diff --git a/02_activities/assignments/a3_Visualization2_Total_Grant_by_City.png b/02_activities/assignments/a3_Visualization2_Total_Grant_by_City.png new file mode 100644 index 000000000..089757fc4 Binary files /dev/null and b/02_activities/assignments/a3_Visualization2_Total_Grant_by_City.png differ diff --git a/02_activities/assignments/a3_Visualization_Total_Grant_by_Organization.png b/02_activities/assignments/a3_Visualization_Total_Grant_by_Organization.png new file mode 100644 index 000000000..acbe4d19f Binary files /dev/null and b/02_activities/assignments/a3_Visualization_Total_Grant_by_Organization.png differ diff --git a/02_activities/assignments/a3_visualisation1.md b/02_activities/assignments/a3_visualisation1.md new file mode 100644 index 000000000..9091abe29 --- /dev/null +++ b/02_activities/assignments/a3_visualisation1.md @@ -0,0 +1,20 @@ +Visualisation 1 + + > What software did you use to create your data visualization? +For this visualization, I used Python, specifically the pandas, seaborn, and matplotlib libraries. I chose Python because it lets me clean and analyze the data in the same place where I build the chart, which made the whole process easier to manage. The tools worked well together: pandas helped me organize the data, and seaborn and matplotlib helped me turn that cleaned data into a clear, readable bar chart showing total funding by organization. + > Who is your intended audience? +The main audience for this visualization is anyone who wants to understand how funding for the Ontario Bridge Training Program was distributed across different organizations. This includes policy makers, nonprofit leaders, researchers, and even students like myself who are trying to learn about public funding patterns. I also considered the general public, since people may be interested in how government money is being allocated to support newcomer programs. + > What information or message are you trying to convey with your visualization? +The goal of this visualization is to show which organizations received the most money from the program during the 2012–2013 period. By laying out the organizations from highest funding to lowest, I wanted to make it easy to compare how much different groups received. The visualization highlights the large differences in funding levels, which might help explain which organizations were prioritized or had larger program needs. + > What aspects of design did you consider when making your visualization? How did you apply them? With what elements of your plots? +When designing the chart, I focused on keeping it simple, readable, and honest about what the data shows. I chose a horizontal bar chart because many organization names are long, and horizontal labels are easier to read. I sorted the bars so the biggest amounts appear at the top, which makes the ranking very easy to see. I used a blue color palette that is calm and consistent, and I formatted the x‑axis in dollars so the viewer knows right away that the values represent money. I avoided extra decorations or unnecessary labels, because I wanted the focus to stay on the funding amounts. + > How did you ensure that your data visualizations are reproducible? If the tool you used to make your data visualization is not reproducible, how will this impact your data visualization? +I made the visualization reproducible by writing the entire process as a Python script that cleans the data, calculates the totals, and produces the chart automatically. This means anyone with the dataset and the script can run it again and get the same result. I also saved a separate summary file with the total funding amounts so others can verify the numbers. If someone were trying to recreate this without Python, it might take longer, but all the steps are clearly shown in the code. + > How did you ensure that your data visualization is accessible? +To make the visualization more accessible, I used readable fonts, a high‑contrast color palette, and a layout that works well for people using screen magnifiers. The horizontal layout also helps with readability because the labels don’t overlap. I included a descriptive title so people immediately know what the chart represents. The chart can also be paired with alt‑text, and I provided a summary CSV, which allows screen‑reader users to access the data behind the chart. + > Who are the individuals and communities who might be impacted by your visualization? +The communities most impacted by this visualization are immigrants and internationally trained professionals who rely on Bridge Training Program services. The organizations themselves may also be affected, because the chart shows how much funding each one receives compared to others. Policy makers and government administrators might use information like this to make decisions about future funding. Because of this, it’s important that the visualization be accurate and fair, so it doesn’t create misleading impressions about any organization. + > How did you choose which features of your chosen dataset to include or exclude from your visualization? +I included only the parts of the dataset that were directly related to my goal: the Organization Name and the Grant Amount. I decided to leave out things like addresses, phone numbers, and websites because they didn’t help answer the question of “who received the most funding.” Keeping only the necessary columns made the chart cleaner and more focused. I also didn’t include extra program details because they didn’t affect the total funding, which is what I wanted to visualize. + > What ‘underwater labour’ contributed to your final data visualization product? +A lot of the work behind the scenes involved cleaning and preparing the data so the final chart would be accurate. This included fixing the “Grant Amount” column, which originally had dollar signs and commas, and converting it into a real number that Python could calculate with. I also had to deal with encoding issues while loading the file, remove missing values, and test different chart sizes so the labels wouldn’t overlap. \ No newline at end of file diff --git a/02_activities/assignments/a3_visualisation1_code.md b/02_activities/assignments/a3_visualisation1_code.md new file mode 100644 index 000000000..131aa6f46 --- /dev/null +++ b/02_activities/assignments/a3_visualisation1_code.md @@ -0,0 +1,22 @@ +import pandas as pd +import matplotlib.pyplot as plt +import seaborn as sns + +# Load dataset +df = pd.read_csv("mci_ontario_bridge_training_program.csv") + +# Clean grant amount column +df['Grant Amount'] = df['Grant Amount'].replace('[\$,]', '', regex=True).astype(float) + +# Aggregate total funding by organization +org_funding = df.groupby('Organization Name')['Grant Amount'].sum().sort_values(ascending=False) + +# Plot +plt.figure(figsize=(12, 18)) +sns.barplot(x=org_funding.values, y=org_funding.index, palette="Blues_r") + +plt.title("Total Grant Amount by Organization (Ontario Bridge Training Program 2012–2013)", fontsize=16) +plt.xlabel("Grant Amount (CAD)", fontsize=14) +plt.ylabel("Organization", fontsize=14) +plt.tight_layout() +plt.show() diff --git a/02_activities/assignments/a3_visualisation2.md b/02_activities/assignments/a3_visualisation2.md new file mode 100644 index 000000000..7a9c5348f --- /dev/null +++ b/02_activities/assignments/a3_visualisation2.md @@ -0,0 +1,20 @@ +Visualisation 2 + + > What software did you use to create your data visualization? +For this visualization, I used Microsoft Excel. I cleaned the data in Excel by removing commas and symbols from the Grant Amount column so the numbers would calculate properly. Then I used a PivotTable to add up the total funding for each city. After that, I made a bar chart directly in Excel and formatted it so that the chart would be easy to read. I exported the final chart as a PNG and also saved the cleaned data and city totals in an Excel workbook so everything is organized and easy to reuse. + > Who is your intended audience? +My intended audience includes program administrators and government staff who need a quick understanding of how the funding was distributed across different cities in Ontario. It’s also meant for organizations that might want to compare the funding in their city with others. Even students or members of the public who just want a general idea of where most of the money went can understand this chart easily. + > What information or message are you trying to convey with your visualization? +The purpose of this visualization is to show which cities received the most grant funding from the Bridge Training Program in 2012–2013. The chart makes it clear that Toronto received the highest amount of funding, followed by Ottawa and North York. By sorting the bars from highest to lowest, it becomes easy to see how the funding levels compare across cities. + > What aspects of design did you consider when making your visualization? How did you apply them? With what elements of your plots? +When designing the chart in Excel, I wanted it to be simple and easy to read. I chose a horizontal bar chart because it works well when city names are different lengths. I sorted the cities from the highest total grant amount to the lowest so the message is clear right away. I used a single dark‑blue color for the bars so the chart looks neat and not overwhelming. I also formatted the numbers as currency and made sure the title and labels were easy to understand. I removed any extra elements, like unnecessary legends, to keep the focus on the data. + > How did you ensure that your data visualizations are reproducible? If the tool you used to make your data visualization is not reproducible, how will this impact your data visualization? +The visualization is reproducible because everything was done in Excel in a clear, step-by-step way. The Excel file saves both the cleaned dataset and the PivotTable that shows the total funding by city. Anyone who opens the Excel file can see exactly how the numbers were calculated and can recreate the chart using the same steps. Even someone who isn’t very experienced with Excel would be able to follow the process because all the data cleaning and formulas are visible in the workbook. + > How did you ensure that your data visualization is accessible? +I made the visualization more accessible by using clear labels, a readable font size, and high‑contrast colors. The horizontal layout helps keep the city names readable without them overlapping. The chart can also have alt‑text added in Excel, which is useful for people who use screen‑reading tools. In addition to the visual chart, the data is available in table format in the same Excel file, which makes it easier for people who rely on assistive technology to access the information. + > Who are the individuals and communities who might be impacted by your visualization? +This visualization affects communities that rely on newcomer settlement and training programs, because it shows how much funding their city received. It may also impact the organizations that deliver these services, since their city’s funding level is shown in comparison to others. Policymakers might use this kind of chart to make decisions about where to invest more funding in the future. Because it deals with resource distribution, it could shape people’s opinions about fairness or priorities, so accuracy is important. + > How did you choose which features of your chosen dataset to include or exclude from your visualization? +I chose to only include the city and the total grant amount because these were the most relevant for showing where funding was concentrated. I didn’t include organization names or addresses in the chart because they would make the graph too crowded and weren’t necessary to understand the city‑level distribution. + > What ‘underwater labour’ contributed to your final data visualization product? +A lot of behind‑the‑scenes work went into preparing the data before making the chart. I had to clean the Grant Amount column by removing dollar signs and commas so Excel could calculate properly. I also checked for missing or incorrect entries and made sure the PivotTable was set up correctly to total the amounts by city. I experimented with different chart formats in Excel before choosing the one that looked the clearest. \ No newline at end of file diff --git a/02_activities/assignments/assignment_2.md b/02_activities/assignments/assignment_2.md index e0244e4b9..36d2b2313 100644 --- a/02_activities/assignments/assignment_2.md +++ b/02_activities/assignments/assignment_2.md @@ -9,26 +9,32 @@ - You can find data visualizations at https://public.tableau.com/app/discover or https://datavizproject.com/, or anywhere else you like! - For each visualization (good and bad): - Explain (with reference to material covered up to date, along with readings and other scholarly sources, as needed) why you classified that visualization the way you did. + - How could this data visualization have been improved? + +- Good Example ``` Your answer... + A good example of data visualization can be found in the *Stock Market Trends* chart on Tableau Public. This visualization tracks daily price movements and trading volume for a company’s stock, and it works well because it is clear, accurate, and easy to understand. The data is directly tied to actual market performance, with transparent axes and scales that make it trustworthy. The use of line charts and volume bars is familiar to most viewers, which keeps the cognitive load low and allows people to quickly see volatility and trends without confusion (Sweller, 1994). The layout is clean, the colors are simple, and interactive features like hovering for details make the visualization engaging without being overwhelming. Since financial data is inherently temporal, the choice of a time-series line chart is appropriate and aligns with best practices for showing change over time. This reflects Tufte’s (1997) principle that good design should focus on clarity and integrity rather than unnecessary decoration. + The visualization could be improved by adding annotations to highlight major events, so viewers can connect data trends to real-world causes. Accessibility could also be enhanced by using color palettes like Viridis, which are designed to be distinguishable for people with colorblindness (Lundgard & Satyanarayan, 2022). Finally, simplifying the trading volume bars by smoothing or aggregating them would reduce visual noise and make the chart easier to interpret. Overall, this visualization demonstrates how effective design can support decision-making and communication in finance. - - - - - - + References + Sweller, J. (1994). *Cognitive Load Theory, Learning Difficulty, and Instructional Design*. Learning and Instruction, 4(4), 295–312. + Tufte, E. R. (1997). *Visual Explanations: Images and Quantities, Evidence and Narrative*. Graphics Press. + Lundgard, A., & Satyanarayan, A. (2022). *Accessible Visualization Practices*. IEEE Computer Graphics and Applications. ``` - - How could this data visualization have been improved? +- Bad Example ``` Your answer... + A 3D bar chart from the Data Viz Project is a clear example of a bad visualization. The main problem is that the 3D effect distorts the data, making it hard to compare values accurately. Bars in the back look smaller or hidden even if they represent larger numbers, which misleads the viewer. This adds confusion and forces people to work harder to interpret the chart, increasing what Sweller (1994) calls extraneous cognitive load. The design also adds unnecessary clutter, which doesn’t help explain the data and instead distracts from it, violating Tufte’s principle of avoiding “chartjunk.” While the data itself may be correct, the way it is shown undermines substantive quality by exaggerating or minimizing differences. As Cairo (2016) and Few (2009) argue, 3D charts often obscure rather than clarify information. A simple 2D bar chart would have been much clearer and more effective. + To improve this visualization, the chart should be flattened into 2D so comparisons are accurate. Adding clear numeric labels would reduce reliance on visual estimation, and using consistent colors with good contrast would improve accessibility. Including proper axis titles, legends, and source citations would also reinforce transparency. By removing the 3D effects and focusing on clarity, the visualization could shift from being misleading to serving as a reliable tool for communication. + References + Cairo, A. (2016). The Truthful Art: Data, Charts, and Maps for Communication. New Riders. + Few, S. (2009). Now You See It: Simple Visualization Techniques for Quantitative Analysis. Analytics Press. + Sweller, J. (1994). Cognitive Load Theory, Learning Difficulty, and Instructional Design. Learning and Instruction, 4(4), 295–312. + Tufte, E. R. (1997). Visual Explanations: Images and Quantities, Evidence and Narrative. Graphics Press. - - - - ``` - Word count should not exceed (as a maximum) 500 words for each visualization (i.e. 300 words for your good example and 500 for your bad example) diff --git a/02_activities/assignments/assignment_3.md b/02_activities/assignments/assignment_3.md index 91b64a4d2..f068cfab7 100644 --- a/02_activities/assignments/assignment_3.md +++ b/02_activities/assignments/assignment_3.md @@ -4,7 +4,9 @@ ### Requirements: - We will finish this class by giving you the chance to use what you have learned in a practical context, by creating data visualizations from raw data. -- Choose a dataset of interest from the [City of Toronto’s Open Data Portal](https://www.toronto.ca/city-government/data-research-maps/open-data/) or [Ontario’s Open Data Catalogue](https://data.ontario.ca/). +- Choose a dataset of interest from the [City of Toronto’s Open Data Portal](https://www.toronto.ca/city-government/data-research-maps/open-data/) or [Ontario’s Open Data Catalogue]( + +). - Using Python and one other data visualization software (Excel or free alternative, Tableau Public, any other tool you prefer), create two distinct visualizations from your dataset of choice. - For each visualization, describe and justify: > What software did you use to create your data visualization? @@ -27,7 +29,7 @@ - This assignment is intentionally open-ended - you are free to create static or dynamic data visualizations, maps, or whatever form of data visualization you think best communicates your information to your audience of choice! - Total word count should not exceed **(as a maximum) 1000 words** - + ### Why am I doing this assignment?: - This ongoing assignment ensures active participation in the course, and assesses the learning outcomes: * Create and customize data visualizations from start to finish in Python diff --git a/02_activities/assignments/participation/15.1.26.ipynb b/02_activities/assignments/participation/15.1.26.ipynb new file mode 100644 index 000000000..bea7e3da7 --- /dev/null +++ b/02_activities/assignments/participation/15.1.26.ipynb @@ -0,0 +1,530 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "52cca130", + "metadata": {}, + "source": [ + "Visualisation 15.1.26" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "7191710d", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "ce9feab7", + "metadata": {}, + "outputs": [], + "source": [ + "np.random.seed(613)\n", + "x=np.arange(50)\n", + "y=np.random.randint(0, 100,50)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "b4323846", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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4UBcuXFBpaakKCgp0/PhxTZo0SZJUXl6uiooK7d69W7NmzdLWrVuVn5+v9vZ2eTyeWC8J74P/pQKjl63vr8VDzMPu1VdfjXq8a9cuTZ8+Xc3NzVqyZImMMaqsrFRpaalWrVolSaqurpbP51NNTY3WrVs35DkjkYgikYjzuLe3N9bLBgBYLO4nqPT09EiSpk6dKknq6OhQOBxWQUGBM8ftdis3N1eNjY3DPkcoFJLX63W29PT0eC8bAGCRuIadMUbFxcVavHixsrKyJEnhcFiS5PP5oub6fD5n35VKSkrU09PjbJ2dnfFcNgDAMnE9G3PDhg06duyYDh06NGSfy+WKemyMGTJ2mdvtltvtjssaAQD2i1tnt3HjRu3bt0/79+/XjBkznHG/3y9JQ7q4rq6uId0eAACxEPOwM8Zow4YN2rNnj1577TVlZGRE7c/IyJDf71d9fb0zNjAwoIaGBuXk5MR6OQAAxP4w5vr161VTU6Pf//738ng8Tgfn9XqVkpIil8uloqIilZWVKTMzU5mZmSorK1NqaqpWr14d6+UAABD7sNu+fbskKS8vL2p8165d+sY3viFJ2rx5s/r7+1VYWKju7m5lZ2errq6Oz9gBAOIi5mFnjPnAOS6XS8FgUMFgMNbfHgCAIbgQNADAelwIGrhGXKIJo10yvobp7AAA1iPsAADWI+wAANYj7AAA1uMEFWAU4L6DwPWhswMAWI+wAwBYj7ADAFiP9+yAYSTjh24Bm9HZAQCsR9gBAKzHYcw44BAYANxc6OwAANYj7AAA1iPsAADWI+wAANYj7AAA1iPsAADWI+wAANYj7AAA1iPsAADWI+wAANbjcmFJgLtcA0h2dHYAAOsRdgAA6xF2AADrEXYAAOsRdgAA6xF2AADrEXYAAOsRdgAA6xF2AADrJTTsXnjhBWVkZGjixImaP3++/vznPydyOQAASyUs7F566SUVFRWptLRUR48e1Wc/+1ndd999OnXqVKKWBACwVMKujVlRUaFHH31U3/rWtyRJlZWV+uMf/6jt27crFApFzY1EIopEIs7jnp4eSVJvb+91r2Mwcm7Y8d7eXiv2ScP/jDd639Ws1YZ90s1Rb/4ubp56J8vfhfTha3M9Lj+HMeb9J5oEiEQiZuzYsWbPnj1R448//rhZsmTJkPlbtmwxktjY2NjY2IbdOjs73zd3EtLZ/fvf/9bFixfl8/mixn0+n8Lh8JD5JSUlKi4udh4PDg7qP//5j6ZNmyaXyxWTNfX29io9PV2dnZ2aPHlyTJ7TFtRmeNRlZNRmZNRmeB+2LsYY9fX1KRAIvO+8hN7i58qgMsYMG15ut1tutztq7JZbbonLmiZPnswLcATUZnjUZWTUZmTUZngfpi5er/cD5yTkBJVbb71VY8eOHdLFdXV1Den2AAC4XgkJuwkTJmj+/Pmqr6+PGq+vr1dOTk4ilgQAsFjCDmMWFxfra1/7mhYsWKBFixZp586dOnXqlB577LGErMftdmvLli1DDpeC2oyEuoyM2oyM2gwv3nVxGfNB52vGzwsvvKDy8nKdPn1aWVlZev7557VkyZJELQcAYKmEhh0AADcC18YEAFiPsAMAWI+wAwBYj7ADAFiPsBO3GpKkgwcPauXKlQoEAnK5XHr55Zej9htjFAwGFQgElJKSory8PLW1tSVmsTdQKBTSwoUL5fF4NH36dD3wwANqb2+PmpOstdm+fbvmzp3rXPFi0aJFeuWVV5z9yVqX4YRCIblcLhUVFTljyVqfYDAol8sVtfn9fmd/vOqS9GHHrYYuOXv2rObNm6eqqqph95eXl6uiokJVVVVqamqS3+9Xfn6++vr6bvBKb6yGhgatX79er7/+uurr63XhwgUVFBTo7Nmzzpxkrc2MGTO0bds2HT58WIcPH9bnP/953X///c4/TMlalys1NTVp586dmjt3btR4Mtdn9uzZOn36tLO1trY6++JWl+u/h8Ho9ulPf9o89thjUWN33nmnefLJJxO0osSTZPbu3es8HhwcNH6/32zbts0ZO3/+vPF6vWbHjh0JWGHidHV1GUmmoaHBGENtrjRlyhTzq1/9irr8v76+PpOZmWnq6+tNbm6u2bRpkzEmuV83W7ZsMfPmzRt2XzzrktSd3cDAgJqbm1VQUBA1XlBQoMbGxgSt6ubT0dGhcDgcVSe3263c3Nykq9PleylOnTpVErW57OLFi6qtrdXZs2e1aNEi6vL/1q9fr+XLl2vZsmVR48len7feekuBQEAZGRl66KGHdOLECUnxrUtC73qQaNd6q6FkdbkWw9Xp5MmTiVhSQhhjVFxcrMWLFysrK0sStWltbdWiRYt0/vx5feQjH9HevXt11113Of8wJWtdJKm2tlZHjhxRU1PTkH3J/LrJzs7Wb37zG82aNUv/+te/tHXrVuXk5KitrS2udUnqsLvsam81lOySvU4bNmzQsWPHdOjQoSH7krU2n/jEJ9TS0qL33ntPv/vd77R27Vo1NDQ4+5O1Lp2dndq0aZPq6uo0ceLEEeclY33uu+8+589z5szRokWL9LGPfUzV1dX6zGc+Iyk+dUnqw5jcaujqXD5TKpnrtHHjRu3bt0/79+/XjBkznPFkr82ECRP08Y9/XAsWLFAoFNK8efP0s5/9LOnr0tzcrK6uLs2fP1/jxo3TuHHj1NDQoJ///OcaN26cU4Nkrc//mjRpkubMmaO33norrq+bpA47bjV0dTIyMuT3+6PqNDAwoIaGBuvrZIzRhg0btGfPHr322mvKyMiI2p/MtRmOMUaRSCTp67J06VK1traqpaXF2RYsWKA1a9aopaVFM2fOTOr6/K9IJKK///3vSktLi+/r5rpOb7FAbW2tGT9+vPn1r39tjh8/boqKisykSZPM22+/neil3VB9fX3m6NGj5ujRo0aSqaioMEePHjUnT540xhizbds24/V6zZ49e0xra6t5+OGHTVpamunt7U3wyuPrO9/5jvF6vebAgQPm9OnTznbu3DlnTrLWpqSkxBw8eNB0dHSYY8eOmaeeesqMGTPG1NXVGWOSty4j+d+zMY1J3vo88cQT5sCBA+bEiRPm9ddfNytWrDAej8f5NzdedUn6sDPGmF/+8pfm9ttvNxMmTDD33HOPc1p5Mtm/f7+RNGRbu3atMebSKcFbtmwxfr/fuN1us2TJEtPa2prYRd8Aw9VEktm1a5czJ1lr88gjjzi/Nx/96EfN0qVLnaAzJnnrMpIrwy5Z6/OVr3zFpKWlmfHjx5tAIGBWrVpl2tranP3xqgu3+AEAWC+p37MDACQHwg4AYD3CDgBgPcIOAGA9wg4AYD3CDgBgPcIOAGA9wg4AYD3CDgBgPcIOAGA9wg4AYL3/A1zR/dDi0bckAAAAAElFTkSuQmCC", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "30be93c5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([4., 6., 2., 5., 7., 6., 4., 3., 9., 4.]),\n", + " array([ 6. , 15.2, 24.4, 33.6, 42.8, 52. , 61.2, 70.4, 79.6, 88.8, 98. ]),\n", + " )" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.hist(y)\n", + "# frequency of y value" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "54c2bc48", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([4., 6., 2., 5., 7., 6., 4., 3., 9., 4.]),\n", + " array([ 6. , 15.2, 24.4, 33.6, 42.8, 52. , 61.2, 70.4, 79.6, 88.8, 98. ]),\n", + " )" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y)\n", + "\n", + "ax.set_title('Total growth over time')\n", + "ax.set_ylabel('Total growth')\n", + "ax.set_xlabel('Years since start')\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "2c57226a", + "metadata": {}, + "outputs": [], + "source": [ + "font1 = {'family':'sans-serif','color':'blue','size':20}\n", + "font2 = {'family':'monospace','color':'green','size':14}" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "17e1d460", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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vv/ANURzNg/6sXm39fLkFNSGE3Hqr/Tl42pTDHnIJakL4+8j48a6t5b332n+t7gozfTNskpTEm+s+/RS48ko+bzU8nI/SnD4dePttPvAqJ8f+OV57DfjwQz6qOCnJfhrKFVfwwWJ3382bccPDebPttGm8b/qXX4CYGF+8S0s4Dnj/fT5dZ/Zsfs6RkbxZ+fe/Bw4eBMaNA1pa+PHx8d6/Zm4unw709tv8+01O5t9/ejq/7p9+yn8OzqLqpSZsW/5pCo3+BpznT8fG8n7bJ57g4xac5Uj7C7nWDOAD7CZNEv+Oi3NeIYty2WW8ifntt/nXzczkzeaRkXyRmdmzgb/+lQ/wc6einTd89hnv650wgb8+FSFyh8/J4QME167lg/zy8vjrjd4LJk8Gnn6aD4T86KNAz9b/cIQQEuhJMBihwoUL/E0YAP71L+D++wM7HwaD0f0Jkf0WgxEcSANZJk4M3DwYDEbPgWnUDIaZtjberG0vnefgQd7UqtHwEcO+zu1mMBgMgFUmYzAEamt5X+z11/M+x0GD+JSgigrgxx9531hHB+8DXr480LNlMBg9BaZRMxhmSkqc1xCOiOAD5PwVHMRgMBhMUDMYZvR6Pup0wwberF1Tw9f1jo7mI40vv5wvAOMo0p3BYDDkhglqBoPBYDCCGOajtoPJZEJFRQXUajW4UKx2z2AwGIyghRACjUaDrKwsKJwkvDNBbYeKigpk04RZBoPBYDB8QFlZGXrba9VmJugE9datW/H6669j//79qKysxNq1a3H99dcLxwkhePnll/HBBx+gsbERF198Md555x0MpX0KAWi1WjzzzDP44osv0NHRgZkzZ+Ldd991uhhS1Go1AH4R4+LiZHt/DAaDwWC0tLQgOztbkDWOCDpB3dbWhpEjR+Lee+/FTTfdZHV82bJlWL58OVatWoWBAwfi1VdfxaxZs1BUVCS84YULF+K7777Dl19+ieTkZDz99NO45pprsH//foTZq2PZBWrujouLY4KawWAwGD7BFddqUAeTcRxnoVETQpCVlYWFCxfiueeeA8Brz+np6Vi6dCkeeughNDc3IzU1FZ9++iluu+02AKIZ+4cffsAVV1zh0mu3tLQgPj4ezc3NTFAzGAwGQ1bckTEhVUK0uLgYVVVVmE0bmAJQqVSYNm0adu7cCQDYv38/9Hq9xZisrCwMGzZMGGMLrVaLlpYWix8Gg8FgMAJNSAnqqqoqAEB6errF4+np6cKxqqoqREREIDEx0e4YWyxZsgTx8fHCDwskYzAYDEYwEFKCmtLVpk8IcWrndzbm+eefR3Nzs/BTVlYmy1wZDAaDwfCGkBLUGRkZAGClGdfU1AhadkZGBnQ6HRobG+2OsYVKpRICx+QOIKtq7kSb1iDb+RgMBoPRcwgpQZ2Xl4eMjAxs2rRJeEyn06GgoACTJ08GAIwdOxbh4eEWYyorK3H06FFhjD/5y3fHMfm1X7D2YLnfX5vBYDAYoU/QpWe1trbizJkzwt/FxcU4dOgQkpKS0KdPHyxcuBCLFy/GgAEDMGDAACxevBjR0dG48847AQDx8fG4//778fTTTyM5ORlJSUl45plnMHz4cFx++eV+fz+9EqNgIsCa3edx18V9WJUzBoPBCFEuNLaDEKB3YpRf7+VBJ6j37duHGTNmCH8/9dRTAIB58+Zh1apVePbZZ9HR0YEFCxYIBU82btxokTT+j3/8A0qlErfeeqtQ8GTVqlUu51DLyU1jemHpjydxvLIFhy80Y1R2gt/nwGAwGAzv+de2YqzaWYIF0/vh2SsH++11gzqPOpDImUf95L8PYe3Bctw2LhtLbx4h0wwZDAaD4U/mvLkNxypa8Pado3HNiCyvztVt86hDlTsv7gMAWH+4Ai2d+gDPhsFgMBjuounU40QlX19jfG6SX1+bCWo/MC4nEQPSYtGhN2IdCypjMBiMkOPA+SaYCNAnKRrpcZF+fW0mqP0Ax3G4YwKvVX+++zyYt4HBYDBCi30lDQCAcbmJTkbKDxPUfuKmMb2hUipwskqDQ2VNgZ4Og8FgMNxgTzEvqCf42ewNMEHtN+KjwzFnRCYAPlWLwWAwGKGBzmASFKxxTFB3b+40m7+/O1KB5g4WVMZgMBihQGF5M7QGE5JiItAvNcbvr88EtR8Zm5OIgemx6NSb8C0LKmMwGIyQQPBP5yQGpGgVE9R+hOM4Qav+Yg8LKmP0TEwmgr9vLMLGY/a72TEYwcRes6D2d1oWhQlqP3ODJKjswPmmQE+HwfA7Ryua8davZ/DC2qOBngqD4RSTiWBfKd/kaXweE9Q9gviocKGiDQsqY/REajVaAEBdq1b4ncGQcrS8GY98th/FdW2BngrO1raiqV2PqPAwDM2Sr6uiOzBBHQBopbL/HalAczsLKmP0LBol13xRlSaAM2EEK5/vPo8NR6uCouvgHrPZe3SfBISHBUZkMkEdAMb0ScDgDDW0BhPWHrwQ6OkwGH6lsU0n/F5UzQQ1w5oWc1aMJghKLu8r4c3egUjLojBBHQCklcrWsKAyRg+jsV0iqKtaAjgTRrCi0RoAAK2dhgDPJLCFTihMUAeI60f3QmS4AqeqW7HfHKjAYPQELAU106gZ1lBNulUbWEFd0dSB8qYOhCk4jOqTELB5MEEdIOKjwnEtCypj9EAa20Rz5qnqVphMzKLEsERj1qQDLahpWtaQzDjEqpQBmwcT1AFECCorrER9K4t+ZfQMpBp1h96Issb2AM6GEYy0Bomgpv7pQOVPU7zaImi0GpxpOINWXSsIbO+KL8251JuX6NaMyk7AiN7xOHKhGR9uK8Yfrxoc6Ckx7GA0EdRqtMiI9297u+6IVFADwMkqDXKS/V+WkRG8CKbvAPuoxUIn/u+YJcUjQd3Y0YgHv3sQ64vWw0iMDscaX3J8vCfDcRx+f9kAPPDJPnzyWwkevCQPybGqQE+LYYO/fn8CH+8oxhcPTsSkfsmBnk5IQ9OzBmeocbJKg1NVGlwxNCPAs2IEC0YTQZuOlxttAdSomzv0QlZCICO+AQ8F9cPfP4xvTnyDfkn9cEW/K5ASnQIO/q9/2h2YeVEahveKR2F5Mz7Ydg7PX3VRoKfEsMHOs3UAgBOVLUxQewEhBE1mjXpi32ScrNLgJEvRYkiQmrs1ARTUB0obQQiQlxKDVHVgFSiPBPWG0xswJnMMdj2wC0pF4Bzs3QGO47Dw8gG4f/U+fLKzFL+7pC/TqoMMo4ngnLlCUksQ5HWGMq1aA/RG3k02sW8SVu0sYZHfDAukudOtWgMIIQFphLFH0ogj0HgUTBamCMNleZcxIS0Tlw1Ow4je8ejQG/HB1nOBng6jCxca26EzmACAtSf1kiaz2VulVGBkdgIAoLiuDVoDc5ExeDQSvzQhQLsuMNcG7ZgVqPreUjwS1Jf3vRyFNYVyz6XHQrVqAPjkt1LUsQjwoOJMTavwOxPU3tFgrkqWFBOBjLhIxEUqYTQRnK0JfE1nRnDQNdI7EH7qTr0Rh8uaAQQ+4hvwUFC/ceUbKGkqwQu/vICmziaZp9QzmTEoDSOZVh2USAV1S0fgKyWFMjTiOyE6AhzHYXAG3+SgqJpVKGPwdC0bGgg/dWF5M3RGE1JiVchNjvb763fFJdt13zf6Wj2mNWqxdMdSLN2xFCnRKYgJt06v4DgOZ39/1vtZ9gB4rXog7l21F5/8VoLfXdoXKcxXHRRYCmqmUXsDNX0nRocDAAZmxGJPSQOKqlodPY3Rg9B0SckKRIqWNC0rEP7xrrikUZuICaTLv4iwCPSJ74M+8X0QHR5tdZyAwERMvp5/t2L6oFSMzE5Ap96EfxawDU6wcFoqqFkwmVdQ03diTAQAYBDVqFnNb4aZls7Am773FlNBHXizN+CiRl2ysMTH02AAoq/63pV78emuUvzu0n4BTwvo6RBCcJb5qGWDpmZRjXpwhhoAq/nNEOmqQfvb9G0yEewrDY6KZBRWQjTImD4wFaPMWvUHW5lWHWhqNFqLGwUzfXtHg1lQJ0XzGvXANF5QVzR3MmsFA4C1j9rfpu+iag00nQbERIThoky1X1/bHiEnqA0GA/70pz8hLy8PUVFR6Nu3L/7yl7/AZBLN7IQQ5OfnIysrC1FRUZg+fTqOHTsWwFm7jjQC/NNdpajRdAZ4Rj0b6p+mGmCbzgi9kbl0PIVWJUswC+r46HBkmsuynmJaNQPWPuo2nX8FNU3LGpOTCGVYcIhIj2axtXQrzjc77vhU1VqFraVbPZqUI5YuXYr3338fb7/9Nk6cOIFly5bh9ddfx1tvvSWMWbZsGZYvX463334be/fuRUZGBmbNmgWNJjRuBNOkWnUBiwAPJFRQj+4jFj1gWrXnCKbvmHDhsUFm8/dJGQR1WUM7bn3/Nzzy2X6sNhdTYd25Qouu6VldBbe3fLHnPG58dwcWrTuKDTYaIu0xN+IYlxMcZm/Aw8pkM1bPwKJpi/DStJfsjll3ch0W/LBA9lrfv/32G+bOnYs5c+YAAHJzc/HFF19g3759AHhtesWKFXjxxRdx4403AgBWr16N9PR0rFmzBg899JCs8/EFHMfhyVkDMe/jPfhsdyl+N60v0tSsGUQgoIJ6UIYae4ob0Ko1oKXTwKrHeUhDG436jhAeG5SuxpaiWpySoZTo+sMVQkWpDUerAPA52xNykzCxbxIm9kvGwDQ1FIrAR/IybENN31HhYejQG2XvoPWvbedwtrYNB843YfVvpQCAgemxmNg3GRP7JouBZHmBr0hG8UhQE+J8h2qvm5a3TJ06Fe+//z5OnTqFgQMH4vDhw9i+fTtWrFgBACguLkZVVRVmz54tPEelUmHatGnYuXOnXUGt1Wqh1Yo7q5aWwEahXjogBaP7JODg+SZ8tK0Yz1/NaoAHAiqo+6fGIj4qHK1aQ48IKOvUG/H4FwfRpjXg0/svRphMgk0MJpMIahk16poW3lU0NicR0RFh2FfSiIY2HX48VoUfj/GCW6ng7ApqDsD8ybns+xZAaNR3ZkIkztW2ye6jpt/fOcMzcaamFUXVGpyqbsWp6lZ8YhbcSgWH0dkhLqhd4WzDWUSHy58o/txzz6G5uRmDBw9GWFgYjEYj/vrXv+KOO+4AAFRV8V/G9PR0i+elp6ejtLTU7nmXLFmCl19+Wfb5egrHcbj74hwcPN+EwxeaAj2dHsuZWrOgTouFOpL/unR30zchBC+tO4pNx6sB8CVU5WpDSQueJMVYC+qiKo3XdZ2rW/jN9nUjszBvci50BhMKy5uw61wDdp2rx76SRnTojYADc/jKHSV49LL+iIsMtzuG4TuoYM6M5wW1nOlZfFMY/vv7p2suQmZ8FOpbtdhT3IDdxfw1crJKg9lD0xEVESbb63qLy4L6k8OfWPx9qOqQ1WMAYDAZUFRXhPf2vYfRmaO9n2EX/v3vf+Ozzz7DmjVrMHToUBw6dAgLFy5EVlYW5s2bJ4zr+mV3dgN4/vnn8dRTTwl/t7S0IDs7W/b5u0NSLH8zk9tHw3CN5g49ajX8jb9fGq9R08e7M5/uKsV/9l0Q/pbr+uvQGdGp5wPxEqJFIdgvNRZhCg7NHXrUaLRIj/PczVNtDr5Mj+NdExFKBcbmJGFsThIendEfOoMJtQ5K9N7z0W6crW3DLyeqccPo3h7Pg+E5Gi3//cqIizL/Ld/9r01nhMG8SUuI4u+vybEqXDU8E1cNzwTAX6eR4cERREZxWVDP/3a+haBbV7QO64rWWY2jZvE4VRwWX7ZYhila8oc//AF//OMfcfvttwMAhg8fjtLSUixZsgTz5s1DRgbf17aqqgqZmZnC82pqaqy0bCkqlQoqVXD5HePMGhwT1CKtWgM4ADEq3zeEoWbvzPhIxKqUiOsBgnr3uXr85bvjAAAFxyuecqVNUW1aqeAQK/n8IsPDkJscjbO1bThZpfFKUNeYNeo0O+eIUCrQKyHK7vPnjMjCm7+cxvdHKpmgDhD0fpeVwH+Gcpq+6Xc3QqmwK4yDSZOmuHy3Wzl3JQDe93zfuvswd9BczB0012pcmCIMKdEpmJI9BWqV/Dlo7e3tUCgsFzgsLExIz8rLy0NGRgY2bdqE0aN5jV6n06GgoABLly6VfT6+RG02vXXNK+yp6AwmXP73AoQpOBT8YbrPUyfO1PA+0/5psQAgaNTdNd+3oqkDCz4/AIOJ4LqRWbjQ2I4D55tkq28urUrW1bo1OCMOZ2vbUFTVgmkDUz06PyFESGf0VNjPGZ6JN385ja2n6tDSqWfmbz9DCBEEc4Y5bU/O9CwaIxEfFR4UpUFdxWVBPW+UaFa+b919GJUxyuIxf3Httdfir3/9K/r06YOhQ4fi4MGDWL58Oe677z4A5jzkhQuxePFiDBgwAAMGDMDixYsRHR2NO++80+/z9Qa1RKMOVE/WYOJ8QzuqzMFCZ2pbhYYOvoJq1P1SLQV1d9SoO/VGPPTpftS36TAkMw5LbxqBRz7fD0C+jUnXOt9SBqar8X1hpVc1vxvb9UKv61QPo/IHpseif1osztS04ufj1bhxDNOqPaVDZ0RZYzsGpruusHXqTYJpmubXy6pR0zz+qNDagAWXId4F3nrrLdx8881YsGABLrroIjzzzDN46KGH8Morrwhjnn32WSxcuBALFizAuHHjUF5ejo0bN0KtDo4qM65CNWqDiQi+vZ7M+QaxFeKRC80+fz0h4tusUVPtqrt10CKE4IW1hSgsb0ZidDj++X9jERURJrxfuVwvjTYivilCQJkXXbSoNp0UE4EIpWe3No7jMMfsq/z+SKXHc+npmEwE93y8G7P/sRWFbnxXqfWQ4yCkpMrpo27qoAV3eoCg3jxvM+aN9L82DQBqtRorVqxAaWkpOjo6cPbsWbz66quIiBC//BzHIT8/H5WVlejs7ERBQQGGDRsWkPl6Q0xEGGgWCTN/A6X17cLvR8v9IKhrLQV1fFT3jPpetbME3xwoR5iCw9t3jkF2Ep+tIXeUuyNBTWt+n65uhdHDAiU04jvNy/r4c0bwgnrb6bpuaT3xB+sOl2OvuXBIkRv58VQox6qUwkZRzqhv+nnG9wSNura9FkqF74N5ejocJwbdBKIna7AhFdS+1qg79UZcaOwAINGou6GP+rez9Xj1+xMAgOevGowp/VOEY/T9yqZR02InMdY3yeykaESGK6A1mFBa32Z13BWqzW4Re4FkrjIwXY0BabHQGU342ZyixnCddp0BSzcUCX9Tv7Ar0GstLjIcMaow8/mMHm/eukLdL/FR1pvFYMYjQX3rV7eiz4o+yFmRgzv+ewfe2v0W9lfsh9EkbxUyhjSgjAlq6Q38RGULDD6suX22thWE8P7UZHPOb3fzUZc3deDRNQdgNBHcMLoX7p+aZ3FcMPXLHPVtS6MOU3CCL9PTTlo0lS5dho5zV5vN3z8UMvO3u7y/5awQSwKIwtEVqOVQHalEbKSoDMpVnaypg78Ge4Tpe+XclXhk3CPIiM3A2hNr8cSPT2DCvyYg/rV4TF81HS/88gL+d+p/qG+vl3u+PQ4xoKx7CAdvkGrUWoPJok+03Ej90zSIr7ulZ63cXoyGNh2GZsVhyY3DrYIV5b72HAlqgC8lCnheoYxq1N6kd1Go+Xvr6dpu83n7gwuN7fjnVr4/wUWZfLAnFY6uQAPH1JFKqJRhiDBndsglqKkbJ9SCyTyyX88bNU+I+NYb9ThUdQh7yvdgX+U+7Cnfg9d3vg4TMYEDB8NLTBP0BjXLpQYAGE0EZY28oO6TFI3zDe0ovNAs3Azk5myXQDJAkp7VTW7cxXW8heLOi/sgMtw6d1Qw9csUPCd2zrJ9kxzkZW9q0fTtvUY9MF2NgemxOFXdik3Hq3HzWBb97QpLfyyC1mDChLwkXDk0A3/533E3NWrRRw0AMaow6NpNsvmpBdN3T9CopYSHhWN8r/F4ZPwjeGjsQ7ht6G0YmjoUhBAMSB4gxxx7NCyXmqeiqQN6I0FEmAKzhvCFawp9GFBGA8loahYgzaM2uFTvPtihPvjeibZL/QrBZHJp1G3W5UOlUEHtaXMOMZhMngY2zPztHvtKGvDd4QpwHPDSNUOEWAR3BHWLYPrmnxsrs6Ii+qhDS1B7HRH2ReEX+Or4V9hcshkmYsKM3Bl4eNzDuKr/VchJyJFjjj0aplHznG/gtenspCiMzE4A4GNBbUOjpj5bo4mgTWe0qK4VahBCcMFsoeidaLtSl6/SsxLsmb7Ngrqkvg2deqNNLd8Rgo9aBo0a4IufrPj5NLadrkVzuz7ktDB/YjIRvGyuaHfbuGwM6xUvfB5umb61oukbAGJV4QA6ZPRRW/ZDDxW8vtMs37Uc+yv249pB1+KVGa9gRPoIOebFMCNqNT1bUFP/dE5yDIb3igcAHK9sgd5oQrjMFcoMRpNgFpYK6shwBSLCFNAZTWju0Ie0oG5q16NNxwd/2iupGSezRk21GXsadWqsConR4Whs1+N0dSuG9453+dwmk1iVzNuob8qAdDUGpatRVK3BxuNVuGVcYGv/BzP/PXABheXNiFUp8fTsQQBEF4dHpm9BUPObNblM3y09KT1Lyntz3sNL015CfXs9xn0wDrkrcvHw/x7G2hNrodF637aup8NM3zw04rtPUjRykqKhjlRCZzDhdLX8AWWlDe3QGwmiwsOQFS8KMY7jENdNcqmp2TtVrbKruUrTs7w19esMJkErslWZDODXVyx84t69o7Fd53VVMlsw87dz2rQGLPuJT8d6/LL+SDVH3VOt1ZOob2rNoZthuaqT0VSxUAsm81pQj8sah/zp+dh+33Y0PNeAJTOXYE/5Htz81c1IeT3F+QkYDmGmbx6qUecmR0Oh4DAsi9e2CsubZH8toXRoWoxV3+LuEvlNzd7ZdszegKWpv13nXeolvUEqODisn03LwhZVuVehrMZsZk32oiqZLeaM4Jv8bD9TJ5SfZFjy7pYzqNVokZMcjflTcoXHqTBs1RqgdzGV0sr0TRUVGTRqvdEkWJFCLT3LK9udwWTA4arD2FuxF3vL92JvxV6cqDsh5FNnxmY6OQPDGWqZd5ShSolZo6Z9kYf3jsdv5+pRWN6M28bL+1qCf1oSSEahQib0BbXjQDKAN/UrFRwMJgJNp8GrjmUNEv90182PlIEepmjJVeykK/3TmPnbEWUN7fhwWzEA4IWrL4JKKVpn4qLCwXEAIfz3JcUFS0fXqG85Td/0O8txoqUyVPDom/fYD49hb8VeHKk+Ap1RB0IIIsIiMCpjFB6f8DgmZ0/G5OzJyFJnyT3fHodg+taGtmDwBkKIEEyWk8wLFuqnLiz3vDa0PWylZlG6S4qWs0AygJr6w9HQpkNLp17oZuQJtCqZM03G08jvGpnKh9pizohMFG3S4PvCSiaou7BkwwnoDCZM7peM2UMs2wiHKTjERYajuUOPpnadS4K6Rcij7mL6lkFQUxO8WqVEmIPNYjDikaB+d++7SItJw5X9r8Tk3rxQHpc1DiplcPVz7g4w0zdQ26pFu84IBSdqgFRQn/BBQJlY49u6iUt3qU5W5oJGDfDXX0ObzuuNCTV9JzmJth2Yzm+Oqlu0aGrXuRydK7a3lP8edPXwTCzfdArbT9e5NafuzuGyJvxQWAUFB/z5miE2u/slRFNB7dr10yqpTAbQqG957n/NHY6zDoIZjwT16cdPo19SP7nnwrABKyEKnDf7p7MSogT/Y04yH1Cm6TTgVLUGQ7NcjxB2BCHEoUYtBJOF+OfhikYNyJei1eAkNYuijgxHr4QolDd14GSVBhP7Jrt0fppDLUdVsq70T4vF4Aw1TlZpsPF4NW5lWjUAYMfZOgDA7CEZdgsPJURHoLS+3WVBbWX6jpRfow41/zTgYTCZVEiXNJVgw+kN+M+x/2DD6Q0obiyWbXIMVkIUkKZmidofx3Gi+VvGBh2VzZ1o0xmhVHAWr0fpDqZvPoeaatSOBbVcRU8c9aLuymAPzN+Cj9oHpm8ArPWlDU5U8p/PiGz7m2QaUNboYmMOaVMOwDc+6lBLzQK8CCb7rew3PL7hcRysOmh1bFTGKLx55ZuY0meKV5NjsDxqQJqaFWPx+PBe8dh5lg8ou12m16KBZLkpMTbN6WJP6tAV1I3teiGKO8tODjVFbMzhpUbtpCqZlP5psfjlZA3O1breRYtGfcsdTEa5ekQm/r7pFHacYeZvyolKPj7EURlfqr264ioyGE3o0PPXZVfTtxzBtKFalQzwUFDvq9iHmZ/MRKehE+N7jcfojNFIjkpGfUe9UPd71qezsPXerRiXNU7uOfcoqOlbZzBBazBaRFX2FEobxNQsKbQghpy9qR1FfAPdw0dNzd5pDnKoKXL1pHZWlUxKbgq/IStxo91ljYwNOWzRL1U0f/90rAq3je/jk9cJFTr1Rpwzx3JclGFfUNMGLK5o1FLztlDwhFoU5TB9d4Su6dsjQZ2/JR8KToFf5/2K6bnTrY5vPLsRc7+ci/wt+fjfnf/zdo49Gmn1K02nAarYnieoS2yYvgFpQJkGOoNJlvxZMZDMtqDuDnnUrpq9Afl6UotVyZzfJOnnXFLnmqDmq5L5Luqbcs2ITJys0uD7QiaoT1e3wmRuA+sogI9ubF3xUdNrLDJcIViz5DR9i52zQs8a4tGdbWfZTtwx7A6bQhoAZvebjRsG34CdZTu9mRsDfIoDFdY9NaDsfJccakqfpGjERSqhM5o8buTQlTPVjgW12JgjlAU1DSRzHPENyNeTmpq+XdGo88wadVljh0uFMhradTCYzFXJfCioaZWynWfqhAYjPRWp2dtWtDdFKCPqwsZW0yU1C5CYvmUJJuM/s1A0fXskqDsMHUiOdhyNmRqdig5Dh0eTYlgidxm9UKK5Qy+0R+yTZClYOI4TzN9yNehwplF3D9M3/73MTnKuUctl+m5y0otaSro6EpHhChhNBOWNzu8hNIc6JTZC9rrvUvqmxuKizDgYTAQbj1f57HVCgeNmQT3YgdkbED/vJhdM3zRgVi2xIgpR33L4qGkwWQiavj26qvsn9cd3p76Dzmh78Vt1rdhwZgP6J/X3anIMnp4c+U1Ts1JiVTYrYw3rJZ+gbmjTCZpf39QYm2PEYLLQ3TS5UpWMIpfpu9EN07dCwSHHHDhY7IKfupo245CpvaUjrhnBa9X/6+HR3yerqEZtXWtASrwbjTlEjVoiqCP433VGPkbHG4T0rJ6iUd876l6cqD2Bif+aiFWHVuFA5QGUNJXgQOUBrDy4EpesvARnG8/i3lH3yj3fHklPjvymAUVdA8koI3olAJAnoIwGkvVKiEJ0hO3wDapRd+iN0Blcq18cbLiaQw3Ik55lMHcbA1wvNpGb4rqfukYoH+r7gkuC+ftsfY81fxNChNQsRxHfgCgUXRHUYp1vUZDGqMSYnDatd4I6VDtnAR4Gkz058Ukcrz2Ojw9+jPvX3291nBCC+aPm48mJT3o9QUbP7qBFS4f2sSOoaUDZSRkCymz1oO5KrGS339LpWv3iYIIQgrIGNzRqGQqeSN0ErmozNPKb5tA7gpq+0/2gUeelxGBIZhyOV7bgp2NVuH1Czwsqq2zuRHOHHmEKDgPS7X9XAM9M39IAWmWYAlHhYejQG9HaaXApvc8eodqLGvBQUHMch39d9y88PO5hfHPiG5yoO4FWXStiI2IxOHkwbrjoBkzoNUHuufZYenIZ0VJBo7Ztis5OikJ8FF+m8FS1RjCFewIV1AMcCOowBSdURHO10UAw0dCmE3JVsxKcCzY5fNQ0NScuUgmliz7kPPPnXeyCRl3tw/KhtpgzIhPHK1vwfWFljxTU1OzdLzXGabooDSZr0xmdbqRbbJi+AX5z3KE3etXvgBAiser0EI2aMi5rHMuT9gM9uYyovdQsCq1Qtv1MHY5caPZOUDsJJKPERYYLgjrUoP7p9DiVSzn58TL4qKl/OtENbYhG+LuSS03Lh6b6KIe6K1cPz8TrPxVh59l6NLTpvNLyQhFXzd4Af++SdtByFJVvy/QN8Bp2rUbrlem7VWuA0ZwZEIqmb4/shE2dTTjffB6dhk6558OwQRwLJrNKzZIiV0CZoxrfUkK5jKg7gWSAaPr2xidPfbmuRHxTaIrWBRdStGgOdboPU7Ok5KXEYGhWHIwmgp+O9bzo7+MuVCSjhCk4SS61Y/O3YPruqlELHbQ8/75RH7lKqXBa5CcY8UhQ3/SfmzDxXxOFvtMM39JTTd+deiOqzIFCOUn2BQv1U3sTUNamNaC8iRdirgrq0NSoXQ8kAyxvmp5uFBuF1CzXNZn0OJWQonXBSYqWr6uS2YIGlf1Q2POiv08KqVmOI74pQkCZk++LWOfbtqCWI04iFM3egIeC+kDlAVzZ/0rERNjXcnxJeXk57r77biQnJyM6OhqjRo3C/v37heOEEOTn5yMrKwtRUVGYPn06jh07FpC5yoFwofawntQ0kEwdqXT4BRthzqU+WdXicQoHrSudEhvhNNgklDtouVOVDJCn4I5g+nZDo+Y4TohLcBT5bTIR1Ap1vv0XLzBHEv1d36r12+sGmk69UYgbGOKCRg0A8UJAmeP7V6sdHzVNy/TG9C2mZoWmm8IjQW00GZEZmyn3XFyisbERU6ZMQXh4ODZs2IDjx4/j73//OxISEoQxy5Ytw/Lly/H2229j7969yMjIwKxZs6DRyFO9yt/0VB81vUHnJsc4rH7UO5EPKNMbCU5VtXr0WscqeG18YLpzLSG0Td/85ifbRdM34H2KlqBRu+nLzXXBT02rknEc/BrYl2th/q722+sGmqIqDUwESI6JcLkKHLWkOKv3Lba4tNyUqyO9N32HcucswENBPTpzNI7UHJF7Li6xdOlSZGdnY+XKlZgwYQJyc3Mxc+ZM9OvHt94khGDFihV48cUXceONN2LYsGFYvXo12tvbsWbNmoDM2Vt6qunbWWoWxaLlpYfm78MXmgAAI7MTnI4N5Q5a7vqoAe9TtEQftXs3SaE5hwONmra3TI5R+bQqmS3mjOh55m9aOnRwptrh5lkKNX03O9Go6UbQKupbhsqMTR3m8qE9yfT9yoxX8PO5n/H18a/lno9T1q9fj3HjxuGWW25BWloaRo8ejQ8//FA4XlxcjKqqKsyePVt4TKVSYdq0adi5MzRrj/sqj1qO+rm+hObQ2it2IkUsJdrk0WsdKuMF/MjeCU7HhqqP2p0+1FK8TdHyJOobED/3Yge51DSH2pfNOOwhmr/reoz5+2SVOeLbSelQKdSVRIWlPcSob9um71ZZTN+hKag9Ss8qaSrBA6MfwJ3/vRPv7H0H03Omo3dcb4SHWS/CPSPv8XqSUs6dO4f33nsPTz31FF544QXs2bMHv//976FSqXDPPfegqoqPwkxPT7d4Xnp6OkpLS+2eV6vVQqsVv2wtLS2yztsbfKFRf/pbCV5afwwvXn0RHrikr2znlRNq8sxJch4L4Y1G3a4zCE09RrmiUYeooKY51BwHZLqQQ03xtoyoJ1HfgLToiXON2l851FJykmMwrFccjpa34MdjVbjr4hy/z8HfuBPxTUkQTN+uBZN1FdRymL5bQjyYzCNBPf/b+eA4DoQQFJQUoKCkAAAsTCGEEHAcJ7ugNplMGDduHBYvXgwAGD16NI4dO4b33nsP99wjvlZXswydjz2WLFmCl19+Wda5yoUc1aG6svNsPQgB/vrDCfRPi8X0QWmynVsuXDV9A6KgLqrSuN23+1hFC4wmgvQ4FTLinQuwUO2gJeRQqyPdWp84mXzU7t4ku6Zo2TJtC6lZfoz4ljJneBaOlrfgh8LKbi+o+dKhHghqF0zfhBCHedSAdxZAqlGHqo/aI0G9cu5KuefhMpmZmRgyZIjFYxdddBH++9//AgAyMjIAAFVVVcjMFAPeampqrLRsKc8//zyeeuop4e+WlhZkZ2fLOXWPoTvKDr3R7g3LXWgqEiHA7784iPWPTRU0mGBAbzQJgsVeVTIpvROjkBAdjqZ2PYqqNBjhggmbcrisCYBrZm8gdE3fZW6mZlHUXvrkxV7U7mnUaWqVUD6yrKEdfVOt0+aqhTrfgRLUmVj640n8drYeda3akKtU5w4VzZ3QdBqgVHDol+b6vYK6PByZvtt1RqEgiT0ftTeKiuijDs2ob48E9bxR8+Seh8tMmTIFRUVFFo+dOnUKOTn8bjYvLw8ZGRnYtGkTRo8eDQDQ6XQoKCjA0qVL7Z5XpVJBpQrOL5k0l7W10+C2r88WFWZBnRUfiYrmTvzu031Yu2CKzQ5VgaCiqQNGE4FKqXDJ/0gDyradrkNhebNbgvoQFdQumL0BSXpWiHXQ8sQ/DXiXjmYyEUketXvXLcdxyEmOxskqDUrr7QnqwPmoAd7aM7xXPArLm/FTNzd/n6jgten+abFuWWToxraxzf5Gj2rLYQoOUV0KkojpWd5r1KHqo/ZvmKQMPPnkk9i1axcWL16MM2fOYM2aNfjggw/w6KOPAuC/3AsXLsTixYuxdu1aHD16FPPnz0d0dDTuvPPOAM/eM8LNhekBeczfnXoj6lr5m+fKeycgVa3CqepWPPPVYRBCvD6/HEhLhyoUrkWXUvP3ofNNbr0Wjfh2xT8NhK5GLRY7cT3iG5Bo1B6YvjWdBpgVJY/8g9T8ba/md63G/8VOukKjv7/v5q0vPTF7A2IwmaPvi7QhR1cXpeij9r7gSaiavkNOUI8fPx5r167FF198gWHDhuGVV17BihUrcNdddwljnn32WSxcuBALFizAuHHjUF5ejo0bN0Ktdq2STjASK0O7QUplM39zi44Iw8D0WLx/91iEh3HYcLQK72456/X55eC8OYCojwuBZJTxeUkAqP/dtQ1HfasWZQ0d4DgxctwZcZIofJMpODY2ruCxRu1FjESDWZuOiQhzSwujOKv5TTXqQASTUWj0965zvPm7u0Ijvl2tSEZxJY/aXkMOQJ70rB5ZmSzQXHPNNSgsLERnZydOnDiBBx980OI4x3HIz89HZWUlOjs7UVBQgGHDhgVotvIgx66SUm6+YWclRIHjOIzNScRf5vLr87eNRfj1ZOALOLiTmkW5OC8J4WEcyps6BI3cGUcu8FHi/VJjBYHkDBoFbSJAqy50zN+e5FAD3qVniYFknrlr8mhfahufp9FEUNtKTd+B06izk6Ixonc8TAT48Wj3rf3tsUZtrgbWrjParRzYKhQ7sRbUMTIGk4VqZTKPHJKfHP7EpXGRykhkx2VjXNY4m6lbDNeRszoZ9U/3ShA1qzsm9MHR8mZ8vvs8nvjyENY9OsWmT9BfOOuaZYvoCCXG9EnE7uIGbD9TJ5hNHXHQzUAyAIgMD4NKqYDWYEJzu95lAR9I+Bxqc1WyJHd91J5fe7QRg6cdphyVEW1o08EoVCUL7A14zvBMHLnQjC/2nMfgDDVG9E7wqjd6sNGuM6DYbNVwV1CrI5VQcPzGtrlDjzS1tWVFrPNt/V2SKinOsndsoTUYhdauoVrwxKv0LGfQRU2KSsLSy5fivtH3efJyDMjbQYtGfGclWN6wF107FEVVGuwrbcTvPt2PtQsmW6VK+IvzDWbTtwsR31IuGZDCC+rTtfi/ic4De2jE96hs99pjxkWFo1ajDZkUrfo2HTr1Jj6HOt7dqG/P3S4Nbd6ZHHOFFK12q37GNOI7JVblcp9rX3H18Ey89uNJHKtowc3v/4bIcAXG5iRiYl4yJvZLxoje8R6Z/oOFU9WtIITfELlaOpSiMHfQamzXo6ldb9P6obFTlQwQtWwT4TNfoiPcE1vU7M1xgDpIgmXdxaOr+6PrPsJFKRchUhmJO4bdgcWXLcb7c97H4ssW49aht0IVpsK4rHF4/5r38fzU5xEdHo0Hv3sQ606uk3v+PQY5i56IGrXlFyZCqcC7d49BepwKZ2pa8fR/DgfEB2syEY9M3wAwpX8KAN5PbXQyd0KIW6VDpYRaQBk1e2fERbqt6XlTMtVbjTpNrUJ0RBhMRAyGo9SYA8kCFfEtJTspGu/eOQZXD89AUkwEOvUm7DhTj79vOoVb3v8NI1/eiLv/tVswH4canpq9KQlOGnNQs3bXFpcAH0tD9UJPzN/NkhxqVwNTgw2PthdlLWVo7GxE0WNF6B3X2+p4aVMpJn00CQ0dDXj1slfx7JRnMfy94fj7b3/H3MFzvZ50T0Stkq+MaEWzbY0a4H197989Frf9cxc2Hq/GW7+ewROXD/D6Nd2hRqOF1mBCmIKzOUdHjOidAHWkEppOAwrLmx1Gcp9vaEdTux4RYQoMdqMkIiApAhIiKVrutreUQtOzWrUGmEzErZudp6lZFD5FKwYnKltQUt9m4Y6paQlssZOuXDU8E1cNzwQhBGdqWrHrXD12nWvArnP1qG/TYfuZOrz96xm8c9eYQE/VbbwV1M56UjsKJuM4DrERSmi0BrR2GpDmZkwwba8ZqqlZgIca9Qf7P8DtQ2+3KaQBICchB3cMuwPv7n0XABCnisM1A67BoapDHk+0pyOnRk2DyXrZEYKj+yTi1ev54LJ//HwKm477N7iMRvj2Toxyu7hLmILD5H7JAIDtp2sdjqX500Oy4tzWMuXsoPXx9mK8tO6oT1PjPA0kA0SN2kSANjeD57w1fQOSmt91lhp1MER824LjOAxIV+P/JuXinbvGYN+fLsf7d48FwEeGB0sKpDuIgtqzzBka+W1PoxZN37avk1gvgmmbQ7wqGeChoG7oaECHwXEz9zZ9G+ra64S/I5WRMBGTJy/HgDSX1TtBbTIRVJjTsxxpq7eOz8Y9k3gf75P/PoQzNZ61j/SE82azd58k94UKAEwdkAoA2H6mzuG4w+ZGHK7mT0uJk6mMaF2rFq9+fxyf/FYqpL/4grIGzzVqlVKBCPOGyd2Noremb8B+F61qwfQdHBq1PTiOw2WD0xAZrkB9mw6n/fhdkgNCCE5W0tQsL03fdqqTOYr6lj7uSYoW1ahDtSoZ4KGgHpE+Ap8Xfo495XtsHt99YTc+L/wcozJGCY8drzuOXnG9PJokQ9xRemv6rm/TQWfgg4qc1bX+8zVDMCE3Ca1aA3736T6/BU6VNoh9qD1hqtlPvb+0Ee0ONEDRP+1eIBkgn4/6p2NVQkEQGhzlCzzNoQZ4QeNpQFlDm3fpWQCQZyeXukYoHxpcGrUtIpQKjMvh8/x3nasP8Gzc40JjBzRaA8LDOPTzMBNENH3b06hp1LdtQe1NihbdLPY40/fimYvRaejEpI8m4dKVl+L3G36P/C35+P2G3+OSlZdg8seToTPqsHgm3zijsaMRvxb/iqnZU2WdfE9CLtM3DSRLV0c6NSuHhynwzl1jkBkfiXO1bXjyy0N+CS7zJDVLSm5yNHolREFvJNhT3GBzjN5owtFy11tbdkUuQS2tZlWr8V2xDE+rklE8TdES6nx7IagFjbqroKYNOYJco6ZM7BuagpqavfunqT1OOaMxCvY6aGm0jk3f3tSRCPXOWYCHwWSX5V2GTf+3CU/8+AS2n9+O7ee3WxwflTEKK65cgUtzLgUARIRFYM8De5ClzvJ+xj2UOJkKnoipWa7d3FLVKvzz/8bi5vd/wy8na7Dil9N4atZAr+bgDG9N3xzHYWr/FPx7Xxm2n66z2RmM77JlQlyk0iPN3ZtIaEpdq9bipl3jI0HtaR9qKZ4WPfG0c5YU6qMub+ywSNESW1yGhqCeZI6d2HWuwaN84EAh9qD2vLIj/fybvTV9e6JRh3j5UMBDQQ0Al+ZcioMPHcTZhrM4WnMUrbpWxEbEYljaMPRL6mcxNiYiBiMzRno92Z6MOlKeqG8hNcsNzWpE7wQsvmE4nvnqMN785TSGZMbhymEZXs3DHoQQQXPyppvX1AFmQW3HTy1Ny/IkZUMOjfrHo6LZG/CdRl3XqoPWYILCgxxqSpwH9b4JkTTk8MJHnapWISYiDG06I8oa29EvNZavSmZer1AwfQPA8F4JiAoPQ0ObDqeqWzHIC8HnT7yN+AZEQe3M9G0r6hvw1vQd+oLa6yoB/ZL6Ye7gubhrxF2YO3iulZBmyINcpm93NWrKzWN7Y/7kXADA0/85hNPVvgl8amrXC+/RU40agBD5fbJKY1MAutvasivedJSiULM3jb73laCmZm9Pcqgp9P26c/216YzQG/mdiDemb5qiBYgBZfVtWpgIoOCAZBm6yfmDCKUC43ITAYSW+VseQe3Y9C2mZ9mJ+pYhmMybOIlA031q3HVz5Cohaqt8qKu8OOciXJyXhDadEb/7dL9Pin1QbTojLhKR4Z5XckqOVWGI+cay86y1Vu1ua8uuxHmpUddqtNhdzN+s/88cXe87Qe15ahaF5vG7Y/puNAeSqZQKREV4V5UrN4WmaPHXB82hDoaqZO4wsS81f7snqMubOtCpt10n2xtozre94kBtWgNKzRkDnqZmAWIgV7OdPOpWwUdtW6P2xkcd6p2zACaoQwbpheqs4pYjKprMqVkemEDDwxR4964x6JUQheK6Nqz4+ZTH87DHefNNoY+HgWRSLhnAR39vO20pqFu1BiFFZqSLHbO6Qk3BngrqH83R3iN7x2NMH17LopW25MZb/zTgmUbtbbETKTSOgFasqw6hiG8pNKBsd3GDy4GZ+0sbcemyzXhszUHZ57N6ZwkuX16AWcsLsPbgBRiMlim0RdUaEMK7H5JjPV9rwfRt4/uiN5rQqedf1xem72YZ4iQCDRPUIYL0AvYmoKxc8FF7dtNOjlVhoblS2SkfmL/pjTjHC7M3hZYT3XGmzqLIROGFZhACZMVHIs3DQCRvC558f6QCAN/LmNZO9rXp2xtB7UlPamrm9MY/Teka+R1qEd+UEb0lfuoa174/n+8uhdFE8POJahyraJZ1PvvNvdvP1bXhyX8fxqx/bMU3B0SBLYfZGxDNzrY6aEk3f77Mo+5x6VkM/6NShgn+RU8Dyjp0RiGv1d3SnFJo/rUvBAu9EXuamiVlQl4SIpQKVDZ34pykWIan9b2l0C48WoPJbZNkjaZTSBu7alimUKu6TWdEmwxtTLsih+nbk5Kp1PSdKIMmQzVqavoWNerQEtThYRI/9Vnn5u92ncGideZH24tlnU+p+ft25dAMJEaHo7iuDU/95zAuX16A/+6/gKPl3lUko6hVfActQKwURqHCNyo8zK4bw1PTt8lEhM10qHbOApigDilo5xdP/dS0xnesSmm3sIArpJhNYHWt9hvBewoNFvIm4psSGR6GcTn8TXG7xPx92Ev/NADERiiFRgHuFgH5yRztPTI7AdlJ0YhRKRFt9uH6YvNTFjCN2vuIbwr1UVc0dUBrMArlQ4OhIYe7iH5q2zn+UjYeq0a7zih8X787XCFbYRxCiLDxeXLWQGx77jI8d+VgJEaHo6S+HU9/dRhf7DkPALjIw4pkFNpBC7AOKGtx0DmL4ml6lkZrEDIrmI+a4Re8jfyukER8e5PDSU21je066I3yloUVu2Z5L6gBPk0LsCwnKra2TPD4vAoF53Eu9f/M0d7XDM8UHqMCR+5cakKIUNvdK41aKJnqjo/abPqWQZNJjeVTtEwEKGvoEKqShUoOtRQqqHcX1zv1U//3wAUAwH1T8zA+NxF6I8Env5XIMo+GNp1wL8lJjkasSolHpvfD9ucuwx+vGmxR9nVYL+8ENSDGKnRtzOEsNQvw3EdNtfeo8LCQbjPKBHUI4W0utbNmHK6SGB0BBQcQIpaIlIOWTj3qzeeTQ6MGxHKiu87Ww2A0oaalExXNnVBwwPBengWSUWiAVbMb5uAaTSf2lJjN3sPFXHRf+alrW7ViDrWbKXlSPOmHLpq+vdeou6ZoCT7qEAsmA4ARveMRHRGGxna9Qz91dUsndpg3mDeM7oX7p/YFAHy++7zD0riuQisAZsZbZljEqJR4eFo/bHt2BvKvHYLFNwxHf3dbVtkg3k5Amdji0v6GzlMfNa0tHsqBZAAT1CGFNykKgFSj9k5Qhyk4IQJUTsFCzd4psSq7QSXuMjQrHgnR4dBoDTh8oRmHL/DBOAPS1MIu3VM8CSj78WgVCOG1eamGmypo1PJGflP/dGa8+53IpAimb3d81DJGfQNAniSgLNSqkknh/dR89PdvDvzU6w6Vw0SAsTmJyEmOwawh6eiTFI2mdj3+e6Dc63kIbiY71qsYlRLzp+Thzov7eP1agBjMZa1R898fR+44T+993SE1C2CCOqQQGyN4JqjLm5x3zXIV0U8to6A27/DzUrwPJKNYtr2sk/invdOmAc9StGiRkzkSszcgdoCSW6OmgtrTKH+KmJ7liY9anpsk9VOfrW0TrrtQ9FEDrtX9/sYsjG8cwzczClNwuG9KLgC+Naq3dfflqADoDqLp2/Iacsf03a4zupWe2h2qkgFMUIcU3pq+vSl20pWUWP5L5wuNWi7/NGVqf77t5Y4zdbJEfFPi3Wx1WdNi2+wN+M70LUdqFiBee+5EuTe2UR+1PBo1NX3vL20Qq5J5kdsbSEQ/te186uMVLThZpUFEmALXDBd7JNwyLhtxkUoU17Xhl5M1Xs3BFxtjRzg1fTuwcEmPudMTvakbNOQAmKAOKbwOJmuWx/QNiIJFzshvOSO+pVA/9YHzjThozhv1tHSoFKHet52yiF3ZYDZ7j+6TYBXYleqjYDI5UrMAPuOAxh+6ev01+cj0faqaL1aTqlYhzIM67cHA8F68n7qpXY8iG/UI1h7kg8hmXpRmkVYUo1Lizov5Snb/2nbOqznQ71uOzBtjeyRE2Q4mE6O+7QtTlVKB8DD+s3bHTy10zooK3fKhABPUIYU3GrXJRFBpNn17awYF+ChcQG7Tt2806j7J0eiTFA2DiaBVa4BKqZClIUKcmxr194W2zd6ALzVq76uSAXyUe2yEe+bvBpkFddfrIi3Eip1IceSnNhhN+PYQXxDnhtG9rJ47b3IOlAoOu4sbUHjBswIohBBBUOf5y/QdY7sxhyumb47jBPO3O7UG6KYglHOoASaoQwpv8qjrWrXQGfno33QZ/Hopvggmo6lZPjDF0SplADCsV7xXgVUUdzpo1bR0Yq9g9rYW1L5Kz5LL9A24l6LVoTMKZSHl8lGnxEYgRlIzPBQjvqVMslP3e8fZetRqtEiMDrfZojUzPgrXjOCvoY+2e6ZVN7TpoNEawHHeNb9xh/go24LaWYtLCj2ucUtQMx+1Q97Y9Qb6vtHXV6fvkXhj+qalQzPiImVpYiCavuURLM0deiHVyxemOFr3G5DH7A24V61Lava2FSNA17OhTetVLXcp0hzqbC9N34D0+nO+MaGBZEoFJ1sEP8dxFm6RUKtK1hV7db/XmnOnrx2ZZbfbGU3V+t+RSlSaXVruQK1XmV42v3EHsYOWvahvx8LUkxQt5qN2QlNnE0qbS311+h6JN6bvChkjvgH5o76pGS5VLV9qlpRJfZMFH6scEd+Aex207EV7U5JjVFBwgIkA9TKtaa1GzKGmZV+9Ic6NFC1pVTJviut0xUJQh2jEN2VYr3jERIShuUOPk1W8n7pVa8BPx6oB2DZ7U4b3jsfFeUkwmAhW7Sxx+7WL66j1yj9mb0AsfNP1++KK6Vt63J0ULZae5YSGjgZEKeURCgwe7zRq/osph38aAFLU8kZ90x1+no8CWxJjIjBnOF9Xe6rEDO4Nrgrq6pZO7C3lzd5X2xHU0tx0uczftD2htznUFHdStJpkrEomJVdSAz4Uc6ilWPipzebvH49WoUNvRN+UGKeV8x64hNeq1+w+73aN+FI/p2YB0mAyewVPHAtqT6qT0UDPHhFMdr75vMs/J+tOYtWhVVh1eBVGZ4729fyxZMkScByHhQsXCo8RQpCfn4+srCxERUVh+vTpOHbsmM/n4mu8EdRya9Q0mKyxXS9LGdES8w5fjmYc9nj7zjHY8+LlsqX0uJqeRYucjOmT4HD902QOKCuu5W/GfVPluRm7U++bujESZAoko0gDykLdRw0Ak/pZ+qlptPcNo3s5tUTMHJyGvJQYaDoN+GpfmVuvWyykQvrHPw2IAV0deqNFip+oUfvC9N09KpO5ZGPMXZHrlvmKEAK1So3ls5d7PDFX2Lt3Lz744AOMGDHC4vFly5Zh+fLlWLVqFQYOHIhXX30Vs2bNQlFREdRq76N9A4U3pu9ymaqSURKjIxCm4GA0ETS06bzWbvxdfEEOXA0m23mWLwN5+ZB0h+PkjvymHcP6yrSm7vjkabRtksyCOs/C9B3aGjUg5lPvKW5AeVMHdpojwK93YPamKBQc7puahz9/exQf7yjB/03KdTldzVcZFo6Ii1QK94zmDr3gG3elKYf0eE80fbvsDByRPgKjMkY5HRcbHov+Sf1x14i7kBItj4nRFq2trbjrrrvw4Ycf4tVXXxUeJ4RgxYoVePHFF3HjjTcCAFavXo309HSsWbMGDz30kM/m5GviJBcqIcStzZNY7ESem5tCwSEpJgK1Gi1qNVrZBLW/UkXkgPpsW7UGmEwEChs3SUII9pU0AgAmmM2c9kgVTN/ylBEtruPzjeVaU3c2imIvaplN3xbBZKGvUQ/LihP81K9tOAlC+Pas2S5GYt80phf+vrEI5xvasfVULWYMto4S7wohBKV1tNiJ/75vHMd30Gpo06GpXY/0uEgQQgTBq3YSmxIT4V56VqdezDwI9fQslwX1DYNvwEvTXvLlXNzi0UcfxZw5c3D55ZdbCOri4mJUVVVh9uzZwmMqlQrTpk3Dzp07Q1pQ0xulifC9i90JupKrzreU1FgVL6hlCH4Siy/4zxTnLdRnSwhvvrN1MzhX14b6Nh0ilAoM7+04iI0KHtlM3zRPNjVWlvPR9+tKepavTN/JMRG4Y0If6AwmYWMTyijDFBifl4QtRbX47jCfO32jC9o0JTpCiSuHZuDLvWXYU9LgkqCul6RmubohkIsEs6CmwYZtOiOIOeDdqembuv5cFNRUmw5TcE43AcFOSM7+yy+/xIEDB7B3716rY1VVfJP19HRLM2N6ejpKS+1HoWu1Wmi14g2ypaVFptnKR2S4AkoFB4OJQNOpd1lQt+sMgoYjR/lQSopaBVQCdV4KluZ2vTA/f5rivEWlDENkuAKdehNaOvU2BfU+c+70qN4JTtvspcoYTGY0ESEvXS7Ttzsata9M3xzHYcmNw2U9Z6CZ2DcZW4pqAQARSgWuHmE74NAeo7IT8OXeMqGOvTPopjgrPspvqVkU6iumAWX0WlIqOESGOw6ZctdHLc2hljPzIBC4FEz21lVv4ar+V/l6Li5RVlaGJ554Ap999hkiI+2bW7t+MM5MxUuWLEF8fLzwk52dLduc5YLjOHFX6UZABdWm1ZFKp7tWdxDqfXupUVOzd5pa5XVHK3/jzE+9p5g3e4/PS3R6LpoXLIdGXdHUAZ3BhAilQjYrijvpWQ002jbETY7+gBY+AYBZQ9Kd5hN3hdatP3Kh2aVGHUIgmZ9qfEuhFpZmc5BXqyQ1y5kwjXUz6ru7+KcBFwX1oxMexfhe4309F5fYv38/ampqMHbsWCiVSiiVShQUFODNN9+EUqkUNGmqWVNqamqstGwpzz//PJqbm4WfsjL3oij9hTtFJyi0a5ac2jQgKXqi8a7edygGklGcddDaZ07LGufEPw3IW+/7nCSqV6562KLp2/m1R3PBk2JCOy3GHwzNihNMs+6YvSkD0mIRFR6GVq0BZ2tbnY4vpRUAA2C9oq0uqQWNulGcpWZJx7gqqIXyod1AUIeW+gJg5syZKCwstHjs3nvvxeDBg/Hcc8+hb9++yMjIwKZNmzB6NJ8eptPpUFBQgKVLl9o9r0qlgkoV/D4vtSocQIdbrS594Z8GRFOttxp1IFJF5MJRT+qalk6U1reD4/iews6Qpme5GyzYleJaeQPJAKnp2/G1J60j7a+GD6GMMkyBf9w2CmdqWzHDRslQV54/vHc89hQ34FBZEwakO85sKQ5AxDcloUurS6pw8Pc1x7ht+u4mVckALwW11qDF6YbTaNG2wGCyvXiX5lzqzUtYoVarMWzYMIvHYmJikJycLDy+cOFCLF68GAMGDMCAAQOwePFiREdH484775R1LoHAk1xqWkbSdxq1l6ZvH3XN8geOTN97zdHegzPiXDJn0vXs0BvRqjV45aYQAslS5AkkA6TpWY416srmTrTpjFAquJAKDgwklw9Jx+VwnL7niFHZCdhT3IDDF5pwyzjHbrtAft9EH7XZ9K11rSqZdIzLpu9uUucb8EJQv77jdby24zU0dTY5HGd8ybXetXLy7LPPoqOjAwsWLEBjYyMuvvhibNy4MaRzqCn05u1O0r+vNGq5yogKfXFDUPty1EGLNuGYkOtcmwb4CN5YlRKtWgNqNVqvBLXcOdSA5NrT2U9HA4DTNbw2n5sSI0tFNIZzaP36w2WOu2kRQgTTt7/6UEtJtAomc11Qu9s9q1locdlDBfWXR7/Ecz8/hxHpI3D/6Pvxt51/w7TcaRiSMgR7KvZgf8V+zO43G5N6T5J7vjbZsmWLxd8cxyE/Px/5+fl+eX1/EueRj5oKankLRKTIZPqmPupQNJM61qhd909TUtUqtGoNqNFo0deLtCoxNUtOQS1JR9Ma7GoqZ8yCur9MaWEM59D69ScqW9CpN9qN5q5r1aHVnJrlbY9yT4inpm9zMJnGhV7UFHe7Z9HXiJc58yAQeLTdfXfvuxicMhj7f7cfy2YtAwDMyJ2Bd+a8g70P7sWH136IzSWbMSNvhqyTZXhm+q5o9q3pu8mLMqJN7Tphdx2IKFRvsVetS9Opx4lKPsVvvJuCGvAu8rtTbxQ2Z3L6qCPDw4RuTo42ioKgTmOC2l/0SohCSmwEDCaC45X2U0vppjgQqVmAqN3S73yrGxo19WPrDCboDM7vN03t3Uej9khQH6k+gll9ZyFMIX7QhIhpAfePuR8zcmdg0ZZF3s+QYYG7ZUSNJoKqZnPUt0wNOSgJUeFCRHF9q2eR39TsnR6nQnREyMU22m3McfB8E0wEyE6KcqtzlRyC+nxDOwjhb37JMkddu5KidZYJar/DcZzE/N1kd1yJELsQGOtVYpdgshYXe1EDQIxKlDeumL97XHpWVwwmA1RKMUI6KjwK9R2Wzc9Hpo/E/or93s2OYYW7GnWtRgu9kSBMwcleG1mh4ARB4KlgCfXoYHuCmpq9x+e4rk0D8hQ9OVcr+qflLvTgSgetM7VMUAcCmk/tUFALqZCBsV4JwWSC6du1hhwAH91Oi6K4ElDW3I2ivj0S1L3jeqO4qVj4u29iX2w7v81izNnGs4gODz1TZrBDcwldTc+iJtCMuEjZ8mmlCJHfHvqpBV9qiApqex20BEGd556glqOMaLEPtSaxg5bt66+hTSeUD5WraxfDNQRBfcF+QBntUheoCoC0el+n3oROvVHio3bNmharci1FEJCYvnuqoJ6UPQkFJQXQG/mFmDtoLo5UH8ED6x/AD6d/wKLNi7CuaB0uyblE1sky3Dd9i804fNMb3NuAskD0xZUTW8FkOoMJB883AQDGuxjxTZGjMYfYjEN+jdZZihb1T/dKiApJV0YoM9JcS764rk1If+pKILpmSVGrlILC0NSudys9CwBizeZvVzTq7lTwxCNBfc+IezA2aywOVx8GADw35TmMTB+Jjw9+jGu/uBavbH0FvdS9sOzyZbJOluG+6bvCRxHfFEFQe6gBFgtVkkLT+mLLZ3u0ohlagwmJ0eHo52bksxxlRH0R8U2Jc7JRZIFkgSMhOkL4Hh2xoVVLC9EEamPMcZwYUNahcys9CxAtis581EYTEaLD46NCP+rboy3vjLwZFhHdapUaux/YjXVF63C24Sz6xPfBtYOuRWwE+7LKjZCepXVNo6amb7kDySjemr4DfePwFmrKa+nQC9XE9haLaVnu+ohTvdz4AKKgljOHmuKsgxYV1AOYoA4II7MTUFLfjsNlTbh0YKrFsdpWLdp0Rig4PsgxUMRHh6O+TYfGNr1b6VmA6ylamk690JWrO2jUstmmwsPCcfOQm+U6HcMO7hY88VWxEwptzFHnQdR3U7tOMBmHUtcsKXTjpDOaoDWYEBkeJlQkc9Z/2hbUR93QroPeaHK7YEhzh174LHyx+XHmemGBZIFlZO8ErDtUgUM2AspooZOshCinndx8CR/53YbmDp1gwna1EyD1UTu7/1H/dEyEmFIYyoT+O+hhSE3f0pQ4e9CGHL4S1GI6kfs+Var5ZcRFIioicDcOb4hVKUFj9Jo79DCZCPYLjTjc808DfFvIMAUHQjxLeaMWijS1yq1+5a5iL2+cwlKzAosYUNZkdX/wZZChO0hzqVvcNX2bfdTOTN/dKTUL8FBQby3divPN5x2OqWqtwtbSrR5NimEfqtEYTASdeudJ/74OJksVyoh6IFSEimSh6Z8GeJ+bNEXrbG0rGtv1iAxXYFiveLfPp1BwYvtQD8zfvr4Z0/dqy/XSpjUIrhYmqAPD0Kw4KBUc6lp1wmdBEVMhA/t9o+6i6hatULjEZdN3pGumb9qQoztUJQM8FNQzVs/AqkOrHI5Zd3IdZqxmlcnkJiYiDNTt6Szyu1VrEHaWPjN9e+GjLq6jNYdD0+xNkXbQombv0dmJHte5Fttdum+lEGp8+yg1Su1Ao6YtFlNiI4QuSQz/EhkehsGZfE+DrnW/Ax3xTaFFTy40tguPyW/65hWH7lCVDPBQULticiVwPobhPhzHCRe1s1xqqk3HR4X7xAwKiFHfTe16l8r6SQn11CyKNEXL0/xpKbQwTVBq1EIetfUmkQaSuRvpzpAXoULZhSaLx0uCZGNMhWeZWVDHRIS5XOOBmb5l5mwDK3jiK5ylyFDKfRxIBvBfOiUtI9rmnmApCeE+1FKkwksQ1B74pyneVCc7V+u7HGrAcU9qlpoVHIwy+6mlAWWEEElVsgALarPpu6yBvz+50yVO6EntTFB3o2IngBtR358c/sTi70NVh6weA/jyokV1RXhv33sYnTna+xkyrHA1l1r0T/smhxowlxGNjUB1ixZ1Gh0y413bFBBCBO0v0DcOb6G79qKqVlxo7ICCA0b38VxQe1qdTLqmvvNR2y94wgR1cEAFdeGFZhiMJijDFKjVaNFOU7MC0DVLCnWLVJqbBcW6GEjGj6UxEq76qHuYoJ7/7XyLnNB1Reuwrmid1ThqFo9TxWHxZYtlmCKjK+4Kal9q1ADvU61u0aK2tROAawFU0ojPnKTQFtRUeP1yohoAMDQr3itXg6c+6hrJzbhPkm9uxlKNmuaNU1hqVnDQNzVW6Gt+prYVgzPihOY3vRKjAp6uRLVck9k76mrENyCpTObEmih2zuoesRIur9DKuSsB8L7n+9bdh7mD5mLuoLlW48IUYUiJTsGU7ClQq9TyzZQh4GoZ0QpzapavIr4p1E9dp3E98ru4PvRTsyg0Evq0WaP0JC1LiqdFT2gzjuykaJ/djG3ljQN82VSap8sEdWAJU3AY3isev52rx+GyJl5Q1wVHIBlgLTzdM33zY9u0RofjupuP2mVBPW/UPOH3+9bdh1EZoyweY/gPugN15qcpb/SPRu1JvW+xIllo+6cB0UdN8aTQiRRq+nbXR+2PPNmYCCU4DiCE98lTQV1a3wajiSBWpURGnO9cLQzXGJmdgN/O1eNQWTNuGy9ujINCUHcxR6vdsD7FunjvazZ35+ouPmpW8CQEUbvYQcsfwWSAZz2UqSku0BGoctB11z7OS0GdGitGfbuSYUERm3H4bk0VCk64sUpTtISI77RY2VtrMtxnVDbvgqItL4Mpw8JKULtl+nbeZhWQmr67h6D2yJG2ed5m5CbkyjwVhqu4Yvo2mgiqWvxs+vZAow7VPtRSpII6LyVG2Lh4Cn2+1mCCRmuw0tjt4csa31LiosLR0mmwSNESAslYalZQQCuUFVVr0KEzSmoWBN6CFatSQqngYDA7qT0R1G06o1WMhBQaTBbXTQS1Rxr1tNxpyEnIkXsuDBdxJZisRtMJo4kgPIxDmpeCwxmeVNIKluILciC9GYzL8c4/DQBREWGC1lrT4vqaisVOfCssbaVosUCy4CIjLhJpahWMJoLC8mZBow6GjTHHcRZaNfU7uwI1fRsdVGYkhAg+amb6ltCh70BNWw069B3OBzO8Ru2C+edoeQsAPrBI4WIxAU9xt4OWP9KI/IlUo/am0ImUVDdTtAxGE877yZ1gqyc1S80KLjiOE7Tqn09UB01qFkX6nXFHo44Ol1RmtNNBsFNvEoovdZcKeR4L6saORjyz8RnkrshF7JJYZP49E7FLYpGzIgdP//Q0Gjoa5JwnQ4KjohOUHWfqAACT+yX7fD7u1vtubNcLcw903WE5iJPcaMZ76Z+miEVPXEvRutDYAYOJIDJc4fNgrq7Xn8lEhPKhTFAHDzSfev2hCgBA70TfZQO4i1SAuiOoFQoOMRG0J7XtyO8mcyCZUsEhJsQzSige+airWqsw+aPJKGkqgUqpwoCkAUiOTkZ9ez1Km0vxj13/wDcnv8HO+3YiU50p95x7PK6YvredrgUATO2f4vP5UB91c4ceWoPRaQs9qk1nxkcKUcOhTFZCFDLiIpEcGyFblbW0OPfKiBZL0m98bUERe1LzGk15Uwc69SZEhCmQ7aO+5wz3oaVEaaxKMASSURKjPdOoAQg54vbqfUtTs7pLYKNHgvrPv/4ZJU0leGnaS1g4cSESIhOEY82dzXht+2tYumMpFm1ZhA+u/UCuuTLMOAsmq2zuwNnaNig4YFJf3wvq+KhwhIdx0BsJ6lt1TqPMgymnUw4iw8Ow5Q/ToVRwst0Y3M2l9nUzDildS9hSs3deSgyUHjYiYcjP8N6WxYeCqVRvfJRUo3bPjxwbqQRa7Ju+acR3d6lKBnho+v7hzA+4btB1yJ+ebyGkASA+Mh5LLl+Cy/teju9Pfy/HHBldcKZRbz/Nm72H907wy8WqUHBIjnHdTx1MqSJyERkeJquQcreMqD9Ssyhde1Iz/3RwEh8VbrFxC6aNcYIXGnUMrfdt5/7X3VKzAA8FdV17HYamDnU4ZkT6CNS313s0KYZj1E56slL/9CV+MHtTUtSuR34Xm4OegmmHH2y425hDDM7zvbCkUe4tXTTqfkxQBx2jzOZvILgCNxMtor7dE9RqIUXL9v1P2jWwu+CRoM6IzcC+yn0Ox+wu34302HSPJsVwDDUV6QwmaA2WARWEEGw/w2+QpvhRUKe6kUtd0k2acfgSd4vIFNf6L4q+q0WHpmYNYII66KCR30BwBW7GR3th+nagUbfrDPhg6zkAwMS+vg+k9RceCerrB12Pn8/9jAXfL0BxY7HFseLGYjy4/kHsLNuJ6wddL8ccLViyZAnGjx8PtVqNtLQ0XH/99SgqKrIYQwhBfn4+srKyEBUVhenTp+PYsWOyzyVQSHegXc3fRdUa1LVqERUehjE5CX6bU4qLkd/SdnvBtMMPNsQyos6jvjt0RlQ08+N8XewEkLT17NCDEMJM30EMFdRhCg7ZPmrU4gkJHqZnAWIutS2L4j8LzqGqpRO9E6Mwb3KuV3MMJjwKJsufno/NJZvx/r738c/9/0RMeAySopLQ0NGANn0bCCEYmjYU+dPzZZ4uUFBQgEcffRTjx4+HwWDAiy++iNmzZ+P48eOIieFvUsuWLcPy5cuxatUqDBw4EK+++ipmzZqFoqIiqNWh3ygkzJx20KYzQtNpEIQkIPqnJ+QlOY2+lhNXNcCGNp2wufBVh6fuALVQNLbroTOYHKbV0I1PQnQ4EmN8nzcqTc+qa9WhuUMPBcc2XsHIiF7xuHdKLnolRCE8iAL9Es0adXgYB5WbKWNCdbIugrqiqQP/3HoWAPDC1Rd1i4wSikeCOjEqEXse3IO3dr+FtSfX4kTdCZRryhEbEYsJvSbghsE34PEJjyMqXP5UjR9//NHi75UrVyItLQ379+/HpZdeCkIIVqxYgRdffBE33ngjAGD16tVIT0/HmjVr8NBDD8k+p0Cgjgw3C2rLyMft1D89wH9mb8D1xhxU+8rqJqlZviIxOkIos1jXqnUYSX/Oj2ZvwDI9i36e2UnR7PMMQhQKDouudRxPFAiSzdUME6Ij3M6UsGf6fm3DSXTqTZiQm4SrhmXIM9EgweOmuZHKSPxhyh/whyl/kHM+btPc3AwASEriC00UFxejqqoKs2fPFsaoVCpMmzYNO3fu7EaCWomqFkvTt9ZgxO5zfKEZf/qnASCFVidzolHvPMv7z8fIUGqzO6NQcEiJVaGqpRO1GseC2p8R34ClRi2UDmU1vhluMDhDjUem98PgDPctnLZM3/tLG7D+cAU4Dnjp2iHdJn+a4rKg/uTwJxiVMQoj0kf4cj5uQQjBU089halTp2LYsGEAgKqqKgBAerplIFt6ejpKS0vtnkur1UKrFYVMS0uLD2YsH2JAj6hRHzzfhA69ESmxER59Abwh1UWNmmr8/ijEEuqkxfGC2lnk9zk/NeOgxElaDRZV8d8T5p9muAPHcXjuysEePTemi+nbZCL4y3fHAQC3js3GsF7xdp8bqrjsHJj/7Xx8e/JbH07FfR577DEcOXIEX3zxhdWxrjsqR51WAD5ILT4+XvjJzs6Wfb5yQrUaaatL6p+e0j/F7zvKVHN6liONWtOpxyFz272pfjbNhyKuFj3xZ2oWYBmlSz9PlprF8Bc0PYv2pF57sByHLzQjVqXEM1cMCuTUfEbwRBe4yeOPP47169dj8+bN6N27t/B4Rgbvm6CaNaWmpsZKy5by/PPPo7m5WfgpKyvzzcRlwlbRk0Bqq9RH3dJpsEoZo+w61wCjiSA3ORq9g6Q5QDDjauS3vxucRCgViAznbx0nKjUAmEbN8B9SH3Wb1oClP54EADx2WX+vW8wGKyEnqAkheOyxx/DNN9/g119/RV5ensXxvLw8ZGRkYNOmTcJjOp0OBQUFmDx5st3zqlQqxMXFWfwEM13LiDa363HkQhOAwGirtIwoYD9FixZiYdq0a7iiUTe26YRKTLl+7DVMU7SM5p7CTFAz/AU1fWu0Bry35SxqNFr0SYrGvVNyAzsxH+KWoOYQeAf9o48+is8++wxr1qyBWq1GVVUVqqqq0NHBV6PhOA4LFy7E4sWLsXbtWhw9ehTz589HdHQ07rzzzgDPXj4EP6FZo/7tXD1MBOiXGoPMeP83RuA4TsyltiNY/NkopDuQ6kJjjnOSBifRER7HhrqNNPc1Ta0SBDeD4WvotVfd3IkPtvHFTV64+iK/pqP6G7e+2W/sfgOfHvnU5fEcx6HosSLnA93gvffeAwBMnz7d4vGVK1di/vz5AIBnn30WHR0dWLBgARobG3HxxRdj48aN3SKHmtLV9L39TOCFYEqsCpXNnTYFi78bhXQHXCkjGqi+3nGSghVMm2b4EyGPWse72Cb1TcYVQ7t3FUy3BHVDR0PA+0wTQpyO4TgO+fn5yM/P9/2EAkSsYP7hzZ47zGVDpw5IDdicqH/IVhlRfzcK6Q64UkTG36lZFGlAGSsdyvAnMZLKjIpumo7VFbcEdf70fLw07SVfzYXhBtJc1guN7Siua0OYgsPFfZMCNqcUcxEDW4I6EI1CQp00iaC2lbVACMHhMr6OgN81aonpm2nUDH8idbvcNr4PLsoM7ngiOQi5YDIGD71YWzoNghAclZ0QUF9hip3gp0A1Cgl1qEatM5qElpIUQghe/u44tp+pA8cBF+f5twGBVKNmqVkMf6JSKjAkMw5Z8ZF4evbAQE/HL/gv+oQhK9Ko722S/OlAIpq+LaO+A9UoJNSJDA9DXKQSLZ0G1Gg6BZcBIQT5649h9W+l4Dhg6Y0jMLy3f4s80DKiANOoGf6F4zisf2wK9EaCqIjuG0AmhWnUIYqgUXcYhLKc/q7v3RV79b4D1SikO9DVT00IwaIuQvrW8f4vzkMtN3GRSiHojcHwF8owRY8R0oAbgnrRtEWYnjvdh1NhuAO9Uda1atHQpkNMRBhGSXrPBgJ76VmBahTSHUhT8ylaNWY/9aL1x/AJFdI3BUZIA6KPun9abLcP5GEwAo3Lpu9F0xf5ch4MN+naw3Vi3+SAt7ETtD+JRh3IRiHdAbqmNZpOvLTuGD7dxQvpZTeNwC3jAlfm9pIBqRiYHovbJ/QJ2BwYjJ4C81GHKLFdBHUwCEFqAtV0GtCpNyIyPCygjUK6AzTy+70tZ9HYrgfHAa/fPBI3j+3t5Jm+JTclBhufnBbQOTAYPQXmow5RwsPEestAcJiV46KUiDBr9TRFK5CNQroDVKMOJiHNYDD8CxPUIQyN/E6PUwVF5C1fRpTmUvOR39Q/HQwafyiSEc/7qJmQZjB6Lsz0HcKoI5Wo1WiDSltNUatQ0dyJOo3WslEIE9QecflF6bh9fDZmDE7DFUMzAj0dBoMRAJigDmFSYlQ4V9sWFGZvSqokRYs2CumbGoOsBP83CukOxKiUeO2mEYGeBoPBCCBMUIcwz189GAWnanHNiKxAT0VAmqJ1rIIvb8nKhjIYDIbnMEEdwozuk4jRfRIDPQ0LUtRive8drGwog8FgeA0LJmPICjV9HyprEhqFTOzn3zrUDAaD0Z1ggpohKynmdKLDF3iz98je8QFtFMJgMBihDhPUDFlJ6VL3OZD9sRkMBqM7wAQ1Q1ZogQ4KS8tiMBgM72CCmiErUo06JiIMo/skBG4yDAaD0Q1ggpohK3GRYhnRi4OgUQiDwWCEOuwuypAVjuME8zczezMYDIb3MEHNkJ0rhmYgMz4SVw/PDPRUGAwGI+ThCCEk0JMIRlpaWhAfH4/m5mbExcUFejoMBoPB6Ea4I2OYRs1gMBgMRhDDBDWDwWAwGEEME9QMBoPBYAQxTFAzGAwGgxHEMEHNYDAYDEYQwwQ1g8FgMBhBDOtHbQeatdbS0hLgmTAYDAaju0FliysZ0kxQ20Gj0QAAsrOzAzwTBoPBYHRXNBoN4uPjHY5hBU/sYDKZUFFRAbVaDY7jPD5PS0sLsrOzUVZWxgqnuABbL/dg6+UebL3cg62Xe7izXoQQaDQaZGVlQaFw7IVmGrUdFAoFevfuLdv54uLi2IXuBmy93IOtl3uw9XIPtl7u4ep6OdOkKSyYjMFgMBiMIIYJagaDwWAwghgmqH2MSqXCokWLoFKpAj2VkICtl3uw9XIPtl7uwdbLPXy1XiyYjMFgMBiMIIZp1AwGg8FgBDFMUDMYDAaDEcQwQc1gMBgMRhDDBLWPeffdd5GXl4fIyEiMHTsW27ZtC/SUgoKtW7fi2muvRVZWFjiOw7fffmtxnBCC/Px8ZGVlISoqCtOnT8exY8cCM9kAs2TJEowfPx5qtRppaWm4/vrrUVRUZDGGrZfIe++9hxEjRgi5rJMmTcKGDRuE42ytHLNkyRJwHIeFCxcKj7E1E8nPzwfHcRY/GRkZwnFfrBUT1D7k3//+NxYuXIgXX3wRBw8exCWXXIKrrroK58+fD/TUAk5bWxtGjhyJt99+2+bxZcuWYfny5Xj77bexd+9eZGRkYNasWUJp155EQUEBHn30UezatQubNm2CwWDA7Nmz0dbWJoxh6yXSu3dvvPbaa9i3bx/27duHyy67DHPnzhVulmyt7LN371588MEHGDFihMXjbM0sGTp0KCorK4WfwsJC4ZhP1oowfMaECRPIww8/bPHY4MGDyR//+McAzSg4AUDWrl0r/G0ymUhGRgZ57bXXhMc6OztJfHw8ef/99wMww+CipqaGACAFBQWEELZerpCYmEj+9a9/sbVygEajIQMGDCCbNm0i06ZNI0888QQhhF1fXVm0aBEZOXKkzWO+WiumUfsInU6H/fv3Y/bs2RaPz549Gzt37gzQrEKD4uJiVFVVWaydSqXCtGnT2NoBaG5uBgAkJSUBYOvlCKPRiC+//BJtbW2YNGkSWysHPProo5gzZw4uv/xyi8fZmllz+vRpZGVlIS8vD7fffjvOnTsHwHdrxWp9+4i6ujoYjUakp6dbPJ6eno6qqqoAzSo0oOtja+1KS0sDMaWggRCCp556ClOnTsWwYcMAsPWyRWFhISZNmoTOzk7ExsZi7dq1GDJkiHCzZGtlyZdffokDBw5g7969VsfY9WXJxRdfjE8++QQDBw5EdXU1Xn31VUyePBnHjh3z2VoxQe1junbeIoR41Y2rJ8HWzprHHnsMR44cwfbt262OsfUSGTRoEA4dOoSmpib897//xbx581BQUCAcZ2slUlZWhieeeAIbN25EZGSk3XFszXiuuuoq4ffhw4dj0qRJ6NevH1avXo2JEycCkH+tmOnbR6SkpCAsLMxKe66pqbHabTEsoRGUbO0sefzxx7F+/Xps3rzZorMbWy9rIiIi0L9/f4wbNw5LlizByJEj8cYbb7C1ssH+/ftRU1ODsWPHQqlUQqlUoqCgAG+++SaUSqWwLmzNbBMTE4Phw4fj9OnTPru+mKD2ERERERg7diw2bdpk8fimTZswefLkAM0qNMjLy0NGRobF2ul0OhQUFPTItSOE4LHHHsM333yDX3/9FXl5eRbH2Xo5hxACrVbL1soGM2fORGFhIQ4dOiT8jBs3DnfddRcOHTqEvn37sjVzgFarxYkTJ5CZmem768vjMDSGU7788ksSHh5OPvroI3L8+HGycOFCEhMTQ0pKSgI9tYCj0WjIwYMHycGDBwkAsnz5cnLw4EFSWlpKCCHktddeI/Hx8eSbb74hhYWF5I477iCZmZmkpaUlwDP3P4888giJj48nW7ZsIZWVlcJPe3u7MIatl8jzzz9Ptm7dSoqLi8mRI0fICy+8QBQKBdm4cSMhhK2VK0ijvglhaybl6aefJlu2bCHnzp0ju3btItdccw1Rq9XCfd0Xa8UEtY955513SE5ODomIiCBjxowRUmp6Ops3byYArH7mzZtHCOHTHBYtWkQyMjKISqUil156KSksLAzspAOErXUCQFauXCmMYeslct999wnfudTUVDJz5kxBSBPC1soVugpqtmYit912G8nMzCTh4eEkKyuL3HjjjeTYsWPCcV+sFeuexWAwGAxGEMN81AwGg8FgBDFMUDMYDAaDEcQwQc1gMBgMRhDDBDWDwWAwGEEME9QMBoPBYAQxTFAzGAwGgxHEMEHNYDAYDEYQwwQ1g8FgMBhBDBPUDAbDJvlb8sG9zGFLyZZAT4XB6NEwQc0IaT49/Cm4lznc+tWtNo9XaioRszgGqa+norGj0c+zY3Q3SppKwL3MYf638wM9FQBA7opc5K7IDfQ0GD6GCWpGSHP3iLsxOXsyvjr+FX4r+83q+J83/xnt+nYsvmwxEqMSAzDD0OWxCY/hxKMnMKHXhEBPhcHo0TBBzQhpOI7Dm1e+CQWnwDObnrE4drTmKFYdWoWxmWNx/5j7AzTD0CUlOgWDUwYjOjw60FNhMHo0rCkHo1vwu+9+hw8PfIivbvkKNw+5GQBw1edX4aczP2HHfTswKXuSxXiDyYC397yNVYdWoai+CKowFS7NuRSLZy7GsLRhFmNP1Z/Ch/s/xM/FP6OkqQRagxZ9E/vizuF34qlJTyFSGWk1n1WHVuHedfdi5dyV6JvYF3/e/GccqDyAMC4MYzLH4Otbv0ZSVJIw/qtjX+GN3W+gqL4I7fp29I7rjUv6XII/Tv0j+if192ptKjQV+OvWv+Knsz+hXFOOeFU8BqcMxu3DbsfD4x62GLulZAtmrJ5h8djmeZsxPXe61XlLmkqQ90Ye5o2chwfGPIA//vxHHKg8gDhVHO4bfR9evexVKDhrXaCxoxGv73wd3578FsVNxVBHqDEyYyQeHf8orh98vcXY+vZ6/HXbX7H25FpUaCqQHJWMuYPm4tXLXkVydLJX6wK4vu7cy5zD8yyatgj50/OFv315zUxfNR0FpQV25zItZxq2zN/i9lowghdloCfAYMjB4pmL8dXxr/DHn/+I6wZdh22l2/DjmR8xb+Q8KyFtNBlx/ZfX4/vT32No6lA8NPYhtOpa8fXxrzH5o8nYcd8ODE8fLoz/5sQ3eHPPm5iROwNTsqcgShmFvRV78eKvL2Lb+W3YcNcGu/PaV7EPD//vYczsOxOPjX8Mla2V+PHMj2jRtgiC+r2972HBDwuQm5CL24fejqjwKJxpOIN/H/s3Lu97uVeCul3fjqkfT0VpcymuG3QdbhlyC+ra67Cvch9W7FphJahzE3KxaNoiALzQdiQQKCfrTmLOmjm4duC1GJs5Fl+f+BpLti9BRmwGfn/x7y3GVmoqccnKS3C28SymZE/BtQOvhc6ow+aSzVj440ILQV2pqcTUlVNxrvEcZubNxM0X3YzipmJ8cOADbDu/Dbsf2I2YiBiP18addadr0tTZhDd2v4GR6SMt5tp1I+PLa2b+qPnC663YtQIAsHDiQuH5uQm5Hq8JI0jxqkkmgxFEvLHrDYJ8kOU7l5NR748i6sVqUqmptBq34rcVBPkgd3x9B9Eb9cLjZxvOkui/RpOZq2dajD9ec5zUttVaneeR/z1CkA+y8/xOq2MrD64kyAcJezmMfFn4pcWxls4W0qZrE/4e+8+xJPLVSNLY0Wg1ztb83eG7ou8I8kGe2/Sc1bFTdaccPnfR5kUE+SCbizfbPF7cWEyQD4J8kB9O/SA8frr+NFG8rCDjPhhn9ZzrvriOIB9k2fZlVsc2nN5g8ff1X15PkA/yzp53LB7/svBLgnyQVwpecTh/Z3iy7vQ9z1s7z+G5fX3NUHL+kUNy/pHjcC6M0If5qBndhgXjF2BY2jA8+/OzOFR1CIumLUJGbIbVuPf3vw8Fp8BbV70FpUI0KvVN7IsbBt+AX4t/tYgQvyj1IqREp1idZ86AOQCAvRV77c5pcvZk3DbsNovH1Cq1hd/XSIwI48IQrgi3Gmdr/u5gNBkBwKapdUDyAK/OTRmeNhxXDbhK+Lt/Un8MThmMk3UnLcZVairxXdF3GJg8EE9NesrqPFf2v1L4vaq1CutOrsPI9JFYMH6Bxbjbht2GXupe+Pr4117N25fr7utrhtGzYKZvRrdBqVDib7P+his/vxJ9E/tamV0BoFXXipN1J5EYmYi39rxldbykqQQEBGcbz2Jc1DgAgImY8K8D/8Lqw6txtOYoNFoNCMTQjhZti905zcidYfcY5aaLbsKfN/8Z4z8cjzuG3YGJvSdifK/xSIhMcOFdO+bSnEuRGp2KJduXCCbksVljrfzw3jAoZZDVYynRKThee9zisf2V+0FAcEmfSxCmCHN4zn0V+0BAoOAUyN+Sb3PMmYYzHs8Z8O26+/qaYfQsmKBmdCuo0MhLyEN4WLjV8abOJgBAY2cjXi542e552nRtwu+/3/B7vLP3HWTGZuKWIbcgMzYTYYowlDSVYPXh1TCYDHbP0zuut9M5v3DJC0iITMBHBz/Coi2LQEAQrgjHLUNvwftz3odapXZ6DnskRiVix3078NKWl7C+aD0+PfIpAKBPfB+8c/U7uGbgNR6fmxITbu0n5mAdfNXc2QwALmmr9HM6WHUQB6sOejdBO/hy3X19zTB6FkxQM3oU8ap4AMDYzLHY97t9TsfXtNXg3b3vYmjqUKvgpf8c+w9WH17t8Pm2NgtdUXAKPDbhMTw24TE0dzajoLQAf9v5N6wpXIOkyCS8dbW15u8OA5IH4IubvoCJmHC89jjWnliL13a8hlu+ugWnHz/tN8EQH8mvfaWm0ulYqtU+Pelp/G3233wyH1+tuz+uGUbPgvmoGT0KtUqNQcmDcLLuJDRajdPx5xrPgYDgyv5XWkUY7y2372f0lPjIeFw36Dr8fM/PUEeosblks2znVnAKDEsbhj9P+zP+fOmf0WnoxK4Lu2Q7vzPGZo4FBw5bz28VfOfOxjry5cqJq+sexvEme0casT+vmTBFmMO5MLoHTFAzehy/G/s7tOnbsPDHhdAb9RbH9EY9Np7dKPzdJ74PAGBP+R4QScmBI9VH8N6+92SZz09nfrISXOUt5WjXt3tdTe1ozVGcbz5v9fip+lMAgMRI/1Vry1Rn4pqB1+BMwxm8vvN1q+Obizdbjd1auhUfH/zYamxjR6PNSnTu4Mm6J0UlgQOHovoiu+f1xzVDSYlOQXVbteAqYHRPmOmb0eN44uIn8PO5n/HxoY+xvWw7pudMh1qlxpmGM9h2fhtSo1Nx8jE+YjlLnYUbBt+AtSfXYvLHk3FJn0tQ1lKGb09+ixm5M7DhjP18WFe57evbEBMRg0v6XIKc+Bw0djbimxPfwERMeHrS016d++dzP+PpjU/jkj6XYEjqEKgj1NhTsQdbSrZgfNZ4TMudZjFeGrhFm3GsOrRK+H1UxiiroiTu8N6c93C05iie/+V5/O/U/zC1z1TojXrsKNuBqtYqlCwssRp7//r78fHBjzEuaxwMJgNO1p3EtvPbcO+oe61y5N3Bk3WPiYjBtNxp2FKyBXd9cxcm9pqI8LBwjMsah3FZfPChP64ZytX9r8ae8j2Ys2YObhx8I2IiYpClzsJ1g66T7TUYgYcJakaPI0wRhvV3rMc/9/0Tnxz5BJ8Xfg4Cguy4bNww+AbcMewOi/Grr1+NnM05WHtyLd7c/Sb6JfXDP674BwanDJblprt45mJ8f/p77CjbgW9PfouU6BRM7D0Rz015DpfkXOLVua/odwXOjT+HgtICrClcAyMxIic+By9PfxkLJy60SE8DYDPATupTnTdynleCuldcL+z73T4s27EM3578Fit2rUBsRCxGZYzCiitXOBz7/r73ER0ejdyEXDw18SnMGzXP43kAnq/7J9d/gid+fAIbTm/AF4VfgIBg0bRFgqAGfH/NUP449Y9o7GzE18e/xrM/PwsTMWFazjQmqLsZrIQog8FgMBhBDPNRMxgMBoMRxDBBzWAwGAxGEMMENYPBYDAYQQwT1AwGg8FgBDFMUDMYDAaDEcQwQc1gMBgMRhDDBDWDwWAwGEEME9QMBoPBYAQxTFAzGAwGgxHEMEHNYDAYDEYQwwQ1g8FgMBhBDBPUDAaDwWAEMUxQMxgMBoMRxPw/lTuiP11xl9UAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y)\n", + "ax.set_title('Total growth over time', fontdict = font1)\n", + "ax.set_ylabel('Total growth', fontdict = font2)\n", + "ax.set_xlabel('Years since start', fontdict = font2)\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "835ff6a9", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\hhnyn\\AppData\\Local\\Temp\\ipykernel_2444\\1088356750.py:3: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y,marker='*',color = \"indigo\") \n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "f25b6995", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\hhnyn\\AppData\\Local\\Temp\\ipykernel_2444\\3347197660.py:3: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y,marker='*', color = 'indigo', linestyle = '--', linewidth = 2) \n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "a50d903a", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\hhnyn\\AppData\\Local\\Temp\\ipykernel_2444\\2447865775.py:3: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y,marker='*', color = '#7425b9', linestyle = '--', linewidth = 2) \n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "8a21eded", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\hhnyn\\AppData\\Local\\Temp\\ipykernel_2444\\1490094133.py:3: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y,marker='*', markersize = 12, color = '#7425b9', linestyle = '--', linewidth = 2, markeredgecolor = '#fa9359', markerfacecolor = '#000000' )\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "0dfd7cfc", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\hhnyn\\AppData\\Local\\Temp\\ipykernel_2444\\541971609.py:4: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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ud+g7NuiybE2xRN+xS/SajkIUabwQLMuirdGImrNtnbzKN8gUitjBpHXutzTp+DN2XR0H1RzPLhIC0HaIsWvHWxyZoiiMvjHb8ffuL66Ea0k9G7u3PWgGdrbeiTZdx+wro9biqNakiqeDScywedsEN7ienSxBhL9M/wXLSsvwj3v2B/3eZApF7ODqyZkN/Bm7ro6DK6dtxo4WUsgojOPtc/2FGDsfKPltFgQimzHcv/4KzBdPkTvaEMP1tpsuORsyY/tdqr0pVr5gWbfxtvn2llzDmHEptqKE1lpjUBc8X6ZQdPZdiFcYXm5cXoxBszoaufny7Lo6DswXT2HOoE+Qp6pDeh9FRBVUiLHzgTilGMUzbAdKW6MJLT//j9zRhgG7ty2Jcw4tG7VWj9t1B/j2lpyMXZzQ0WsHAE2XApcN406h8DbzsbPvQrzC8NJntBIjrs10/M1Xzq7L4+DEJvTJbsKtD9RiztORFX0gxs5HxizIAQDIpQbEqQ+RuWph5JZXB+P/Dkxz/G3Uuus9dgdCMbNP366NKZTQEIpppOR1hIO5gtBe1+Rh5iNbV+E2hcJ15iNTdQxM+S6P34XMJowM3GZyf41dIMcB9xhQNB9Ev9ESvr+SX5DyLB8pLFUiOUeK4rRjYFiGzFULM9wT1dWz6y6EYmafQW0zdvZKzJTcDs/OF0HoYKZQWK2ezxMymzAyiGUcY+dnGDPQ48BxDCyeHfHfmXdjZ7FYsHTpUvznP/9BTU0NMjMzcdddd+EPf/gDaNrmSLIsi2XLlmH16tVobm7GmDFj8Pbbb6O4uJjv5QSM61w1CsDce8TIaSrHejJXDUz1GRjKPoZ08h2gM/uG/PNomoJYLoBJZ415zy6cM/vsYUyZ3dj56dl1NYUiK1EGncmKG1ZvQ7xEBABIjZPg5euGYePJashEQmw5XYNpim8hkSfavuf+b8lswjBiNlpxbnez4/dW5sj8bkPp7DgwWRgMy0l2Ow6WXzcUO8432H7nw1WYlxjZ35l3Y7dixQq8++67+Oijj1BcXIx9+/bh7rvvRmJiIh5//HEAwCuvvILXX38dH374Ifr27YuXXnoJM2fOxOnTpxEfH7nSVC6e7mQGALCCzFUDnHMu4TB2ACBR2I1dbHt24ZrZx7IshFIaAiPV4dk5GbuuPbuuplB8eEcppvTNcHudlWGRnSTHnt9fbXtA3wLrpr+H5HsSOkdTZ8T79x0AAAybo8Ktfxvi93t0dhxsfHSal2OA4fzOZ3DD8LyI/s68G7udO3fiuuuuw5w5Nnc1Pz8fn376Kfbt2wfAdgKuXLkSL7zwAubNmwcA+Oijj5CRkYFPPvkEDzzwAN9LCggyV8079pzL2Vo1irAb7KQ7QckSQvJZe7+8jP1fX4EyWwahhEb+iCQkZEQ29h8s4Tq2KIrCkh1TwLIsrGYWABCfJoZIRsOsZ3yeftDZzMdP911AaUEqGrRGPLR2r9N3mdo3A2/eONLjcz39HAonfIlAezsOOjsGoul3pliWZfl8w7/85S949913sXHjRvTt2xeHDx/GrFmzsHLlStxyyy04f/48+vTpgwMHDmD48OGO11133XVISkrCRx995PaeRqMRRqPR8bdarUZubi4aGhqQkBCaiywAoLYc5u/+hqamJq9z1eyMyU/Blw9Mselqzn4CyCgM3boizeHvYd7xKUYs/xYHnp8D0fiFwJCrQ/JR/1t+Bjv/cxkA8MC/hqPXiKSQfE7YieCx9cb1e1B7VguBkMKyA5N9F4W2WsBuXQOqfBcyn/vSMfNxdH4Kvrh/IihQuGHNNqfvMjo/BZ/fNwEsC9z0/i/kHOKDmrMwbv83JBNvA3wYa3XxcCveXWjz7MbdloO5i4OsivRwHETyd1ar1UhNTUVra2un9oB3z+73v/89Wltb0b9/fwgEAlitVvz5z3/GLbfcAgCoqakBAGRkOLu9GRkZqKys9PieL7/8MpYtW+b2+MaNGyGXyz28gj8kqdMwlNmOzYtm4tHPOpliftNotEqUKEudCNP+MwBiv39IYtFBwhjcHh9c9yt+sOdcDl7EVYKvcfR8g9t2RloKozC43+f0QTEA293ogdM7cLwmqLeLKiJ1bJnFtn1qtTL4+rPvIUny/bUDmxsh0RidplDsudCIMa/8gFNLfoPNi2bg0c/2Or7LnguNGPvKj1h77wT8/Ph0PPb5vh51DoWCIQ07kKOvwqWNH+FI6rgut285SwOwRUOqqivw3Xdng16D63Fw7EqL43fesmgGHuEcA1xC8TvrdL5FKHg3dp999hn+/e9/45NPPkFxcTEOHTqERYsWISsrC3feeadjO9feKLaTabmLFy/Gk08+6fjb7tnNmjUrtJ6dHet1YLeu6XSKOVs4FqlT7seMbjRuxvjFMkga3Q9YKzfnsu0MbhiRhwm1m9xfn9obkt8sCWoN5Wv2ANBCIKJw3U3XgKa7T08dgIgcWyP7a0FRFJKzpf41+bIMzB9+i3f3X/A4heKDHeV4YMpAvLdwjNN3qVEbcPP721H50m/dngvl9+yW6DWwfvxfnK5VozDjMnKmTgRkndc5nNhcj2M4BgCo+lmEODYTCekSXPfHAHPtLsfByvkluL/9OJj99lbsfmZWWH9ntdq31hXej6pnnnkGzz33HG6++WYAwODBg1FZWYmXX34Zd955J1QqFQA4KjXt1NXVuXl7diQSCSQS9zyNSCSCSCTi+yu4IxLBKk9EdWdz1eSJEEhlXbxRbCEYMh3mLRcCzi3Jh0wHHcTvw7Ismi/bPMvkbBkkkm44nkYkgoGOQ12Lkfdjq+pIK375+CKk8UIMvioDhWNtFW/Z/ZICWipz5RRgn/m4aCZG5KRg95G+uGcchaG5KVj50wk8NNmKWg/nSa3GCL2ZgcZo6VHnEN9Yj+2EmdO2ITq3s8tyfsbkfIN4cnMD0nsrAr52co+DnxfNxMi8FFxmR+K+CTSG5qagolGLJLk4bL+zr9+D96ZynU7naDGwIxAIwDA2od6CggKoVCps2tThCZhMJpSVlWHcuK5d8kjgdYr5gu49xZwungrR/CVIS03F6ttKIRbSOHSp2WHo7Fxo1OLQpWZIhDTW3F6KtLQ0iOYvAT0wuMSzrsXsqLxMzpZh+4eVeHP+Lrx6za+oLQ9eyDhScKWyWJaB6cwOfHHIdpe8isdjq65CiwMbqrHjP1WoORP8/uLOfBzSKwf/WHcNvt5aivPpD6OkKA9v3jwGZivjfp7cNBIiAQ2L1YrP270B+3NvdfNzKFACbeZ3/NfW5HgvT9XLwSiocI+DAemZWPPFNfjgX8Mgmr8EJYW5mNovA58fuOh2DET6d+bds7v22mvx5z//GXl5eSguLsbBgwfx+uuv45577gFgC18uWrQIy5cvR1FREYqKirB8+XLI5XIsXLiQ7+XwgusUc/sd7d2lFIbm2e5ou+sU884q8bjcXdobq24eDTqjEJK5T4FSJAX92XavDgCU2VK01BhQdcQWstA2m729LOrhtm0IWAYy6Gx3yY/PREleCvYc74e7xwV/bPE53sd+wydsn/m4u/4GVNXUAQCojCJIr10B5fo/Q9ByxXGejOqVCnrQVNwHGuMLM5AgEzueK8lr9wpLbV7hGz9333MoEPhsT/Fk2AI1dq7HwVvvjEVdjQjKHCFoVREkM38H63d/a/f+p2NkfrrjGLB7/5H6nXk3dm+99Rb++Mc/4qGHHkJdXR2ysrLwwAMP4E9/+pNjm2effRZ6vR4PPfSQo6l848aNUdNj54rrFPOvf70a+3cocPBMIe5bWNbt56rZJwxYf3q309wSVTQOghkPuo1JCpSmyx19YMnZMlgtHYXDsdpY7tq2QYmkTseWePZTGJ/dF0zNWZRseDWoY6szY3fwm2rUn9eCsbK4+gkfqvNcZj42Ly93PKVIFoFSJEGYWwxr82W8ddMoJCtTIPrNM6BVRaD6T8KAdS+BsZrw1oKRSE6Ig3H8M/j6rWocONUHt123GW/e3L3PIX/hsz3FqHM/VwIWgnY5Dpr+bysAxqFfy146YTuebxqFJIUU4usXg84pBtV/UtDHc7DwHsaMj4/HypUrUVlZCb1ej3PnzuGll16CWNyRb6EoCkuXLkV1dTUMBgPKysowaNAgvpfCC56mmDdbbDqZF6+kQXjjyz1irholEIKSxbvlYwA4YvGULJ43QwcAzRyhYmWuDBJF7EuGuQrnuh5bgmxb0YDdow7m2DK0ccb7uBi7H/5Wjk2rzuPXf1XBl+4j15mP2uaOmx2FUgyWZWA+vdP2XQoGQnrrK6Dby+KpjD6wCsSgKQrJcjEglCBxaDGSc6SoqknHO59dj+S87n8O+QOfKQSryX1/WkwMGKv/XWfc48BqpWFpf29pnMD5WlkwENK7V4HOsali8XE8BwsRgu4Kzlw1yfwloBRJkHAFVdn4HjFXzTVvuSoMOZdmF89Oqui4YEe7Z+dLzmXD4UuwWCyg+oyGeNIdgLbZKecS7Mw+vdq7Z2dXUjG0WaDzMSTMrZbmhpEVySKP54kDiwlsUiaogdMgHDQdTFImYDGhaGwKAKClRYqqnEe7/TnkL44UQkF/bHliJu4u7e1xu7tLe2PzEzORkj8A0oUrHDcZdq5+oggrTs7E/x2Yht6jkx2PBxrKtB8HRs7NlEQhdDsG6Lhk59dFeAYlqfHtAvudDPdEdxJU1VuhUIohnHovBJ20T8Q6TnlLbiVeKYVhIcpbDpqZDoVSjObLeqT2kqOFY/yi3bPzJefy1tZTuH5oDthze2A9t8dpO3vOxT6zL5Bjy2lwq5uxk+Hsr7Z/N1bpoFD6V+mqa/fsaCEFaZwQFCVyO0/suJ5DwvbvUjhOiT1f2AQDyner0ffp7n0OBQJfKQRaYPuduDc9Jr0V0rjATQD3hlMaJ/R4rXT7PkEcz8FCjJ0PuP4oYq6HwYl9d+eT1DVvuafhRnyzlcGBU31wz81lIcm5FJamoLA0xfG3xGm/R7dn53PO5UXnnMs7t4xBerwMR072Rf8reiRn2Uq0Azm2DJoO70sa71ye7aqRmTc0ya/3bmuyXXAVySLH2jq9yHGes//b3goBAGd3NAIo6tbnUKBQAiEgjUN1ayftKT6mEFxv1IPB0NbxenvOztffLxK/MwljBkB6HwUKRiah/6RUxwTz7oynvKWyZDBGzsvC4NvHwzzrxbDE4iVxsZOzCzTnkqhIxpovrsG6T9KhqQ8uzMPN2XH3HeA86qfBh+kHXFiWdYQxFcmB9z7Gp0qg6hcHWYIQyhxZQDmkngDLMtAf/QVfHLwQdDl/MGN+XOEeX9K4wDU3wwXx7AJgyr35mHJvfqSXET5cKrAogRCDZwGDZ3WIALAFS2Hd9hGYukpbLF4k5X0ZkhjK2QGBtW38eum3qKqxSa+ZgvRe7WFMsVwAgdD5vtbf6Qeu/HH7ZGhbTA6B6UC5b80IxKdJfNfn7IGw1WcgbW9P+emxGRhdkOZXOX/ZPy9AU2+EWCZAQUkSANsxIU8MTpDDKWcXRDg0XET/CgkRhxuL16vN0DRokZghcTI+fMfi9WozNPUmJGdLIZLa7hqdjV10e3Z2/M25YPVFADZjZwzyznvA1DRkFMV5NCRcz67JT8+OoijIk0SQJwWvXpSo4v+mqLvRunMb5AyLN24cDQkdj7VbZ6PiX6mYODsX44u+6LKc/+D/qnH5uAa0kMKKEzMxcl42L+tSKEUYfFU6DG1WpOUreHnPUEKMHcEn7Abs9LYG/OfJowCA37zQDxPv7OVxu2A580sj/r3oiNPnxKWIMePh3pAoBFD1jc6eTE/Y2zZqOpOba8+5cNsrgg0zzXnGu/ahRCFEXKoYbQ0mv8OYhPDBsgzYC7tASyjoNJk4n3sfjh+tBWDG5fp0SJ9ZAeU3r4Gut4UypRNvB0U5e/H240gSxHgfT+QNTcIdbw3j9T1DCcnZEfyipbZj1FJ8ihhGrQWXjqkd/TZ8wW0oj0+x5YWkcUJc9XghptxXgP6TUnn9vFDirW3DU84lnN6rPZSpqTcFHTLlA7PRCrMhNjz2cGFq1aO2MR67jvTD579cj5JbBjieM7RZfCrntx9H3HxdT4R4dgFQvqsJ375yBkatBZPvzceYBTmRXlLYaK3pkPAq+2elw8tb9NVYZA/kbwIFt8dOmRvb4sDcto2fH5+Jklxb28a9E9xzLmJ5kuN1oc5L5g9PhEhMIyVPBrORgdjHaUyXjqlx5pcGKJLF6DNWidRewY1xOr+3GT+9fQ4V+1tww4sDMfK3WUG9X3eAqT4DQ9nHkE6+A33+8Bpavq7GrJm28DFFAyzTkZPtKoVgr7rkDm5lWRYsgx6VKyXGLgDMeisuHbNpNKrrjV1s3b1Qczy7nMEJjv1Qd17Lq7FrqnJuKI9luG0bEjoe/1g3DZdq0zF2yS0o+favTjkXiXy243XB5uy6Yu7v+wX0uop9zfj+dZtc2MLXBgdt7FiWxdkdNuHi8p2NxNjBWT9VfNWjKL0l1/GcNE4IvdridjPkydCxLOsIY4rlAhz5sRafP3cMJr0V1y52T0N0Z0gYMwDEPOZVYo0WjmfH7ZOqO6f1tHnA2EWgRVIacSkd5e0mnQXqOiMaYyTP5Nq2cUz2GJQjhmDgtDQIs/u6SSiJZR2nZDChxSsnNfjD8J/x0qQybHzLvbmdC3cKgy9wpcLkycEXqfQalgSR1Pa9y3c2+SRf1p2x66eerlWDObsbrN55Xpu98lGv6fr4sJpZR0uHRC4ETVMwaq1gGdtNezB89eJJ/HnKNrw2dweaqqL/fCSeXQDw2asSa9jDmHEpYmT26ygSqTvPn7FjWdaRs0vOljndsb5xw27UndNCohDgpYPTefvMkOHStjHZpfHXUa3Z3rYhkXXkPoPx7PQa23gko9baZfMw14ugM7se6OksFRb8jEGhmEbByGSc+aURrbVG1J/XIb1P9Ff3hQqufuqB5+eAObXdaWadXQWFW/rvDa73J5YJnEKZwTaVt9YZ0XLFdj2gRdHvNxFjFwASuWcFle6O1cI4Gp0TVRKk5MogEFGwmllejV1bowkWo+2ir3QJYdqrFY1aKxiGjfrJ5f5KKJlrjRgwJRViuRA5xYGHhbm6mK5SYVxcpzCwk+4EJev8c7meXZyfMmPeKBqnxJlfGgEA1dsPIG7vj5BOvsMn4xursG1NgK7V7XGnmXUHq3Cd7Acosgc6ns9ObwLdpEGbTgqrmYGgE0PDvRkXKwS8KqhwC6iCkR0LF9G/wijEOYwZ+Sq2cNHWYHKERBJVUghENFLy5Kg7p0VDhQ6MleUl4d3EmXaQnOPch8WtVjTpgtP2Cxf+SCglqaS4Z/WIoD/T11l2O5Z+imGZ3r0IT3A9Oz567QC0y8KdBQDILm2BKMl3TzNW8Wlm3Tb3mXU3DAcwHDhzMQWGtjmdetdcgyaWCRzhYttzwVVQcz1LMc9tDaEg+q8UUUhPDWO2copTEjNsRii9twJ157SwmBg0XdYjNS+4YgXAebSPa3GKq4pKLBg7O1YLA1pAhUUX0NXYefMieicfwLpDHZOv5yX8CCnHi3AgTwQVZ8vRatt1MUUymrdy9qwB8TbDadAgJ+40TvvhacYqgeunjkaaQo6jZ/ohs83SqbETiGkMmJoKk96KjKI4XsOYdrkwiUIQ9REWgBi7gOixxo5TnJKkkgCw6YRik+2x+nNafoxdNWdCeY7nMCYQOyoqdg58XY0v/3QC8akSzH2uL4ZeowrZZ7nOsvPmRSTJWbyzzb/J13zoYrpC0xT6jElGYt1BsGD88jRjFbp4KkQpOUjb8CpW31aKG97bij0XGt22sxk+Lcbkp9j0U+OSUZFyN4of6gN5F79Bap4c97zXESlore04t4K9dtk9u1i54YyNVUYZQjHtyFX1pJzdoFnpWLprClpqDI6RMOm9OwoJ6s5rMWBqWtCfM+W+fIy+IRtNl/UejF1s6WNyUdcZYTWzaKk2hLy/yXnigRCyDH4mXzMMC12L3dgFHsL05GkOGWVA6oWTfnuasUwg+qmSuU+hmDsv0A+4nl2wDfwOz44Yu+6NRCGErsUcdCgglqAoCgql2Gn2GdfYccOcfH+OHWkMe3YaTk9mQrrE63Zv37wHTZf0kCUK8fS34wP6LKfBrXEi0AMC8yKUyhSIrn3aMRDUoLE48rb+zsDj4snTLAZgSfTf04x1+JpZ5wtiKT9RKYZhHecf8ey6OTMe6g3Gyjr1gPVEVP3i8NgXY5DWWxGWg14cw55dax3H2KV5N3ZtjSao64xBSbA5hTETbPssUC+CO3XcYmRQMDIJ2mYzUnIDD1n7nK/qwtPsLvijnxoMAlFHVCqYG3WuoSSeXTdn4l09R3mgM0QSAXKHJIbt82I5Z8f17OI7MXb2UFMwxtxbNWawXkRCugQPfTI64HXZCTRf5eppdhdc9VP/Nr8Ev5tQiNW/nMUTXxzA5/vO40GlTejZqGXQfFkPQ5sFSZlSx4BfT+z57yVsWXMBYpkAc57ti77jU3Dr60MgENNBhaFjbZYdQIwdwQ82rToHkUyA1Dw5Bs1MD8lnaJtM2PT2eSRnS9FreBLyhyc5PR/TObt2YydPEkEo9t4bZVent5pZWExMp9t6Y8bDvTHyt1nQayxO+wwInxfRFXx4mt0Frn7qT4/NwMi8VNSKRuM+D/qpZ48l4+NHDgMArnmqCNMeKPD6vpoGExou2NRN7Dm6wVdleN3eV6RxQtz8yiAY2iwxI+dHjB3BJ1iWxeZ3K2AxMVD1iwuZsauv1OHXf10EAIy7NdfN2A2clobH142FRCHo1DuKNliWhabOZlg6y9cBzkUEJp01IGNXUJIMlHhbixcvYvtZPPGlsxfhOi6Gb8KZr4pm7Pqpby4YDRHi8I91MzDzxauQ1X82Sja86qSfKouf63hdVyoqTuFGHnvhpHFClFwfWxqm3fPICQNGrQUGjQUmvRXKHFmnKgbdAV2z2ZFDSnS5WDdd0uPIj7WoP6dF8Yw0DJwWuCF06rHLcb9jjFOKeVPtCCf6Votj/3VlpLk5EKPOwlvjth2uF7H5iZkYkWObwnB3KYWheV1PvuabaPE0I4X95kNIUUjpPQDG0Y9g9lQRsgbEg05Ms+mncmbWScb+xvHarvQxudXisdD4HUq659ETBr74wwkc+rYGALD45wlQBpGsjwW4AtCu06UbL+rw7QpbBZ0kThiUseOqpyizu88Ua+50jIS0zo21RB7aPk7uFIZkpRKXVfcisX8vqBVXUCJ/p9PJ11vWVODoj7VQJItx7XP9eNGwdPU0V84vwf0TCvHe9rN4MsyeZkRw0U+VCoRI5EQmXfVTpfIOoewuPTuugkq7zGFteRs09UaYDAz6T0rtMWN+iLELED415mIBJ/UUF2PHbT+oD1Ij02mOXU73uYFQ+1iJCXRclIDAinAYK4vze5ogjRchLlWMJM7vxfUilPn9IZn7FAodObAMsMM7n3xdf16LqiM2Ff45z/Ij5eXqaY7Ms3ma95RSGJqTgjc2h9fTDDf+6qcyjR1hXkNXxs5FCBoANiw/7dAhfXHfVMgS/I8caBqMUNcZIY0TIj5NEhODYYmxCxCuPmZPaCz3pJ5iJyFDAolCAKPWGrQgdNPljs9J9uDZmQ1WHN1YB6PWgsQMSVBeZDjJHZyAB/81Eup6I9IKOveGnCtO/S/C0bWa8d6d+wEAA6akOmttungRrqFBVy8CFhMg6vgdnCce8BNedfU02WmLsOHtKhw41Qe3Xvsz3rzZu6fZXfBHP5Xb4tOlsdO75+xcb9QDMXaHvq3Bhj+fBgAsfH0whs/N9Ps9wg0xdgHCPWBirQQ+EFo7CWNSFIX03gpUHVWj+bIeZoMVImlgd3pS7XncM68MZQfHecxVmfRWfPq0bTp6/0mpMWPsZAki9Bnjm+IHN4wZyI1UZyLQ/noRrtu1NXFm2SUGb+w8eZqUIgk5g1pRdQR4+z/X4amn94JuqfDoaXYnasvbsOeLy0jNl6PPaKVTxISLUNLRK2fwJ2fXfhMl4iEq5dR6oIgNMxIbq4xCJDwKqsYCLTVcEWj3MFx6H5uxY1mgvkKHrAHxbtt0BcOwGKg6iMKcJljo0x4vyLHceuAr/SalQpEshlghQM4g/0WQu5p44LpfzUYrqk+1oaXGgPgUMQpGJnvcDrAVKgG2RnVeirK8eJpF41JQdUQNjU6OM/EPYnD2Ro+eZnfi4uFWbPtnJQDguj/082rsKIpyKDh16dm1GzuKhqOqlw9tX26uUEL67Lo33LxKTxCDVtd69+wAd43MQIydpqoBA3tX4nStGoUZ5WD1ajfFe64uqaGbetTZAxOQPTBwpX8nXcy4rr2vlisGvHXjbgDAsDkqh7HzhH2WHV8i0N48zaJSJTa/WwEAOLurFcNf9uxpdicaKjumfad0IagujbcZO19bDyRyoWPfcY2d2RCYSo+hjRMeJZ5d90bsFGrqnh4Gl9Z2z04sF3j0FtJcjF0gmI5shbBd8X7/Yu+K9/a72ljy7E5uqQdF29oOgjFkvuCki9nJLDs73JuXFs7ECVesZsbx3golf+0QngxYrxFJEEpoWIwMzu5sAtvNDR3gbOxS87swdu15O0ObpdN9M/OR3tA0mJwe42PMj9FJQSU2zEhsrDIKCXV5eLSROyQB0gQhhGLa44mV0SfO8e+6c50bO2+z1aTVZVjfrnj/1aEqzEv0rHifkqqHrkUYU8Zuw/LTaKjUQRovxP/tnxbSz/Kki9kZYpkA8iQRdC1mpxEwruhaucUpoe11FEkEyB+RhPKdTWi5YkDjRT1Se3Wf6lxP2JVOaAEFZReqJPe9PwJCMQ2JQtjpTcAwD4UjvIQxtcTY9RhCMdOOqT4DQ9nHkE6+I+omNN/8yuBOn0/Jk4EWUmAsbJeenbfZaiKGxd/tivfbTuOGEZ4V768ZlY7V5bNjqjDI3mfXVdsBANsg3Co9jFoLZIkivy/yvk4p55KUKW03dkavE+e1nOIUvioxO6OoVInynU0AgLM7Gru1sWNZFo0XbcYuOVvaZT40PjVw9SCxjDutPPgCFSIE3c0JReuB9fCPEDWch/XIj1Fn7LpCIKJRPD0NQomgy3xdsIr3F1qGALAp8FstDATC6K7OM7RZHDdE8elde0S15W1Yef0uAMDYm3Nww4se5rl1AldVw9e77kSVBFdOasBYWGgajI5J9Fy4bQddDQ3lg4HT0qBtMaOoVNlpHrE7oGkwOW7eQm3UnXJ2ARs72+uEYjogObtIQIxdgOQUJ+CJr0shVgh4uctl9Wow5btxtlaNIuwGO+lOt+KMaOeOt4b5tF2wivcXXlADsG1v1FohT4zuk81pjp0Pnp1TxSnPrQfeSMrsMG6tNQaPxk6ZI8Pc5/pC12xGwajQGx9V33hc+1y/kH9ONGAPYQJAan7wqjQAYLUwaLigg1gugCxB5LjxsRs7igYs5sAKVIyOwa2xUYkJEGMXMBKFMKCKQ28wp7bDylgxf802HHjee3FGdyEYxXup4rDjeaPWwku/VyhxUk/pQgQacCkgCCAvyS0ekPlq7FyKVPKGum+TnC3D5Hvy/V4PoWvsIUwASO3V9RSBCwdaUL6rCQaNGaPn53iUbdM0mPDX2TsAAIOvSnfcjA6+KgPLj6Z7zb/7gj2MGSv5OiBExu7y5cv4/e9/j++//x56vR59+/bF+++/j5ISmww7y7JYtmwZVq9ejebmZowZMwZvv/02iouLQ7GcqMJbcYbp0I9Yd9BWnLH+UBXmJXguzoA8EVScb83JfLFlTQV2f3YJiRlSXLu4X5e9X77mHgNVvI9PFSMxQwKJQgjGwnp7+6hB7eMcOzvBTmOf/+eBuO6P/WHQWHyOOiQ6eXb8TJwn+I6TZ+dDGPP83mb8uLIcAJBfkuzR2HFrCbihS4GIRrD+2OLNE2FsswQ1YDjc8G7smpubMX78eEydOhXff/890tPTce7cOSQlJTm2eeWVV/D666/jww8/RN++ffHSSy9h5syZOH36NOLj+fOWohFvxRkUw+LvZe3FGWWnccNwz8UZprRCKG56MeTr5NJ4Ue/4Dz7cCJoP/uBz7tGueF+t8V3x/vo/DcD1fxoQ1HcKJ/56dkKpABQFsGxgbS0URUEsE/ilV+jq2UUTTZf0KN/ZCG2zGVN/5312WyyT1luBAVNT0VipR2oXcnKA88BUbyoqTsZOzu+lXhonjCmvDgiBsVuxYgVyc3PxwQcfOB7Lz893/JtlWaxcuRIvvPAC5s2bBwD46KOPkJGRgU8++QQPPPAA30sKCSzLYv9X1TDprZDGCTHiN75pwwVbnCEbPDU0X6gTOtPF5GI2WvH29T/jd1ftxtlG33KPdrmo/+7vekJzrMpE+Zuzo2kKYrlNazRcbS12zy4uRQyB0PMdTUuNATRNdTl8lk9YlsXbN++Bus4IkYzGxLt6xUxBhD+M/G0WRv7W9/lwTmOgvDSWm/QcEegePt4HCIGx27BhA6666irceOONKCsrQ3Z2Nh566CHcf//9AICKigrU1NRg1qxZjtdIJBJMnjwZO3bs8GjsjEYjjMaOC4ZabVNdN5vNMJvNbtuHiy/+cBxWM4vMfnEYfE2qby/qOwF0ogqp3/3N9+KM20qRrFSCnv0ErBmFsIb5O7dU2wyyQERBFEd53+c00D/rFNj2xvADz8+B5UQZMORq72/uYUJzq7IU97pMaLZUnQRirELVDnc8kixZ4NMxK5bZjJ2hzRKWYzw+Q4gXD052GBJPn/n54mM4+6utFeCPOyZAFqZcaZ+xSTi4oRZmPYPzBxpRUJIUls+NZkSyjhsSbavR4++lU3ekBISSjt9UrzZj2z8vwqRnoCpUYNSNsTWE1RVfzw/ejd358+fxzjvv4Mknn8Tzzz+PPXv24LHHHoNEIsEdd9yBmhrbDLiMDOfR8BkZGaisrPT4ni+//DKWLVvm9vjGjRshl0eu94YSSQEzheYGNb777ju/XitJnYahzHZsXjQTj37WSXHGTaPRKlGiLHUiTPvPADjD0+p9p+GSFAAFYbwVP/zwPQBAYtFBwriHu4YUHsG69sbw9Qcv4irB1zh6vsFtOyMthVEox8DmA8hjWbxx42iIKduE5sz745GeLsNQbMMbNynAsCwqN3+Ok8kj3N4nFqiuEUEgEcBqpLDz4FYIT3b9GjMkAGhoWw1+H1sXvheCogBJMgvVGP48w+pK25pAs9i8fRPC5Wi3yQQAbFGOH/61B71qY0dMIFS0nqMB2KIEJ46cgf67E27b1B/u2G/nKs/C+J3twDOpgT1rbEUwyoFW1CsO+fXZxhYKNXsEEEqA+DwGCQWRzdvpdLquN0IIjB3DMBg5ciSWL18OABg+fDiOHz+Od955B3fccYdjO9cqoM4kbxYvXownn3zS8bdarUZubi5mzZqFhITIlecfe30HWnRGiCgpZs+e7v8bWK8Du3VNp8UZbOFYpE65HzMiNKXZbLDil2e2AQBU+cmYPdtmcIxfLIOk0d1AWxQs3nE0hp/BDSPyMKF2k9t2xtTekFz7R5g//BY0RcFoyMb7G6bCIkzAgzdNsB0L2t9A8sNK0A0VyDFVo+CaqwGKxsVDrfjl4yqYtFaMnJ+FQTPTQrgHgmf2bNv/jVoLxHKBTxVw597fi+qGNrBmGrPtb+Ajf3x+qyPiMHvZqECW7JFjr+8AYIQiWYw5c0OrAsOldYQBKz7bCQDINJowXbsXkom3AaqisK0hlFgtDGgB5Vdl5JWTGhx9dx8AIDujF2bPdm/R2G+sxmmcAgAMLSnGmNnZAGzH4Z7/2w4AUCamYvbsYX6t9/yeZuz98yEAwKR783D17D5+vZ5v7JG+ruD9CpqZmYmBA52rCAcMGIAvv/wSAKBSqQAANTU1yMzsyHPV1dW5eXt2JBIJJBL3XIdIJIJIFLmyc1vS1wiT3hrYOkQiWOWJqG7zXJxRqzEhU54IgbTrUuRQ0XqlI0SQnClzfE/BkOkwb7kQcO5RPmQ6KIqFKVEFRpmHNauyYWUEyB8RB7G4vWE5KQ3CG5fBuu0jsHWVEFIsKJEI+hYGx36sBwD0Ga2M6DHgDyIPI4u8YU/+Wy0sKFbgc57KbLTCarZVqMoS+D0/tC22YyEuWRzWfZ6aK0JagRz1FToUyPdC0nQBOPEzRLn+NdtHKwe/voyv/u8kUvPkuOapIgyY0vXNW1xSR0GRSct4/D0snMCLLK7jNxNw2lHMBs+v7Qzu+8oTwnsseMLXz+c9EDF+/HicPn3a6bEzZ86gV69eAICCggKoVCps2tRxt28ymVBWVoZx48bxvZyQYtfHNOmsYFn/S+DtxRmf77MVZ6y6aRRaXluAtxaMhJCm8d/9thleLMuAqT4D3do/gKkObxjTeY5dxw0HXTwVovlLkJaaitW3lUIspHHoUrPD0Nm50KjFoUvNkAhprLm9FGlpaRDNXwJ64FSH4n1N2nxYGdu+zCh0rkSzz1aTL1hmCxvDdbhp7EiG+cNtbwzFkp2TsfzIdAhEvt/xOzWU+6CLyeXk1np89twxvHfnPlw+4Xy3bNJbYdbbwlWh1sX0RGFpCuRSg2MqBnN2N1i98xojdY4ES2OlDmY9g+rTbfDVuZP6VKDCHdzasT0toBw3T4EUQDlJhcXIxAMgBMbuiSeewK5du7B8+XKUl5fjk08+werVq/Hwww8DsIUvFy1ahOXLl2P9+vU4duwY7rrrLsjlcixcuJDv5YQUu2QYywY2KoPlFGdsXjQT94wrwmWMwr3j+2Lzopn49Vw9hCYN2OozTlJi4aSlk6Gtjsbwgv7Y8sRM3F3a2+N73F3aG5ufmImU/AGQLlwBmhN+oigKteUdBjKjMM7TWziFeHrCTLuENAniUiQQSX0Le9oxBCAVZqe2vA371l1B+c4m1Fc450F0LVypsPDfyReVKjFiQLmj+MnKWMGc2u60TaTOkWBxnnbgm3oKtxrTe+uB92pM+9+BaGNybzClPVlBZdSoUVi/fj0WL16MF198EQUFBVi5ciVuvfVWxzbPPvss9Ho9HnroIUdT+caNG2Oux85ZDNriV18TALDlu8GwLN66eQySlUpIrn0a+aoiMDVnUbLhVbyZFg+GZUGd2h4xKTFug7GnOXaBNoZzqT3b5vh3RpFnY8eF69kFO9Mu1OLbl0+osfGtc0hIk2DQzHT0m+hj1W6AcMf7+KqeYofba8f16IGOOXYAEKcMrWfnSXihT6EFycUnO4qfXIQXWKMWTPmumJTbq7dPOxBSSM72bTCtUEwjd0gCRBIBMvt7vm5Oub8Ao+dnw6S3IinLORUilgmgazEHdJNujEERaCBECipz587F3LlzvT5PURSWLl2KpUuXhuLjwwY3NGDUWhGX4vtr7SFMIUVBmd/fIYUFdHhMym9eA11/HpbTO8BESEps0Ix0JKSJ0VprRLYXeTR7Y3iNl9yjp8ZwLjMe7o1BM9NRW65F9sCub3iceoyC9OxCLb7dcEGHEz/b8ovKXFnIjR03xOSrLqYdp7l2bsaOO94ntJ6dJ+EFEYCUJE7xkwfhBau1veVl8eyYkdvjTjtQZsv8EjV/7IuxnT7fWeO3/cY82DBmLDWWx85Ko5CghiBaTGASVaAy8iGZeAcogdDtjlY8+S5Y9/0P5vL9+PpwZKTE0vsoPEoRcXHNPa6cX4L7JxTive1n8eSXXTeGyxJEKBiZ7LOyPV85u3CIb6v9bCi3c/FwC87tboZRZ0XJdZlI80FVA3CZUu6vZ5fpXUWF69mFOmfXmfCCycJgWE4ydCYrbli9DfESm+Fdft1Q7DjfYDtHDnufhRgJub3O0NSbHAYnnCOMRO1jfkx6q9+DcWNxcCtAjF1QxKdJkJwtDUidwF6cQVEUtE0m6Fq1kO54HdJm93J+IRW9UmKAS+7xiZkY2SsVmrRxuG8ijWF5HY3hbPUZUFn9g/48Z486cM8uHOLbmjr/dDHtlO9qxvevnQUA5AxK8NnYOYcx/fPAEtIlDpmyVldj1xS+nF1nUzE2PjoNU/q6V21bGYZzjpzBDcPzouoc8UZDZUe+uqvp5Hxi9+wYKwurmYVQ7EdeOEYLVGJnpVHI1YsKcfWiwoBfb7+bOvx9DdYvO4WRxSpcN60CdRp9zEiJAe65R/G1T0OqKgJTM9OWe0y15R7p8t0AD8aOFlAQyWiY9YxPxi6S4ttczy4xw3djJ5FzvVffDXog433sCEQ04tMkUNcZ0VrrLAY9+sZsDJiSCm2zGcrc0LfCeJuK8em+CygtSEWD1oiH1u6NmXPEGw2Vese/U/L4NXYHv6mGrtkMsVyAkuuznAby5g5JhFBi009lrP5Vkttn2QFkxA/BTzQNthDRvuN9Mfp3Y6CqWhPQnDea5yZbq4XBud3NSMyQIFEl9Riy8Cf3aDrlHsq8cKAFl461IqMwDrlDEn0Oi0gUQpj1Jp/CmJEU31bXd4T//PHsuMOB/cmrJKqkKBqfAoPa7JPotCtJmVKo64zQ1BthMTGOEnWxTICUPDlS8vx+y4DxVPz0wc7zOF7dis/vm4C/3zwKN73/S0TPkWBxnmPnn7H78Y1ynCprgKHNgoc+GeU2vXz7h5WoOmJrzyhx0d0MZk5gSp4MOYMSYNRaSBiT4B92YwcA4l79IJ0U2Jw3vlHXGrHm7v0AgEGz0nHnqmHuG3nIPXJxXLC2fQSmrhKwmABRR27o2KZalL1vk4m7758j0G+CbwUcJddlwqRnEJ/Wdf4okuLbdhFooZiGzI++NyfPzg9jN2yOCsPmqHxfoAuJKglw2BbKVNcZocyJnKAB4Ln46diVFox95UesvXcCtiyagUc+2xuxcyRYggljNl/W49IxmzHTt1rcjJ29jkAsF4CmA5tb54lYHahLjF0UoGng5HVSJaAUkqDL+fmAG8pK8tB2ADjnHrmo64w4urEWVUda0X9SKobNvRcCD4lwbo+dykuPnSfm/t73Ey7YyejBeAP28T7x6WK/igC4I1kCGeAaKK5FKpE2dt6Kn1b/chaz396K3c/MwnsLx0TsHAmWa5/rh9E35qDhgg7JWb61HdjhelUGD43l9oiAvy1R3ZXoPAJihIuHW7FlTQVMOitGzsvC8Lm+jflxxX73T1GAQmlL/ndVzl+rMSGzk3J+PvCmnuKKp4t4S7UBX714yvH3sLmZHrerLbf12EnjhEjwI6flL8FMRg8Ui4lxNGP7U4kJBO7ZBUtBSTIMbVYkqSROv8fOtVUAa7sZGzQzPWzrcS1+GtUrFfSgqbgPtqkYFY1aJMnFAbW8RAPJ2TIkZ8uASf6/lpuT7dTYkfE+AEKgoNKT0LWYcGxjHc780uimOOEP9jCmPFnk6LNxvaN924OUmPHkryGVEnNST8nw764za0C8Q+aq6qhnoVaj1oLmy7bPyChS+OX5BII9pCruNx7vLRyDFIVzCNTuDYj7jYdk/pKgw15Oc+z8zJ9xq9zCNdMOAAZflYEFy4sx67FCpHIKJja9dQ7rlpzEV//nw8gGHuEWP5X07QXR/CUQTLkXovlLUFKYi6n9MvD5gYsez5HP9513yO11RSjOoVDLl0m68OzsN0kSD8Zu59oq/HXOr1g+bRvO7W4Kyfqijei95YkBnPrsApgoDdiaStvajR23gMHbHe29DIUh2Uq8ueUkHpnSZpMSO7IpJI3Rzuop/l2shWIamf3icemYGvXntdBrzG6l8HXnODJhfXwPYXKxmGyK8dxKs84ItgHeHwRiGpPv7QV1vQl5QxL9eq1YEVg15j9/dwDNVwxQKEV48GN+Jh6wLOtoKg+nLmZXxU+Smb+D9bu/tcvtTcfI/HTsPlKEe0opDM1JwRubfW95CYW4QKgFC7ienas+JmNlYTHajLwnz86gtqD2rO3840rBdQVjZfHGvF2QxgmROyTBr3RCpCHGLgi4eZVAQ00GjQUWk+2g5CaYXcv57bkjS/pYDPzfX/HGgtBLialrA/fsAFt586VjarAscPmYGoWlzhIz9hAmAKQX+tZHZmfD8lPY8Z8qWM0snvi6FFle1F1ccfWY7ZPRfW2A94eENEnAF4NAw5i157RoqtJD7seEha4wtFnAWGzl6YoQS4U50UXxE3vphO0cuWkUkhRSiK57Dps+rsfxqn5YMHMj3rzZt5aXUIgL+PKel46pUXNGg5RecmT1j/e7Z03aiT4mV+SCe51yPCYLTBDDqLXgykkNAEAoja3AYGytNsqQyAMrD+ei4Zamp9guJPYLMt1+R8sVT44fWIyEe19FSu/+oCkKltM7HI3RnsRxg0Giq8A98zYgT1UXUD4tb0jHye0plFnDLU7xQROTC0VRjlE2/ng+rMtk9LvHFmH3kX64p7QvNj/hLL4dSSQKIVR945A3LBFpflTp2S96/vbYuWI2WB0qKuGUCuNiL34STrnH3dBxz5GCgZDevQqC3EF4+rtx+N13NyHpgdegzO8HmqK6DGVyxQX4Ood8ec8jP9Tis+eO4++37EXF/ha/P6OzAhXu9chTgYpTVMrg+7UrVqXCAOLZBYWzEHSAxo5biWkvo+9CSkwEgJ18F6wH/gfr+QNYH6LG6KLk/SjMaYJ+1CmIJP4nuXM5obuLR9ybuus4np23aQfekAQY5rN7zG8uGA0RbJPRq2rSceBUH9x7S5nP3kCoEcsEeOob/0ZesSzrMHb+ikBz+dt1O3HlpAYKpQhLd02FLoxSYa54zeN68foc0REPLS+sUce7uEAwggXWmnNIUOih1ioCUk/pzLMzctIqnnJ2Imlg1y4nqbAYUk8BiLELCqe8SoDGrmBUMpbumgJNg9ERxvBUzu+tMVoQosZoa5safbPO43StGv3zKsDq1X6HdtIKFJAoBDBqrajyYOzsbQcShcDvnKDzmB/f9j03B2Rl8/CPzyehTWe7yFTVpKNh2AvIuPgPrw3w/mJos03C8DWfGCxmvdWhhhGMZydqD09pm8wwG61OUmHh9Ow6w1vLi9M27bMQ7S0v2nV/5l1cIBjBgqvzgdKbKaz98Rq/2w6ArgtUVP3iYNJZPUZlAtX1dVZPiS3zEVurjTJcR/wEAk1TUCjFbrkQ15M43I3RpsNbHLPD9j8XmG4kLaCQMzgB53Y1o7XGCHWd0VGVyDAs8oYmQiwXQJ4o8rsSM6CZdu3eAFJ7Yc1TOTDonD+zTSdHXicN8P7yn0VHcObXRsSliPHUt+MgTwytodA7SYUF/llJKikqYbs5aa01uohAR4exAzrx+rxsF4pzKJj3TFdIkKgAJo4649e0AzuJGRLMfKQ3pPEiZPV3joyk5Svw1P+8Rwa41y77UF5fcA5jxlZLAzF2QSAQ0hCKaVhMTMjLw0PVGO0tDIMzP2N9+6SFr45UYV5SYOHR3MGJOLerGQBQdbQVxdNtPVo0TeHWvw2xrSGAKe9cTT5fPTu7N3B+bzMMun1uz+tazG7eQDCo641grCzamkxB59B8IRhdTC6JnMby1moD2pxyduGfUu4vm1adw7k9TdA2mZ1CwaE4hwJ9z6TEZDBGLcpr1eibdS6gyIkiWYxZjwWmzRtwgUqMzrIDiLELGrFcAIuJCUvjbygao0OtG1k4VommS3rkDkn0Opg1EKPC9ewMfuTsKIrC2R0dfUUDp6XhxGbbvDmuB8NHz59dBDo+VRyQXNO6pSdw5aQGFiODRV+Vdrk99647mJydq4qKrik6PTtvnNvT5LjB0jQYnaqcQ3EOBfKeGlFfyC9+Z4ucLA7vjEogmDAmKVDpsYy6IQtWM4v41MDueHd/dgl6jRlxKRIMv1bVZTiDj8ngXEIdHu03MTUkA0uDmWlXvrPjznvI1RkOY6dr9r3fqCusFgbaRtvv4q96ip2aM22oPGjzurmizN7gjvcJxrPjSsO1VBsgTxZB1TcO2mZTeFsPAiR7YILD2F0+rkb/yWlOz/N9DnX2nlmJMqTHS5EkE+G9hWOgkfVH0uSFEH3xN8fU9a8OhX/+npjTNuBPVCpWx/sAxNgFTbBNlTs/rcLlExrQQgojrvNNbozPxuhI6UYyDBuUOG1AOTvYTla7Enx6bwVyhySi96hkyJNESPezIrQz2hpMsEdn4wOYPgA4z+0z6axdGjunMGYQd92uE8tvWDYQU+4rCPj9wk1OcUc48PIJjZuxAzrOoWoNf+ICns7Lj+8qxaTCjvl78fpTsH7xJ0gYztT1badxw4jAIidGrQUGjQUmgxVp+R29qkd/rMXOT6sglgkw6Z589B7lPBhZoRRj9jNFEMsESO/te4+rkeTsCIFilwqLU/oe6vIqjrv9LJ4IoDE6ErqRf73mV1A0hbyhibjpL4P8fn2gnl3lwRZHxWJhqRLpvRX4f//hR2mEizoIqTA7ru0VXTWKZxfH4/o/9YdBY/F56rsnklxydrFGNsfY2acCuGI/h/6731lcYPUvZ/HEF4GJC3gSLJhUmAGzlUGdxhCS+Xtv3rAbdee1kCgEeOngdMfjjVU6R7h+xPVZbq+TKISYer//NzCFpSmghTQMbRak5vsnBBFpiLGLIAzDoq3RLhXme3jIVUpsRE4Kdh/pi7tLKQwNcDJ4KEI7XMxGK6pPaSCNFyEpU4qGCzqwrPMF3R8SM6S4462hkMQJnS7OXdF3Qgp+/9MElO9oQtYA/jw5V5x0MQMMY4q53qsPoaa0fIXT3X2gxKWKIRDZmvZbYtDYpebLHS0vl094MXYu4gIj81LB9OsQmA7kHOK+58+LZqKk/bwcOfgMlHIx3rllNBb8YzuvkRN7oZZRa3WKlnBvAD312QVK71HJbl5irECMHQ+wLAuLiYFARPsVmtO1mB1ehussqk4/z0VK7LsDc7BrqxQHTvXBfbduC3gyeKh0Iy8cbMG7t+2F1cxiwh15KPltliPE528zuR2xTIDBV2V0vaELFEUhNU/uJHIcCtR1HTcKgRo7CQ/aq4FA0xQSMiRovmRwm1geC9A0haz+8ajY34LmywZbrtGlitR+Dr1x42iIqTh8f3oeblj0GzCDJ2P4+lcCEhfgnpcyUQL+sW4qqmrSMeB3v4V8/5tQUhre5+9xW0xMOqsjfO0kF0ZG/AAgcmFB8/nzx/HcwJ/w/OCf0XxJ79druXf/vk6x9iQlphP1AmBrjDbNWOazTJK397aHYVa1q8ivusl/FXku6QUKh7TXxSOtqD3LVU6JrVCIr3DDmAHn7IIowgmWm1cMxuPrxuLJ/5XijXm7sObe/dj4ZnlY1xAM2YOc83ZcuOeQTpOJdz67Hiklg3FudxPeeKABr703B+L4Ar/OIdfzsrnkDxh8+3iMvy0X8QMHQnrbqxBlFkJIU7xO3ODmzbg5Wye5MC+eXVujEQ0XdU6C7N0Z4tkFCU3D4Z35237AnVBu18XsEg8ySbLEK46ntUYFEgNsjPYU2jndOAT3TQg8tAMA8iQRUnvJ0VCpw5UTGlw51XHxCdSz45NPnz6KCwdaYGizYOnuKby0HQQz3seOk9C4D8au+bIejJWFLEEEaYIwqAIge6iqrcnkyHsJwqQEwwfZAznG7rgafcdzRMjbz6GTxxX4ZP0QWBkB+k9Og8XEtIscy/Hlznm4957jvp9DLudlb4EQvSdzN0iG5MZlsHz2PGory3mLnHA9O26lpC/G7s35u9F82YC4VDGW7Jji0+dpGowQimlIFMKwKQPxBTF2QSJ2qZjzB4+6mF3gSSZp1mN9MOPh3pAniiCS0qAoKqDGaEcY5qbRELI23cjsqSMwcP48lGx4NeDwKADkDklAQ6UOWcoa9NduwAXVaFysSQ/K2FUdaYW22QTGymLgtK4Him5+9zz0GgsKS5UoHKOEQGQLbKjrjWhq98qNWisv/UOzbmIwNW8zGpTXIbVXYCFT58kHXYcx1794Eie3NAAA/rRjsl+hcW9oOT128hhoKLeTU9wxBePScee8nf0cMm+oRnFLPeortI4IQ1qBHPUVOpzbo0bbq7cicYrEp3PIF/ky0DQsbS34fH+l29T1QItivHl23BtviYepB0BHeNPsR5/d6rv3o+Z0G0RSGsuPzPD5ddEACWMGSaDNmYCLZ+fHhcn1hEpIkyBJJYVYJnB6zi9DxwnDSJWFeOez61FVk44kldRRrRloeBToEIUeO/QE8jMaMGbICYjlAiQFoAloZ+2zx/D+/QfxyVNHu9yWZVns+uwStq65gA8fPOTwxgFnVRCu6HEwSKu2IN5wEQWKfQEbT672qi83UnwpqHCJVqmwrkjrrcCU+/Nx6+uDMedp9yIPiqJQcl0Wbn9zKJ7YUAqKokBRFIbNtbX/sCxw+Nsav86hrrZ1LSy7d0Jf0IOm474J/QKeuOEkrsD17PRde3Z2Y2fSWX1WMbK3HsSaegpAPLugcbr79qPfC3DN2UX4rpkThjlxYTLadDZVFXvPFeVBRd4f3cjcIYmQSw0o7lOJ07VqDCqsxMF6/wp6XLHntOwna2cXm8YqvWMqeq8RiU6q79ySfm2zGcrcgJcEgL/5aFn94zHtwQJIFEKnCRLesBs7oZgOaEoFF12LGeW7GvHLRxcdj8WCVJgdgZDGnGd8G5jKPW6Gz1Vh01u2Y//QtzWYfG++35+tV5vRfNmApEwpZIlCx/t7m1FJ9Z8UcOSEe1PjnLPr+Le3AhVR++MsaxMt8OWYsRvUWFNPAYhnFzTiIGbaJamk6DU8Ecpcmc8FKqGCOzusuabjROGW9dt1I+ULloHyUyA5e0A8SorPOcSlWTAYOci9Is0f7He1LNv5vmeqz8C6YQnyVHUAgCKXIbJcj0Xrx9Rmr5/H03y07IEJuObJIkx7oMCpUdobjgsRD15d0yU9/vXYEac5a7Hk2QVKWoECOe3FLZeOqVF33v/ijfJdTfjbdTuxZPQWbH63AkDnMyqDiZxwjY7RQ85OKKG95tb8HVHGsiyM7VMPYtHYxd6Ko4xgwpgT7+qFiXf1CnoNbY1GHPymBroWM7IGxGPwLP9L8oGOO1xuI7GnHrYuwzUexKWFAEYPPeWQSFp/+CJmD98Ptm6a+xv4KJHkWq3oTb7IevhHKHEZY4aIcLEmHUXjnN+b69np/DB23kS0jQcDn48WDHwNbgWApEz3m69Y8uw6o7XGgOrTGvQZo3Ty8O0Mm6tyFOUc+qbab7Hl1pqO8yfRPl6ni6nrgUZOnDw7jrEbdUM2mq8YAHgPT7peuxRdtM+ZDYwj/C+JMfUUgBi7oHEuIghvebidtiYzNvz5NACbVmegxs6OXX2jpcbg95w5wLu4dKK8QyLpnW1nMH9EXlCz99wlw9zXyurVsJbvRnl76PSn/RYnhQ3AJWfX4nvOztv3pEM0Y7AzGKZjcCsfd90KpRhCMY0sZQ1mjNuFn3aMjTnPjmVZNF/S49IJDRgLi2FzVACAw9/X4n8vn4ZQQuOWVwdhyNUqp9cNm63CtyvOgGVtocwZ860wbPsXpJPvAJ3ZdWi0paYjPWG/WQxk/p4vFJWmYNFXYyGNEyKOU9Hty020v56dIYYHtwLE2AWNUzWmnzk7vnDKOfEQhht/ex7G354X8OvDNXvPlzE/zKntYKxWx1y+adMvuYltu+bsouV7siwLi7FjokZcJyLMtryl7d98eHYURSFRJcHYASdQmNMEzZATUCh/G/T7hhPGwuKVq3+F1cwivbfCYexObbNVrFqMjMdq4ESVFL1HJ+Pc7mbUV+ig2f4t5A3nYT3yo0/GjhsZ4eqM+jt/zxfkSaIuZeS8wfVqzYauw6axPN4HIDm7oJEEEcbkC+5QUD0Pxi5Y6OKpEM1fgrTUVKy+rRRiIY1Dl5odBsDOhUYtDl1qhkRIY83tpUhLS4No/hLQA300dpy7S0tzA9i6Crf/TId+dAqd9ss45LZNoqAaCQrb2vwxdqH+ntomE54f8jOWjd2K/75wvNNtucUJsgR+LkTpOaxTQZFCFlvSYQIRjcx+thaE+gotDG0WmHQWnN9j04xMypIivY9nUYPhczMhEFEYcVUcJPUHcLpWDebsbrB6z/JjXFq8GLtowzmM2fWNeiyP9wGIZxc0GYVxuOudYZDIBVDmyHx+nbrOiL8v3IP4VAkGTkvD1N8FriovFNMQywUw6azQtUbe2AHhEZfmGru4E6thOXzRbRvuXD5vodNUAPNmpuDDr671K2cHhPZ7OjeVd34xMmg61h3MlHIuQ3qfcZpWL6neBWSGb+YaH+QMSsClY2qwLFB9SgO92uxQ8+k/KdWrFzX8WhWGXJMB8bmNMG63RQYOPO/b3LmW9pydPEkUEakulmVhNjCOnltv+BvGNBJj17ORJ4kc07f9QV1vRONFPRov6qHqG7yKiDxRBJPOGnQY02phQNFUUC0BdkItLs0tUGmLH4P4pksBhRTTE+QQFE7GTSsGIb23/w3gofqetotVe7VpFwoqeo0Feao6zBi3C/WJ1wMo9nn93gptChL2d8xca59WL8gJ38w1PuAqqbQcOYq0pq+QpxqBizXp6D+5Y86i6z4Qtf9nOORfsRFjZaFu1xP1R6A8UBgri4P/q4ahzTYVY/jcTGibTFhWWgaKAgZfnYHb3xjq8bWlt+Rg2BwVxDKBU77PG4Y2TqM6MXYEX+H22PlyoHWFPEmElmoD9K3mLnvOOuPYpjp8+vRRJGRIcPWiIoz4jW8z9rwRKnFpoMOzE0lpNEhHI2/+oIDm8omvfRr9A5zLF8rvSVEUxHKben9XxU95QxJx75MNEF1qQq+cYwB8V7fwVmijoDkz18JUaMM3ORyNzPi6MmTE1WDMkBO43JiBwrEdBtrbPqD8LDbSNBgdFYvhMHaggM9+fwwsa1MpGj4305G/Zll0KukVnyrxS8yiaJwST31TCkObNaDCtUgTcmP38ssv4/nnn8fjjz+OlStXArC52cuWLcPq1avR3NyMMWPG4O2330Zxse93o7GOfbQP4LsIdGfY83ZWMwuTznsZfle0VBtgNbNovmQADxKR3mfvBSGRZKfkukyUXJ/pVHAS7rl8djzNMgt2PhpgM+hGrbXLMCZtaYPg0j6crlWjCPvA6tU+N7KHq6AoEqj6xoEWUpAK9ciSnnLkH08apE7nCF/7wKntIAwGgaYpSBRCGNosjh64UE08kCiEUPWN73rDKCWkBSp79+7F6tWrMWTIEKfHX3nlFbz++utYtWoV9u7dC5VKhZkzZ0Kj0Xh5p+jm3J4mnNxSj7M73D0Jbzipp6Ty49nZ8TfvxMX5ZA3+zjQUEkl2BCLarbLSHlIU9xvPq7p8VzjNMntsBu4eW4TDF4qD/p72IoKucirBNLKHq6AoEgjFNFRFcRgxoNxJ0KB0VKXTdnztA+5IpKQwFafYq5LtBSROupgBzovsjoTMs2tra8Ott96KNWvW4KWXXnI8zrIsVq5ciRdeeAHz5s0DAHz00UfIyMjAJ598ggceeCBUSwoZ7993AGYDA1W/ODz1v3E+vSZQXUxvyDgVmbpWM5KzfS+W4dLSRUO5v4RCIqkrAgkptjWZoKk3QtdiRv6IJIdIdCDfU8go8I91MyDtMwAjnl4Q1Pe0X6yMdv1CbbPH/JrJz9ySK5GYVh8KPOUfi4dpMVBw0qkq9/pxu8HWjXfajqKFkFy/GKlb3g94HwyelYH/OzANrTUGyBLC05cojReitcboMHZOEw868exaaw04uaUBJr0VOYMSYnYoq6+EzNg9/PDDmDNnDmbMmOFk7CoqKlBTU4NZs2Y5HpNIJJg8eTJ27Njh0dgZjUYYjR13TGq1rfzXbDbDbI589aFIJoDZwMCks/i8ntb6DqMiS6KD/h7KXAmyi+MhSxSCYa0Bv5/d2FEUIEsOcl0sA/OpXyGiKCT36gfhNY/DKk+C1WwGUvIhXPBnJP+wEnRDBYynfoVo7M2An6HMzj63s9DpA0rnz/vvC8dw4mdb/9XvN4/rUL7w83vGZxbh319NQb1WiEEqMaxBfk+RzLYdY2Fh0Jlg/d/rkDS6X4B9zS0ZU3tDcsMSzx8mjoPguhdAb13TaaENWzgW1JT7YREIgSg4/7gYPeyfqWmAxeqboIExtTck1we3DwQSQNnLdvyE4/rE1Yg16I3QazqulUIJ5XUNNefU+PJPJwAAE+/ORe6wzgvlzu9pRvNlAyRxQhSWJkdNRaav+zgkq127di0OHDiAvXv3uj1XU1MDAMjIcFb5yMjIQGVlpdv2gC3vt2zZMrfHN27cCLk8tBOnfcEKCQAammY9vvvuO59eU3laDMB2kP66fwsEXQv3d04GUHCX7Z8Hyq8AAc7ZrL0gBUBBGMdi408/BLUkAWPBEIsIJkUfnJAOB7t1h9s2lLQEAxU0xPpmHPn2G1hp3w9Jix6o+lkIq5GCXMUga7ztjjbZWI9Sl7l8h68U4p7xwJAcJd74+SQeMbVh51f/QrMkDQDQqBHBfjps/N9mKLJ8U4F3+54Jw5F1px5ZAFirBt99dz6o79na1nGcfPv1DyhglRjInkedWo//9+ken3NL79wyGukJMpy2puBSF8fowOZGSDRGj15xjcYIfU0jTv640ef9E05yGB72z48bY2ofqHWcY+SrH9B0UgDA9t3OVpyC9jvPPZqaKgqALXpTfroC333XeYj99Kci1B+wHbclzxogS/P9HAklOp3Op+14N3ZVVVV4/PHHsXHjRkil3sNgrtWCnVUQLl68GE8++aTjb7VajdzcXMyaNQsJCf6ryfPN2dV7UNusBawCzJ4926fXnH5nNwAdxHIBrr3et9eEGquZwa/PlgEAMnolYPZsD7qV/sJeC1AUOhcvuhZgWWT6WRGjbTbhz3/6FQDQb5ISs2e3l1j/+m8wtSzevGk0RO1z+freMBrC31pR8t3f8GZaAhiWRWm6ABhv2/c/nDqH2j22Pr0Rg8aiz1g/Qzoh+p6tPx9H8ymbgPWkcVORnD0bqC1H2nd/873q9LZSJCuVEM5+AkMyCjHEbWvu92Bg/vBbvLv/gkev+Iv9F/DArBQUXHM1P154KAh2/3jZB+9tP4snv4y+fdD683G0nLEdIxPHTcMZphFnYDNcw0cNQclszxXVdee0OPzmHgBAZnoOZs8e0OnnNH53FPWwRT9mzZnOS60BH9gjfV3Bu7Hbv38/6urqUFJS4njMarVi27ZtWLVqFU6ftmk41tTUIDOz40eoq6tz8/bsSCQSSCTuYSWRSASRKPJ6ffaqLrOegUDg24TotvacXUKaJCq+AwC01ekdklNJWbKoWZc34pK4TbEMRCIRWJaB4cxOCCkKAmkB3vlwPNp0ckwbmARRTjqEt64A/c1roOvPw3JmF6ST7wRF0YhP6Ti+jG1M1Hz3qx8vwtT7CiCWC6DMkkMoooGcARCGKL/GXDkFcAqKRvVKBT1oKu4Dd1p9GwQNFaB5yrHyTpD7x3UflOSkYPeRvrinlMKwvM73wbevnoE0Toi0Armb5maokHFEBCx6wMoRupHFib0ey/KEjmPeYmS7POa5ucD4ZClEougofvH1XOXd2E2fPh1HjzrH5O6++270798fv//979G7d2+oVCps2rQJw4cPBwCYTCaUlZVhxYoVfC8nLHCTwGZ912X/LMviN8/3g6bBBJE08neGdlpq+C1OCTVCMQ2BiILVzHZoY3LU5X9YOxhtumYAQNYAW8m0N3V5eRJXDDp68lDe5KxC1cgeiYKiUBDM/nHdBwe1N+HrrRYcONUHd9+0FW/e7HkfWC0Myt6/AJax9feFy9hxtVCNbRanakxvg1sBQCwNTAiaFlIQSqLnuuUrvBu7+Ph4DBo0yOkxhUKBlJQUx+OLFi3C8uXLUVRUhKKiIixfvhxyuRwLFy7kezlhwXXyQVfGjqIojJyXzesaWmoMWPvMUWhbzOg7LgXXLu7n93t4E7CNZiQKIXQtZkcfGldd/tKfbCFZabwQydnuc/m46vJ8tW58+sxR6FrMSM6W4vo/DeBFicYbfDey23sFhe0z17jejmPmWrtXbDoVWG9kOAlk/3jaB7LNegBHUVWTjsPCRzEy/78e94Gm3gT7GLpwnj/xqWIkZUkhjReCoimMnp+NPqOTYdJZkTvYe5rH3/Fk3Fl2gYpWRJKIlNM8++yz0Ov1eOihhxxN5Rs3bkR8fGw2LIo5xi1SYtC0gMK53TYvxh+NTi59J6TigY9HoqXa0OlJEk1IFIJ2Y9ex3ymKgrbZhNb2UStZ/eM9npzcx5wGuPohBu3Kud1NaK0xIi5FjHlLPZT+8wjvjewhmrkWKQISNPCwD9L7dOy7qnIa4//ieR/w3bbjK1PuK8CU+5y1dX35fKGkQ47O7MN1y+7ZxWrvXliM3datW53+pigKS5cuxdKlS8Px8SHHSVC1Cw3DUMGdfKAL8GItTxI5SSjFAnYv2lVhpPpUh0BBZv+ub6IUnDCmttn3mXZcrGYG6jp+dRGbLulx8VALjDor8kckOY2k4Tay26tOLxhG4L4J3PyarZGd8iHkGKqZa5HCVdDAc/7Ref942gfpvRWgaIBlbL1p3vaB87SD6JfToigKIplNQN4nz679HItFXUyAaGPygj2MKVEIYDF1PReqtdYAg8aCuBQx5EkiXi4aQjENicKmoxgtkw/Cgf3EMxsYWC2MQ1Hlyqk2xzZZ/bsW2pYnBx/GVNcZHWGspCx+jN25PU34/Dlb6fhvlw5wNnbtuSVu1emQOyegz5zfBJxfC8XMtUgRaP7R9buJpAI89OlopObJoODMFHTdLtZy3oDtRt0XY2c1M46Zd7E4uBUg8+x4YfbTRVhxaiZeOjgdeUMTu9x+zxeX8dfZO7B0zFac2FzP2zrsKio9ytgpPCfZr3A8u6wBXYdkuTPg9JrAhvBy7+yTeTJ2TvMSdR3rsofoaIqCSF6Adz67HlU16VBmSzvya/n9QFMUTKd2gGW7vgnrTnD3jzK/P6QLV4BuF/sOZP/kD09CXIqkUyPPldoLl1SYJ87tbsLxn+tQvrPRIUrtjZRecqQVyJGS23m/MjdNEC3N5P4Sm6uOMvyVltLUd4TJEngQgbajSBKh5YoBupbAJh/s/+oK4lLEUObIkFbguQow2uDeZRq1VieJJpGMhtXEIqOo6+8iENJYvHki5EmigHMSzjmbwPKmrkhcvp8DTm6psn460gbUQnBZD2WO7aIVa/k13olA/jFSObumKh2+eeUMDG1W9JuQgmOb6nDhQAsA4OVjMzqdfPDI2tE+fYbZaIUyVwZj+yihWIQYuwigaeCIQPNo7OyeHWOxleL7cwdmMTFY++wxAEDesEQ8+vkY3tYVSnIGJcBssFXAck/qm1cMwoLlxWipNkAk8c14BVrYY6f5Cvdix8/v6lQxx/FcubmlUQBG3ejezh5L+TW+iUT+sZUjtZeQHr6cncXM4uiPtqbyhDSxIyQpEFEQivkJ3iVmSLH454m8vFekIMYuAnBFoPmYZWeHe8elbzX7ZexiMd8AAFN/V+B1yjstoII2YP7QUq13/Js3z66TaeXdKb8WCvjcPyadBfu+qkbt2TYkZUkx9X73Y85+DsWnSfyO9gQD9zw3aCyOm6LOeux6IsTY8UBteRt2f34ZJp0FA6enY+DUtE63b2v37GSJQt7uvABnY6dt8W/yQbTkG2KZFq5nx1fOTuHcw0mIEBSFr5adBMvaogmuxo5lWRSNS0FLtcGpjSUcSOM6jhGD1uLw7Lg3SgRi7HihpdqA7R/aRKzj0yRdGju7Z8fHaB8uTu0HflYUtsRgQznfnN3RiAsHW6BrNmPKffl+74fm9n0oEFG8eezeCnAI4UUsE0CZK0PjRT3qzmvBMKyTYABFUbjl1cERWZtIJgAtoMBYWRg0FkcEwJfBrds/rMSZXxth0lux8LXBSMzovuc+MXY84C2v4gmjtiPMEJ/Gr5Bq3/EpEEpoKJJESCvwbxpEazX/+aZI8clTR6BXW5A1IB6zHuvjNuDVGye31mP7hzYx6CHXZPht7Cbd3QsNFTqYjVbelFPE3DCmzr1K9MLBFvz78cNQZsswekEORv42i5fPJbiTURiHxot6mHRWtFwxhDVE3hkURUESJ4C+1WILY+p9D2NWn2nDqTKbuLNebUGiZ3linNxSj92fX4IkTojShbnIH57E1/LDBjF2PMANF3TVr+I0tDWFX6PSZ4wSfcYE1hQeqzm7k1vqseHl0zBqLbjqsUKMXpCN09sboWsx49JxNa55ssjn9wpWH3MUzxJwACCS0o6GZk+CBU1VerTWGNFaY0TxzHTeP5/QQUZhnKNVqLa8LWqMHWCTxNO3WtDW2CFZ5ouxE3O0eTtTUak9r8Xxn23fvXh655GraIX02fGAWO57XsW5EjM6RmQAsRvGtJgZNFzQQVNvgrbFjNZao8NQ2cWffYUvyTA+oSgKCWkSJKRLPJZ8N1/uKIpRBjidnuAbGYUdLSy157ROz7FsZGe7SR1KQh3XH4kvxk7mmz6msa0jqtCV9m+0EpurjjKcwpjazhuSnTw7nnN2wWDXkaSFVFStqyuc+9AsqD7JaSb3QSaMi7MYdGCSYaHgD9sne32uqarD2CVHkafRHcko6lCvqT3b5vTchuWncfSHWiRmSnHzK4OQlh/ePlXu5AM7vuTsRD6mYAxcY0eaynsuEj/UwwfPSseL+6ZCU2+CNIHf3c+yLAxtFuiazaBo/8ru7Z5dQrqk0ybUaINbiWbUWl2UU/z07JIC1xdV1xthNTNISJf4nCPkgybi2YWN9N4Kh3BybbmzsWu+pEdrrRGttUaIpOEv+XdtM6JoZ4F6bziN+enMsyMKKgTAVg1lp6swJkVRkCWInJQ++KKt0YQXx9nG2gycloa73x3u0+usZgZxKWJYTEzMtR24enbcMLH/nh1HDNrPnN2v/7qIze9WgKKB331QgsLSFL9eHyj2MKY0TghZIjmdQ4lYJkByjgxNVXrUndM6qRTZc960gOJVFclXBkxNQ0qeHJI4ISbf0wvSeGGXUmGA72N+uGFMYux6MDRNQSSjYdYzES0P5xpQfwosBCIaz3w/HizLwmKMLQ1FtzDmadsdt1BCIzXfv4pUeRA5O3uPHcvwq4rTGYyVdXjkydnSHts8Hk4yChVoqtLDqLWipdqA5CybNx3pyEjpLblujwmEXa/DKWfncxgzNpvVibHjCYlcCLPe5LE8PFwEO/mAoqiIhGCCgduHpqk3obFSBwBQFcX5HU5UBJGzC2WBzy8fX0TlwRYYtRbc8tfBjpsadZ0RVrPt7p3k68JDUWkKBCIaGYUdx5fZaIW2yXa+JcZQJTPgYuwMPhq7GG1Wj81VRyFF41Ng0lqQkNH5XX3Z+xccuR2+p5UDtiILo9Ya1LTtWIIbhqk82AJ7UZy/+TrANspFJKVhNjB+77/mdqkwWaKQ9zDPhQMtOPxdDQBbL5Td2DVdIvm6cDPxrl6YeJezDmlrbUfoPNbSACIfPTsjZ3BrLOX0uRBjxxML/+qbesIv/7qIlisGxKWIQ2PsEkVovmyArjWwyQexhkBIOwwUt/rb33ydnfySZDAWBil5vodAGSvrqGblSxOTi7cxP05tB8SzixitUTK0lWVZnNzagEPfVEORLMaI6zKRO7jzkWMpuTKULsyFWC5AfkmS1+06ppTHrsmI3ZXHICzLIom+iHnzduHg5akh+YxAJh9sfvc8Kg+3IkklxYyHe8dU6wFgOwHNBlvYccHLxbhySoOCUckBvdfvPijx+zWaeiMYS3s4kSdNTC5iL/qYvUcnY+Hrg9FUpUfv0YF9X0LwRGq0D5dD31Tj02ePOY5DAOg1LLFLY5dWoMC8pQO6fP+S67PQ1mByOhZjDWLswohebcHo4hMozGkCZMcA3MD7ZzjnnXybfFCxv8UhGTTj4d68rynUXPNUEViGhSJZjEERUBEJtfqMt5l2yVkyR4EEIbxYLQwaL+qRViB3NnYRCmMKpQInQwfwO/XAHyWiaIUoqIQR7ZVGFPepxOlaNfKTz4DVq3n/DBnX2PlYpGK/WAtEFBTK6FF18ZXR87MxaqIOvRvfBFN9JuyfH4ppB1y4YUzXMT+E8LN+2Um8MPRnvHr1rzapttrIe3aebmrFMVpIEiqIseOJ7187i5enb8ey0q1ouKjzuA17ZjtYMJi/ZhsYlgFzajvv6whk8oE955CYIeVNwDjcWA//CFHDeViP/Bj2z27m3Nknh+Bi54/QOCH0iGQCRxVsbXkbxt+Wh1v/NgRzft/X73YXvvBo7HxQULFjtTBdCmLEOsT084RObXZIN5kb68FK3fvVxJe2Yt2hizhdq8FXh6owL/FHSLMHur+ZPBFUXGCCzvIk/4ydUWuBXm3zFmJJAJoLq1fDWr4b5bVqFGI3BBPvBC1PCOi99q27jF/+dRHaZjMWLC9G0bium8O5nl0oSs8lHrRXGSuLU9saoMyWIjlbFtOFA7GGiquRWa5Fv4mpyCiM6+QVoceTXJjEh/yaxcTgD8N/htXMoveoZPy//4xy24ZhbIY9Vm+E7ZAzhCe4d1GSA+/C8mul2zZShsU722xhtr9vO40bRuTC8vkLbtuZ0gqhuOnFgNYx/NpM9B2fAnmiyKeQpFN/WIwaO8OBLWAsVsxfsw37n5uDmm+/R9aNNwX0XnqNBZeP2yTHuDqmnXHt4r6Ycl8+mq/oA64C7QzXxnkAaK014IMHDgIAimek466/D+P9cwme4Ro2V43MSCH10Ojti2cnEFGOKQnePLtLR1uxasEeSBRCjL8jD1cvKgxqrZGCGDue4N5965WlUFyuQq1ahwc/2Y3qVpvH16I34UKjTS19x/kGDFj2PyTJbAYpM1GGdxeOQUaCHLLBgVdqJqRJ/JIriqUeIbatCdC1uj3etvt7/HDE5jGvP3wR18f9ArZutPsb+OAxK5K5Y358M3YCIY2kTGnIPGOxhwGuTj12OdH9u3U30vtwpx9Eh7HzJM7sS4GKTUiChlFr9RoiN7RZwbLt7QcRnu4QDMTY8QRXdLVRPgaZ8wcgbcOrWH1bKW54byv2XGh0e43N8GkxJj8Fa24vhVKZAtG1T4NWha/yqSVKeoR8Qfft3yCuP+f2eJyww2N+Z9sZzB+RF7DHzA0DR8uYn+RMGUb8JhNihQC5g23h2eZLpMcuUkgUQiRnS9F82YDKg604sbkOiSoplLkyyOL517z1BZFEAIGIcuQSAd+rMcVym+qSNwUVQ5sFeao6zBi3C1r5fACxWZlJjB1POMnuaC2gVUWQ3roCqd+8hi1PiPDI2j34YOd5t9fdXdobq24eDTqjEJK5T4FSJIVx1dHRI+QrskHTYN5SEVKPWRGFxi69jwK3uIgWNF3mFMUQ9ZSwk9EnDs3tv8EHDx4CAEy5Px9znukbsTVJ44SOY5YWUBCKfas/tF+7vHl2xjYLxg61tUw1ULsBTOFjuWGHVGPyhKciAkqRDMn8pRD3G4/3Fo5BisI5h5aiEOO9hWMg7jcekvlLeDF0FhODfesuY9sHldj/9ZUut2+NIWNHF0+FaP4SpKWmYvVtpRALaRy61OwwdHYuNGpx6FIzJEIaa24vRVpaGkTzl4Ae2LWx87fAp7XGgO9ePYMd/7mIS8f5byXxBlc9hRi78JNRZAtl5qnqcM+8DchT1UU8DcANZQ6YkuqzepJdMsxbzs6ibnW0TCUbj4SkZSocEM+OJ7yVh1MCIShZPGraTGjS2XJAcrEAOpMVTToT6trMUMniQQn4+SkoCvjsueMAgPwRSSi5LqvT7QdMTYMsUYiWamNMNCiH2mPmTj7wJWdXe06LLWsuAACm/q4AOcWBVYH6SxMJY0YUe5GK3ePRDDkBeeasiK7pxpdsld3SBJFfx6Hds7MYGTBW1k37Mlm3z9EytX/xHDCntkMwfA5/Cw8TxNjxhLe5UCzLwHTqV3y+rwJCmsbK+SW4f0IhVv9yFk98cQCf7zuPB5U7IJ14OygqeEdbIOJMPvDBMxk0Mz0iqiPBYPeYrT+9i/cWUthw5BIatR2Gye4xU0XjIJjxoF83EtI4IWghBcbC+rT/nMLAIWgod4VhWNA05fDs5EmimJ0vFstkFMZBLjU4PJ5BhZVoTolsw3+gMxTtxi5BoYXp0jlIXKo408w7O1qmDoemZSockLOEJ7hjL7iSTmz1GQhNbfj1XD02PzETo3qlgh40FfeBxtDcFKz86QQeMWnAVp8BldWfl7U4Jh/4oKDCVJ+BoexjSCffATozcvkGfwmVx0xRFOSJIrQ1mnwa4NpyhRNODFEYmGVZ/N+EMhg0FmQUxuGRz0c7hKeTs6M79NxdyewXh/+31AD2IuNoeVHq9gH4TUTXFcj5bL9Rv2HWZgj+91+4mmw5zWmZKjuNG4bz3zIVDoix44mUPBmu+0N/iOUCZPbr6MNhy3eDYVm8ceNoSATx2HhuPuY+PBui/pNQsuFVvJkaD4ZlQZfvBng0dr5OPuAqj8SSsQulxyxPshk7fz27UPUpUhQFs56B2WAbDtxabXBMoSb5utDjqeVFCCCx9Rd8eaij5eWGxJ/AFnmYfhJGjyeQ81ncPsPy6Jl+6J27C3URaJkKB8TY8UR8qgQT7shzesx+QRZSFHSaTLz//XQk9U4BRVGg2nNPym9eA11/HqZT/IUy5T5OPjA1t4BpVx4pwm6wk+4EJQtPzilYQukxT7q7F0x6K+RJoi5vFpo56imhmHhgRywXwNBmgVFrQVuTGbIEIfRqC5ljFwa8tbxQDIu/89TywgeXDlyG8tQunG9Uow+zC0Ifz+fJ9+Vj5LwsiGWjIEifibQfXov6lqlAIMYulFhMYBJV0ECFf64qgJURYNDgjoPPkXva9hGYukrAYgJEwV8wXfUxvRm7xs0bkWBXHlk8B8IYSjzbPea3bh6DZKXScbJRPHjMYxbk+Lyt3bOTKAQeJZv4wi79ZNRZkTc0ES/umwa92uzw8AihIxwtL3xQ8833SE7oCKv6WkjiXMySDGEMtEwFAjF2IYQSSSFfsAx7/nEBVuYsACBviPN8KUoghHDqvRDwOGjVqaKw1YzkJL1H5RFpdVnItTpDAddjVub3dzrZ6BB6zO7rYB26mElZ0pAOyrVLhpl0Voe3aZ9YTggtdPFUiFJyokYkwpuSUC/FPsf5vP7wRdyQFNj5HMoCsEgSG6uMEZou6W2TpCkKqiJb3o6iKFQd6Tgwc4d4HqbI54XS1bPTHVvpMQwTDq3OkNDuMVMZ+ZBMvMPtZAuVx+yKtskEi8kmLJgcggnlXOxFBIyVhcXEQCSJ3SGasUg0iUR4VRIS8ackFO6WqXDA+0pffvllrFu3DqdOnYJMJsO4ceOwYsUK9OvXz7ENy7JYtmwZVq9ejebmZowZMwZvv/02iouL+V5OWHlt7g6YdFZkFCnw9LfjHY9XHbE1YUoUAqT3Vnh7OW/IXIxdrIRhfMXuMXd2gxCMx2wxMbZqzGYTEjMkiEvxLKPWHOI5dlycZ9pZibGLANHi8fB9PrfWGFBztg0mnRXZxQlQ5sjAsgwMJ8PXMhUOeF9lWVkZHn74YezatQubNm2CxWLBrFmzoNV2qFy88soreP3117Fq1Srs3bsXKpUKM2fOhEaj4Xs5YcV+981tKlfXGx15nZxBCW4Nm6EgMV0CZa4MOYMSIJbRYVEeCTe+GrBAPOYDX1/Bnydvw8rrd+Hoxjqv2wmENAZMTYWqXxzSCkJ7E8MdxPnxw4ewbukJ7PjPxZB+JsEdu8dT6+LxAHB4PFSIPR6+z+eTWxvwj3sP4ONHD6N8py08a606DbG5vQBs0UzcO6Ev6EHTcd+Eftj8xEz8eq4ewvYCsFiB91/khx9+cPr7gw8+QHp6Ovbv349JkyaBZVmsXLkSL7zwAubNmwcA+Oijj5CRkYFPPvkEDzzwAN9LChv25kxun92lox0hzJzBnkOYfDNsbiaGzc10eiyawjDRjtxp8oH39oOsAfG4570R4ViS02yyiv0tqNjfgpxBCRh3a14nryLwTbhFIrzB5/nsSRCjYcsWJDO2lim5JAGi+Yt5KwCLFCEPuLa22i72SqUtIVpRUYGamhrMmtUhrSORSDB58mTs2LHDo7EzGo0wGjtG0ajVtrCg2WyG2RwdYr0AIJbZDm6T3upY14WDzY7nswYqIrtecRwE170AeuuaTsMwbOFYUFPuh0UgBKJo/4YLSVyHN6hpNETFMSaSunuoSVmSqFhbj8Kl5WVkr1Rg4GTc69LyYqk6CYS6b5Wn81kg7qjoNbSZYTIaIKrbC1pma5nSlz6O+JResJrNQEo+hAv+jOQfVoJuqIDx1K8Qjb0ZiGAo09dzIKTGjmVZPPnkk5gwYQIGDRoEAKipqQEAZGRkOG2bkZGBykr3gaeALQ+4bNkyt8c3btwIuVzO86oDR2sUAxDAYmTw7f++AyUATmy3PQYAZxv2o+q7yJeKD2xuhERt9Jh4rtEYoa9pxMkfN0Z4lZFDV0sBsOXgzhy7AOq7s5FdEACtkkL/2yloLtK4XGbLyTYbr+C770goM5wMbD6APJbFmzeNgiIuHrvTJ6JFk4qk9KkYim144yYFGJZF5ebPcTI5PF7/wOZGSDSBn8/NZ2gAtrz0iaOnUfv2UQytj8OJlnxsKR+JIWOO48R3x51eQ0lLMFBBQ6xvxpFvv4GVjlyhik6n82m7kK7wkUcewZEjR/DLL7+4PeeaS+mseXfx4sV48sknHX+r1Wrk5uZi1qxZSEiInibomvWHoKm0eXLTp8yCNF6Iq69m0VChw5WTbRg6Jz2k5ek+wTIwf/gt3j1wAUKaxt/ml+B3nDDMF/sv4IFZKSi45uqI3q1FkrZGEw789VcAgDIuHbNnD/W8Yc1ZGLf/G5KJtwFhaqjd9+UVrCs7DQAYMWEgSmf73hNICJL2c4emKCjzB0B4zeMYJ0/qeF77G0jaPZ4cU3V4ziH7+bz/gsewqi/nc6WqBZr//YgZ43ahLvFalJ9U4aOyuQAoLFgxEMPmZHh8HXAtwLLIjPA1zR7p64qQGbtHH30UGzZswLZt25CT03FCqlQqADYPLzOzI69UV1fn5u3ZkUgkkEjcK+JEIhFEoujpNZIqOtbCmCnH2rL7i5HdPyls62AYFv969DB0LWYkZUlxy6sdEkbMlVNAexjmp8dmYGReKph+rsojbRA0VICOkVg83ySkcqbOt1q9HmNH3l6LATkXUPnJOhT+/g9hWVtrTUfIJq1XXFQd/90d1myAqb3lReqh5QVJaRDeuAzWbR+BrauEkGJBhfj34Z7P3pWEOj+fZfESx/QGtn4XvikrBUAhUSXBiLlZEIii+6bX13OAd2PHsiweffRRrF+/Hlu3bkVBQYHT8wUFBVCpVNi0aROGDx8OADCZTCgrK8OKFSv4Xk5YcRrg6mUQYjigaQpndzTCqLW6tTpwlUcSE5NRl38/8meOAjN4cswmnvlGIKQdclzeClTM6lYUqs7hdK0avVNPgtWrwyK1RiaUR45Qt7wEAh9KQhKhzjG9oXfKGcilw6EzSDHhzl5Rb+j8gfdv8vDDD+Pf//43PvnkE8THx6OmpgY1NTXQ620nKUVRWLRoEZYvX47169fj2LFjuOuuuyCXy7Fw4UK+lxNWxAr3Aa6Rwq6iouXMZLNXktHtyiPy219B/tWjAHCUR/L7gaYomE7tAMsyEVl7NGAf4qr1MtNOv2+zY8YXyzJgTm0P6Xr0GjMuHGzBgQ3VjsdCqcVJ8EwoW178xfV8li5c4VBr8ed8ltXs6jiWwWD4gHOQKAQYsyA75N8hnPDu2b3zzjsAgClTpjg9/sEHH+Cuu+4CADz77LPQ6/V46KGHHE3lGzduRHx8PN/LCSsSlwGuG5afglguRN6QBAyYmhbWfJ08UYTmSwboWy0d+dAoUR6JBeRJIjRe1ENsbYW15jxo2uW3O/Oz84yvAKWZfOXi4Vb8454Djr8VSpFT7x2hB+Ln+cy21gImg9vbUOWbnaY3TCmOQ/KI4ZDqL4HVczaMMtlAf6FYlo18eaCfqNVqJCYmorW1NaoKVNqaTDDrrRDLBRDLBfjTyC2wGBmk9pLj95smhHUtq+/ah7M7mgAA/3dgmkMMuisVfzu+btddef/+AzhV1oC7f/s/FOW66yBaGRbTVv6EnRUNGNc7FT8vmgGBh/3Fl9TahQMtePvmPchT1WHGuF04UjcdN/3zt0G/LyG28ed81n3+J48yY27H8uMzIHC9uUMUyga246s9ILeGPBKn7GhGvnxCDYvRFjbIGRx+gyxP4jRGN5scxo6iKPx70RHEp4mRPyIJQ69ReXx9TzZ0ADBv6QAAgLyOhvXXDyM+48ve+GsvJFBkneLlfQmxjT9hVZ9lxl6MDdlAf+k+2cco4yJH/Nl10kE4kCd13MfoWi2cf5tx+Lsa/PLRRWz7p+e+RoJtKGpytgyS4TMgjgKpNalCALnU4CgkyKCPg9X7VnJNIAD8y4zFGsTYhQi7+DPgfdJBKHGafNDaUVF46Vhk1xWLOKSZCvpjyxMzcXdpb4/b3V3aG5ufmImU/AFOxQJ8IFYIMWJAuaOQwMpYQ14UQ+h+RMOxHClIGJNHmi/rceynOph0Vuz94jIAgBZQyBoQ/sIb1zCmHedxQ9GT74xWmOozMJR9DOnkOyCZvxTq/74ZcsV7T/PKJCYGJcUnO+aVHarCvITYmD9IiC6iZXpDuOke3yJKqL+gw4Y/n3Z6TNU3zqn/LlzIE7lhzA7PrirC4dVYofmKHsd/qkevli+gos/DeuRHiK56FPIMJarPh3bGl7d5ZSmJnPmDZadxw/AYmT9IiDq647y6rug+3yQKsBcR2CvmftoxFplDIiPnlNk/HpPu7gV5kgh5Q5MA2Cqy7LlEabwQKb2iR1c02mis1GHTXw/h9/ccx+l6NYqwG8zE22E5uwNfHAit4n13mz9IiD6iZXpDOCHGjkfsHpy9Yk4z5ATYwVMispbsgQnIHugcpmytNUJTb7uLyx2c4N47RnAgTxI75cgOPD8Hgr3rnRTvPUsz2WZ8UUGoz9DFUyFKyUHahlex+rZS3PDeVuy54N7+YDN8WozJT8Ga20uhVKY4FDQIhM5gXaY3hOpYjiaIseMRidy5Ym5QYSVa+0fPROmqw9x8HQlh2vGUI4uDyS1HNl+yHWBZvHXzaCQnJUE06XZQKXkQ5Q1DyU/v8Sq1RuYPEkIJHzJjsQYxdjwiUQicvIH9z81Bmnk/gLmRXhoA1+IUYuzseMqRyQCIODmyd8pO47dDcyAS0EiWCiE062D9+T0AthyZ/NYVUH7zGuj68zCd4if801MLCQihxR7CFLbLjHFvkhwyYzwfy9EAOTsCxJM3IDZYnbyBr45UYV7SRghyi93fIAwVcwzDwqCxwKy3IlElRdVRTttBBBrdoxVfcmQHLzVj74VGXGnV4fWfTyEtXuqUIwuV1FpPLCQghJgeKhtI5MICRPvZHz1WzFmsLKa/ET4Zqc7406jN0LdakFYgx7M/TsCpsnpU7G9BY6UOt73hZUZbD4WpOQvjhlfR2NTkNUdmZ0x+Cr58cAqUyhRIPOTI+JRaY1kGhjUP4p2N+/HcV4fcCglWXD8MD84aCen973SLu29CeOhOsoFELizExELFnDReCH2rxdF60H9yGvpPTgv558YifObI+Lw49MRCAkLoiabpDeGC3AoGSCxI79hVVOyTDwidYw/fiPuNx3sLxyBFIXZ63p4jE/cbD8n8JWEpBuEWEpT07QXR/CUQTLkXovlLUFKUhzdvHgOGZcGW7w75WgiEWIYYuyCIdukdu4oKY2VhaLN0sTUB6MiR1brkyAA4cmRUmHJkfM0rIxAIxNgFTTR6A3a4+pgHvq5GfYUWDEM8vM5wbbZ9+6ZRaHltAVbdNBJCmsbn+86Hz7DYCwkGzfB47NiPPap4OpjEDFshAYFA8AjJ2fFAtFbMcScffPWibSRM7pAEPPbF2LCuI5aIphwZJZJCvmBZp3kTSiCEcOq9EMRAIQGBEEmIZ8cDUeUNcOCKQdtJ760I6xpijWjLkfXEQgICIRQQY8cDrt7AvRP6gh40HfdN6IfNT8zEr+fqIWz3BsKJPFGEPFUd7pm3AXmqOgBA7mDSTO4NkiMjELovJIzJA9EqvSNPFDrpdF6sSSfKKZ3RQ5ttCYSeADF2QRLN0jtx8SbkcXQ6f9hpjMhsvViB5MgIhO4LCWMGSxRXzPVSHAFL2XQ6WTCYNKEKQjH5yTuD5MgIhO4J8eyCJBq8AU86nQCA0z9jvV21//BFXD34KNi6CvftyGRrAoHQzSHGjgci7Q14m2xNMSz+Xtau2r/tDOYPzyOTrQkEQo+EGLtugM86nS+SydYEAqFnQhI43YBY0OkkEAiESEKMXTch2nU6CQQCIZIQY9eNiGadTgKBQIgkxNh1M6JJtZ9AIBCiBWLsuhnRqtNJIBAIkYTc3nczokm1n0AgEKIFYuy6GdGq00kgEAiRhIQxuxFEtZ9AIBA8Qzy77gRR7ScQCASPUCzLspFehL+o1WokJiaitbUVCQkJkV5OVMH6qL/p63YEAoEQzfhqD2LSs7PbZ7VaHeGVEAgEAiGS2O1AV35bTBo7jUYDAMjNzY3wSggEAoEQDWg0GiQmeh9OHZNhTIZhcOXKFcTHxwcVilOr1cjNzUVVVRUJh3qA7J/OIfunc8j+6Ryyf7zjz75hWRYajQZZWVmgae81lzHp2dE0jZycHN7eLyEhgRxsnUD2T+eQ/dM5ZP90Dtk/3vF133Tm0dkhrQcEAoFA6PYQY0cgEAiEbk+PNnYSiQRLliyBRCKJ9FKiErJ/Oofsn84h+6dzyP7xTij2TUwWqBAIBAKB4A892rMjEAgEQs+AGDsCgUAgdHuIsSMQCARCt4cYOwKBQCB0e4ixIxAIBEK3p8cau7///e8oKCiAVCpFSUkJtm/fHuklRYxt27bh2muvRVZWFiiKwldffeX0PMuyWLp0KbKysiCTyTBlyhQcP348MosNMy+//DJGjRqF+Ph4pKen4/rrr8fp06edtunJ++edd97BkCFDHEoXpaWl+P777x3P9+R948rLL78MiqKwaNEix2M9ff8sXboUFEU5/adSqRzP87l/eqSx++yzz7Bo0SK88MILOHjwICZOnIhrrrkGFy9ejPTSIoJWq8XQoUOxatUqj8+/8soreP3117Fq1Srs3bsXKpUKM2fOdAhyd2fKysrw8MMPY9euXdi0aRMsFgtmzZoFrVbr2KYn75+cnBz85S9/wb59+7Bv3z5MmzYN1113neOC1JP3DZe9e/di9erVGDJkiNPjZP8AxcXFqK6udvx39OhRx3O87h+2BzJ69Gj2wQcfdHqsf//+7HPPPRehFUUPANj169c7/mYYhlWpVOxf/vIXx2MGg4FNTExk33333QisMLLU1dWxANiysjKWZcn+8URycjL7j3/8g+ybdjQaDVtUVMRu2rSJnTx5Mvv444+zLEuOHZZl2SVLlrBDhw71+Bzf+6fHeXYmkwn79+/HrFmznB6fNWsWduzYEaFVRS8VFRWoqalx2l8SiQSTJ0/ukfurtbUVAKBUKgGQ/cPFarVi7dq10Gq1KC0tJfumnYcffhhz5szBjBkznB4n+8fG2bNnkZWVhYKCAtx88804f/48AP73T0xOPQiGhoYGWK1WZGRkOD2ekZGBmpqaCK0qerHvE0/7q7KyMhJLihgsy+LJJ5/EhAkTMGjQIABk/wDA0aNHUVpaCoPBgLi4OKxfvx4DBw50XJB68r5Zu3YtDhw4gL1797o9R44dYMyYMfj444/Rt29f1NbW4qWXXsK4ceNw/Phx3vdPjzN2dlzn4LEsG9RsvO4O2V/AI488giNHjuCXX35xe64n759+/frh0KFDaGlpwZdffok777wTZWVljud76r6pqqrC448/jo0bN0IqlXrdrqfuHwC45pprHP8ePHgwSktL0adPH3z00UcYO3YsAP72T48LY6ampkIgELh5cXV1dW53EAQ4KqN6+v569NFHsWHDBmzZssVpliLZP4BYLEZhYSFGjhyJl19+GUOHDsUbb7zR4/fN/v37UVdXh5KSEgiFQgiFQpSVleHNN9+EUCh07IOeun88oVAoMHjwYJw9e5b346fHGTuxWIySkhJs2rTJ6fFNmzZh3LhxEVpV9FJQUACVSuW0v0wmE8rKynrE/mJZFo888gjWrVuHzZs3o6CgwOn5nr5/PMGyLIxGY4/fN9OnT8fRo0dx6NAhx38jR47ErbfeikOHDqF37949ev94wmg04uTJk8jMzOT/+PG7pKUbsHbtWlYkErHvv/8+e+LECXbRokWsQqFgL1y4EOmlRQSNRsMePHiQPXjwIAuAff3119mDBw+ylZWVLMuy7F/+8hc2MTGRXbduHXv06FH2lltuYTMzM1m1Wh3hlYee//f//h+bmJjIbt26la2urnb8p9PpHNv05P2zePFidtu2bWxFRQV75MgR9vnnn2dpmmY3btzIsmzP3jee4FZjsizZP0899RS7detW9vz58+yuXbvYuXPnsvHx8Y5rMZ/7p0caO5Zl2bfffpvt1asXKxaL2REjRjhKyXsiW7ZsYQG4/XfnnXeyLGsrAV6yZAmrUqlYiUTCTpo0iT169GhkFx0mPO0XAOwHH3zg2KYn75977rnHcR6lpaWx06dPdxg6lu3Z+8YTrsaup++fm266ic3MzGRFIhGblZXFzps3jz1+/LjjeT73D5lnRyAQCIRuT4/L2REIBAKh50GMHYFAIBC6PcTYEQgEAqHbQ4wdgUAgELo9xNgRCAQCodtDjB2BQCAQuj3E2BEIBAKh20OMHYFAIBC6PcTYEQgEAqHbQ4wdgUAgELo9xNgRCAQCodvz/wGsuuiqzqQFIAAAAABJRU5ErkJggg==", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y,marker='*', markersize = 12, color = '#7425b9', linestyle = '--', linewidth = 2, markeredgecolor = '#fa9359', markerfacecolor = '#000000' )\n", + "ax.grid(axis = 'y')\n", + "fig.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "af1d1d49", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\hhnyn\\AppData\\Local\\Temp\\ipykernel_2444\\3790551866.py:4: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y,marker='*', markersize = 12, color = '#7425b9', linestyle = '--', linewidth = 2, markeredgecolor = '#fa9359', markerfacecolor = '#000000' )\n", + "ax.grid(axis = 'y', color = \"blue\", linewidth = 2, linestyle = '-.')\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "867d9bc6", + "metadata": {}, + "source": [ + "Activity" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "802bcbf6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Make a random dataset:\n", + "height = [3, 12, 5, 18, 45]\n", + "bars = ('A', 'B', 'C', 'D', 'E')\n", + "y_pos = np.arange(len(bars))\n", + "\n", + "# Create bars\n", + "plt.bar(y_pos, height)\n", + "\n", + "# Create names on the x-axis\n", + "plt.xticks(y_pos, bars)\n", + "\n", + "# Show graphic\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fa7783a0", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/02_activities/assignments/participation/22.1.26.ipynb b/02_activities/assignments/participation/22.1.26.ipynb new file mode 100644 index 000000000..1918c640a --- /dev/null +++ b/02_activities/assignments/participation/22.1.26.ipynb @@ -0,0 +1,618 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "908633ac", + "metadata": {}, + "source": [ + "Activity: Comments \n", + "\n", + "Explain what each line or block of code does\n", + "Comments should clarify the purpose of code sections.\n", + "They help you or others understand the code quickly when revisiting it later.\n", + "\n", + "Interpretations and explanations\n", + "Describe the intention behind the code.\n", + "Examples mentioned: creating figure and axis objects, setting titles, labeling axes, displaying plots.\n", + "\n", + "Document attempts that did not work\n", + "If you tried multiple functions or packages and commented out the ones that failed, add a note explaining why.\n", + "This helps future readers understand past decisions.\n", + "\n", + "Explain deeper reasoning\n", + "Not just what the code does, but why you chose a particular approach.\n", + "Example: adding a line plot after a bar chart to show trends such as stock market movement.\n", + "\n", + "Include data source information\n", + "Where the data came from.\n", + "When it was downloaded or generated.\n", + "Helps with version tracking and reproducibility.\n", + "\n", + "Add dates to files and comments\n", + "Useful for version control.\n", + "No single correct convention; choose what works for your workflow.\n", + "\n", + "What Makes a Good Comment\n", + "Clear and concise.\n", + "Transparent and easy to understand.\n", + "Purpose-driven, explaining the why when relevant.\n", + "Consistent with conventions in your field.\n", + "Written to help someone else or your future self understand the code." + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "005a8e59", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests\n", + "\n", + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y1 = np.random.randint(0, 100,50)\n", + "y2 = np.random.randint(0, 100,50)" + ] + }, + { + "cell_type": "markdown", + "id": "638c7862", + "metadata": {}, + "source": [ + "Activity" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "282e3703", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y1)\n", + "ax.plot(x,y2)" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "6f70a724", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y1, label = \"Person 1\" )\n", + "ax.plot(x,y2, label = \"Person 2\" )\n", + "ax.legend(loc='lower right')" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "9a06cea9", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\hhnyn\\AppData\\Local\\Temp\\ipykernel_19876\\1055552063.py:5: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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BzZl4OsWdNmalJCRxDF6yE0GcZOIpu2xjCjqljbrnS+siKBWKouAlIp1+ZrMLTrG22g47iJeILr/EbTe7Z28Vg2mMz/Sngokb9bjOZCY+bjNx0+DNxBayWYyPGWej9o3VuHShU3qyUhd3bGP7wxVfANnFK3L/cLPPCJuJm4ROaSO498UpFfMejWYxEGcX+bV0asvDDuJl4KNnBMjtP9gVrZo/NFUPL7w2FUzcYMDDTPBP56bTbSZuGnqLufhYyPDva90rLiT5KXOzQVw40Qux/yizPbPidYUODW5N/BQcYWwVjij/dxBlGY6tj0/ZsbxEpNKB3AzxWsMO4mVgZbMLF3eyLWXHYln87mB1Uma8ejiAnEK9yjBm4jM5nW4/WE1Dh00mx/gLzTwOR7JI1NC0Q7fDwuRClOeVnk+lA6DV6YoCpGmRlI1JOA3KGqUa85QCrqhtGkywtIN4mfgYh43f8WoEShVW23kzDfI1jglLRWGwUJgR6XROB0E4LVflNzsZoZcSToeNmays8H+HqYCgI14zy8SlfTuZbYogIrPy/Ml/U0wc0F1E2MjBHdNfDEoHdkM40Tslx0KZvARdAubX1WZyWTHsIF4m3jjbjSUNrEHIK8NpPNNf+dW2HhOfinS6IROf5taro0kZo0k6UKdlIGkPRDcHnSCeNRHEgRo7t+l1WJgUtgmhYWabPHs+EKif3EDUxAG7Lm4GXoMgDgDOLdVn41lZwStEOv2cVlfNDYsAO4iXDVEQuLXxO3dWvt1MrybOs0Ot6Ocb1cSnORPnpdLzCNdwuIJlZDNwPPsonI/8H6RXtk5p/7HuYo4yIyJQyyDOE+YB5q9hqnSkBJvU/+YycTuIG8EfN15MOZ59pOr6gr1jGUSI0s90SKUDtu1qRfCuhT585aUwhhLqAPCX3gT2j6WxqKFyCkbSrS3/2pS0mM3smriRR3o4JaPNW/sUmSEyGXi/vg7S/knPbsXpRHbJmciufB2yy8+DPGseUC2moBOExGgYqDN+i721VKjrCdvMMnEqiNc1qjdwgriQTMAu3OgjkDBeDIoDfRB7dkFedEbVjoM3ueycGpu85DElTFxRFPzhD3/A1VdfjaVLl6KzsxPnnnsuPvnJT+LQoUPM/uFwGOvXr8fy5cvR1taG5cuXY/369QiHjdMrtYDXIeDDhBWrAuCuSg9G0VWnTwUTN6iJJxPTmmUYMvEZIm5zvPCkKoADgJBOw/HqC3A/sBG+//oX+G56F9w/vg3S35+o7G8iZyHoCLMcJtKgQGWYeCqrYN9YGgfCGUt6Bt1MgpmaeDJBZqWUBnUQVwhhGwDbP90Egklzi6lKCNz2htLYPpxCMsteQy8N0ovNU4qJf/7zn8edd96Jjo4OrFmzBnV1ddi5cyd+9rOf4be//S0efvhhnH766QCAaDSKNWvWYMeOHbjsssvwjne8Azt37sTGjRvx9NNP4y9/+Qv8ftq7vJb412V+fG/HOFNT/fm+GP7rrDo0eSrD7vTV6bVvMQNy6l7F3VH9YykBhkx8hqTTpd0vG+4jjgxCfOpPcD71J8gNjUis+xrkhaeX/+E6LBYA3DGT6fRQpqxBKD1jGXzwiRHsGMk9ZNu8Ii7vcuMfZnlw2Sw3WvTuOV1hW8jws3n7KPXmmbgNfQRT5q4j59bHkPqnj5Y0eCmZVfDPjw3j4aO568HnEHBRhwuXz/LgjbM8WFAvkUy8OyBNm4xd1YN4f38/7rrrLsyZMwebN29Gff2k6GPjxo1Yv3497rzzTtx5550AgA0bNmDHjh1Yt24dbrnllsK+t956K2677TZs2LAB69evr/ZhW0arV8K7F/pwz141U41nFfxkTwyfPtNEftEE9IVtta+JA7maotIyQ4P4DGHiwmCfpf3FsVF4fvQNxL5xD/Oa1UBqJG70mkiDAjljpOMxGV3+0h6GX3kpXAjgADAQl/GLnjh+0ROHAGBVixP/MMuDi1oFNMtAWlYgTfg3iHr+/ybS6dQENABQ6oPqf9s18ZKQzCpoNhnEhfExSDufV7f2mcQPd0cKARwAYhkFDx9NTmwbw9yAhKNRVu1a66Enxah6Ov3IkSOQZRkXXHCBKoADwJVXXgkAGBrKjdZUFAX33nsvAoEAbr75ZtW+N910E4LBIO67775p2wa0liNw+9HuCJmmKQW6Zi+J2tfEgeldFz9ZhG3iwHHrf3P8iOq3eX4ghUv+MIDZ9x3Hux4ZQn/MpDTfIACZqWXmUapzm6wo+NMR/rWoANg2lMa3XxnHtY+G8YYtPnT/cgStP+tD68/68PWt/JGjwviYoViK14VhnonbLWZ6iCTTaMqwz7Pt/m5y/1JT6ptP6HcQHY5kQT26z5kGTm15VD2IL1y4EC6XC8899xzGx9U391//+lcAwEUXXQQA6OnpwfHjx3H++eczKXOPx4PVq1ejr68PBw4cqPZhl4RlQSfeNIs1f+mPy3iwQuYvesK2KTF7McnEpyNGElmEDJj2jGDi2QyE4RPMZsUXgCIa3NITPgO7RtN4y18G8cpwGtGMgr8eTeL9j7EtUxSMUsH1BIOi2jCB0p3bRpMyyjHY82d10umyrGtvDPCvcW0QV+wWs5IQC4UhEtK/37Wch153E7Pd8dLmkp5/o4nSLqJazxAvRtXT6U1NTfjCF76AL3zhCzj//PNx1VVXIRAIYNeuXXjiiSfwwQ9+EDfeeCOAXBAHgAULFpDvtXDhwsJ++f/mIZEo/yZJpVKq/zeDf1vixiPH2AfEo71RXDe7/DWTT8fsBfFoRb63HpwGDzcAyI4OIZFIlHT+qonXONaJxRiJpap+Dq2AOofi0AkEZPbhE3vTO5C49Go4X3sZni1/hYsYkZkeHcZ4fRs+9PgYtHNKnh9M49BIDB0+/evUMT4Gn87rwTR7jZzVJJEB+7WRJBIJ64+h3jJFcd6s/jWZGhqALPHZlnd4gNyecHshF10/IgRQCp5MNDKtrjMjTPW9HBmkMyUDrnr8om01/rN3k2q7kEpC2foYkhe80dLnjJZgDCEKwDK/bOn3s3L+PB5OCYaDKRG2ffzjH0dHRwc+9alP4cc//nFh+/nnn493vetdcDpzN0tefd7Q0EC+T11dnWo/PfT19SGbrYxzR39/v+l95ypAh9uDE0n1g/BoKI7e3lB5B6LIaNYRDcnRcfT2VtfBaGFoFGyuQY1IXy/6io7DyvmrJp4fkACDo+8bCaO31xwjnUoUn8PAwd1guQgwIDoRGh4FWueibvmFWEQE8eHDB/H/epvw2hgdoLYf7kM6oJ+NqDvai6DO642ZGCQ5i6w4Weuuz0TQ6pIwmFLfFzsHoujttT7IYldIBGDtYVcMn6wvzhvq2YuoDtWf1XeUDM5HxiJQIkVBPBEjf6vwYD9OVPlerQam6l4eOnyQ3D7orMfmhqVMEAcA5ck/oXfWUkufM5rwwGpC+sy6LEZOHEUp41eMzp8kSVwSy8OUBPFvfetbuO222/DZz34W73nPexAMBrFjxw7813/9F97ylrfgpz/9Ka655pqKfmZXV1fZ75FKpdDf34/29na4XObTJ227QzihWeFlHG50d7eVdTxCLMIdnwgAjlQS3d10zahS8ArG6eYGZCF1dxuev+cH09g9lsWiegmr26pfYxoLxQAYlAM8AXR309qGWoA6h+5DrN0nADQuXY66id/fQdQTAWAg6cAvQ/xz7WtqR3e7/m/hGmaHfjDHkoliyDWpgZnb2oClqRQG+9UM+mjKWdJ98UI2CYBl/P99QQDjaRlPHE9jc38acc46Xi+dDgAdfg9SOvdSAOwby74AZs+br97IIRINHjecVb5XK4lSn4WlIra3h9w+7AxgZ2AOdgW6cXpEvQiqO/ga5tT7oTRQyyYa0WfZBftbul34x9kuPH4ijSeOpzCQmHzm+RzAl17XiG6LPeLVPH9VD+JPPvkkvva1r2Ht2rX4j//4j8L2Cy64AL/85S+xatUqrF+/Htdcc01B+DY2RqtD8zV1rUCOgtWUhB5cLpel92twSYDmJo9lyj8mIay/9hPSKXgcEuCoXkAU0/oPPwBwRMOq70qdv9teDuPWbZNZhY+eEcDXXkdnYCqF3phxzSwqCxW9diqF4nPoGqVTjY7Zc+GY2EdobCb32bRnBGjnf04SDsPv75CNU9lNmYgqiLf43VjaKGCzJogfi8nISC4EnNbY0GiWPobXd/mxsMGBj67MKZyf609hS18UfSNh1NXVwTHRhrTiSBagM+IAAFcyDlHnPDgoBXt9I3nuFIcTQkZdynFm0tPyOjOC1WdhqXDE6EXooDN3TT3Q8QZ8Zf8DqtcERUbg5WeQvvKdpj4jlVXIRd7cehf+aVkD/mlZTmy9czSDrf1JpGXgLXM9mB0oPWxW4/xVPYhrxWvFaGlpwemnn46///3vGB4eLtS5ecK1fM3cqB5ea1APpPEKTGzStVzNIxEDAtULhpUQtg0nsrh9u7oscNeuCD68zI8F9dW7JI2U6cDMELYJg6wyXfH4VL+74qNbGp1xfU2DqZnqJkRZzZq6eNAtYDFH3LZ/LINVFlt2BjkUu9U7ee+5JQGXdLlxfpOC3t5hdHf7Cw9Qz+P6pTbZYJwqdY0zyvTCgXgATRA/lVrMZEXBrtEMZvslBN0mF2ucPvwhZ+66vrflQny55xdMZtKx5RHTQZzXidLgmmy3FAQBK5qcWNE0fdToWlRdnZ4v5OfbyLTIb3e5XFi4cCE6OzuxdetWRKPqlVgikcCWLVvQ2dlpuWYw1ahzsj234xWYVa2rTM/vU22Fuqkgrt9i9vxgihFVyQrw1HFjll8qFEUxGcSnf4uZSPSIy22daotVH10SaOSk2fMYN9FiZ0ZZzQRxl8hVqJfi3DZAqIrdEn3vUdDzTgeA4/0GWS+ixUzbI17Y7mJ1GEaff7Jg31gaK3/djzf8fgDzfn4ct70cNtUiLHEEvMPO3HV91NOM1JIz2b87tBdC32FTxzbGGYTU4JpZI0WqfrQXXHABgJyxizZN/vOf/xwHDhzAqlWrUFdXB0EQcP311yMSieC2225T7Xv77bcjFArh+uuvnxaTY/RQR1wEkbRSdn+7GSZebf90U0zcoM+2N0KzoFdHquelPZqUMWaCZZtiojUG1SOutHSqNzgcUDxse1MwrX99REwxceNroDGjDuKNbpHLxEtpM6OYeKtHMv9s0HFsA4DBQZ0gLmchEJPaZF4tlmozOwWYeFpW8J5Hh1VmKbduG8c2E10izmiI2Tbq8CEjTl5DofP+gf7bp/9s6vjGOAv2BrPZgmmCqqfTr7vuOvz0pz/F5s2bcc455+Cqq65CMBjEzp078fjjj8PtduPrX/96Yf9169bhz3/+MzZs2IDt27dj1apV2LlzJx555BGsWLEC69atq/Yhl42Ag32QZJTcmEtPOWdcz3I1j2oycTlrikEImXTOAlakv+wRXhAfrV4Q7wmb61SY9kw8Ok4u5uQ2Vsip+OqYRVctmXirV4TPISCmKS3tL4WJx9njbPOaf/gafYf4qE42KTIOQWE/X6kLkrtTrm2nQp/4z/fFyPvu0WMJwz5rapZ4PpWex8Dyi9Dm/G8IaY3e4NHfIX3Vu/nljQmYSafPBFR9ySFJEn7729/illtuwaxZs/Db3/4Wd911F/bs2YN3vvOdePzxx3HhhZN2eX6/H5s2bcLatWuxb98+3HHHHdi9ezfWrl2LTZs2TUvfdC0CnJSemQekHgS9HvH8PtUcR2rgma06Dp26+JEI/dB+dTRdNTc+M6l0AAhPcyYuDrEmLwCgtHay2/xsXTwfxHmPqXEzmgATCzm2Ji5CFAQsIjQPpUwzGySCeKsVL2uD7+CLhbluciJHYKpbE9fiJA/iyayCb71Ck45hEwYrHiKID2uC+JjTh8zZb2D2E1IJOP/4ALNdC15mrt6iyLLWmJIWM7fbjXXr1plm0Q0NDbj11ltx6623VvnIqgOe0jaSVtBKGziZgu7wk/w+VUynW1kgCOFRINhCvsZLp4+lFByLZstSf/JwYNxcEI9lFKRlBU5xeq7GhQHaM11uZZn4sOSDtnkrOBHEP7E8gJ/tjTIOdmZsZ82wyKb05LXqcwhwS7nzubjBge2asklPOIOsrEAyec4VRcGgVlQBoM1TOSbenI7g170JLCbGCHPd2hroIE4y8dTJbbt6z94o6TkO8NPYxaBmieeV6XlEMwrSV78Pzq2PM/s6//Y7pN/8LiiN9DNI7zjsmrgN1HHSMWUzcTPq9Gqm0y34PeszcX5q+9XR8sdTUjAafFKMSogQqwWRUKYDE8K2IkTTMl6IsYKqxnQUq5qd+K+z60nthjl1uvF1UOx7HSy6H6i6eCIL9HIe+BTGUgppuWolnW7ExFvTYfyll96HJ9zkCdtOtZp4PKMw3SfFMKNNqSP897Xp9GhagTxnETLnXcLsK6RTcG66X/czxpJ2Ot0GB3U6TLwcmFOnV5OJWwjinAERsYyMIZ10WrXq4mbT6cD0TqmLBBNXBAFKs7r5+49HEugX2dJTYyaGH13SCJcklNxFYbUmHixaLFRCoU6xcMBCOl3OMnVULRqycbx4PIYQ8aDnB3EOEydmip/MNfGf7onieIx/HYWMrrFkAh7CjIcJ4pnc+6Su+yAUQtDofGIThGG+QxpvMTHThG0z62hnCPg18SlQp1ezJm4liHOYOC+VnseuKgRxs+1leUxncZswRCjTG1sATRvTzpE0Qg7W4dwvJ7F4IrZTtb9K9YkXp9OLe4MXB+l+WysKdUrUBlhIp5vUdjSmxvG3Y+x3NTv8pIBTqCYeTcv4rg4LB4zT6bxRsNognr9W5dnzkbmAVaoLmTRcf7iPfxxEZlQUaGHydIYdxKsAXq9qpOx0uhl1ehWZuJV0OsesQS+VDlSnzWwkKZMmLvPraOY2vZk4EcSJevixaBajDloEmr+OSCZeqZp4cTq9KIgvrJdIUd2+kPnfnRK1AeaZuNke7Zb0OJlSp5i44nACXvp8kzXxTBrguM7NZPzva1EMGgjXjAyVhHFzQTxadJ+mrvsAFIENZ46n/8TVkVCLiXqnMO1bmLWwg3gVoCdsKwum+sSrx8QtC9sIGDHxvWOZis1ez4PHws/iuIRNWyYuZyEQ6nSZUKb3xbIYdXI6OfJBvIo1cV463ecQ0R1gg601Jk5fQ6Zr4iZZcEt6HI8cTSAjq8+JMMYxeuE9/DnjSE82Nj6elrFhh/GUQ6pEUQweAWDT6ZO/i9LRjczr38S+VzYL1+/vId+PSqfPNFEbYAfxqoCXTjej/OVCUWpeE+el06kVMC/lyGsvyyOrAHsssDIzOMDpEV/VTKd2p6vhizA6BIFgb1SP+FE9Jj4xTpa6Ts0sNM0wcb+chHti3GfQrf4cSty230K5g3JrA4C2ijPxMEIpBVsH1OMjabc2fk8yxcSBk68u/j+vRjBiEKABIJJRmIVRMcwzcfVnpa79ABSJvQYcz/wVwgl2Yhy1WLeDuA0AVRK2JePkA5xBNZk4h4EpTa3svhwmbpROByqvUOcxcZ5f93Rl4pSoDWB7xLOyguPRLELcdHouiFPXaczgAQvANIPMp9QbNQ9GKogPxGVDhpYH5dbmENQqeF1YYOIA8LAmpW7JNx1g9ApWj2MmIJSUccerxiw8D917jEMAtEE8ojENUtq6kHnDVczfCYoM1+9+xmyn1OkzTZkO2EG8KuAx8XKCuKl6OGojbKPSubzVdK8BEwcqL26j2su8koClHKX0dB2CQg0+AVgmPpiQkVGgw8T5NXHA+Do1yyCbJ4KgdujFEqL3GjCvUKeEba1e0XQtUzCwXM2DG8R56XQOFE463YrGZLrjzlcjZHqa1/qv9ScoRpoTxAeLpuIB9HWauvb6nD5BA8dzf4N4VD2jnNK+2EzcBgDAKQrwEJm9coRtZtzaAFSXiXMWCAqRzhXGxwCZZUymmHiFxW2U0cv8eol7w850Jn5soueaVxMXdGrigEHZR5ZNp6PzdfGgCSYOmHduo1rMWqkbjgezTDyVO097xjI4mF8IJuPk91fqdWZYc9LpRv7tMwUjiSz+ZxfNwj+4hL4G9RTqMuFLnxIkhCX1YkibTgcApbkd6UvWMNsFRYHrd3cbHkO9HcRt5EGOI50SJj61NXFFECE3aX3Bciks7TEnMgr6OcriYlSyV5zXXragzgG3BFCVj7K0C1UEOYLU5WFSuXmnLB4Th446HTCwXjUxTz6PpokhKI0MEy+vV5xSp1fSNz2PlqI2ubxKnd9eFuS+z8leE//vnRHy2fbGWW68aTZdStArnSjEOR5y1jHCwShnvHP6Le+H4mRLZY7nn4R4eB8AICMr5DHb6XQbBVAPyLJazMy4taHK6nQq/efxcu0mRY3K9GjU3EO6Py5z50VbxTCnvWxhvQOCIJTeK10DmBpBCqDPIIjnhW08j2i9NjMrgacpz8Q1QbzNK6KeeFhSCnWh/ygcmx+G9Mpzhcl4VAtTJX3T8yCD+JhF33SAz8RPgnT6QDyLH+6micP6s+q588P1XNuoUpy2Hg6oW8yKoTS2IH35teRrrgfvBsC/x+10uo0CKs7ETSjTAQCJGCBXh0lSjm2Kx8ud3iRqbkYzqfQ8KlUX59mtLpgYxEEFk+maThcs9IgDQEZ0ICISs6wL6fQSTIksBPHJdLr6cwRBwGJiEIqWiUvbtsD3+X+F50dfh/f2z8LznZsRSWaYKWhAZX3T8ygO4s+cSCKckq0bvUCvJj7zmfj3doyTv8dV3R6c3eriBkW9dLpImL1oh58A+ovN9NXvJZ3yHNuegXjgtZPGNx2wg3jVUGr7Dg+mfNORq/1UTfXKY+KcB5j2gWfUI16MnRVSqPNGkE4GcfYWmI7CNiERYzIbAC0qPFbkQ07VxfXMXgB961UrYqzmDM3EAboufjCcQTqvjFcUuH/1A1X92bHjeaSe+Rv5Wa2WfNOtCduA3Cjhx/uS1n3TwU+nz3R1eiKj4J49dOZv/dk5EVrQJQKKgiWxPvgzk99Xz3rVGaWGnxBMnJNOB3KLqvSb3kq//2O/1wnidjrdxgRKdcPiwWxNHKher7gQJ5i428t9gGlX1EY94sWoFBPntZctnAji1O80HZk4dwQpISrsixUFcSKlnlen80yJKsXEGznCNgBYQtivZhTg0IQIURgbgdh3mNnH+8IT5GeZ7REHYPo7tKbDhRQ+APz5SJwfxBusC9tmOhPfHUozbV4AcO08D1Y05X7fppGjeG3rf2DX3/8TI5v/FTcf/gMAHSYuy3DFjIefAPx0eh6pf3wPFA9rPSwe2sv3TbeZuI08qB7cspi4WXU6kEupVwMWmbiWOVJM3OcQsLCefQBXSqF+kNNe1uHL/T4kE5+GNXGJE8SNmDjZK17oE7c+bc9K4GlOR1DnFOAg+oy4CvXQRBDntNM17n2pYCJTDEvCNpM1cZeSRV128pp/5GgSINrLAEAJNHDfh8/EZ3ZNfE+IXiB/oEiR3nj3bViUyA0hkaDg1oO/xNnjB/k18dg4RIW9/qh0uh4TBwAEGpBdcR6zWRwd5C4ibHW6jQLodHoZTDxm3kihWuI2uibuA3wB0ilJa59I1cS7/RKWN7Gs7LVQ2th0xAQoJj6/XoI4IQarp5j4NFSn80eQqpl4VlZw3IiJF9Lp1WXizZkIl9nwFOr534uXeXCkk7gstIvZXo0WMwBoKbKPHU7KGB1khW2Kvx5w0N8HANd2daYzcZ6z4rJ8liUeg9jD/lbXDr3AVafz/CW0s8SBnDFR1uAZQXbORMKIROkFlJ1Ot1EAlapMZDFZ87MKC0y8am1mBHNQ3F5AEKDUsWxc1NTEqXT6nICEMxrZIJ7IWpsBTkFRFPI9FhaJqqiV93hKgaxMLzbOY+JKS4fq3/1xGcXW82RN3MDsRZeJ86x3CRFRYzrCtJflMTdAB73DEws9HhMHgDXD25ht1WgxAyZS6kWIDA8z+/C6MwpwushRmWZV8tMVrxFMvN4poHMiyyXExnMaHQ3mxwe4TNis5WoeRmyccpMEAHlkiNxup9NtFFCqGxYPVE1cETk/X9WYOPG+nhzLUOrZdGJxOj2VVcgZw3PqHGQQB8rvFx9OymRqfEGdfhBXUIFhNRUGFcTlIDuCtDiVDtDpdCERBzIZSKIAPzF2UbdPnGe928wynuZ0hGuF6nFMPuyLcWSiJs7LPAATQbwoOIgC0GRlBrQFk5VicRsAMp2uJ2oDkGsBJKxXZzoTp8x5lgYdBec8njZnQUIviIfI7VQ6HTARxBvpIC6NDJLb7SBuowD+TPHSUrWUOl0hUkVAlYRtcpa0q8y3z5BMvGhVfSyaBXW7dfslnEGk04HyPdR7OOYhC4tSuVQ6HZh+4jYqqClt+vVwQMfwJcavi+ul03n1ZCpt2ZzhB3GAZuMFJs7JPADAnOQwVkQnB1o0u0VIPH9PAmZr4sCkdWwe9Qn2PpSJa18Lss1sBtfEExkFB8fZ8phKsMghE/PjA1zbVW463cUJ4gbPU7mxhdzuGGOZuAC65XS6ww7iVUKlh6BQfeKyJpVa2LcaTJzHGgpMPMgeR5E6ndcjPicgYU5AQoBghOWK23jK9AUG6XRgmhm+KDKk4X5ms9xCBPGYuSBeSKmT40h1Hoyc64Bi4k4li06Rz3rnEPPcj0QyUBQF4iA/iAPA1cMvFf7bUnsZQH4HSsUMAK2pyftOkrMsM4eJdDpAKtSF5My1Xe0JZ0BVBpcVLZB5ZKI9HUY6Rj+jBKJHHOCn042ep7x0uocI4nVOoaCVmUmwg3iVwGXipTC8VJL2a+YEcVSBiXNroRMPP0qhLsYihclrvPay7oADoiDgdCKlXm46/QDBFABNOn0GMHHn+BiEDHsuaCauPs+G/ukUE9dz0+IE8VQjnRXqlPnX4hyCiSeywEA0DWGEXbQUo7gubqm9DDQTl1vayX2Lg3ZzJgKRyCfpurXl96EU6jO4Js4TtS0tYuJ6ZKJx7AQUol5e8Zp4sJnUIwTCbBCficp0wA7iVQOXiRu1RRDgKdMVzoOnKpPMeLVQHSYOAI6JYKHHxAHgjCb2gX4kktV1djICJWrzaWqxvBt3OrWZuUJ0/U4m3Nr6ourzxR9Hyleo6zNx+jqI1NNpyw6dID43QAff/mMnIGT1jYFeF+5Bayr3wLfi1gaAZuL1jaTf9lJp8vjbUnSAMayJAxwmPnPT6a9xSlVLgkX3sQ6ZmB0bADHHhgziYcmDlEiX3Awzmw4nuchqiLBBfCYq0wE7iFcNlRxHyusRl4PN5Ni9atTEuavqQk08SL7smEjbUiNIPdKkqpgnbttdBhsn28vqJNXISp4AcToxcfcoraSVzTBxg5ni1HWqWxOnAqDLgzE32wIEAK1pfmvk3DpaoR46yhe15SFCwVXDL+c+wyoTp9LYLg+UOlacuUScPP72FH0fmmPiVE185jLxvYQy3SsJhUU5oP8cWhCne7UpYduQsw48kmxUEwdyXupaNEXZVsGZKGoD7CBeNfCCeEnBgePWpvjrAS9Ry+OkvsuCIROnH2SOCUEexcRn+yeVrFQ6HSg9pa4oCmn0skDj2c1l4tPIepXHxPV80/PgC9v46XTdPnkqiLs9CLkC5O5561UKczhMPNVPj1zVIp9St9JelvsAqlXSTS5EZ8mTx9+a5jFxEzVxogVvJqvTqXT6kqBDVVPWS6fPTwyQ1qv08JN6tPvoa8VMZpOqi7fE7SBuwwCVFLZxfdP9dVA8RAvRFNbEUaiJB8mX8+n03igbxIsf4rwgvqtEhfpQgm4vW2gyiJdjkVtpUExccboYq8+MrOCEZkxnKTPFI2mFrFcCnMDj9mDEQQfxYIpegALAbL8EiVjr6vWIF+OK0R1wyWm0Wkync5k44boWiIfRNVF+aSuLiRM18RkaxDOygv3EAnmp1sBH5zk0Pz6AMcLwhRK2DTnr0MnJthhZrwKATLSZtSZDcMjq7zATlemAHcSrBt6EqFJc23gTzJRAPRSCiVdDnc6r3xky8dg4MrJSGI9ZjOIgHnSLmO2vnP2qGWU6wL9xpzsTV1o7AY1PwIlYllEM89PpuWuKEvbJCsjJVAA4hj8eDEh0EK9P8Zm4QxQwi/jNvSP6yvQ86rIJXBx6zZqwTVFIQZniptPpQmQMV3bnAnB7OUz8JKqJHxzPgHqMLdX44etpc+YnBkjrVV46vZ3wFADMPU8pJi5CQWdK/Vk2E7ehQsBRfSau+OsAL/GQrkafuFFNnMPEnbFx9MXULmJ5dGvUyVS/+KujaS4r1IPRCNI8Ag4BVBgfm05MPMQycSPP9DzSogNpJ2E0UugTt9ZiRzNxL/olerHgT+rbBVPitmB4gNlG2foCwD8Ob7PWYpZJQ6BG9bo8ZDpdiI7jqq6c4K2VYOKK01Vos9QDWRNPJVWmNTMFlFMbkDN6KYZeRnB+YhChpOZ9Ukky4zfkrEMHj4mbSadzDF9mJ9UpdTuI21DBLQFE63NJ/ce8CWaKf/owcbi9UAhXKkd0HEcJpzaArYkub2SFTuNpxdIc8jwOcEaQatPpgiCQWZNpI2xLJeAkUoxaz3RAPb2sGBkv255jPFOc8/05NfHRjICQxF6L3ri+XfAcQtzWFWWDeHbZKsQ87Pe4evgla+p0jlsbj4kDwMV1CXglAW1pIog3NOYc2YxAMXFFseQeN13AG3yiDeJ6zpFeOY3MiNrCVq9HvNkjkqUXM+l0Xq94V1Ltvmer022owAsOpaXTiYeHJOUmiBFMvCre6bw+8SKGQbFxRzTMnSPerQnilRS3Uel0n0NAB8Ha6gk2Ol3S6VzPdIKJHyWYOAAIfiLVbTQEheeoxamJh5Iyhp3s57ji+iN0tUzcJaeZhysAKG2zsGPOOcz2BYlBtI30Mtt54KawXW7uJDJfPIyLu9xoJ1rMUv6gqc+lFrgAZmRdfC8hanOKwPw680wcABxDau0D362tHgGnAD81VMoEE6dq4oDNxG2YADUEpSQnMMo33V+fYwCU09QUMvHiVCJlveqI6TFx43Q6UJq47cC4cXtZHlRdfLoI2ySOcxnVI06l0wFAChBMvNQhKKSyOxfER4ggLhoM7tG2mc1JDJOGKnJrJ57pZIM4AHi2P6f7GSroMXHC/x8AEBnDVd0eMp1+3EG31jHgTjKbeXVxKp2+uN7Bjpw1eA65tUGcy8QDqHOKpKtjqS1mADA7qc4E2GYvJvDQQw/huuuuw/z589HR0YGVK1fiwx/+MI4eParaLxwOY/369Vi+fDna2tqwfPlyrF+/HuGwhZna0wB11HCJUpg4VRP35x7MZDo9kwbS7MzlskCNIRVFoMggg2bi4+iNsN/ZKaIw0zuPRfUOsh/UqrjNzPSyYlAr8OnCxHkjOSm3Nko82OwWIfipdPpETdyi2Q2vJh5KyaRCndtZMQEtE5+X4LTTtXTgb80rkBbY2qjj5S26n6E6Hh7zdXsADhMXxkO4YpabTKfvA+0kpgV3pvgMS6fLioJ9hNHLkiDhV2GQEfSPqq9tIUwH8WFnHQJOgSRFpjRGbk+O9GgwS8PE9Xz+pzOmJIgrioJPfvKTuP7663H48GG8/e1vx7//+7/jwgsvxNatW9HbO5kOi0ajWLNmDTZu3IjFixdj7dq1WLZsGTZu3Ig1a9YgGq3SmM0qoOSLTgNKnZ6/KHmez5Vm42SLmcerqgdSKl1HbJxsL5vtlxifYocoTM4iLoLVdPrRaJbMePCCuOVe6SmENES3W5kVts3ySzkBpAb5mjjFbgCOPbCi8PvEkwqZTucZFeWhzcbwgrjc2olDWS+ebljGvCbuexXgsDgGPO93jrANyKV5u6QUfDK7MN6e8SOWMXGtcIL4TOsV743KiBMqVaYeDmNtTjCkCeKc33DQWY86p0im080I2wB6EMrJkk7XmWRfOfzgBz/A3XffjRtuuAHf+MY3IGmUppnM5Mpuw4YN2LFjB9atW4dbbrmlsP3WW2/Fbbfdhg0bNmD9+vVTcdhlg66JV0adruRTpJQ6Hbn2DlN2kGaPgTdLvPjfxOdJ6RSGwzEAaktLyjcbyKXUt2uY9/5wBvGMAi8n4Gixg8PceTV3Ko02XZg4lU6XGxrJ9CwVxLv8EhSiJi4kYkA2Y20ATDpFzoeGy4PRFF0TRywCyFlApNXFHT4RbglIThz6/AQragMAubUDA4kY/th8Fi4Pvar+LooMxytbkXn9FeTfqvblMV8dYZswPgYhzNbpAeC4owFPHU/izd36CnUeE59p6fS9Y3TJZpk2iMsyYGD/3BxW++Pr+aYHnPTYXLMaI6WpFTh6QLWNFbbNzCBe9aOOx+P45je/iXnz5uHrX/86E8ABwOHIXQCKouDee+9FIBDAzTffrNrnpptuQjAYxH333VdSy1EtQLm2lSRsI2rihxUf/uGhAXx5F10vrrjhC8nE1VkAHpPJhELMNq2oLY8zCIW6rPAHLlDgBfEVzZwgzvEPnw7XmUgwccqpLS0r6I+z19ZsvwTFx0n5xiLW5t7zOhQmauKjVDpdUQpjTymIgoBu/+RvPjdBGNt4vEj76jGaVLCp+SzyfaRXnuV+hgp6wjYi5QroB/F+Vz0e7jXBpjk18ZkmbNvL6fpY0qC5t5JxesFXhI6INoiHmH0yEBFy+CaEbex9apaJU21ms1KjEJTJe8ZWp3Pw+OOPY3R0FGvWrEE2m8Uf/vAHfPe738VPfvITHDigXhn19PTg+PHjOP/88+H3qxmmx+PB6tWr0dfXx/zddEVFhG2ZDBmQNw078eJQGntSHNXrFKTTFY+WidOmF02EIIhnucnzULeSUt8xzO7rkXI1dwqUsC0tgxzQMKVQFFKdTqXSj8foee2z/FJBP6GFEI3o9IkTblq8VLTbgxCPicM4pT63aCTp/DjLxOWWDgwmct+ux9eB17zs93fs+DuQMRZA8pi44vYCDgddeojwg/igswEP9yYMF3x8Jj6zgvg+gomLArCowZoyHQBaE6PqRQzBxIedASiCqCNsM5lOJ9rMnEpW5cLH04dMd1Q9nb5tW87f2OFw4A1veAP27dtXeE0URaxduxZf/epXAeSCOAAsWLCAfK+FCxcW9sv/Nw+JRPk3RyqVUv2/VfgE9kEYzSiIxeOm59YK4yFQj8a8iGhcolf46XAI6Qqcgzw8cZZNZZ1u1Xl2enygHlWUXWWnWyF/o0U+OlOxfTCBt3ebc+baPpTEadGjuGJkB+YlBjDiDOCxFVcjk0qCesxTvxMADI7HrftyVxDC2DAChEAx3dTGnLuDnEVOq1NGyuUGtdRLjw5DaWiGUwTjwDUaTzOfIYXHQBVvopCQlsEN4unhQWSCdJsPAMwquoSpmnimqQ1HxyYXkX9sORvLev+o2keIRZF99UWkl57J/H3xfZyOjpPXaBJANpGA118PSZP5UkIjyAzTtfoBVz36YjJeOB7FCmISXx4SRFDqlXRkHMkK3qfVQv4c7hljr7P5ARFKOolE0UtSaJS8VrRIHzuMbNdcAIBrjPUzz48gdcgpeEX2Po2kZVPPeqUuSN4Ds5Mj6HcH4XMA2VQS1Vq3W4klHg9HBMlB1YP40FAuPXbHHXfgzDPPxGOPPYYlS5Zg+/bt+OQnP4k77rgD8+fPx4c//OGC+ryhga5N1dXlflAzKvW+vj5kDcYZmkV/v/5sYx6ycScAllnuOXQUnJIwA/fwCTQT20cmPLHDDjqIjx7rxWgjm3YtFXXRCHOxxBWoRIneWBLUL9dCqHpd0SH09tLBs8npxUhavch56UQUvb3sTZ6HlIghcHA3vPtfxROv7cIcTfvIvw8+jaOnfxEK4V6WjjigrdkDwJ4jfUj6apdS9/fuJ3/7QdGFkV51b/TOQQkgHlOO6BAGYglSQz10+ADGHT74RC/GZPX57h+LordXzT59fYdB5VqOhnMBlkqnA8Dw4YMIu/gq7vpM7vz7sgm0E9fKmDuAXb39wET4/WPzWfgPTRAHgOQzj+KYr4nZnkd/fz/k/hPkuegbGkEqK8Hj8jCL5szoEMaPHib/rt+Vu+J/s3sQwTn8TIBrZJQ8d6H+4xjqNd/nXksoSr4mrr5WZjtTqucAAPiOHiS/rxbDu3dgPJtbKC8bHWZeH3LmShyhE8cgE8/TeBY4dKSXNIIpRl1aJn+/WckRvIgFCIgy8x2qAaNYIkkSl8TyUPUgLk9YHLpcLtx///3o7MylwlavXo2f/exneP3rX4877rgDH/7whyv6uV1d5QewVCqF/v5+tLe3w+ViH/KGxzAeB3rZtHZDexe6OFN5tHBwBkjkmXiYw8RbfF4EurtNHqkxnFkiRR1sRHfRZ4gB+lgoJn7O/A7SKx0Alu8L46l+9ef1JByYPbtV1ectDp2Ae+vf4Hr1RTgOvkbbaU6gPToIX/8hJC98I/Pa3EwSOMBmGvwt7ejm1NGnAu5je8jtDUvOgF/z2yYicQDstXbWvA40e+aT79Pm9yLY3Y2GbaMY0yisZZcX3d3qefXOGL2IcjS1A1E+E2/zutGgcy2uUJLAoQhZDwcA37xFQF0zgFyKdkv9Yow6fGjMqL9v06FdEInPKb6PG3z0NdoxbwGU+iCcza3A0R7Va+5kHI0C0bsOAcMT9+Hfoz7c0s3pMwcg1NNdJE0+L7wVvE+rhVQqhR1HBhDNstHyzI46dHerv59znBYoahHMphGc+P7uJHv9DjkDkARg0dzZaA/HgT62rNfcOYtbFspDkmhCNyuVu6YbvU50d/OzReWi3Fiih6oH8fr63Epq1apVhQCex2mnnYZ58+bhwIEDCIVChX3HxmiV4vj4uOo99WA1JaEHl8tV0vs1+uiVeVp0weMxFxykNF3DG514YI476ONyZlJABc8BVbsTfXXq89LSRv6ttr/WIQDzGn2sOcQEVrQkmSA+klQQVlxon/BQlp5/Ap67vgoha94Ixn3sIATinDT7abadEpwVvY6swhlimQkAOGfPhUNzXP2c2uq8Rh+cSYrPA650EqLHg3q3BETVQTyaFZjvLin0IinmymWFhp0023Yl4+R5z2Nxowgggvmc9jKpczZCmckFX0Z04C9NZ+KfBtRiNkf/MXhDg1A66KDocrng5Fwv7vp6wOOB2MAyeTEyVhipW4whZx2yE6r7bcMZjMlO7shMKEFys1POQKnhNWYFB2P0/XpGi4e9VohFPwVhZBBujwdQFLILJ69M93q9CHozANggnpHc8HgMSFHHbHJzvs2s0S1Nyb1eaizRQ9ULfosXLwbAT5HntycSiUKdmydcy9fMjerh0wWVGEfK800fmZhOxWPig6P6dpeWIGdJQZBW2AanC4qPrYRpna66/BI3gAPA6YRCHQB25uu+sgz3vRssBXCAVr8CfKcmasrSVEIcZOdqKw4nlCDb80oZvbR6RLglQVfYBtB98pTtKq8dKiTk0vh8YZt+D/ecCWHbvDhvbnonBjQqwz9yVOqOVwzc23gtZhPzvslJZukU2SUw4FSTib8e1anNngS2qwdi9H3CjCCF+fkNwsDENR6LQCDKn0Ou+sJzlOr2AUx2/Hj97PMKk4YvM3UMKTAFQfyiiy4CAOzdu5d5LZ1O48CBA/D7/WhpacHChQvR2dmJrVu3MqYuiUQCW7ZsQWdnp+WaQa1Q1kU3AZ7jVd7iMiq5IRNzuJ7oGUXcZPuFIbizxNmbgrJebdOMcOQp0/PgKdSfH8iJQoTRQYhjtFpYD7wgzmuzqvUQFHGAai/rYEaQAsAxYvhJ10S5QvFxgquO9SrpLMgJOKMTeoKw5EWGeKTwFqJ5NLtF+B2CTo94JwY17XMPN52JLHHdi8eP6H4WlVFSnK7COeX5p4t9h5ltgy51EP+LXquZ5IDiIFzNZlCf+KE4fZ8sJoO4uRZX50T3hd7wk/xz1M+ZDGlKoS4IpP1qnonP1B5xYAqC+Pz583H55ZfjwIEDuOeee1Svffe738XY2BjWrFkDh8MBQRBw/fXXIxKJ4LbbblPte/vttyMUCuH6668n/a+nI6gWM4BvaUmBN0s8XxNXBBHjEpueycSi+H/Pm3SxMjoGE8NPCtsIwxctE9eOINXi9EYnvIRS5dn+iSAe1R9v2etuKtQqi2GViVv5naoBgWDilGc6wHdrA5DrgXaydThBZwgK1QrJa4cayYsCBYH0T4dBi5kgCJgbkOgecX894PVjMKEO4qPOAEZdRFktZhA8iFnieRYO0EwcoL97XtSWxxN9SST0Fs5Um9kMYuIHCSbeHZDI/m2zLa7ekeO5VLqB0QsA0rENMDcEBaAHoeQNX2ZyEJ8Sx7bvfOc7uOKKK/CJT3wCf/zjH7F48WJs374dTz31FLq7u/GVr3ylsO+6devw5z//GRs2bMD27duxatUq7Ny5E4888ghWrFiBdevWTcUhVwT1Vow0eCCYuAwBY0Wq9LDDi4asOtDWZ+L40WtRXD7LjavmGM871gV3DCkr1qF6xVvT6oWIERN3SQLObXXi6RPqdoznB1NIywrcHPOQE6uvxhXpi7DLNwu/3fldXDv8oup13oOCdwPXlImnkhBHzc0RT2UVDBBGL7OKhIOKvw6CpsY+GcTNMnH6OhhWJlPFw84Ao4EwSqcDQHedg2wvk1s6AAADcXaREnP7AM1kMUHHWAag+8SLe7h5hkUUtOn0aEbBXbsiuH6JDy1EjVZxe5isBNdBbhqCSqcvI1g4YJ6JO9JJCOFR3SBeSKdzHBvN9opTI0lnJ0cARZmxRi/AFHmnz58/H48//jje+9734uWXX8YPfvADHDhwADfccAMee+wxtLdPqmD9fj82bdqEtWvXYt++fbjjjjuwe/durF27Fps2bWJMYKYzKpNOZ5n4qMMPRZj86ai6eP1EUP/Y5hBOcOZMmz4GK+l0gom3pcO5/pQJGAVxALiwg60hxjIKtg+nuQ/qF+ZfiF3+2YAgYJBoaRLGx1THkYflSV5TAMHCCFLeHPFZRSIr0rUtxh+CkszmFgeqY+KwxgFlkuWPOojRuAbpdCA3CIVKp6cngrg2nQ4ASRfxWQZBnFyIuCevNR4Tp6BNpwPALS+GsfiBE7jsoQF89cUwnu1PIiNPnEeSic+MdPpQQsZYhr1PlhKzDgBrjpHC4HFulswMEzczyQygXdt8cgqNmajNxM1g9uzZ2Lhxo6l9GxoacOutt+LWW2+t8lGVDnHvDji2bQGcLqSueBs5AYmXTi9X2JbvEc9jnOgVr8/kHg7DSRlrnx7Fb65oNm0wwxwDxwOZTKcTTMapZBHMxBCaOG6jdDoArG6n2zC29CdxPudBvTM5+TAecrIPWCGTzvk5a/zmHWLOl1lr4VhL/3RxkDf4xPwI0mImDso/XYeJA7nFZlOxTTIniPdnnQByWRNKoW7k2AYAS5wJpmUMAEIN7fDKCoaT7IM6TcwNMGTiSYKJu4rG6XJq4hSiviC5XQGwbSiNbUNpfHv7OOqdAi7pcuMe0c30Ks8Uxzau3Sox+ASAJcdIcaCPP0vcWY9lBWEb53laRjodyLHxehetXp8JmLnLjxpC+vsT8H59HVx/egCu3/8Mvs99kJz5zWPiVhgeJWzTmmokXWxau64ovf5YXxIbXzVgKHowMUs8D571arG4zQwTP7fVRRo4PNuf4j6oX45PBvFBIogDgBAOkdvJSWY1TKeLA2w9HDA/ghRg0+la6NXEAVYTQIvCnBgtYmj0JDPjdPqyNN0jftzXiuGkDJl4TstezsAVPZCjVIuYuIWhQXNn0XOqtQinFTx0OIGXI8R1P1OCuNnBJxOgmHhUpBX6wuBx7jUy7AwUCdvKK09S6XQgF8TtdPopBtdffqkyFhHDo3A++iCzn98hEPpZa/7plLBNy8SzBCPOM/E8vvxiGNuHS7OP5QrbTKbTgUnDF1HQMEQOAk4RZxJGK8/1p6BwHtTPRybZ+xCv3cmCuK1cYVtWVvDI0QQeP5YwnfLLQ+AycXMjSIFJdTpAp9ML6nTOA4y5TqnFnMuL0SKWTM4UTyYM59vPIzzTAeCQt5Ws9wOgswuGNXFiIVIkbIPHB0Uyl6C8ZmUnV/dCISqxQWymMPF9ZgefTIBqMevxdyApsOdWHOgjF9dR0Y245C4ssHmkyHQ6nRPEu5IjJafTxd4DEI/0GF7f1cSUpdNPGigKxENsu5y0Zzu09gaCIKDOKTDBwFo6nWXi2gel7GHTivUaoVtKBv71yVE8cU0rfJxWDS4s1cRpJt46IXbq8klw6vSIF+PCdjdeGtKavsgIJcPoIPY/pngKjpBUOh3gi9uoPlFyprZJjKVkXLFpEHvGcr3spwUd+NWbmk2VEgBACPGV2lpQ7WUCoHIFJJl4LArIWf4QFM33J5m4x4tQcRDnLZ6i41CCtOkMAHRG6R7x1xytcBCiNgCQqO+UTuUeqIQaHwDdJ15cqxYEKHVB8vxr0dbRiq0L27Bhxzge7k3g4Li+9oRkojOkJk4x8Q6viKCb8yxJsEw84grgkKcVS+PqBao4eByKl80mDk6UZvJpdG6LWQXS6aUGcdfv7objhaegiCKU9tmQZ89Hdv5SpNe8t6T3KwU2E7eKZJw0JRCP7CdFU9Tq0XRwkGWAaKfSPihFH5VOT6jG7AHA3rEM/uvv1tvOeL2sZmviwGSbGW8EKYULOXXx4RF2YZN2eZARJwMkJToCdII4EchMMfFkHMiw7lTf2BYuBHAA2B3KWCppUMxEJtzEAJqJt3lFuIrrEQRrBQDEojrCPi0Tp1LRHoSKtAOlGr54Q7Sn9MtiEwYS9P3iqqNFrnqiKupaVjRGLGbFbUp9EJ0+Cd84P4ht7+jAS29vx7cuaMCV3R4y9RslWkFnChPfG2aNlXiiNoBm4kmXFwe9bCAVBvvIDFl++Elele6Wcm6PWpgmRXUNyBBZllllpNPFY4cAAIIsQzx+BI7nn4Tj70+U9F6lwg7iFsHrURbHQxCIliCK5ZgVYiAeZQIxwCqAHRzFfiDLPiB+uieGTYctrv4rkU5PVy6IR8bYEkNMo1Qe5FiAWkqn6y22knG4f/ItBP7tKgQ+/Ca4HthYCOayouC3B9lz9mSf+XYigTCz4Z1bKoh3aUoWFBMHcgzZ7DhSkolPjCHNg+rPBwBw/A7yoIR8J5wN2Bd3kO1lAOCt49gv66XUSSauGalrIogrLg/zdwvqHbjhtAB++cZmHHhvJ+6+VL3ootLpM6EmHkrK6I+zz6ylPFEb6IVUyu3HAQ9rzSyMDkEYYTMxwwUmnguwgiCQCnXT3T6CgPEAmw3KCdtKCIWpJIT+o8xmeTY9q6BasIO4RejV3MQj+5ltFBM3e9HxWnO0QdwdoB+cq+tpW9KPPzPKFUORx8FLp1NMPFAPhVDB55n4HLPj2wA0eyRSOJMhAkJIUmcjuMI2C65teup0599+D+eTk5O0XH/5FRzP/Q1ATplM1XG1hiV6EMepIE6XKqjfcpbGw5tsMUOuLs6tiWu/f4rwrXZ6VKKz0RJnilMagEPeVhyJZMj2MgDwN+jbyTKQZbpPvAQmrjToz+hySwKumedRMby4SBjuZDOm5qDXEnuJ8aOAThBXFFKdnnH7cNBLBHFFIT0R8m2ixar0AJFSN5tOB4ARPxvEZyVHyEycEcQTveTQJXmWHcSnN3R6XukgTjBxk+kfI8vVPLx19IPzO2e6yLTeaFLBR54ehUyk/0lQKUhJouuOokS26eSZuBllejEoNk5NOxoQ1UE8IbkQo4REFph4PKsgTcmiATie+Su7bSKNxrPfHE7KyHLeT4VshnQ5owJHMquQiwPzTDxSFhNPaUa7lpROVxSIg2xf/EFPK0IpBT1EKtfvEOCq4y1MOEGcJz7S9G+baTMzo2IXBQGva528fkkmDkz7uvhrIXqRwU2np9hSHgDIXh/JxHnIM/HiBTbFxM2avQDAoJcI4qlReDjKdz3kU+la2EF8miOv6KUgmWTi1HAJ8rM4KUgtE6+rp9PpcxwJfON8+oH05PEk7thprkZLMnG3F+D0nZOGL6lSgzj74AsS/cSDApsViHmJXnELwjaAo1+QZYhEGi3viMYL4rICjJrQQwjjYxCIBRalN+BlVLRjXhVOTTyXTi+9Jp7UTNHjpdN5C9LcB42RqvFDEw/8FwbZ4NvqFbme8ODUxKnPANSObQAAM0y8nj+3vBjntRkH8eleF9/LCeLc9jKO9a3i9eOQx/y4z3w2rZgIkUHcAhM/QQTxYCZmqa89D/HoQXK7nU6f5tBNpx/ex2wjLS0zZtPp5ph4QwPnwRmP4f2LfbhuHm27+pWXwnh5yLg1gjJ7oerhhdeItG9L2no6HaCZeDDDPiRCDlbclyWCnhVhG0CL24TQcE4Frd0eCeNYNIsdI/wxjLzUsOp9OL3s1HmllOkA0cbHSacjNm7az4AKNnGHOjBx1ek6NXGesc0hT64Pu584Z20eCSAm5gH8e5QbLJl0epBzpEX7mOwnf52JIM6drDYVkGU4Nj8M1y/uguOpP+fEtBrsCbHXc5NbJK1lAXAXUaKXTqfzkBe2FZd7KOtVK74bfS66DCKM0t0ReqCCuOL1c1vZqgU7iFuEnoWkONDHXMCksC2tQDGTyuaOIZ18UNY7BXg46XQkohAEAd9bHWSYGQCkJ9rODPsseUycA671Ksz1iBejO+BQH7uikEycCuLOBvY4uDVxDhMfI5izMHCM3FeIjOGvepOsYK4uLoTpCW1UOt1MjzigL2wTJ1ohtVAxcUUh074xjeI6LrkRF4lpXTrpdGrMJzDJxCm06DBxbhDnBEttl4WpmjhHn6DF2S2uglcE1+ykhul09/9+E54ffR2uP/8Snh9/E+4fsi6Zr41RynQ9URvNakWfH2GHD0M88aMGWnU6AHLYipV0+hFOEBdLCeJEOl2eNY+boawW7CBuEUYTtMTeHtW/KZYjKzkfcMPP4oiBis1eOn0SQAwiASZvpqBbxA8ubiSNZ/aHM/icQdsZ2Zajx8QJJtOcjmC2R8nNt7aIYgtWfzYJB9hAOKYpMYgC4Gtib1huTZzHxInSB89NTUgm8OghfQHXEEdprXofXhCnmLgZy1Xo18QB3kzxovOcSZMinigh1iInyOkI23jGNlQ7Uh5tnlKCeCWZuLkgXu8ScXpjLuBRLWYADBXqLw6m8IdDcQwnzItRzUDoOwznMw+rtjmffRRC0TjXaFpGb4T9XF4qHQAEokccABwTJR2zbHzISQjbykynH3DSZRCqs0gXyThEasrgFNfDATuIW4eBI5R0WF0Xp4ZLAObEbWbU6Z1+CQphAAKo2zxe3+HGf6ykH+T37DVoOyOYODXBrPAa8YAToWC5qzTGUVwXb8jSq3wtE1/S4IBIZASERJxMX/L6RKk2M14QB4CdvcPc14DcIAkjcNPpJmviAiYWd8VwuaE4CYY8cY1RAkwVE+cEmnGCXZL+6XoZLGLYSxYCet18c5hWrwS4vVCI2erce5TLxKsjbMsjn1KnhJYAP82vKDkB6j9sGsQ/Pz6Clb/ux5N9laufS7tfJrcP79he+O99BAsH+E5tALj1ZXcg95wyK24b0rSYAbT1qhUmvk/ipNOJFjc9iMfY+fLA1NfDATuIW4bRRCatQp03Ps9cEGfZS1hSm5p0+iTS7QgAE3w/c1Ydzm2lb74NO/jfi0z36aXTOenI00XjaVYULuyYZHtUKh0AxjRBfGWTk/ugperivD5Rcq52P51OB4BAQn+RZy6dPkJup9LpR4kg3u4VSVc8XetVg3GkvEATFtjANOokFpU66XSBUKYfczchLfLZXptXzKUtCTZuvSauCeIVTKcDwHkTCnW+Op0+roePJvDA/snrPZpR8O9PjzLT5UpFZt8ucvsvn96Dm58LYSSR5SrTdZk4pybumQjiVpi4VxLgKLqWqcVmPKuY6/oAsE+oR4YIe6LlIM4Rtc2aZ+l9KgE7iFuEnjodAEQNEy9nCArpm65JVXb5RJ10uvpmcooCfnRxE7mweH4wze1ftypsG+dMd1qeov2xjbC0wYGmCXtHStQGsEx8RZOTy6iolDo/nU4xcX4Qb8roB/EhEylRiokrTje5cKLS6VzdAZVSzw9BIRYxqi4KTt02JLDpdKpXXC+dTgnbjFTMbd7cd1SIISjWa+Il9IlbCOLnt+Xe32pN/Bf72e3HYzL+dKQybDy7fze5fUm0Dz/cHcWq3/bjh7vpc2nVrQ2YbIU1w8RlCBgpGn6SB28cqRkDrURGQUIRccLF/r5WhW3TRZkO2EHcMowGLIjHDqrMG3jj88wMQSF90zUPyE6fBDicUIiebepmml/vwCdW0LVEbqrXorDtSD091u+00AHu3+hBEISCSt0sE1/R7OTWNikmzhO2Uep0vXR6U9qAiZtSp7M1cbm+gRTMkEYvnCBOMnG9mrgJJj5KMPGIh2jti46TtsSQZQjDrOXqQYMg3urJ3VdUXdxqEGeuZYeTW6LKQ7YQxBfUS2h2izrqdPbcxjIy/nqUPud37zU/q5uLeBT1g73kS0tjues7nFKY2QVA7lrp9OmEDg4Tz5vzmGHiIw4/ZEFkgjgvs2kmpZ4XqR5zs3Vx6+l0QpkeqLe0uKsU7CBuFQbpdCGThlgkDOH1H5txbaNS99oe8Xztk3zocG4mXpvXMBXEsxmynYqbwgfwmqcDYULEM2ewtCAOTLaaNXCCeEhzXlboptNDzDbTTDwS1l3INRsEcXM1cSKI17EPh3iGnrOtVabnQfWKT6bTS6uJDyvs4jHhIT4nkybZvBAazr2mwSEdURswkU4Hp//dorBN69gG6NfFFUEEApyWPepzBQHntrkQk2gbYWqB9LdjSa749Ym+JA6Nl+fyJh3aCwH0+y9MDMAh899/adABQUeBTWXuAKCuLvfMMMPE87MPtCSIx8SjJtp280H8KBXELQrbSGX67PlTrkwH7CBuGUbqdEDdL84dZG9GjGGCiRce2ERQ5d1MzR76mMgAw6sj6jHxmIyXA/OY7U3H6SExZrB6QtxmJp0+yyeh2SNx06JUEPc4BFBlcW3ZQ9SphwNm0umlCdusGL1wmbjuTHG6xSzv6sdj4lQQTxImOwCdUhe47WUGTHwinW6pJs5l4uyCU6nXCeL1DYBorVXyda0uREXz6vSHDumLQO8pk42LB+hUOgA4lSwWckbDAvqpdICuiStOJ7weN1xiLoimBf3zp/VNz4M7ycwUE8/tc5QQTIrjIfP9+tFxsoaerYEyHbCDuGUYpdMBtbiNXxM3uOgUhVMT5zBxYhwpT2DSwgniVAuLlVnieRwZz+KlOvaCdkZCltNWeaxsdsLvENCQoY+nOJ2+fGIOuZV0OsAbgqL+nfRS6YAxEx80qokrCj+drgHP6IXyBAA4bWbxKCDL3C6KQvsOp247QATxNK+djQjilN0qoB/E3RIKc7zJdDpvihlPBe4igrgeEyeyIkZ4XZtLx7FNfW6TWYXr+pfHfftiXEtgM5AOvKb7+pI4/zpf2mBg2EQ4tikePwRBQINLRFaUcNjdovsWQ4TlKlDG8xSTTLzPzVGoh/Q7S/KYLnaredhB3AoyaX6vaRFUQZyrTjdgZMl4bjiCBsWiIUmYrA3CSwRVjsCEx8TJdDqHzVNjSPM4HMngRSKIA4B4aA/37/TgEAWc1+biMvExafJ4VjRNMAWvHwoxepDXwkUPQdG4lumI2gDjmvhYStFXFydiZPmCSqdzjV607WV5UDVxRcnVR3kPx1SeidNBvF9mg7js5zBxIrMkEO1lAHBQJ+Xa6pEK6VyqjCQk4jn/ee12K0xcp1fcSntZHme3OJGWnJAptwbN4uKJvqThGNyBuIw/lyFw02PiAHA56NGwAHBuK10WyIPMAE5kCvNzu/U8AAB2lngevCBuJp0e1kmnA+br4twgXgNRG2AHcUswai/LQyqaLc5jOEYrR95nFavTO7wSpIn2i0owcSrVy3WT0mHih8ezeClAX9DSob3cvzPChe0usiYeF51IFtUbC0FcEMiUuqVxpGmLTLwonc5jxHopdZ7Ri0wEFbNGL3no+6frD0HhpdMHiCAuBMyn0yllekqQuGwJmKyHAzQTB0DqQagFuCKIgINND+sp1BXOXHc9+J0izmii2bj2HvuDyVHBPysxpS6MDhm2VN0YHMEPL25kruEL2xzcEcGF96fS6ROLraA797wyqotTw0+AyqTTKWEbYN61bTq1lwF2ELcGE6l0IPdQFEZyNaVSmbgptzZ/0cOMqolzmLjPIcJHHNcQIZKymk5XFAVHIlns9XVgnBC3iWUFcTfHclW9gDmzefKhTDEqngUoxUa1TFyvvQxQM/H3LqbFf3opdb5vepDZRtXERQHo4DBxPetVwzQlJ4hTQUnk1ZOpmjgRxAf8LZAF/qOptXgRynNtI7QrZBbN7SbFSLpB3ISjG4Xz21xkm1ksNnlcaVnBH00G8ceOlSZwEw/qp9IBQDp+BO9a6MPzb2vHf78+iPcucONT81N44NJ6XVEbADoDyDBx/SBOubUBesI28+l0LhM3KW6j2svkYDPAWbxWG3YQtwCzTByYFLdJokAGzEowcZUrF6VOT8S4QrJ833UxaGGbNSY+mJARzypQBBEvB+Yyr4uH9pYsbju31YlGg+En9U5BNSmtXCau/Z0EAyaeD+LLm5w4q5kWAOky8TErTJx9gHd4RZU5RjFKmymuz8SpoOTiBHGSiRPCttH6dvLv8yiI2sBn4pR2hZwlTqTSAYN0usEscR7O49TFw+OTQW/z8SRChNUv5SioALhvr/XpW0b1cAC5DhtFgdch4J+X+HH7+QG8d1YGHhO2ySQTn8gUFoK4ARMf5ArbSjfPMqyJl5FOr1U9HLCDuCWYUabnUWz6QtVaDS86zgSzUa1v+gRIJp7NcGcoUyl1UtgW5zBxTk388Pjke1DiNjE8WtLEICCXQegU2GASLqqHn9HkhFjEFEgmHrYibCsKuMkERAPxSz6d/ubZHlWwKYZuEB/nBHGCiVNubXoDZnhMHDozxQvlBM5ijgpK7nqT6fRshnxwJpo66OOcgJl0OilApRYihKgNMBC2ldgLzBO3xaKT55aXSr/9wiCo+HXfvigyFgVuookgLsQi3NKO4d8STDz/fAqaZOI8dTpvbK6Zlt18Oj0lOjHgZK9RU+n0cAgiJTytUT0csIO4JZhRpuchGSjUjdPpxky8SxXEOf7pHGEaHcTLZ+KHI5Ps8CWizQwoL6XeKuun0wv18AlQaWghGiaFT0ZtVtTAAy2a0hFAUXBlt4erPRjUGYLCS6dTTLyPUKfzesQBACXNFOczcVlyqCyA82jw0WYp2iAujAySQ1WUFv0g3uopZuIcUxayJm6FiesF8aDu8fEwNyAh5WA/Lx3L3WNZWcGmw+x5bvGIuG6eF/84h/3bE3EZDxso2VWQZUgm0ukAIBynzWB0oSgAMQAlv9jKZxSMauL5WeLaxSU1xQwwVxMPFz1zyV5xE0xcmmb1cMAO4tbAsVylGI66zcw4TauFmVniqtonbyAJR9xGKdSpIM6tiXOY+JGIPhMHyhO31af1x5Cu1KSwuW1mRGqXYuIKJn8rPc/0PNxKBnOcaZzT6rQkICwc1xjrm65AgKKpt8UyMkaT7DWky8S5rHWc7x2fT+0SQTztpANg0CUyxwuw1zRvjri7s4vcnkcxE+fWxE2m07lMXFedbl3YBuRMX5xe9vOEVALxjIJnB1Kkt/6aOR5IooAPLqUXLFYEbsLAMdNkpNi0yjTSKQhZYpHqUdfEQ04/RonxwXlQw08AwCWCzEiYqokXaX5I1zYTTHw62a3mYQdxC+DVqbNLz2S2iUMnCu5uFBM38k43NcHMDBPniNtaPOzDPpxWkNS2P3GYOM+x7XCR0GaPrwsRomZaMhNXFLiT+jVxholb8E9v4LDRfErdSJmex7XNKYiCAL9DgJeoIeoNQaGYeMYXYMxF+EYv/B5evXGkhkycEIWlnHTfc6NbpI1ltEycE8TrZ+kH8dJr4oQ6nXBrA6rDxAHA62fvG182iZeHc+NGKVw7L7dgvrTLrdJ75PHI0SR6I+YEblKPfmtZMUoJ4ryOmEl1+mTI0WPjvCAuCAIpbrOSTgc4TDw0QmboisFVpnfNM/z8asEO4hbAW8FmTzuL3J5PqVP1RqOaOMUUY6ILiaJWqq5idbrJISh58A1fNH3RHCbOc2w7XMTEZUHEKzxxWylIp0iLzvwscYcALAtq0+m8IG59kpnZIP6mxpwOQRAEtHjZ99SbKU7V2zJEQOS2l/F6xAHA5aH75mPjxs6CxGIuSaSGgTwTJwSFmmuaGkEKAM2zZ4FzOABKr4mTTJyTTocvQI85Rek1cQCoC7D3jT+bxNb+FB4i6uFBl4CLOnMLDVEQ8IEl7GJdAXDvPnMCN54yPS6yIsySmDiHNEyq0ycDMK8uHhedBe0AdV1Sz1Mr6nSAFrcJikxmwopBitpa2knHzKmCHcQtgGLHisuN7MLTyP3FQhC3LmyjPovn1gaAfxFZNHzRTtkiJ5hJEtlbCwBHNC0vlOmLODZi2asY4C+ixhy5B+PSoANuDfPlpkWpISgGTNxImZ7H+b5JxtdKnGerfeIZwjyFErUB+ul0CALNxqMRuCUBbuJP9WriCQfNYoNuTjrdBBNXXG6IwSZujz0AtBWfU48PCtXyZFLYRrm15Q6O9hhQPD6Aw97NIFjP3qf+bBI/3hPF8Rh7XVw1x6saK/u+xT5QAvH79poTuEmEyUufK4gX6hYw20tj4vQ9WmDiRQtlnkJ9yFlXaPujWnQphboVdTpQouGLotDtZTVUpgN2ELcEKogovjrIsxfkTCM0yAfx0tLp+r7p9U5BtUrlp9M5NXGixQwg6uK8CWbEgzMrK+jVBBdeXbwkNs4J4nlhmzaVDuhZr4aYbTwmnrdeNfJNz8OfmFyAUUHcejqdDbxWfdMnD46wKS34p+toN4gAGCV8AHwOAW6JreEDyGlKioRslOWq0tIBCAJ3SI9DUKdkIYr03ADC+tMSEwddiiknlQ4AEiEI9ctJHB1nM0wAcO089fF1+CS8uZs95r6YjEePGQjcMmlmVDIAPF+3EK/52BKGMHTCvJ94/m84pEHR9IkDwAEOE8+n0gH6mqTS6eaEbZP78Axf9OriwugQGQNqWQ8H7CBuDVQQ9wcAtwdKBzt+M3/DUBdiWgZbfy4G0c42yusRh85UMU46nJtO1xi+UI5tvNT98VgW2rUJX9xm3X6Vx8TzNfGzWlgnKW4QJ4Ilb+JcOC0DmQyEYTr9y6CIcTYT2gMuE89kyMVbmgiIxQLCPCQBaCfS98Ugx5HGdLQbOn3ilN4hmD+HRPZAUBQIIwOQXtoM98++C/HIPmYfubUTADC3jl6MtHpFVQshYH4cKfUdeOp0AFAmjkV9fPr1ekNwPs8rs62gdU4Bl3Wx+/MEbnfv0U+pi709ZDnq+fqF2EMFcUUxvXAtgOdb71X3iQMGTHwC1DVJMnED29VUVlFNheMxcVEnQzjdPNPzmPIgvmHDBgSDQQSDQTz//PPkPuFwGOvXr8fy5cvR1taG5cuXY/369QiHacX2VIEUm008QLJzFjEviX2HgHSK64alJ8agmXixW5vmIcdtMePVxE32MFOLAG57GRtYXvN1IU0IoEph4vx0ug/1LgHvXkgsLgJ1ZLrVChMfTykQhvvJdijyOIuCOMXEYxkFUeK355nQUEyccurqDkza8PKgP8lMx3aWWMxFRHbRlE+XkkwcgO/T74V3w+fhfOz3JDOWJ9rL5nKYeCtx3ZoK4tkMBJnIXugE8czqN7HbXn8Fd38z4C0a/Fn2XFzZ7WHKQwBweZebLDf89WiCq5UA+P3hz9fRQRwABIspdS4Tn1j4521XAZNMnFhYU21mRkw8rLnfjrmsp9O5orZTiYnv2bMHt956K/x+Tm8ngGg0ijVr1mDjxo1YvHgx1q5di2XLlmHjxo1Ys2YNotHyRvCVA7ImPvFQlOcuZvfPZiH2HeaKhvTazOgJZtaZOO+mMjuOlKyJm2gvy0MWRIx3EvW2CgbxeR1BPPTmFnWatfBBEkAFLkrYxjU8kU2L2gB1EKeEbQCdUueZa1A18UPEuZ5XZzBdCrwgnjuvvD55gGaxYYqJu/WDuKDoL4SUtlww4THxNup8UuI2zbUickyP9OrbmfMvR+KDNyE7ZxGysxcgef26soM4b9Hgy7LHd81c+j6TRAH/vIS932UlZ/7CA1UPB4AX6uajx89mHQDrdXEjdXrxQvmIu5kcSXrCFcx9tgCyu6MUjdGYph0z6vAgJBFlGL0gTtTDFUGE3DlH97OrjSkL4tlsFh/5yEewfPlyrFmzhrvfhg0bsGPHDqxbtw4PPvggvvSlL+E3v/kNbr75ZuzYsQMbNmyYqkNmwKuJA4BMMHEgl1K3PD4vlSTbYYrd2rp8mp/O5SHr8rz0VoNLIPstGdc2Mp3Oc2uj2zPkuUSWIjRsevRfAZzv8s3LZuHMZv5QBrP+6Tzr0XBKNpxepn7vYiZu3rWNF8TTmiCeyiok45pHtB9pQaq5YxHuONJ8Op2qiYegE8Q5k8x0j02SkHndpQBAtlIBdBnIDBPnBXGusG0CmcuuQfwr/4v4136C9BvfqruvGfAWwH5ZzcR9DgFvnM1fYLx/sR9U0uXevbGCOZEWlN3qa95OjDn9yLR0QCHEqpbFbRxzqbxuwSkKhXR4RnTgV60XMLv+tvV8ALlUOuXTTqXTjaaYjaXY16mUup5rG5VOV9q6yhI6VgJTFsS/973vYefOnbjjjjsgSZwBDYqCe++9F4FAADfffLPqtZtuugnBYBD33XcflBK9t8uCLJNBJD8ZSp6zkPwz8cg+LsPjpdN5jFOPiUMQaIEPh4kLgkCycZaJc4RtBKh0ulNQ4FrAZikA62NJuSYVvElWE6CtV0PMtoBDIB+M4ZTCZeJDDkooVhTEOUxc2wXAOyaAbTE7Gs2CEiKbYeJkVkKRgUSMHAAznlZytXpqLK6gk07X6bOmoPj8SH7w01CacilWXjq9jbCypWeKm2TiOun0qsBkOv2Ns9zwcSZ2ATlnvitns+91NJrFvjFiMR2Pkqnx5+tzz63uOhdkStfTV1kmDqgV6p9f8C48Ecx196QECevnvxvP1ecW/XWc70+l0xNZ6Krztel0gGP4wmPiskym02udSgemKIjv2rUL3/zmN/HpT38ap51Gt2MBQE9PD44fP47zzz+fSbl7PB6sXr0afX19OHDgQLUPmUU8mpu9rMUEE1camnKTbDSQdJg4LwXEn2CmE8RBC854NxVAp9SZIE4xcRNGL4XjdCvIzl1C7i8etJZS53nXc8dR5l+nrFeJ+rMgCGSqbiwtk9PLhhwBstdVlU7nWq9aSKdrauK8yVWlptMBcMeRjqdlKBxxJM3Ec+dPnj2fa6SSh9zQhPQbrkTi37+A6LceQObiqwqvtXlFLCe6DS6fxb6n4iV+/3hMpYSX0rTK2oiJVxr8mrg605E3eNHDexbR9+GOEVa8Jh3aSz6/nq/LBfE5AQkKkRYWjx9RnUcjkL7pkgNwTi74invFez0teOOZ/4XO1RvR+vof4ra510y2l3Gem6VMMhsjhsrQhi/D5PcVhvtp6+Ea2q3mYWLpXh4ymQzWrl2LJUuW4FOf+pTuvj09PQCABQvYGioALFy4sLBf/r95SCQs+AlzkEqlCv8vhmkTgJTLU/gs1+wFcGlSxMKR/XARohUAGI4mQR2mY3QY1O1Z3Cfe7Mgy39Hj8TKrMjka4Z6LJiIDPRRXv6+feIBnHE7yPakg3uVREG9qR9DphqB9kB7Ybel3kog6tiI5kJAVkCcy/3e+AHOhC+NjSMTjTKtcnVNgbvixRAY4wQbxA952lVtcAeNjhe9VJ9BCoxORFBIJ9UKMN+M5468vXIsAsG+E/q6dbvaa0EJxeojQC6RGh+EV2bpoWgbGx0KgQj81zKNOlCeP4R03IPDzOyY/W3IgvegMpE8/B6kzzkV29nz1+dcc+/oVHty4JVMoO62Z7cLrGhXmO4ouD7SXsqAoSIZGoPgCSKVSEDhMPCVKSFXgWWEWTkEEFZ6LmbhbBC5pFQx/yzPq6OD6Un8cV3epnwTePTvIffNMfJZXQaq1i71PUgmkThxDaqLdrvg6pOCIhKFdeikeHxLJye9Xp91BEDDoYjM3Pgf9HPeAvqdGInG4OWZHQ1H2GUwavmTSSA4NMAt/J4dwJNpmm7p+imOJETweawvLqgfx73znO9i5cyceffRROJ20QUgeefV5QwOdiqurq1Ptp4e+vj5kKQ/fEtDf3w/v8cOg9IzDiSRGenODAjobWqEd3SAmYsDBXQDYVW7vwDB6RfYYGw4fRJD4rNEiJq6EjqNXs+j1iA5oOUk6PIreXnqQgTfrgvYSGIxlJveXs2ghHn7jqQyOad4zIwPHY14A6qDY5ZHRPzSEhrZZ8B9TZ1CEg3u4x0Zh3tAA8wDMuD3oPXpU9+86ZYH5O0HOom/fHmQ1qn6P4oE2QTUYjpPp9P3edghgV/jKeKjwvXKlODbQHxwcQ2+vup1lzoljzJ5Zpxuyy43+/v7Ctp3HnQDzqAQcY8fRa6D7bIgnyIA8dOgAZIcfYMIhcPjgIVDaZSqIy9Ex9PZOLGQXnAn3v38Z/t79yNQFEZmzGHIx8zX43RYD+MUqAa+ERTQ4FZzXEMOxoyFmv9ZUmlz0nujZh1SwBQAQ4ATxwXAYYQvXYLnwhcKgnm6+opr4+cEMRk8chdEMMUUB6h1ehDPqe+7FE1H09qpJx/zdLzN/nxIkvBLIPZf8iRAGnD7MIz5nZMdLGF9wOgCorkMKC0ZHoA1BaadLdZ+7iOcOBUcmST4fUuMOUNfp/t7jyPhoNn54gP0bXpvZ4Gs7Ee9UO02273qF/N2OSW4kLFw/RudPkiQuieWhqkF8x44d+Pa3v42Pf/zjWLVqVTU/ikFXV5n9nMitmvr7+9He3g5/hO4fbJw9F/7ubgCA64xVwDN/YvZZJtM+6K66RnR3s+ty9xFaRZpn4pIArJw/m2knchFpY7ecQffE8WnR3R8FhtSryLGMgK5Zuffm1aADLW3Mex4az0JGiNm3062gvb0d4uIzAE0Qd42HMKfeD6XB3EAJP5GZFgP13O+Xh6eLfn12QwByu7oO2LxnDPtj6oxCQyoKMcMGgQPedgSJ+eZSIobuWbNyRiQA6p8fURlNAEDS6Ud3tzqc1slsJiPPCNrb2+Fy5R5CI4fHAaiPp8Ep4Iz5+ucBABxxOjS0B3yY5Q8Ch9l0aD3Hf54K4vPbm9DdXbS9uxs463W5YzQ8OhbdAM4x2Md9hK3lAkBXsB7Z7m6kUinE975M7tPSNRsNBtdPJSGBNnUpZuLvWBJUn0MdrNw/hs396utmf9yB2bNbVaKwun62tv1KYC5SE3arZ81tRUPLKuD37Gd0yEn42tsLz8L8dUjBBzY7IGnu0faj48CIMSNtqfOgu5stV83OJIEe9tlU19KB7mY6pImjMQDqrCLP8KXLLSGluSYCUfa+UUQJrSvP4bpXFqM4luidv1JQ1SD+kY98BPPnz8dnP/tZU/vXT8whHhuj5z2Pj4+r9tOD1ZSEHlwuF1zEQxwAHMEmiBOfJSw8ndynefAIgDOY7QlI5HE6U3QNMl8T7/BK8PvY4C9Q09SSCe65aA+kAKiDuAIgLrrQ4pEgxOiMhxSoY97zBCfF2+VR4HK5cufmiYeY130njiDbbm7BJVHKVz97LFo4mlrI7Z5UArLmb4PuCAD1Q7EpTK+ee7xtWBAfYLYLigKPnAF8ueu01SsinFZnXEbTAnPcZLlgwqfb5XIV9u8lPATm1TtMXfMiodsAAFcqgcZWFwD2HGfTdA0+SrSYddS5K3rvmYHUQHuZezIpZCeOJclh4s66ekhTeLwC59mVD+IOAbhmQR08HEdFLc5sSWJzvzqgDScVhBQXOidEgMLoECTCxOT5IqvVRU0+OJvpEqVrsK8QeIqvQwoioaERfAHV3zR7E9AuQinUu+lrOshh22nRCY+HXvxEZfb51Oehg7grEi480/NwnmDZttzZDU+A1pjwYHT+SkFVhW07d+7E3r170d7eXjB4CQaDeOCBBwAAb3rTmxAMBrFp0yYAkzVvnnAtXzM3qodXA7ypYsXKaKWti2y/8h7rIf90nBBb6H1WXp3eSVFSgKNO1xG2cR4UBXEbbwwp8R2pHnEAmOXJfUd5HkfcZqFfnG7x0xe1AeVbr7aN00H8gKcdw076843azMg+8XF2tS9rsiuKopDCtnmcvmotuMK2WIQUtgFAKkZfBzGKiZtRyFcaJmaKizz70CkWtvE6O/JB/EPL/LTfAQeU1TAAbB+eZPy8oSf5erhHmnD68/ogN7ILXittZqSwTfNcajD5/XjXI0/wptdmRrWYjQfoBS3TZpbNQDx+mNlvOijTgSoz8euvv57cvmXLFvT09OCqq65CS0sL5szJ1WUWLlyIzs5ObN26FdFoVKVQTyQS2LJlCzo7Oy3XDCoBXmpZ9VAURcjdCyHt26nax9G7H+4WIKmJc9wWM0KdnhKkQvqSUqYDtH+6kEwAcpYZZQkYu7ZZmWDG6xHv8uTeS541F4rTxQiMpEN7OAlGAtRvYCqIcyaZkdar7INj1jg9MnO/tx1zknSZRYiGC9VySqHOtJgpCnk82gVIKKUwqXkAmMdpyWLej/BOB3ILR57tbCpGtylq0+kOIecaN9UwM8mMKocA+rar1QDv8zodKXx8eQCfXWWN2fGC+I6RNK6c8Fin+sOBYmW6o5B6lzvnMNajloI44RCpfS41cJwRteAFa8OJewQodbrsq4PicjPOgdo2M2GgD0KafUrV2m41j6oG8e9///vk9o985CPo6enBTTfdhPPOO6+wXRAEXH/99bjttttw22234ZZbbim8dvvttyMUCuHf/u3fSAOAaoMfxNUPkOycRUwQF0cGMUeOYJ9GdhbhtUSQE8wCBSUvL4jrTjIjGBjPtS0/BIVqLwNoJk71iHslIJi/wiQH5DkLmXnGZTNxjt2sah8uEzc3yWwekTKPiG70uxpUvfuq9zZoMxuMy1AUZfJajkVIX2tZc+zltJcBANxeKJIEQSP65LWYAUAmTpdKtANQ5tZJcBjYvlYDpoJ4CY5tVQEniN+4wIHUedZVA0uCDrglliDsKKo5i4RTW1jyYI9vwqe+aOEld84Bdr2k2lccHSKdG0lQvhSa51KQs1jUgnc9UmYvgL71aphg4g1uCUpjK4R+tcBS2r0NQv9RKBN6menqmZ7HtBuAsm7dOqxYsQIbNmzAW9/6Vtxyyy145zvfidtuuw0rVqzAunXranJcpOWqKDKslOfcdm6MXc2OExcWQLsGqd3aOEycN1OccwMazhTnMXEqnT7OBvE5AUnVQZSdt5TZRxwZ5PZHq5BJk17b5tLpvJniIWYbxcQXxtl0+gFvGyAIqt591XurrFfZ3yujqNkBzzddm07nB3GTDFgQyCEoiI1zR7FmONeBtia+sL4GqXToXANFvgIip7WH56BWNYgSFKJLh+pBNgOnKOC0IPt+O/LpdFmGRKTTX6hbWHB4nFO0AKR6xQGTE/zSKXIhWmkmzusT55IiAGNJIoi7BMhNrcx2cWQAvlvWQtq9Lfdvwm4VmD7p9GkXxP1+PzZt2oS1a9di3759uOOOO7B7926sXbsWmzZt0vVdryooJu6fnHubB+WhDgBnRdmaCmm7ms2Q4wKLJ/4ww08mYHUcKS+I51O9vHQ6tVg4HGGDyxxN7Z5bFzdj+kKMlgTMBXE4XbQRDhXEiQcEJV474G0HAH5NvNi1jWf4UpRS5y1kWCZOaw9MM3GAdm2LRkjbVQCQ45wgrkmn16QeDnAzUGbS6aiwUtgUXMTCgbBZNgsqpX5gPJuzC+4/So5lfb5+siSpYuJddBB3EMIuBtwxpBVOp3OZuF5NnH3WNrhEyPOXkfsL0TA83