3974.7,No +3481-JHUZH,Male,0,Yes,No,41,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.25,3439,No +7250-EQKIY,Female,0,Yes,Yes,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,50.45,50.45,Yes +3594-IVHJZ,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.45,42.45,No +6869-FGJJC,Male,0,No,No,68,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Credit card (automatic),79.6,5461.45,No +3896-ZVNET,Female,0,Yes,Yes,24,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.7,571.75,No +8205-VSLRB,Male,0,Yes,No,70,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),77.3,5498.2,No +5960-MVTUK,Male,0,No,No,3,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,29.75,96.85,No +6817-WTYHE,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.9,111.05,No +3082-VQXNH,Male,0,Yes,No,3,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),29.8,94.4,No +4013-UBXWQ,Female,0,No,No,7,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,74.65,521.1,Yes +4931-TRZWN,Female,0,No,No,13,Yes,No,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,71.95,923.85,No +0750-EKNGL,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.75,141.1,No +7669-LCRSD,Male,0,Yes,Yes,12,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,56.3,628.65,No +3567-PQTSO,Male,0,Yes,Yes,53,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,105.25,5576.3,No +5519-NPHVG,Female,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,1046.1,Yes +8043-PNYSD,Male,0,Yes,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,1245.6,No +9938-EKRGF,Female,0,No,No,15,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Mailed check,84.45,1287.85,No +2703-AMTUL,Male,0,Yes,Yes,36,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Mailed check,53.65,1939.35,No +0928-JMXNP,Male,1,Yes,No,4,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,29.9,118.25,No +8173-RXAYP,Female,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,452.55,No +4825-XJGDM,Female,0,No,No,61,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Credit card (automatic),43.7,2696.55,No +5402-HTOTQ,Male,0,No,No,16,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,55.3,875.35,No +6734-JDTTV,Male,0,Yes,Yes,65,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.85,1267.05,No +7850-THJMU,Female,0,Yes,Yes,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.65,494.9,No +3890-RTCMS,Male,0,No,No,16,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,49.45,799,No +8849-GYOKR,Female,0,Yes,No,54,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,No,Bank transfer (automatic),106.55,5763.3,Yes +3148-BLQJT,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.1,20.1,Yes +3717-FDJFU,Male,0,No,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.45,106.9,No +3665-JATSN,Female,0,No,No,19,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,39.7,710.05,No +7966-YOTQW,Male,0,No,No,10,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),54.5,568.2,No +0461-CVKMU,Female,0,Yes,Yes,23,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,83.8,1900.25,Yes +8806-EAGWC,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,55.15,159.15,Yes +8853-TZDGH,Female,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),111.6,8012.75,No +7779-LGOVN,Male,1,Yes,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.65,856.65,Yes +4324-BZCKL,Female,0,Yes,Yes,10,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,55.55,551.3,No +6924-TDGMT,Male,0,Yes,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.55,184.95,No +9710-ZUSHQ,Female,1,No,No,37,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),106.75,4056.75,Yes +1536-YHDOE,Male,0,Yes,Yes,17,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,62.1,1096.65,No +8123-QBNAZ,Female,0,Yes,Yes,36,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),104.5,3684.95,No +3629-ZNKXA,Male,1,No,No,17,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.8,1752.45,No +4827-LTQRJ,Female,1,Yes,Yes,66,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),110.6,7210.85,No +7711-YIJWC,Male,0,Yes,Yes,61,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),84.9,5264.5,No +5482-VXSXJ,Male,0,No,No,22,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,93.2,2157.3,No +7365-BVCJH,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.4,24.4,No +9620-ENEJV,Female,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),70.55,433.95,No +4183-WCSEP,Male,0,No,No,31,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,78.45,2435.15,Yes +2378-YIZKA,Female,0,Yes,Yes,68,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85,5607.75,No +5498-TXHLF,Female,0,Yes,Yes,34,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,87.45,2874.15,Yes +0689-DSXGL,Female,0,Yes,Yes,52,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),85.8,4433.3,No +6818-DJXAA,Female,0,No,Yes,10,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,91.1,964.35,No +9722-UJOJR,Male,0,Yes,Yes,29,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.75,1974.8,Yes +0464-WJTKO,Female,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.1,1460.85,No +8902-ZEOVF,Male,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.05,951.55,No +6778-EICRF,Male,0,Yes,Yes,24,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,One year,No,Mailed check,74.8,1821.2,No +2662-NNTDK,Male,0,No,No,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.8,1600.95,No +4132-KALRO,Female,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,100.85,399.25,No +3902-FOIGH,Male,1,Yes,No,12,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.35,1218.55,Yes +6772-KSATR,Male,0,No,No,1,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,81.7,81.7,Yes +7112-OPOTK,Male,0,No,No,33,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,68.25,2171.15,Yes +2874-YXVVA,Female,0,No,No,34,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,105.1,3634.8,No +1245-HARPS,Female,0,Yes,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.4,292.4,No +4210-QFJMF,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.15,317.25,Yes +4323-ELYYB,Male,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20,218.55,No +4293-ETKAP,Female,0,Yes,Yes,65,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),79.4,5071.9,No +6064-PUPMC,Male,0,Yes,Yes,23,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Credit card (automatic),57.2,1423.35,No +6504-VBLFL,Male,0,Yes,No,55,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Electronic check,58.6,3068.6,No +6322-PJJDJ,Male,0,Yes,No,49,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Electronic check,94.8,4690.65,No +0330-BGYZE,Male,0,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),102.5,6157.6,No +1085-LDWAM,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.35,1442.65,No +7586-ZATGZ,Male,0,No,No,40,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.9,3369.05,No +7197-VOJMM,Male,0,Yes,No,67,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Credit card (automatic),69.2,4671.65,No +3318-OSATS,Male,1,No,No,35,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.45,3474.05,Yes +5828-AVIPD,Male,0,Yes,Yes,19,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,100.95,1875.55,Yes +1843-TLSGD,Female,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.85,272.35,No +9626-VFRGG,Female,0,No,Yes,41,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),88.5,3645.05,No +7075-BNDVQ,Female,0,No,No,4,No,No phone service,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Mailed check,35,135.75,No +9143-CANJF,Female,0,Yes,Yes,24,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,55.15,1319.85,No +7284-BUYEC,Female,0,No,No,5,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),50.95,229.4,No +2041-JIJCI,Female,0,No,No,5,Yes,Yes,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,64,370.25,No +1086-LXKFY,Female,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.1,69.1,Yes +4900-MSOMT,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),80.2,5714.2,No +2229-VWQJH,Female,0,No,No,24,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),49.3,1233.25,No +9194-GFVOI,Female,0,Yes,No,42,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),84.35,3571.6,No +1336-EZFZY,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,83.3,No +4282-MSACW,Male,0,No,No,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),117.2,8035.95,No +1403-LKLIK,Female,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,579.4,No +2636-ALXXZ,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.6,69.6,Yes +7774-OJSXI,Male,0,No,No,31,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,103.45,3066.45,Yes +7786-WBJYI,Female,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),77.95,305.55,Yes +0136-IFMYD,Male,1,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,109.95,7634.25,No +5144-TVGLP,Male,1,No,No,38,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,94.75,3653,No +9643-AVVWI,Female,0,Yes,Yes,3,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,80,241.3,No +0253-ZTEOB,Female,0,Yes,Yes,48,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,No,Electronic check,79.65,3870.3,No +2706-QZIHY,Female,0,Yes,No,15,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.2,387.9,No +6061-PQHMK,Female,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.9,527.5,No +9885-CSMWE,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,78.45,78.45,Yes +6137-MFAJN,Female,0,No,No,48,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,44.8,2104.55,No +9122-UMROB,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.3,20.3,No +4232-JGKIY,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.2,19.2,No +2402-TAIRZ,Female,0,No,No,37,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Electronic check,80.05,3019.1,No +9659-ZTWSM,Male,1,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),107.35,7051.95,No +9139-TWBAS,Female,0,Yes,No,26,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Bank transfer (automatic),47.85,1190.5,No +6685-GBWJZ,Male,0,Yes,No,63,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,One year,No,Credit card (automatic),70.8,4448.8,No +5016-ETTFF,Male,0,No,No,10,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,29.5,255.25,Yes +3866-MDTUB,Female,0,No,No,2,Yes,No,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,70.75,146.9,Yes +2195-VVRJF,Male,1,Yes,No,18,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),59.1,1011.05,No +3913-RDSJZ,Female,0,Yes,No,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.55,1714.95,No +8058-JMEQO,Female,1,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.45,762.5,Yes +4203-QGNZA,Female,0,No,Yes,28,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,535.35,No +5043-TRZWM,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,75.55,75.55,No +0697-ZMSWS,Male,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.65,338.9,Yes +7657-DYEPJ,Male,1,No,No,38,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),70.15,2497.35,Yes +9494-BDNNC,Male,0,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,No,Electronic check,95.3,6273.4,No +1640-PLFMP,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.25,70.25,No +5366-OBVMR,Female,0,Yes,No,18,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,50.3,908.75,No +8276-MQBYC,Male,1,No,No,51,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,97.8,4913.3,Yes +7644-OMVMY,Male,0,Yes,Yes,0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.85, ,No +7593-XFKDI,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,46.3,46.3,Yes +4573-JKNAE,Male,0,No,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.35,212.3,No +0337-CNPZE,Female,0,No,No,41,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.3,4443.45,Yes +9817-APLHW,Male,0,No,No,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,25,316.2,No +8380-MQINP,Female,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.3,1079.05,No +0840-DFEZH,Female,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.35,564.65,No +1513-XNPPH,Female,0,No,No,12,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.4,1095.65,Yes +8690-ZVLCL,Female,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),88,6161.9,No +6015-VVHHE,Female,1,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),83.15,446.05,Yes +1125-SNVCK,Female,1,No,No,49,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,43.8,2106.05,No +0384-LPITE,Male,0,No,No,40,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),62.05,2511.55,No +4616-EWBNJ,Female,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.1,318.6,No +6347-DCUIK,Male,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.15,811.8,Yes +1335-HQMKX,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,101.35,7323.15,No +2545-EBUPK,Female,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.05,186.05,No +6923-AQONU,Male,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.9,454,No +2172-EJXVF,Female,1,No,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,105.9,7521.95,No +0897-FEGMU,Female,0,Yes,No,11,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.5,1056.95,Yes +7663-RGWBC,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.15,44.15,Yes +1120-BMWUB,Female,0,No,No,16,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,53.9,834.15,Yes +9124-LHCJQ,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,85.45,85.45,Yes +4536-PLEQY,Male,0,Yes,No,12,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.05,999.8,No +7029-IJEJK,Female,0,No,No,54,No,No phone service,DSL,Yes,No,No,Yes,No,Yes,One year,No,Bank transfer (automatic),44.1,2369.7,No +8871-JLMHM,Female,0,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),90.2,6297.65,No +2235-ZGKPT,Female,0,Yes,Yes,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.85,239.55,Yes +3891-PUQOD,Female,0,No,Yes,1,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,59.2,59.2,Yes +5447-VYTKW,Male,0,No,No,27,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,53.45,1461.45,No +3623-FQBOX,Male,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.95,416.4,No +0689-NKYLF,Male,0,No,No,13,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,83.2,1060.6,Yes +8659-HDIYE,Female,1,No,No,64,Yes,Yes,DSL,No,Yes,Yes,Yes,No,Yes,Month-to-month,No,Credit card (automatic),74.65,4869.35,No +3658-KIBGF,Female,0,No,No,1,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,54.9,54.9,Yes +3474-BAFSJ,Male,0,Yes,No,57,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),57.5,3265.95,No +5519-YLDGW,Female,0,Yes,No,21,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.9,2254.2,Yes +3865-ZFZIB,Male,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.65,358.15,No +1855-AGAWH,Male,0,Yes,No,31,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,93.8,2939.8,No +7109-CQYUZ,Male,0,No,No,52,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,89.25,4652.4,No +1370-GGAWX,Female,0,No,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,94.15,4408.45,No +4680-KUTAJ,Female,1,No,No,11,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,55.6,580.8,No +5307-UVGNB,Female,0,Yes,Yes,53,No,No phone service,DSL,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),48.7,2495.2,No +4946-EDSEW,Female,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.25,180.3,Yes +2883-ILGWO,Male,1,No,No,57,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.9,5913.95,No +2516-VQRRV,Female,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,75.45,158.4,Yes +7580-UGXNC,Female,1,No,No,2,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,54.85,104.2,Yes +3642-BYHDO,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.9,1389.35,No +9629-NHXFW,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.4,19.4,No +2696-RZVZW,Male,0,Yes,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.05,1629.2,No +5766-FTRTS,Male,0,Yes,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,84.45,6033.1,No +0396-HUJBP,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.3,44.4,No +5178-LMXOP,Male,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.1,95.1,Yes +8879-ZKJOF,Female,0,No,No,41,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),79.85,3320.75,No +6285-FTQBF,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.55,1867.7,No +8185-UPYBR,Male,0,Yes,No,6,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.5,438,Yes +4585-HETAI,Female,0,Yes,Yes,4,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,73.75,325.45,Yes +7526-BEZQB,Male,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.05,1148.1,Yes +1474-JUWSM,Female,0,Yes,No,58,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Electronic check,68.4,3972.25,No +3530-CRZSB,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.65,155.9,No +8498-XXGWA,Female,0,Yes,No,65,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,55.15,3673.15,No +9617-INGJY,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.6,70.6,No +0621-TSSMU,Male,0,Yes,No,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.95,1126.75,No +7234-KMNRQ,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19,73.45,No +7636-PEPNS,Female,0,Yes,Yes,58,Yes,No,DSL,No,No,No,No,No,No,One year,Yes,Mailed check,44.1,2413.05,No +4683-WYDOU,Male,0,Yes,No,62,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),107.6,6912.7,No +9052-DHNKM,Male,0,No,No,26,Yes,Yes,DSL,Yes,Yes,No,No,No,No,One year,No,Electronic check,61.55,1581.95,No +6794-HKIAJ,Male,0,No,No,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),90.7,5586.45,No +5578-NKCXI,Female,0,Yes,Yes,58,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,No,Credit card (automatic),99.25,5846.65,No +1642-HMARX,Female,0,Yes,No,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,91.7,6424.7,No +3096-WPXBT,Female,0,Yes,Yes,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),100.7,6018.65,No +8434-PNQZX,Female,0,No,No,42,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),78.45,3373.4,No +5950-AAAGJ,Male,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),84.3,1537.9,No +4299-OPXEJ,Female,0,No,No,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.55,1080.55,No +4951-UKAAQ,Female,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,88.95,355.2,Yes +9618-LFJRU,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.45,82.85,No +6693-DJWTY,Female,0,No,Yes,35,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Credit card (automatic),55.6,2016.45,No +0744-GKNGE,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),86.8,5327.25,No +6447-EGDIV,Female,0,No,No,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.95,683.25,No +1167-OYZJF,Female,1,Yes,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.05,1263.05,No +2108-YKQTY,Female,0,No,No,4,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),50.7,151.3,Yes +4806-DXQCE,Female,1,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,113.65,7714.65,No +4918-QLLIW,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Credit card (automatic),53.4,188.7,Yes +7056-IMHCC,Male,1,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.9,5549.4,Yes +4854-SSLTN,Male,0,Yes,Yes,2,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,59.5,130.5,No +5294-DMSFH,Female,0,Yes,Yes,29,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),87.8,2621.75,No +4837-PZTIC,Female,0,No,No,47,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,41.9,1875.25,No +1625-JAIIY,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,One year,Yes,Electronic check,83,5685.8,Yes +0603-OLQDC,Male,0,No,Yes,12,Yes,No,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,69.85,837.5,No +3272-VUHPV,Female,0,Yes,Yes,8,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),56.3,401.5,No +4176-FXYBO,Male,0,Yes,No,54,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,109.55,6118.95,No +1063-DHQJF,Male,0,Yes,Yes,69,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Two year,Yes,Mailed check,92.15,6480.9,No +8663-UPDGF,Female,0,No,No,26,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),69.5,1800.05,No +6719-FGEDO,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),97,7104.2,No +1837-YQUCE,Female,0,No,No,70,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),58.35,4214.25,No +2947-DOMLJ,Male,0,No,Yes,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,50.6,50.6,Yes +4112-LUEIZ,Male,0,No,No,10,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.5,863.1,Yes +0369-ZGOVK,Female,0,Yes,Yes,28,Yes,No,Fiber optic,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),70.4,1992.2,No +4510-HIMLV,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.8,69.8,Yes +9919-KNPOO,Female,0,Yes,No,21,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.3,1948.35,No +8749-JMNKX,Male,1,Yes,No,51,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),93.8,4750.95,Yes +7872-BAAZR,Female,0,Yes,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.55,1007.9,No +9391-LMANN,Male,0,No,Yes,53,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,No,Electronic check,95.95,5036.9,No +2430-USGXP,Male,0,Yes,No,24,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.05,2391.8,Yes +8174-TBVCF,Female,0,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),94.8,6859.05,No +1698-XFZCI,Male,0,No,No,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,107.75,6521.9,No +1877-HKBQX,Female,0,No,No,11,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,54.6,617.85,No +4450-DLLMH,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),71.3,157.75,No +0428-AXXLJ,Male,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.5,516.3,No +2746-DIJLO,Female,0,No,No,41,Yes,Yes,DSL,No,Yes,No,No,No,No,One year,Yes,Credit card (automatic),56.3,2364,No +5955-ERIHD,Male,0,Yes,No,18,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.7,1687.95,Yes +0917-EZOLA,Male,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.15,7689.95,Yes +3508-VLHCZ,Female,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.55,6239.05,No +4086-ATNFV,Female,0,Yes,Yes,34,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Mailed check,60.8,2042.05,No +0468-YRPXN,Male,0,No,No,29,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),98.8,2807.1,No +5996-NRVXR,Male,1,Yes,No,40,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),98.15,4116.8,No +3739-YBWAB,Male,0,Yes,No,36,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,35.35,1317.95,No +7047-FWEYA,Female,0,Yes,No,46,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,103.15,4594.65,No +2000-MPKCA,Female,0,No,No,58,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,107.75,6332.75,No +9762-YAQAA,Male,0,No,No,39,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,No,Credit card (automatic),81.4,3213.75,No +5949-EBSQK,Male,0,Yes,Yes,4,Yes,No,DSL,No,No,No,Yes,No,Yes,Month-to-month,No,Credit card (automatic),61.45,229.55,Yes +5473-KHBPS,Female,0,Yes,Yes,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),95.7,4976.15,No +0100-DUVFC,Male,1,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,104.8,7308.95,No +5397-TUPSH,Male,1,Yes,No,65,Yes,No,Fiber optic,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),70.95,4555.2,No +8950-MTZNV,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.95,44.95,No +0326-VDYXE,Female,0,Yes,No,70,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,97.65,6982.5,No +6773-LQTVT,Female,1,Yes,Yes,29,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,35.65,1025.15,No +7274-RTAPZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.55,90.55,Yes +0436-TWFFZ,Female,0,No,No,67,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,85.25,5714.2,No +8566-YPRGL,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.5,19.5,No +0311-UNPFF,Female,0,No,No,26,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),88.8,2274.35,Yes +6609-MXJHJ,Female,0,Yes,Yes,30,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,25.1,789.55,No +2669-OIDSD,Female,0,Yes,No,48,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.05,4834,No +8400-WZICQ,Female,0,Yes,Yes,55,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,55.7,3131.8,No +3834-XUIFC,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,85.2,602.55,Yes +9576-SYUHJ,Male,0,No,No,37,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,91.15,3369.25,No +0410-IPFTY,Female,0,Yes,No,31,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),83.85,2674.15,No +2831-EBWRN,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.9,199.75,No +9430-NKQLY,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.1,1790.8,No +8414-MYSHR,Male,1,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.4,449.75,Yes +0247-SLUJI,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,19.7,No +9402-ORRAH,Female,1,No,No,15,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.5,1400.3,No +6483-OATDN,Male,0,Yes,Yes,8,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),51.3,411.6,No +1293-HHSHJ,Female,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,21.1,741,No +4840-ORQXB,Female,1,No,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,104.75,5841.35,No +7599-FKVXZ,Male,0,Yes,No,42,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),106.15,4512.7,Yes +3982-DQLUS,Male,1,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,85.75,5688.45,No +8610-ZIKJJ,Female,0,Yes,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.3,31.9,No +3756-VNWDH,Male,1,Yes,No,65,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Electronic check,100.75,6674.65,No +7801-KICAO,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.15,1345.75,No +7673-LPRNY,Female,0,No,No,23,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,78.55,1843.05,No +8229-TNIQA,Female,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.3,196.95,Yes +6060-QBMGV,Male,0,Yes,No,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.85,1433.8,No +7339-POGZN,Female,0,No,No,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,50.7,214.55,No +2828-SLQPF,Male,0,No,No,19,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),45,865.85,No +4465-VDKIQ,Female,0,No,No,18,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,77.8,1358.6,No +2921-XWDJH,Female,1,Yes,No,38,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.45,3147.15,No +6221-AVQYL,Male,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.25,131.05,Yes +2558-BUOZZ,Male,0,No,No,47,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,No,Bank transfer (automatic),94.8,4535.85,No +9257-AZMTZ,Female,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.1,1078.75,No +0003-MKNFE,Male,0,No,No,9,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,59.9,542.4,No +0975-UYDTX,Female,0,Yes,No,26,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),90.1,2312.55,No +7743-EXURX,Male,0,Yes,Yes,8,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,51.05,415.05,Yes +4682-BLBUC,Male,0,Yes,No,44,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,70.95,3250.45,No +0975-VOOVL,Female,0,No,No,3,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,29.2,98.5,No +5968-VXZLG,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),46.6,87.9,No +5569-KGJHX,Female,0,Yes,Yes,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),85.35,754.65,Yes +4988-IQIGL,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.35,75.35,Yes +5201-FRKKS,Male,0,No,No,25,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),74.3,1952.25,No +9799-CAYJJ,Female,1,Yes,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.3,153.8,No +7730-IUTDZ,Male,0,No,No,43,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.2,3198.6,Yes +0426-TIRNE,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.9,20.9,Yes +5443-SCMKX,Female,0,Yes,No,58,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,94.3,5610.15,No +8295-KMENE,Female,0,Yes,Yes,59,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,Two year,Yes,Mailed check,76.45,4519.5,No +6738-ISCBM,Male,0,No,No,44,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,54,2440.25,No +9821-BESNZ,Male,0,No,No,66,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,104.25,6860.6,No +3678-MNGZX,Male,0,Yes,Yes,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.95,1377.7,No +1335-NTIUC,Male,0,No,No,9,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.95,190.25,No +2916-BQZLN,Male,0,No,No,19,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.75,1651.95,No +4558-CGYCZ,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,78.3,No +2368-GAKKQ,Female,0,No,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),113.65,7939.25,No +8710-YGLWG,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.9,44.9,No +3199-XGZCY,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.25,576.7,No +3785-KTYSH,Male,0,No,No,53,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.6,1279,No +6814-ZPWFQ,Male,1,No,No,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25,1260.7,No +4063-EIKNQ,Male,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.95,267.35,No +6993-YCOBK,Male,0,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.6,6586.85,No +5206-HPJKM,Male,0,No,No,17,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),55.5,934.15,No +7587-RZNME,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,43.3,123.65,Yes +0748-RDGGM,Male,0,Yes,No,70,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),109.5,7534.65,Yes +8393-JMVMB,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.45,19.45,No +5019-GQVCR,Male,1,No,No,43,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.85,3645.6,No +6036-TTFYU,Female,0,Yes,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.6,314.45,No +2550-AEVRU,Female,0,Yes,Yes,57,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Electronic check,53.45,3053,No +0969-RGKCU,Male,0,Yes,Yes,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.8,677.05,No +0378-CJKPV,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),112.1,7965.95,No +4706-AXVKM,Female,1,No,No,11,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),84.8,906.85,Yes +5889-JTMUL,Female,1,Yes,No,50,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,95.05,4888.7,Yes +9026-RNUJS,Male,1,No,No,5,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,50.35,237.25,Yes +3746-EUBYR,Male,0,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.6,74.6,Yes +2332-EFBJY,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.7,342.4,Yes +2880-FPNAE,Male,1,Yes,No,2,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,74.2,140.1,No +1703-MGIAB,Female,0,No,No,17,Yes,Yes,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,69,1108,No +4311-QTTAI,Female,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.35,295.55,No +9474-PHLYD,Female,0,No,No,15,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,59.45,892.65,Yes +4318-RAJVY,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.8,198.25,No +2165-VOEGB,Female,0,No,Yes,46,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),105.2,4822.85,Yes +3612-YUNGG,Male,0,Yes,Yes,64,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),109.2,6741.15,No +2254-DLXRI,Female,0,No,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,79.15,79.15,No +5062-CJJKH,Male,0,Yes,Yes,25,Yes,No,DSL,No,Yes,Yes,No,No,No,One year,No,Mailed check,53.65,1355.45,No +9028-LIHRP,Male,0,Yes,Yes,71,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),100.2,7209,No +2219-MVUSO,Male,0,No,No,8,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.15,438.4,Yes +1053-MXTTK,Female,0,Yes,Yes,72,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),108.65,7726.35,No +1530-ZTDOZ,Female,0,Yes,No,49,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),40.65,2070.75,No +1301-LOPVR,Male,0,Yes,Yes,29,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),55.35,1636.95,No +0853-TWRVK,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),105.6,7581.5,No +8914-RBTSB,Male,0,Yes,No,31,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,No,Electronic check,93.8,3019.5,Yes +6212-ATMLK,Female,0,No,No,50,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.7,4729.75,No +8200-LGKSR,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,83.2,6126.1,No +1568-BEKZM,Male,1,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),90.05,6333.4,No +0670-ANMUU,Male,0,No,No,71,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,Yes,One year,No,Credit card (automatic),97.65,6687.85,No +6897-RWMUB,Male,0,Yes,Yes,61,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),68.05,4158.25,No +0963-ZBDRN,Male,0,No,No,32,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,96.2,3183.4,Yes +7594-RQHXR,Female,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.6,79.6,Yes +6999-CHVCF,Male,0,No,No,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Bank transfer (automatic),102.1,7149.35,No +6134-KWTBV,Male,0,No,No,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.4,1429.65,No +1077-HUUJM,Female,0,No,Yes,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.05,472.65,No +6331-EWIEB,Male,0,No,No,20,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.25,1734.5,Yes +0895-LNKRC,Male,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.45,113.5,No +2045-BMBTJ,Female,1,No,No,33,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),59.45,1884.65,No +8417-GSODA,Male,0,Yes,Yes,28,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,No,Bank transfer (automatic),92.2,2568.15,No +5171-EPLKN,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.85,470,No +4452-QIIEB,Male,0,No,No,7,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,43.9,278.4,No +5998-VVEJY,Male,0,No,No,26,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,80.5,2088.8,Yes +1624-NALOJ,Male,1,No,No,5,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.8,502.6,Yes +6741-EGCBI,Male,1,No,No,30,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.5,2595.85,No +7820-ZYGNY,Male,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,One year,No,Credit card (automatic),90.45,5825.5,No +4317-VTEOA,Male,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,50.75,50.75,Yes +9677-AVKED,Female,0,No,Yes,53,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,84.6,4449.75,No +1670-SVOWZ,Female,0,Yes,Yes,14,Yes,No,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),89.65,1208.35,Yes +2227-JRSJX,Female,0,No,No,21,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.15,1956.4,No +9847-HNVGP,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.95,310.6,No +6696-YDAYZ,Male,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.5,290.55,No +8980-WQFWL,Female,0,No,No,35,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,62.1,2096.1,No +1730-ZMAME,Female,1,No,No,32,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.5,2665,No +6506-EYCNH,Female,0,Yes,Yes,28,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.55,543.8,No +4634-JLRJT,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.35,20.35,No +9501-UKKNL,Male,0,No,No,59,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,51.7,3005.8,No +2560-QTSBS,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),23.3,1623.15,No +7541-YLXCL,Male,0,No,No,36,Yes,No,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Mailed check,65.4,2498.4,Yes +4795-WRNVT,Female,0,No,No,40,Yes,No,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,No,Mailed check,65.1,2586,No +6080-TCMYC,Male,0,Yes,Yes,40,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,81.2,3292.3,No +0260-ZDLGK,Female,0,No,Yes,9,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,72.9,651.4,Yes +7860-UXCRM,Male,0,Yes,Yes,63,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),74.5,4674.55,No +6357-JJPQT,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.5,232.35,No +2292-XQWSV,Male,0,Yes,Yes,40,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Mailed check,60.3,2448.5,No +9552-TGUZV,Male,0,Yes,No,8,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,75,658.1,No +5913-INRQV,Male,1,Yes,No,34,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,No,One year,No,Mailed check,90.15,3128.8,No +8722-NGNBH,Male,0,No,No,5,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,40,223.45,Yes +6210-KBBPI,Male,1,No,No,9,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.45,919.4,Yes +9643-YBLUR,Male,0,Yes,No,9,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),69.05,653.95,No +8734-FNWVH,Male,0,Yes,Yes,31,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),59.7,1825.5,No +9447-YPTBX,Female,0,Yes,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.85,943.1,No +0133-BMFZO,Female,0,No,No,2,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,86.25,181.65,Yes +6128-CZOMY,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.65,45.65,Yes +9540-JYROE,Male,0,No,No,8,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.1,551.35,Yes +9026-LHEVG,Female,0,No,No,9,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,40.75,359.4,No +2260-USTRB,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),70.2,115.95,Yes +3656-TKRVZ,Female,0,No,No,3,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,55.35,165.2,Yes +7011-CVEUC,Male,0,Yes,No,25,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),95.7,2338.35,No +6185-TASNN,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,46.3,46.3,No +7925-PNRGI,Female,0,Yes,Yes,45,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,No,Mailed check,81.3,3541.1,No +8623-TMRBY,Male,1,Yes,Yes,51,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.2,4146.05,Yes +1552-CZCLL,Female,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20,1087.25,No +3038-PQIUY,Female,0,No,No,38,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),66.15,2522.4,No +1501-SGHBW,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.85,81,Yes +9313-CDOGY,Male,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.6,717.3,No +8148-BPLZQ,Male,0,No,No,34,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,49.8,1734.2,No +2623-DRYAM,Female,0,Yes,No,70,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,101.75,7069.3,No +9987-LUTYD,Female,0,No,No,13,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,55.15,742.9,No +3208-YPIOE,Male,0,No,No,39,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.25,3017.65,Yes +4488-KQFDT,Female,0,No,No,61,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,103.95,6423,No +2612-RANWT,Female,0,No,No,12,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.15,1164.3,Yes +5693-PIPCS,Male,0,No,No,41,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),99.65,4220.35,No +0491-KAPQG,Male,0,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.7,1558.7,No +1925-LFCZZ,Male,1,No,No,55,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),50.05,2743.45,No +8039-EQPIM,Male,0,Yes,No,69,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),60.25,4055.5,No +6900-PXRMS,Male,1,Yes,Yes,26,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,105.75,2710.25,Yes +8707-RMEZH,Female,1,Yes,No,69,Yes,No,Fiber optic,Yes,Yes,No,No,No,Yes,One year,No,Credit card (automatic),87.3,6055.55,No +3346-BRMIS,Female,1,Yes,No,18,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,48.35,810.7,Yes +3209-ZPKFI,Male,0,Yes,Yes,47,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,54.25,2538.2,No +6479-VDGRK,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),85.3,6129.2,No +9373-WSLOY,Male,1,Yes,No,33,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,50,1750.85,No +2933-FILNV,Female,0,Yes,Yes,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.4,36.55,Yes +3569-JFODW,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),90.95,6652.45,No +9819-FBNSV,Male,1,Yes,No,37,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),72.25,2575.45,No +9544-PYPSJ,Female,1,Yes,Yes,62,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),96.1,6019.35,No +1591-XWLGB,Female,0,Yes,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.85,1379.6,No +0396-UKGAI,Male,0,No,Yes,23,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),55.3,1284.2,No +3243-ZHOHY,Female,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,296.15,No +5186-EJEGL,Male,0,No,No,9,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,69.5,653.25,No +7527-QNRUS,Male,0,Yes,Yes,17,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,25.15,412.6,No +9986-BONCE,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.95,85.5,Yes +2722-JMONI,Female,1,Yes,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.55,49.55,Yes +2203-GHNWN,Female,0,Yes,No,24,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,79.65,1928.7,No +3878-AVSOQ,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.25,71.25,No +3258-SYSWS,Male,1,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),113.8,7845.8,No +5296-PSYVW,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,24.55,1750.7,No +6319-QSUSR,Female,0,No,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.7,216.2,No +4083-EUGRJ,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,178.5,Yes +7579-OOPEC,Female,1,Yes,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),50.15,115.1,Yes +0512-FLFDW,Female,1,Yes,No,60,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),100.5,6029,No +1771-OADNZ,Male,1,Yes,No,29,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,95.9,2745.2,Yes +0487-CRLZF,Female,0,No,No,49,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),74.45,3721.9,No +2107-FBPTK,Female,1,No,No,30,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.1,3121.1,No +9451-WLYRI,Female,0,Yes,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.05,990.45,No +8219-VYBVI,Male,0,No,Yes,39,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25,1004.35,No +1991-VOPLL,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.05,157.65,No +9738-QLWTP,Male,0,No,No,39,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,One year,No,Electronic check,81.9,3219.75,No +1016-DJTSV,Male,1,No,No,8,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.7,572.85,No +9419-IPPBE,Female,0,Yes,Yes,51,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,One year,Yes,Electronic check,90.15,4554.85,No +0174-QRVVY,Male,0,Yes,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.35,1847.55,No +5699-BNCAS,Male,1,No,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.65,1766.75,No +2900-PHPLN,Female,1,Yes,No,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.55,1462.05,No +0612-RTZZA,Female,1,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.25,25.25,Yes +8106-GWQOK,Male,0,Yes,No,38,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),60,2193.2,No +8751-EDEKA,Female,0,Yes,No,28,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),89.9,2433.5,No +6878-GGDWG,Female,0,Yes,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.4,641.15,No +4039-PIMHX,Male,1,Yes,No,49,Yes,No,DSL,No,Yes,No,No,No,No,Two year,No,Mailed check,49.8,2398.4,No +8450-LUGUK,Female,0,Yes,Yes,37,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.1,861.85,No +3604-WLABM,Female,0,No,No,10,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,54.25,583,No +0795-GMVQO,Male,0,Yes,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),109.9,7332.4,No +2259-OUUSZ,Male,0,No,No,7,No,No phone service,DSL,No,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),35.5,249.55,No +1142-IHLOO,Female,0,No,No,51,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,No,Credit card (automatic),87.55,4475.9,No +6410-LEFEN,Female,0,No,No,9,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.15,416.45,Yes +4633-MKHYU,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,88.4,788.6,No +6257-RJOHI,Male,0,No,No,4,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,50.8,202.3,No +1545-JFUML,Male,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Electronic check,99,6994.6,No +3194-ORPIK,Female,0,Yes,Yes,50,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),84.4,4116.15,Yes +7826-VVKWT,Female,1,Yes,Yes,24,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,96.55,2263.45,No +1353-GHZOS,Male,0,Yes,No,22,Yes,No,DSL,Yes,No,No,No,Yes,No,One year,Yes,Bank transfer (automatic),59.75,1374.35,No +2587-EKXTS,Male,0,No,No,44,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,111.5,4915.15,No +5442-BXVND,Female,0,Yes,Yes,33,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),24.25,838.5,No +8816-VXNZD,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.1,75.1,Yes +9378-FXTIZ,Female,0,Yes,No,54,Yes,Yes,DSL,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),70.15,3715.65,Yes +1723-HKXJQ,Male,0,No,No,42,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.75,4273.45,Yes +7825-GKXMW,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.8,45.8,Yes +9753-OYLBX,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.5,20.5,No +2364-UFROM,Male,0,No,No,30,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,One year,No,Electronic check,70.4,2044.75,No +6656-JWRQX,Female,0,No,No,1,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,30.55,30.55,No +6473-ULUHT,Male,0,Yes,Yes,16,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,84.9,1398.25,No +1240-KNSEZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.1,20.1,Yes +0836-SEYLU,Male,0,Yes,No,9,No,No phone service,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Mailed check,40.65,328.95,Yes +4433-JCGCG,Male,1,Yes,No,46,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101,4680.05,Yes +3716-BDVDB,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.1,69.1,Yes +7688-AWMDX,Male,0,Yes,No,71,Yes,No,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),54.5,3778.2,No +2842-BCQGE,Male,0,No,No,43,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.35,3161.4,No +7244-QWYHG,Male,0,Yes,No,50,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),44.45,2188.45,No +5899-MQZZL,Female,0,No,No,13,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,75,999.45,Yes +6849-OYAMU,Male,0,Yes,Yes,19,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),100,1888.65,Yes +5312-UXESG,Female,0,No,No,41,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),98.05,3990.6,No +9488-HGMJH,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.15,71.15,Yes +6038-GCYEC,Female,0,No,No,24,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),54.15,1240.25,Yes +2150-WLKUW,Female,0,Yes,No,40,Yes,Yes,DSL,No,Yes,No,No,Yes,No,One year,No,Bank transfer (automatic),63.9,2635,No +7159-FVYPK,Female,0,Yes,Yes,3,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),69.15,235,No +7032-LMBHI,Female,0,No,No,37,Yes,Yes,DSL,Yes,No,No,No,Yes,No,One year,No,Bank transfer (automatic),64.65,2347.85,No +1150-WFARN,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.75,7156.2,Yes +6088-BXMRG,Female,0,Yes,Yes,32,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.85,3089.6,No +3144-AUDBS,Female,0,Yes,No,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,49.15,270.8,Yes +4821-SJHJV,Female,0,Yes,Yes,32,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,89.6,2901.8,No +7346-MEDWM,Female,0,No,No,59,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,83.25,4949.1,No +1137-DGOWI,Female,0,Yes,No,30,Yes,No,DSL,No,Yes,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),70.25,2198.9,No +5616-PRTNT,Male,0,No,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.4,374.5,Yes +3812-LRZIR,Female,0,Yes,Yes,27,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,24.5,761.95,No +4818-QIUFN,Female,1,No,No,20,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,79.15,1520.9,Yes +9483-GCPWE,Male,0,No,Yes,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,190.25,No +4227-OJHAL,Female,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),73,5163,No +9220-CXRSC,Female,0,Yes,Yes,69,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Two year,No,Credit card (automatic),61.4,4059.85,No +4993-JCRGJ,Male,0,No,No,26,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,84.3,2281.6,No +9537-JALFH,Male,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.9,1356.7,No +6698-OXETB,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.4,231.45,No +2103-ZRXFN,Male,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.75,50.75,No +3724-BSCVH,Male,0,Yes,Yes,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.45,242.4,No +4877-TSOFF,Female,0,Yes,Yes,55,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),75.75,4264.25,No +9209-NWPGU,Male,0,No,No,44,Yes,No,DSL,Yes,No,No,Yes,Yes,No,One year,No,Electronic check,65.4,2774.55,No +6961-VCPMC,Male,1,Yes,No,46,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.4,3605.2,Yes +7306-YDSOI,Male,0,Yes,Yes,69,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Bank transfer (automatic),59.75,4069.9,No +5288-AHOUP,Male,1,No,No,11,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,78.5,874.2,No +6688-UZPWD,Female,0,Yes,No,11,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,102,1145.35,Yes +0655-YDGFJ,Male,0,No,No,29,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),48.95,1323.7,No +8468-EHYJA,Female,0,Yes,No,57,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.65,5497.05,No +6823-SIDFQ,Male,0,No,No,28,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),18.25,534.7,No +1097-FSPVW,Female,0,No,No,42,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),54.55,2455.05,No +2839-RFSQE,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.65,38.7,Yes +8328-SKJNO,Male,0,No,Yes,23,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),40.65,947.4,No +7010-ZMVBF,Female,0,Yes,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.45,357,No +5201-CBWYG,Male,0,Yes,Yes,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.8,1476.25,No +0968-GSIKN,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.8,70.8,Yes +1965-DDBWU,Male,0,No,No,16,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),89.05,1448.6,Yes +9057-SIHCH,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.6,291.9,Yes +6352-GIGGQ,Male,0,No,No,67,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),88.8,5903.15,No +3635-QQRQD,Male,0,No,No,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.05,1201.65,No +6771-XWBDM,Female,0,Yes,No,57,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),104.5,5921.35,Yes +2897-DOVND,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.8,146.65,No +3082-YVEKW,Female,0,Yes,Yes,23,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),77.15,1759.4,No +0191-EQUUH,Female,0,No,Yes,25,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),35.05,844.45,No +7134-HBPBS,Female,1,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),108.1,7774.05,No +3489-HHPFY,Female,0,Yes,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.05,134.05,No +2926-JEJJC,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.2,140.95,No +8601-QACRS,Female,0,No,No,5,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.6,249.95,Yes +4950-BDEUX,Male,0,No,No,35,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,49.2,1701.65,No +5789-LDFXO,Male,0,No,No,24,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,24.6,592.65,No +0508-OOLTO,Female,0,Yes,Yes,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.65,135.75,No +2984-TBYKU,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),104.9,7732.65,No +9822-WMWVG,Female,0,No,No,41,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,106.5,4282.4,No +2391-SOORI,Male,0,No,Yes,4,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,49.35,219.65,Yes +9040-KZVWO,Male,0,No,No,26,Yes,No,Fiber optic,No,Yes,No,No,No,No,One year,No,Bank transfer (automatic),75.5,2018.1,No +2645-QTLMB,Male,0,No,No,7,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.25,669,Yes +4806-HIPDW,Female,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,68.95,68.95,Yes +1548-ARAGG,Female,0,Yes,Yes,4,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,58.5,224.85,No +6339-RZCBJ,Male,0,No,No,48,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),78.9,3771.5,No +4424-TKOPW,Male,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.85,196.75,Yes +4415-WNGVR,Female,1,Yes,No,12,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,79.2,943.85,No +2522-AHJXR,Male,0,Yes,No,60,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),109.45,6572.85,No +0412-UCCNP,Male,0,No,No,55,Yes,No,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Electronic check,59.2,3175.85,No +1816-FLZDK,Male,0,No,No,1,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,29.15,29.15,No +7096-UCLNH,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,20.05,No +8443-ZRDBZ,Male,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.05,318.9,Yes +9136-ALYBR,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.45,24.45,Yes +4615-PIVVU,Female,0,No,No,42,Yes,No,DSL,No,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),66.5,2762.75,No +8885-QSQBX,Female,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),49.55,49.55,No +7479-NITWS,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),89.35,631.85,Yes +8617-ENBDS,Male,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),73.6,232.5,No +9385-NXKDA,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),82.65,5919.35,No +0430-IHCDJ,Male,0,No,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,49,749.25,No +2959-MJHIC,Male,0,Yes,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.35,307.4,Yes +6674-KVJHG,Female,0,No,No,11,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,25.2,245.15,No +1814-DKOLC,Female,0,No,No,5,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,25.45,134.75,No +4201-JMNGR,Female,1,No,No,1,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,55.8,55.8,Yes +9351-HXDMR,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.9,8240.85,No +3537-HPKQT,Female,0,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),77.75,4266.4,No +2129-ALKBS,Female,0,Yes,Yes,40,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,26.2,1077.5,No +5821-MMEIL,Female,0,Yes,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.9,1115.6,No +5960-WPXQM,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.05,79.05,Yes +0684-AOSIH,Male,0,Yes,No,1,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95,95,Yes +8260-NGFNY,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.2,25.2,Yes +1309-XGFSN,Male,1,Yes,Yes,52,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,80.85,4079.55,No +1866-RZZQS,Male,1,No,No,41,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.4,4187.75,Yes +6968-URWQU,Male,0,Yes,No,43,Yes,No,DSL,No,No,No,No,Yes,No,One year,Yes,Mailed check,56.35,2391.15,No +4742-TXUEX,Female,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.3,890.5,No +9631-XEYKE,Male,0,No,No,3,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),50.4,137.25,No +8631-NBHFZ,Male,1,Yes,Yes,66,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),79.4,5154.6,Yes +1335-MXCSE,Male,0,Yes,Yes,55,Yes,No,DSL,No,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),55.25,3119.9,No +8873-TMKGR,Male,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.1,529.5,No +8800-JOOCF,Female,0,No,Yes,12,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.05,966.55,No +1469-LBJQJ,Female,0,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.2,6936.85,No +4958-XCBDQ,Male,1,No,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.4,3496.3,Yes +8337-UPOAQ,Male,1,Yes,No,10,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,89.8,914.3,Yes +0064-YIJGF,Male,0,Yes,Yes,27,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.75,1929,No +2386-OWURY,Female,0,No,No,58,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,95.3,5817.7,No +1725-IQNIY,Male,0,Yes,No,54,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),109.75,6110.2,Yes +0310-VQXAM,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,178.8,No +6598-RFFVI,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.3,28.3,Yes +3453-RTHJQ,Male,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.1,435,No +6712-OAWRH,Female,1,No,No,26,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.25,2351.8,Yes +6278-FEPBZ,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,186.15,No +4280-DLSHD,Male,0,Yes,No,8,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,54.75,445.85,No +1508-DFXCU,Male,0,No,No,12,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,81.45,912,No +8614-VGMMV,Female,0,No,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.1,679.55,Yes +7868-BGSZA,Male,0,Yes,No,43,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,80.2,3581.6,No +2800-QQUSO,Male,0,No,No,42,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,100.3,4222.95,No +2930-UOTMB,Female,0,No,No,31,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),65.25,1994.3,Yes +7973-DZRKH,Female,0,No,Yes,66,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),90.95,5930.05,No +5914-DVBWJ,Female,1,No,No,18,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,85.45,1505.85,Yes +7698-YFGEZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,20,No +2533-QVMSK,Male,0,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Two year,Yes,Electronic check,94.1,5638.3,Yes +9773-PEQBZ,Male,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,79.85,797.25,No +8644-XLFBW,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.65,71.65,Yes +0650-BWOZN,Female,1,No,No,18,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,73.55,1359.45,No +8625-AZYZY,Male,0,Yes,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.65,2542.45,Yes +7785-RDVIG,Female,0,Yes,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.3,54.7,No +9602-WCXPI,Male,0,No,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.15,989.05,No +2903-YYTBW,Male,0,Yes,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.55,44.55,No +3620-MWJNE,Male,0,No,No,2,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,54.45,87.3,No +8573-JGCZW,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.65,351.55,No +6837-HAEVO,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,105,7297.75,No +6701-YVNQG,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),88.7,6301.7,No +9306-CPCBC,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.25,210.3,Yes +4304-XUMGI,Male,1,Yes,Yes,50,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Bank transfer (automatic),75.15,3822.45,No +9504-YAZWB,Female,0,No,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.25,1048.45,No +8819-ZBYNA,Female,0,Yes,No,58,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),109.1,6393.65,No +6174-NRBTZ,Male,0,No,No,46,No,No phone service,DSL,Yes,No,No,No,No,No,One year,Yes,Bank transfer (automatic),30.75,1489.3,No +9481-IEBZY,Male,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),112.9,8061.5,No +1833-VGRUM,Female,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.2,74.2,Yes +6137-NICCO,Female,0,Yes,Yes,6,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,94.05,518.75,No +9065-ZCPQX,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),78.85,5763.15,No +6402-EJMWF,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,55.3,238.5,No +3620-EHIMZ,Female,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.35,1031.7,No +3213-VVOLG,Male,0,Yes,Yes,0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.35, ,No +6870-ECSHE,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.45,34.8,No +8747-UDCOI,Female,0,Yes,No,65,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.35,1319.95,No +8374-XGEJJ,Male,1,Yes,No,43,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101,4388.4,Yes +2656-TABEH,Male,0,Yes,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.2,420.2,Yes +6946-LMSQS,Male,1,Yes,No,25,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,One year,Yes,Electronic check,89.05,2177.45,Yes +4626-OZDTJ,Female,0,Yes,No,51,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),78.65,3950.85,No +9169-BSVIN,Male,0,No,No,12,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),74.75,827.05,No +2325-ZUSFD,Female,0,Yes,Yes,57,Yes,No,DSL,Yes,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),70.1,3913.3,Yes +8194-PEEBY,Female,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.9,533.5,No +6872-HXFNF,Female,0,Yes,No,64,Yes,Yes,DSL,No,No,Yes,Yes,No,No,One year,No,Bank transfer (automatic),58.35,3756.45,No +3932-CMDTD,Female,0,No,No,4,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,105.65,443.9,Yes +7714-YXSMB,Female,0,No,No,26,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.5,2599.95,No +8387-UGUSU,Female,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,284.3,No +1080-BWSYE,Male,1,Yes,No,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.65,1740.8,No +4039-HEUNW,Male,1,Yes,No,36,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.5,3436.1,Yes +1194-HVAIF,Female,0,Yes,No,27,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),95,2462.55,No +0812-WUPTB,Male,1,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.85,70.85,Yes +3594-UVONA,Female,0,No,No,35,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),85.95,3110.1,Yes +0004-TLHLJ,Male,0,No,No,4,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,73.9,280.85,Yes +1767-TGTKO,Female,0,Yes,Yes,8,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.45,411.75,No +8439-LTUGF,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20,198.6,No +8805-JNRAZ,Female,0,No,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,49.2,103.7,No +5089-IFSDP,Female,0,Yes,No,58,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.45,6144.55,Yes +6418-HNFED,Male,0,Yes,No,51,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),83.25,4089.45,No +0206-OYVOC,Female,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.25,864.2,No +7291-CDTMJ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.65,19.65,No +7128-GGCNO,Male,0,No,No,46,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),72.8,3249.4,No +0237-YFUTL,Female,0,Yes,No,50,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),109.65,5405.8,No +7691-KGKGP,Male,0,Yes,Yes,53,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,No,Credit card (automatic),65,3363.8,No +6710-HSJRD,Male,0,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,114.1,7132.15,No +3675-EQOZA,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.65,93.55,No +0840-DCNZE,Male,0,No,No,47,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),86.95,4138.9,No +1732-FEKLD,Female,0,No,No,54,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),94.75,5121.75,No +9862-KJTYK,Male,0,No,Yes,19,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),25.35,566.1,No +0479-HMSWA,Female,0,No,Yes,26,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,105.45,2715.3,No +5854-KSRBJ,Male,0,Yes,Yes,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.4,1782.05,No +0365-BZUWY,Male,0,Yes,No,17,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,102.55,1742.5,No +4817-VYYWS,Female,0,No,No,30,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.2,2983.8,Yes +5701-SVCWR,Female,0,No,Yes,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24,24,No +3129-AAQOU,Female,0,Yes,Yes,19,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.6,485.9,No +4922-CVPDX,Female,0,Yes,No,26,Yes,No,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),73.5,1905.7,No +1396-QWFBJ,Female,0,Yes,Yes,21,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.05,1565.7,Yes +1357-BIJKI,Male,0,Yes,No,50,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,98.25,4858.7,No +1099-BTKWT,Female,0,Yes,No,68,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,54.4,3723.65,No +5299-SJCZT,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),101.55,298.35,Yes +2018-PZKMU,Male,0,Yes,Yes,9,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,103.1,970.45,No +7340-KEFQE,Female,0,Yes,Yes,51,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),34.2,1782,No +4570-QHXHL,Female,0,No,No,9,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,43.75,405.7,No +2403-BCASL,Male,1,Yes,Yes,41,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.95,4534.9,Yes +7392-YYPYJ,Male,0,No,No,22,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.65,2415.95,No +2898-LSJGD,Female,0,Yes,Yes,21,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,55.95,1157.05,Yes +2223-GDSHL,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.05,8297.5,No +7359-PTSXY,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.75,45.75,Yes +9470-RTWDV,Male,0,Yes,Yes,26,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),82,2083.1,No +2176-OSJUV,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),65.15,4681.75,No +9348-YVOMK,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.8,176.2,No +8104-OSKWT,Female,0,No,No,12,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,79.8,1001.2,No +4521-YEEHE,Female,0,Yes,No,18,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,88.85,1594.75,No +4090-KPJIP,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,212.4,No +3786-WOVKF,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),106.85,7677.4,No +4503-BDXBD,Male,0,No,No,11,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,74.95,815.5,Yes +6086-ESGRL,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Credit card (automatic),80.15,80.15,Yes +2592-HODOV,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.3,259.65,No +3886-CERTZ,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,109.25,8109.8,Yes +7995-ZHHNZ,Male,0,Yes,No,42,Yes,Yes,DSL,Yes,No,No,No,No,No,One year,No,Credit card (automatic),56.1,2386.85,No +3824-RHKVR,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.7,340.35,No +5816-SCGFC,Female,1,No,No,7,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,51.3,419.35,No +5989-AXPUC,Female,0,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,118.6,7990.05,No +4979-HPRFL,Male,0,Yes,Yes,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.15,1402.25,No +8590-OHDIW,Female,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.3,749.35,No +8015-IHCGW,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,115.5,8425.15,No +2332-TODQS,Female,0,No,No,48,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),25.05,1171.5,No +9278-VZKCD,Female,1,Yes,No,52,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,109.1,5647.95,No +8008-OTEZX,Female,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,708.8,No +2773-OVBPK,Male,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),111.3,7567.2,No +5999-LCXAO,Female,0,No,No,1,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.9,29.9,No +5206-XZZQI,Male,0,No,No,53,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,80.6,4348.1,No +4803-LBYPN,Male,0,Yes,Yes,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.8,635.9,No +5759-RCVCB,Female,0,No,No,3,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,No,Credit card (automatic),35.2,108.95,Yes +6372-RFVNS,Female,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,78.8,78.8,Yes +2139-FQHLM,Male,0,No,No,19,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,No,Mailed check,89.95,1682.4,No +8261-GWDBQ,Female,1,Yes,No,60,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.05,6925.9,No +1093-YSWCA,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.55,223.15,No +8938-UMKPI,Female,0,No,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.4,5127.95,Yes +0991-BRRFB,Male,0,No,No,18,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,49.4,874.8,Yes +3882-IYOIJ,Female,0,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),115.25,6758.45,No +8749-TZYEC,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.8,1874.3,No +1755-FZQEC,Male,0,No,No,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.9,791.15,No +3115-JPJDD,Female,0,Yes,No,59,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),81.25,4639.45,No +5600-KTXFM,Male,0,Yes,Yes,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,69.95,143.9,No +3871-IKPYH,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.1,69.1,Yes +6319-IEJWJ,Male,0,Yes,Yes,20,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.2,1776.55,Yes +9025-AOMKI,Female,0,No,No,6,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),93.55,536.4,Yes +6339-TBELP,Male,0,No,No,71,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),86.4,6172,No +7964-YESJC,Female,0,Yes,No,24,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,66.3,1559.45,No +6173-GOLSU,Male,1,Yes,No,67,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.65,6079,No +5275-SQEIZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,80.85,80.85,Yes +7716-YTYHG,Female,0,Yes,Yes,48,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,One year,Yes,Mailed check,82.05,4029.95,Yes +9938-ZREHM,Female,0,Yes,No,37,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,One year,No,Mailed check,72.1,2658.4,No +7950-XWOVN,Male,0,No,No,11,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,34.7,383.55,No +4390-KYULV,Male,0,Yes,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.55,51.15,Yes +4647-MUZON,Female,0,Yes,No,18,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),95.95,1745.5,No +9702-AIUJO,Male,0,Yes,Yes,50,Yes,No,DSL,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),44.8,2230.85,No +8849-PRIQJ,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,109.4,7281.6,No +8851-RAGOV,Female,0,Yes,No,25,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,71.05,1837.7,No +1304-NECVQ,Female,1,No,No,2,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,78.55,149.55,Yes +5396-IZEPB,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.7,180.7,No +1729-VLAZJ,Female,0,No,Yes,10,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Mailed check,40.25,411.45,No +8285-ABVLB,Female,0,Yes,No,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.85,1328.35,No +0701-TJSEF,Male,0,No,No,9,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),68.25,576.95,No +5712-VBOXD,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.15,68.45,No +6629-LADHQ,Female,0,No,No,2,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,50.95,123.05,No +8945-GRKHX,Female,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,78.65,78.65,Yes +1559-DTODC,Male,0,No,No,19,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),25.15,468.35,No +4797-MIWUM,Male,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.25,174.7,No +6959-UWKHF,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,42.9,42.9,Yes +8720-RQSBJ,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44,44,No +4537-CIBHB,Female,0,Yes,Yes,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.25,172.35,No +3815-SLMEF,Female,0,No,No,3,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,34.25,139.35,Yes +5154-VEKBL,Female,0,No,No,9,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Mailed check,58.5,539.85,Yes +4324-AHJKS,Female,0,No,No,5,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),55.8,300.4,No +4355-CVPVS,Female,0,Yes,Yes,56,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,No,Bank transfer (automatic),88.9,4968,No +4495-LHSSK,Female,0,No,Yes,18,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,57.65,992.7,No +5655-JSMZM,Male,1,No,No,49,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.2,4718.25,Yes +5915-ANOEI,Male,0,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,79.15,5536.5,No +9861-PDSZP,Female,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.05,7806.6,No +4505-EXZHB,Female,1,No,No,6,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,74.4,434.1,Yes +7225-CBZPL,Male,1,Yes,No,17,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.8,1563.9,No +6704-UTUKK,Male,0,Yes,No,29,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,45.9,1332.4,No +4587-VVTOX,Female,0,Yes,No,6,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.3,545.2,Yes +2019-HDCZY,Male,0,Yes,No,63,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Electronic check,102.6,6296.75,No +4652-NNHNY,Male,0,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),73.85,1284.2,Yes +8788-DOXSU,Male,0,No,No,59,Yes,No,DSL,No,No,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),61.35,3645.5,No +7404-JLKQG,Female,0,No,No,3,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,57.55,161.45,No +7421-ZLUPA,Female,0,No,No,8,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,29.25,226.95,No +8972-HJWNV,Female,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.55,646.85,Yes +3274-NSDWE,Female,0,No,No,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.6,1441.65,No +2632-IVXVF,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),111.75,7511.3,No +3692-JHONH,Female,1,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.5,5621.85,No +8915-NNTRC,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),107.7,7919.8,No +5914-GXMDA,Female,0,Yes,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.3,593.2,No +7463-IFMQU,Female,0,Yes,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.05,1423.65,No +2920-RNCEZ,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.95,69.95,No +2541-YGPKE,Male,0,Yes,Yes,42,Yes,No,DSL,Yes,No,No,Yes,No,Yes,One year,No,Credit card (automatic),63.7,2763.35,No +8515-OCTJS,Female,0,No,No,25,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.75,692.1,Yes +5382-TEMLV,Male,0,No,No,45,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),50.9,2298.55,No +3441-CGZJH,Female,0,Yes,Yes,43,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),60.4,2640.55,No +9592-ERDKV,Male,0,Yes,No,37,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,No,Mailed check,79.25,2911.8,No +2860-RANUS,Female,1,No,No,20,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.8,1727.5,Yes +5261-QSHQM,Female,0,No,No,4,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.45,86.6,Yes +4778-IZARL,Male,0,Yes,No,63,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.1,6705.7,No +0432-CAJZV,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,90.7,237.65,No +7008-LZVOZ,Male,0,Yes,Yes,66,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.3,1672.35,No +8868-WOZGU,Male,0,No,No,28,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.7,2979.5,Yes +1200-TUZHR,Female,1,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.2,695.75,No +9365-CSLBQ,Male,0,No,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.35,1654.6,No +1334-FJSVR,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.25,24.25,Yes +5884-FBCTL,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.1,1857.85,No +7130-CTCUS,Male,1,Yes,No,16,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),54.55,825.1,No +6242-FEGFD,Male,0,Yes,No,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,96.6,6424.25,No +7625-XCQRH,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.5,837.95,Yes +6194-HBGQN,Male,0,No,No,51,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),81.15,4126.2,No +7634-WSWDB,Female,0,No,Yes,8,No,No phone service,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,38.5,330.8,No +6986-IXNDM,Male,0,No,No,14,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.9,1337.45,No +1731-TVIUK,Female,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,93.5,362.2,Yes +2987-BJXIK,Female,0,No,No,70,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Mailed check,84.7,5991.05,No +9769-TSBZE,Female,0,No,Yes,70,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Electronic check,66,4891.5,No +0406-BPDVR,Female,1,Yes,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),101.5,5373.1,Yes +0618-XWMSS,Male,0,No,Yes,28,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.9,2068.55,Yes +1395-WSWXR,Male,0,No,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.75,487.05,No +6023-GSSXW,Female,0,Yes,No,69,Yes,No,DSL,No,Yes,No,No,No,Yes,Two year,Yes,Credit card (automatic),61.45,4131.2,No +6752-APNJL,Male,0,Yes,Yes,42,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,54.5,2301.15,No +5276-KQWHG,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.6,131.65,Yes +0420-HLGXF,Female,1,No,No,39,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.75,4036,No +7446-KQISO,Male,0,Yes,Yes,45,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.75,4900.65,No +9823-EALYC,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),80.85,5727.45,No +0582-AVCLN,Female,0,No,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.3,743.05,No +5803-NQJZO,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),67.8,4804.65,No +2565-JSLRY,Male,0,No,No,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,24.05,24.05,Yes +2607-DHDAK,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.8,1414.65,No +1073-XXCZD,Male,0,Yes,No,55,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.7,1443.65,No +0743-HRVFF,Female,0,Yes,Yes,51,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,56.15,2898.95,No +4006-HKYHO,Male,0,No,No,63,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),86.7,5309.5,No +3727-JEZTU,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,20.4,No +8143-ETQTI,Female,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.65,451.55,No +6689-KXGBO,Female,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,50.55,50.55,Yes +9667-TKTVZ,Female,0,No,No,2,Yes,Yes,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,54.35,117.05,No +3657-COGMW,Female,1,No,No,52,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),108.1,5839.3,No +8570-KLJYJ,Female,0,No,No,36,Yes,Yes,DSL,Yes,No,No,No,No,No,One year,No,Mailed check,54.45,1893.5,No +7754-IXRMC,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.35,45.35,No +9473-CBZOP,Female,0,No,No,28,Yes,Yes,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,59,1654.45,No +2969-WGHQO,Female,0,Yes,Yes,7,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Electronic check,69.45,477.05,No +6615-NGGZJ,Male,0,No,No,14,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.55,1415.55,Yes +4334-HOWRP,Male,1,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),64.95,4546,No +4255-DDUOU,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.5,20.5,Yes +5863-OOKCL,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.85,163.2,No +1686-STUHN,Male,0,No,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.8,849.9,No +1329-VHWNP,Female,0,No,No,7,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),25.05,189.95,No +2984-MIIZL,Male,0,No,No,4,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.8,321.9,Yes +0266-GMEAO,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),114.3,8058.55,No +5590-YRFJT,Female,0,Yes,No,20,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.45,482.8,Yes +5574-NXZIU,Male,0,No,No,63,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),109.2,7049.75,No +0019-GFNTW,Female,0,No,No,56,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),45.05,2560.1,No +4256-ZWTZI,Female,0,No,Yes,5,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,51,286.8,No +8309-PPCED,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.45,7982.5,No +4098-NAUKP,Male,1,Yes,Yes,68,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.65,5683.6,No +5196-WPYOW,Male,0,Yes,Yes,67,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Mailed check,60.05,3994.05,No +4608-LCIMN,Male,0,Yes,Yes,8,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.65,369.15,No +1485-YDHMM,Male,0,Yes,Yes,52,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),93.25,4631.7,No +4054-CUMIA,Female,0,Yes,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.25,401.95,No +0603-TPMIB,Female,0,Yes,Yes,59,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.45,1534.05,No +2525-GVKQU,Female,0,No,No,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.6,1093,No +8161-QYMTT,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.1,701.3,No +9581-GVBXT,Male,0,Yes,Yes,59,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,34.8,1980.3,No +5862-BRIXZ,Male,0,No,No,46,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),60.75,2893.4,No +5404-GGUKR,Male,0,No,No,5,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,51.35,262.3,No +3308-JSGML,Male,1,Yes,No,59,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),64.05,3886.85,No +2126-GSEGL,Female,0,Yes,No,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),84.8,5917.55,No +3677-TNKIO,Female,0,No,No,14,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),71,914,Yes +0440-QEXBZ,Female,0,No,No,44,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.15,2139.1,No +2434-EEVDB,Female,0,Yes,No,64,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),94.6,5948.7,No +6762-QVYJO,Female,0,Yes,Yes,58,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,59.75,3624.35,No +6199-IWKGC,Female,1,Yes,No,46,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,No,Electronic check,100.25,4753.85,No +2675-DHUTR,Male,1,Yes,No,58,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.9,5780.7,No +8152-VETUR,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Credit card (automatic),97.7,6869.7,No +9667-EQRXU,Female,1,No,No,30,No,No phone service,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,40.3,1172.95,Yes +7446-YPODE,Male,1,No,No,11,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),60.25,662.95,No +9522-BNTHX,Female,1,No,No,34,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,56.25,1765.95,No +4676-WLUHT,Male,0,No,No,54,No,No phone service,DSL,Yes,Yes,No,No,No,Yes,Two year,No,Bank transfer (automatic),46.2,2431.95,No +3329-WDIOK,Female,0,No,No,3,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.6,155.35,Yes +7980-MHFLQ,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.9,1859.2,No +2873-ZLIWT,Female,0,Yes,Yes,40,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,84.85,3303.05,Yes +3415-TAILE,Female,0,Yes,Yes,2,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,65.7,134.35,Yes +0757-WCUUZ,Male,0,Yes,Yes,54,Yes,Yes,DSL,No,No,Yes,No,No,Yes,Two year,No,Credit card (automatic),63.35,3409.1,No +1629-DQQVB,Female,0,No,No,14,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),50.1,709.5,No +1915-IOFGU,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.5,70.5,Yes +3045-XETSH,Female,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,94.85,953.45,Yes +0374-AACSZ,Female,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,50.15,50.15,No +7239-HZZCX,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,19.75,Yes +4872-VXRIL,Male,0,No,No,56,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),64.65,3665.55,No +9140-CZQZZ,Female,0,Yes,No,68,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),79.6,5515.8,No +3423-HHXAO,Female,0,Yes,Yes,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.5,272,No +9938-TKDGL,Male,0,Yes,Yes,68,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Electronic check,99.55,6668,No +0531-ZZJWQ,Male,1,Yes,No,55,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74,4052.4,No +6537-QLGEX,Female,0,No,No,16,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,38.9,664.4,No +2688-BHGOG,Male,1,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.55,718.55,No +7683-CBDKJ,Male,0,Yes,Yes,14,Yes,No,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,65.45,937.6,Yes +0946-CLJTI,Male,1,Yes,No,58,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.7,5812.6,Yes +3160-TYXLT,Male,0,No,No,53,No,No phone service,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),46.3,2546.85,No +1325-USMEC,Male,0,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),99.35,6944.5,No +0916-QOFDP,Female,1,Yes,Yes,14,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.8,1346.3,No +0628-CNQRM,Male,0,Yes,Yes,22,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),67.5,1544.05,Yes +5606-AMZBO,Female,0,Yes,No,10,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),78.15,765.15,No +6199-IPCAO,Female,0,Yes,Yes,29,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,26.1,692.55,No +7665-TOALD,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.6,69.6,Yes +0112-QWPNC,Male,0,Yes,No,49,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,84.35,4059.35,Yes +0324-BRPCJ,Female,1,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.2,6851.65,Yes +2777-PHDEI,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,78.05,78.05,Yes +5640-CAXOA,Female,0,No,No,30,No,No phone service,DSL,No,No,No,Yes,No,Yes,One year,Yes,Credit card (automatic),40.35,1187.05,No +2235-EZAIK,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),79.2,5401.9,No +3847-BAERP,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.9,247,No +1196-AMORA,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,73.6,520,Yes +4282-YMKNA,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.75,706.6,Yes +1453-RZFON,Female,0,No,Yes,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,49.9,49.9,No +8263-OKETD,Female,0,No,No,20,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),68.9,1370.35,No +0670-KDOMA,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.25,20.25,No +2476-YGEFM,Female,0,No,No,29,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),76,2215.25,No +8687-BAFGU,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,74,74,No +0641-EVBOJ,Male,0,No,No,3,Yes,No,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,82.3,214.4,No +0829-XXPLX,Female,0,No,No,20,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.4,1871.15,No +9974-JFBHQ,Male,0,No,Yes,64,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.15,6171.2,No +5356-RHIPP,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.2,20.2,Yes +6624-JDRDS,Female,0,No,No,6,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),29.45,161.45,No +0608-JDVEC,Male,0,Yes,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,19.8,1013.2,No +9780-FKVVF,Male,0,No,No,6,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),59.15,336.7,No +1919-RTPQD,Male,0,Yes,Yes,7,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.75,333.65,No +5214-NLTIT,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),90.8,6511.8,No +3345-PBBFH,Male,0,Yes,No,8,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.55,393.45,No +5055-BRMNE,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),106.7,7009.5,No +9189-JWSHV,Female,1,Yes,No,24,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.55,2264.05,Yes +2190-PHBHR,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Two year,Yes,Credit card (automatic),94.45,6921.7,No +2650-GYRYL,Male,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.45,600.25,No +0746-JTRFU,Male,0,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.05,56.35,Yes +5208-FVQKB,Male,0,Yes,No,70,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Two year,No,Mailed check,67.95,4664.15,No +7184-LRUUR,Female,0,No,No,22,Yes,No,DSL,No,Yes,Yes,No,Yes,No,One year,No,Bank transfer (automatic),65.25,1441.8,No +6627-CFOSN,Female,0,No,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),99.45,5623.7,No +3982-JGSFD,Male,0,No,No,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.35,695.85,No +1574-DYCWE,Female,0,Yes,Yes,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.95,1028.75,No +7247-XOZPB,Male,0,Yes,No,53,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),77.4,4155.95,No +2466-FCCPT,Female,0,Yes,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.7,395.6,No +6211-WWLTF,Male,0,Yes,No,63,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),99.7,6330.4,No +4826-TZEVA,Female,0,No,No,40,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),74.8,2971.7,No +6016-NXBNJ,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.15,638,No +9138-EFSMO,Male,0,Yes,Yes,26,Yes,No,Fiber optic,No,No,No,No,No,Yes,One year,No,Bank transfer (automatic),78.95,2034.25,No +0576-WNXXC,Male,1,Yes,No,27,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,95.55,2510.2,Yes +4632-XJMEX,Male,0,No,Yes,53,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Credit card (automatic),62.85,3419.5,No +8910-LEDAG,Male,1,Yes,No,34,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),71.55,2427.35,No +3452-GWUIN,Female,1,Yes,No,19,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.95,1760.25,No +2716-GFZOR,Male,0,Yes,No,43,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),86.1,3551.65,No +3724-UCSHY,Male,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,122.9,No +8626-XHBIE,Male,0,No,Yes,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.8,1424.2,No +4628-CTTLA,Male,0,No,No,57,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,39.3,2111.45,Yes +3192-LNKRK,Male,0,Yes,Yes,34,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,84.05,2909.95,No +4439-YRNVD,Female,0,No,No,10,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,36.25,374,No +2876-VBBBL,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.25,20.25,Yes +6834-NXDCA,Female,0,No,No,13,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,23.9,300.8,Yes +2208-UGTGR,Male,0,No,No,56,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,98.6,5581.05,No +3005-TYFRD,Female,0,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),103.65,5676.65,No +8670-MEFCP,Female,0,Yes,Yes,36,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),92.9,3379.25,No +3079-BCHLN,Male,0,Yes,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.9,942.95,No +7777-UNYHB,Female,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.1,232.4,No +5597-GLBUC,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,85.45,85.45,Yes +7278-CKDNC,Male,1,No,No,24,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.5,2088.45,No +2748-MYRVK,Female,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Bank transfer (automatic),99.9,6137,Yes +8450-UYIBU,Female,1,No,No,35,No,No phone service,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,39.85,1434.6,No +2969-VAPYH,Female,0,No,No,67,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Credit card (automatic),60.5,3870,No +4822-YCXMX,Male,0,No,No,25,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.8,2043.45,Yes +7181-OQCUT,Male,0,No,No,21,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,103.85,2215,No +8474-UMLNT,Female,0,No,No,13,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),67.8,842.25,No +9821-POOTN,Male,0,Yes,No,35,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.2,2576.2,Yes +3836-FZSDJ,Male,1,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.85,1901,No +9142-XMYJH,Female,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.35,601.6,No +6559-ILWKJ,Male,0,Yes,No,71,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Two year,No,Electronic check,49.35,3515.25,Yes +0187-QSXOE,Male,1,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89,605.45,No +7733-UDMTP,Female,1,No,No,57,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,55,3094.05,No +2649-HWLYB,Male,0,Yes,No,65,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),76.15,4929.55,No +5214-CHIWJ,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.3,595.05,No +4229-CZMLL,Male,0,No,No,6,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.9,469.8,Yes +6904-JLBGY,Female,1,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),117.35,8436.25,No +2465-BLLEU,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.75,19.75,No +1685-VAYJF,Male,0,No,No,11,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),45.2,492,No +8874-EJNSR,Male,0,Yes,Yes,39,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.2,987.95,No +6917-YACBP,Female,1,No,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,89.75,5496.9,No +5049-MUBWG,Male,0,No,No,26,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),75,1908.35,No +4223-WOZCM,Male,1,No,No,2,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,49.95,107.1,No +0769-MURVM,Female,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),65.7,4575.35,No +9253-VIFJQ,Male,0,Yes,No,65,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,One year,No,Credit card (automatic),67.05,4309.55,No +7030-FZTFM,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),110.9,7922.75,No +9741-YLNTD,Male,0,No,No,6,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),87.95,522.35,No +5917-RYRMG,Male,1,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.8,587.7,No +5120-ZBLAI,Female,0,Yes,No,50,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),75.7,3876.2,No +1194-BHJYC,Male,0,Yes,No,61,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,62.15,3778.85,No +3663-MITLP,Female,0,No,No,15,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.25,1457.25,Yes +0906-QVPMS,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),115.15,8349.45,No +9025-ZRPVR,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,18.95,185.6,Yes +1905-OEILC,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.5,19.5,No +7858-GTZSP,Female,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.55,1066.9,No +3285-UCQVC,Female,0,No,No,37,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),28.6,973.55,Yes +6248-BSHKG,Male,0,Yes,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.4,1226.45,No +4685-TFLLS,Male,0,Yes,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.8,342.3,No +3470-BTGQO,Male,0,No,Yes,21,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.65,985.05,No +1209-VFFOC,Male,0,Yes,Yes,68,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,56.4,3948.45,No +8224-DWCKX,Male,1,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.3,828.05,No +5482-PLVPE,Female,1,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.35,41.85,Yes +4553-DVPZG,Female,0,Yes,No,62,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.35,6164.7,No +4902-OHLSK,Female,1,No,No,29,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,98.65,2862.75,Yes +6917-IAYHD,Male,0,No,Yes,1,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,33.6,33.6,No +0495-ZBNGW,Male,1,Yes,No,5,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.9,343.95,Yes +8620-RJPZN,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.7,20.7,No +7572-KPVKK,Male,0,No,Yes,62,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,104.05,6590.5,No +2642-MAWLJ,Female,0,Yes,Yes,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.25,717.95,No +2357-COQEK,Female,1,No,No,28,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,103.3,2890.65,Yes +7103-ZGVNT,Female,0,Yes,Yes,69,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,One year,No,Credit card (automatic),73.7,4885.85,No +3737-GCSPV,Female,0,Yes,No,11,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),96.2,1222.05,Yes +2027-WKXMW,Female,0,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,108.75,6871.7,No +7137-NAXML,Male,0,No,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.15,405.6,No +2428-ZMCTB,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.75,208.25,No +2961-VNFKL,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.95,1801.9,No +1768-HNVGJ,Female,1,No,No,45,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,70.05,3062.45,No +6963-KQYQB,Female,0,Yes,Yes,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.05,1764.75,No +5934-RMPOV,Female,0,No,Yes,22,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.75,1816.75,No +1207-BLKSA,Female,0,Yes,Yes,52,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,23.05,1255.1,No +4088-YLDSU,Male,0,Yes,No,55,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,104.15,5743.05,Yes +8316-BBQAY,Female,0,No,No,65,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),59.95,3921.1,No +1166-PQLGG,Female,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.55,1463.45,No +3146-JTQHR,Male,0,Yes,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.6,189.45,No +4291-YZODP,Female,0,No,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.05,96.8,No +4395-PZMSN,Male,1,No,No,5,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.55,408.5,No +6427-FEFIG,Female,0,Yes,Yes,24,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),78.6,1846.65,No +0017-IUDMW,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.8,8456.75,No +8706-HRADD,Male,0,No,No,21,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,43.55,1011.5,No +9955-QOPOY,Male,0,Yes,No,69,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),60.8,4263.4,No +4385-ZKVNW,Male,0,Yes,Yes,44,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),54.9,2549.1,No +5446-DKWYW,Female,1,Yes,Yes,61,Yes,Yes,DSL,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,65.2,3965.05,No +2034-CGRHZ,Male,1,No,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.95,2496.7,Yes +5797-APWZC,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,90.6,90.6,Yes +3683-QKIUE,Female,0,No,No,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),50.8,288.05,Yes +4228-ZGYUW,Male,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.05,368.1,Yes +9031-ZVQPT,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,108.2,7840.6,No +2990-IAJSV,Male,0,No,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),92,6632.75,No +8107-KNCIM,Male,1,Yes,No,14,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.1,1013.35,No +9027-YFHQJ,Male,0,No,No,7,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),25.05,152.95,No +5176-LDKUH,Female,0,No,No,48,Yes,No,Fiber optic,No,Yes,No,No,No,No,One year,No,Electronic check,75.15,3772.65,No +4644-OBGFZ,Male,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.5,1026.35,No +7926-IJOOU,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.3,19.3,No +6480-YAGIY,Male,0,No,No,45,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),112.2,5031.85,No +4029-HPFVY,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.3,220.4,No +7602-DBTOU,Female,0,Yes,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,1416.5,No +5345-BMKWB,Male,0,Yes,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,158.35,No +3519-ZKXGG,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.85,256.6,Yes +5457-COLHT,Male,0,Yes,Yes,69,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),80.65,5542.55,No +6416-TVAIH,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,68.5,68.5,Yes +5451-YHYPW,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),115.75,8443.7,No +5108-ADXWO,Male,0,No,No,11,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.5,791.75,Yes +7998-WNZEM,Male,0,No,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),80.6,5708.2,No +3066-RRJIO,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.95,69.95,Yes +4664-NJCMS,Female,0,Yes,No,33,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),59.55,2016.3,No +0307-BCOPK,Female,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.05,326.65,No +7629-WFGLW,Female,1,Yes,No,56,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,No,Electronic check,95.65,5471.75,No +2542-HYGIQ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.95,19.95,No +6715-OFDBP,Male,0,No,No,5,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,70.05,346.4,Yes +5016-LIPDW,Male,0,Yes,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.4,1061.6,No +6481-LXPWL,Male,0,Yes,Yes,56,No,No phone service,DSL,No,Yes,Yes,No,No,No,One year,Yes,Credit card (automatic),36.1,1971.5,No +1567-DSCIC,Male,0,No,No,8,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,94,773.65,Yes +2150-UWTFY,Female,0,Yes,Yes,22,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,61.15,1422.05,Yes +6124-ACRHJ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,19.75,No +9362-MWODR,Female,0,No,Yes,40,Yes,No,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),64.1,2460.35,No +9975-GPKZU,Male,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.75,856.5,No +9625-RZFUK,Male,0,Yes,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,1275.85,No +5153-LXKDT,Male,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,110.2,7467.5,No +5161-UBZXI,Male,0,Yes,Yes,69,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),106.35,7261.75,No +1020-JPQOW,Female,0,Yes,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,90.55,5116.6,No +7919-ZODZZ,Female,0,Yes,Yes,10,Yes,No,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Mailed check,65.9,660.05,No +0565-JUPYD,Male,0,No,No,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,One year,No,Credit card (automatic),104.5,6590.8,No +6867-ACCZI,Female,0,Yes,Yes,24,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,52.5,1208.15,No +5939-XAIXZ,Female,0,No,No,19,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,56.1,1033.9,No +9054-FOWNV,Male,0,Yes,Yes,22,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,88.75,1885.15,No +2683-BPJSO,Male,0,Yes,No,29,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,84.45,2467.1,Yes +2157-MXBJS,Male,0,Yes,No,13,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Mailed check,75.3,989.45,Yes +8207-VVMYB,Female,0,Yes,No,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),26,2006.95,No +9732-EQMWY,Female,0,Yes,No,49,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,99.4,5025,No +9360-AHGNL,Female,1,Yes,No,43,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,109.55,4830.25,Yes +1087-UDSIH,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.6,59.75,Yes +5269-NRGDP,Male,0,Yes,Yes,42,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,73.15,3088.25,No +6195-MELTI,Male,0,No,No,57,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Mailed check,54.65,3134.7,No +5485-WUYWF,Male,1,No,No,2,Yes,No,DSL,Yes,No,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),66.4,94.55,Yes +2121-JAFOM,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),115.55,8312.4,No +8818-DOPVL,Female,1,No,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.45,4863.85,No +2632-UCGVD,Male,1,Yes,No,66,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.05,6871.9,Yes +5445-PZWGX,Male,0,No,No,62,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,Yes,One year,No,Electronic check,102,6529.25,Yes +1227-UDMZR,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),91.15,6637.9,No +5198-HQAEN,Male,0,Yes,Yes,35,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,One year,Yes,Electronic check,89.7,3165.6,No +9170-CCKOU,Male,0,Yes,No,17,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Credit card (automatic),90.2,1454.15,Yes +2167-FQSTQ,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,92.4,6786.1,No +2819-GWENI,Female,0,Yes,Yes,28,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.9,543,No +1043-YCUTE,Male,0,Yes,No,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.15,1327.15,Yes +3814-MLAXC,Female,0,No,No,31,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),79.85,2404.15,Yes +3572-UUHRS,Male,0,No,No,45,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),18.85,867.3,No +2692-PFYTJ,Female,0,No,No,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,25.75,25.75,No +1226-UDFZR,Female,0,No,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,49.6,114.7,Yes +5955-EPOAZ,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.95,109.5,No +6821-JPCDC,Female,0,Yes,No,48,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,97.05,4692.95,No +8815-LMFLX,Male,0,Yes,Yes,25,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),25.4,546.85,No +9135-HSWOC,Male,0,Yes,Yes,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.7,1274.05,No +8582-KRHPJ,Male,0,No,No,50,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,35,1782.4,No +5811-IWXYM,Female,0,Yes,Yes,52,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),101.25,5301.1,No +7044-YAACC,Male,1,Yes,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.2,280.35,No +8189-XRIKE,Female,1,No,No,32,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,90.95,2897.95,No +1506-YJTYT,Male,0,Yes,Yes,45,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),73.85,3371,No +4123-DVHPH,Male,0,Yes,No,9,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,88.05,801.3,No +6425-YQLLO,Female,1,Yes,No,66,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),105.95,6975.25,Yes +5442-UTCVD,Male,0,No,Yes,3,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,91.85,257.05,Yes +2228-BZDEE,Female,0,No,No,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,1079.45,No +7734-DBOAI,Female,0,Yes,Yes,1,No,No phone service,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,40.1,40.1,Yes +2789-CZANW,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),110.3,6997.3,No +2091-RFFBA,Female,1,No,No,31,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.9,2217.15,Yes +2114-MGINA,Female,0,No,No,14,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,89.8,1129.1,Yes +7596-LDUXP,Female,0,No,No,12,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,One year,Yes,Credit card (automatic),85.15,979.05,No +3740-RLMVT,Male,1,Yes,No,67,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),60.95,4119.4,No +4489-SNOJF,Female,0,Yes,Yes,35,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,Month-to-month,No,Electronic check,72.25,2568.55,Yes +2192-OZITF,Female,0,No,No,45,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,Two year,No,Mailed check,73.55,3349.1,No +5651-CPDND,Male,0,No,No,10,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,46,492.1,No +2186-QZEYA,Female,1,No,No,29,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),58.55,1718.95,No +1131-ALZWV,Female,0,No,No,24,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.6,605.25,No +7729-XBTWX,Male,0,Yes,Yes,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.75,1344.5,No +9134-WYRVP,Male,0,No,No,51,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,One year,No,Mailed check,86.35,4267.15,No +3284-SVCRO,Female,0,Yes,No,45,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.5,1121.05,No +9732-OUYRN,Female,0,Yes,No,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19,918.7,No +0559-CKHUS,Female,0,Yes,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.55,521.8,No +2931-SVLTV,Male,0,Yes,Yes,40,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),110.1,4469.1,No +6899-PPEEA,Female,1,No,No,37,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.55,3580.3,Yes +7504-UWHNB,Male,0,No,No,25,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.75,1729.35,No +2582-FFFZR,Female,0,No,No,22,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.6,1073.3,No +8908-NMQTX,Male,0,No,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),65.6,4566.5,No +2187-LZGPL,Female,0,No,No,7,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),40.1,293.3,Yes +1431-AIDJQ,Male,0,Yes,Yes,33,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),82.1,2603.1,No +6288-LBEAR,Female,0,No,No,23,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,79.1,1783.75,No +4597-NUCQV,Male,1,No,No,24,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.25,2440.15,Yes +9019-QVLZD,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,79.55,79.55,Yes +8413-YNHNV,Male,0,No,No,69,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,90.65,6322.1,No +5808-TOTXO,Female,0,No,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.55,57.4,No +4369-NYSCF,Male,0,No,No,56,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),75.75,4284.65,No +6333-YDVLT,Male,0,No,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),110,7138.65,No +5324-KTGCG,Male,0,Yes,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,20.85,1539.75,No +5599-HVLTW,Female,1,No,No,14,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.35,1058.1,No +7394-LWLYN,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,123.8,No +3707-LRWZD,Female,0,No,No,32,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,One year,No,Electronic check,84.05,2781.85,Yes +6873-UDNLD,Male,0,No,No,40,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,67.45,2731,No +2700-LUEVA,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.75,20.75,No +1455-ESIQH,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.1,89.1,Yes +0958-YHXGP,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.9,497.3,No +1101-SSWAG,Female,0,Yes,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,51.1,711.15,No +2979-SXESE,Female,0,Yes,Yes,17,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,94.4,1607.2,Yes +4013-TLDHQ,Male,0,No,No,19,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,78.25,1490.95,Yes +5743-KHMNA,Male,0,No,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.55,1898.1,No +4194-FJARJ,Female,0,Yes,Yes,54,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),60,3273.95,No +5325-UWTWJ,Male,0,Yes,No,31,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),90.55,2929.75,No +3969-GYXEL,Female,0,No,No,11,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,76.4,838.7,No +9208-OLGAQ,Female,1,No,No,18,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,84.95,1443.65,No +3244-CQPHU,Female,1,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.1,7746.7,No +2674-MLXMN,Female,1,No,No,71,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.65,6951.15,No +9708-HPXWZ,Male,1,No,No,5,No,No phone service,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,No,Credit card (automatic),45.4,214.75,No +6992-TKNYO,Male,0,Yes,No,38,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,One year,No,Credit card (automatic),69,2669.45,No +4468-YDOVK,Male,0,No,Yes,5,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),48.65,235.2,No +3754-DXMRT,Male,1,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.15,92.65,Yes +5792-JALQC,Female,1,No,No,52,Yes,Yes,DSL,Yes,No,Yes,No,No,No,Two year,No,Bank transfer (automatic),59.85,3103.25,No +7130-VTEWQ,Female,1,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.75,606.25,Yes +2200-DSAAL,Female,0,No,No,68,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,80.65,5330.2,No +4302-ZYFEL,Male,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.55,1403.1,No +9351-LZYGF,Female,0,Yes,No,42,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),66.4,2727.8,No +4366-CTOUZ,Female,0,No,No,50,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,100.2,5038.45,No +6121-VZNQB,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.1,19.1,Yes +7903-CMPEY,Male,1,Yes,No,1,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.3,80.3,Yes +1518-OMDIK,Male,0,Yes,No,33,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.55,1462.6,No +6671-NGWON,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,150.6,No +0595-ITUDF,Male,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,91.8,5960.5,No +6996-KNSML,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,74.9,74.9,Yes +1955-IBMMB,Male,0,No,No,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.2,1192.3,No +0096-BXERS,Female,0,Yes,No,6,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,50.35,314.55,No +3806-YAZOV,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.8,56,No +7998-ZLXWN,Female,0,Yes,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.45,330.8,No +6253-WRFHY,Male,0,Yes,Yes,13,Yes,No,DSL,No,No,No,No,Yes,Yes,One year,Yes,Electronic check,64.75,877.35,No +9133-AYJZG,Female,0,No,No,23,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),98.7,2249.1,No +2675-OTVVJ,Male,1,Yes,No,31,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,89.45,2807.65,No +8680-CGLTP,Male,0,No,No,29,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Electronic check,58.75,1696.2,No +8430-TWCBX,Female,0,Yes,No,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.7,1032.05,No +5018-GWURO,Female,0,Yes,No,56,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),85.6,4902.8,No +6741-QRLUP,Female,0,No,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),80.3,4995.35,No +4737-HOBAX,Male,0,Yes,No,63,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),79.8,5034.05,No +0537-QYZZN,Male,1,Yes,Yes,24,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,79.85,1857.75,No +3340-QBBFM,Male,1,Yes,No,36,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,No,Credit card (automatic),54.1,1992.85,No +1704-NRWYE,Female,1,No,No,9,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.85,751.65,Yes +2592-SEIFQ,Male,0,No,No,3,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.75,66.95,Yes +8200-KLNYW,Female,0,Yes,No,21,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Mailed check,80.9,1714.95,No +3372-CDXFJ,Male,0,Yes,Yes,13,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.5,343.6,No +4781-ZXYGU,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.15,20.15,No +7632-YUTXB,Female,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.05,520.1,No +2718-YSKCS,Male,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.6,1387.45,No +9896-UYMIE,Male,0,No,No,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),114.3,7383.7,No +0853-NWIFK,Female,0,No,No,45,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,100.3,4483.95,No +8212-CRQXP,Female,0,Yes,No,22,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),80,1706.45,No +6980-CDGFC,Female,0,Yes,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.85,1327.4,No +7691-XVTZH,Female,0,Yes,No,68,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),89.95,5974.3,No +2520-SGTTA,Female,0,Yes,Yes,0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20, ,No +7481-ATQQS,Female,1,No,No,49,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.85,4515.85,Yes +2277-VWCNI,Female,1,No,No,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,48.75,179.85,No +1088-CNNKB,Male,0,Yes,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),80,5040.2,No +8642-GVWRF,Female,0,Yes,No,2,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),79.7,165,Yes +1930-BZLHI,Male,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.35,422.7,No +3400-ESFUW,Male,0,Yes,Yes,55,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),57.55,3046.4,Yes +5868-YTYKS,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.25,20.25,No +3525-DVKFN,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.4,358.05,No +1482-OXZSY,Male,0,No,No,30,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.4,2936.25,No +0377-JBKKT,Male,0,Yes,Yes,22,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,57.95,1271.8,No +5778-BVOFB,Female,0,No,No,9,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),59.5,530.05,No +3373-YZZYM,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.2,19.2,No +2057-ZBLPD,Female,0,Yes,No,21,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.5,1808.7,Yes +0228-MAUWC,Male,0,No,No,19,Yes,Yes,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,59.55,1144.6,No +5502-RLUYV,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.95,7446.9,Yes +0023-HGHWL,Male,1,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.1,25.1,Yes +7663-YJHSN,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),103.95,7556.9,No +4915-BFSXL,Male,0,Yes,Yes,70,Yes,Yes,DSL,Yes,No,Yes,No,Yes,No,Two year,No,Credit card (automatic),68.95,4858.7,No +3086-RUCRN,Female,0,No,No,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),103.1,6595,No +5215-LNLDJ,Female,0,Yes,Yes,7,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.7,149.05,No +7576-JMYWV,Female,1,Yes,Yes,46,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,110.2,4972.1,No +9039-RBEEE,Male,0,No,No,39,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),48.95,1880.85,Yes +0257-KXZGU,Female,0,Yes,Yes,32,Yes,Yes,DSL,No,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),62.45,2045.55,No +1307-ATKGB,Male,0,No,No,24,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,89.55,2187.15,No +8417-FMLZI,Male,0,Yes,Yes,6,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),83.55,477.55,Yes +3714-XPXBW,Female,0,No,No,37,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),78.9,2976.95,No +1850-AKQEP,Male,0,No,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,178.7,No +2824-DXNKN,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),71.45,5025.85,No +5227-JSCFE,Male,1,Yes,No,71,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),46.35,3353.4,No +0848-ZGQIJ,Female,0,Yes,No,16,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),94.65,1461.15,No +3621-CHYVB,Female,0,Yes,No,57,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),49.9,2782.4,No +8042-RNLKO,Male,0,No,No,66,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25.45,1699.15,No +1792-UXAFY,Female,1,No,No,17,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.15,1496.9,Yes +5372-FBKBN,Female,0,No,Yes,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.75,452.2,No +0420-TXVSG,Male,0,Yes,No,66,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Credit card (automatic),66.1,4428.45,No +6217-TOWGS,Female,0,Yes,No,17,Yes,Yes,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),75.4,1322.55,No +0515-YPMCW,Male,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.45,70.45,Yes +0378-XSZPU,Male,0,Yes,No,58,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,No,Credit card (automatic),60.3,3563.8,Yes +1045-LTCYT,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),21.05,139.75,No +1544-JJMYL,Male,0,No,No,27,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Credit card (automatic),69.35,1927.3,No +4636-JGAAI,Male,0,Yes,No,34,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Mailed check,88.85,3000.25,No +6874-SGLHU,Male,0,No,No,30,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),97,3021.3,No +5951-AOFIH,Male,0,No,No,33,Yes,No,DSL,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),66.4,2245.4,No +4729-XKASR,Male,0,No,Yes,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.75,24.75,Yes +3059-NGMXB,Male,0,Yes,Yes,14,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,No,Mailed check,69.2,944.65,No +8652-YHIYU,Female,0,No,Yes,16,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,One year,Yes,Credit card (automatic),79.5,1264.2,No +5278-PNYOX,Female,0,No,No,49,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),100.65,4917.75,No +5449-FIBXJ,Male,0,Yes,Yes,19,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,103.3,2012.7,Yes +3486-HOOGQ,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),79.7,5743.3,No +5061-PBXFW,Female,0,Yes,Yes,32,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),61.4,1864.65,No +8630-FJLIB,Female,0,No,No,18,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.8,1221.65,No +3891-NLXJB,Male,0,No,No,37,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Mailed check,40.55,1390.85,No +4749-OJKQU,Female,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.65,302.35,No +0577-WHMEV,Female,0,Yes,No,16,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,90.7,1374.9,No +5453-AXEPF,Male,0,Yes,No,17,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.5,1336.9,No +3639-XJHKQ,Female,0,No,Yes,19,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,60.6,1297.8,No +3716-LRGXK,Male,0,Yes,No,60,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),101.15,6067.4,No +2263-SFSQZ,Male,0,Yes,Yes,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.95,1222.25,No +9950-MTGYX,Male,0,Yes,Yes,28,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.3,487.95,No +3397-AVTKU,Male,0,No,No,43,Yes,No,DSL,No,Yes,No,No,No,Yes,Two year,Yes,Electronic check,60,2548.55,No +4825-FUREZ,Male,0,Yes,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,20.25,835.5,No +9837-BMCLM,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,78.5,242.05,Yes +2672-OJQZP,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.75,44.75,No +0137-UDEUO,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,63.75,Yes +3134-DSHVC,Female,0,No,No,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,No,Credit card (automatic),98,6218.45,No +6161-UUUTA,Male,1,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.9,260.9,Yes +7821-DPRQE,Male,0,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,107.7,7320.9,No +6543-XRMYR,Female,1,No,No,30,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.7,2967.35,Yes +2001-EWBQU,Female,0,No,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,104.7,6333.8,No +4925-LMHOK,Male,0,No,No,15,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),58.6,939.7,Yes +1608-GMEWB,Male,1,No,No,45,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),93.9,4200.25,No +6695-AMZUF,Female,0,Yes,No,70,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.45,5950.2,No +1455-UGQVH,Male,0,Yes,No,10,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.5,1037.75,Yes +8410-BGQXN,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.4,93.4,No +8280-MQRQN,Female,0,No,No,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,50.45,50.45,Yes +1619-YWUBB,Female,0,Yes,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.95,1614.9,No +7611-YKYTC,Male,0,Yes,Yes,22,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),75,1573.95,No +2037-SGXHH,Male,0,Yes,Yes,38,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,94.65,3624.3,Yes +3178-FESZO,Female,0,No,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.25,100.25,Yes +0365-GXEZS,Male,0,Yes,No,18,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,78.2,1468.75,No +0082-OQIQY,Male,0,No,No,29,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,2607.6,No +6087-MVHJH,Female,0,No,No,16,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,88.45,1422.1,Yes +4603-JANFB,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.85,69.85,Yes +3018-TFTSU,Male,0,No,No,12,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),81.7,858.6,Yes +3606-SBKRY,Male,0,No,No,31,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,50.05,1523.4,No +4806-KEXQR,Male,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.9,324.3,Yes +0667-NSRGI,Female,0,Yes,No,48,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,One year,Yes,Mailed check,69.55,3435.6,No +7083-YNSKY,Female,0,No,No,15,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),25.4,399.6,Yes +6893-ODYYE,Male,0,No,No,50,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),90.1,4549.45,No +8242-JSVBO,Male,0,No,No,7,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.65,322.5,No +2479-BRAMR,Male,1,Yes,No,41,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),83.75,3273.55,Yes +9541-ZPSEA,Male,0,Yes,Yes,68,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Two year,No,Credit card (automatic),80.35,5375.15,No +2665-NPTGL,Female,1,Yes,No,26,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),98.1,2510.7,No +1139-WUOAH,Male,0,No,No,57,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),53.35,3090.05,No +4693-VWVBO,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.55,61.05,No +7434-SHXLS,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.9,20.9,Yes +6937-GCDGQ,Male,0,Yes,Yes,19,Yes,No,DSL,Yes,No,No,No,No,No,One year,Yes,Bank transfer (automatic),48.95,955.6,No +0988-JRWWP,Female,0,No,No,3,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,54.2,140.4,No +5075-JSDKI,Female,0,No,No,59,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,24.45,1493.1,No +7908-QCBCA,Female,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.4,69.4,Yes +8644-XYTSV,Male,0,Yes,No,42,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),40.15,1626.05,No +6711-FLDFB,Female,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.9,541.15,Yes +3873-WOSBC,Male,0,Yes,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.6,1784.9,No +7465-ZZRVX,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.35,70.35,No +7975-JMZNT,Male,0,Yes,No,66,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),91.7,6075.9,No +7251-XFOIL,Female,0,No,No,61,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Mailed check,89.2,5500.6,No +4116-IQRFR,Male,0,Yes,Yes,4,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.1,73.1,No +3714-JTVOV,Female,1,Yes,No,42,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.15,3229.4,Yes +8259-DZLIZ,Female,0,Yes,Yes,64,Yes,Yes,DSL,No,Yes,No,No,No,No,One year,Yes,Bank transfer (automatic),53.85,3399.85,No +0442-ZXKVS,Female,1,Yes,No,54,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),115.6,6431.05,No +7853-WNZSY,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.75,19.75,No +3120-FAZKD,Male,0,Yes,Yes,54,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.05,1230.9,No +8606-OEGQZ,Female,0,No,Yes,18,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.3,454.65,No +0225-ZORZP,Male,0,No,No,3,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,84.3,235.05,No +4702-IOQDC,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.1,70.1,Yes +9489-JMTTN,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.75,6595.9,No +0575-CUQOV,Male,1,Yes,No,60,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,97.95,5867,No +0967-BMLBD,Female,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20,196.35,No +6178-KFNHS,Female,0,No,Yes,12,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,78.3,909.25,Yes +2830-LEWOA,Male,0,Yes,Yes,61,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),103.9,6449.15,No +5006-MXVRN,Female,0,No,No,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.7,762.45,No +1264-BYWMS,Male,0,No,No,55,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.8,5283.95,Yes +9658-WYUFB,Female,0,No,No,17,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,94.4,1617.5,Yes +8327-WKMIE,Male,0,No,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.15,785.75,No +6917-FIJHC,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,26,1776,No +5329-KRDTM,Male,1,Yes,No,72,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),77.35,5396.25,No +7797-EJMDP,Female,0,No,No,8,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),66.05,574.5,No +3530-VWVGU,Female,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,400.3,No +2013-SGDXK,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,84.3,84.3,Yes +6368-NWMCE,Female,0,No,No,38,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,No,Credit card (automatic),68.15,2656.3,No +3633-CDBUW,Male,0,No,Yes,17,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,80.85,1445.95,No +0707-HOVVN,Female,1,No,No,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),75.5,5212.65,No +8580-QVLOC,Female,1,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),92.45,6440.25,Yes +3956-MGXOG,Female,0,No,No,28,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.6,2244.95,No +9274-UARKJ,Female,0,No,No,15,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),83.2,1130,No +4077-HWUYD,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),87.55,6463.15,No +2012-NWRPA,Female,1,Yes,No,11,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.55,1131.2,Yes +8808-ELEHO,Male,1,No,No,8,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,81.25,585.95,Yes +0103-CSITQ,Female,0,Yes,No,57,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),109.4,6252.7,No +3506-LCJDC,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.95,19.95,Yes +8671-KKKOS,Female,0,Yes,No,46,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,45.55,2062.15,No +7305-ZWMAJ,Male,0,Yes,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.7,587.1,No +9518-XXBXE,Male,1,Yes,No,10,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,75.3,720.45,No +3934-HXCFZ,Male,0,Yes,No,23,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,99.25,2186.4,Yes +6578-KRMAW,Male,0,No,No,32,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),93.4,2979.3,No +4860-IJUDE,Male,0,No,No,13,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.75,956.65,No +7666-WKRON,Female,0,No,No,39,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Two year,Yes,Electronic check,80.45,3201.55,Yes +9688-YGXVR,Female,0,No,No,44,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),88.15,3973.2,No +0423-UDIJQ,Male,1,No,No,9,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,49.2,447.9,No +1945-XISKS,Female,0,Yes,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.65,1335.2,No +4910-AQFFX,Male,0,Yes,Yes,9,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.35,661.25,Yes +2154-KVJFF,Female,0,No,No,15,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.75,1111.85,Yes +5360-LJCNJ,Female,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.15,7555,No +2607-FBDFF,Male,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),49,49,No +9647-ERGBE,Female,0,Yes,Yes,30,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.05,3046.15,Yes +3428-XZMAZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.35,69.35,Yes +1100-DDVRV,Male,0,Yes,No,17,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,49.8,836.35,No +0378-TOVMS,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,No,Electronic check,85.8,272.2,Yes +4355-HBJHH,Male,0,Yes,Yes,67,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,79.7,5293.4,Yes +6728-WYQBC,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.95,20.95,No +9058-CBREO,Female,1,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.55,50.55,Yes +9029-FEGVJ,Female,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,79.3,2570,No +7216-KAOID,Male,0,Yes,Yes,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.5,798.2,No +0318-QUUOB,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.55,80.55,Yes +6145-NNPNO,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.15,44.15,No +5520-FVEWJ,Female,0,Yes,Yes,12,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.5,916.9,Yes +5339-TJFEK,Male,0,Yes,Yes,62,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.5,6487.2,No +5572-ZDXHY,Female,0,No,No,22,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Mailed check,84.3,1855.65,Yes +2074-GUHPQ,Female,0,No,Yes,17,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),92.7,1556.85,No +4625-XMOYM,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),26.25,1988.05,No +5827-MWCZK,Male,0,Yes,Yes,56,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),96.95,5432.2,No +1385-TQOZW,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.45,147.55,No +5914-XRFQB,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.8,8424.9,No +4329-YPDDQ,Male,0,No,No,20,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),108.2,2203.7,No +4804-NCPET,Male,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.2,387.4,No +3750-CKVKH,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,67.75,116.65,Yes +5944-UGLLK,Male,0,No,No,53,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),54.9,3045.75,No +8063-GBATB,Female,1,No,No,27,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.25,2287.25,Yes +7787-BNTZM,Male,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.15,130.5,No +2252-ISRNH,Male,0,Yes,Yes,9,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,90.35,767.9,No +9415-TPKRV,Female,0,Yes,Yes,8,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,55.75,446.8,No +5322-TEUJK,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),114.6,8100.25,No +4547-KQRTM,Female,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.05,830.7,Yes +4877-EVATK,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,20,Yes +1866-DIOQZ,Female,0,Yes,No,71,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),66.8,4689.15,No +8375-KVTHK,Male,0,Yes,No,68,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,100.3,6754.35,No +2697-NQBPF,Male,0,No,No,34,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,105.35,3540.65,No +3709-OIJEA,Male,0,No,No,26,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Electronic check,85.2,2184.6,No +7639-SUPCW,Female,0,No,No,22,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),48.8,1054.6,Yes +1386-ZIKUV,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,18.95,130.55,No +0599-XNYDO,Female,0,Yes,No,20,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.8,1540.35,No +6377-WHAOX,Female,0,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.15,6411.25,No +6855-VLGOS,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,20.55,1432.55,No +8999-XXGNS,Female,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),105.75,7629.85,No +8746-OQQRW,Male,0,No,No,4,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,25.25,101.9,No +3181-MIZBN,Male,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.75,313.4,No +0471-ARVMX,Female,1,Yes,No,62,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,104.85,6312.9,No +7766-CLTIC,Female,0,No,No,10,Yes,No,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,60.95,629.55,No +5650-YLIBA,Male,0,No,No,31,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,81.15,2640.55,No +0825-CPPQH,Female,0,Yes,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.1,1372.45,No +9084-OAYKL,Male,0,No,No,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.8,1212.25,No +6122-LJADA,Male,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.15,6237.05,No +2400-XIWIO,Female,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,90.1,6310.9,No +7524-VRLPL,Male,1,No,No,69,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),74.1,5031,No +1069-XAIEM,Female,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.05,85.05,Yes +7569-NMZYQ,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),118.75,8672.45,No +5201-USSQZ,Female,0,Yes,No,26,Yes,No,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,No,Credit card (automatic),85.9,2196.45,No +2105-PHWON,Female,0,Yes,No,33,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),95,3008.15,No +1494-EJZDW,Female,0,Yes,Yes,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,220.8,No +4884-TVUQF,Female,1,No,No,57,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),101.3,5779.6,No +8003-EWNDZ,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,21.2,222.65,No +1897-RCFUM,Female,0,Yes,Yes,39,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,24.2,914.6,No +9256-JTBNZ,Female,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.3,246.3,No +4658-HCOHW,Female,0,Yes,Yes,21,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,102.8,2110.15,Yes +2211-RMNHO,Female,0,Yes,Yes,68,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),85.3,5560,No +2432-TFSMK,Male,0,No,No,18,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Credit card (automatic),89.6,1633,No +3440-JPSCL,Female,0,No,No,6,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,99.95,547.65,Yes +4929-ROART,Male,0,No,No,18,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,56.25,969.85,No +1834-ABKHQ,Female,0,Yes,Yes,52,Yes,No,DSL,No,No,Yes,No,No,No,One year,Yes,Bank transfer (automatic),50.95,2610.65,No +1741-WTPON,Male,0,Yes,Yes,56,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,115.85,6567.9,No +3932-IJWDZ,Male,0,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.65,4747.85,No +1240-HCBOH,Female,0,No,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,26.1,1759.55,No +3594-KADLU,Male,0,Yes,No,3,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,35.1,101.1,No +8065-BVEPF,Male,1,No,No,65,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.1,6496.15,No +3796-ENZGF,Male,0,Yes,No,63,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,Two year,No,Mailed check,67.25,4234.15,No +1734-ZMNTZ,Female,0,Yes,Yes,11,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25,300.7,No +2853-CWQFQ,Male,0,No,Yes,1,Yes,No,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,59.55,59.55,No +0813-TAXXS,Male,0,No,No,55,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),77.8,4323.35,No +2519-TWKFS,Male,0,Yes,Yes,25,Yes,Yes,DSL,No,No,No,Yes,No,No,One year,Yes,Mailed check,55.1,1466.1,No +2889-FPWRM,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),117.8,8684.8,Yes +0626-QXNGV,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.15,1776.45,No +6723-CEGQI,Female,0,No,Yes,65,No,No phone service,DSL,No,Yes,No,Yes,Yes,No,Two year,No,Mailed check,45.25,2933.95,No +6987-XQSJT,Female,1,No,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.5,4370.25,Yes +4732-RRJZC,Male,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,144.35,No +9499-XPZXM,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),64.75,4804.75,No +4338-EYCER,Male,0,Yes,No,21,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),54.6,1125.2,No +3007-FDPEA,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.7,39.85,No +6350-XFYGW,Male,1,No,No,4,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.75,422.4,No +4290-BSXUX,Male,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),79.65,251.75,Yes +8513-OLYGY,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),115.8,8332.15,No +0311-QYWSS,Female,0,No,No,6,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.45,314.6,No +8705-DWKTI,Male,0,No,No,52,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),83.8,4331.4,No +8755-IWJHN,Male,1,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.35,6382,No +0325-XBFAC,Male,0,No,No,8,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.7,740.3,Yes +4480-QQRHC,Female,1,No,No,8,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.05,600.15,No +0929-PECLO,Female,1,No,No,63,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.6,5538.8,No +3680-CTHUH,Male,0,No,No,60,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),116.6,7049.5,No +1202-KKGFU,Female,0,Yes,No,12,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),54.2,690.5,No +6112-KTHFQ,Female,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.3,279.3,No +1852-XEMDW,Male,0,No,No,22,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,65.05,1427.55,No +2462-XIIJB,Male,0,No,No,5,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,92.5,452.7,Yes +4760-XOHVN,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.45,19.45,Yes +1820-DJFPH,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.05,1709.15,No +9426-SXNHE,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),18.75,53.15,No +9068-FHQHD,Female,0,Yes,Yes,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.15,777.35,No +1269-FOYWN,Male,0,Yes,Yes,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20,860.85,No +9470-YFUYI,Male,1,Yes,No,71,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),71,5012.1,No +7817-BOQPW,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.55,166.3,Yes +7402-EYFXX,Male,1,No,No,26,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.6,2404.1,No +1853-UDXBW,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70,70,Yes +9895-VFOXH,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.4,24.4,No +5458-CQJTA,Male,0,Yes,Yes,65,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),74.8,4820.15,Yes +1230-QAJDW,Male,0,No,No,3,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,65.25,209.9,No +5701-ZIKJE,Male,0,No,No,13,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,50.55,610.75,No +5219-YIPTK,Female,0,Yes,No,33,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.4,3409.6,Yes +5032-MIYKT,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.7,70.7,No +7396-VJUZB,Male,0,Yes,Yes,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.25,155.35,No +9717-QEBGU,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,144,No +5172-RKOCB,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.95,7875,No +6509-TSGWN,Female,0,Yes,Yes,37,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,26.45,911.6,No +3540-RZJYU,Female,0,No,No,15,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,86.2,1270.2,Yes +3178-CIFOT,Female,0,No,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),19.65,478.1,No +2091-MJTFX,Female,0,Yes,Yes,30,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,No,Credit card (automatic),51.2,1561.5,Yes +4530-NDRKU,Female,0,Yes,Yes,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,19.05,761.85,No +5985-TBABQ,Female,0,No,No,32,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,One year,No,Mailed check,74.75,2282.95,No +9800-ONTFE,Female,0,Yes,Yes,22,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.8,1615.1,No +6743-HHQPF,Male,0,Yes,No,42,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),25.1,1097.15,No +8455-HIRAQ,Female,0,No,No,8,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.45,369.3,No +6616-AALSR,Female,0,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),104.3,6725.3,No +0883-EIBTI,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.5,31.55,Yes +9415-ZNBSX,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),89,6293.2,No +4018-KJYUY,Male,0,No,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.15,432.5,No +0722-TROQR,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.9,321.75,Yes +7571-YXDAD,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),74.9,147.15,Yes +3884-UEBXB,Female,0,Yes,Yes,67,No,No phone service,DSL,Yes,Yes,No,No,No,No,Two year,No,Bank transfer (automatic),36.15,2434.45,No +8780-RSYYU,Female,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.2,532.1,No +5537-UXXVS,Female,0,Yes,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.25,375.25,No +1791-PQHBB,Female,0,No,Yes,2,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),61.2,125.95,No +8701-DGLVH,Male,0,No,No,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.45,1042.65,No +8741-LQOBK,Female,0,Yes,Yes,46,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),35.05,1620.25,No +3393-FMZPV,Female,0,No,No,25,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.25,2387.75,Yes +8082-GHXOP,Male,0,No,Yes,13,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44,659.35,No +6402-ZFPPI,Female,1,No,No,25,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,102.8,2660.2,Yes +0980-FEXWF,Male,0,Yes,Yes,26,Yes,No,DSL,No,No,Yes,No,No,No,One year,No,Mailed check,50.35,1285.8,No +7486-KSRVI,Male,0,No,No,43,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,100,4211.55,Yes +3011-WQKSZ,Male,0,No,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20,377.55,No +8443-WVPSS,Male,0,Yes,No,10,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,99.85,990.9,Yes +3006-XIMLN,Female,0,No,Yes,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),94.2,193.8,Yes +8218-FFJDS,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),86.4,6058.95,No +1986-PHGZF,Male,1,No,No,18,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),58.4,964.9,No +9965-YOKZB,Male,1,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.85,790.15,Yes +0504-HHAPI,Female,1,No,No,27,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),88.3,2467.75,Yes +9360-OMDZZ,Male,0,No,No,24,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.1,2322.85,No +6305-YLBMM,Male,0,No,No,69,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),104.05,7262,Yes +0345-XMMUG,Female,0,Yes,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.9,4854.3,No +8024-XNAFQ,Female,1,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),107.4,7748.75,No +3647-GMGDH,Male,0,Yes,No,22,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.7,1914.9,Yes +2988-GBIVW,Female,1,Yes,No,70,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.85,6470.1,No +2832-SCUCO,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.9,57.4,No +7036-ZZKBD,Male,0,Yes,No,31,Yes,No,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),66.4,2019.8,No +3791-LGQCY,Female,1,Yes,No,56,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.65,5688.05,Yes +0265-PSUAE,Female,0,Yes,Yes,16,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),100.7,1522.7,No +0463-TXOAK,Male,0,No,Yes,52,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.6,1334.5,No +0594-UFTUL,Male,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.85,252,No +9509-MPYOD,Female,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.75,700.45,No +9128-CPXKI,Female,0,No,No,59,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Electronic check,95.8,5655.45,No +0129-KPTWJ,Male,0,Yes,No,72,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.65,6747.35,No +8166-ZZTFS,Female,1,Yes,No,66,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.55,5265.1,Yes +5855-EIBDE,Female,0,Yes,No,49,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),106.65,5174.35,No +5365-LLFYV,Female,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.85,105.6,No +5956-YHHRX,Male,1,No,No,21,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.35,2271.85,No +6008-NAIXK,Male,1,No,No,54,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,55.45,2966.95,No +2956-GGUCQ,Male,1,Yes,No,24,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,78.85,1772.25,Yes +1928-BXYIV,Male,0,No,No,1,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,61.15,61.15,No +5760-FXFVO,Male,0,No,No,6,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,78.95,494.95,No +6595-COKXZ,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.45,44.45,Yes +0961-ZWLVI,Male,0,No,Yes,49,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),109.2,5290.45,No +5181-OABFK,Female,0,Yes,Yes,56,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Credit card (automatic),61.3,3346.8,No +4007-NHVHI,Female,1,No,No,56,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,96.85,5219.65,No +7816-VGHTO,Female,0,Yes,Yes,6,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,Two year,No,Mailed check,40.55,217.5,No +5871-DGTXZ,Male,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.8,607.7,No +7550-WIQVA,Male,0,Yes,Yes,50,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,108.25,5431.4,No +7544-ZVIKX,Male,0,Yes,Yes,58,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),105.05,6004.85,No +0016-QLJIS,Female,0,Yes,Yes,65,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,90.45,5957.9,No +7508-DQAKK,Female,0,No,No,64,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),86.4,5442.05,No +5176-OLSKT,Female,0,Yes,No,66,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Bank transfer (automatic),66.9,4370.25,No +9356-AXGMP,Male,0,Yes,No,38,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,110.7,4428.6,No +3556-BVQGL,Female,0,Yes,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20,416.45,No +0362-ZBZWJ,Male,0,No,No,36,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.9,3067.2,Yes +8979-CAMGB,Male,1,No,No,64,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,102.1,6688.1,No +4211-MMAZN,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,20.25,Yes +7581-EBBOU,Female,0,No,No,60,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),70.15,4224.7,No +4274-OWWYO,Male,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.35,74.35,Yes +5073-RZGBK,Female,0,Yes,Yes,50,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),80.05,4042.2,No +1541-ETJZO,Male,0,No,No,1,Yes,Yes,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,62.05,62.05,Yes +2192-CKRLV,Female,0,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Electronic check,49.2,3580.95,No +3154-HMWUU,Male,0,Yes,No,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.5,1198.8,No +6119-SPUDB,Male,0,No,No,46,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,38.25,1755.35,No +6522-OIQSX,Female,0,Yes,Yes,69,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),54.95,3772.5,No +7813-ZGGAW,Male,1,No,No,31,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),96.6,2877.95,No +8748-HFWBO,Male,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.9,357.7,No +1052-QJIBV,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.9,1397.3,No +1319-YLZJG,Male,0,Yes,No,12,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.6,959.9,No +4106-HADHQ,Male,0,Yes,Yes,39,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),80,3182.95,Yes +0723-FDLAY,Male,0,No,No,44,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),85.25,3704.15,No +3050-RLLXC,Female,0,Yes,Yes,56,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),81.25,4620.4,No +9298-WGMRW,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.5,8312.75,No +2369-UAPKZ,Male,0,No,No,5,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,104.1,541.9,Yes +3088-LHEFH,Female,0,No,No,11,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79,929.3,No +2778-OCLGR,Male,1,Yes,No,24,No,No phone service,DSL,Yes,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),39.1,971.3,Yes +6583-KQJLK,Female,1,Yes,No,15,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.65,1285.05,No +8544-JNBOX,Male,0,No,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.8,1521.2,No +6681-ZSEXG,Male,0,Yes,No,56,Yes,Yes,DSL,No,Yes,Yes,No,No,No,Two year,No,Credit card (automatic),59.5,3389.25,No +6139-ZZRBQ,Male,1,No,No,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.05,1198.05,No +6116-RFVHN,Female,0,Yes,No,34,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.45,3414.65,No +0637-KVDLV,Male,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.5,162.45,Yes +8884-FEEWR,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.6,754,No +3125-RAHBV,Male,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.3,467.15,No +6633-MPWBS,Male,0,No,No,5,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,49.2,216.9,Yes +0373-AIVNJ,Male,0,No,No,9,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,One year,No,Mailed check,39.55,373,No +8785-EPNCG,Male,0,No,No,11,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),23.15,245.2,Yes +1682-VCOIO,Male,0,No,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.45,481.1,No +5729-KLZAR,Female,0,Yes,Yes,4,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.85,302.75,Yes +2072-ZVJJX,Male,0,Yes,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.25,1728.2,No +8849-AYPTR,Male,0,Yes,No,33,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,91.25,2964.05,No +9518-IMLHK,Male,0,No,No,31,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),72.45,2156.25,No +1582-RAFML,Male,0,No,No,1,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,60.1,60.1,Yes +3646-ITDGM,Female,0,No,No,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.7,1051.9,No +8740-CRYFY,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,78.95,78.95,Yes +3569-VLDHH,Male,0,Yes,Yes,66,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,75.1,5013,No +8224-KDLKN,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25,1738.9,No +7594-LZNWR,Male,1,No,No,34,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),69.15,2275.1,No +4001-TSBTV,Female,0,Yes,Yes,58,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,91.55,5511.65,No +2962-XPMCQ,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.15,98.5,Yes +8727-XDPUD,Male,0,No,No,37,No,No phone service,DSL,No,No,No,No,Yes,No,Two year,No,Credit card (automatic),35.8,1316.9,No +1043-UXOVO,Female,0,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),113.15,7993.3,No +1064-FBXNK,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.85,19.85,No +3996-ZNWYK,Male,1,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.8,1388.45,No +2878-DHMIN,Male,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.9,666,No +7762-ONLJY,Female,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.7,94.45,No +1678-FYZOW,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.4,244.65,Yes +5795-BKOYE,Female,0,Yes,Yes,69,Yes,No,DSL,No,Yes,Yes,Yes,No,No,One year,No,Bank transfer (automatic),59.1,4134.7,No +8627-EHGIP,Male,0,No,No,44,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Mailed check,53.95,2375.4,Yes +7402-PWYJJ,Female,0,Yes,No,53,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,One year,Yes,Electronic check,91.15,4862.5,No +5480-TBGPH,Female,0,Yes,No,24,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.3,2431.35,Yes +0018-NYROU,Female,0,Yes,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,68.95,351.5,No +7501-VTYLJ,Female,0,No,Yes,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,51.55,106.2,No +7608-RGIRO,Male,0,No,Yes,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.4,1413,No +0480-BIXDE,Female,0,Yes,No,19,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.8,1743.05,No +5895-QSXOD,Male,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.05,657.5,No +9814-AOUDH,Male,0,No,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.5,1050.5,No +6175-IRFIT,Male,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,78.75,426.35,No +8760-ZRHKE,Female,1,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,One year,No,Electronic check,69.2,4982.5,No +1622-HSHSF,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.55,19.55,No +8854-CCVSQ,Male,0,No,No,18,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.65,1451.9,Yes +6749-UTDVX,Male,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,103.65,7634.8,No +5542-DHSXL,Female,0,Yes,No,4,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,54.7,235.05,No +9102-OXKFY,Male,0,No,No,59,Yes,Yes,DSL,No,No,Yes,No,No,No,Two year,No,Credit card (automatic),54.15,3116.15,No +0511-JTEOY,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,71.1,71.1,Yes +5216-WASFJ,Female,1,Yes,No,31,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.85,2633.4,No +7808-DVWEP,Male,0,Yes,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20,49.65,No +7067-KSAZT,Female,1,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.25,6979.8,Yes +2284-VFLKH,Male,0,Yes,No,49,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),99.25,4920.8,No +0366-NQSHS,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.35,46.35,No +6532-YLWSI,Female,0,Yes,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.8,1021.8,Yes +3807-BPOMJ,Female,0,Yes,No,55,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Electronic check,94.75,5276.1,No +3892-NXAZG,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),114.05,8289.2,No +4948-WBBKL,Female,1,No,No,36,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.9,2659.45,No +4182-BGSIQ,Female,0,Yes,Yes,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.8,196.75,No +9300-AGZNL,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94,94,Yes +0988-AADSA,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),80.85,5824.75,No +9972-NKTFD,Female,0,No,No,28,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),54.65,1517.5,No +3717-LNXKW,Male,0,Yes,No,38,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),91.7,3479.05,No +5734-EJKXG,Female,0,No,No,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,118.6,7365.7,No +2207-RYYRL,Male,0,Yes,Yes,52,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.55,1331.05,No +6729-FZWSY,Male,0,No,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.45,1195.95,No +9695-IDRZR,Female,0,No,Yes,34,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.15,3946.9,No +8144-DGHXP,Female,0,No,No,54,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,80.6,4299.95,No +7814-LEEVE,Female,0,Yes,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.3,20.3,No +1112-CUNAO,Female,1,No,No,15,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,89.85,1424.95,Yes +5175-AOBHI,Female,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,46,193.6,Yes +5174-RNGBH,Female,0,No,No,9,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,No,Mailed check,66.25,620.55,Yes +8631-WUXGY,Female,0,No,Yes,46,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.8,4391.25,No +7270-BDIOA,Female,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,90,1993.8,Yes +9565-JSNFM,Male,0,No,No,38,Yes,No,Fiber optic,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),70.45,2597.6,Yes +5906-DVAPM,Female,0,Yes,Yes,55,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,One year,Yes,Credit card (automatic),75,4213.9,No +6654-QGBZZ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,19.9,No +8348-JLBUG,Male,1,Yes,No,64,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,One year,No,Credit card (automatic),80.3,5017.7,No +0607-DAAHE,Male,0,No,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.75,1052.35,Yes +5641-DMBFJ,Female,0,Yes,No,58,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,84.3,4916.4,No +9200-NLNPD,Male,0,Yes,No,56,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),54.05,2959.8,No +2664-XJZNO,Male,0,Yes,Yes,72,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),104.9,7559.55,No +9732-KPKBW,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,53.95,53.95,Yes +3339-EAQNV,Male,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),97.25,7133.1,No +0921-OHLVP,Male,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,83.05,1799.3,No +3389-YGYAI,Female,1,No,No,8,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.5,829.55,Yes +9560-ARGQJ,Female,0,No,Yes,16,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,81,1312.15,Yes +8350-NYMVI,Female,0,No,No,39,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),41.1,1597.05,No +1600-DILPE,Female,0,No,No,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),45,524.35,No +0536-ESJEP,Male,0,Yes,No,54,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),74.55,4191.45,No +4654-GGUII,Female,0,No,No,18,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,40.2,711.95,No +6478-HRRCZ,Male,0,Yes,No,32,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,One year,No,Mailed check,70.5,2201.75,No +8510-BBWMU,Female,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.75,806.95,No +6857-TKDJV,Male,0,Yes,Yes,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.65,1620.45,No +2360-RDGRO,Male,0,Yes,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.25,6812.95,No +0584-BJQGZ,Female,0,No,No,25,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),78.35,1837.9,No +5134-IKDAY,Female,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.8,69.8,Yes +1360-XFJMR,Female,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),109.7,7344.45,No +3070-DVEYC,Male,1,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,73.75,545.15,Yes +5730-RIITO,Female,1,No,No,43,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),33.45,1500.25,No +9058-MJLZC,Female,0,No,No,24,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.6,2283.15,No +5707-ORNDZ,Male,1,No,No,9,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,54.55,494.05,Yes +0902-XKXPN,Male,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.2,1376.5,No +5177-RVZNU,Female,0,No,Yes,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.3,755.4,No +0056-EPFBG,Male,0,Yes,Yes,20,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),39.4,825.4,No +8993-IZEUX,Male,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),69.15,488.65,No +8696-JKZNU,Female,1,No,No,37,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.25,2841.55,Yes +5380-AFSSK,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,93.9,486.85,Yes +8190-ZTQFB,Male,0,No,No,41,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,51.35,2075.1,No +0931-MHTEM,Female,0,No,No,54,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),100.05,5299.65,No +2055-PDADH,Female,1,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.4,204.7,Yes +7515-LODFU,Male,1,No,No,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.3,1356.3,No +0440-UEDAI,Female,0,No,No,53,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),94.45,5042.75,No +1337-BOZWO,Male,0,Yes,Yes,18,No,No phone service,DSL,No,Yes,Yes,No,Yes,No,One year,No,Credit card (automatic),46.4,812.4,No +0868-VJRDR,Male,0,Yes,No,64,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),104.05,6605.55,No +8714-EUHJO,Female,0,Yes,Yes,31,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,91.15,2995.45,Yes +6344-SFJVH,Female,0,No,No,20,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),24.9,505.95,No +3950-VPYJB,Male,0,Yes,Yes,57,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Mailed check,59.6,3509.4,No +8041-TMEID,Male,1,Yes,No,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),108.5,6991.9,No +7321-ZNSLA,Male,0,Yes,Yes,13,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,40.55,590.35,No +6941-KXRRV,Female,1,Yes,No,48,Yes,No,DSL,No,Yes,No,No,No,Yes,One year,Yes,Bank transfer (automatic),58.95,2789.7,No +3721-CNEYS,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.95,137.95,Yes +8727-JQFHV,Male,0,Yes,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.75,1123.15,No +9475-NNDGC,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),113.15,7953.25,No +1355-KUSBG,Female,0,Yes,Yes,7,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,48.8,349.8,No +3688-FTHLT,Female,0,No,No,16,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),63.05,1067.05,No +0899-LIIBW,Male,0,Yes,No,34,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,100.85,3527.3,No +2568-OIADY,Female,0,Yes,No,37,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.5,3762,Yes +1384-RCUXW,Male,0,No,No,16,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,80.55,1248.9,No +5825-XJOCM,Male,0,No,Yes,48,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Bank transfer (automatic),64.4,3035.35,No +6848-YLDFR,Male,0,Yes,Yes,58,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),75.2,4300.8,No +8125-QPFJD,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),84.9,6065.3,No +2320-YKQBO,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.3,144.95,No +1193-RTSLK,Female,0,No,No,38,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),83.9,3233.6,Yes +2302-ANTDP,Female,1,Yes,No,48,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,117.45,5438.9,Yes +5923-GXUOC,Male,0,No,No,10,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.4,1081.45,Yes +4973-RLZVI,Female,0,No,No,30,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Credit card (automatic),74.65,2308.6,No +7869-ZYDST,Male,0,Yes,No,31,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),59.05,1882.8,No +4501-UYKBC,Female,1,No,No,46,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),69.1,3255.35,No +1215-EXRMO,Male,0,Yes,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.55,1067.65,No +2305-MRGLV,Male,0,Yes,No,28,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),76.55,2065.4,No +8404-VIOMB,Female,0,No,No,66,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),62.5,4136.4,No +5233-GEEAX,Male,1,No,No,8,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,29.4,221.9,Yes +2359-KLTEK,Female,0,Yes,Yes,41,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),94.9,3848,No +5304-EFJLP,Male,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),111.65,8022.85,No +2673-ZALNP,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.9,173.15,No +9184-GALIL,Female,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.45,781.25,No +4393-RYCRE,Male,0,No,No,44,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.05,4510.8,No +9746-MDMBK,Male,0,Yes,Yes,47,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),113.45,5317.8,No +3162-ZJZFU,Male,0,Yes,Yes,53,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,92.55,4779.45,No +8404-GFGCZ,Male,0,Yes,No,4,Yes,Yes,DSL,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,65.6,250.1,No +8875-AKBYH,Male,1,No,No,20,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.35,1745.2,No +4432-ADRLB,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.65,74.9,Yes +0533-UCAAU,Male,1,Yes,No,57,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),71.1,4140.1,No +1394-SUIUH,Female,1,Yes,No,44,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,85.15,3670.5,No +3521-MNKLV,Male,0,No,No,24,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,49.7,1167.8,No +2533-TIBIX,Male,0,Yes,Yes,15,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),30.2,469.65,No +8993-PHFWD,Female,0,No,No,3,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.25,58.9,Yes +1565-RHDJD,Female,0,No,Yes,4,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),84.05,333.55,Yes +7137-RYLPP,Male,1,Yes,No,37,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.7,3171.15,Yes +3765-JXVKY,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.7,74.7,Yes +5092-STPKP,Female,0,No,No,24,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),56.35,1381.2,No +7330-WZLNC,Female,0,No,No,5,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.8,455.5,Yes +0114-PEGZZ,Female,0,No,No,33,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,107.55,3645.5,No +3359-DSRKA,Female,0,Yes,Yes,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.85,1158.85,No +8639-NHQEI,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Two year,Yes,Bank transfer (automatic),95.9,6954.15,No +7161-DFHUF,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,23.85,1672.1,No +3957-LXOLK,Female,1,No,No,28,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.15,3152.5,Yes +3720-DBRWL,Male,0,Yes,No,51,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),83.85,4307.1,No +6635-MYYYZ,Female,0,No,No,30,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),85.35,2530.4,Yes +8565-WUXZU,Male,1,Yes,No,72,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),84.8,6141.65,No +5281-BUZGT,Male,1,No,No,36,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.85,3186.7,Yes +4994-OBRSZ,Male,0,No,Yes,14,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),76.1,1054.8,No +0562-FGDCR,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Mailed check,74.55,5430.65,No +2436-QBZFP,Female,0,Yes,Yes,22,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,39.2,849.9,No +3420-YJLQT,Female,0,No,No,2,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,79.55,151.75,No +6040-CGACY,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.6,299.4,No +6582-PLFUU,Male,0,Yes,Yes,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.55,1086.75,No +8242-PDSGJ,Male,0,Yes,No,70,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),39.15,2692.75,No +0264-CNITK,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.1,1389.6,No +0089-IIQKO,Female,0,Yes,Yes,39,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.95,3767.4,No +7839-NUIAA,Female,0,Yes,Yes,61,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,59.8,3641.5,No +6075-QMNRR,Female,0,No,No,52,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.75,2535.55,No +5378-IKEEG,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,35.75,35.75,Yes +5966-EMAZU,Male,0,Yes,No,64,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,108.5,6880.85,No +0440-EKDCF,Male,0,Yes,No,62,Yes,No,DSL,No,Yes,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),60.15,3753.2,No +4774-HHGGS,Male,0,Yes,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.05,637.55,No +2718-GAXQD,Female,1,Yes,Yes,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,46,181.6,Yes +2055-BFOCC,Male,1,Yes,No,63,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),84,5329.55,No +8180-AKMJV,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.55,44.55,No +4298-OYIFC,Male,0,Yes,No,15,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,103.45,1539.8,No +5566-SOEZD,Male,0,Yes,Yes,27,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Credit card (automatic),80.65,2209.75,No +9842-EFSYY,Female,0,No,Yes,4,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Mailed check,57.2,223.75,No +2272-WUSPA,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,110.75,7751.7,No +4584-LBNMK,Male,1,Yes,No,45,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.7,1174.35,No +3898-GUYTS,Female,1,No,No,45,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,97.05,4385.05,No +0930-EHUZA,Female,0,No,No,36,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Mailed check,76.35,2606.35,No +6413-XKKPU,Male,0,Yes,Yes,17,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.4,1539.45,Yes +9975-SKRNR,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.9,18.9,No +3703-KBKZP,Male,1,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.45,1261.35,No +1449-XQEMT,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.8,58.15,Yes +2626-URJFX,Male,0,Yes,Yes,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.9,225.6,Yes +4973-MGTON,Female,0,Yes,No,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),84.4,5969.3,No +3682-YEUWS,Male,0,Yes,Yes,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,24.4,253.9,No +1223-UNPKS,Male,0,Yes,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.05,400,No +2612-RRIDN,Male,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,81,340.85,Yes +4735-ASGMA,Male,0,No,No,26,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.35,2515.3,Yes +3446-QDSZF,Female,0,No,No,4,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Credit card (automatic),55.5,227.35,No +3669-LVWZB,Male,0,No,No,5,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,51,305.95,Yes +6892-EZDTG,Female,0,Yes,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,91.65,365.4,Yes +5117-IFGPS,Male,1,Yes,No,29,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.3,2357.75,No +7379-FNIUJ,Male,0,No,No,2,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,100.2,198.5,No +1627-AFWVJ,Female,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.4,554.25,No +9725-SCPZG,Male,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.85,90.85,Yes +5884-GCYMI,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,69.4,69.4,Yes +3217-FZDMN,Female,1,No,No,8,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.45,742.95,Yes +4486-EFAEB,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.4,251.65,No +0060-FUALY,Female,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,94.75,5597.65,No +7853-GVUDZ,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.15,20.15,Yes +7480-QNVZJ,Male,1,No,No,50,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.7,4816.7,Yes +6954-OOYZZ,Male,0,Yes,No,18,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.35,768.05,No +7088-FBAWU,Female,0,Yes,Yes,17,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,Month-to-month,No,Mailed check,74.55,1215.8,No +8313-AFGBW,Male,0,Yes,No,47,Yes,No,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,73.6,3522.65,No +3943-KDREE,Female,0,No,No,26,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.95,1834.95,Yes +9239-ZBZZV,Female,0,No,No,6,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,47.95,305.1,Yes +3097-IDVPU,Male,0,Yes,Yes,19,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),50.1,910.45,No +4398-HSCJH,Female,0,No,No,3,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,63.6,155.65,Yes +2197-OMWGI,Female,1,Yes,Yes,68,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,53,3656.25,No +2303-PJYHN,Female,0,Yes,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.85,52,No +9795-VOWON,Male,0,No,No,7,No,No phone service,DSL,No,No,No,No,No,No,One year,Yes,Credit card (automatic),24.35,150.85,No +1237-WIYYZ,Female,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.55,389.25,No +1987-AUELQ,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.05,1873.7,No +7852-LECYP,Male,1,Yes,No,13,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,No,Credit card (automatic),93.8,1261,No +4430-UZIPO,Male,0,No,No,3,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,36.85,108.7,Yes +4822-LPTYJ,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),103.75,7346.2,No +8165-CBKXO,Male,0,Yes,Yes,66,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),56.75,3708.4,No +6527-PZFPV,Male,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.8,469.65,No +4855-SNKMY,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.1,44.1,Yes +9593-CVZKR,Female,0,Yes,Yes,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.45,1385.85,No +8595-SIZNC,Female,1,Yes,No,22,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25.6,548.8,No +8008-HAWED,Male,0,No,No,14,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.75,712.75,Yes +7124-UGSUR,Female,1,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.4,6405,Yes +1862-SKORY,Female,1,Yes,No,40,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,39.3,1637.4,Yes +5236-XMZJY,Female,0,No,No,42,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),59.65,2536.55,No +4827-DPADN,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),83.3,6042.7,No +2694-CIUMO,Female,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),79.55,958.25,No +5846-ABOBJ,Male,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.45,1730.65,No +1439-LCGVL,Female,0,Yes,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.2,459.6,No +0909-SDHNU,Female,0,No,Yes,7,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.8,201.95,No +4647-XXZAM,Female,0,Yes,Yes,6,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.5,285.2,No +1502-XFCVR,Female,0,No,No,58,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.45,6145.85,Yes +7740-KKCXF,Male,0,Yes,No,51,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),30.05,1529.45,No +5360-XGYAZ,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),65.65,4664.5,No +9692-TUSXH,Female,0,No,No,18,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.05,1740.7,Yes +7912-SYRQT,Female,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.1,552.95,Yes +3557-HTYWR,Female,0,No,No,47,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,Two year,No,Mailed check,74.05,3496.3,No +4816-JBHOV,Male,1,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.7,93.7,Yes +8920-NAVAY,Male,1,No,No,62,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),110.75,7053.35,No +1699-TLDLZ,Female,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,301.55,No +5600-PDUJF,Male,0,No,No,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),49.5,312.7,No +8292-TYSPY,Male,0,No,No,19,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),55,1046.5,Yes +0567-XRHCU,Female,0,Yes,Yes,69,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),43.95,2960.1,No +1867-BDVFH,Male,0,Yes,Yes,11,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.35,834.2,Yes +2067-QYTCF,Female,0,Yes,No,64,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,111.15,6953.4,No +2359-QWQUL,Female,0,Yes,No,39,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),104.7,4134.85,Yes +9103-TCIHJ,Female,0,No,No,15,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,55.7,899.8,Yes +7407-SUJIZ,Male,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.6,541.5,No +9150-KPBJQ,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.65,116.85,No +0052-DCKON,Male,0,Yes,No,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),115.8,7942.15,No +3654-ARMGP,Female,0,No,No,61,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),88.65,5321.25,No +9699-UBQFS,Female,1,Yes,No,43,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,94.5,4156.8,No +9367-TCUYN,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.1,223.6,No +1261-FWTTE,Male,1,No,No,23,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),34.65,768.45,No +3528-HFRIQ,Male,1,Yes,No,71,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),52.3,3765.05,No +0708-SJDIS,Female,0,No,No,34,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Mailed check,65,2157.5,No +4140-WJAWW,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.85,108.05,Yes +2073-QBVBI,Female,0,Yes,No,41,No,No phone service,DSL,No,Yes,No,Yes,No,No,One year,No,Mailed check,35.45,1391.65,No +6928-ONTRW,Female,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,1379.8,No +3320-VEOYC,Male,1,No,No,14,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.6,1273.3,No +5231-FIQPA,Female,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.85,810.45,No +6617-WLBQC,Female,0,Yes,Yes,23,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,One year,No,Credit card (automatic),81.85,1810.85,No +2599-CIPQE,Male,0,Yes,Yes,71,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),109.3,7782.85,No +6653-CBBOM,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,70.3,Yes +8774-GSBUN,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.4,1797.1,No +7326-RIGQZ,Male,0,Yes,Yes,6,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.8,377.85,No +1401-FTHFQ,Male,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20,445.3,No +3247-ZVOUO,Male,1,Yes,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.55,851.75,Yes +0254-FNMCI,Female,0,No,No,72,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,109.9,7624.2,No +1848-LBZHY,Female,0,Yes,No,7,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),50.3,355.1,No +6101-IMRMM,Male,0,No,Yes,6,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,94.5,575.45,Yes +8118-TJAFG,Male,0,Yes,Yes,9,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,101.5,906.85,No +5429-LWCMV,Female,0,No,No,12,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.15,1057.55,No +7298-IZWLY,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.4,19.4,No +9758-MFWGD,Female,1,Yes,Yes,48,No,No phone service,DSL,No,Yes,No,No,No,No,One year,No,Bank transfer (automatic),29.9,1388.75,No +3955-JBZZM,Male,0,No,No,20,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,78.8,1641.3,No +1268-ASBGA,Female,1,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.35,1375.15,Yes +8943-URTMR,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,79.65,152.7,Yes +4815-TUMEQ,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.3,185.2,No +4713-LZDRV,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.6,195.05,Yes +9909-IDLEK,Male,0,Yes,Yes,20,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,No,Mailed check,96.8,1826.7,No +4092-OFQZS,Male,0,Yes,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.65,417.5,No +1561-BWHIN,Male,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.8,344.5,No +4325-NFSKC,Male,1,No,No,19,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.6,1660,Yes +9927-DSWDF,Male,0,Yes,No,22,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.6,2180.55,No +9500-LTVBP,Female,0,No,No,35,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),80.05,2835.9,No +7252-NTGSS,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.15,45.15,No +8149-AIQCG,Male,0,No,No,39,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.15,2730.85,No +1360-JYXKQ,Female,1,Yes,No,54,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,99.1,5437.1,No +2955-PSXOE,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.2,20.2,Yes +7762-URZQH,Male,0,Yes,No,66,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),106.05,6981.35,Yes +0899-WZRSD,Male,0,No,No,56,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,105.35,5794.45,No +3255-GRXMG,Male,0,No,Yes,18,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),45.65,747.2,No +4828-FAZPK,Female,0,Yes,Yes,16,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),79.95,1267.95,No +6094-ZIVKX,Female,0,No,No,68,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),54.45,3674.95,No +6925-BAYGL,Female,1,Yes,No,53,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.1,1275.6,No +3262-EIDHV,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),84.7,5893.9,No +7354-OIJLX,Male,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.85,724.65,No +1376-HHBDV,Female,0,No,No,30,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,48.8,1536.75,No +6907-NZZIJ,Female,0,No,No,36,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.15,3615.6,Yes +6133-OZILE,Female,0,No,No,18,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,35.2,607.3,No +4135-FRWKJ,Female,1,Yes,Yes,55,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Electronic check,76.25,4154.55,No +2911-UREFD,Female,0,Yes,No,39,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,55.9,2184.35,Yes +3744-ZRRDZ,Male,0,No,No,21,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,82.35,1852.85,Yes +5673-TIYIB,Male,0,No,No,2,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),40.4,77.15,Yes +6551-ZCOTS,Male,1,No,No,33,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.9,847.8,No +7191-ADRGF,Male,0,Yes,No,44,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),54.3,2390.45,No +5018-LXQQG,Female,0,Yes,Yes,30,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),66.3,1923.5,No +6892-BOGQE,Female,0,Yes,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.9,1493.2,No +1602-IJQQE,Female,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.35,338.1,Yes +4628-WQCQQ,Male,0,No,Yes,35,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,85.15,3030.6,Yes +1746-TGTWV,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),75.35,75.35,No +5995-SNNEW,Male,1,Yes,No,23,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.45,2184.85,No +8050-WYBND,Female,0,No,Yes,22,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),49.45,1031.4,No +2821-WARNZ,Female,0,No,Yes,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.45,921.3,No +4879-GZLFH,Female,0,Yes,Yes,42,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.15,3875.4,No +1644-IRKSF,Female,0,Yes,Yes,33,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,93.8,3124.5,Yes +8314-HTWVE,Female,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.85,144.15,No +9402-ROUMJ,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),100.25,6689,No +2507-QZPQS,Male,0,No,No,15,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,No,Electronic check,95.7,1451.1,No +7159-NOKYQ,Male,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Two year,Yes,Electronic check,93.15,6368.2,No +5707-ZMDJP,Male,0,Yes,Yes,53,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Two year,Yes,Mailed check,69.7,3729.6,No +8779-YIQQA,Male,0,Yes,Yes,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.8,350.1,No +7136-IHZJA,Female,0,Yes,Yes,40,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,71.35,2847.2,No +8966-OIQHG,Female,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.75,452.35,No +7074-STDCN,Male,0,No,No,39,No,No phone service,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,40.6,1494.5,No +3705-PSNGL,Male,0,No,No,45,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,20.4,930.45,Yes +8739-QOTTN,Female,0,Yes,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,41.85,No +1399-OUPJN,Female,0,Yes,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.75,1272.05,No +0277-BKSQP,Male,0,Yes,Yes,8,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,54.4,475.1,No +6502-HCJTI,Male,1,Yes,No,7,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),94.7,673.1,Yes +2606-RMDHZ,Male,0,No,No,6,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),30.5,208.7,Yes +5774-XZTQC,Female,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.45,150.75,No +2676-SSLTO,Male,0,No,No,49,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),66.15,3199,No +6266-QHOJZ,Female,0,No,No,65,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,One year,Yes,Electronic check,89.85,5844.65,No +7269-JISCY,Female,0,No,No,55,Yes,No,DSL,No,No,No,No,No,No,One year,No,Bank transfer (automatic),45.05,2462.6,No +0363-SVHYR,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),86.85,6263.8,No +8547-NSBBO,Male,0,No,No,35,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,96.75,3403.4,No +8258-GSTJK,Male,1,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,77,237.75,Yes +6861-OKBCE,Female,0,No,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.1,221.35,Yes +9940-RHLFB,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,75.3,75.3,Yes +6591-QGOYB,Male,0,No,No,17,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),106.65,1672.1,No +9070-BCKQP,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.15,7881.2,No +6421-SZVEM,Female,0,Yes,Yes,28,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,One year,Yes,Bank transfer (automatic),82.85,2320.8,No +1328-EUZHC,Female,0,Yes,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,370.5,No +2995-UPRYS,Female,1,Yes,No,40,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),99.2,4062.2,Yes +8878-RYUKI,Female,0,No,No,52,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,59.45,3043.7,No +9633-DENPU,Female,0,Yes,No,47,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),58.6,2723.4,No +7811-JIVPF,Female,0,No,No,23,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),49.7,1081.25,No +7113-HIPFI,Male,0,Yes,Yes,66,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,65.85,4097.05,No +8541-QVFKM,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.5,632.2,No +6686-YPGHK,Male,1,No,No,47,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,No,Mailed check,85.5,4042.3,Yes +1383-EZRWL,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,164.85,Yes +9258-CNWAC,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),113.65,8166.8,No +5371-VYLSX,Female,1,No,No,50,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,83.4,4113.7,No +6374-AFWOX,Male,0,Yes,No,46,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,65.65,3047.15,No +4759-TRPLW,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.4,70.4,Yes +5317-FLPJF,Female,0,No,No,66,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),61.35,4193.4,No +7621-VPNET,Female,0,Yes,No,42,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),85.9,3729.75,No +6034-YMTOB,Female,0,No,No,5,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,75.65,399.45,No +8563-IIOXK,Male,0,Yes,Yes,7,Yes,No,DSL,Yes,No,No,No,No,No,One year,Yes,Electronic check,49.75,331.3,Yes +4903-CNOZC,Male,0,No,No,29,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,One year,No,Credit card (automatic),70.9,1964.6,No +4353-HYOJD,Female,0,Yes,Yes,27,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,49.85,1336.15,No +8020-BWHYL,Female,1,No,No,15,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.3,1147.45,Yes +7267-FRMJW,Female,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,486.05,No +2982-VPSGI,Female,0,Yes,No,11,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94,1078.9,Yes +4188-FRABG,Male,0,Yes,No,57,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,103.05,5925.75,No +8199-ZLLSA,Male,0,No,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),118.35,7804.15,Yes +4128-ETESU,Female,1,Yes,No,47,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,99.7,4747.2,No +0620-DLSLK,Female,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,81.9,1028.9,No +4625-EWPTF,Male,0,No,No,8,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,30.45,226.45,Yes +5980-NOPLP,Female,0,Yes,No,44,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.1,4364.1,Yes +3850-OKINF,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,No,No,No,Yes,No,One year,Yes,Electronic check,66.2,4692.55,No +6892-XPFPU,Male,1,Yes,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.25,2433.9,Yes +8010-EZLOU,Male,1,No,No,15,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.2,1217.25,Yes +1156-ZFYDO,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.75,19.75,No +3295-YVUSR,Male,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,72.6,154.3,No +8016-NCFVO,Male,1,No,No,55,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,116.5,6382.55,No +4119-ZYPZY,Male,1,No,No,71,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,106.8,7623.2,No +5549-ZGHFB,Male,0,Yes,Yes,50,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.95,1261.45,No +7577-SWIFR,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.25,89.25,No +0303-WMMRN,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.25,86.05,No +6408-OTUBZ,Female,0,No,No,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),104.55,6779.05,No +5204-HMGYF,Female,0,Yes,Yes,49,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,87.2,4345,No +1078-TDCRN,Female,1,Yes,No,3,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,30.75,82.85,No +3727-OVPRY,Male,0,Yes,Yes,66,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),25.7,1714.55,No +3797-FKOGQ,Male,0,No,Yes,11,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,86.2,893.2,No +7622-NXQZR,Male,0,No,No,28,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),30.1,810.85,No +6196-HBOBZ,Male,0,Yes,No,65,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Electronic check,99.35,6347.55,No +3970-XGJDU,Female,0,No,No,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.2,1123.65,No +7017-VFULY,Female,0,Yes,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.1,43.15,No +5562-YJQGT,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.35,35.1,No +8807-OPMBM,Female,0,Yes,Yes,55,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.65,1388,No +5439-WIKXB,Male,1,Yes,No,41,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.55,3851.45,No +9874-QLCLH,Female,0,Yes,Yes,17,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.2,1743.5,Yes +8294-UIMBA,Female,0,No,No,30,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),94.4,2638.1,No +8109-YUOHE,Male,0,No,No,17,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Mailed check,56.1,946.95,No +5840-NVDCG,Female,0,Yes,Yes,16,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Two year,No,Bank transfer (automatic),68.25,1114.85,No +8092-NLTGF,Male,0,No,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.75,1777.6,No +5928-QLDHB,Male,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.25,684.85,No +9840-EFJQB,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,74.35,74.35,No +0696-UKTOX,Male,0,No,Yes,23,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,54.15,1312.45,No +4801-KFYKL,Male,0,No,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.45,159.2,No +3472-OAOOR,Male,0,Yes,Yes,19,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,34.95,610.2,No +6135-OZQVA,Female,0,No,No,7,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,53.65,404.35,No +8062-YBDOE,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.65,69.65,Yes +2252-JHJGE,Male,0,No,No,61,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,No,Electronic check,104,6363.45,No +4188-PCPIG,Female,0,Yes,No,57,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),70.35,4124.65,No +6000-APYLU,Male,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.8,713.1,Yes +7105-BENQF,Male,0,No,Yes,15,Yes,No,DSL,Yes,No,Yes,No,No,Yes,One year,No,Mailed check,64.85,950.75,No +7721-DVEKZ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,19.65,No +3566-VVORZ,Female,0,Yes,No,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),45.9,505.95,No +9507-HSMMZ,Male,0,No,No,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20,1149.65,No +2480-SQIOB,Male,0,Yes,Yes,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.8,169.65,No +0947-IDHRQ,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,80.3,526.7,Yes +7813-TKCVO,Female,0,Yes,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.35,393.15,No +0128-MKWSG,Female,0,No,Yes,26,No,No phone service,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Mailed check,45.8,1147,No +3672-YITQD,Male,1,Yes,No,36,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.1,3021.6,Yes +4350-ZTLPI,Female,0,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),108.95,5718.2,No +9048-JVYVF,Male,0,No,No,3,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,69.35,191.35,Yes +0361-HJRDX,Female,0,No,No,68,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),64.35,4539.6,No +5727-MYATE,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.8,6397.6,No +3823-KYNQY,Male,0,No,No,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.95,280.4,No +8988-ECPJR,Female,1,Yes,Yes,34,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,79.6,2718.3,Yes +7570-WELNY,Female,0,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Two year,Yes,Bank transfer (automatic),84.7,5711.05,No +3021-VLNRJ,Female,0,No,Yes,50,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),70.8,3478.15,No +3776-EKTKM,Female,1,No,No,1,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,36.45,36.45,Yes +2080-CAZNM,Female,1,No,No,41,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.4,4133.95,No +1028-FFNJK,Male,1,Yes,No,30,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,101.5,2917.65,No +6907-FLBER,Male,0,No,No,1,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,54.3,54.3,No +3001-UNBTL,Male,1,Yes,Yes,29,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.95,2964.8,No +5982-PSMKW,Female,0,Yes,Yes,23,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),91.1,2198.3,No +3507-GASNP,Male,0,No,Yes,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.95,1189.9,No +7096-ZNBZI,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),26.45,1914.5,No +1902-XBTFB,Male,0,No,Yes,22,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.4,2001.5,Yes +1676-MQAOA,Male,0,No,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),75.1,5336.35,No +0786-IVLAW,Female,1,No,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),108.1,7238.6,No +7566-DSRLQ,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.15,7998.8,No +0643-OKLRP,Female,1,Yes,No,47,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,80.35,3825.85,Yes +7245-JMTTQ,Female,0,No,No,51,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.5,5703.25,No +6050-IJRHS,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.5,7397,No +6202-JVYEU,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,19.9,164.6,No +8591-TKMZH,Male,0,Yes,Yes,59,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,111.1,6555.2,No +0734-OXWBT,Male,0,No,Yes,3,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,No,Mailed check,70.7,225.65,No +4282-ACRXS,Male,1,Yes,No,38,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.85,955.75,No +0365-TRTPY,Female,0,No,No,37,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),91.2,3382.3,No +7349-ALMUX,Male,0,No,No,37,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),65.6,2313.8,No +9381-NDKME,Female,1,Yes,No,24,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),40.65,933.3,Yes +6502-KUGLL,Female,0,Yes,Yes,14,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),59.45,780.85,No +1841-YSJGV,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),109.95,7852.4,No +2794-XIMMO,Male,0,Yes,No,53,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,60.45,3184.25,Yes +8382-SHQEH,Female,0,Yes,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.9,764.95,Yes +3511-BFTJW,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Credit card (automatic),38.5,2763,No +7668-XCFYV,Female,1,Yes,No,17,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.55,1614.7,No +2983-ZANRP,Female,0,Yes,Yes,2,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),73.55,145.4,Yes +7845-URHJN,Female,0,Yes,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.15,156.25,Yes +3034-ZBEQN,Female,0,Yes,No,48,No,No phone service,DSL,No,Yes,Yes,No,No,No,One year,No,Mailed check,34.7,1604.5,Yes +5018-HEKFO,Female,0,No,No,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,24.5,270.15,No +2923-ARZLG,Male,0,Yes,Yes,0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.7, ,No +3976-NLDEZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.6,20.6,No +2282-YGNOR,Female,0,No,No,29,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,No,Credit card (automatic),58,1734.5,No +5336-UFNZP,Female,1,Yes,Yes,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,107.45,7047.5,No +6854-EXGSF,Female,0,No,No,8,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),65.5,573.15,No +1241-EZFMJ,Male,0,Yes,No,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.45,1538.6,No +9233-PSYHO,Female,1,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),100.15,4459.8,No +5376-PCKNB,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.45,7459,No +8044-BGWPI,Male,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,21.15,306.05,No +4060-LDNLU,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,96.2,639.7,No +3589-PPVKW,Male,0,No,No,9,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.4,348.15,No +8327-LZKAS,Female,1,Yes,No,43,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,107.55,4533.9,Yes +5887-IKKYO,Male,0,Yes,Yes,58,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),94.35,5563.65,No +1075-BGWOH,Male,1,Yes,No,16,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.75,1587.55,Yes +1755-RMCXH,Male,0,Yes,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.3,40.25,No +0302-JOIVN,Female,0,Yes,No,8,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,101.15,842.9,Yes +3858-XHYJO,Female,0,Yes,No,40,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),105.75,4228.55,No +4299-SIMNS,Male,0,No,No,9,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,81.15,784.45,No +7025-IWFHT,Male,0,No,No,41,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,One year,Yes,Electronic check,89.55,3729.75,No +6261-LHRTG,Female,0,No,No,26,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),54.75,1406.9,No +7841-FCRQD,Female,0,Yes,No,33,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),53.75,1857.3,No +2056-EVGZL,Male,0,Yes,Yes,68,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),105.75,7322.5,No +8777-MBMTS,Female,1,Yes,No,65,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),105.85,6725.5,No +7753-USQYQ,Male,0,No,No,55,Yes,No,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Electronic check,64.2,3627.3,No +5366-IJEQJ,Male,0,No,No,20,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,88.7,1761.45,Yes +7661-CPURM,Male,0,No,No,19,Yes,No,Fiber optic,No,No,No,Yes,No,Yes,One year,Yes,Credit card (automatic),87.7,1725.95,No +6233-HXJMX,Female,0,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),89.3,4192.15,No +5902-WBLSE,Female,0,Yes,Yes,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.15,1411.2,No +1981-INRFU,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.75,164.5,Yes +4971-PUYQO,Female,0,No,No,27,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,94.55,2724.6,Yes +3239-TPHPZ,Female,0,Yes,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,20.05,264.55,No +5115-GZDEL,Male,0,No,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),67.2,4671.7,No +3338-CVVEH,Male,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,94.55,1173.55,No +8485-GJCDN,Female,1,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.05,318.5,Yes +2615-YVMYX,Male,1,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,107.5,7713.55,No +2851-STERV,Male,1,No,No,35,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,73,2471.25,No +4393-GEADV,Male,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),114.75,7842.3,No +8486-AYEQH,Female,0,No,No,31,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.05,2227.8,No +1527-SXDPN,Male,0,Yes,Yes,52,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),96.25,4990.25,Yes +6029-WTIPC,Male,1,No,No,37,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.1,3744.05,Yes +8634-CILSZ,Male,0,No,No,69,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),104.7,7220.35,Yes +5419-JKZNQ,Male,1,Yes,No,30,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,77.9,2351.45,No +2495-KZNFB,Female,0,No,No,33,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.65,2989.6,No +1409-PHXTF,Male,1,Yes,No,54,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.45,6077.75,No +4560-WQAQW,Female,0,No,No,59,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,One year,No,Bank transfer (automatic),68.7,4070.95,No +9591-YVTEB,Male,1,No,No,55,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,44.85,2479.05,No +9309-BZGNT,Male,1,Yes,No,69,No,No phone service,DSL,No,No,Yes,No,No,No,One year,Yes,Credit card (automatic),29.8,2134.3,No +4274-DRSQT,Female,0,No,No,66,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,One year,Yes,Bank transfer (automatic),88.9,6000.1,No +2027-DNKIV,Male,0,Yes,Yes,37,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Mailed check,58.75,2203.1,No +8075-GXIUB,Male,1,Yes,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.85,183.15,No +2885-HIJDH,Male,0,Yes,Yes,69,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),86.9,6194.1,No +5424-RLQLC,Male,0,No,No,10,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Mailed check,59.65,638.95,No +6682-QJDGB,Male,0,No,Yes,40,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,55.25,2139.2,Yes +6507-DTJZV,Male,0,No,Yes,13,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),66.4,831.75,No +8780-IXSTS,Female,0,No,No,6,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.1,521.3,Yes +7673-BQGKU,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.15,1337.5,No +6723-WSNTY,Female,1,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),108.1,7181.95,No +9530-EHPOH,Male,0,No,No,11,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,53.75,608,Yes +2725-IWWBA,Male,0,Yes,Yes,46,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,No,Mailed check,56.9,2560.1,No +0345-HKJVM,Female,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,89.3,577.6,Yes +1061-PNTHC,Female,0,Yes,Yes,56,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,109.6,5953,No +0394-YONDK,Male,0,Yes,Yes,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.15,1790.15,No +6574-MCOEH,Female,0,Yes,Yes,33,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,79.15,2531.4,No +7399-QHBJS,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Credit card (automatic),66.75,4760.3,No +3049-SOLAY,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.2,292.85,Yes +0997-YTLNY,Female,0,No,Yes,19,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,48.8,953.65,No +3317-HRTNN,Female,1,No,No,5,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,45.7,198,Yes +9479-HYNYL,Female,0,Yes,No,71,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),80.7,5705.05,No +3235-ETOOB,Male,0,Yes,No,8,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.5,609.9,Yes +9708-KFDBY,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.55,20.55,No +8058-INTPH,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.65,79.65,Yes +3642-GKTCT,Female,0,No,No,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,115.1,6993.65,No +0774-RMNUW,Female,0,Yes,Yes,71,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),59.7,4122.65,No +1334-PDUKM,Female,0,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Credit card (automatic),86.45,5762.95,No +0756-MPZRL,Male,0,No,No,46,No,No phone service,DSL,No,No,Yes,Yes,No,No,One year,No,Credit card (automatic),33.7,1537.85,No +2242-MFOTG,Male,0,No,No,33,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,One year,No,Bank transfer (automatic),80.1,2603.3,No +2927-CVULT,Female,0,Yes,Yes,53,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),104.05,5566.4,No +2144-BFDSO,Female,1,Yes,No,50,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),108.75,5431.9,No +8745-PVESG,Female,0,No,No,57,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),41.1,2258.25,No +7647-GYYKX,Female,0,Yes,Yes,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.35,1092.35,No +5647-FXOTP,Female,1,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.9,6401.25,No +5569-OUICF,Female,1,Yes,No,28,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),101.3,2812.2,Yes +8821-XNHVZ,Female,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,80.05,80.05,Yes +2082-OJVTK,Male,0,Yes,Yes,29,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,89.2,2698.35,Yes +9700-ISPUP,Female,0,Yes,Yes,10,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,65.5,616.9,No +9839-ETQOE,Male,0,No,Yes,43,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,40.45,1912.85,No +6078-VESFR,Male,1,Yes,No,13,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70.45,849.1,No +9027-TMATR,Female,0,Yes,No,43,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,78.8,3460.3,No +5940-NFXKV,Male,0,Yes,Yes,19,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.65,1465.75,Yes +1941-HOSAM,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.1,90.1,No +9110-HSGTV,Female,0,No,No,69,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),82.45,5555.3,No +0704-VCUMB,Female,0,Yes,No,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.25,1278.8,No +6171-ZTVYB,Male,0,Yes,No,43,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),66.25,2907.35,No +8053-WWDRO,Female,0,Yes,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.5,146.3,Yes +9564-KCLHR,Male,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,51.25,51.25,Yes +1935-IMVBB,Male,0,Yes,No,56,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,89.7,4952.95,No +2535-PBCGC,Female,0,Yes,No,70,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),64.55,4504.9,No +2082-CEFLT,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.6,45.6,Yes +1470-PSXNM,Male,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,93.65,4520.15,No +1213-NGCUN,Female,0,No,No,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),49.65,267.35,Yes +2498-XLDZR,Female,0,Yes,Yes,32,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Mailed check,73.6,2316.85,No +9866-OCCKE,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,109.75,8075.35,No +5338-YHWYT,Male,0,No,Yes,37,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Credit card (automatic),61.45,2302.35,No +7718-UPSKJ,Female,0,Yes,No,69,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),106.4,7251.9,No +8731-WBBMB,Female,0,Yes,No,26,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),81.9,2078.55,No +1448-CYWKC,Female,0,Yes,Yes,58,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),105.2,6225.4,No +7901-IIDQV,Male,0,No,No,24,Yes,Yes,DSL,No,No,No,Yes,No,No,One year,No,Bank transfer (automatic),54.6,1242.25,No +2690-DVRVK,Male,0,Yes,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,20.55,99.45,No +5688-KZTSN,Male,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20,288.05,Yes +1270-XKUCC,Female,0,Yes,Yes,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,599.25,No +0334-ZFJSR,Female,0,Yes,No,55,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),66.05,3462.1,No +2894-QOJRX,Female,0,Yes,No,25,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),34,853,Yes +5747-PMBSQ,Male,1,Yes,No,10,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,92.5,934.1,Yes +5583-EJXRD,Male,0,Yes,Yes,44,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),54.05,2375.2,No +4565-EVZMJ,Female,0,No,No,47,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,58.9,2813.05,No +3143-JQEGI,Female,0,Yes,Yes,13,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,88.35,1222.8,Yes +6386-SZZKH,Female,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),107.95,5293.2,Yes +3327-YBAKM,Female,0,Yes,No,64,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,One year,Yes,Mailed check,96.9,6314.35,No +9441-QHEVC,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.1,19.1,No +6705-LNMDD,Male,0,No,No,20,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,50,1003.05,No +2580-ASVVY,Female,0,Yes,No,37,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Two year,No,Electronic check,45.4,1593.1,No +3370-GQEAL,Male,0,Yes,Yes,30,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,85.45,2509.95,No +5032-USPKF,Female,0,No,No,38,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),84.1,3187.65,No +2982-IHMFT,Female,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.45,74.45,Yes +3521-SYVOR,Female,0,No,No,37,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,64.75,2345.2,Yes +4254-QPEDE,Female,0,Yes,No,52,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),66.25,3330.1,No +6283-GITPX,Male,0,No,Yes,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),76.9,5522.7,No +9526-JAWYF,Male,0,No,No,26,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,No,Electronic check,89.8,2335.3,Yes +0771-CHWSK,Male,0,No,No,66,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),74.6,4798.4,No +9788-HNGUT,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.95,8594.4,No +9495-REDIY,Male,0,No,Yes,25,No,No phone service,DSL,Yes,No,No,No,Yes,No,One year,Yes,Credit card (automatic),40.65,970.55,No +5375-XLDOF,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.35,7665.8,No +1172-VIYBP,Male,0,Yes,Yes,53,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,Two year,No,Bank transfer (automatic),69.7,3686.05,No +5649-VUKMC,Female,0,No,No,12,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Mailed check,95.5,1115.15,Yes +6559-PDZLR,Male,0,No,No,26,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,98.65,2537,No +8992-OBVDG,Male,0,No,No,21,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Mailed check,61.65,1393.6,No +4273-MBHYA,Female,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.35,89.35,No +4724-WXVWF,Male,0,No,No,48,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,95.4,4445.3,No +5701-GUXDC,Female,0,Yes,No,26,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Credit card (automatic),35.4,978.6,No +1460-UZPRJ,Male,0,Yes,No,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.95,1258.15,No +6082-GLJIX,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.25,331.35,No +5143-EGQFK,Female,1,No,No,10,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,29.65,291.4,Yes +4919-IKATY,Male,0,Yes,Yes,5,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.5,453.75,Yes +2495-TTHBQ,Female,0,No,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.4,84.75,No +0485-ZBSLN,Male,0,Yes,Yes,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.75,1715.1,No +3810-PJUHR,Male,0,Yes,Yes,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.35,1715.15,No +9050-QLROH,Male,0,No,No,18,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.7,1597.25,Yes +0847-HGRML,Male,0,No,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20,1250.1,No +8232-CTLKO,Female,0,Yes,Yes,66,Yes,No,DSL,Yes,No,No,No,Yes,No,Two year,Yes,Electronic check,59.75,3996.8,No +9227-YBAXE,Female,0,Yes,Yes,65,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),82.5,5215.1,No +6168-WFVVF,Female,1,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,235.5,Yes +9860-LISIZ,Female,0,No,No,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,673.2,No +0112-QAWRZ,Male,0,Yes,Yes,16,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),90.8,1442.2,No +0877-SDMBN,Female,0,No,No,54,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),103.95,5639.05,Yes +2786-GCDPI,Female,1,No,No,50,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.95,5222.35,No +4043-MKDTV,Male,0,Yes,No,71,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,105.25,7291.75,No +8065-YKXKD,Female,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.75,799.65,Yes +9637-EIHEQ,Female,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,50.8,50.8,Yes +9229-RQABD,Male,0,No,No,18,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,23.75,424.5,No +8313-KTIHG,Male,0,No,No,4,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,61.3,249.4,No +5320-BRKGK,Female,0,Yes,Yes,58,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Mailed check,75.8,4415.75,No +6284-KMNUF,Female,0,Yes,No,56,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Electronic check,98,5270.6,No +9689-PTNPG,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.25,144.55,Yes +9465-RWMXL,Male,0,Yes,No,32,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,78.9,2447.95,Yes +6229-UOLQL,Male,0,Yes,Yes,56,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,One year,Yes,Mailed check,52,2884.9,No +2362-IBOOY,Male,0,No,No,36,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.75,3050.15,Yes +3137-LUPIX,Female,0,No,No,4,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,64.4,253,No +0843-WTBXE,Male,0,No,No,53,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),85.45,4517.25,Yes +6143-JQKEA,Male,0,No,No,10,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),45.8,436.2,No +8676-OOQEJ,Male,0,No,No,4,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,30.5,118.4,No +5515-IDEJJ,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,19.9,Yes +9701-CDXHR,Female,0,Yes,No,51,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,69.15,3649.6,No +7450-NWRTR,Male,1,No,No,12,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.45,1200.15,Yes +8124-NZVGJ,Female,0,No,No,6,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,One year,Yes,Mailed check,49.25,255.6,No +2162-FRZAA,Male,0,Yes,Yes,63,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),39.35,2395.05,No +5376-DEQCP,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.6,70.6,Yes +5118-MUEYH,Female,0,Yes,No,48,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),105.1,5083.55,No +9095-HFAFX,Female,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),81,389.6,Yes +5627-TVBPP,Female,0,No,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.1,644.5,No +2379-ENZGV,Male,0,No,No,6,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.85,523.5,Yes +3936-QQFLL,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,39.3,No +2589-AYCRP,Female,0,No,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.75,989.05,No +4067-HLYQI,Female,0,No,No,33,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),70.4,2406.1,No +5124-EOGYE,Male,0,No,No,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.45,638.55,No +5057-RKGLH,Female,0,Yes,Yes,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.35,191.1,No +0292-WEGCH,Female,0,Yes,Yes,54,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,86.2,4524.05,No +8910-ICHIU,Female,0,No,No,46,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),95.65,4664.2,No +4097-YODCF,Male,0,No,Yes,34,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,103.8,3470.8,No +9715-WZCLW,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Two year,Yes,Electronic check,97.2,6910.3,No +9786-YWNHU,Female,0,Yes,Yes,63,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,63.55,4014.2,No +6407-GSJNL,Female,0,No,No,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.95,1288,No +6005-OBZPH,Female,1,No,No,26,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,89.15,2277.65,Yes +4049-ZPALD,Female,0,Yes,No,64,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),99,6375.8,No +7932-WPTDS,Female,1,Yes,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.8,24.8,Yes +3733-UOCWF,Male,1,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),85.55,5251.75,No +6833-JMZYP,Female,0,No,No,15,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94,1505.45,No +2722-VOJQL,Male,0,No,No,64,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),105.65,6903.1,Yes +1310-QRITU,Female,0,No,No,18,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.3,913.3,No +8961-QDZZJ,Female,0,Yes,Yes,57,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,95,5535.8,No +9715-SBVSU,Male,0,Yes,Yes,14,Yes,No,DSL,Yes,Yes,No,No,No,Yes,Two year,Yes,Bank transfer (automatic),61.4,815.55,No +8490-BXHEO,Male,1,No,No,18,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),80.55,1411.65,No +7173-TETGO,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),78.5,5602.25,No +7929-SKFGK,Male,0,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),114.3,8244.3,No +2300-RQGOI,Female,0,No,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.05,741.5,No +3563-SVYLG,Male,0,Yes,Yes,68,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),62.65,4375.8,No +5228-EXCET,Male,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.85,1008.7,Yes +6435-VWCCY,Male,1,Yes,No,65,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Two year,Yes,Credit card (automatic),92.7,5968.4,No +4998-IKFSE,Female,0,No,No,30,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,100.45,3096.9,No +8630-QSGXK,Male,0,Yes,No,51,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),75.2,3901.25,No +2455-USLMV,Female,0,No,No,31,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),84.75,2613.4,No +7394-FKDNK,Female,0,Yes,No,9,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,89.45,853.1,Yes +9488-FVZCC,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),79.5,5661.7,No +6331-LWDTQ,Male,0,No,No,10,Yes,Yes,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),72.15,794.25,Yes +5995-WWKKG,Female,0,No,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,19.8,695.05,No +1597-FZREH,Female,0,No,No,2,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,76.4,160.8,Yes +7879-CGSFV,Male,0,No,No,55,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Mailed check,100.9,5552.05,No +9921-EZKBY,Male,0,No,Yes,33,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.3,3275.15,No +7432-FFVAR,Female,0,Yes,Yes,46,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),90.95,4236.6,No +7246-ZGQDF,Female,0,No,Yes,1,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,54.5,54.5,No +7000-WCEVQ,Female,1,No,No,20,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,61.6,1174.35,Yes +0727-IWKVK,Male,0,Yes,No,9,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,79.9,741.7,Yes +5959-BELXA,Male,1,No,No,32,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),96.15,3019.25,Yes +4456-RHSNB,Female,0,Yes,Yes,19,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.6,962.9,No +3512-IZIKN,Female,0,Yes,No,70,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),65.3,4759.75,Yes +2481-SBOYW,Female,0,No,Yes,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25,1498.35,No +7109-MFBYV,Male,0,No,No,26,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.45,1233.15,No +1833-TCXKK,Male,0,Yes,No,45,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),107.75,4882.8,No +1832-PEUTS,Male,0,Yes,Yes,62,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),89.1,5411.65,No +6141-OOXUQ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,19.65,Yes +8660-BUETV,Female,0,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.75,148.05,No +0580-PIQHM,Female,0,Yes,Yes,41,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),101.6,3930.55,No +5696-CEIQJ,Male,0,Yes,Yes,67,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),103.15,6895.5,No +7503-ZGUZJ,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,84.65,84.65,Yes +1696-HXOWK,Female,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,No,Mailed check,95.65,6856.95,No +3026-ATZYV,Female,0,Yes,Yes,37,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,One year,No,Bank transfer (automatic),75.1,2658.8,No +4012-YCFAI,Male,0,Yes,No,60,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Mailed check,61.35,3766.2,No +2506-TNFCO,Female,1,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.55,69.55,Yes +9970-QBCDA,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.7,129.55,No +8718-PTMEZ,Female,0,No,No,13,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,31.05,347.25,Yes +9496-IVVRP,Female,0,Yes,Yes,11,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),51,581.7,No +2207-OBZNX,Male,0,No,No,7,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,51,354.05,Yes +2657-VPXTA,Female,0,Yes,Yes,10,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,88.85,929.45,No +6551-VLJMV,Male,0,Yes,No,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,679,No +1221-GHZEP,Female,0,No,No,62,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Two year,Yes,Mailed check,65.1,3846.75,No +9289-LBQVU,Male,0,Yes,No,64,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Mailed check,70.15,4480.7,No +6142-VSJQO,Female,0,Yes,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.35,44.35,Yes +3458-IDMFK,Male,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.75,499.4,No +6933-FHBZC,Female,0,No,No,26,Yes,No,DSL,No,Yes,Yes,No,No,No,One year,Yes,Mailed check,56.05,1553.2,No +0221-NAUXK,Male,0,No,Yes,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.95,219.5,No +9770-KXGQU,Female,0,No,No,53,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,One year,No,Mailed check,98.6,5311.85,No +6437-UKHMV,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.7,586.05,Yes +6538-POCHL,Male,0,No,No,33,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),79,2576.8,No +6726-NNFWD,Female,1,Yes,No,71,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Two year,No,Credit card (automatic),89.45,6435.25,No +3002-WQZWT,Female,0,No,No,29,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.2,1993.25,No +4277-UDIEF,Male,0,Yes,Yes,24,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),81,1923.85,No +1208-NBVFH,Male,0,Yes,Yes,20,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,49.6,939.8,No +4912-PIGUY,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.6,84.6,No +1114-CENIM,Male,0,No,Yes,54,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),55,3092.65,Yes +6060-DRTNL,Female,1,No,No,5,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,84.85,415.55,Yes +2725-TTRIQ,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),84.2,5986.55,No +3374-TTZTK,Male,0,Yes,No,52,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,106.3,5487,No +8990-ZXLSU,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.05,651.5,No +2275-RBYQS,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.4,45.4,No +8473-VUVJN,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.65,73.65,Yes +6289-CPNLD,Male,0,Yes,Yes,33,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,73.9,2405.05,Yes +5536-SLHPM,Female,0,Yes,No,55,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,77.75,4458.15,Yes +4419-UJMUS,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Two year,Yes,Electronic check,99.35,6856.45,No +7794-JASDG,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.75,50.75,No +7609-YBPXG,Male,0,No,No,54,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),87.1,4735.2,No +5519-TEEUH,Male,0,No,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.15,682.15,No +7856-GANIL,Male,1,Yes,No,45,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),98.7,4525.8,No +0804-XBFBV,Female,0,No,Yes,11,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.2,321.05,No +2676-OXPPQ,Male,0,No,No,6,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),55.7,335.65,No +3703-TTEPD,Male,0,No,No,21,Yes,No,DSL,Yes,No,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),65.35,1424.4,No +2799-TSLAG,Female,0,Yes,Yes,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.3,1748.55,No +0196-VULGZ,Female,1,Yes,No,6,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.35,474.9,Yes +8837-VVWLQ,Female,0,No,No,8,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,84.95,668.4,Yes +2696-NARTR,Male,0,No,No,11,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,73.85,926.25,Yes +2208-NKVVH,Male,0,Yes,Yes,43,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.25,1077.95,No +7614-QVWQL,Male,0,Yes,Yes,49,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),51.8,2541.25,Yes +1976-CFOCS,Female,1,Yes,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,46,46,Yes +4631-OACRM,Male,1,No,No,15,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.4,1156.1,Yes +7139-JZFVG,Male,0,Yes,Yes,60,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Bank transfer (automatic),60.5,3694.45,No +4987-GQWPO,Male,0,No,No,17,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),25.1,382.8,No +3755-JBMNH,Male,1,Yes,No,16,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),71.8,1167.8,Yes +1757-TCATG,Male,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.05,746.75,No +6345-ULYRW,Male,1,Yes,No,44,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,One year,No,Mailed check,88.4,3912.9,Yes +4776-XSKYQ,Female,0,Yes,Yes,12,No,No phone service,DSL,No,No,No,Yes,No,No,One year,No,Credit card (automatic),30.25,368.85,No +8048-DSDFQ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,20.2,No +5753-QQWPW,Female,0,No,No,28,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Electronic check,59.9,1654.7,No +6010-DDPPW,Male,0,Yes,No,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.15,1940.85,No +1809-DMJHQ,Female,0,No,Yes,5,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,46,221.7,Yes +6693-FRIRW,Male,0,No,No,18,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),101.3,1794.65,No +6586-MYGKD,Male,0,Yes,No,70,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),76.95,5289.8,No +3173-NVMPX,Female,0,Yes,Yes,9,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,55.3,501.2,No +0248-PGHBZ,Female,1,No,No,67,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),92.45,6140.85,No +0623-GDISB,Female,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),48.45,48.45,No +2892-GESUL,Female,0,Yes,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.35,309.25,No +6923-EFPNL,Male,0,No,No,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),51.75,201.1,Yes +7472-EQOAV,Male,1,Yes,Yes,71,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,One year,Yes,Bank transfer (automatic),86.7,6179.35,No +9574-RKJIF,Male,0,Yes,Yes,30,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,94.4,2838.7,Yes +2043-WVTQJ,Male,0,Yes,No,1,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Mailed check,55.7,55.7,No +8034-RYTVV,Female,0,No,No,55,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),84.25,4589.85,No +3863-QSTYI,Male,0,No,No,59,Yes,No,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,64.65,3735.45,No +2619-WFQWU,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.15,70.15,Yes +5044-LRQAQ,Female,0,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.2,477.55,No +1716-LSAMB,Male,0,Yes,Yes,45,Yes,No,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),54.65,2553.7,No +1333-PBMXB,Female,0,Yes,Yes,54,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.75,1342.15,No +6546-OPBBH,Male,0,Yes,Yes,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,23.95,1216.35,No +5985-BEHZK,Female,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),105,7578.05,No +9127-QRZMH,Male,0,Yes,No,44,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),59.85,2603.95,No +5919-VCZYM,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,42.7,No +9644-KVCNC,Female,0,No,No,66,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),92.15,6056.9,No +2137-DQMEV,Male,0,Yes,Yes,68,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,One year,No,Mailed check,44.8,2983.65,No +8174-LNWMW,Female,0,No,No,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.9,689.35,No +9279-CJEOJ,Female,1,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.4,2025.1,No +7964-VEXDG,Male,0,No,Yes,21,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,80.35,1747.2,No +2404-JIBFC,Female,0,Yes,Yes,55,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),85.1,4657.95,No +0778-NELLA,Male,0,No,No,9,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),34.7,296.1,Yes +8029-XYPWT,Male,1,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.05,8016.6,No +4614-NUVZD,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,81.1,81.1,Yes +4632-PAOYU,Male,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.95,433.5,No +3803-KMQFW,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.55,20.55,Yes +6804-GDMOI,Female,0,No,No,61,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,106.6,6428.4,Yes +2990-OGYTD,Female,0,Yes,No,67,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),86.15,5883.85,No +6646-JPPHA,Female,1,No,No,14,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,78.85,1043.8,No +9572-MTILT,Male,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,106.75,6252.9,Yes +7658-UYUQS,Male,1,Yes,No,21,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),86.55,1857.25,No +7880-XSOJX,Male,0,No,No,4,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,42.4,146.4,No +9611-CTWIH,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.45,240.45,Yes +4589-IUAJB,Male,0,Yes,No,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.25,1724.15,No +0329-GTIAJ,Female,0,No,No,3,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,97.9,315.3,Yes +8746-BFOAJ,Male,1,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.5,429.55,No +8457-XIGKN,Male,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.6,356.15,No +6072-NUQCB,Male,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.25,488.25,No +6629-CZTTH,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,55.7,55.7,Yes +8838-GPHZP,Female,0,No,No,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.6,1298.7,No +8750-QWZAJ,Female,0,Yes,Yes,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.8,1378.75,No +5364-EVNIB,Male,0,No,No,13,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,79.8,973.45,Yes +6918-UMQCG,Female,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,80.2,384.25,No +0675-NCDYU,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.4,8543.25,No +6339-DKLMK,Female,0,No,No,13,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,31.65,389.95,No +1346-PJWTK,Male,0,Yes,No,61,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,No,Credit card (automatic),94.15,5731.85,No +5088-QZLRL,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.65,20.65,No +8023-QHAIO,Female,1,Yes,No,56,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),76.85,4275.75,No +4397-FRLTA,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.15,84.5,No +3057-VJJQE,Male,0,No,No,35,Yes,Yes,DSL,Yes,No,No,No,No,No,Two year,No,Mailed check,55.25,1924.1,No +5087-SUURX,Female,0,Yes,No,18,No,No phone service,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,39.05,669.85,Yes +2302-OUZXB,Male,0,Yes,No,72,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),82.15,5784.3,No +8133-ANHHJ,Female,1,No,No,49,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),103,5166.2,No +2270-CHBFN,Female,0,Yes,No,44,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),95.1,4060.55,No +0013-EXCHZ,Female,1,Yes,No,3,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,83.9,267.4,Yes +5982-FPVQN,Female,0,Yes,Yes,37,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,95.15,3532.85,No +9107-UKCKY,Male,0,Yes,No,61,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,79.8,4914.8,No +4654-ULTTN,Male,0,Yes,No,70,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),74.8,5315.8,No +5550-VFRLC,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.85,69.85,Yes +5546-BYZSM,Female,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.45,775.6,No +1492-KGETH,Male,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),78.35,5445.95,No +4929-BSTRX,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,53.55,53.55,Yes +4163-HFTUK,Male,0,No,No,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.1,1007.8,No +8215-NGSPE,Female,0,Yes,Yes,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20,833.55,No +2225-ZRGSG,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),93.9,6579.05,Yes +8859-YSTWS,Male,0,No,No,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.95,1004.5,No +5271-YNWVR,Male,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,113.15,7856,Yes +7601-DHFWZ,Female,0,No,No,48,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24,1183.05,No +2657-ALMWY,Female,1,Yes,No,26,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,84.95,2169.75,Yes +6330-JKLPC,Male,0,Yes,No,11,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.5,896.9,Yes +4667-OHGKG,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.3,19.3,Yes +1998-VHJHK,Female,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.15,501.35,No +1707-HABPF,Female,1,No,No,46,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),91.3,4126.35,No +1660-HSOOQ,Male,0,No,No,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,49.65,49.65,Yes +7253-UVNDW,Female,0,No,No,46,Yes,No,DSL,No,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),54.35,2460.15,Yes +0487-VVUVK,Male,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.15,477.6,No +7228-OMTPN,Male,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,88.45,370.65,Yes +5063-IUOKK,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,265.75,No +4508-OEBEY,Male,0,Yes,No,31,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),75.5,2424.45,No +0027-KWYKW,Female,0,Yes,Yes,23,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,83.75,1849.95,No +2308-STERM,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.4,61.05,No +5982-XMDEX,Female,0,No,No,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),26.5,1698.55,No +6284-AHOOQ,Male,1,No,No,22,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),90.5,1910.6,Yes +6051-PTVNS,Female,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.15,998.1,No +2344-JMOGN,Male,0,Yes,No,9,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,94.85,890.6,Yes +3799-ISUZQ,Male,0,Yes,Yes,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.95,529.5,Yes +2877-VDUER,Female,0,Yes,Yes,35,No,No phone service,DSL,No,No,No,Yes,Yes,No,One year,No,Mailed check,40.9,1383.6,No +9152-AMKAK,Male,0,No,No,6,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,80.25,493.4,No +1794-HBQTJ,Female,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),48.6,48.6,Yes +9432-VOFYX,Male,0,No,No,17,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.8,1207,No +8049-WJCLQ,Male,0,Yes,Yes,10,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,No,Mailed check,60.2,563.5,No +6586-PSJOX,Male,0,No,Yes,15,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,No,Credit card (automatic),55.2,864.55,No +2460-FPSYH,Female,1,No,No,40,No,No phone service,DSL,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,55.8,2109.35,Yes +9705-ZJBCG,Female,0,Yes,Yes,13,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),54.15,701.05,No +4818-DRBQT,Male,0,Yes,No,29,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.15,2265.25,Yes +1320-HTRDR,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.5,220.6,Yes +6847-KJLTS,Female,1,Yes,No,58,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.4,5749.8,No +9670-BPNXF,Female,0,No,No,45,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),62.55,2796.45,No +3913-FCUUW,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),70.45,5165.7,No +3301-VKTGC,Male,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Bank transfer (automatic),85.5,5696.6,No +1493-AMTIE,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.2,20.2,Yes +9555-SAHUZ,Female,0,Yes,Yes,38,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,54.5,2076.05,No +0816-TSPHQ,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.75,44.2,No +9932-WBWIK,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,215.25,No +4619-EVPHY,Female,1,Yes,No,20,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),91,1859.5,No +5286-YHCVC,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.8,7470.1,No +6424-ELEYH,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.75,229.5,Yes +4391-RESHN,Male,0,No,No,23,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,104.05,2470.1,Yes +9115-YQHGA,Male,0,No,No,40,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,51.1,2092.9,No +4462-CYWMH,Male,1,Yes,No,62,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.8,5629.55,No +8963-MQVYN,Female,0,No,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.55,469.85,No +2458-EOMRE,Female,0,No,No,11,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,No,Bank transfer (automatic),64.05,733.95,No +9334-GWGOW,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.85,485.25,No +6821-BUXUX,Female,0,No,No,13,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,96.65,1244.5,Yes +5028-HTLJB,Male,1,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,20.05,Yes +9801-GDWGV,Female,0,No,No,39,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.45,3994.45,Yes +6542-LWGXJ,Male,0,Yes,No,3,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25,78.25,No +5567-GZKQY,Male,0,No,No,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.3,1131.5,No +1222-LRYKO,Male,0,No,Yes,6,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,26.35,184.05,No +2320-JRSDE,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.9,19.9,Yes +2087-QAREY,Female,0,Yes,No,22,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,54.7,1178.75,No +0601-WZHJF,Male,0,Yes,No,14,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,46.35,667.7,Yes +4423-JWZJN,Male,0,Yes,Yes,64,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,One year,No,Credit card (automatic),90.25,5629.15,No +5143-WMWOG,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.95,19.95,Yes +6490-FGZAT,Male,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.65,109.3,No +5393-RXQSZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,79.6,79.6,Yes +7452-FOLON,Male,0,No,Yes,39,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25.45,958.45,No +2320-TZRRH,Female,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.5,403.15,No +0231-LXVAP,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,75.9,75.9,Yes +9444-JTXHZ,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,76.2,76.2,Yes +4942-VZZOM,Male,0,Yes,No,64,Yes,Yes,DSL,Yes,No,No,No,Yes,No,One year,Yes,Credit card (automatic),66.15,4392.5,No +5510-BOIUJ,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.25,19.25,Yes +7502-BNYGS,Female,0,Yes,No,46,Yes,No,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),69.1,3168,No +4291-HYEBC,Female,1,Yes,Yes,28,No,No phone service,DSL,No,Yes,No,No,No,Yes,One year,Yes,Electronic check,39.1,1096.6,No +6147-CBCRA,Female,0,Yes,No,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,669.45,No +6047-SUHPR,Male,0,Yes,Yes,39,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,No,Electronic check,59.8,2343.85,No +4471-KXAUH,Female,0,Yes,No,42,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,84.3,3588.4,Yes +9752-ZNQUT,Female,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,48.6,48.6,No +7638-QVMVY,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79,522.95,Yes +1576-PFZIW,Male,1,Yes,No,70,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),105.35,7511.9,No +5666-MBJPT,Male,0,No,No,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.1,1725,No +7312-XSBAT,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,49.75,49.75,No +3096-GKWEB,Male,0,Yes,No,18,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.75,1691.9,No +2371-JQHZZ,Male,0,Yes,No,24,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93,2248.05,No +0674-GCDXG,Male,0,No,No,63,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),71.9,4479.2,No +1121-QSIVB,Female,0,No,Yes,44,Yes,Yes,DSL,No,Yes,No,No,Yes,Yes,One year,Yes,Mailed check,77.55,3471.1,No +4396-KLSEH,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.85,63,No +3244-DCJWY,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.25,70.25,Yes +2824-MYYBN,Female,0,Yes,Yes,37,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.25,3314.15,No +0875-CABNR,Female,1,No,No,10,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),84.6,865.55,Yes +6345-HOVES,Male,0,No,No,34,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),25.05,852.7,No +8318-LCNBW,Male,0,Yes,No,35,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,One year,No,Credit card (automatic),53.15,1930.9,No +6469-QJKZW,Female,0,Yes,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.15,91.4,No +0147-ESWWR,Female,1,Yes,No,39,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,101.25,3949.15,No +1217-VASWC,Male,1,Yes,No,43,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),100.55,4304,No +7812-FZHPE,Female,0,Yes,Yes,17,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.1,409.9,Yes +6370-ZVHDV,Female,0,Yes,No,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.3,1554.9,No +5915-DGNVC,Female,0,Yes,No,49,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Electronic check,71.8,3472.05,No +6260-XLACS,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.7,117.8,No +3566-CAAYU,Female,0,Yes,Yes,64,No,No phone service,DSL,No,Yes,Yes,Yes,No,Yes,Two year,No,Electronic check,49.85,3210.35,No +4983-CCWMC,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.6,207.4,No +9103-CXVOK,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.75,19.75,No +2896-TBNBE,Male,0,Yes,No,40,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Electronic check,80.8,3132.75,No +4797-AXPXK,Female,0,No,Yes,1,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,60,60,Yes +5229-PRWKT,Male,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.55,649.65,Yes +6982-UQZLY,Female,1,Yes,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.85,20.85,Yes +2522-WLNSF,Female,1,Yes,No,34,Yes,No,DSL,No,No,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),64.2,2106.3,No +3841-CONLJ,Female,0,Yes,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,35,35,No +5057-LCOUI,Female,0,No,No,39,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.75,2011.4,Yes +0193-ESZXP,Female,1,Yes,No,58,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),105.5,6205.5,Yes +4475-NVTLU,Male,0,Yes,Yes,45,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,19.2,903.7,No +4369-HTUIF,Male,1,No,No,6,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),85.15,503.6,Yes +9386-LDCZR,Male,0,No,No,43,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),90.65,3882.3,No +9585-KKMFD,Male,0,Yes,Yes,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20,879.8,No +5399-ZIMKF,Male,0,No,No,5,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.65,383.65,No +0336-KXKFK,Male,0,No,No,72,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),61.2,4390.25,No +5619-XZZKR,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.95,68.2,No +3948-FVVRP,Male,0,Yes,Yes,9,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,54.8,452.8,No +5327-XOKKY,Male,1,Yes,No,72,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),73.45,5329,No +0983-TATYJ,Female,0,Yes,No,33,Yes,No,DSL,No,No,No,Yes,No,No,One year,Yes,Mailed check,51.45,1758.9,No +1813-JYWTO,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),80.45,5737.6,No +0156-FVPTA,Male,0,Yes,No,22,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,54.2,1152.7,Yes +1984-FCOWB,Female,0,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,109.5,7674.55,Yes +0654-HMSHN,Male,0,Yes,Yes,21,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,104.4,2157.95,Yes +6719-OXYBR,Male,0,No,No,15,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,85.3,1219.85,No +3312-ZWLGF,Male,1,Yes,No,29,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,79.3,2414.55,No +6476-YHMGA,Female,0,Yes,Yes,15,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),76.5,1155.6,No +5287-QWLKY,Male,1,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),105.1,7548.1,Yes +0795-XCCTE,Male,1,No,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.4,1809.35,No +0168-XZKBB,Female,0,Yes,No,19,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.85,1564.4,No +3785-NRHYR,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,19.65,No +5196-SGOAK,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,75.7,75.7,Yes +4537-DKTAL,Female,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.55,84.4,No +7072-MBHEV,Female,1,Yes,Yes,11,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),78.1,864.85,No +5602-BVFMK,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.3,228.75,No +6297-NOOPG,Female,0,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.5,7752.05,No +1891-UAWWU,Female,1,Yes,No,20,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,90.8,1951,Yes +8204-TIFGJ,Female,0,No,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.3,470.6,No +8050-DVOJX,Male,1,No,No,49,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),81.35,4060.9,No +6108-OQZDQ,Female,0,Yes,Yes,4,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,97.95,384.5,Yes +0363-QJVFX,Male,0,No,No,32,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),108.15,3432.9,Yes +8903-XEBGX,Male,0,No,Yes,2,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.3,108.65,No +8169-SAEJD,Male,1,Yes,No,69,No,No phone service,DSL,Yes,Yes,No,No,Yes,Yes,Two year,No,Credit card (automatic),56.55,3952.65,No +9840-DVNDC,Male,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),80.5,463.05,Yes +1089-XZWHH,Female,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.7,494.05,No +2325-WINES,Female,0,No,No,32,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.05,3416.85,No +6064-ZATLR,Female,0,No,No,27,Yes,No,DSL,Yes,Yes,No,No,No,No,Two year,No,Bank transfer (automatic),52.85,1498.65,No +3096-JRDSO,Female,1,Yes,No,27,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.3,2867.75,Yes +7824-PANSQ,Male,0,No,No,58,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),80.65,4807.35,No +8042-JVNFH,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,71.35,71.35,Yes +9648-BCHKM,Female,0,Yes,Yes,18,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.65,471.35,No +2888-ADFAO,Female,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),21.3,1041.8,No +8707-HOEDG,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.2,7689.8,No +3374-LXDEV,Female,0,No,No,13,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,89.4,1132.35,Yes +4072-IPYLT,Female,0,Yes,Yes,36,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),51.05,1815,No +7167-PCEYD,Male,0,No,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.8,1311.3,No +4936-YPJNK,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.9,199.45,No +1580-BMCMR,Male,1,No,No,19,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,87.3,1637.3,No +4817-KEQSP,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.85,1326.35,No +6408-WHTEF,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,89.4,6376.55,No +9251-AWQGT,Female,0,Yes,Yes,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20,935.9,No +8749-CLJXC,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,20.05,No +7989-VCQOH,Male,0,Yes,Yes,18,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,83.25,1611.15,No +5049-GLYVG,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.6,20.6,Yes +4199-QHJNM,Male,1,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),102.9,6989.7,No +8882-TLVRW,Male,0,Yes,Yes,69,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,39.1,2779.5,No +5883-GTGVD,Male,0,No,No,19,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.95,1931.75,Yes +5135-GRQJV,Male,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,114.5,8331.95,No +2384-OVPSA,Female,1,No,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.2,735.9,No +1371-WEPDS,Male,1,Yes,No,40,Yes,No,DSL,No,No,No,No,No,Yes,One year,No,Electronic check,55.8,2283.3,No +3580-GICBM,Female,0,Yes,Yes,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.2,1445.2,No +4817-QRJSX,Female,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),81,818.05,Yes +9730-DRTMJ,Male,0,Yes,No,32,Yes,Yes,DSL,Yes,No,No,Yes,Yes,No,One year,Yes,Credit card (automatic),72.8,2333.05,No +4686-UXDML,Female,0,No,No,21,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.85,1992.55,No +3349-ANQNH,Female,1,No,No,59,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,99.5,5890,No +2398-YPMUR,Female,1,Yes,No,13,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,916.75,Yes +0932-YIXYU,Female,0,No,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.25,1029.8,No +7480-SPLEF,Male,0,Yes,Yes,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),26,1796.55,No +7636-XUHWW,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.9,33.7,No +1431-CYWMH,Female,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.05,454.05,No +5937-EORGB,Male,1,Yes,No,15,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,96.5,1392.25,No +6349-JDHQP,Female,0,No,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.85,1049.6,No +5539-HIVAK,Female,1,Yes,No,28,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,25.7,734.6,No +5847-MXBEO,Male,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.3,475.1,No +9985-MWVIX,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.15,70.15,Yes +4583-PARNH,Male,1,Yes,No,16,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,91.55,1540.05,No +1116-FRYVH,Female,0,Yes,Yes,48,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,39.4,1978.65,No +1421-HCERK,Male,1,Yes,No,30,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),105.7,3181.8,No +9633-XQABV,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.25,229.7,No +0716-BQNDX,Male,1,No,No,57,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,Yes,Two year,No,Electronic check,93.75,5625.55,No +1265-XTECC,Female,1,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,Yes,Credit card (automatic),96.55,6581.9,Yes +1183-CANVH,Female,0,Yes,No,23,Yes,No,DSL,No,No,No,Yes,Yes,No,One year,No,Bank transfer (automatic),60,1347.15,No +1972-XMUWV,Female,0,Yes,No,65,Yes,No,DSL,No,No,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),59.8,3808.2,No +8679-LZBMD,Male,0,Yes,No,44,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),90.65,3974.15,No +3407-JMJQQ,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),109,7661.8,No +6252-DFGTK,Female,0,Yes,No,37,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,One year,No,Credit card (automatic),68.1,2479.25,No +1539-LNKHM,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,266.6,No +8645-KOMJQ,Male,0,Yes,Yes,69,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),81.95,5601.4,No +0289-IVARM,Female,0,No,No,35,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,60.55,1982.6,No +9761-XUJWD,Male,0,No,No,5,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),65.6,339.9,No +4057-FKCZK,Male,0,Yes,Yes,58,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Two year,No,Bank transfer (automatic),82.5,4828.05,No +4291-TPNFG,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),82.3,5980.55,No +6087-YPWHO,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,68.15,4808.7,No +3090-QFUVD,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.3,20.3,No +2237-ZFSMY,Female,0,No,No,39,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,No,One year,Yes,Electronic check,95.55,3692.85,Yes +1722-LDZJS,Male,0,Yes,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.2,1068.15,No +1818-ESQMW,Female,0,No,No,27,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.2,2383.6,No +4871-JTKJF,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.65,69.65,Yes +1415-YFWLT,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.3,89.3,Yes +7401-RUBNK,Female,0,Yes,No,18,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,74.8,1438.05,No +0506-YLVKJ,Male,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.2,917.45,No +8661-BOYNW,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),84.4,6096.45,No +6711-VTNRE,Female,0,No,No,36,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,87.55,3078.1,Yes +4815-GBTCD,Female,0,Yes,No,4,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.15,99.95,No +2805-AUFQN,Female,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.8,475.2,No +0980-PVMRC,Female,0,Yes,Yes,40,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.85,2036.55,No +7233-DRTRF,Male,0,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,102.4,6444.05,No +3500-RMZLT,Female,1,No,No,15,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Mailed check,96.3,1426.75,Yes +3873-NFTGI,Male,0,No,No,14,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),55.5,767.55,No +1162-ECVII,Male,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.75,7932.5,No +7048-GXDAY,Male,0,No,No,39,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.4,4040.65,No +8571-ZCMCX,Female,0,Yes,Yes,47,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),60,2768.65,No +1169-WCVAK,Male,0,Yes,No,19,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),88.8,1672.35,No +4548-SDBKE,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.2,474.8,Yes +8066-POXGX,Female,0,No,No,13,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35.1,446.1,Yes +7129-CAKJW,Female,0,No,No,17,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),80.05,1345.65,No +8695-ARGXZ,Male,1,Yes,No,34,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.55,2425.4,No +3570-YUEKJ,Female,0,No,No,42,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,49.55,2077.95,No +4143-OOBWZ,Male,0,Yes,No,5,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,81.3,416.3,Yes +1555-HAPSU,Female,0,Yes,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),23.9,1663.5,No +1697-NVVGY,Male,1,Yes,No,19,Yes,No,DSL,Yes,No,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),66.4,1286.05,No +7854-EKTJL,Female,0,No,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.6,35.85,Yes +8464-EETCQ,Male,0,No,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),18.8,1094.35,No +2419-FSORS,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,108.4,7719.5,No +8132-YPVBX,Female,0,No,No,6,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Mailed check,85.95,514.6,No +9102-IAYHT,Female,0,Yes,Yes,17,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.45,1451.6,Yes +6754-LZUKA,Male,0,Yes,No,61,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),80.9,4932.5,No +3422-LYEPQ,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71,71,Yes +8099-MZPUJ,Male,0,Yes,Yes,48,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),111.8,5443.65,No +0787-LHDYT,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.6,330.25,No +2642-DTVCO,Male,1,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.05,746.5,Yes +0374-IOEGQ,Female,0,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.6,122.7,No +4361-JEIVL,Male,0,No,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.4,44.4,Yes +3197-NNYNB,Male,0,No,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),105.1,6631.85,No +3396-DKDEL,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),115.15,8250,No +1752-OZXFY,Male,0,Yes,No,60,Yes,No,DSL,Yes,No,No,No,Yes,No,One year,Yes,Mailed check,59.8,3561.15,No +9066-QRSDU,Female,0,Yes,No,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,26.3,1763.55,No +9112-WSNPU,Female,1,No,No,35,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.55,2419,No +9867-NNXLC,Female,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.05,470.2,No +5321-NTRKC,Male,0,Yes,Yes,66,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),79.85,5234.95,No +1363-TXLSL,Male,1,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,70.3,Yes +9507-EXLTT,Female,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),79.35,79.35,Yes +3161-GETRM,Male,0,Yes,Yes,34,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.05,3097,No +0402-OAMEN,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.45,1709.1,No +6933-VLYFX,Male,0,Yes,Yes,31,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,59.95,1848.8,No +6754-WKSHP,Male,0,No,Yes,30,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25.35,723.3,No +9846-GKXAS,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),90.8,809.75,Yes +6017-PPLPX,Male,0,Yes,Yes,20,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.45,1470.95,Yes +4976-LNFVV,Male,1,Yes,No,19,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),34.3,577.15,No +5055-MGMGF,Female,0,Yes,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.05,6914.95,No +4641-FROLU,Female,0,Yes,Yes,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.3,602.9,No +2862-JVEOY,Male,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.15,124.4,No +2969-QWUBZ,Female,0,No,No,2,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,51.4,96.8,No +9822-BIIGN,Male,0,Yes,Yes,53,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Electronic check,71.85,3827.9,No +2077-MPJQO,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.4,533.05,No +1534-OULXE,Female,0,Yes,Yes,61,Yes,No,DSL,Yes,No,No,No,No,No,One year,Yes,Bank transfer (automatic),49.7,2961.4,No +7136-RVDTZ,Male,1,No,No,70,No,No phone service,DSL,No,No,No,No,Yes,Yes,One year,Yes,Electronic check,45.25,3264.45,Yes +2971-SGAFL,Female,0,No,No,13,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,78.75,995.35,No +1480-IVEVR,Male,1,Yes,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,One year,Yes,Bank transfer (automatic),81.6,2815.25,No +2905-KFQUV,Female,0,Yes,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),70.4,154.8,No +4581-SSPWD,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.8,246.3,Yes +3370-HXOPH,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,76.1,257.6,No +9391-YZEJW,Female,0,No,No,62,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),94,5757.2,No +9958-MEKUC,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),103.95,7517.7,No +0281-CNTZX,Male,0,Yes,No,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.95,1234.8,No +6927-WTFIV,Male,1,No,No,20,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),71.3,1389.2,Yes +4118-CEVPF,Female,1,No,No,35,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),110.8,3836.3,No +3398-ZOUAA,Male,1,Yes,No,21,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.1,1474.75,Yes +9114-VEPUF,Male,0,Yes,No,62,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,No,Electronic check,96.1,6001.45,No +7876-BEUTG,Female,0,No,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,48.8,720.1,No +2338-BQEZT,Female,0,No,No,55,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),50.55,2832.75,No +9873-MNDKV,Female,0,No,No,11,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.65,472.25,No +0378-NHQXU,Female,0,Yes,Yes,17,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,88.25,1460.65,Yes +8241-JUIQO,Female,0,No,No,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.45,1336.35,No +2194-IIQOF,Female,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.3,6388.65,No +4512-ZUIYL,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70,153.05,Yes +9631-RXVJM,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.25,677.9,No +9584-EXCDZ,Female,0,No,No,17,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70.5,1165.6,No +7969-AULMZ,Female,0,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,97.35,2119.5,Yes +5093-FEGLU,Female,0,Yes,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.65,921.55,No +2621-UDNLU,Female,0,Yes,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.85,72,No +7526-IVLYU,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.65,68.35,No +2428-HYUNX,Male,1,Yes,No,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.35,847.25,No +9214-EKVXR,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44,44,No +3410-MHHUM,Female,0,Yes,Yes,44,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,No,Electronic check,94.4,4295.35,No +0568-ONFPC,Male,0,Yes,Yes,5,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),25.9,135,Yes +0733-VUNUW,Male,0,No,No,24,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),55.65,1400.55,Yes +4550-EVXNY,Female,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.65,69.65,Yes +2122-YWVYA,Female,0,No,No,18,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.4,1380.4,No +2968-SSGAA,Female,0,No,No,10,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.6,1060.2,Yes +2296-DKZFP,Female,0,Yes,No,65,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Two year,No,Bank transfer (automatic),71,4386.2,No +4844-JJWUY,Female,1,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,86,86,Yes +6777-TGHTM,Female,0,No,No,53,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),106.95,5785.5,Yes +8909-BOLNL,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,21.2,52.05,No +6603-YRDCJ,Male,0,Yes,No,33,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Mailed check,61.05,2018.4,No +3538-WZPHD,Male,0,No,No,3,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,29.6,79.45,Yes +3229-USWAR,Female,0,No,No,34,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),79.95,2727.3,No +2138-VFAPZ,Female,0,Yes,Yes,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.7,263.65,No +6131-JLWZM,Female,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.3,275.4,No +4785-QRJHC,Male,1,Yes,No,46,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),59.9,2816.65,Yes +0269-XFESX,Male,0,Yes,Yes,23,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,24.35,538.5,No +1709-EJDOX,Female,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,948.9,No +4316-XCSLJ,Male,0,No,Yes,17,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.3,846.8,No +8610-WFCJF,Female,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.6,4783.5,Yes +9693-XMUOB,Male,1,Yes,No,59,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.25,2997.45,No +0383-CLDDA,Female,0,No,No,69,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.35,5897.4,No +4905-JEFDW,Male,0,No,No,11,No,No phone service,DSL,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,41.6,470.6,Yes +2709-UQGNP,Male,0,No,No,10,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,51.65,524.5,No +3549-ZTMNH,Male,0,Yes,Yes,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24,269.65,No +7881-INRLC,Male,0,No,No,45,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.85,4740,Yes +8033-ATFAS,Female,0,Yes,Yes,39,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,59.85,2341.5,No +1635-NZATJ,Male,1,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.45,1789.65,No +0562-HKHML,Male,0,Yes,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),23.9,1626.4,No +8277-RVRSV,Female,0,Yes,Yes,33,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.15,800.3,No +9943-VSZUV,Male,1,No,No,67,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,75.7,5060.85,No +0117-LFRMW,Male,0,Yes,Yes,37,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),40.2,1448.8,Yes +6172-FECYY,Male,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,84.5,4254.85,Yes +7054-ENNGU,Female,0,Yes,No,9,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,50.85,466.6,No +1455-HFBXA,Male,0,Yes,No,52,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),91.6,4627.8,No +9402-CXWPL,Female,0,No,No,70,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Electronic check,98.9,6838.6,No +1628-BIZYP,Male,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,85,85,No +1965-AKTSX,Female,1,No,No,14,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,78.95,1101.85,Yes +0082-LDZUE,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.3,44.3,No +4786-UKSNZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,20.2,Yes +5343-SGUBI,Female,0,No,No,52,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,Yes,Mailed check,80.2,4297.6,No +0856-NAOES,Male,0,No,No,6,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,No,Mailed check,60.9,414.1,No +1976-AZZPJ,Male,0,Yes,No,7,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,34.2,256.6,No +7248-VZQLC,Female,1,No,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),85.2,3969.35,Yes +6156-UZDLF,Female,0,No,No,26,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),87.15,2274.1,No +3099-OONVS,Male,0,Yes,Yes,25,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,54.3,1296.8,No +9500-WBGRP,Male,0,No,No,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.1,1268.85,No +5183-KLYEM,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),112.75,8192.6,No +5144-PQCDZ,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.95,59.25,No +8514-VZHEB,Male,0,Yes,Yes,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.5,1147.85,No +6625-IUTTT,Male,0,No,No,67,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Two year,No,Bank transfer (automatic),65.55,4361.55,No +9355-NPPFS,Female,1,No,No,26,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,78.8,2006.1,No +0068-FIGTF,Female,0,No,No,27,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Mailed check,78.2,2078.95,No +5965-GGPRW,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),105.25,7609.75,No +8035-PWSEV,Female,0,No,No,6,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.25,487.05,No +2236-HILPA,Male,0,Yes,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.65,1218.45,No +1840-BIUOG,Male,0,No,No,20,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,One year,Yes,Electronic check,68.7,1416.2,No +1356-MKYSK,Male,0,No,No,6,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Credit card (automatic),78.65,483.3,No +6080-LNESI,Male,0,No,No,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.75,1234.6,No +1830-IPXVJ,Female,0,Yes,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.75,1311.6,No +5828-DWPIL,Male,1,Yes,No,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,89.1,5618.3,No +8398-TBIYD,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),84.7,6185.15,No +0011-IGKFF,Male,1,Yes,No,13,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98,1237.85,Yes +4192-GORJT,Male,0,Yes,No,5,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.45,498.1,Yes +6496-SLWHQ,Male,1,No,No,3,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105,294.45,Yes +9912-GVSEQ,Female,1,Yes,No,26,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,93.85,2381.55,Yes +2931-FSOHN,Male,1,No,No,13,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,59.9,788.35,No +9418-RUKPH,Female,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.95,756.4,No +5383-MMTWC,Female,1,Yes,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84,613.4,Yes +9971-ZWPBF,Male,1,Yes,Yes,34,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,108.9,3625.2,No +4712-AUQZO,Male,0,No,No,18,No,No phone service,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Mailed check,33.6,550.35,No +9711-FJTBX,Male,0,Yes,Yes,56,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Mailed check,85.85,4793.8,No +2908-ZTPNF,Female,0,No,No,36,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),34.85,1267.2,No +7240-ETPTR,Female,0,Yes,No,9,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,48.75,442.2,Yes +2202-CUYXZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,84.85,84.85,Yes +5995-OIGLP,Male,0,No,No,12,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,56.65,654.85,Yes +8421-WZOOW,Female,1,Yes,Yes,57,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),95.3,5567.45,No +6261-RCVNS,Female,0,No,No,42,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),73.9,3160.55,Yes +7951-QKZPL,Female,0,Yes,Yes,33,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.5,740.3,Yes +1414-YADCW,Male,0,Yes,No,70,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),84.6,5706.2,No +8756-RDDLT,Female,0,No,No,68,No,No phone service,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,No,Electronic check,44.95,3085.35,No +2862-PFNIK,Male,0,No,Yes,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.7,24.7,No +5816-QVHRX,Female,0,No,No,37,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,No,Credit card (automatic),100.3,3541.4,No +4430-YHXGG,Female,0,No,Yes,4,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,25.45,84.2,No +6888-SBYAI,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.7,50.7,No +7395-XWZOY,Male,0,No,No,20,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),55,1165.55,No +7169-YWAMK,Male,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Bank transfer (automatic),68.4,4855.35,No +3640-PHQXK,Female,0,No,No,31,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,89.9,2806.9,Yes +6877-LGWXO,Male,1,Yes,No,18,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,78.55,1422.65,Yes +6859-RKMZJ,Male,0,Yes,No,11,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),55.05,608.15,No +2729-VNVAP,Female,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.8,641.35,No +2957-JIRMN,Female,1,No,No,62,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,One year,No,Electronic check,84.45,4959.15,No +2049-BAFNW,Female,0,No,No,1,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,35.9,35.9,No +3842-QTGDL,Male,0,Yes,No,16,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),80.75,1321.3,No +7163-OCEQI,Male,0,Yes,Yes,22,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,78.65,1663.75,No +9782-LGXMC,Female,0,Yes,Yes,49,Yes,No,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),61.75,3024.15,No +5975-BAICR,Male,0,Yes,Yes,36,Yes,No,DSL,Yes,No,Yes,No,No,Yes,One year,Yes,Credit card (automatic),63.7,2188.5,No +8019-ENHXU,Male,0,Yes,No,42,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,99.45,4138.05,Yes +5167-GBFRE,Male,1,No,No,4,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),25.2,102.5,Yes +9033-EOXWV,Female,0,No,No,12,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,One year,No,Mailed check,74.05,872.65,Yes +4673-KKSLS,Female,0,No,No,31,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,87.6,2724.25,No +4853-OITSN,Male,0,Yes,No,5,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.15,413.25,No +9800-OUIGR,Male,0,Yes,Yes,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20,1374.2,No +1324-NLTJE,Female,1,No,No,15,Yes,Yes,DSL,No,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),55,757.1,Yes +2324-EFHVG,Male,0,No,No,64,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.4,6692.65,No +7094-MSZAO,Male,0,Yes,Yes,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.05,218.5,No +1522-VVDMG,Male,0,Yes,Yes,7,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,89.75,608.8,Yes +6907-CQGPN,Male,0,No,No,29,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,34.3,1004.75,No +0780-XNZFN,Male,0,No,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.65,1125.6,No +0239-OXEXL,Female,0,No,No,46,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,84.25,3847.6,No +2675-IJRGJ,Male,0,No,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.65,978,No +7049-GKVZY,Female,0,No,No,17,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,One year,No,Credit card (automatic),79.85,1387.35,No +8577-QSOCG,Female,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.2,746.05,No +3721-CNZHX,Male,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.8,304.6,No +0212-ISBBF,Female,0,No,No,22,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.35,1098.85,No +9185-TQCVP,Male,0,Yes,No,14,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.15,1139.2,Yes +3585-YNADK,Female,0,Yes,No,57,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),74.6,4368.95,No +5271-DBYSJ,Male,1,No,No,11,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),79.15,827.7,No +1099-GODLO,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.35,20.35,No +6828-HMKWP,Male,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),21.05,262.05,No +5567-WSELE,Male,1,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.6,279.55,Yes +1472-TNCWL,Male,0,No,Yes,36,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.7,3512.5,No +8063-RJYNF,Male,0,No,No,16,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.25,1483.25,Yes +0687-ZVTHB,Male,0,Yes,Yes,65,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Credit card (automatic),72.45,4653.85,Yes +2080-GKCWQ,Male,0,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,74.95,151.75,No +9661-ACXBS,Female,0,No,No,42,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.2,4400.75,Yes +2193-SFWQW,Male,0,Yes,Yes,72,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),111.95,8033.1,No +5656-JAMLX,Male,0,No,No,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.85,1253.65,No +3462-BJQQA,Female,0,No,No,6,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,89.75,552.65,No +0442-TDYUO,Male,0,Yes,No,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.05,1036,No +6733-LRIZX,Male,0,No,No,35,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,108.95,4025.5,No +9503-XJUME,Male,0,No,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.65,928.4,No +4367-NHWMM,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.9,24.9,No +3727-RJMEO,Male,0,Yes,No,6,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,82.85,460.25,Yes +3779-OSWCF,Female,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),93.2,6506.15,No +6736-DHUQI,Female,0,Yes,Yes,67,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),84.8,5598.3,No +3915-ODIYG,Male,1,No,No,60,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,One year,Yes,Electronic check,71.75,4374.55,No +1360-RCYRT,Male,0,Yes,Yes,23,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),30.35,678.75,No +2724-FJDYW,Male,0,No,Yes,39,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),54.85,2191.7,No +4451-RWASJ,Male,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.5,239.75,No +6646-VRFOL,Male,1,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.85,5485.5,Yes +3460-TJBWI,Male,0,Yes,Yes,24,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.2,609.05,No +5917-HBSDW,Female,0,Yes,Yes,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.35,683.75,No +5685-IIXLY,Female,0,Yes,Yes,5,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.6,404.2,Yes +5671-UUNXD,Female,1,Yes,No,50,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,100.65,5189.75,No +0956-ACVZC,Female,0,No,No,54,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),94.1,5060.9,No +2325-NBPZG,Female,0,No,No,3,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.55,233.65,No +4250-ZBWLV,Male,0,No,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,108.45,7176.55,Yes +4482-FTFFX,Male,0,No,No,5,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,56.15,291.45,No +8859-DZTGQ,Male,0,No,No,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.35,689.75,No +0440-MOGPM,Female,0,No,No,41,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,80.55,3263.9,No +0020-JDNXP,Female,0,Yes,Yes,34,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Mailed check,61.25,1993.2,No +3752-CQSJI,Female,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.45,254.5,No +5025-GOOKI,Female,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),18.9,347.65,No +4698-KVLLG,Female,1,No,No,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.6,967.9,No +5095-AESKG,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),91.5,242.95,Yes +2887-JPYLU,Female,0,No,Yes,41,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),45.2,1841.9,No +4770-QAZXN,Female,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.45,232.1,No +4896-CPRPF,Male,0,Yes,Yes,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.45,809.25,No +1871-MOWRM,Male,0,Yes,No,12,Yes,No,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),80.85,866.45,Yes +9714-EDSUC,Male,0,No,No,4,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,94.9,360.55,No +2027-OAQQC,Female,0,No,No,43,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),49.05,2076.2,Yes +0282-NVSJS,Female,1,Yes,Yes,12,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,29.3,355.9,No +9090-SGQXL,Male,1,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.3,7299.65,Yes +6595-YGXIT,Male,1,No,No,25,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,88.95,2291.2,Yes +7353-YOWFP,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.25,129.15,No +9835-ZIITK,Male,1,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,110.85,7491.75,Yes +8008-ESFLK,Female,0,Yes,No,53,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,110.5,5835.5,No +7537-CBQUZ,Male,1,No,No,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),109.4,7031.45,No +1555-DJEQW,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.2,7723.9,Yes +5649-TJHOV,Male,1,Yes,No,27,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),36.5,1032,Yes +0519-XUZJU,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.75,70.75,Yes +3363-EWLGO,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,109.6,No +4750-UKWJK,Female,1,Yes,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.6,727.8,No +6338-AVWCY,Male,0,No,No,3,No,No phone service,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,40.15,130.75,Yes +1689-YQBYY,Female,0,No,Yes,12,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.6,893,No +4487-ZYJZK,Female,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.6,763.1,No +2959-FENLU,Female,0,No,No,9,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.3,781.4,No +0708-LGSMF,Male,0,Yes,No,13,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,65.85,902.25,No +9253-QXKBE,Male,1,Yes,No,29,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.45,2653.65,Yes +7634-HLQJR,Female,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,1016.7,No +0487-RPVUM,Male,0,Yes,No,61,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),99.4,5943.65,No +4079-ULGFR,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,275.7,No +2516-XSJKX,Female,0,Yes,Yes,41,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Electronic check,78.45,3126.45,No +0057-QBUQH,Female,0,No,Yes,43,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,25.1,1070.15,No +9445-SZLCH,Female,0,Yes,Yes,36,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),97.35,3457.9,Yes +6599-SFQVE,Female,0,No,No,6,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55,340.4,No +8331-ZXFOE,Female,0,No,No,58,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),71.1,4299.2,No +4003-FUSHP,Male,0,No,No,19,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),61.55,1093.2,No +0356-ERHVT,Male,0,Yes,No,11,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),45.9,521.9,No +7325-ENZFI,Female,0,No,No,39,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),40.3,1630.4,No +4884-ZTHVF,Female,1,No,No,8,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,87.1,713.6,No +3920-HIHMQ,Female,0,No,Yes,26,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,49.5,1265.65,No +3055-OYMSE,Female,1,No,No,53,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.8,4003.85,No +0613-WUXUM,Female,0,Yes,Yes,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.2,1401.4,No +7568-PODML,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,45.3,45.3,Yes +4458-KVRBJ,Male,0,No,No,59,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25,1510.5,No +5349-IECLD,Male,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,94.95,178.1,Yes +1397-XKKWR,Male,0,No,No,7,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,35.3,264.8,No +3945-GFWQL,Female,0,No,Yes,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.55,480.6,Yes +8097-OMULG,Male,0,Yes,Yes,59,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),76.75,4541.9,No +6013-BHCAW,Male,0,Yes,Yes,61,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),81,4976.15,No +0401-WDBXM,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.55,7542.25,No +3387-PLKUI,Female,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.8,251.25,No +6096-EGVTU,Female,0,Yes,Yes,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,24.9,1595.5,No +3797-VTIDR,Male,0,Yes,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,23.45,23.45,Yes +5081-NWSUP,Female,0,No,No,10,Yes,No,DSL,No,Yes,No,Yes,No,Yes,One year,No,Mailed check,64.9,685.55,No +2580-ATZSQ,Female,0,Yes,Yes,65,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),61.35,3874.1,No +8085-MSNLK,Female,0,Yes,No,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,113.95,6891.4,No +9691-HKOVS,Female,0,Yes,No,55,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,90.15,4916.95,No +9881-VCZEP,Female,0,Yes,No,25,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,54.1,1373,No +9526-BIHHD,Male,0,No,No,1,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.7,29.7,Yes +8757-TFHHJ,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),49.8,49.8,No +4523-WXCEF,Female,0,Yes,No,59,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,101.1,6039.9,Yes +1468-DEFNC,Male,1,Yes,Yes,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.4,1548.65,No +5119-KEPFY,Male,0,Yes,No,36,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95,3440.25,No +8364-TRMMK,Female,0,No,No,3,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.65,151.3,Yes +0916-KNFAJ,Male,0,Yes,No,61,Yes,Yes,DSL,Yes,No,Yes,No,No,Yes,Two year,Yes,Mailed check,69.9,4226.7,No +8319-QBEHW,Male,0,No,Yes,26,No,No phone service,DSL,No,Yes,No,No,Yes,No,One year,Yes,Bank transfer (automatic),39.95,1023.75,No +3063-QFSZL,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.4,55.4,Yes +8775-LHDJH,Female,1,Yes,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.6,90.6,Yes +9625-QNLUX,Male,0,Yes,Yes,68,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),103.25,7074.4,No +3097-NQYSN,Male,1,Yes,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,86.85,156.35,Yes +4024-CSNBY,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),94.25,6849.75,No +7110-BDTWG,Female,0,Yes,No,71,No,No phone service,DSL,No,No,Yes,Yes,No,Yes,Two year,Yes,Electronic check,47.05,3263.6,No +7493-GVFIO,Male,0,No,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.55,1252.85,No +0690-SRQID,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.65,67.55,No +9605-WGJVW,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.2,70.2,No +9114-DPSIA,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),81,5750,No +4700-UBQMV,Male,0,Yes,Yes,21,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),75.9,1549.75,No +7711-GQBZC,Female,0,Yes,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.7,1810.55,No +3565-UNOCC,Female,1,Yes,No,29,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.05,2952.85,Yes +4627-MIHJH,Female,1,No,No,69,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),110.25,7467.55,No +9795-NREXC,Female,0,Yes,No,64,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85,5484.4,No +8573-CGOCC,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.75,294.9,No +7356-AYNJP,Female,0,No,No,4,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,23.9,97.5,No +9249-FXSCK,Female,0,No,No,52,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),111.25,5916.45,Yes +5493-SDRDQ,Male,0,No,No,2,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,55.1,113.35,Yes +6286-SUUWT,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,19.95,No +4819-HJPIW,Male,0,No,No,18,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.15,476.8,No +8654-DHAOW,Female,0,No,No,2,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,54.15,101.65,No +5438-QMDDL,Female,0,Yes,No,19,Yes,No,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Mailed check,59.8,1130.85,No +9812-GHVRI,Female,0,No,No,40,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),83.85,3532.25,No +5553-AOINX,Female,1,Yes,Yes,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,104.9,6891.45,No +1228-ZLNBX,Male,0,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,75.3,1570.7,No +4226-KKDON,Male,0,No,No,8,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,66.65,520.95,No +3831-YCPUO,Female,0,Yes,Yes,72,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),109.5,7854.9,No +7445-WMRBW,Female,0,No,No,48,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),73.85,3581.4,No +3308-DGHKL,Male,0,No,No,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.3,1447.9,No +9924-JPRMC,Male,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,118.2,8547.15,No +0080-EMYVY,Female,0,No,No,14,Yes,No,DSL,No,Yes,No,No,No,No,One year,No,Credit card (automatic),51.45,727.85,No +6218-KNUBD,Male,0,No,No,6,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,59.45,357.6,No +7337-CINUD,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.5,159.35,No +7609-NRNCA,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.55,280.85,No +0623-EJQEG,Male,0,No,No,65,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,Yes,One year,No,Electronic check,93.55,6069.25,No +7153-CHRBV,Female,0,Yes,Yes,57,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Mailed check,59.3,3274.35,No +0871-URUWO,Male,0,Yes,No,13,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.25,1359,Yes +9190-MFJLN,Male,1,No,No,19,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),95.9,1777.9,Yes +6198-PNNSZ,Female,0,Yes,No,56,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),109.8,6109.65,No +3317-VLGQT,Female,0,Yes,No,14,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,78.1,1122.4,No +4132-POCZS,Male,0,Yes,No,52,No,No phone service,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,39.9,2020.9,No +5614-DNZCE,Female,0,No,No,58,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),64.9,3795.45,No +1095-JUDTC,Female,1,No,No,47,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,95.05,4504.55,Yes +3896-RCYYE,Female,0,No,No,67,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),53.4,3579.15,No +9638-JIQYA,Male,0,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),24.9,49.7,No +3258-SANFR,Male,1,No,No,6,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),44.7,276.5,No +3726-TBHQT,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114,8175.9,No +3190-ITQXP,Female,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.25,890.35,No +0870-VEMYL,Female,0,No,No,5,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),53.85,259.8,Yes +4833-QTJNO,Male,1,Yes,No,67,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),83.85,5588.8,No +3039-MJSLN,Male,0,No,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.2,50.6,No +0178-CIIKR,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,58,No +5385-SUIRI,Male,1,Yes,No,52,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.2,5568.35,Yes +3982-XWFZQ,Female,0,Yes,No,42,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.25,2203.65,Yes +5774-QPLTF,Male,0,Yes,Yes,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.35,938.95,No +2322-VCZHZ,Male,1,Yes,No,23,Yes,No,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90,2024.1,No +5010-IPEAQ,Female,0,Yes,Yes,67,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),54.2,3623.95,No +4009-ALQFH,Female,0,No,No,25,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.5,2369.05,Yes +6383-ZTSIW,Female,1,Yes,No,39,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,No,Mailed check,99.1,3877.95,No +8990-YOZLV,Female,0,No,No,69,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Mailed check,66.9,4577.9,No +3069-SSVSN,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,One year,No,Mailed check,25.85,25.85,No +5222-IMUKT,Male,0,No,No,32,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,91.05,2871.5,No +3627-FCRDW,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,71,672.55,Yes +7562-GSUHK,Female,0,No,No,16,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),93.2,1573.7,Yes +6685-XSHHU,Male,0,Yes,Yes,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.95,1270.55,No +8901-UPRHR,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.2,7711.45,No +4903-UYAVB,Male,0,Yes,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.35,126.05,Yes +0118-JPNOY,Female,1,No,No,26,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.8,2193.65,No +6776-TLWOI,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,64.55,Yes +3845-FXCYS,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.65,31.2,No +5857-XRECV,Female,0,No,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.5,38.25,No +0725-CXOTM,Female,0,No,No,36,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),89.65,3348.1,No +4343-EJVQB,Male,0,No,No,7,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,74.35,533.6,No +9000-PLFUZ,Female,1,Yes,No,60,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Two year,Yes,Credit card (automatic),49.45,2907.55,No +3427-GGZZI,Female,0,Yes,No,19,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.1,1620.8,No +7779-ORAEL,Male,1,Yes,No,45,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),75.15,3480.35,No +0644-OQMDK,Male,1,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.65,293.85,No +4077-CROMM,Female,0,Yes,Yes,31,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.2,3243.45,Yes +3154-CFSZG,Male,0,Yes,Yes,47,Yes,No,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,90.05,4137.2,No +2868-MZAGQ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.25,79.25,Yes +4847-QNOKA,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.9,44.9,Yes +2220-IAHLS,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.4,19.4,No +1658-XUHBX,Female,1,Yes,Yes,59,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),88.75,5348.65,No +6379-RXJRQ,Male,0,Yes,No,10,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.1,659.65,Yes +2378-HTWFW,Male,1,No,No,35,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,No,Credit card (automatic),91,3180.5,No +8650-RHRKE,Male,0,No,No,4,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,29.65,118.5,Yes +4377-VDHYI,Male,0,Yes,Yes,32,Yes,No,Fiber optic,Yes,Yes,No,No,No,Yes,One year,Yes,Electronic check,90.8,3023.85,No +0475-RIJEP,Male,0,No,No,43,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,77.85,3365.85,Yes +1260-TTRXI,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,54.3,195.3,Yes +3719-TDVQB,Female,1,Yes,No,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,18.95,1031.1,No +6328-ZPBGN,Female,1,No,No,11,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.15,997.65,Yes +0201-MIBOL,Female,1,No,No,66,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),102.4,6471.85,No +4937-QPZPO,Male,0,Yes,Yes,61,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,99.9,6241.35,No +2925-VDZHY,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),88.7,6501.35,No +6981-TDRFT,Male,0,Yes,Yes,44,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,54.3,2317.1,No +3413-CSSTH,Male,0,No,No,41,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),55.7,2237.55,No +8033-VCZGH,Male,0,Yes,No,50,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,103.95,5231.3,No +4789-KWMXN,Male,0,Yes,No,47,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),110.85,5275.8,Yes +0224-NIJLP,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,165.5,No +7542-CYDDM,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,358.5,No +4718-WXBGI,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),91.95,6614.9,No +2867-UIMSS,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.5,80.5,Yes +8495-PRWFH,Female,1,No,No,42,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,55.65,2421.75,No +0439-IFYUN,Female,1,No,No,18,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.7,1294.6,No +5716-LIBJC,Female,0,No,Yes,13,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.15,1299.1,No +2868-LLSKM,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),83.65,5733.4,No +8111-RKSPX,Male,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),72.2,305.55,Yes +2988-QRAJY,Male,0,No,No,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),110.05,7430.75,No +1585-MQSSU,Male,0,No,No,17,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,51.5,900.5,Yes +0071-NDAFP,Male,0,Yes,Yes,25,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.5,630.6,No +2856-NNASM,Male,1,No,No,43,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,89.55,3856.75,Yes +7328-ZJAJO,Female,0,Yes,Yes,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.5,1222.65,No +6458-CYIDZ,Female,1,No,No,5,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,80.7,374.8,No +8559-CIZFV,Male,0,Yes,Yes,21,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,One year,No,Mailed check,77.5,1625,Yes +1090-PYKCI,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),105.1,7234.8,No +3058-WQDRE,Male,0,No,No,13,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),25.15,331.85,No +7547-EKNFS,Male,0,Yes,No,42,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),95.25,3959.35,Yes +2279-AXJJK,Male,0,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),95.65,5088.4,No +6769-DYBQN,Male,1,No,No,46,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,No,Electronic check,85,3969.4,Yes +0909-SELIE,Male,0,Yes,No,61,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),80.8,4860.85,No +3417-TSCIC,Male,0,No,No,29,No,No phone service,DSL,No,No,No,No,No,No,One year,Yes,Mailed check,24.85,788.05,No +1042-HFUCW,Female,0,No,Yes,25,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),54.75,1266.35,No +4439-JMPMT,Female,0,Yes,Yes,5,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,85.75,470.95,Yes +6537-OTKMY,Male,0,No,No,15,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,No,Electronic check,50.75,688.2,No +8999-EXMNO,Female,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,387.7,No +6725-TPKJO,Male,0,No,No,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.05,845.25,No +2446-BEGGB,Female,1,No,No,6,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.25,560.6,Yes +7162-WPHPM,Male,0,Yes,Yes,58,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),71.6,4230.25,No +1599-MMYRQ,Male,0,Yes,Yes,62,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Credit card (automatic),81.45,4983.05,No +8821-KVZKQ,Female,0,Yes,Yes,70,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),58.4,4113.15,No +1496-GGSUK,Female,1,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,25.7,25.7,Yes +6434-TTGJP,Male,0,Yes,Yes,10,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),53.7,521,No +0042-JVWOJ,Male,0,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.6,471.85,No +0130-SXOUN,Male,0,No,No,66,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Credit card (automatic),89.4,5976.9,No +2575-GFSOE,Female,0,Yes,Yes,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69,506.9,Yes +2330-PQGDQ,Male,0,Yes,Yes,51,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),84.2,4299.75,No +1452-UZOSF,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),106.1,7548.6,No +2097-YVPKN,Male,0,No,No,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.75,1654.75,No +2842-JTCCU,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),46.05,80.35,Yes +8597-CTXVJ,Male,0,No,Yes,70,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),64.95,4551.5,No +6631-HMANX,Male,0,Yes,No,72,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.45,6227.5,No +9962-BFPDU,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,20.05,No +3296-SILRA,Female,1,Yes,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,76.4,76.4,Yes +9681-OXGVC,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.5,514,Yes +6394-HHHZM,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.7,57.5,No +5995-LFTLE,Male,0,No,No,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.3,1474.35,No +5180-UCIIQ,Male,1,Yes,Yes,22,No,No phone service,DSL,Yes,No,No,No,No,Yes,Month-to-month,No,Mailed check,40.05,880.2,Yes +1932-UEDCX,Male,1,Yes,No,33,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.6,3270.25,No +7153-OANIO,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.95,69.95,Yes +5188-HGMLP,Male,1,Yes,No,54,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),74,3919.15,No +0665-XHDJU,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Electronic check,99.4,7285.7,No +6521-YYTYI,Male,0,No,Yes,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.3,93.3,Yes +8878-HMWBV,Male,0,No,No,3,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,49.15,169.05,Yes +8265-HKSOW,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),107.45,7658.3,No +3544-FBCAS,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),83.6,5959.3,No +5331-RGMTT,Male,1,Yes,No,54,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.05,5295.7,No +4759-PXTAN,Female,0,Yes,No,59,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,80.1,4693.2,No +7054-DMVAS,Male,0,No,No,54,Yes,No,DSL,Yes,Yes,No,No,Yes,No,Two year,Yes,Bank transfer (automatic),65.3,3512.9,No +3428-MMGUB,Male,0,No,No,60,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Two year,Yes,Electronic check,89.55,5231.2,No +6549-BTYPG,Female,0,Yes,No,60,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),60.8,3603.45,No +7823-JSOAG,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,74.5,217.45,No +3705-RHRFR,Female,0,Yes,No,69,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Two year,No,Bank transfer (automatic),99.15,6875.35,No +9374-YOLBJ,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.25,19.25,No +9074-KGVOX,Male,0,Yes,Yes,50,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),39.45,2021.35,No +6128-DAFVY,Female,0,No,No,56,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),44.85,2564.95,No +9933-QRGTX,Female,0,Yes,No,60,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Electronic check,97.2,5611.75,No +4476-OSWTN,Male,1,Yes,No,69,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,110.55,7610.1,No +3751-KTZEL,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,35.05,35.05,Yes +1977-STDKI,Female,1,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,73,73,Yes +5066-GFJMM,Female,0,Yes,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.9,45.75,No +2661-GKBTK,Male,0,Yes,Yes,60,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),76.95,4543.95,No +0458-HEUZG,Female,0,No,No,13,No,No phone service,DSL,No,No,Yes,Yes,No,No,Two year,No,Mailed check,35.4,450.4,No +7268-WNTCP,Male,0,Yes,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.45,1297.35,No +0824-VWDPO,Female,0,No,No,45,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,No,Bank transfer (automatic),96.75,4442.75,No +8409-WQJUX,Female,0,No,No,25,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,54.2,1423.15,No +2578-JQPHZ,Male,0,No,No,44,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),100.1,4378.35,No +3278-FSIXX,Female,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.25,74.2,No +5813-UECBU,Male,1,No,No,33,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),83.85,2716.3,Yes +0328-GRPMV,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.1,70.1,Yes +9746-UGFAC,Female,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.85,450.65,No +2946-KIQSP,Female,0,No,No,35,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,33.45,1175.85,No +0625-AFOHS,Female,0,Yes,Yes,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.2,558.8,No +6726-WEXXK,Male,1,Yes,No,27,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,One year,Yes,Electronic check,85.9,2220.1,No +4636-OLWOE,Male,0,No,Yes,54,Yes,No,DSL,No,Yes,Yes,Yes,No,No,One year,Yes,Electronic check,61,3283.05,No +4342-HENTK,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.65,142.35,Yes +4685-ERGHK,Male,0,No,No,57,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,One year,Yes,Electronic check,86.9,4939.25,No +0885-HMGPY,Male,0,No,No,62,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),69.4,4237.5,No +5003-OKNNK,Female,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.35,335.95,No +4195-SMMNX,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,33.2,Yes +7208-PSIHR,Female,0,Yes,No,70,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.3,7188.5,No +4012-ZTHBR,Female,0,Yes,Yes,21,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.95,926.25,No +0489-WMEMG,Female,0,No,Yes,23,Yes,No,DSL,No,No,No,Yes,No,No,One year,Yes,Electronic check,49.45,1119.35,No +7435-ZNUYY,Male,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.6,116.6,No +1354-YZFNB,Male,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.55,68.8,No +6956-SMUCM,Female,0,No,No,3,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99,287.4,Yes +2985-FMWYF,Female,0,No,No,23,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.5,2341.55,No +2812-ENYMO,Male,0,No,No,26,No,No phone service,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Credit card (automatic),54.55,1362.85,No +2717-HVIZY,Female,0,No,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,163.6,No +3223-WZWJM,Male,0,No,No,26,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.95,2254.2,Yes +3422-GALYP,Male,0,No,No,2,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.45,145.15,No +9053-JZFKV,Male,0,No,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),116.2,7752.3,Yes +2530-ENDWQ,Female,0,Yes,No,71,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),93.7,6585.35,Yes +2890-WFBHU,Female,0,No,No,59,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),79.85,4786.1,No +0327-WFZSY,Male,0,Yes,Yes,39,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Electronic check,100,3835.55,No +7977-HXJKU,Male,0,No,Yes,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,397,No +6615-ZGEDR,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,19.7,Yes +7033-CLAMM,Female,0,Yes,Yes,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.2,1027.25,No +4023-RTIQM,Female,1,Yes,No,31,No,No phone service,DSL,Yes,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),50.4,1580.1,No +0864-FVJNJ,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,113.35,7222.75,No +7356-IWLFW,Male,0,Yes,Yes,46,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80,3769.7,No +9541-PWTWO,Female,0,No,No,52,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.95,4233.95,No +3967-VQOGC,Female,0,Yes,Yes,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.9,1680.25,No +7872-RDDLZ,Female,1,No,No,67,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,54.9,3725.5,No +9250-WYPLL,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.55,413.65,Yes +6308-CQRBU,Female,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,109.25,7707.7,No +2754-XBHTB,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),77.65,714.15,Yes +1597-LHYNC,Female,1,No,No,26,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,95,2497.2,Yes +0186-CAERR,Male,0,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),116.3,8309.55,No +3043-SUDUA,Female,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.9,601.55,No +5442-BHQNG,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.35,139.25,No +2169-RRLFW,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.6,1888.25,No +5872-OEQNH,Female,0,No,No,60,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,One year,Yes,Electronic check,44.45,2773.9,No +3162-KKZXO,Female,1,No,No,55,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,100.15,5409.75,No +7055-VKGDA,Male,0,No,No,54,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),105.4,5643.4,Yes +0754-UKWQP,Male,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.85,197.7,Yes +8873-GLDMH,Female,0,No,No,6,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,73.85,401.3,No +5696-JVVQY,Female,0,Yes,Yes,48,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),70.1,3238.4,No +8946-BFWSG,Male,0,Yes,Yes,63,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.25,1573.05,No +7493-TPUWZ,Male,0,No,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.15,79.15,Yes +0547-HURJB,Male,0,No,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),21.05,235.8,No +8904-OPDCK,Male,1,Yes,No,54,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),24.95,1364.75,No +8845-LWKGE,Female,0,Yes,Yes,30,Yes,No,DSL,No,No,Yes,Yes,Yes,No,One year,Yes,Electronic check,64.5,1985.15,No +1577-HKTFG,Female,0,Yes,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.65,655.85,Yes +8752-STIVR,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79,303.15,Yes +0691-NIKRI,Female,0,No,No,40,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),105.95,4335.2,No +5022-JNQEQ,Female,0,Yes,Yes,9,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,75.85,647.5,No +4558-FANTW,Female,0,Yes,Yes,17,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,91.85,1574.45,Yes +3249-VHRIP,Female,0,No,No,62,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),43.6,2748.7,No +3736-BLEPA,Male,0,No,No,28,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),91.25,2483.65,No +4701-LKOZD,Female,0,No,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.75,6367.2,No +6603-QWSPR,Female,0,No,No,46,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.4,4904.2,No +9921-QFQUL,Female,0,Yes,No,23,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Mailed check,90.15,2044.95,No +1929-ZCBHE,Male,0,Yes,Yes,47,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,One year,No,Electronic check,40.3,1794.8,No +4378-MYPGO,Male,0,Yes,Yes,68,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.25,7173.15,No +8651-ENBZX,Female,1,No,No,60,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,106,6441.4,Yes +4129-LYCOI,Female,0,No,Yes,67,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,104,7039.05,No +7798-JVXYM,Female,0,No,No,14,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,69.65,921.4,No +8647-SDTWQ,Male,0,Yes,Yes,57,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.3,4018.35,No +2696-ECXKC,Female,0,Yes,Yes,55,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,No,Mailed check,100.9,5448.6,No +2081-KJSQF,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.25,20.25,No +7623-TRNQN,Male,0,No,Yes,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,49.9,49.9,Yes +3323-CPBWR,Male,0,No,No,23,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),96.9,2085.45,No +9330-IJWIO,Female,0,No,No,13,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.35,1358.85,Yes +3384-CTMSF,Male,0,Yes,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.1,5135.15,No +0902-RFHOF,Male,0,No,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,730.1,No +9286-DOJGF,Female,1,Yes,No,38,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.95,2869.85,Yes +6048-QBXKL,Female,1,No,No,2,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),56.55,118.25,No +9661-MHUMO,Male,1,Yes,Yes,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),49.25,49.25,Yes +7718-RXDGG,Male,0,Yes,No,15,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),68.6,1108.6,No +1025-FALIX,Female,0,No,No,26,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.05,1815.65,No +3451-VAWLI,Female,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,730.4,No +3407-QGWLG,Male,0,No,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.05,75.45,No +1842-EZJMK,Male,0,Yes,Yes,50,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,103.7,5071.05,Yes +2347-WKKAE,Male,0,Yes,No,42,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,94.4,4014.6,No +8735-DCXNF,Male,0,Yes,No,10,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),54.95,568.85,No +3214-IYUUQ,Female,0,Yes,No,61,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,One year,No,Bank transfer (automatic),93.7,5860.7,No +1936-UAFEH,Female,0,No,No,68,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),110.25,7279.35,No +3587-PMCOY,Male,0,No,No,10,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,98.9,1064.95,No +8079-XRJRS,Male,0,Yes,No,65,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,No,Electronic check,89.75,5769.6,Yes +1027-LKKQQ,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.45,5886.85,No +7148-XZPHA,Male,0,Yes,Yes,55,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,79.4,4238.45,No +8073-IJDCM,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.3,20.3,Yes +5309-TAIKL,Female,0,No,No,7,Yes,No,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),62.8,418.3,No +6856-RAURS,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.9,136.05,No +8778-LMWTJ,Female,0,No,No,9,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.85,708.2,No +9717-IOAAF,Male,0,No,Yes,27,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.85,788.55,No +8884-ADFVN,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.95,700.85,Yes +2845-KDHVX,Female,0,Yes,No,64,Yes,No,DSL,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,68.3,4378.8,No +0848-SOMKO,Male,0,No,No,70,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),48.4,3442.8,No +2720-WGKHP,Male,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94,181.7,Yes +6734-FQAJX,Male,1,No,No,67,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,105.05,7171.7,No +2869-ADAWR,Female,0,No,No,45,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),89.3,4016.85,Yes +1535-VTJOQ,Female,0,No,No,24,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.15,553,No +6368-TZZDT,Male,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.5,96.85,No +0943-ZQPXH,Male,0,Yes,Yes,44,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),92.95,4122.9,No +1293-BSEUN,Female,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.7,1482.3,No +9894-EZEWG,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.3,74.3,Yes +1302-TPUBN,Male,0,No,No,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.35,1240.8,No +7851-FLGGQ,Male,0,No,No,1,No,No phone service,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,44.65,44.65,Yes +0637-UBJRP,Male,0,Yes,Yes,13,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,No,Electronic check,84.05,1095.3,Yes +0940-OUQEC,Male,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.7,788.8,Yes +2378-VTKDH,Male,1,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.35,6578.55,No +0927-CNGRH,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,19.55,No +8608-OZTLB,Male,0,Yes,Yes,38,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Electronic check,74.05,2802.3,No +2335-GSODA,Male,0,No,Yes,23,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,40.1,857.75,No +1952-DVVSW,Female,0,Yes,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,184.4,No +0702-PGIBZ,Male,0,No,Yes,4,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.7,364.55,Yes +6656-GULJQ,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),83.55,6093.3,No +9853-JFZDU,Female,0,Yes,No,35,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,56.85,1861.1,No +1963-VAUKV,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,20.4,Yes +3777-XROBG,Female,0,Yes,Yes,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.55,1079.65,No +6994-FGRHH,Male,0,Yes,Yes,70,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,106.15,7475.1,No +4000-VGMQP,Male,0,Yes,Yes,38,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),78.95,2862.55,No +3999-WRNGR,Female,0,Yes,Yes,60,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,49.75,3069.45,No +3466-RITXD,Male,0,No,No,26,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),92.4,2349.8,No +2680-XKKNJ,Female,0,No,No,8,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),58.2,469.25,No +3058-HJCUY,Male,0,Yes,Yes,41,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,102.6,4213.35,Yes +2974-GGUXS,Female,1,Yes,No,36,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),91.95,3301.05,No +7994-XIRTR,Male,1,No,No,54,Yes,No,DSL,No,No,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),65.25,3529.95,No +3259-FDWOY,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),106,7723.7,Yes +2101-RANCD,Female,0,No,No,55,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.1,4144.9,No +7921-BEPCI,Female,0,No,No,72,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Two year,No,Bank transfer (automatic),59.75,4265,No +0807-ZABDG,Female,0,No,Yes,3,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,55.1,154.65,Yes +8510-TMWYB,Female,0,Yes,Yes,54,Yes,Yes,DSL,No,Yes,Yes,No,No,No,Two year,Yes,Bank transfer (automatic),59.8,3246.45,No +3258-ZKPAI,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.6,8337.45,No +1428-IEDPR,Male,0,No,No,52,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,109.3,5731.4,No +5298-GSTLM,Female,1,No,No,60,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),101.4,6176.6,No +4450-YOOHP,Female,0,No,No,39,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),50.65,1905.4,No +6728-CZFEI,Female,0,No,No,15,Yes,No,DSL,No,No,No,No,Yes,No,One year,No,Mailed check,56.15,931.9,No +5748-RNCJT,Male,0,No,No,69,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),106.5,7348.8,Yes +3653-NCRDJ,Male,0,Yes,Yes,43,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.2,776.25,No +6121-TNHBO,Female,1,No,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),83,5243.05,No +5119-NZPTV,Male,1,Yes,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.1,141.65,No +6519-ZHPXP,Female,0,Yes,Yes,72,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),108.3,7679.65,No +7739-LAXOG,Female,0,Yes,Yes,32,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),91.05,2954.5,Yes +3472-QPRCH,Male,0,Yes,Yes,40,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.25,1006.9,No +8224-UAXBZ,Female,0,Yes,No,58,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,One year,Yes,Electronic check,45.35,2540.1,No +9610-WCESF,Male,0,No,No,67,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Two year,No,Electronic check,43.9,3097.2,No +9776-CLUJA,Female,1,Yes,No,51,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,77.5,3807.35,Yes +2486-WYVVE,Male,0,Yes,No,31,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,79.3,2484,No +3865-ZYKAD,Male,1,Yes,No,69,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),84.9,5785.65,No +1422-DGUBX,Male,0,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,One year,Yes,Electronic check,79.25,2619.15,No +2999-AANRQ,Female,0,No,No,21,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),71.05,1524.85,No +8668-KNZTI,Male,0,No,No,52,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,No,Electronic check,53.75,2790.65,No +0480-KYJVA,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.25,1784.5,No +6034-ZRYCV,Female,0,Yes,No,72,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,54.2,3937.45,Yes +9746-YKGXB,Male,0,Yes,Yes,52,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,One year,No,Bank transfer (automatic),44.25,2276.1,No +3926-YZVVX,Female,0,No,No,41,Yes,No,DSL,No,No,No,Yes,No,No,One year,No,Bank transfer (automatic),50.05,2029.05,No +6000-UKLWI,Male,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,802.35,No +2079-FBMZK,Female,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.25,418.4,Yes +6332-FBZRI,Male,0,Yes,Yes,67,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),69.35,4653.25,No +2096-XOTMO,Female,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.35,275.9,No +3266-FTKHB,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.15,343.45,No +8221-EQDGL,Male,0,Yes,No,35,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,61,2130.45,No +2346-LOCWC,Female,0,Yes,Yes,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.5,1191.4,No +6608-QQLVK,Male,0,No,No,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,50.5,50.5,Yes +0298-XACET,Male,0,Yes,Yes,52,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,50.2,2554,No +7560-QJAVJ,Female,0,No,No,70,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),79.6,5589.45,No +2995-YWTCD,Female,0,Yes,Yes,19,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.9,467.7,No +3551-HUAZH,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,74.4,Yes +9137-UIYPG,Female,0,Yes,Yes,35,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,106.9,3756.45,No +2809-ZMYOQ,Female,0,No,No,32,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.35,3334.9,No +5084-OOVCJ,Female,0,Yes,Yes,17,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),55.35,920.5,No +0254-WWRKD,Female,0,Yes,Yes,67,Yes,No,DSL,No,Yes,No,No,No,No,One year,No,Credit card (automatic),50.55,3431.75,No +7727-SHVZV,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.5,150.35,No +6302-JGYRJ,Male,0,No,Yes,31,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Mailed check,79.45,2587.7,Yes +5339-PXDVH,Male,0,No,No,4,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,90.65,367.95,No +2205-LPVGL,Male,1,Yes,Yes,58,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),89.85,5125.75,No +8782-NUUOL,Male,0,No,No,60,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Mailed check,79,4801.1,No +3685-YLCMQ,Male,0,No,No,58,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,104.65,6219.6,Yes +7601-WFVZV,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,19.55,No +4609-KNNWG,Female,0,Yes,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.9,550.1,No +4868-AADLV,Male,1,Yes,Yes,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,116.25,7862.25,No +9529-OFXHY,Male,0,No,No,15,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),87.75,1242.2,No +8634-MPHTR,Male,1,Yes,No,47,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.05,4871.05,Yes +2669-QVCRG,Female,0,No,No,41,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),81.3,3190.65,No +2478-EEWWM,Male,0,Yes,No,59,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.3,2666.75,No +9174-IHETN,Female,0,No,Yes,50,Yes,No,Fiber optic,No,No,No,No,No,No,Two year,No,Credit card (automatic),70.35,3533.6,No +2233-TXSIU,Male,0,Yes,Yes,17,No,No phone service,DSL,Yes,No,Yes,No,Yes,No,One year,No,Credit card (automatic),44.45,792.15,No +9644-UMGQA,Male,0,Yes,Yes,6,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.15,295.65,No +3256-EZDBI,Male,1,Yes,No,51,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),29.45,1459.35,No +8761-NSOBC,Male,0,No,No,44,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,100.55,4398.15,Yes +0419-YAAPX,Male,0,Yes,No,49,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.3,4297.95,No +8413-VONUO,Male,0,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,95.65,167.3,Yes +0872-CASZJ,Male,0,Yes,No,59,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Mailed check,69.1,4096.9,No +4726-DLWQN,Male,1,No,No,50,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),70.35,3454.6,No +8164-OCKUJ,Female,0,Yes,Yes,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.6,1286,No +3094-JOJAI,Male,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,74.15,1387,No +9494-MRNYX,Male,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.05,786.3,No +2599-CZABP,Male,0,Yes,No,14,Yes,No,DSL,No,No,No,No,No,No,One year,No,Electronic check,44.6,641.25,No +7945-PRBVF,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),21.45,705.45,No +4544-RXFMG,Male,0,Yes,Yes,8,Yes,No,DSL,No,No,No,No,No,No,One year,Yes,Mailed check,43.45,345.5,No +0859-YGKFW,Male,0,Yes,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.05,345.9,No +1150-FTQGN,Female,0,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,No,Bank transfer (automatic),94.15,5811.8,No +9223-UCPVT,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,94.4,94.4,Yes +7196-LIWRH,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,124.45,No +5448-VWNAM,Female,0,No,Yes,19,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,75.9,1375.6,No +1177-XZBJL,Male,0,Yes,Yes,53,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),64.15,3491.55,No +3518-FSTWG,Male,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.55,7920.7,No +9330-VOFSZ,Female,0,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.8,6640.7,No +4351-QLCSU,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),55,55,Yes +0939-EREMR,Female,0,No,Yes,13,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,53.45,718.1,No +9389-ACWBI,Female,0,Yes,Yes,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),69.95,320.4,No +5419-JPRRN,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.45,101.45,Yes +3644-QXEHN,Male,0,Yes,Yes,13,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,97,1334.45,No +2911-IJORQ,Male,0,No,No,37,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),90.6,3358.65,No +5921-NGYRH,Male,0,Yes,No,64,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,73.55,4764,No +2100-BDNSN,Female,0,Yes,No,5,Yes,Yes,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),67.95,350.3,Yes +5998-DZLYR,Female,0,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),94.35,5703,No +0488-GSLFR,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.5,69.5,Yes +9318-NKNFC,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,18.85,18.85,Yes +3985-HOYPM,Male,0,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.4,525.55,No +9728-FTTVZ,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.2,69.2,Yes +9548-LERKT,Male,0,Yes,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,483.15,No +6576-FBXOJ,Male,0,Yes,No,17,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,54.6,934.8,No +4310-KEDTB,Female,0,No,Yes,26,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,29.8,786.5,No +7254-IQWOZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.65,69.65,Yes +2474-BRUCM,Male,1,Yes,No,40,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,101.85,4086.3,Yes +4062-HBMOS,Male,0,No,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.05,5364.8,No +0742-NXBGR,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,82.3,82.3,Yes +2676-ISHSF,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.3,20.3,No +9236-NDUCW,Female,0,No,No,21,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Mailed check,35.1,770.4,No +4753-PADAS,Female,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),105.7,6816.95,No +6103-QCKFX,Female,0,Yes,Yes,44,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),56.25,2419.55,No +7781-EWARA,Male,0,Yes,Yes,70,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,60.35,4138.7,No +6110-OHIHY,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,79.25,267.6,Yes +7018-FPXHH,Male,0,Yes,Yes,56,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Bank transfer (automatic),59.8,3457.45,No +5889-LFOLL,Female,0,No,No,13,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.6,1115.2,Yes +5708-EVONK,Female,0,Yes,Yes,58,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),93.4,5435.6,Yes +8708-XPXHZ,Female,0,Yes,Yes,42,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,4186.3,Yes +0616-ATFGB,Male,1,Yes,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.05,25.05,Yes +0572-ZJKLT,Female,0,Yes,Yes,46,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,Two year,No,Mailed check,99.65,4630.2,No +5135-RDDQL,Female,0,Yes,Yes,63,Yes,No,DSL,Yes,No,No,No,No,No,Two year,Yes,Bank transfer (automatic),50.65,3221.25,No +1353-LJWEM,Male,0,No,No,11,Yes,No,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,60.9,688.5,No +1794-SWWKL,Male,0,Yes,Yes,15,Yes,Yes,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),59.65,867.1,No +6166-YIPFO,Male,0,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,64.7,4746.05,No +7016-BPGEU,Female,0,No,No,29,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),25.1,712.85,Yes +6876-ADESB,Male,0,No,Yes,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,48.95,48.95,Yes +9332-GYWLO,Female,0,Yes,Yes,6,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,54.85,355.1,No +1963-SVUCV,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.3,45.3,Yes +4184-VODJZ,Male,0,Yes,Yes,63,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,One year,Yes,Electronic check,91.35,5764.7,No +0220-EBGCE,Male,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,85.85,167.3,Yes +1092-WPIVQ,Female,0,Yes,Yes,18,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.1,428.45,No +7233-IOQNP,Female,0,Yes,No,43,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),34,1505.35,No +2834-JKOOW,Female,0,No,No,15,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Mailed check,45.9,693.45,No +2754-VDLTR,Male,0,No,Yes,10,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,95.2,930.4,Yes +2400-FEQME,Male,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.5,1177.95,No +3190-XFANI,Male,0,No,Yes,49,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),100.6,5069.65,Yes +7551-DACSP,Male,0,Yes,Yes,6,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,55.3,324.25,Yes +4957-SREEC,Male,0,Yes,Yes,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.35,1458.1,No +7235-NXZCP,Male,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.85,156.4,Yes +0230-UBYPQ,Male,1,Yes,No,63,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),36.1,2298.9,No +4923-ADWXJ,Female,0,No,No,25,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),65.8,1679.65,No +1763-KUAAW,Female,1,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.35,369.6,No +1104-TNLZA,Male,1,Yes,No,28,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,105.8,2998,No +5195-KPUNQ,Female,1,No,No,53,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,One year,Yes,Mailed check,96.75,5206.55,No +0520-FDVVT,Male,0,No,No,35,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),102.35,3626.1,Yes +3439-GVUSX,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.4,24.4,No +1444-VVSGW,Male,0,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),115.65,7968.85,Yes +5712-PTIWW,Male,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,79.85,152.45,Yes +5949-HGVJL,Female,0,Yes,No,26,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,73.05,1959.5,No +5203-XEHAX,Female,0,No,No,34,Yes,No,DSL,Yes,Yes,No,No,No,Yes,One year,No,Electronic check,64.35,2053.05,No +1635-HDGFT,Female,0,No,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.5,398.55,No +3315-TOTBP,Male,0,No,No,15,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,76,1130.85,Yes +8050-XGRVL,Female,0,Yes,Yes,62,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,No,Credit card (automatic),54.75,3425.35,No +6661-HBGWL,Female,1,No,No,42,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.75,4323.45,Yes +1518-VOWAV,Female,0,No,No,9,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,74.65,703.55,Yes +9828-QHFBK,Male,0,No,No,24,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,51.15,1275.7,No +3908-MKIMJ,Male,1,Yes,No,68,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Electronic check,41.95,2965.75,No +5012-YSPJJ,Male,0,Yes,Yes,31,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,54.35,1647,No +5909-ECHUI,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,56.25,56.25,Yes +1309-BXVOQ,Male,0,Yes,No,21,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,106.1,2249.95,Yes +6728-VOIFY,Female,0,Yes,No,63,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,96,6109.75,No +9317-WZPGV,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),79.75,159.4,Yes +4891-NLUBA,Female,0,Yes,Yes,61,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),61.45,3751.15,No +2856-HYAPG,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,68.65,68.65,Yes +8969-PRHFK,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,411.25,No +0661-KQHNK,Female,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19,105.5,No +8709-KRDVL,Female,0,No,No,33,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100,3320.6,No +4488-PSYCG,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.25,327.45,Yes +1427-VERSM,Female,0,Yes,No,56,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,98.7,5669.5,No +9801-NOSHQ,Male,0,No,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.8,465.45,No +6339-YPSAH,Male,0,No,No,9,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,73.8,704.3,No +3621-CEOVK,Female,1,Yes,No,14,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.2,1369.8,Yes +6906-ANDWJ,Male,0,Yes,Yes,15,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.9,1107.25,Yes +2159-TURXX,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.05,95.55,No +1548-FEHVL,Male,0,Yes,No,61,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.2,6375.2,No +3795-CAWEX,Male,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.55,8152.3,No +6215-NQCPY,Male,0,No,No,15,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.7,1566.75,No +5647-URDKA,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,130.25,No +2229-DPMBI,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.5,162.15,No +9626-WEQRM,Female,0,No,No,4,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,29.15,110.05,No +2188-SXWVT,Female,0,No,No,34,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Mailed check,55,1885.15,No +6258-PVZWJ,Male,0,Yes,No,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.8,6302.85,No +1094-BKOSX,Female,0,Yes,Yes,45,No,No phone service,DSL,No,Yes,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),51,2264.5,No +6969-MVBAI,Female,1,No,No,9,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,90.1,816.8,No +2978-XXSOG,Female,0,No,No,22,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,59.05,1253.5,No +2342-CKIAO,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.3,41.2,No +6953-PBDIN,Male,0,Yes,No,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),72.95,5265.55,No +3898-BSJYF,Female,0,No,Yes,10,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,One year,No,Credit card (automatic),73.55,693.3,No +3938-YFPXD,Male,0,No,No,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),84.3,5997.1,No +7696-AMHOD,Female,0,Yes,Yes,49,Yes,No,DSL,No,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),78,3824.2,No +2453-SAFNS,Female,1,No,No,54,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,One year,No,Mailed check,72.1,3886.05,No +9558-IHEZX,Female,0,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),106.75,7283.25,No +9617-UDPEU,Female,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.25,412.55,No +6340-DACFT,Female,0,Yes,Yes,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.55,1070.25,No +4955-VCWBI,Female,0,Yes,Yes,43,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20,817.95,No +6813-GZQCG,Female,0,Yes,Yes,45,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.65,1171.3,No +7426-GSWPO,Male,1,No,No,64,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.5,6548.65,No +3389-KTRXV,Female,0,Yes,Yes,23,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,23.85,625.65,No +3118-UHVVQ,Female,0,Yes,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.8,1911.5,No +1031-IIDEO,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.85,70.85,Yes +5832-XKAES,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.8,134.7,Yes +3205-MXZRA,Male,0,No,No,26,Yes,No,DSL,No,No,No,Yes,Yes,No,One year,No,Credit card (automatic),59.45,1507,No +4701-AHWMW,Male,0,Yes,No,55,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),54.55,2978.3,Yes +8317-BVKSO,Male,0,No,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.05,299.3,No +5702-KVQRD,Male,0,Yes,No,71,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,82.55,5832.65,No +0083-PIVIK,Male,0,No,No,64,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Electronic check,81.25,5567.55,No +9210-IAHGH,Female,0,No,No,7,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),70.75,450.8,Yes +6169-PGNCD,Female,0,No,No,57,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),74.3,4166.35,No +0023-XUOPT,Female,0,Yes,No,13,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,No,Electronic check,94.1,1215.6,Yes +4592-IWTJI,Female,0,Yes,Yes,3,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),29.7,91.7,Yes +4909-JOUPP,Male,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),109.7,7898.45,No +4657-FWVFY,Female,0,Yes,Yes,40,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),96.35,3915.4,No +2257-BOVXD,Male,0,Yes,No,14,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),66.6,979.5,No +7729-JTEEC,Male,0,Yes,Yes,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.5,90.05,No +7632-MNYOY,Male,1,No,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),110.9,7432.05,Yes +6518-LGAOV,Female,0,Yes,No,38,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,105,4026.4,Yes +7242-QZLXF,Male,0,No,Yes,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.3,25.3,Yes +4576-CSAJH,Male,0,No,No,22,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),55.15,1193.05,Yes +1000-AJSLD,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.1,20.1,Yes +9696-RMYBA,Male,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,80.1,398.55,No +8690-UPCZI,Male,0,Yes,Yes,29,Yes,Yes,DSL,Yes,No,No,Yes,Yes,No,One year,No,Bank transfer (automatic),69.05,1958.45,No +1062-LHZOD,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.9,69.9,Yes +9770-LXDBK,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,63.15,No +4086-WITJG,Male,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,1301.1,No +8344-WFMFH,Male,0,No,Yes,9,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,50.1,484.05,No +9600-NAXZN,Male,0,No,No,43,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.4,4528,Yes +8822-KNBHV,Female,0,No,No,48,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),83.45,3887.85,No +8404-FYDIB,Male,0,No,No,26,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),86.65,2208.75,No +2791-SFVEW,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.15,238.15,No +6457-USBER,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.8,80.8,Yes +6762-NSODU,Female,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.4,958.15,No +4662-EKDPQ,Male,0,No,No,2,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),62.05,118.3,Yes +9248-OJYKK,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.45,76.45,Yes +9888-ZCUMM,Male,0,Yes,Yes,64,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),60.05,3845.45,No +3398-FSHON,Female,1,No,No,12,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,91.3,1094.5,Yes +3319-DWOEP,Male,1,Yes,No,6,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.75,573.75,Yes +1074-WVEVG,Female,0,Yes,No,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.35,1267,No +9979-RGMZT,Female,0,No,No,7,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Mailed check,94.05,633.45,No +6437-UDQJM,Female,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),84.1,6129.65,No +1226-IENZN,Male,1,No,No,16,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,78.75,1218.25,No +2108-GLPQB,Male,0,Yes,No,25,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),55.55,1405.3,No +9259-PACGQ,Female,0,Yes,No,34,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,62.65,2274.9,Yes +4415-IJZTP,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.5,74.5,Yes +1465-VINDH,Female,0,Yes,Yes,10,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.1,1068.85,Yes +5474-LAMUQ,Male,0,Yes,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,533.9,No +3468-DRVQJ,Female,0,Yes,Yes,10,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,One year,No,Electronic check,70.3,676.15,No +1122-YJBCS,Male,0,Yes,No,69,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,Yes,Credit card (automatic),53.65,3804.4,No +4990-ALDGW,Male,0,No,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.75,1118.8,No +4816-OKWNX,Male,0,Yes,Yes,50,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),103.4,5236.4,No +3315-IKYZQ,Male,0,Yes,Yes,28,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Mailed check,50.8,1386.8,No +2810-FTLEM,Female,0,No,No,16,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.15,762.25,Yes +4747-LCAQL,Male,0,No,No,25,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,79,1902,No +3411-WLRSQ,Female,1,Yes,No,3,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.6,239.05,No +0898-XCGTF,Male,0,Yes,No,61,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),96.5,5673.7,No +8006-PYCSW,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.1,39.8,No +8249-THVEC,Male,0,Yes,Yes,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.4,997.75,No +8722-PRFDV,Female,0,Yes,Yes,71,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),77.55,5574.35,No +2164-SOQXL,Female,0,Yes,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,406.05,No +4020-KIUDI,Male,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.85,138.85,No +5850-BDWCY,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,123.65,No +2038-YSEZE,Female,0,No,No,29,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,67.45,1801.1,No +0827-ITJPH,Male,0,No,No,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),18.55,689,No +8799-OXZMD,Female,0,No,No,28,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,29.75,790.7,No +1925-TIBLE,Female,0,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.5,582.5,Yes +1705-GUHPV,Female,0,No,No,63,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.2,1618.2,No +4779-ZGICK,Male,0,Yes,Yes,48,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,23.55,1173.35,No +0048-PIHNL,Female,0,Yes,No,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.45,900.9,No +0818-OCPZO,Male,1,No,No,27,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,81.45,2122.05,Yes +3967-KXAPS,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),92.3,6719.9,No +1447-GIQMR,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.15,69.15,Yes +3704-IEAXF,Female,0,Yes,Yes,72,No,No phone service,DSL,No,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),53.65,3784,No +6810-VCAEX,Female,0,No,No,47,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Credit card (automatic),39.65,1798.65,No +0674-EYYZV,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,54.65,54.65,No +4480-MBMLB,Female,0,No,No,36,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),104.8,3886.45,No +1395-OFUWC,Male,0,Yes,Yes,43,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),29.3,1224.05,No +0822-QGCXA,Female,1,Yes,No,27,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,83.85,2310.2,No +0872-NXJYS,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.55,723.4,Yes +2832-KJCRD,Female,0,No,No,38,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,103.65,3988.5,No +3588-WSTTJ,Female,1,No,No,35,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.05,3554.6,No +4075-WKNIU,Female,0,Yes,Yes,0,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,73.35, ,No +5090-EMGTC,Female,0,Yes,No,59,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,100.05,6034.85,No +2346-CZYIL,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.35,531.6,No +3798-EPWRR,Female,1,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,43.95,85.1,No +6258-NGCNG,Male,0,No,No,7,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,23.5,173,No +4186-ZBUEW,Female,0,No,No,36,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Mailed check,70.7,2511.95,No +5274-XHAKY,Female,0,Yes,Yes,41,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),94.3,3893.6,No +1442-BQPVU,Female,0,No,No,13,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,29.15,357.15,No +3978-YNKDD,Male,0,No,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.85,467.5,No +4940-KHCWD,Female,0,Yes,No,60,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),37.7,2288.7,No +9412-ARGBX,Female,0,No,Yes,48,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,Two year,Yes,Mailed check,95.5,4627.85,Yes +1389-CXMLU,Male,1,No,No,3,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,91.05,289.1,Yes +9589-ABEPT,Male,0,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Two year,Yes,Mailed check,92.45,6460.55,No +9388-ZEYVT,Male,0,No,No,43,No,No phone service,DSL,No,No,Yes,Yes,No,Yes,One year,No,Electronic check,44.15,1931.3,No +0305-SQECB,Female,0,No,Yes,11,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,36.05,402.6,No +7605-SNLQG,Female,0,Yes,No,45,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),50.25,2221.55,No +4670-TABXH,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),109.75,7758.9,No +5561-NWEVX,Female,1,Yes,No,2,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,79.2,172.85,Yes +0064-SUDOG,Female,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.3,224.5,No +8561-NMTBD,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),112.35,7388.45,No +5161-XEUVX,Male,0,Yes,No,37,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Two year,No,Mailed check,94.3,3460.95,No +8292-FRFZQ,Female,0,No,No,39,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),41.15,1700.9,No +8591-NXRCV,Female,0,No,No,41,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),74.65,3090.65,No +7895-VONWT,Female,0,No,No,25,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,48.25,1293.8,No +4526-RMTLL,Male,0,Yes,Yes,8,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Credit card (automatic),76.15,645.8,No +6253-GNHWH,Female,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,71.1,5224.95,No +4566-NECEV,Male,0,No,No,5,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Electronic check,96.55,500.1,No +8080-POTJR,Female,0,No,No,30,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),79.3,2427.1,No +6906-MPARY,Male,0,No,No,40,Yes,No,Fiber optic,No,Yes,No,Yes,No,Yes,One year,Yes,Credit card (automatic),89.6,3488.15,No +3662-FXJFO,Female,0,No,No,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.5,1035.7,No +8107-RZLNV,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),106.3,7565.35,No +0516-OOHAR,Male,0,Yes,Yes,28,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),100.35,2799,No +2027-CWDNU,Male,0,Yes,Yes,18,Yes,No,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,85.6,1601.5,No +2737-WFVYW,Female,0,No,No,2,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,45.25,85.5,Yes +9912-OMZDS,Female,0,Yes,Yes,59,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.15,6256.2,No +3733-ZEECP,Male,0,Yes,Yes,22,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,51.1,1232.9,No +7878-RTCZG,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,19.9,No +2452-MRMZF,Female,1,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.7,1937.4,No +2272-QAGFO,Female,1,No,No,14,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.3,1096.25,Yes +7103-IPXPJ,Male,0,Yes,No,50,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,No,Electronic check,99.4,5059.75,No +4342-HFXWS,Female,0,Yes,Yes,48,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),69.7,3023.65,No +3545-CNWRG,Female,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.35,4889.2,No +1785-BPHTP,Male,0,Yes,Yes,28,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,85.45,2289.9,No +4989-LIXVT,Male,1,No,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,95.9,6503.2,No +7315-WYOAW,Male,0,No,No,13,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,100.75,1313.25,No +1173-XZPYF,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.2,990.3,No +9850-OWRHQ,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.1,228,Yes +3768-NLUBH,Male,1,Yes,No,57,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,100.6,5746.15,Yes +8676-TRMJS,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,75,209.1,Yes +2509-TFPJU,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.75,1864.2,No +9530-GRMJG,Male,0,Yes,Yes,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,84.1,5979.7,No +6898-RBTLU,Female,0,Yes,Yes,49,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),79.3,3902.45,No +5481-NTDOH,Female,1,Yes,No,67,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),107.05,7142.5,No +2068-WWXQZ,Male,0,No,No,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.05,902,No +7359-SSBJK,Female,1,No,No,64,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),70.2,4481,Yes +2061-VVFST,Female,0,Yes,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.5,805.2,No +0685-MLYYM,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.75,154.85,Yes +0749-IRGQE,Female,1,Yes,No,13,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,45.3,528.45,No +2380-DAMQP,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,115.15,8349.7,No +2256-YLYLP,Male,0,Yes,Yes,68,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),72.95,4953.25,No +1272-ILHFG,Male,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,332.65,No +0164-XAIRP,Female,0,No,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.55,470.2,No +5666-CYCYZ,Female,0,No,No,24,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.55,2259.35,No +4011-ARPHK,Male,0,No,No,27,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,50.35,1411.35,No +8182-PNAGI,Male,0,No,No,12,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),50.25,593.75,Yes +6365-HITVU,Female,0,Yes,Yes,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),87.25,6328.7,No +7558-IMLMT,Male,0,Yes,Yes,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.8,1411.9,No +9488-FYQAU,Female,0,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.25,6841.4,No +3590-TCXTB,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,20.35,No +6994-KERXL,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.9,238.5,No +7957-RYHQD,Female,1,No,No,40,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),79.2,3233.85,Yes +2180-DXNEG,Female,0,No,No,12,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,96,1062.1,Yes +1960-UOTYM,Male,0,Yes,Yes,52,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,79.2,4016.3,No +2740-JFBOK,Male,0,No,No,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,24,226.55,No +6500-JVEGC,Male,0,No,No,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,One year,No,Bank transfer (automatic),101.35,7110.75,No +5515-AKOAJ,Female,0,No,No,54,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,100.1,5440.9,Yes +8976-OQHGT,Female,0,Yes,Yes,4,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,56.5,235.1,Yes +5245-VDBUR,Female,0,Yes,No,52,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,35.45,1958.95,No +6230-BSUXY,Female,1,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,85,85,Yes +8469-SNFFH,Male,0,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),79.4,5528.9,No +2144-ESWKO,Male,0,No,No,43,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),35.2,1463.7,No +1241-FPMOF,Male,0,No,No,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.65,1025.05,No +9928-BZVLZ,Female,0,No,No,12,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Mailed check,49.85,552.1,No +4114-QMKVN,Female,0,Yes,Yes,56,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,One year,No,Bank transfer (automatic),68.75,3815.4,No +2775-SEFEE,Male,0,No,Yes,0,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),61.9, ,No +9003-CPATH,Male,0,No,No,42,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,79.9,3313.4,No +1754-GKYPY,Male,1,Yes,No,22,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),89.75,1938.9,No +5294-CDGWY,Male,0,Yes,Yes,51,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Electronic check,59.3,3014.65,Yes +7956-XQWGU,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.4,460.25,No +1591-MQJTP,Male,1,Yes,No,51,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),93.65,4839.15,No +5295-PCJOO,Male,0,No,Yes,4,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.4,184.4,Yes +2369-FEVNO,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.9,19.9,No +9863-JZAIC,Male,0,No,No,35,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,55,2010.55,Yes +7471-MQPOS,Male,1,Yes,Yes,71,Yes,Yes,DSL,No,Yes,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),72.9,5139.65,No +7660-HDPJV,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.2,69.2,Yes +5115-SQAAU,Female,0,Yes,Yes,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.6,1673.4,No +9845-QOMAD,Male,0,Yes,Yes,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.75,309.35,No +7672-VFMXZ,Male,0,Yes,No,57,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,55.7,3171.6,No +9739-JLPQJ,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),117.5,8670.1,No +9916-AYHTC,Male,0,No,No,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.85,916,No +3855-ONCAR,Female,0,Yes,Yes,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,78.9,299.75,No +1488-SYSFC,Male,0,Yes,Yes,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.65,702.05,No +7931-PXHFC,Male,0,No,No,38,Yes,No,DSL,No,No,Yes,Yes,No,Yes,One year,Yes,Mailed check,62.3,2354.8,Yes +3990-QYKBE,Male,1,Yes,No,37,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.5,3473.4,Yes +0970-QXPXW,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,19.65,No +3259-KNMRR,Male,1,No,No,57,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),79.75,4438.2,No +6120-RJKLU,Female,1,Yes,No,62,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),79.95,4819.75,No +9572-WUKSB,Male,0,Yes,No,3,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,29.9,92.25,No +5893-KCLGT,Female,0,No,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.75,1567,No +0076-LVEPS,Male,0,No,Yes,29,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,45,1242.45,No +3640-JQGJG,Male,0,Yes,Yes,13,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.8,559.2,No +4919-MOAVT,Male,0,No,Yes,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.65,220.1,Yes +1596-OQSPS,Female,0,No,No,11,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,51.1,531.15,No +9867-XOBQA,Female,0,No,Yes,21,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,53.15,1183.2,No +9546-KDTRB,Female,0,No,No,19,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),24.7,465.85,No +3090-HAWSU,Male,0,No,No,61,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),111.6,6876.05,Yes +9820-RMCQV,Female,0,No,No,11,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),48.55,501,Yes +3174-RKMOW,Male,0,Yes,Yes,35,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,109.95,3782.4,No +1760-CAZHT,Male,0,No,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.8,460.2,No +7839-QRKXN,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.2,20.2,Yes +8441-SHIPE,Female,0,No,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.6,1790.35,No +5204-QZXPU,Male,0,No,No,19,No,No phone service,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,39.65,733.35,Yes +4597-ELFTS,Male,0,No,No,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,24.9,1334,Yes +1320-GVNHT,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),108.4,7767.25,No +1047-RNXZV,Male,0,No,No,43,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,876.15,No +3541-ZNUHK,Female,0,Yes,Yes,55,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,85.1,4600.95,No +8450-JOVAH,Male,0,Yes,Yes,2,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,56.7,113.55,Yes +8725-JEDFD,Male,0,No,No,27,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.05,1793.25,No +7562-UXTPG,Female,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.15,886.7,No +8071-SBTRN,Female,0,No,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Mailed check,111.15,7737.55,No +1113-IUJYX,Female,0,Yes,No,14,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,No,Mailed check,105.95,1348.9,Yes +6668-CNMFP,Female,0,Yes,Yes,19,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),89.35,1686.85,No +5626-MGTUK,Female,0,No,No,20,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.1,1879.25,No +5681-LLOEI,Male,0,Yes,Yes,43,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),91.25,4013.8,No +8212-DJRCH,Male,0,Yes,Yes,5,Yes,No,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,90.35,434.5,No +4323-OHFOW,Female,1,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),105.55,7195.35,No +4933-BSAIP,Female,0,Yes,No,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.1,780.1,No +2030-BTZRO,Male,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.4,107.6,No +1116-DXXDF,Male,0,No,No,39,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,100.45,3801.7,No +9274-CNFMO,Male,1,Yes,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,74.95,308.7,Yes +7758-XKCBS,Male,0,No,No,15,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,29.7,438.25,Yes +8992-JQYUN,Male,0,Yes,No,1,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.35,50.35,Yes +6563-VNPMN,Female,1,No,No,45,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),85.7,3778.1,No +0617-AQNWT,Female,0,Yes,No,64,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Electronic check,47.85,3147.5,Yes +2267-WTPYD,Female,1,Yes,No,57,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),94,5438.95,No +0270-THENM,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),69.85,5102.35,No +2446-PLQVO,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,70.3,Yes +4707-MAXGU,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.85,1872.2,No +2710-WYVXG,Female,0,No,No,3,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Two year,No,Mailed check,71.1,213.35,No +3005-NFMTA,Male,1,No,No,55,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.8,5617.75,Yes +6300-BWMJX,Female,0,Yes,No,59,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,No,Electronic check,93.35,5386.5,No +8784-CGILN,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.85,1776.95,Yes +5389-FFVKB,Male,1,Yes,No,32,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),80.3,2483.05,Yes +7009-LGECI,Female,0,No,No,4,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),50.55,235.65,No +8444-WRIDW,Female,1,No,No,66,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),80.45,5224.35,Yes +5022-KVDQT,Male,0,No,No,27,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,81.3,2272.8,No +7976-CICYS,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.7,83.75,No +1036-GUDCL,Male,0,Yes,Yes,60,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),79.05,4663.4,No +2005-DWQZJ,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.05,201.7,No +8148-WOCMK,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.6,125,No +7815-PDTHL,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.2,684.4,No +9451-LPGOO,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.8,620.35,Yes +9173-IVZVP,Female,0,Yes,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.9,1146.05,No +9129-UXERG,Female,1,No,No,18,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),103.6,1806.35,No +3635-JBPSG,Female,0,No,No,15,No,No phone service,DSL,No,Yes,No,No,No,Yes,Two year,Yes,Mailed check,38.8,603,No +7964-ZRKKG,Male,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,One year,Yes,Bank transfer (automatic),88.4,5798.3,No +5868-YWPDW,Male,1,Yes,No,6,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.2,519.15,Yes +6229-LSCKB,Male,1,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.7,497.6,No +2025-JKFWI,Male,0,No,No,13,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,99,1301.7,Yes +4078-SAYYN,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.75,1129.75,Yes +1724-IQWNM,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.3,19.3,No +8217-QYOHV,Male,0,No,No,5,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,55.75,266.95,No +5546-QUERU,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.95,257,No +9940-HPQPG,Female,0,Yes,No,9,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),91.75,865.8,Yes +6897-UUBNU,Male,0,No,No,29,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,No,Mailed check,89.65,2623.65,No +6127-IYJOZ,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.85,45.85,No +6618-RYATB,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,79.55,79.55,Yes +8930-XOTDP,Female,0,Yes,Yes,18,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,55.95,1082.8,No +5916-QEWPT,Female,0,Yes,No,2,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),69,147.8,No +5060-TQUQN,Male,0,Yes,Yes,30,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),83.55,2570.2,No +0531-XBKMM,Male,0,No,Yes,66,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),65.7,4378.9,No +8465-SBRXP,Male,0,Yes,Yes,38,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),94.9,3616.25,No +2408-PSJVE,Male,0,Yes,Yes,44,Yes,No,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,61.9,2924.05,No +9079-YEXQJ,Female,0,No,No,54,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,111.1,6014.85,Yes +9700-ZCLOT,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,32.7,No +8738-JOKAR,Female,0,No,No,42,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Mailed check,67.7,2882.25,No +4534-WGCIR,Female,0,Yes,Yes,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.15,1509.9,No +1930-WNXSB,Male,0,Yes,Yes,58,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.85,5305.05,No +2685-SREOM,Female,0,Yes,Yes,25,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,89.1,2368.4,Yes +3508-CFVZL,Female,0,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,111.3,7985.9,No +0402-CQAJN,Female,0,No,No,37,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),101.9,3545.35,Yes +6692-UDPJC,Female,0,Yes,Yes,14,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,91.65,1301,Yes +1273-MTETI,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,88.85,372.45,Yes +0657-DOGUM,Female,0,Yes,No,48,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Bank transfer (automatic),60.6,2985.25,No +5480-HPRRX,Female,1,No,No,3,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.3,77.75,Yes +8792-AOROI,Female,0,Yes,No,8,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Two year,No,Mailed check,65.5,564.35,No +0295-PPHDO,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.45,95.45,Yes +5146-YYFRZ,Male,0,No,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.95,1311.75,No +1195-OIYEJ,Male,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.1,1135.7,Yes +5906-CVLHP,Female,0,Yes,Yes,45,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),54.15,2319.8,Yes +3452-SRFEG,Male,0,No,No,49,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.6,3720.35,No +4070-OKWVH,Female,0,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),94.6,5025.8,No +5297-MDOIR,Female,0,Yes,No,63,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),81.15,5224.5,No +6369-MCAKO,Female,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),89.05,6185.8,No +4926-UMJZD,Female,0,Yes,No,31,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,49.2,1498.55,No +6848-HJTXY,Female,0,Yes,No,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.45,1208.6,No +6341-AEVKX,Female,0,Yes,No,62,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,104.3,6613.65,No +4501-EQDRN,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),69.7,69.7,Yes +2990-HWIML,Female,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.5,573.3,Yes +0682-USIXD,Female,0,Yes,No,21,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,86.05,1818.9,No +6976-BWGLQ,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.2,1787.35,No +7078-NVFAM,Female,0,Yes,Yes,32,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,35.15,1051.05,No +8065-QBYTO,Female,1,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,One year,Yes,Credit card (automatic),99.65,7181.25,No +2133-TSRRM,Female,0,No,Yes,34,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.35,3688.6,No +7384-GHBPI,Male,0,Yes,No,3,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35.15,99.75,Yes +7603-USHJS,Male,0,No,Yes,12,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.75,871.4,Yes +7234-FECYN,Female,1,No,No,8,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,101.35,780.5,Yes +2511-ALLCS,Female,0,Yes,Yes,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.3,821.6,No +3191-CSNMG,Female,0,Yes,Yes,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.7,239.45,No +7952-OBOYL,Male,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,89.85,244.45,No +7470-DYNOE,Male,0,No,No,53,Yes,No,DSL,No,No,Yes,No,No,Yes,One year,Yes,Electronic check,61.1,3357.9,No +7853-OETYL,Female,0,Yes,No,4,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,29.05,129.6,No +1545-ACTAS,Female,0,Yes,Yes,48,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),99.7,4977.2,No +5876-HZVZM,Female,0,Yes,Yes,6,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),55.9,365.35,Yes +1400-MMYXY,Male,1,Yes,No,3,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.9,334.65,Yes +5126-RCXYW,Male,0,Yes,Yes,54,No,No phone service,DSL,No,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),46,2424.05,No +3085-QUOZK,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,43.95,43.95,Yes +2363-BJLSL,Male,0,No,No,62,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),80.4,4981.15,No +1956-YIFGE,Male,0,Yes,Yes,22,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Mailed check,100.05,2090.25,No +3926-CUQZX,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),45.1,45.1,Yes +7921-LMDFQ,Male,1,No,No,51,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),94,4905.75,No +2925-MXLSX,Female,0,No,No,30,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),68.95,2038.7,No +5820-PTRYM,Female,1,Yes,No,56,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),68.45,4014,No +9609-BENEA,Male,0,Yes,No,35,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,One year,Yes,Electronic check,69,2441.7,No +6211-WHMYA,Female,1,No,No,64,No,No phone service,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,43.85,2751,No +4459-BBGHE,Male,0,No,Yes,30,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.5,1307.8,No +9945-PSVIP,Female,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,18.7,383.65,No +1041-RXHRA,Female,0,No,No,41,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70.25,2868.05,Yes +1750-CSKKM,Male,0,No,Yes,9,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,55.35,449.75,Yes +9108-EJFJP,Female,0,Yes,No,1,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,53.55,53.55,No +0530-IJVDB,Male,0,No,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,114.6,7882.5,No +0508-SQWPL,Female,0,Yes,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.1,1087.7,No +2215-ZAFGX,Male,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.5,791.7,No +8213-TAZPM,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),108.75,7493.05,No +7142-HVGBG,Male,1,Yes,No,43,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103,4414.3,Yes +1304-SEGFY,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,97.85,6841.3,No +7242-EDTYC,Male,0,No,Yes,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.55,819.95,No +2904-GGUAZ,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Two year,Yes,Bank transfer (automatic),84.05,6052.25,No +8267-ZNYVZ,Female,0,Yes,No,33,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,103.75,3361.05,Yes +5136-GFPMB,Male,0,No,No,54,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),89.4,4869.5,No +2595-KIWPV,Male,0,No,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,509.3,No +5243-SAOTC,Male,0,No,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.85,4308.25,No +9398-MMQTO,Male,0,No,No,3,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),74.45,221.1,No +7619-PLRLP,Female,0,Yes,No,53,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Bank transfer (automatic),74.1,3833.95,No +6457-GIRWB,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.35,69.35,Yes +6508-NJYRO,Male,0,Yes,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,18.8,294.95,No +1450-SKCVI,Female,0,No,No,56,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,73.85,4092.85,Yes +4710-NKCAW,Male,0,Yes,Yes,5,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Credit card (automatic),64.4,316.9,No +5306-BVTKJ,Male,0,Yes,Yes,48,Yes,No,DSL,No,Yes,Yes,No,No,No,One year,Yes,Credit card (automatic),55.8,2651.2,No +0357-NVCRI,Female,0,No,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.05,471.7,No +5570-PTWEH,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.15,216.75,Yes +2371-KFUOG,Male,0,No,No,58,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,No,Bank transfer (automatic),99.15,5720.95,No +0463-ZSDNT,Male,0,No,No,10,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),56.75,503.25,No +6502-MJQAE,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.6,69.6,Yes +6257-DTAYD,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),104.15,7365.3,No +4616-ULAOA,Female,0,Yes,Yes,65,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.8,7245.9,No +7693-LCKZL,Male,0,Yes,Yes,5,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.15,385,Yes +7746-AWNQW,Female,0,No,No,28,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,35.75,961.4,No +5996-EBTKM,Female,0,Yes,Yes,67,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),69.9,4615.9,No +2758-RNWXS,Male,0,No,No,35,Yes,No,Fiber optic,Yes,No,No,Yes,No,Yes,One year,Yes,Electronic check,89.2,3251.3,No +2314-TNDJQ,Female,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),55.65,3880.05,No +2405-LBMUW,Female,0,Yes,Yes,61,No,No phone service,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),50.7,3088.75,No +3454-JFUBC,Male,1,No,No,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20,1396,No +0032-PGELS,Female,0,Yes,Yes,1,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),30.5,30.5,Yes +9039-ZVJDC,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.1,53.05,No +6797-LNAQX,Male,0,Yes,Yes,70,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,No,Bank transfer (automatic),98.3,6859.5,Yes +9013-AQORL,Female,0,No,Yes,48,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),45.55,2108.35,No +2898-MRKPI,Male,0,Yes,Yes,68,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),101.05,6770.5,No +2750-BJLSB,Female,0,No,No,47,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,103.7,4730.6,No +3648-GZPHF,Male,0,Yes,Yes,32,No,No phone service,DSL,No,No,Yes,Yes,No,No,One year,Yes,Mailed check,36.25,1151.05,No +2075-RMJIK,Female,0,Yes,Yes,5,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,49.4,232.55,No +9588-YRFHY,Male,0,No,No,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.9,1022.6,No +6394-MFYNG,Female,0,No,No,48,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),107.4,5121.3,Yes +1564-NTYXF,Female,1,No,No,13,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,82,1127.2,Yes +9364-YKUVW,Male,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.8,309.4,No +5392-AKEMH,Female,0,No,No,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.05,523.1,No +2451-YMUXS,Male,1,No,No,67,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),64.55,4250.1,No +3914-FDRHP,Male,0,No,No,9,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,86.25,770.5,No +3078-ZKNTS,Female,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.75,246.7,No +1024-KPRBB,Female,0,No,No,38,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Mailed check,89.1,3342,No +4690-PKDQG,Female,1,Yes,No,42,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,95.55,3930.6,No +8155-IBNHG,Female,0,Yes,No,24,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.4,1747.85,Yes +0886-QGENL,Female,1,Yes,No,27,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.25,2754.45,Yes +9547-ITEFG,Male,0,Yes,Yes,9,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.6,897.75,No +1264-FUHCX,Female,0,Yes,No,49,No,No phone service,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),56.3,2780.6,No +7789-CRUVC,Female,1,Yes,No,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),94.2,5895.45,No +6598-KELSS,Male,0,No,Yes,50,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,One year,Yes,Bank transfer (automatic),43.05,2208.05,No +8739-WWKDU,Male,1,No,No,25,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,89.5,2196.15,Yes +8685-WHQPW,Female,1,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.4,1692.6,Yes +4745-LSPLO,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.5,20.5,Yes +8083-YTZES,Male,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.35,265.35,Yes +7240-FQLHE,Female,1,Yes,No,18,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),99.75,1836.25,Yes +6664-FPDAC,Female,1,No,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.95,6418.9,Yes +9972-VAFJJ,Female,1,Yes,No,53,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,94,4871.45,No +0422-UXFAP,Female,0,Yes,No,51,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,98.85,4947.55,No +1904-WAJAA,Female,0,Yes,Yes,24,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Electronic check,64.35,1558.65,No +5130-YPIRV,Female,0,Yes,No,62,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),72,4284.2,No +2843-CQMEG,Male,0,No,No,24,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,49.7,1218.25,No +6439-PKTRR,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Electronic check,80.7,5617.95,No +5351-QESIO,Male,0,No,Yes,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.2,24.2,No +0786-VSSUD,Male,1,No,No,16,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Mailed check,39,679.85,Yes +5568-DMXZS,Female,0,No,No,8,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,65.45,554.45,No +8468-FZTOE,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Electronic check,74.35,5237.4,No +6633-SYEUS,Female,0,No,No,23,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),83.2,2032.3,No +6447-GORXK,Male,0,No,Yes,31,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),25,789.2,No +6967-PEJLL,Male,0,Yes,Yes,37,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Electronic check,40.2,1525.35,No +3976-BWUCK,Female,0,Yes,No,30,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),94.1,2804.45,Yes +5981-ZVXOT,Female,1,No,No,35,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,108.35,3726.15,No +1684-FLBGS,Female,0,Yes,Yes,23,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),69.5,1652.1,No +1389-WNUIB,Female,0,Yes,Yes,20,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,One year,No,Bank transfer (automatic),76,1588.75,No +0376-OIWME,Male,0,Yes,No,36,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.6,3366.05,No +3585-ISXZP,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),95.65,778.1,Yes +0218-QNVAS,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Bank transfer (automatic),100.55,7113.75,No +6583-QGCSI,Female,1,Yes,No,50,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,88.05,4367.35,Yes +0804-YGEQV,Female,0,Yes,Yes,43,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.45,993.15,No +7164-BPTUT,Male,0,No,Yes,57,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,89.55,5012.35,No +4174-LPGTI,Female,0,Yes,Yes,41,Yes,No,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),66.5,2728.6,Yes +2523-EWWZL,Female,0,Yes,No,27,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,76.1,2093.4,No +0928-XUTSN,Female,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.5,1011.8,No +2108-XWMPY,Male,0,No,No,3,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,35.45,106.85,Yes +0052-YNYOT,Female,0,No,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,20.55,1343.4,No +6304-IJFSQ,Male,0,No,No,3,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,49.9,130.1,Yes +9586-JGQKH,Female,0,Yes,No,64,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.4,6794.75,No +4501-VCPFK,Male,0,No,No,26,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,35.75,1022.5,No +6075-SLNIL,Male,0,No,No,38,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),95.1,3691.2,No +9347-AERRL,Male,0,Yes,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.3,486.2,No +0093-XWZFY,Male,0,No,No,40,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),104.5,4036.85,Yes +2274-XUATA,Male,1,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),63.1,4685.55,No +1980-KXVPM,Female,1,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.05,256.25,Yes +7703-ZEKEF,Male,0,No,No,23,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,81,1917.1,Yes +0723-DRCLG,Female,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.45,74.45,Yes +5482-NUPNA,Female,0,No,No,4,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,60.4,272.15,Yes +6691-CCIHA,Female,0,Yes,No,62,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,84.95,5150.55,No +1685-BQULA,Female,0,No,No,40,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),93.4,3756.4,No +9053-EJUNL,Male,0,No,No,41,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,89.2,3645.75,No +0666-UXTJO,Male,1,Yes,No,34,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.2,2874.45,No +1471-GIQKQ,Female,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,49.95,49.95,No +4807-IZYOZ,Female,0,No,No,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.65,1020.75,No +1122-JWTJW,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.65,70.65,Yes +9710-NJERN,Female,0,No,No,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,826,No +9837-FWLCH,Male,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.2,239,No +1699-HPSBG,Male,0,No,No,12,Yes,No,DSL,No,No,No,Yes,Yes,No,One year,Yes,Electronic check,59.8,727.8,Yes +7203-OYKCT,Male,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,104.95,7544.3,No +1035-IPQPU,Female,1,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.5,6479.4,No +7398-LXGYX,Male,0,Yes,No,44,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),84.8,3626.35,No +2823-LKABH,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.05,1679.4,No +8775-CEBBJ,Female,0,No,No,9,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.2,403.35,Yes +0550-DCXLH,Male,0,No,No,13,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Mailed check,73.35,931.55,No +9281-CEDRU,Female,0,Yes,No,68,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Two year,No,Bank transfer (automatic),64.1,4326.25,No +2235-DWLJU,Female,1,No,No,6,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.4,263.05,No +0871-OPBXW,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.05,39.25,No +3605-JISKB,Male,1,Yes,No,55,Yes,Yes,DSL,Yes,Yes,No,No,No,No,One year,No,Credit card (automatic),60,3316.1,No +6894-LFHLY,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.75,75.75,Yes +9767-FFLEM,Male,0,No,No,38,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.5,2625.25,No +0639-TSIQW,Female,0,No,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),102.95,6886.25,Yes +8456-QDAVC,Male,0,No,No,19,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),78.7,1495.1,No +7750-EYXWZ,Female,0,No,No,12,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,60.65,743.3,No +2569-WGERO,Female,0,No,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),21.15,1419.4,No +6840-RESVB,Male,0,Yes,Yes,24,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,84.8,1990.5,No +2234-XADUH,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),103.2,7362.9,No +4801-JZAZL,Female,0,Yes,Yes,11,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,29.6,346.45,No +8361-LTMKD,Male,1,Yes,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.4,306.6,Yes +3186-AJIEK,Male,0,No,No,66,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.65,6844.5,No diff --git a/topic/machine-learning/classification-automl/readme.md b/topic/machine-learning/classification-automl/readme.md new file mode 100644 index 00000000..2642450b --- /dev/null +++ b/topic/machine-learning/classification-automl/readme.md @@ -0,0 +1,71 @@ +# AutoML with Pycaret and CrateDB + +This folder provides examples, tutorials and runnable code on how to use CrateDB +with Pycaret to automatically create high-performing machine learning models. + +The tutorials and examples focus on being easy to understand and use. They +should be a good starting point for your own projects. + +## About Pycaret + +[Pycaret] is a Python library that makes it easy to create and train machine +learning models in python. The outstanding feature of Pycaret is its AutoML +capabilities. + +Pycaret is a high-level interface on top of popular machine learning +frameworks. Among them are scikit-learn, xgboost, ray, lightgbm and many more. + +Pycaret provides a simple low-code interface to utilize these libraries without +needing to know the details of the underlying model architectures and +parameters. + +The general concept of Pycaret - and for the matter of fact for AutoML in +general - is rather simple: One takes the raw data, splits it into a training +and a test set and then trains a number of different models on the training +set. The models are then evaluated on the test set and the best performing +model is selected. This process gets repeated for tuning the hyperparameters +of the best models. Again, this process is highly empirical. The parameters are +changed, the model is retrained and evaluated again. This process is repeated +until the best performing parameters are found. + +Modern algorithms for executing all these experiments are - among other - +GridSearch, RandomSearch and BayesianSearch. For a quick introduction into +these methods, see this +[Introduction to hyperparameter tuning][Introduction to hyperparameter tuning] + +In the past, all these try-and-error experiments had to be done manually - +which is a tedious and time-consuming task. Pycaret automates this process +and provides a simple interface to execute all these experiments in a +straightforward way. This notebook shows how. + +## What's inside + +[![Made with Jupyter](https://img.shields.io/badge/Made%20with-Jupyter-orange?logo=Jupyter)](https://jupyter.org/try) [![Made with Markdown](https://img.shields.io/badge/Made%20with-Markdown-1f425f.svg?logo=Markdown)](https://commonmark.org) + +This folder provides guidelines and runnable code to get started with [Pycaret] +and [CrateDB]. + +- [readme.md](readme.md): The file you are currently reading contains a + walkthrough about how to get started with the Pycaret framework and CrateDB, + and guides you to corresponding example programs on how to train different + models. + +- [requirements.txt](requirements.txt): Pulls the required dependencies to + run the example programs. + +- `automl_classification_with_pycaret.ipynb` [![Open on GitHub](https://img.shields.io/badge/Open%20on-GitHub-lightgray?logo=GitHub)](automl_classification_with_pycaret.ipynb) [![Open in Collab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/crate/cratedb-examples/blob/feature%2Fpycaret_example/topic/machine-learning/classification-automl/automl_classification_with_pycaret.ipynb) + + This notebook explores the Pycaret framework and shows how to use it to + train different classification models - using a user churn dataset as an + example. The notebook demonstrates the usage of Pycaret to automatically train + and benchmark a multitude of models and at the end select the best performing + model. The notebook also shows how to use CrateDB as storage for both the raw + data and the expirement tracking and model registry data. + +- Accompanied to the Jupyter Notebook files, there are also basic variants of + the above examples, + [automl_classification_with_pycaret.py](automl_classification_with_pycaret.py). + +[Pycaret]: https://github.com/pycaret/pycaret +[CrateDB]: https://github.com/crate/crate +[Introduction to hyperparameter tuning]: https://medium.com/analytics-vidhya/comparison-of-hyperparameter-tuning-algorithms-grid-search-random-search-bayesian-optimization-5326aaef1bd1 diff --git a/topic/machine-learning/classification-automl/requirements.txt b/topic/machine-learning/classification-automl/requirements.txt new file mode 100644 index 00000000..a1c27477 --- /dev/null +++ b/topic/machine-learning/classification-automl/requirements.txt @@ -0,0 +1,7 @@ +crate[sqlalchemy]==0.34.0 +mlflow-cratedb==2.7.1 +plotly==5.18.0 +pycaret[analysis,models,tuner,parallel,test]==3.1.0 +python-dotenv==1.0.0 +tqdm==4.66.1 +werkzeug==2.2.3