/o0HE9sou1WnS4obbTf/FSjJkH8rrvuQigUUqXSi9HQ0IBbb70VO3fuxODgIHbu3Ilbb72V2z8+FSCZOMFo5Fnzcgxdg5VhdjVH1XDEY4dJ3/Tim66kdDqBRrcI6nYoCNs46XRt9iGeUdBPOJB1axYbfHGbsf1qqZareZDWq9QQFM0DJpiOojnDfnbPRBA3k07nBfFidzxhjA7ieXV6HpT2QBSA2RZq0VRdPJdOpx+OCoclaoN4rZg4JAdZ4hEMhG2KwwlIU3/MVF28VCYO8Ovir46mufXwv9dNioPnFi2+eMM8JBNBnCui1QRxs8I9Xu2bt103nU4E+Aa3iPSb3wm5uZ38GyGbheen34bjpc3Ma3LXXFJnVAtMOyY+XZGfuVwMkgW63JC75jGblw+zs5MpYRtVvwImRSgAMfwkfzwea0zcIQqq0YB5FGrinDS89oF5hGDhADAnoGHiXfPIVKJkoi7O1SSYDeL17AKQYuLaQEal0gGgZyIz0tVSRw+eMUinA2rrVZ5vuqwpBVDTy2b7JTgt1KJ5M8X9DoFc1PEWc0wQb6hREIfxEBSyJj7Vvul6n1tOEG/miNuG04bKdEDNxJXGVnKRYSqI854XWnW66Zo4vZ9LEkDFcV46PSMrZNaz3ilAaWhC/At3IsshGABorco0sFvNww7iJkGKqjjtOjLRL94RHUB7MqTaRl1YRkpSAOjgqtM5TJxX2watULfaYsZrL9Om0+FwQO4mJppNRRAvkYkvSHDayyaY+FltHoDoFS2eksYvWxQHcbPpdKq9zFrw5M0U53nHUywxAxEpQf25C2qVTofOdLYJiIR3upG3e7VAM3H+PWoEymMeyCnUqfGjfa4g+oqMTlQT4wQBcgfLxqUT+u56ALhTBrXkotx0OkCL23jdPrxpkfnjUBpbEF//38icd4mp4wKmTz0csIO4eRDDN3jtOtlFrLELAFwQVrNxMp1+kL3pejxtGHblHrz1ToGbTtKmrfLQ6xWnAsxwUl+dDk19mddeRo2TpDQD4sgAwGGiBcSrEcTZz9QG8UUcJr5/Ioif0+IiZ2cXz4M3UxMXiSCuCKJqpGdGVtBLzhG3ltYjF5+xCKAopCJYJMo7Ucmt0oPUqr2sgJKY+BSL2vQ+twwmXucUsYC4BnYNxUl9TTEhqHMKaHRrM2ZEEB84ZjgIhTcxUVvmq3PS0wK14D7nOK/x0ulUjzigWUy4PUis/SJS1/6z8YFh+ijTATuIm4Oi0AYsnACSXUwH8dWaIB7PKurxeck4qYQsTn1x6+HgM3HuzQXa8GVYR9imSA7GZpBqLwOAbsKUhpe2kgzq4rwJZuZr4kQ6PZVkUsVaYRslaksLEnrdOaOIs1uc5Ozs4pp4E097ENdn4kp9Q8G6FciNmcwSzyne2E4uqIAn58aRUjPVJV4QL8K8OkdN2svyKCWdXjMmTnxuOTVxgE6pO3t7yFRw8fMk10GiEecSdXEhk4ZrbJjZrtqHly3TkAtREEgBqRZWmThvilmIUKYDRFpfFJF624eQ+PfPk2W/Ytjp9JmGdJKcp0y26gBQOrrJB/sFY1RdfPLCEw/vyz1MNSheOfOU6YBOz7RFJj6UyPUwg6pxUT3iBBNvcAlk2kyez7aZAcYp9Wqk0wG2Fq09ZqomfsjTgqwowS0BZzQ5aSYenUynSyI9u33QIJ2u1BmL2oAKMXHwxW0OIhWtDeIL6msr8iGNjopU2VQ6fcrd2vKocE0cAFYQIwmXjNN17BeK7FbnEAtAnrjNM3xC/yBM1sQBc+I2Xp84QAd4HhOnzJEAflo/c+EbEf/s9yBrRKV5KB4vFI4Yrhawg7gJiLw51pyHIQQB2UVsXfyc8YNwaoZcjBfVcbj1cDPKdIAMsABfcALQNfG0nLvwSSZOpAKpmjiPHcqz5uVUwRpIh9kFTjHKD+KcXvGIui6ufTgsoHrEPbkbeGWTE05RMEynA3RKfUjVYhZij1njCV6R9jJYnynuShNMXNQG8drVwwGdmvjEDG2SiddI2EbdQwJnXoJZrCTq4vMStJvgLv+swn/PJRaAvF5x9xDtXJiHWXU6YK4ursvEieuUVxPnpdMpT4g85EVnIP7Fu5DtZi2+M6+7TJUhqzWmz5FMY5QSQLKEuM2jpLEqou4XVzFxQoSSgYhtgXmFf/OU6QByrTZUqk6HiTfpGb5QNXHSrY1liNTDAQDgcELuZm1zDdvMKGGhIHIXLsy+XCauDuIOUSik6jzZFGanWIacr4ef3ZJjPwox5UtIxICiVCYv4zF5HFQ6XRvEK8TEORkkIRYh0+lUENf6ptesvSwPKp2uyAVxJl0Tr006vSpMnEinz0uwplEJwYnjrmDh39RiW26fBYVwxTRi4ryyHcXEjYK4W4JuxwUpbOOk0/k1cf2UvtLSgfjnv4/0G64sdKBkFy9H6m0f0v27qUaN77yZAYEnquIxcQDy4uXk9gvH9qpqUsVBnGLiOwLdiBc9MHWZOHI3DONsplMT1zN8IZm4RtQWTskYTbI3D5Wmy0OetwTSQXXQFof6gcgYwBl7SS5EfH7GbIcHa0NQBEQzChYk2Ho4MKlMP6d1IojzmG0kDGViahiV8Si0mKVTdPcDE8RZJl7nFNBkYWAGAIAjyASHiXsyZtLp05CJY2IB7q/nMPHaCNtIdXo2m1v0mRhrSaHDK6LFI6oWhvOJ6/ewp0XVEkkutl1uKC0dEAbVzNszdAK6Sw3iHlVEkSxbGFmvBhz617SVdDpl9AKYVMl7fEje8Dmk3vlvQDYLpbF52vSH52EzcRPgpdO5D0MA2QXLyP5hrUK9kE4fD0EcZNNVxfUrwDiIg+gVt6pOB/hMXNtexhO1zdVRKlP2q4B+Sr3UCWaFfYlZ6wDPtS13TqhUOpAbQQrklOkAyHQ6oLVeZc/zSFJGRla4lqvaYz5EZjwclmcJWK2Je7NsEI9ofNNrzcSN/NNJJl4jYRu3P70MNi4IAmP6QjHxQx61zShvsU3Vxd2lMHEvvdA2CqBURqgYtLDNWjrdbKsbACjBZijNbdMugAN2EDeFkuqxHh/kbrYN4YKwuuUj38MoHaDTycWiNgDo0hG2AXTqSledrtPDTNbSNezlCCfFO1enTisTdSYAEIbooAlUIIjzGD6HiQPAQkKZDuSYeINLKIi5eO9dPMiGqokryAVyntGLmXT6vBLaunSDOPFg8xNBvJiJO8Wc4Uwtwb0W4rm6OK1Onz41caACCvWiIO6UM5iVZEs0hzzqUaO8shcVxJ2xcf5IZvAmmNEdM0YBVK+9jPd6Igt1t88EqOEnAsCd2jfTYAdxE+Cm0zm1xTzkRWxKfU5yGLMSk60aeTEG16mtXh3wjNPphELdorANyDFxOp1ujolTPeKF92huI7eLI3TQBEDXxC0EcXi89OAJcpJZ7rZYGKeZxwFPG85pcU0yYG46ffK9qZniwMRiyYTl6hinbGFV1AYY1MQJhkMG8SJh29xAbdvLAHBbDYVYJFeuAJFSrZmwjfO5ZfinA8DKorr4nMQQROI7H/JO3ntNbpGrAC/JfpWaJc5xkTRSp/Pc2vLgDkEhUupUOj3Xq24H8VMGvB5lvZo4oGf6MsnGC0ycsEeMim7s8k0qSSWBbxxSAMXEiRVyHlSfODAhujIhbLNi9JKHUt+Y6zfXHucIm/4rvEZlQ0yMIZ18A8GyaxvFxI+6GpGQXDi7dbKlp9R0OpCriwvjxkH8SIROCVoVtQHILWgIdS3FxEVFhkdhe42LhW0La9xeBuik06MRchYBULs+cd7ioZJMfD6RSgeAg0XpdK74FHpBnO/cRpbtuEzcqCZe2utUrziVTtdTps80nDzfpIoQucM39IMI1WYGABcW1cUjaQVQFNIe8aW6ecgW1WA6vBIkA8ZDrXz10ukeh0DeEKOxJIQ0MVZQm04nmHirRyRbQAoQRSiNLcxm/SBOpOqsMHFYcW3LnQ/KcrUgamuZfGByU/UG6XRgQkDITadPHu/haGXay3IHJtDZA6Im7s8azxKvtagN0K+JUyNsAdTMsY3LxMuwXgWARfUOeKXc7zeXE8SLa+K6C23ONDM9Jk49Z3jeFcEy0+m85ws1yYwK4mb922cC7CBuAlQ6XfH6DUUOStsssj/5AlUQlyEMnSAZobYe3kk4oLHHRax849FCvywFqi4eG+cEfiadbqG9rAhKE5tS56bTsxmyPl+1IO4UIclZss+2R9NeBugxcWP/9MGEDGFshD7eIiZ+uJJMHLwhKBEmvUql0gF1TXw6B3HEIlyGq9SqxYwaRYrymbgkCji9Mfdb8Jh4cRDXc/pT6oLkOZX69dLplayJGzBxzus0E6fHkJ4sOHm+SRVBDz8xEUAEAVmiLn72+EG4szmhTSRNs3AA+LvFejgAxtccmLDU5LER0AEmHuP0fBaxF0VRcIRoe9JrL8tDJuriwsgAvdjg9Z9aDuImJ5m5BMxJDsOpsN+tx9uO2X4J7cW/hctN19uL0+m8mnicFrYpHp9KPU1pDwQA3VYtV/PvTw1BiY0zqmBuEBeL0+m1D+K8rJgQi/Cv/ZoJ2ziLhzKDODBZF6eU6RHRjSHn5O+uu9gWBDKlrs/EiXQ6pyZumE43qolz0unUsBNK2GYH8VMMVIuZ2QBCpdRdShZnRw4ByM25FU1MLgPMBXFe+spqm1kyajzBbCQpkwYLeu1lhfdpbGW2CYk4uZrnzhI3s5Aq/kwqiMeiKlMWIMfEuSNIvW04u0UTsAUBip9476J0eoOLHp84mMiSNXFtexlVE5/ll+CWSksL0jPFCSYuzwwmDoeTa3TES6fXyrGtWjVxYNJ+dT6h5zjobVW1exl57pNBfPA4c78AADJpCFQHAIeJGwnbjNXpHCZuMp1+sijTATuImwKZTjdQpudhNNGMx8QHnPU4rGkH6TLDxLnjSPXazNj3zXCYeDHT540g1Wsvy0NpYoM4QKfUzQ5WMPxMruGLupRR7xK4PeIHPO0FkxfVe5PWq5PvKwgCx3qVVqcr9U2qfx8hauJmyhY8kNcvWRPXD+LTob0sD94QFG5wrNkoUk4tvsyaODApbptLlIIOMz3i+r8bNc1MkGUIA33szlzfdB4TL1edzqmJa0iFrCgI2+l0G2QQMVCm5yHPX0oqgfPDUGLJDDn84/m6BYxJgt7wkzwqxcQljpdzMRM/zPHyNsPEqXQ6AAjDbBqQd+yVqIkDVBAXsZDj1tbjbVfVwwsgZoqjKJ0O8Ge3k+n0IiaeVYDeKMsmShK15cFJp2unS/GCeF6dXuvpZSpw/NO56vSajSKtHhM/vdEBXzaJjjSrsTlo0uglD55CXew7wmzjimc5ZY5y+8R56XSta9t4WqGaC+0gfqqBUqebDiBuL+Q5i5jNF4b3AYqCtuHDZLpP2x8OmE2nc8aREj3feVDCtgBHlVys6KVEbYC5mjiVTgcAYZQQ5JQ5hrTwmSatV3np9GFHAGNOP1Zp0+ng+Kdrgngr0WY2GMtw0umTorbBpABqtkMpRi+F96eCeDaLgCZ9zlWnT9TEp0UqfQJcJs7rv64ZE6+8Y1sefqeISxx0y+Ihz+TCucMrwmPQxiV3dJPbRULcxl1oc2riXocAt87lW6qwTVveK9U3fSbBDuJGyGbIFbJRj7jqLYiUelcqhDnJISwa3E/8BWu3ChgMP8mjhHGkVoK4ERMXAMw2UxO3YPhS7gSzwv715lzb6l0CFsVYo5cD3jYsCzpIgwxypng0rBLqUec5ExnP+WZr369ogtmxBP3AKYeJ886dKz6O4oSBUTp9QRkp/UqDHkfKbzGrWU2cI6jjMXFhuB/i4X26JbFirJbobgd1j7iJhXZbF5lFFKlecQvDT/LQY8NG6XQeU9dOMqNS6UafPdNw8nyTKsHBYbBWAojMq4uP7ceyEdovXCtqA0wycUKdDuj3ilPp9ADn4a2oauIsE+/ymRNbKXVBciSpMFzFIG4ynd4UG8HyGPug2u9tV5m8qN6bqomn0yoXLsq1zRtl057aY61KEOf1tg8eVy1SjIRt00KZPgF6HGmUr06vVRB3usi5CpRjm+s3/wvfp/8Jvv93A3zr/wVizy7Dt18lD5PbizU2RvVwADmxYGsns1kkFOpWxpDmoRdIK5VOL2UM6UzDyfNNqgSJ53ZmIYDoidtWjvYw20/UtWPYpWb69S5B30BlAqXVxNkbmptOL2bihLBtjllmJgi0Qp1Ip1cuiJtj4u2v/Z3c7+mGZYWhJ8x7m3Bto4RtbUTtElCn048l6d+9HGEbJVoCAKn3gIoFGTHx6RTEyXGken3itXJsEwRyAaE9TnH/q3A9dF+uRRSAONwP970bdD0fAGBxiuPWVmS5aqRMz4NKqQsEE7cyhjQPvUlmRkzcJdHdHlphGy+IG01Rm0mwg7gBJB4Tt5BOV1o6IDc0Mdv/YXQnTouwq9ptRD3clDId4M/XtsjE67Kc7z1RE5cVhWTiplb4+fdqZoM4afjC8a7nKvF58NXRdqMaYVn9q8+Rf/7H5rPY9rIJlGq92pYKM9sAQDZIp/sctNrdLOTZ7HAeABB7e1TWq/w+8VwQmj+NgjhZE89mIEboc1wrxzaAk8rXBHHHlkeYXaSDeyAM8wcFAUBnlL2HRhx+hB2T94vZxbbcPpvZJoZHVcN9AAAcsqPXQaLPxI2DLLWPNp1e1hjSGYKT55tUCTwmbiWIQxDIlPoZsWOQCO3kox62Hn5Go7k5w6UwcWoeNS+dnl8k9MdlJAlxuplaWx4yxcRHBhmmQZrtmHDMYyCKHAFaERtOJeHc9RKzz7bAXAz5m3FGU+lBnEqnm2LiRBCfF5AsjyBVweOD3NbFbBYtMHGXCHRPk/YygG/AJIbYditFEAAnnVWZEpBMXL1wlna/TP6p2HtA9609I2yQ1yrTy2HiAFsXp2yRcwejw8R1esWN0ukA4CdmjmsHoFRiDOl0x8nzTaoEidf/aDGVy0upU3i+ng3iF7abfOC43CTb1BPF1DkFaK9pSpWsSA5goo7NHUFqhYkT1qtCMsFMLCt3DKnq7wxc26Td20g18x+bz8aZTS44Oe1UlLAN0Lq2sb9LO4eJF7eYHUuwf2dlscQDNRJWPHoQDdLkg9BH1MRlCEiITsyrcxh6+U8leAtYkbK1dbnJOddTBbK9rYiJC6FhSH2HyL8Vj+oHcXHoOLNN2yNuthSjdPKCuDqDyFWnTzET16bTKbe23GdPn+u2XNhB3ADcIG6FicN8EM8KIrYF5jHbL2w3Wb8TBFJMosfEBUFgAgxZEy9aVfNHkFpg4jyFukbcVtkgHmQ3hifZsOPlZ8m/+2PzWXjjbP5vwGPiiOoH8dYUy8QVSQImzFgiaQWjaYKJV0AVLnezi0UhlcDC5OT5584SF4RplUoHwNWpUEG8VrPEC6Dc5YqCuPTay9w/FXtZHU0BsQg587vYM10Ucm5/ZiB3sOl0ABD7NXVxarYBp/afBy+QCuAL14pB7aN1bOOl07XT+mYyTp5vUiU4eAzWYhCR5y1BVjR+6PU0zEFcUt/gQZeA0xrNPzApMYmeOh1gXduodLq6vYzDxC0EF9O94uWOIS3+TL0hKIoCiQjiJ5wNGOlahI+cofObm6mJk8I2lokrdUFgIpvCc8Ury+hlAtnZbBAHgCXhSZZFZWTyPeLTYQRpMXgLOzFEqLVrpUyfgFFNXNq1jfu3kk46XRxkWTgwYbk6gVl+iZtR0kIJtpALHsEME/f4CtcxBd4ks4BTMFUqooS+ZtTpfodg+vvPBNhB3ACVSqfD5Uaok01favGUj32wnt/utjTAnjRYMOgx1QaYugwrbFPc+sp0hwDMMivAA79XXBjRMvHyx5AWQKXTI2FAliH29pDCutDpr8OWt3WS/eGF4+FkZoqDuN8pMuyhnWLiqhGkvOll1UmnA8CC0OHCf3OZOKaZMh38a0IgvL5rzsSJdLpQ5JIovcYP4sLxXm7bnDDE+hsAaqMXKyUviCLkjlnsZm1N3MIY0jx46XQzqXTefmbMXk6mVDpgB3FDUEFccbpKcnsKzz3NcJ+tRH/4arP18DxIJs5PpwNsEKfT6ZMPHoohzg4YzzsvhszzT5/idLqgyEA0TLJwAJh78cXGve8OJ9mjr3Vt057nVoqJF/mm88oWlUinK22dZDDrHikK4kRNfNLoZWYEcRK1GkM6AYqJ59PpwvAAxP5j3L8VFBli32HyNXGQF8SLe8St/W5yO1sXF0/0qgWoFsaQ5sEP4ubCUoBIp2uFbUeJmQMnk6gNsIO4IcggbrEenkd8gXFd/HnCqc20qG0CpHOVQTpdq1CnGJhROt3qwwGBhtyCSANVOl2W6QeExQlmhb/j9oqPkfVwxeFEdvk55t6bMnyJqoO01nqVajFTMfEKaA+4ECWy1axz6FDhv6nrIO+bPp0sVwFYK3HVOJ1Ofv5EEJd281l4Hry6uECI2gDNHHGLC0BK3CYkExBGJ1X/5PPFgIkH3fTC2CwT95PCtknm/fTxJLYNsVmYNu/0KgOVi6oH8b6+PmzcuBFvfetbsXz5crS2tmLJkiW4/vrr8cILL5B/Ew6HsX79eixfvhxtbW1Yvnw51q9fj3CY0+9ZRTioi7NEFigvZseSFiPu8GCXXy0k8UoCVjVbDOJUW0cFmXhGVsgVrqU0HZAzfCHYuDBSFMQTMQiUuUWpTFwz4jMP8dghiMQ0uexpq3TbZFTvTU4yU1+zxdoDdzaFBqIfv7i97DAxgrTTJ8JrQvhjBpS4LRg6Dn8m9/v7qHS6mGsvmy7Ty/KwwsRrnU4nmXgqCcgypN1si6MW4tGD9HaCiZ9wNqh0Nmbby/Lge6hPptQFohW3VCauV7YqBtVilswCaVmBoii4dRsdL944q7ZZmEqj6kH8hz/8IdavX49Dhw7h0ksvxcc+9jFccMEF+NOf/oQrrrgCDz74oGr/aDSKNWvWYOPGjVi8eDHWrl2LZcuWYePGjVizZg2iUf1gVGlISYKJmxxDqoW7rQNHXY3c118KzIOssWM8t9UJl9WZ0QRLFcOjuq0pWtc2Kojna+J9sSyyRFwtpe1JJtrMitPplRpDWvg7jvWqc/PD5GIhe+aF5t+b8k/XDkEpWixRojZAHcSpskUl6uF5yBxx2/JoTrjEq4lPt/YyADk7U8LKl0TNmTjHaCaV4PaHF8MKEz/kLa29LA+eQl0lbqNq4pzhJ3mUWxOnmDiQE7c93pfEs/3sfPMmt4gPLivt2TFdUfUgfvbZZ+NPf/oTtm3bhjvuuANf/OIXcc899+Chhx6CJEm46aabkExOPig2bNiAHTt2YN26dXjwwQfxpS99Cb/5zW9w8803Y8eOHdiwYUO1D1kFibo4S0zlBpwCnmtYzH19a4BIpXdYXzVm5y8jtzue+CP3b7TDOep0mDhvBKkVt7Y8uNarEwGVZyJRck2c4xkubadd2jKrLARxM+n04iBu0CMuKwqOEMI2yxkPHVBMHCgK4pya+LRLpQO5zI7J62I6MnEgx7BFA0c2gGP4oiikOr04ld7lE3Eux/+fB8q1DVCL20jNjQET51mfliNsA3KubV97ib631q0ImGb6MwVV/zbXXHMNVq9ezWxfvXo1LrroIoyOjmLXrpypv6IouPfeexEIBHDzzTer9r/pppsQDAZx3333QTHwDq4kKMe2UgOI3yHg2fol3Nf/TtitWha1Acicdwn5kHI+8zBX1VqcTnfKGbgVtuadZ+J7x9g6E1BacKEU6kIqOdlfXSHf9MLfcdLpeX/qYmRnzycHQHDfm2ozi4zn6voTaCmqx7Vz3dpywrbjMRmUV0UlmXiWE8RXGDDx6aZML8DsdVEr3/Q8OEGc51OghRgehaDtfx8fI33ij/lyQbzZLeJ7qxutt1cF6iETi1/x+JHcf/AmPRpky3hDSMwG2QCRTgeA/zsYx4tELbzVI+JfTzIWDtRY2OZ05lJfkpR7sPX09OD48eM4//zz4ferT7bH48Hq1avR19eHAwf0HYsqBlmGlCRqliUK20RBwPYmPhPXTi6TBFheNQMAfAFkzr+M2SzEInA8/yT5J8VBnGe1ma+1P0ekqQBgcUMp6XR9hTovnV5yTZzDxClkV7GLT11QTFxRC/OKmXirARPn9eJXMogj0AC5sYXZvDJyBIIiwyezv3VU8mDBNOsRz8NsmaVmY0jzn8/JBPA6JCho2bjIaS/7wBsW4dnr2vDi29txRXdp3zvbrtNmxpkvYcTEHaKAVc1s+YM3n0ALXjr926+wZjcA8KmVdaaGSM001Gw53dvbiyeeeALt7e0444ycarunJ1fnWbCAZgcLFy4s7Jf/bx4SCc4ULgtIj4+RddKM21vy+/c0zkNScDBMd9BZrxoVCAArGiU4sikk6Oy1LjKrr0Dw6T8z26XH/oDIORcz2/3CJOXjTTDLOJxIJBLYcoIN8kvqJfiQRiIxuQJOpVKq/6fgDARBPVbS/X1It3fDPTZK/l1SciJT4m/g8wUg8hYHRYidfo61z3D7QC25UsODkKXcg6lBnPzdeTXxhNsHOZHAvhH6s7vc2Ypc33m4Zs2Hq0hpDAArokfgy9K/W1R0Y5lHrugxVAoujw9mlhcZyVHT43eJEnndS0StW3G6IaQJ+9uDe5BYtHzyPfuOkJ/lbGnBfG8WULIo9SuLrZ1wasagCoN9SEQjEEP0/PKUw2V4jj+93IMPPZ0uZJzObJJwRYdg6rdxEdlCAAin2Wd2h1fAe+dJNfvNzTwL8/B4rC20ahLE0+k0brzxRiSTSdxyyy0FJp5Xnzc00Gyprq5OtZ8e+vr6kM2WEP2K4AoNgUqmjiTTGOxlp4+ZgSB58Fz9YlwyplZCb25Ywng5n+5JoLfEz4HDj2Vts+AdUPebOvfvxMC2vyPZov5msgKI8EKGwJ1gNhyNY+e+ozgWY0U5y338Y+3v59f4vKksqF87fGAvhhq70Np3FFTe49jYOFIlnpuAxwePQRBP+wI46PADFj6jMZkGlR8YPLAfsYlpMemIACB3/iijFwA4MjYOJZrAjj4nAJaVOMMn0FvBZ1FXfTPaNdsaMzEsi/WR+0clNzzjA+glHpa1xjwI5EJKi9F4AgOl3lsVQEM4Ao5RL4PhM85D8yvPMIQisXcnepe9rvDvtp7XyPc8mlJKvlfyaPc2QMurBVnGwI5tELIZsDMageF4EiMGn7sUwL2rBGwZkdDiUnBxcxahE+MImTimWEgEyKUQi3/uSmKwjx2hOtXQexYCuaw0j8TyMOVBXJZlfPSjH8WWLVvwgQ98AO95z3uq8jldXeyEJquQ07SoqqGrG55uuu3CCI27Qvj63GtxyXZ1EP/WnLcw+75pYRO6Z5c+aSl7+bXALzYy2+fv24boWa9jtje+MILhpMKdYNbY2YUjjlYAbAD8h/mN6O5W1xlTqRT6+/vR3t4Ol4v+HkJTkNzejCy83d3wbqdTax0LF1lKjRdDamwBqJGnRciuvADdc+dael/nGJ3O7Ah4kZ64XpwxGXg5l12g0umy14/Z83M3cejoOAD1yt0jAasWzC5vgpkG7mUrgS1/YbZfEN5H7p9wuHHOwlnTT50OwMtxAdSiobUd7hLv4UrAGaFnflNwnX8psicOw6GxOm0YHUB30XfwZwhvB0FA+xkrC4OLSoW4YAnwOLt9lihz5wY0zpoNv4lz3A3gkhKOadCXBnYaE7pZPhEfPafD2LCpijDzLCwVUxrEFUXBJz7xCfzqV7/Cu971Lnz3u99VvV5fn7sYxsZohjI+Pq7aTw9WUxIUskQKCwAcDY0QSnz/ercDjzatwBvPXI+PHHsEWUHEhtlX4e/1i5h9L57th4cYX2kaF18F5bf/CyGtCQTP/Q3Z9/w7I+5p9UoYTma46XRHXQNeGKFtQHPHSl9OLpeL/3u43VBc7pyYrQjOsRF4PB44OUI8d7AZcJR2+Qr1/Da/PJRz3mD5GhIbm8nt7mQc0sR7dTkVALkgTo4hrW8sfG5vjK3tzatzwOut7BxscQHdzXB+eD+53ef3we+r3SxuPYj15hZ2jkBdRZ4RpULkmA5poQgCxJXnQdn2DKAJ4tLxI/A4HYCUuw+co+zCVGlshSdQmoanGOlZ88jtnuETkN30a876IMQqnuMmvwTAOIh/5qx6NPinx/Wq+ywsEVNW5ZdlGR/72Mdw33334R3veAfuuusuiBpz/Hydmydcy9fMjerhlQI1DQgA2YdtFvm2iCcaz8C7l38S7z3jE9hKtJ0tbXAwQ0ksw1+HzOsIgVs0DMeLTzPb821m1NALAIDHS/ZedgckdJfqICYI9EjSEb6wTXF7Sg7gAN+1rfC6JCG7/Fzr78sbglJ0HbkkodBaQ7q1NUwuMA4RwrZKjCDVQu7szo2Z1YDHxOsC5sxvagHT/gG1VqebbHGTuxfkxIfUxLlMGkJRmxdl9GKlu0IP2dZOKGCZrHjiKGn0ApTu5WAWZiadzauT8E+Lpu/1WglMSRCXZRkf//jHcf/99+Ntb3sbfvCDHxTq4MVYuHAhOjs7sXXrVsbUJZFIYMuWLejs7LRcMygV3Bm5JarTAfM9kFatVnlIX3o1ud35xEPMtrxCncfERwU39oyxgaXcY6UU6uKE9SoZxL2lL6IAvuFLHtmlZ5akfuel9xnDl4k2M3KC2USWIJaR0R+vbo94AQ4n5C62dLAgQad8g/XT+KE4w/vEtciedjYAvilPQQgny+TwE7mlo7QD1MLlRqqBrXwLJ3pJoxcApp0OS4UZj/XPrKo/qSaWUah6EM8z8Pvvvx/XXXcdfvjDH5IBHMjNtb7++usRiURw2223qV67/fbbEQqFcP3111e0HqgHnoK55AlaAOpNtjisLsHkhYK8eDmyXfOY7dJrr0A4rlazNrtzv0tnKkS+17YI/butNjvrnAOu9aqikH3i5Zx/gN8rnkfWgsGLCl4/FIH4fSPqtHmLR4SgyGRNPL/A4BnqVLS9rAg80xcKLQ3Tt9fW9LVRc8c2s0H8LAD83yffZiaMjdDT2lorFMQBJJu18scJJs4jOzVm4osbHHjngumRRq8mql4T/+Y3v4mf//znCAQCWLRoEb71rW8x+6xZswYrV64EAKxbtw5//vOfsWHDBmzfvh2rVq3Czp078cgjj2DFihVYt25dtQ+5AF46fSYxcQgCMpddDen+O5iXnE9sQuqf1hb+3ewRcV64B186+Fvyrf4epoN4ucdKptPTqZx5BbWQKjeIGzDxjNX+8DxEMVdq0TBv7XXU4hHRlI7CAZZp59PpVCodqMz0Mgq5saSPmNq3PTh9mbhpx7Za94nzbFeL9xFEZJfmnotKSwcUjw+CZiBT3kpZ4MwRlyuUTgeAZFM7cEDdZiaGhiBQ89ph7J1eLlySAJcI0hAJAD6zqg6Ok5yFA1MQxI8cybG9SCSCb3/72+Q+c+bMKQRxv9+PTZs24Zvf/Cb+8Ic/YPPmzWhvb8fatWvxmc98hjGBqSaoFaYiiGWlicykgGb7y6gxE0ivvgKuX/0AQlq9Unc+8zBS7/hXYGKS2KLYcdy041uk1abi8eLhSADQBJ5mt4glJZi8FINr+DI6SKfTy9AkAPo1cblzDhTC2ML0ewcamPQ5658u0aI2APJEOn1/eAqMXoo/l5hmxkNH00nAxGs+T9w4eyXPWzK5YBUEyN0LIO3bqdonz8Qpu1UAkFsqF8QTBBMHAOngHvoPPNVnwX6ngFSSbXU8LejA2+af/CwcmIIgftddd+Guu+6y9DcNDQ249dZbceutt1bpqMyBywLLSOfXmWDipVit6iJQj8x5l8K5Rc20hPExOF7ajMz5l0MYG8G7fv1F1KXp7MP4W/4Z24bYJe8F7a6yyxsUEwdyc5UrOUu88Pc6QdyKVzr53kSWRtCm070it0dcqQ/itVAa3+G4TlWlJo48EzeHtuD0DeLwmXVsq7GwTZSgOF1M50gxsqefpfq33L2QDeLD/UB0nKyHAxVOpzfRQVw8vJf9XI8XEKvv6ud3iBhNsqWnz55VD3GKyq61xsnnQVdBUDXxclmgmXT6hWXWmCmkL6EFbo4nNgHxGDzf+SzqQvSDoOfsK/HkquvIyWWVSPvzgrg4MkB7p5dZa9NLp5ecSs+/t4lxpK0eEa0ct7YhVwPe8ddhhFLsyZ7tl6pmG6kEm7nqei3EKWBYpWLGMHHAsC6er4cX/s2rix89SFquKpIDCmGpWyqSzfSCQCBsV40mmFUKlIf/iiYn3jJ3Gvy+UwQ7iOuATuWW13NpJp1+YUeFmTgAeelKyJ2s8YJj10vwfuvTkIjVNABsaj4LD1/xUWwZoIeelCtqA/jpdOH4EXIwSflMPEhv9wUgLz6jvPcmFOramnirR+JOMPvodpCz2gHgg0ur+GAUBGRNsvFa15P1MFNq4oC+Ql6RJGSXrFBt01OoUzVxpbmtomw4Vd9kftSryYxIufjAEnVp0yUCt13QcMqwcMAO4rqoRirXKJ3e5BaxtMwaMwlBQPpS1hUOACSNJ3IeW+sW4r2nfwyDKQHP9rN1cr9DwEpigIFl+ALkQ1U8epDcvdzfAG4PyTozK88vGGeUCpKJx6NAZrLG3ezhp9O3xOmH35puFz61oszvbQDTCnVnjVPRenB7oYgmHmvTnInLC05jZo7zdAti7wGyJl6x9rLCB4nItplzwqy2qC2Pty3w4Z7LmvCWuR5cN8+L317RUpVM5nSGHcR1QKbTfeUxcaMxe5WoMfOQfv0VplfSe7yduGbFfyImeXA8lsULg2zt7rw2V2XUnxzDF+kobfpTdhAHkD7/cvV7CgLSV7y97PflZWqK54q3eul0ekqQEHKwD7+z6rO488JA1W1OeUyvGGmnO6fCn64QBMPuBUVylGUWVCnoZQO0qXQAgC9ABmbx8L6COZLq/SuoTC8cV5s50edUpdMB4Jp5Xtx7eTPuvqwJF3WeWgEcsIO4LkhhW9npdP0HccVayyjUBZE5l51gpsVxVxD/uPIzGHblvuvfjiXISWqVFOBRKXVtLbmACgTx1LtvRPoNV+ZS6I0tSH7oZsgLTy/7fbl+7kUp9Va3gDeMsYreAWc9I5pc2iDh26cn4ZkC32cz4jZ5OjBYAxiaAdVa1JaHTptZ9vSzye3UbyQe2kOWnSrZXlY4rvbZ5nacIiZuo4ajSKc9UknaPKHMAGIUxCtRY9ZD5tKr4Xzub9zXIw4vrl7xnzjsnQyqBznGI5VMW/HEbeS+lai3ub1I3vA5JIGcqUylsh8869XIGPJSteYT+zGXmBD2Up06XTrLJ+GBS+uQHebY/1YY8qx5UASBHL+bh8PrBa2OmD4wukdr7daWB4+JK04nspwFpdy9ANj2jGob7/dSKthelofZIF5toxcbk7CZOAd8o5dya+L8U16xGrMOsstWQebciIrkwOdW/ydeqZtn+D5OETi3tXJM3FoQr3BtuILlC4UzbKI4q+Da8ii5zy/aJpXxDS4Bv7miGV2+6rfpFOD2QDF6SE8DQZgRDO/R6fIdOMeRXbSc6+1uVnwIAHIF28sKn2/SQ2GqauI27CDOB89ytYrp9PPaXNX3+RUErp968obP4dDcM029zVnNLnhNDCAwC55CnULFg3gFYeifns3AsfUx5vVxyYOHWnIpVLcEPPAPzTitsboLOgqG4jYTTmM1xwxn4mQ9fAJWTHmUSgvbYD6Il9sGasM87CDOAXeCWZkBxCEK8HLqm1Wthxch/aa3ITt3SeHfiigi+f5PIHPhPxQmmRmh0sdK+adzMa2DOC+dngvi0q5tEMdGmNcfbDkPcckNAcCPLm6qmHe+VRgxvenQmmUEw0XeNPkOPOtVvSCutM+C4jS+9xSXGwoxsKRcKIEGU4topcrDT2xMwq6JcyAQs5yB8tXpQI6NxwnnlClrjXC6EP/89+F49lEIkTFkTz8H8vylACYnmRmh0r3sltLp03iVbxTEHVtof/IH2nOp9G9d0IBr5tWO7RoyvWkSAPVgdH0otR5DOgGlgy1dKB4fZM58dwCA5IA8ax6kQ7SvQ+F9WjoqWiYqQBAgd3RDOrBb//On8T16skEIhUJ8FcspDMczf4Xnh6zta+yL/6N/k5nA2b85gQMasZhTBA6/rxM+R22TI9/fOY4vPM9RhU9AAHDwvZ0IuvWPNZFIoLe3F93d3fB4DB7+sQgCH6HT/MVQnE5E/9fcoI5SkEgkEAqFIBNqX7MQTxwFoL6tFF8ASl0Q4sCxnJCuCBlBwgFPG5o8Ipo051RRFGQyGTgcjqmZ3pfNcH24gVyQUYLN1T+OMiBEwozVbTEUt7eiTmYlQ87mZoArk9eaUhc0LNkJYyPcyWGF93F7oDRayG4ZoPg6FMOjxp8fbLbZeBGKz5/P50N9fT13mqdV2EycA7K9DJWpx7b7JCaIr2p21jyAA0CLx/jCOq3RYRjALcMXIKc0aVHNeng2m8Xw8DDa29vhKKePuEvHEGMWXVM02bgzNeieU+sjKBPmDEmmBWazLoqG0Lu+pgKca9iGMRRFQSwWw4kTJ9DR0VGRQF77qDFdUSV1OgBcM5dNl/7badOjzmsmnV6tNjhTdfEqBvHR0VE0NTWVF8Bt2LBhgwNBEOD3+9HQ0IBwWD/jaRZ2EOeAx8QrEURuOM2PT64IIOgSUOcU8JlVdXjHNBlebyaIV0uAJ5uoi1eTiadSKeO0vw0bNmyUCb/fj+PHj2PvXn1tgxnYlIMDSp2ueLxle2sDOYX6l85twJfObYCiKFNT6zQJbU2WQrUEeGaYeLXby6bTb2HDho2TE4IgQJIkPPXUU6irq0NnZ+nGPDYT54BSp1dCmc58zjQLGkZMfF6dhC5/dQxITAVxI0tNGzZs2Jgh8Pl82LFjR1nvYQdxDqoxhnQmwO8UuX3sQHXb4Myk06dzj7gNGzZsWIHT6cT4eHm2ynYQ5yFK1MRPkQCiZ/hSTUMaM73i09mtzYYNGzamGnYQ54CsiVdAmT4ToJdSr+TkMi3MWK/aQdw67r//fgSDwcL/mpubcfrpp2Pt2rXo62MHsZws2LhxI97//vdj5cqVCAaDWLNmTa0P6aTEqXh97d+/H5///OdxySWXYM6cOZg3bx6uvPJK/P73v5/yY7GFbRyQ6fQq1MSnI3hMvNUjYmF99S4Zm4lXF3feeSeWLFmCeDyOLVu24Lvf/S6eeeYZbNmyBX7/yeew9dOf/hQ+nw8XX3wx/vKXv9T6cE56nErX12OPPYa//vWvePe7342zzz4bmUwG//d//4cPfOAD+NznPofPfOYzU3YsdhCnkM2QpiOnSgDhBfEL213VFeJ5fVB8fggxHTeoSowhLQFv2jRQk88txiNXm7empXD66afjrLNyvtwXX3wxstksvvWtb+GPf/wj3vWud5X13rFYDD7f9HLo2rp1K0Qxdy1feOGFNT4aPrxfXlvrQwAAxP/fxrL+/lS6vt7+9rfjhhtuUD0P3/SmN2FkZAQbNmzAJz/5SbinaG69HcQpVGmC2UwBL50+Fd7ucmMrJJ0gXquF1POD032KtnWcd955AIDe3l4AOTepH//4x7j77ruxf/9+uN1uXHLJJfjyl7+MefPmFf5uzZo1GBkZwbe//W3ccsst2LFjB6666ir85Cc/wZNPPonbbrsNu3btQjweR0tLC8466yz84Ac/KDyER0dH8dWvfhV/+tOfMDQ0hK6uLrzjHe/AzTffrHrwBYNB3HDDDTjnnHNw++23o7e3FwsWLMAXvvAFvPnNbzb8fvkAPt0h9eyq9SFUBSfz9dXcTFsPn3322Xj44YcxOjqKjo7KT5GjYAdxAlyjl1MkiLdxrFenYsqa0tQGHDvEf/0UyYZMBQ4cOAAAaGnJ+Yh/8pOfxM9//nPceOONuOWWWzA6OorbbrsNV1xxBTZv3oy2tslMwIkTJ3DjjTfiE5/4BL7whS9AFEUcPnwY7373u3HhhRfijjvuQENDA44fP45HH30UqVQKPp8PiUQCV199NQ4dOoTPfvazWL58eSH1umPHDvzqV79SHePDDz+Ml156CevXr4ff78eGDRvw/ve/Hy+88ILqwW9j+uFUvL6efvpptLS0oLW1cr71RrCDOAGBUqbj1Akgb5ztwZdeVFsCLm5wYEVT9edbG9XFT5XfoBrIZrPIZDJIJBJ45pln8O1vfxt1dXW46qqr8Pzzz+NnP/sZvvrVr+JjH/tY4W8uvPBCnHvuubjzzjtxyy23FLaPjo7i7rvvxiWXXFLY9vvf/x6JRAJf/vKXsWLFisL2d77znYX/fuCBB/Dqq6/i7rvvxnXXXQcAuOyyyxAIBPDFL34Rjz/+OC677LLC/olEAr/73e9QV5dbQJ955plYtmwZHnzwQXzqU5+q+DmyUTpO9evrnnvuwebNm/GNb3yjYsNNzGBm5JumGLxZ4qeKOn15kxOfWjH5XVs8Ir5zYRCSWH1jGkOFuh3ES8Yb3/hGtLS0YPbs2Xj3u9+NtrY2/PrXv0ZbWxsefvhhCIKAd7/73chkMoX/tbe3Y/ny5di8ebPqvYLBoOoBCwArV66Ey+UqMK5Dhw4xx/DUU0/B7/fj2muvVW1/73vfCwB48sknVdsvuuiiwgMWANra2tDa2lpI0dqYPjiVr69HHnkEn/70p3HttdfixhtvtPS35cJm4gT4E8xOjXQ6AHzx3Aa8b7EPx6Iyzm51os45Nes9YyZeG2Hbea3Vz0JUG//zP/+DpUuXQpIktLW1qWp2AwMDUBQFixcvJv9Wm1qk6n3z58/H7373O2zYsAH/+Z//iWg0innz5uHGG2/ERz7yEQDAyMgI2traGIFka2srHA4HRkZGVNubmpqYz3G5XIjH46a+80xAduHptT6EiuBUvb7+9re/4frrr8dll12GH/3oR1PuwmkHcQqE5SqAU44FLmpwYlHD1H6m0sxn4ookAa7aDCgpVxk+HbB06dKCeliL5uZmCIKAP//5z6Sq1uVS6yF4D6rVq1dj9erVyGaz2LZtG374wx/ic5/7HNra2vD2t78dTU1NePHFF5mZAYODg8hkMlzB0MmMclXh0wWn4vX1t7/9De973/vw+te/Hvfccw/zPaYCdjqdAD+dfuow8VpBbtRJp/sCwDTzmj9ZcOWVV0JRFBw/fhxnnXUW878zzjjD0vtJkoRzzz0X3/rWtwAAr7zyCgDgkksuQSQSwaZNm1T7/+IXvyi8buPkw8l4fT322GN43/vehwsuuAD333//lLWUaWEzcQLcdLodxKsOvSEotqiterjgggvwwQ9+EB/96Eexbds2rF69Gj6fD/39/Xjuuedw+umn48Mf/rDue/zkJz/BU089hSuuuAKzZ89GMpnEfffdBwC49NJLAQDvec978KMf/Qhr167FkSNHcMYZZ+DZZ5/F7bffjiuuuKKwXyWwbds2HDlyBAAwPj4ORVEKjlpnnXUW5syZU7HPsqGPk+36evbZZ/G+970PbW1tuOmmm5ghJkuXLkV9fX1FPssIdhAnQKnTFYcTcE59quSUg8cHxRfgOObZQbya+N73vodzzz0Xd999N3784x9DlmV0dHTg/PPPxznnnGP49ytWrMBjjz2Gr3/96xgYGIDf78dpp52GBx54AJdffjkAwOPxYNOmTfjKV76C73//+xgaGkJnZyc+/vGPV9zl6oc//CEeeOAB1bYPfOADAHLuYu973/sq+nk29HEyXV9PPPEE4vE4jhw5gmuuuYZ5/aGHHsJFF11Usc/TgxAKhZQp+SSL+P/t3X9MVfUfx/HnvZdfpZcfI2G6CQHN4TcQS0oHaepCTdPUa85+kNv3u5aYUv68RrRlbt1hCSKZs33ZNCWnuVqpzaSxhgr5cxOYZe1mBkOIiMsvu14u937/cPd+ud4D8sPrvVfej405zvlw7sfXHffN+ZzP+ZyLFy9iMBg4e/YsXV1dJCYmkpWV5XI7gacEf/weged+cNlmC4vgxo6vPP7a9xOz2UxtbS1jx44lJKT/17IfeOffaOp+c9tu/dfjmPX5d7OLLurr6xkzZozHji+EEA5XrlyhqqoKtVqNTqcb9HF88kz85MmT6HQ6goKCWLx4MaGhoRw5coTXXnuNP/74g3Xr1nn09RWH04fRzHRvs0dGgUIRH24TC4UQ4k58rohbrVays7NRqVQcO3aMlJQUAPR6PbNmzcJgMLBw4UISEhI81geVwux0Gcq9d+y9TG6T90AIIVz53Oz08vJyrl69ypIlS5wFHECr1bJhwwasVislJSUe7YPyY0jlTPxe6W3BFyniQgjhyueKuGPlHsdEhZ4c206fPu3RPihOqpIifs/YI5XvyZYiLoQQrnxuON1oNAIoDpc7HjjvaNMXs9k8uA7Y7Txos3H73cjWoJDBH3OYslgsLv/2V+CIMJSmwXUFBnv0PbDbfXKOpxDiPmW1WlGr1S6fawOZBAw+WMTb2m49eKO3e+y0Wi319fV3PE59fT3d3d2D6kPt2gKwdaMx30Bj/ocAcyfWkBFYZL3mQWlsbBxQ+0CbBqWF4hrR0ObB9yAgIMBtpSchhLjb7HY7FouFtrY2VCqVc612jUZDfHz8gI7lc0X8brkbtwpZLBYaGxuJiI72ynJ6/s6RX/SA8xuLJekJgmrOObd0R4wi7KkMwoI8typSa2sr//zzj/O5xEII4QkdHR2YTCZCQ0NRq9WMHTt20MfyuSLuOAN3nJHfrr29vV8r4Qx0SKIvQUFBd/V4w81g8rNkvw9f/BfNL1XYxsRi0f2HkFDPLuQeGBhIQ0MDQUFBBAT43K+GEMLP2e12Ojs7qauro6mpiYCAADQazZDqi899UjmuhRuNRiZOnOiyz2Qy0dzczOTJk73QM3FPBT+A5ZXV9/QlNRoNkZGR/P7771itVp8ZVrfZbKjVPjcH1a9IhkMnGQ6N4/Lu33//zZ9//kl3dzc3b94c0lk4+GART09PJz8/n7KyMrdVbMrKypxthPCEkJAQRo8ezeHDhwkMDCQw0LuPILVarbS1tREaGiqjA4MkGQ6dZDg0Svl1d3djsVhITk4e0rF9btlVq9VKamoq169fp7S0lAkTJgC3htFnzZrFr7/+yo8//sgjjzzi8b4MdtlQcYs/59fS0sLZs2dpbm7Gbrd7bea61Wqlvb0drVYrH56DJBkOnWQ4NLfnp1arCQsLIzU1lejo6CEd2+fejYCAAHbs2IFOp2Pu3LnodDq0Wi1Hjhzh2rVr5Obm3pMCLoa3iIgIZs+e7e1u+PUfQr5CMhw6yXBoPJmfzxVxgGnTpnH8+HEMBgNfffWV8wEo77zzDkuXLvV294QQQgif4JNFHGDSpEkcPnzY291Ao9F4uwt+TfIbOslw6CTDoZMMh8ZT+fncNXEhhBBC9I/cLyCEEEL4KSniQgghhJ+SIi6EEEL4KSniQgghhJ+SIi6EEEL4KSniQgghhJ+SIi6EEEL4KSniQgghhJ+SIq7g4sWLvPDCC8TGxjJmzBhmzpzJF1984e1u+ZSDBw/y1ltvMX36dKKioggPD6ekpKTX9m1tbeTk5JCUlERUVBRJSUnk5OT0+tz4+119fT2ffPIJixYtIikpiVGjRjFu3DgyMzM5f/684s9Ihq5MJhMbN24kIyODcePGERUVxfjx45k/fz5ff/214kNrJMO+FRYWEh4eTnh4OOfOnVNsIxm6Sk5OdmZ2+9eaNWvc2t/t/GTFttucPHkSnU5HUFAQixcvJjQ01PnwlXfffZd169Z5u4s+ITk5mdraWiIjI3nwwQepra1l586dvPzyy25tOzs7mTNnDtXV1cyYMYOUlBRqamr4/vvvSU5O5vjx44wYMcIL/wvvee+999i+fTtxcXGkp6czatQojEYjx44dw263U1xczKJFi5ztJUN3v/32G1OnTiU1NZX4+HgiIiJoamri+PHjNDU1sXz5cgoLC53tJcO+XblyhWnTphEQEEBnZyelpaU88cQTLm0kQ3fJycm0traSlZXltu+xxx5jzpw5zu89kZ/Prp3uDVarlezsbFQqFceOHSMlJQUAvV7PrFmzMBgMLFy4kISEBC/31PuKioqIj48nJiaGgoICNm/e3GvbwsJCqqurefPNN13affDBB2zdupXCwkJycnLuRbd9xuOPP863335LWlqay/aKigqef/551q5dy9y5cwkODgYkQyWxsbFcu3bN7dGY7e3tZGRksHfvXlasWMH48eMBybAv3d3dZGVlkZSUREJCAocOHVJsJxkqCwsL4+23375jO0/kJ8PpPZSXl3P16lWWLFniLOAAWq2WDRs2YLVa+xwyHk6mT59OTEzMHdvZ7Xb27dvHyJEj2bhxo8u+tWvXEh4ezv79+732vG5vWbBggVsBB0hLS2Pq1Km0tLRw+fJlQDLsjUajUXy2tVarZebMmcCts3WQDO9k+/bt1NTU8PHHH/f6oA7JcGg8lZ8U8R5OnToF4PwA6Mmx7fTp0/e0T/7OaDRy/fp1Jk+e7DZMFBISQlpaGvX19c4PWwGBgYHA/596JBkOjNlspry8HJVKRWJiIiAZ9uXy5cvk5eWxfv1656iFEsmwdxaLhc8//5xt27ZRXFxMdXW1WxtP5SfD6T0YjUYAxeHy8PBwIiMjnW1E/zjyio+PV9zvyNpoNMplCqC2tpYffviB6OhoHn30UUAyvBOTycSuXbuw2Wz89ddflJaWUldXh16vd8kGJMPbWa1WVq5cybhx4xQnYfUkGfausbGRlStXumx75pln2L17N5GRkYDn8pMi3oNjdmBoaKjifq1WS319/b3skt9zZBoWFqa4X6vVurQbzrq6unj99de5efMmmzdvdp6JS4Z9a21tJS8vz/l9YGAgW7ZsYdWqVc5tkqGybdu2OSdWOUaAeiMZKnvllVdIT09n/PjxBAUFceXKFfLy8igtLeXFF1/ku+++Q6VSeSw/KeJC+ACbzcYbb7xBRUUFy5cvZ9myZd7ukt+IjY3FZDLR3d1NXV0dX375JVu2bOHMmTPs2bNH8bq5gOrqaj766CNWr17NxIkTvd0dv6XX612+T01N5eDBg8ybN4/KykpOnDjB7NmzPfb6ck28B8cZeG9/CbW3t/d6li6UOfJqbW1V3N/e3u7Sbjiy2+1kZ2dz6NAhli5dSkFBgct+ybB/NBoNsbGxrFmzhtzcXI4ePcrevXsByVBJVlYWcXFxbNq0qV/tJcP+U6vVvPTSSwCcOXMG8Fx+UsR7uP36WU8mk4nm5uZhd61nqBx59TZZo695CMOBzWZj1apV7N+/nyVLlrBr1y7UatdfS8lw4GbMmAH8f7KqZOiupqaGX375hejoaJcFSg4cOABARkYG4eHhHD16FJAMB8pxLfzGjRuA5/KTcaYe0tPTyc/Pp6ysDJ1O57KvrKzM2Ub0X0JCAqNHj+bMmTN0dna6zMo0m81UVFQwevToXid73M9sNhurV6+mpKSExYsXs3v3bsXbeyTDgWtoaABwDqVLhu4yMzMVt1dUVGA0Gnn22Wd56KGHnLeSSoYDc+HCBQCP5ydn4j08/fTTPPzwwxw+fJiqqirn9vb2dj788EMCAgKcQySif1QqFZmZmXR0dLB161aXffn5+ZhMJjIzM1GpVF7qoXc4zsBLSkpYuHAhn376aa/350qGyqqqqhSHJltaWnj//feBWzOEQTJUUlRUpPj15JNPArfuXS4qKmLChAmAZKjk559/xmQyuW2vrKxk586dBAcHM3/+fMBz+cmyq7cpLy9Hp9MRHByMTqdDq9U6l13Nzc1l/fr13u6iT/jss8+orKwEbt1neunSJaZMmUJcXBwA8+bN47nnngPclxqcOHEiNTU1lJaWDtulGg0GA3l5eYwcOZIVK1YoFvB58+Y5P0AlQ3ebNm1i3759PPXUU8TExDiX/z1x4gQdHR0sWLCAPXv2OC9PSIb9k5WVxYEDB/q17Opwz9BgMLBjxw6mTZtGTEwMwcHB/PTTT5SVlaFWqykoKODVV191tvdEflLEFVy4cAGDwcDZs2fp6uoiMTGRrKwsli5d6u2u+QzHL3pv9Hq9yzKEjtuAvvnmGxobG4mOjmbBggXo9fpeb7m4n90pP8BtLXrJ0FVlZSX79u3j/PnzNDQ0cOPGDSIiIkhJSWHZsmXodDq3sxrJ8M76KuIgGfZ06tQpiouLuXTpEk1NTZjNZqKiopgyZQorV65k0qRJbj9zt/OTIi6EEEL4KbkmLoQQQvgpKeJCCCGEn5IiLoQQQvgpKeJCCCGEn5IiLoQQQvgpKeJCCCGEn5IiLoQQQvgpKeJCCCGEn5IiLoQQQvgpKeJCCCGEn5IiLoQQQvgpKeJCCCGEn/of2opXOgM8FIUAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y1, label = \"Person 1\")\n", + "ax.plot(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right', frameon = True, fontsize = 12, ncol = 2, shadow = True )\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "616df68e", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\hhnyn\\AppData\\Local\\Temp\\ipykernel_19876\\1758326871.py:5: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y1, label = \"Person 1\")\n", + "ax.plot(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='upper left',bbox_to_anchor =(1, 1))\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "eed73b28", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\hhnyn\\AppData\\Local\\Temp\\ipykernel_19876\\648014557.py:6: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.text(10, 95, \"This value is important!\")\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "129f5e2e", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\hhnyn\\AppData\\Local\\Temp\\ipykernel_19876\\2362881055.py:6: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.text(10, 95, \"This value is important!\", ha='center', color = 'red', size = 20)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "087158b7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.2, 0.2, '. Figure:(0.5, 0.1)')" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "ax.axis([0, 10, 0, 10])\n", + "ax.text(1, 5, \". Data:(1, 5)\", transform=ax.transData)\n", + "ax.text(0.5, 0.1, \". Axes:(0.5, 0.1)\", transform=ax.transAxes)\n", + "ax.text(0.5, 0.1, \". Figure:(0.5, 0.1)\", transform=fig.transFigure)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "16d992d3", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\hhnyn\\AppData\\Local\\Temp\\ipykernel_19876\\3030484953.py:6: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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X44tUExGHhHUwDIPi4mL8/PPPeOedd3Rrfc3x888/o3Pnzk7oHbdwVJ5lY75l7czJmmusXbsWy5Ytw5YtWzB//nwAtbPlkSNH4r333jMw11pDcHAwDhw4gEWLFmHfvn04cOAAgFplMmXKFLz22ms2n7Muxmbz2ns2t8/Yh52pvBXa7VpLkda1oN0uvJBVq8DvE+5T+6otU6rB02ggvPBv5klbo+wB4N69e+jVqxdu3ryJuLg4PPnkkwgODoZAIEB2djb27Nlj9OPY2HjQWjdtHXNaWTrCeuKOcMVq67HrxO0hUMRHWpwU8zpJkJ9fgJiYaK9dQuEoSkpKcOXKFUyePBnXr193dXc4D1eKTfj7+2POnDmYM2cO/vrrLxw/fhzffPMNPvvsM8jlcqxYsaJB542NjcVnn30GtVqN3377DUeOHMHnn3+O6dOnQyqVYujQoY69kQZSP2q9/natUtQqspKSEoBhgHqulH9qav8fKLpvelb/u78hs7V169bh5s2bSE1NxfTp0/X2LV++3CmrOrTLF71ViXPFaktK3AIUw2YfAoEAubm5mDJlCn755RdXd4d1fH194evrCz8/P/j5+en9W/tHKpUiKCgIQUFBCAwMRGBgIPz9/eHn5wd/f38IhUK7orPZonnz5mjevDmGDh2K1q1bY+/evQ1W4loEAgE6dOiADh06oHv37njuueewd+9ezijxy5cvG6yuAaBzH7Zr1w4AdEvzsrKywABAndgdhmFw4k5t2eVOwffjAASWX71aC4Ex14r2Q7hfv34G+7QxS/YiEAgsup2Mmey9hbpW27111on3i5Y41WpLSpxgFT6fj8DAQLzwwgu4ceOGS1Nf+vj4wNfXF/7+/kYVrb+/P4KDg3UKNigoCAEBAfD399cpWR8fH/D5fAgEAoM/Wl8jn88Hj8fTtRMKhRCJRBCJRBAKhW6zuuH27du4ceOGgc9WJpOhpqYGTZo0adB5r1y5goCAAINqiNrZLZesXjKZDMuXLzeITr9y5Qp69uyJZs2aAajNavbEE0/g+PHjWLduHV7rHA/Roe3gaTT4Jv8ufiuXo1dIAKJ9xWD4fKg6JwC/7zN7bW2w299//40WLVro7dNGiZ8+fVpvmd/mzZt17gl7adSoEa5evWqyDoVSqcT169fh6+vrtVHrWqttWpz5jG1sQkqcYBWlUono6Gi8+uqr6NevHy5fvox58+bh6tWrVh3P5/ORmJiIgIAASKVSBAcHIzAwUKdgAwICdApYG0VdX7EKhUKdYtX+qauItQpWJBK5jYJ1BoWFhejTpw/atm2LDh06ICoqCnfv3sWePXugVCoNVpdYy9GjR5GamorHHnsMbdq0QePGjfHXX39h79698PX1dVhkviN4/PHH8cUXX+Ds2bPo0qUL/ve//2H37t0ICgoySHyybNky9O3bFykpKdj3zDNoV1KB34uKsauoFKFiIVZ1bAaGz4cmMgaK5DHA9+aVeM+ePbFy5UpMmTIFgwYNgr+/P5o1a4Zhw4bhhRdewIoVKzBjxgwcP34c0dHR+O2333D06FEMGDAAu3btsvvee/bsiQsXLmDEiBHo3r07qqqq8Mwzz+DJJ58EUDs+Hn30USQkJCAjI8Pu67k7rnp3kBIn7ON+9K0lBAIBoqKiEBUVhS5duqCgoAALFizAkSNHzB4XFhaGzz77DMHBwQZRtQS7xMTEYNasWTh27Bh+/vln3L17F02aNEHHjh0xfvx4oyWDraFPnz7Iz89HVlYWdu3ahcrKSkRGRmLIkCFISUnRS6Diapo3b44lS5bg/fffx//93/+BYRgkJiZi7ty5Bv1s3bo1jhw5grS0NBw6dAgHbt9GiJ8vXm7dFKkdmyM2OBDKzgm1CtzXckBgYmIiPvjgA6xduxbp6elQKpVISEjAsGHD0LRpU2RkZOD999/H0aNHoVar0aFDB2zbtg03b950iBJ/++23IZPJsH//fhw7dgwajQYSiUSnxAluwJPJZN5bXcICdRMccMnE53LuJ7EQXsiqDeARCqHqHG+QxMKS/GQyGUpKSrBy5Up8//33Rv1vwcHBOHXqlNfmT3fnMWhrXmm2aIgMb9y4gY4dO+LFF1+0aTWOSaz82OUq7jwOuQCb8qOpDWEb95NYiA5uA//2LfBlt8G/fQuiQ9vhO388UF1l9amkUilat26Njz76COfOncO7775rULq2qsr68xHcgSt5pTmDGytwruDN1QzNQUqcsAm9JBZ14Gk04NdLYmEtfn5+iImJweTJk5GVlYXPP/9cF/SkVCodlviEcB7W5JUmCEuUKzWYcVqGDptv4eFNt9Bh8y3MOC3zvo9AM5ASJ2yifhKLutRPYmErIpEITZs2xfDhw3HgwAHs2LEDXbp04cyaacIM9cYEVQMk7IWsOdZBgW2E9RhJYmGAWmW3/4/H4yEiIgIRERHYtGkTBbRxFROxETVDxnAmr3RDiY2NhUwmc3U3vBquVAnjOqTECevh8fSSWBhFIHSo/0+b85rgGHUKfNS1zIgObYfgynlI27+PIpjOr07VAAlLcKVKGNehKQ5hE6rO8WBMzIx1SSwIj8dSbET631tNvlyoGiBhCVuqhHk7pMQJm1AkvwZNZIyBItdLYkF4PJZiI3oWnkUbqdDgBUPVAAlr4FKVMK5DStxOXP4l6Ozr+/qhes5qKPsMhiYkAppGIdCEREDZZ3BtjWQrklgQbo4VsRF8jQqZSSEY29YfMQECRPrxERMgwNi2/jjQP5R71QBd/RwTBvSNlpA1xwrIJ94AXJ7EwspkK6zh6wfFqElQjJrk9kksiAZgZWxEoFjg8rzSZnH1c0SYhStVwrgOKXEb0S57qD+wvrxaiWNFNchke5ZhIaDI6bNhrr2YGwAnFQzHUdUp8FEfY7ERnJMv154jwgCDKmFqDUQCvtOrhHEdkoKNuDqJBRvJVrwRSiJhH+4eG0HPkXsQqJJj+f++w/9OT8aNU2/hf6cnY/n/vkOgivIMaCElbiOuTmLBZrIVb4GSSDgAN4+NoOfIDXBgimdPhszpNmDLsgdWzIdOSrbi6VASCQfhrrER9By5BdZYSxSjJrmod9yBZuI24PJlDy5ItuKJuNqa4pG405ij58gtIGuJdZAStxFXL3ugZCv2QUkkCICeI85ji7XEyyElbiNzuga5NImFuwcUuRqXW1MITkDPEccha4nVkBK3Ee2yB5clsXDzgCIu4GprCsEBHP0c0YzQ4ZC1xDoosK0BBIr4rk1i4a4BRRyBkkgQAOx/jihZDKsokl+D4Mp58Ivy9fIRkLVEH1LiduJys6urr++GGCSRuJ91j5JIeDENUOCULIZl7ltLxFu/qg1iU6sAgRCqzgm1CpzkC4CUOOGluNyaQrg1tPzJSZDV0SI05SC8HrdX4OSPdTq0/MkFuPtzyhI0EycId4T8sa6DksUQHIKUOEG4G+SPdS20/IngEGROJwg3w+biHV5gbnd2ch5a/uR5uGuCJ6fMxBmGwa5du/DFF1/g2rVrKCsrQ9OmTdGjRw9MnjwZzZs312tfVlaGjz76CDt37sQ///yDsLAwDBw4ELNmzUJQEC3/Ibwba/yxiuQxHm9uL1dqMP9cGfbVWWHQN1qCOU5YYUDLnzwDV44hR+EUJZ6amopVq1YhIiICSUlJCAwMRE5ODtauXYutW7di//79ePjhhwEAlZWVSEpKQnZ2Nnr16oWhQ4ciJycHq1evxvHjx7Fv3z74+/s7o9sOgSKfCYdijT9WpbDJ3O6OY1Rbia7+Wv8vr1biWFENMuslXrI0ybJZBrT8ye2xfQxx8zlhXYkXFxdjzZo1iImJwYkTJ/Rm0qtXr8bs2bOxatUqrFq1CgCQnp6O7OxspKSkYN68ebq2CxcuxOLFi5Geno7Zs2ez3W278ISvO4KjWOGP5cmrwSu9Z9bcfueFCW49Rq2pRJfaNQjzz5Vhb3415EoJJBfvoV+Mr+4e7X5OafmTW2PLGOLyc8KTyWSsOgJ+/fVXJCYmYvjw4fjiiy/09uXm5qJr16549tln8eOPP4JhGDz88MMoLy/HH3/8oTfjlsvleOihh+Dn54fffvvNKV9EcrkcBQUFiI6OhkRiXSpOU193fABtpEKDrztPpiHyI/QxJkPx+k8gOrRdz4yrheHzAbEEPLnpWsuqJhHo9ES6W4/RDptvIb9CbXJ/M38+AkR8k/e47dkmGLz/jlvLwJl44rNs7xiyZYywKT/WR2mrVq0gFotx+vRplJeX6+07cOAAAOCJJ54AUKvUi4qK8NhjjxmYzCUSCeLj41FYWIi8vDy2u91grPm6Iwh7MFu8IyIajMTX7PHlcgX+vKd02zFqTSW6u3KN2edw2AFDBV53P9dlQNiHI8YQV8YI6+b0xo0bY86cOZgzZw4ee+wx9OvXDwEBAbhy5QqOHj2KV199FW+88QaAWiUOAC1btjR6rlatWunaaf9tCrnc/prQCoVC729r2JtfbbZW9Z78aszr5BlfspawVn5c9TVxAaMy5PFRM2MZ/HashfjSaZ0/VtExDlWDXoH0g3Fmz1mhEUBjQt7uMkaFFoZLjQZmn8OrRl7Odfe7gwycSUPehVzH3jFkyxixRX62ztSdEtg2adIkREREYMqUKfjqq3+Xvzz22GMYPnw4RCIRgNqodAAIDg42ep7AwEC9duYoLCyEWm3aVGILxcXFVrVjGECulMCcgUOuVCE/v8Cr3GfG5FepAtbcEOHYXQFUTO0D1bOxGuNilfCn7AUGGB2D8f1r/9T1x5bcgbrFIwi9WwIeY8TczuNjX0hns9dyhzEaHyTC5kohNDDsJA8MxDygmjF9A7XLiUzvdwcZuAJr34XugL1jqCFjxJL8BAKByUmsKZzyuvz444+xePFizJo1CyNGjIBUKkV2djbeffddDBgwAN988w0GDhzo0GtGRUXZfQ6FQoHi4mKEh4dDLBZbdYzk4j1AYer7DZCIhIiJiba7b+6AKflVKBmMOiDDtTKN3pfu5iI+Llb6IOMZKQJE9PYEGjYGeaMnQl2YC0FRgZ4iZ3h8qCOjkf7wCKDG9PHuMEY/jGBw0cgY4gNoHSxEhZLB31Wmn0MejweYsaa6gwycSUPGIdexdwzZMkbYlB/rSvznn3/Ghx9+iPHjx2PatGm67XFxcfjxxx/RqVMnzJ49GwMHDtRFrpeWlho9l9anbs1acUcGD4jFYqvP1y/GF19erTRqhuEDeC7G12MCQ6ylvvzeu2j44AC1JqprZRp8/FsN0uKkzuwi57FlDEIigfy9NSaXP/W8pMCfbj5GJRLg4EAfk5Xo5p8rM/sctpUKceWecZO6u8jAFdg0DuvButvMxhUC9o6hhowRe+RnCtaVeP3gtbqEhITg4Ycfxi+//II7d+7o/NymAte0PnNL/nBXQrWqLbOvQG7W17S3QI60OGf2yAMxs/xpTleJR4xRc5XoLD2Hm58xHZ3uTjLgOqwvt7WzhoA9Y4grY4R1Ja515N++fdvofu12sViMVq1aITIyEmfOnEFlZaXBErOsrCxERkba7DNwJlSr2jzWRIUqNQwFuzmSenL0xDFaf6zUvcc9+dWQK1WQiIR4LsZXd4+eJgOuYWsyFZtxcA0Bc2OIy2OEdSUeFxeH//u//8Pq1asxcOBAvaC1jRs3Ii8vD506ddIFrY0ePRqLFy/G4sWL9ZK9LFu2DDKZDK+//jrnX+5Uq9o0PB4PIr55eYj4PJIZy3jDGNXe47xOEuTnFyAmRn+NrjfIwJVYs9zWHreZM2q6u8MYYV2JP//88/jmm29w4sQJdO3aFf369YNUKkVOTg6OHDkCHx8fLFq0SNc+JSUFe/fuRXp6Oi5fvoxOnTohJycHmZmZaN++PVJSUtjuskPh4o/uavpGS8z6mvpFky/SkVh6+XjDGLV0i94gA2fDttvMqhoCdipxvXNydIywrsQFAgG2bt2Kzz77DD/99BO2bt0KhUKBsLAwDBs2DFOmTNHlTQcAf39/7N69G2lpadi5cydOnDiB8PBwjB8/HjNnznSrvOmEcdzF1+TOUOpfwpWw7jajmu46nLLEzMfHBykpKVbPooODg7Fw4UIsXLiQ5Z4RrsBdfE3uCuu+SIKwAOtuM6rproOeZMIlaH1Nl4dF4MrwCFweFoG0OCkpFwdAqX8JLtA3WmJSwTjCbUY13WuhNybhcrjqa3JXrPFFEgTbzOkahDZSoYGScZTbzGwNAS+q6U4JLgnCg6AlfARXYN1tRjXdAZASJwiPgpbwEVyC9SVaVNOdzOkE4Wmw7YskiIbA+oejFypwgJQ4QXgcbPsiCYLgDqTECcLD0Poix7b1R0yAAJF+fMQECDC2rT8O0PIygvAoyCdOEB6IO6SLJAjCfuiTnCA8HI9Q4CbSaxLcgeH6b8T1/jUQmokTBMFN7CwzSbAP59P7esEYIiVOEAT3cHCZScLxcD69r5eMIQ58KhEE4e3UN8VaU2aScC02p/d1sjnbW8YQzcQJgnAJ5kyx4U4uM0nYjlWlRju6zpzt7FKlroKUOEEQTsesKbZQjkscKzNJEf76WJPeV6yogu/8Wa4xZ3tRqVJS4gRBOB2zpthSNe6p+QgxdwInlJnkfNCWC7Emve/MPzdZNGezNhP2olKl3j0SCYJwCZZMsbuadHFpmUmtpeDLq5XIr1CjqEqD/Ao1vrxaicTdJShXmuq992Apve+AO+ctmrPZxFtKlZISJwjCqVhjik1rM9ylZSapJrtlzKb3DRagkcDCh47WnM0S3lKqlJQ4QRBOxRpTrEJcW2ZS2WcwNCER0DQKgSYkAso+g52yNIhqslvGbHrfAWHgudqc7evaMeQsyCdOEITT6RstwZdXK40qSl2lNReVmaSa7NZjLr2vqnM8RIe2g6cx/JWdZs72glKlNBMnCMLp2FxpzYkvX6rJ3jDqy4Nz5mwP/b1IiRME4XS4XmmNarI7AC8xZ7saMqcTBOESuFxpbU7XIBwrqjEIbqOa7DbiBeZsV0MzcYIgXA6XFDjAfUuBW8Kx39hToJk4QRCEEbhsKSAILfQ5SRAEYQFS4ARXISVOEARBEG4KKXHC46lf5pIgCMJTIJ844ZFQ8QqCILwBUuKEx2G2zGVRDTIpupggCA+B3mSEx0HFKwiC8BacqsR37dqF559/Hi1atEBERAQ6dOiAMWPG4ObNm3rtysrKMHv2bLRr1w5hYWFo164dZs+ejbIyevkSlqHiFQRBeAtOMaczDIMpU6bg22+/RYsWLZCcnIyAgAAUFRXh5MmTKCgoQLNmzQAAlZWVSEpKQnZ2Nnr16oWhQ4ciJycHq1evxvHjx7Fv3z74+/s7o9tuAa1f1YeKVxAE4U04RYl//vnn+PbbbzF27Fh89NFHEAgEevtVKpXu3+np6cjOzkZKSgrmzZun275w4UIsXrwY6enpmD17tjO6zVkoaMs0VLyCIAhvgvU3fnV1NdLS0tC8eXMsWrTIQIEDgPB+3VmGYbBu3ToEBARgxowZem2mTp0KqVSK9evXe/WSIW3Q1pdXK5FfoUZRlQb5FWp8ebUSibtLUK40ZUj2HgyKV9QZL1S8giAIT4L1mfiRI0dw7949vPTSS1Cr1dizZw9yc3MRHByMp556Ci1bttS1zc3NRVFREfr06WNgMpdIJIiPj8eePXuQl5eHVq1asd11TmJN0FZanNQFPeMOc7oG4Wy+DC9f3Iik2+chYtRQ8gTICOmCdZ1eouIVBEF4DKwr8QsXLtReSChEjx49cO3aNd0+Pp+P8ePHY8GCBQBqlTgAPcVeF63izs3NtajE5XL7g5cUCoXe31xgb3612aCtPfnVmNeJGzNNR8nPov+6XnUksbwKJ86/D0FRPgT4dxY+7u+DeF3zB8qfWQ65xD3KIHJxDHISMxWySIb2QzK0D1vkJ5HY9v5mXYnfvn0bAPDpp5+iY8eOOHz4MNq0aYPLly9j8uTJ+PTTT9GiRQuMGTNGF30eHBxs9FyBgYEAYFWUemFhIdRqtUPuobi42CHnsReGAeRKCcx5QeRKFfLzCzhVMKgh8qtUAWtuiHDsrgAqBhDygJ6N1RgXq4S/EODXyBF5ZBuCr10CT60GIxCgtHVHFPUajMgj2yAqygcP+m4XATTg3yqAev2n+PvZFx11e06BK2OQS5gbAxofwxchydB+SIb2YUl+AoHA5CTWFKwrcY2mdt4oFouxYcMGREZGAgDi4+Oxdu1aJCQk4NNPP8WYMWMcet2oqCi7z6FQKFBcXIzw8HCIxWIH9Mp+JBfvAQrTfm+JSIiYmGgn9sg0DZVfhZLBqAMyXCvT6FkdNhfxcbHSB3t6itF02VQIivLBq+PvDj13FI0Lc8GTVxkocC08RoMmeb+BH80NGVmCi2OQC/DkVQhOm2JyDJTOXA7mvrWFZGg/JEP7YFN+rCvxoKBa/2OnTp10ClxL27Zt0bx5c+Tl5UEmk+nalpaWGj1XeXm53jnNYatJwhxisdih57OHfjG++PJqpVGTOh/AczG+nOmrFlvl995FQwUO1LoLrpVpkLf2a8TUe3kDtQpaUJQPiH3Mnp+nUUPi4+NW9Y25NAa5gHjLFwYKHLg/Bm4VIHD3BihGTdI/hmRoNyRD+2BDfqxHp7du3RqAaRO5drtcLtf5ufPy8oy21frMvTWoDagN2mojFRr8cHwAD0qFHhG0ZSlZywP/+8Xg5a2FxzCA0oLfSSB0KwVOGCK8kGV6DGg0EF446eQeEYRrYF2JP/HEEwCAP//802CfUqlEXl4e/P39ERISglatWiEyMhJnzpxBZWWlXlu5XI6srCxERkba7DPwJAJFfGT2D8XYtv6ICRAg0o+PmAABxrb1xwEPyAluMVkLw0CoUZneDwBCMRi+cTkwfD5UnRPs6CHhchgGUFkYA2qV3tJCtvHmZa+Ea2H9jd+iRQv07t0beXl5+O677/T2LV++HKWlpUhKSoJQKASPx8Po0aNRUVGBxYsX67VdtmwZZDIZRo8e7fWJOgJFfKTFSXF5WASuDI/A5WERSIuTur0CB6xI1sLjQcU37wViAoKgiYwxUOQMnw9NZAwUyY6NvyCcDI8HCC14Ap1gbSlXajDjtAwdNt/Cw5tuocPmW5hxWka5Ggin4pSMbUuXLsUzzzyDt956CxkZGWjdujUuX76MY8eOITo6GvPnz9e1TUlJwd69e5Geno7Lly+jU6dOyMnJQWZmJtq3b4+UlBRndNl6zCxtcQaWPmjcMb1o32iJWb///x54FM1+2wuexrAFw+dD1fUJKJLHQLz1q1qzqloFCIRQdU6oVeC+7rG8TAfN8gxQdY6H6NB202OAZWuLrZXy3PE5JGzERbqAJ5PJnPKGuHnzJhYuXIhDhw7h7t27CA8PR79+/TBjxgyEhobqtS0tLUVaWhp27typi+gbOHAgZs6cadK3zgZyuRwFBQWIjo7WD0aoroJ465cQXsiqNesJhVB1joci+TVOKAiupGU1KT8LmHpBav3+mU/7I3TRRPCL8vVe4tqZdvWc1fq/g4s/tBrE/TEmOH8S6poaCHx8oO6SwJkx5nKqq+A7f7xVY6Ch49AcM07LzH5ojm3rj9SuQZx4Dh0BGzL0CKzUBWzKz2lK3B0xKnjty6Pwhl5gjUkF4mTMKcA2UqFTa2nbM3DLlRosOFeGvXVegP2iJUjVvgCrq9xmpm3zLIzjY4wzWDkG2HiBdth8C/kVpvNQNPPnI0DE58Rz6AhIiRvBhueUTfk5xZzuSYi3fmnwowG1EbH8onyIt35lsLTFmXhKWlat3z8tzoQS9PWDYtSkWllzcKZtjzWE62OMM7hoDFhTKe+uXIPCSuPLJN3pOSRMw5Xn1H0+BTkC15e2eGItbYuzWA4qcHuK1HB9jHESJ44Bayrl1Wjgcc8hoQ9XnlNS4rbAwaUtdbGlljbhQOrJ0xpriNlzcXiMEbUYVMqrAw+Aj2GxRj3oOXRzOPSckjndFjiytMUUVEvbiZgJaLHGGpIWZ6IBx8cYUcucrkE4VlRjMviyXKlBlcq0xYWeQzeHQ88pzcRtRNU5ntOJRMzNEKiWtoO4H9AiOrgN/Nu3wJfdBv/2LYgObYfv/PEQK6rMHm5pFsb1MUZYTrr0XIwvPYceDleeU1LiNqJIfo3TiUS8IS2rq7EU0DLzz01mj7c0C+P6GCNqMZd0iZ5Dz4crzymZ023F1w/Vc1ZzdnmTdoZgdnkWYReWAloG3DkPfvPRJtcQW5yF1RljgvMnoFbUQCD2gbpLD06MMcKQ+h9lbvkccnCVB6fhiC6gdeJmsGptH8cHviszRXnk2lKGgd/kYeDLbptsopaGoOOTn+LPUrVRf6ktOe7lcjkK8vMRHRPjOTJ0MlwYh5zN2MaBZCUegxldQOvEuQwXH8w6uDwtq6dF4FoR0MITCpE5IMxxszCOjzHCMvY+Y6w8pyaSlYgObYfgynlKKmQrLnpOSYl7IaynZb3/de97/iSCPDBlqDV5uy0mqyEIC7D9nHIlWQlhH6TEvQxbCzfYTL2vewEAVAB8D/q6VyS/BsGV8ybzdtcPaCEFTtgK688pAP5587Ed/PMnAVLinIeD0RUEm9iViMQKrPm6d3vuB7Qo+wyGJiQCmkYh0IREQNlnsEd8pBCuh+3nFAyDcrnCbJNyucLz3GEeCM3EvQy7EpFYgTWpCD3CRMfx3O2Ee8P2cwoeDxUaARqZaVKhEaARjWvOQzNxL4L1tKwMA8ZCKkJG5YEpQ+lFRzgQZ6RPZhgGB8K6QGVCBajAx4GwrnrX8LTH1lMgJe5FsJ6WlcfDPbX5IXVPzSelRxBmcEb6ZB6PhxVtR+B3vygDRa4CH7/7RWFF2xdQoWIw47QM3XfeQ9KvEnTfeQ8zTsssFvEhnAcpcS+D7bSsu5qY/7rf1aSLXecnCG/AGemTn2jRCD27zMXqpom4LgnFTXEjXJeEYnXTRPTsMhdxMVJdNb6CSg1KFHwUVGqsrsZHOAfyiXsZlgo32JMOkmEYpLUZju7/5OChqkII61xB+3Wf1mY4htKSK4IwC5vPaf1rTBe+jKmtX9bFdmivAR4sBtdRTXTXQzNxL8NS4QZ7lq3weDwoxH7o0cX4132PLnOhEPuRAicIC7D5nJq8hr9A7xqH/q6hmuhuAKVdNYM3pBp0dCKSGadl+PJq5b8Pf53IbT6AsW396evdBrxhDLKNJ8jQGQmD6l6DYRg8vOkWiqpMm8wj/fi4MjyCPsqtgM0xSDNxL8fRD6BB9aY6CpyqNxFEw3CGoqx7DWcE1xGOgZQ44VDqmuii/fkIFWsQ7c93qBmQIAj2cUZwHWE/FNhGOBxt3vB5nSTIzy9ATIz7mjEJwltxRnAdYT80LSJYhaxtBOGekFXNPaCZOEEQBGEUsqpxH/qUItwee9JPegLefv9OgWRMVjWOQjNxwi1hvSY6x/H2+3cK1VUQb/0SwgtZgEoFCIVQdY6HIvk1qlRHcAZS4oTb4Yxay7bgjDW8deHa/TsErlWCq66C7/zxBmV1RYe2Q3DlPJWcZQOujQE3gZQ44XZYU2uZ7YQyrpwJc+H+HQKHZ7rirV8aKHCgtpwuvygf4q1feUZJXVfD4THgLrjZ5zpBWFdrmU20M+Evr1Yiv0KNoioN8ivUTisM4er7dwj3Z7qig9vAv30LfNlt8G/fgujQdvjOHw9UV7m0e8ILWQYKXAtPo4Hwwkkn98gD4fgYcBdIiRNuhTNqLVvCmpkwW3Dh/htEvf5YM9PVP9yJ98MwtbNCc6hVnAp249zvbQW2jgHCOE5X4unp6ZBKpZBKpfj111+NtikrK8Ps2bPRrl07hIWFoV27dpg9ezbKyth7ORLuARfSQbpyJsyF+7ea6iqI138Cv2kj4Dd5GPymjYB4/SdAdZVVM91ypQYzTsvQYfMtPLzpFjpsvuWcWtY8HiC04GkUCF3uv3WZfBwEWTscg1N94n/88QcWLlwIf39/VFZWGm1TWVmJpKQkZGdno1evXhg6dChycnKwevVqHD9+HPv27YO/v78zu01wjL7REv0iK3VgOx2kLTNhthSpK+/faswFhv12DlApzR7OqFRI3PUP/ixVuyR4T9U5HqJD28HTGEqZ4fOh6pzA2rWtwe2DG22xdnDhg5TDOO1XVqvVGDduHNq1a4ekpCST7dLT05GdnY2UlBRs27YNc+fOxZYtWzBjxgxkZ2cjPT3dWV0mOIpBkZX7OCMdJBdmwq68f2sxayq9VQCevNrs8ffUfAMFDjjHZQEAiuTXoImMAcPXlzLD50MTGQNF8hhWr28JV7p0HIKbWDvcAacp8RUrViAnJweffvopBAKB0TYMw2DdunUICAjAjBkz9PZNnToVUqkU69evd0v/D+E4nFFr2RyuLgzh6vs3Rv1n0pKpFGAMFKTuXHw+djXp4trgPV8/VM9ZDWWfwdCEREDTKASakAgo+wxmZXmZre80TwhuVHWONzsGXG3tcBecYk6/cuUK0tLSMH36dLRt29Zku9zcXBQVFaFPnz4GJnOJRIL4+Hjs2bMHeXl5aNWqFdvdJjiMNh1kWpzz12lzoTCEK+9fi8lldl0C4WfBVMpIfME0CQe/KF/PZK2d6aa1GQ4oTB/PtssCAODrB8WoSbVLyVgw6zZ0mSIXXDqOQJH8GgRXzpscA662drgLrCtxlUqF8ePHo02bNpgyZYrZtrm5uQCAli1bGt2vVdy5ubkWlbhcbv+XqEKh0PubsA1PlZ8IwO6ng/DR5Urs/1upewE/21SEWR38IVIrIFc75lpclWGFkkHSARmulWkMfLI//12Ni3yBWTMfIxBBNmMZ/HashfjS6Vr/p0AIRcc4VA16BTUHagCF6QAtIQ+oqamxqq9clKEl+WU8I0WAyLQCFlrQzbbIxxpYkSGPjxozY4Dh8QEHvMe5gC3yszU3PetKfOnSpcjJycHBgwchEonMttVGnwcHBxvdHxgYqNfOHIWFhVCrHfMmLS4udsh5vBVPld8bYbV/6k7S7t26h3ssXItrMlySK8K1MiE00NcmGgDXytQ4FNIez94rAY8xEhjG4+NOy0fwd8kdIL5/7Z+6Qiy5g/ggETZXGp4fAPhgEB9Ug4KCApv6zCUZWpLfuyeLMb2V6eA/NuRjDazI0MQYAO44/louxpL8BAKByUmsKVhV4tnZ2ViyZAkmTZqETp06sXkpA6Kiouw+h0KhQHFxMcLDwyEWix3QK++C5Gc/XJVh1oV70JjwymrAw/QWL+HpimsQFBXoKXKGx4c6MhqCURMRLTHtV/4wgsFFIzNVPoDWwUJ8mNDE7Ey1LlyUoSX5ZZX5IDo6wuTxjpSPNXBRhu4Em/JjVYmPGzcOLVq0wKxZs6xqHxRU60ssLS01ur+8vFyvnTkcWS5PLBa7rvyeByyxcKn8PAQuyZBhGKgsxGGVCnxRPWc1fH76una9731TqapzAhTJY+BjITBMIgEODvTBgnNl2FvHZ9wvWoLUBqa25YoMrZGfigF8fHxM+rTZkI81cEWGrOCEdy0b8mNViefk5AAAwsPDje5PTEwEAKxfvx79+/fX+bnz8vKMttf6zD0+qI3yCRMcxupldn7+dgWGcSF4jw0ctUzRU+XjVDzgXcuqEh89erTR7VlZWcjNzUW/fv0QEhKCmJgYALXKOTIyEmfOnEFlZaVehLpcLkdWVhYiIyNt9hm4FFtfXlQ9iXADbE44Y6eC8TQF5eiEPZ4mH6fgIe9aVpX4ypUrjW4fN24ccnNzMXXqVHTv3l23ncfjYfTo0Vi8eDEWL16MefPm6fYtW7YMMpkMr7/+OvcHrB1fd1Q9iXAHuLDMzp0h+bkeT3nXcq4UaUpKCvbu3Yv09HRcvnwZnTp1Qk5ODjIzM9G+fXukpKS4uovmsfPrzpp8wu4wsAjPRptwxtk+WU+B5Od6POVdyzkl7u/vj927dyMtLQ07d+7EiRMnEB4ejvHjx2PmzJmcz5tu19cd5RMm3AjyydoHyc+FeNC71iVKfM2aNVizZo3J/cHBwVi4cCEWLlzoxF45Bru+7iifMOGmkAKyD9bl5wbKyKk05F3LURlybibu1jjg647r1ZMIgnATPCDymk2sete6gQxJiTsSB8ykKZ8wQRB24yGR12xi8V2b9KJbyJCiJxyM3ZV5nFw9iSAIz8Oa2Byvx8K7Vpyx0S1kSDNxB+OQmTTL1ZMIgvBsPCXymnXMvGvdRYakxB3N/a878davjKabtHkm7Q0KnD5UCMJxeFDktVOpH8TmJjIkJc4GNJO2jBsEjBCEW0KrXOzHjWRIPnG24cCPzDnuB92IDm4D//Yt8GW3wb99C6JD2+E7fzxQXeXqHhKEW2N3bA7hNjIkJU44HQq6IQh2USS/Bk1kjIESolUu1uMuMiQlTjgdawJGCIKwA1rlYj9uIkPyiRPOxY0CRgjCraHYHPtxAxnSTJxwLm4UMEIQHgM9T/bDURmSEiecjrsEjBAEQXAdUuKE03GXgBGCIAiuQz5xwvk4OiEOQRDsYyIYlXAtpMQJ1+AGASME4fXcT8rke/4kgmpqIPDxgbpLAiVl4hCkxAnXw3UF7ukfGZ5+f0TDqFcJTQAAFQCfY1W8vB1S4gRhDE9PC+vp90fYjTVJmbhQAMTbISXOcRiGAY9mSc7F02sxe/r9eSIusJa4SxUvb4eUOAcpV2ow/1wZ9hXIodQwEPF56BstwZyuQQgU0YICtvH0GYin35/H4EprCSVlchtIiXOMcqUGibtL8KdMBU2d7V9ercSxohpk9g8lRc4ynj4D8fT7sweNRoPKykrI5XIXd0QNwfXfgWZtwGvWRreZ4QG49AvULR4C+AJWuyB4YQJ4ihqT+xmxD9S3b7PaB09Bo9GAx+NBo9FYbmwjpMQ5xvxzZQYKHAA0AP6UqbDgXBnS4qQu6JmX4OkzEE+/PzvQaDS4c+cOAgICEBIS4lI3Fu9OMXjhkSb3M0IemCah7PaB/zB4ZTLTfQiSst4HT0GtVkMikaCsrAwSiQR8E8muGgJN6TjGvgK5gQLXogGwt8DFMwRPx9PTwnr6/dlBZWUlAgIC4Ovr6/I4FF5VhV37HQHTKASMSGx8n0gMplEI633wFHg8Hnx8fBAYGIjKykqHnpuUOIdgGAZKjfmECkoNA4aSLrBKdYfHoTLxaKjAR3XHeCf3yLFQ2lvjyOVySCQSV3ej1gpi6RFnwH7yFb4ATFRM7YxbKAQjENT+HSQFExXDujnfE5FIJA531ZAS5xA8Hg8ivvkZgIjPc/kswdNJbTEcf/hFGShyFfj43S8Kc5oPc1HPHAOlvTUNJ54tHg+w1A0enGMt4QvANAmHumkLVIc1g7ppCzBNwkmBNxA2xhcpcY7RN1pi8kfhA+gXzYGZgoezo5iHhC5zsbppIq5LQnFT3AjXJaFY3TQRPbrMxfZiDrzo7cFN6iR7M4xfgF37CUM81YJJgW0cY07XIBwrqjEIbuMDeFAqRGrXIFd1zSvQujQqhL6Y2vplTG39skGQV+B9lwYnZm0NhdLechqmUQhQXQWeUmG4j/zRVqPWMCiqUqNUwYABAx54CBbzEOkngMCC1dNdICXOMQJFfGT2D8WCc2XYW2edeL9oCVJpnTjrGHVp1FNwHufS8KR78RTu+6Nx73ZtEBsDgFc7A2cahZA52wrUGgZ/lqogV9edgTMokTMoVzJoEyz0CEVOSpyDBIr4SIuTIi3OARnbaJZlM32jJfjyaqXRVQLk0iCcxn1/NNMk3O7n2O0tRw2gqEpdT4H/i1xdO0NvFuD+KtD978DDadCDR3mx7YJcGgTnaMB7wBtMyeYoVZj3gZcqGDRzUl/YhJS4p+HkvNie+IVPLg3C3WmIKfnGjRvo2LGj3jaRSISwsDDExcVhwoQJ6NSpE2t9duS7hGFqP1zMtoFtsS3Xr1/HDz/8gEuXLuHSpUsoKipCdHQ0srOzHdHlBsO6Ei8sLMT27duRmZmJa9euobi4GI0aNcJjjz2GlJQUdOvWzeCYsrIyfPTRR9i5cyf++ecfhIWFYeDAgZg1axaCgmgWZA5n5MX2htzuDnVpEISTsceU3KJFCwwfPhxAbQKcs2fPYuvWrdi9eze2b9+Oxx9/3GH9ZMtawOPxwAMP5hbc82BbbEtWVhbS0tIgEAjw4IMPori4uMH9cySsK/EvvvgCK1asQIsWLfDUU08hNDQUubm5yMjIQEZGBr766isMHjxY176yshJJSUnIzs5Gr169MHToUOTk5GD16tU4fvw49u3bB39/f7a77Twc7LNmOy+2N+Z2JwVOuBv2mJJbtmyJd955R2/b/PnzsXTpUnz44YfYvXu3Q/rIduBZsJiHErlpOQSLbTt3QkICMjMz0a5dO/j6+iI8PLzBfXMkrL9tu3Tpgj179uDChQv49NNP8f777+O7777Drl27IBAIMHXqVNTU/JtkPz09HdnZ2UhJScG2bdswd+5cbNmyBTNmzEB2djbS09PZ7jL7VFdBvP4T+E0bAb/Jw+A3bQTE6z8BqqvsO68tebEbiDW53QmCsAxb65ZtMSVby9ixYwEAFy5c0NuekZGBgQMHIjY2FuHh4Xj88cexcuVKqNVqvXYbNmyAVCrFhg0bsH//fvTr1w/R0c3wfI8uujY/79uFlBcHYfCjD6Png83w8COPIDk52ehHw759+9C/f3/ExMQgIiICPXr0wOrVq/WuG+knwL2iAvR6IAwfzZiEwvy/8P6E/2JAl9bo1745xo9MtskU3rx5c3Tv3h2+vr5WH+MMWFfiAwcORHy8YZrK+Ph4PPHEE7h37x6uXLkCoHbwrVu3DgEBAZgxY4Ze+6lTp0IqlWL9+vXuvWj/vs9adHAb+LdvgS+7Df7tWxAd2g7f+ePtU+ROyItNud0JouGUKzWYcVqGDptv4eFNt9Bh8y3MOC1DudJx1a3+NSWbaWOjKdlY2w8++AAjR45Ebm4uBg4ciDFjxsDHxwdz5szBf//7X6Pn2bFjB0aOHInGjRtj8Mj/4rEn+9Ru3/AN5k4cg79v5KHHM/0w7L9vomt8T/z999/IyMjQO8eaNWswYsQI/Pbbbxg6dChee+01yOVyzJ49G6+++qpOPwj4PLQIrH0f/vN3ASYM7Yeye3eQPOIl9Or1FI79/DMGDBiAf/75x2o5cBGXBraJRCIAgEBQu+YxNzcXRUVF6NOnj4HJXCKRID4+Hnv27EFeXh5atWrl9P46ArZ91qrO8RAd2g6ekZJ39ubFtiW3O5mgCUIfZ7qiHG1K/uKLLwAAnTt3BgAcOXIEy5YtQ2JiItauXQs/v9pgWYZhMG3aNHz99dfYsWMHBg0apHeezMxMbNu2DU8++SR+u6eE9tslY9MGiERifLnrCKRNahPZiPjAI41EuHfvnu74v/76C3PmzEFoaCiOHDmCZs1qnQLvvfceBg8ejF27dmHTpk144YUXAABaa/yFM1l4//33MWXKFN25FixYgCVLlmDDhg16290NlynxgoICHD16FOHh4XjkkUcA1CpxoNYnYwyt4s7NzbWoxB2RZF6hUOj97Qh8z58067MWnD8B+dCxDT5/Tf9RCP7tHARFBeAx/74qGB4f6oholPcfCcYO2QgtPPtCHnTuETbk522QDO3HWhlqNBpW6j1rmX+21Lwr6mwpFj0W7JBrhfvyUa7UQK423CcR8BDuyze4V+0MNi8vDwsXLgTwb2DbmTNnIJFIkJqaCo1Go1PqS5cuhUQi0TvXe++9h2+++QZbtmzBgAED9M6dlJSEnj171n7o1+uXQCSE8P7EDqhND88wDKRSqe78P/74I1QqFSZMmICoqCjddqFQiPfeew/PPvssNm7ciGHDhuldNzY2FpMmTdLr56hRo7BkyRKcO3fOrt/dmmO1/WAYBhqNxqx+srUIj0uUuFKpxBtvvIGamhrMmzdPNxMvK6v1pwYHGx/IgYGBeu3MUVhYaOCXaSgOi0JkGATV1MBcriW1ogYF+fl2mbz5I6cj8ug2BP95CTyNGgxfgNI2HVH01GBoSu4AuNPgc8cHibC5UgiNEXMdHwzig2pQUFCgt50rUZzuDMnQfizJUCwWs/qxtNeCK2pPgRzzOjvO3xorAUoUPJSreNqEbwgUMggVa6BWqlH/7ai99+vXr2Px4sUAaq2loaGhGDJkCCZNmoS2bdtCoVDg119/hZ+fH9auXWv02hKJBH/++afunKr7sTodO3bUbQsQ8HBXU/se6fXcQHzx8QL8p19P9O7/PDo9loAn4h6Fwk9/NdKlS5cAAI8++qjBb9WxY0f4+voiOzvb4MPt4Ycf1vVBS0hI7YxfJpM1+HdnGMamY5VKJeRyuUkdJhAITE5iTeF0Ja7RaDBhwgRkZWXhlVdewYgRI1i5TlRUlN3nUCgUKC4uRnh4OMRi43V1bUXg4wOYKQUsEPsgOibG/gs9MAPlgC76nQ+gqf1nxYcRDC4ekOFamcYgEUrrYCE+TGiCAFHtg8mG/LwNkqH9WCvD0tJS1mTMMAxUFiZsKqZWaTrSFRXtY31b7b337t0bW7Zs0dvHMAyUSqWufzKZDCqVCkuXLjV5vurqat05hfdjdSIiInTbokRAVZkKcjUw4vVJCJI2xs7v12Lz159h01drIBQKkZiYiIULFyI2NhYAdLW4mzZtavS3CgkJQVFRkW6f9m+pVGrQXvt/hmEa/LvzeDyrjq0rP4lE4tDIdqcqcYZh8NZbb2HTpk0YPnw4li9frrdfuwa8tLTU6PHl5eV67czhyLrAYrHYYedTd0kA34zPWt2lBzdqGmuptwROIgEODvSxKRGKI+XnrZAM7ceSDMvLy8E3UWfdEYgElssMa62SrkD78cDj8QzkoDUZa/cFBgaCx+MhLy/PpnPz+XzdufkA2gSLdOvEn39xFAa/OBpM5T3kXfwF237aim3btiEvLw9ZWVkQCAQ6a+zt27d1ir0ut2/fRmBgoO4adT+IzP229vzu1hxbX36OfJadpsQ1Gg0mTZqEDRs2YOjQoVizZo3BzWv93KYGhtZn7q5BbUBtLWfBlfPgF+XrKXJO1XK2kLaVEqEQhO14Uk7+bt26ITMz06r4JHMI+Dw0CxCiGeq8SxqHoV10fwwc0B937tzBsWPHkJeXh9atW6NDhw7YvXs3Tpw4ga5du+qd69y5c6iurkb37t3tvDv3wilZOeoq8CFDhuDzzz83+sXZqlUrREZG4syZMzqziRa5XI6srCxERkba7DPgFFyv5WzjEjhS4OzjzisqiX+Z0zUIbaRCg5euO+bkf+ONNwAAEydOxN27dw32FxcX448//rD6fIcOHTKIYVIqlbrIdO3MddiwYRAKhVi1ahWKior02s6dOxcA8NJLL9l0L+4O6zNxjUaDiRMnYuPGjXj++efxxRdfmDQZ8Xg8jB49GosXL8bixYsxb9483b5ly5ZBJpPh9ddfd3/FweFazs5I20pYRpvadm9+NeRKCSQX76FfjK9Hpbb1NjwpJ//TTz+Nt99+Gx9//DE6d+6Mp59+GtHR0bh79y7y8vJw6tQppKam4sEHH7TqfP/5z3/g5+eHuLg4REdHQ6lU4ujRo/j9998xZMgQREdHA6hNCTt37lykpqYiISEBg55/HozIF0cOHsCN3Gt4IrEfEpKSodYwDi/ycufOHaSmpur+r1QqcffuXYwbN063bc2aNQ69pjWwrsTT0tKwceNGBAQE4IEHHsDHH39s0CYpKQkdOnQAAKSkpGDv3r1IT0/H5cuX0alTJ+Tk5CAzMxPt27dHSkoK2112LhxS4AD7aVs5Ccc+pAzXE/MBhcajU9t6C57kinr33XeRkJCAzz77DD///DNKS0vRuHFjxMbGYtasWbplXtbw/vvv4+DBgzh37hz27dsHPz8/tGzZEitWrMCoUaP02k6cOBEtW7bEqlWr8OOmTVAqlIhu0RLj3pmH5FfG4nYNgwqVCm2CHaveKioq8P333+ttq6ys1NvmCiXOk8lkrBrrxo0bZ3Dj9Vm1ahVGjhyp+39paSnS0tKwc+dOXVTpwIEDMXPmTJPLz9hALpejoKAA0dHR3hFUxDDwmzwMfNltk000jUJQtXyzVUqP0/LjcLnWGadlZn2nY9v6Iy1O6uReuS/WjsOSkhKEhoY6sWfug0ajgUKhgFgsZjX4zxZuVqhQIjcd8h8q4XOmXnhd+d25c8eh44z1O1yzZo3NXyfBwcFYuHChLuEA4SSckLaVEzi5XKutWJPaNi3OmT0iCO7hLfXCLcGNTyqCM6g6x4Mx8aVtb9pWrmCN39+p1OmHLaltnYVb1yogPBI2iry4K9ywNRCcwS2WwNkJJ/z+Zsz5IgsBOSK+bcUrGoI31Iwn3Bc26oW7K6TEvZ36QV33l8CJt34F4YWTtaVLBUKoOifUKnBXL4GzF1vKtbL1ArBgzh/UdxFWVcBl64m9sWY84X44usiLu0JK3BuxFNTF4SVwdsMBv78lc/6CvzYjU/qCgRJ11npia2rGU2Ad4Woi/QQoVzKQqw0VuUTAQ6Sf67LfORP6nPY2bK1n7kkK/D6u9vtbMuf7XspCZv9QjG3rj2h/PkLFGkT78zG2rT8OOGEWTDXjXYAX+G4djYDPQ5tgIUIlfIj5PIj4gJjPQ6iEjzbBQoevE+cqNBP3MiiZi4v9/laa8wOFPKTFSTGvkwT5+QWIiXHOMj2qGe9ENGrw7t0Gr6oC2jJjjF8AmEYhAN87ZpH2YjRtq5dBM3EX4+zoSWuCujweV6a+5fGgEZj/dtbw9c35znwv8Xg8TgTWeTwaNXiF+eCVyWo/6tQqQKUCr0wGXmE+oHFMGWVvwlvHJM3EXYDLIn+5ENTFFVzo9z8e1RVP3NkLoRGjtQp8HI/qBleWcPCkQh1chXfvNnhK43WoeUoFcO82mCaOK1dJeC40E3cy2sjfL69WIr9CjaIqDfIr1PjyaiUSd5egXGmh6LA9cCCoi5M4+X7fajoUv/tFQVXv8VOBj9/9ovBW02Sn9qc+nlSog6vwqirs2k8QWkiJOxlrIn/ZxNVBXd4OwzCQ8SXo0WUuVjdNxHVJKG6KG+G6JBSrmyaiR5e5kPElLk1SoS3UMbatP2ICBIj04yMmQOC0wDqPh2HMLW++3wYU7EZYBZnTnYyrU2p6QzIXLqP1OVcIfTG19cuY2vplA3N+Yw74nD2pUAfn4PEAS+LkwfssYkSDoE9qJ8KJlJpcr2fuBfSNlug/eHVe1lz0OZMCdzyMX4Bd+wlCC83EnQhnIn89OZmLGzCnaxCOFdW4LJkL4XqYRiFAdZXR4DZGJK7d72Ru3LiBjh076m0TiUQICwtDXFwcJkyYgE6dOjm9X1yAYRgcPHgQe/fuxenTp3Hz5k0olUq0bNkSQ4YMwYQJE1xWqZGUuJPhXOQvKXCno/U5LzhXhr11Vij0i5YglXKTewd8AZioGICD68RbtGiB4cOHA6itl3327Fls3boVu3fvxvbt2/H444+7rG+uoqamBsOGDYOPjw969OiBPn36QC6X4/Dhw5g/fz4yMjKQkZEBX19fp/eNlLiToVkYAZDPmUCtIm8SXruUjEMWsZYtW+Kdd97R2zZ//nwsXboUH374IXbv3u2inrkOgUCAOXPmYMyYMZBKpbrtSqUSo0ePxr59+/B///d/eOutt5zeN/rkdzIU+UvUh/MKnKKk2YfjY2Ds2LEAgAsXLuhtz8jIwMCBAxEbG4vw8HA8/vjjWLlyJdRq/WQ1GzZsgFQqxYYNG7B//37069cPzZo1Q/v27XVtduzYgeeeew4PPPAAwsPD8cgjjyA5OdnoR8O+ffvQv39/xMTEICIiAj169MDq1asNrnvjxg1IpVKMGzcOf/31F15++WXExsYiKioKgwYNQnZ2tlX3LxKJMG3aND0Frt0+depUAMDJk65JlEUzcRdAszCC81gqkkPYD4dm35Yw9o764IMPsGzZMjRt2hQDBw5EYGAgsrKyMGfOHJw9exZr1641OGbHjh04fPgwnn32WYwZMwYVFbXr4b/66itMmzYNERER6N+/Pxo3boxbt27h/PnzyMjIQP/+/XXnWLNmDd555x00atQIQ4cOhZ+fH/bt24fZs2fj1KlT+O677wz6m5+fjz59+uDBBx/EqFGjcP36dezZswcDBgzAL7/8grCwsAbLRiQSAaidrbsCUuIuhhQ4wTkslEqlVQx24KYfR1988QUAoHPnzgCAI0eOYNmyZUhMTMTatWvh51fbd4ZhMG3aNHz99dfYsWMHBg0apHeezMxMbNu2DU899ZTe9u+++w5isRgnTpxASIh+UN/du3d1//7rr78wZ84chIaG4siRI2jWrBkA4L333sPgwYOxa9cubNq0CS+88ILeOU6ePIm5c+di8uTJum0LFizAkiVLsGHDBkyZMqXBslm/fj0AoHfv3g0+hz2Q7ZYwiyuTjhCuwZoiOUQDsLWCoC048DnNy8vDokWLsGjRIqSmpqJv375YunQpJBIJUlNTAfyr1JcvX65T4EDtpOT9998Hj8fD1q1bDc6dlJRkoMC1iEQiCI1klGzcuLHu35s2bYJKpcLEiRN1ChwAxGIx5s6dCwDYuHGjwTliY2MN/NWjR48GAJw/f95of6zh4MGD+Oabb/Dggw/qzudsaCZOGOCy3O4EJ7CmSI6nV7pjA4dXEGSpCtr169eRlpYG4N8lZkOHDsWECRN0S9DOnj0Lf39/rFu3zug5fH19ce3aNYPtXbt2Ndp+8ODBmDt3LuLj4zFkyBD06NEDcXFxBj7oy5cvAwB69OhhcI7u3bvD19fXqJ+7Xbt24NfLVNm0aVMAQGlpqdE+WeLChQv473//i6CgIHz77bfw8fFp0HnshZQ4oYc2t3v96Pkvr1biWFENMin4zrOhIjms4dCPI20VtHrrzHllMqC6qnb5WgMVeZ8+fQxm0RqNBgrFv9e6d+8eVCqVTtkbo7Ky0mBbaGio0bYpKSlo3Lgxvv76a6xatQqffvophEIhEhMTsWjRIjRv3hwAUF5ebvY8ISEhKCoqMtgeFGS46kc7668fDGcNly5dwuDBgwEAP/30E9q2bWvzORwFKXFCD2tyu6fFSV3QM8IpUJEcdnDwx5Grq6AFBgaCx+MhLy/PpuNMxQDxeDy8/PLLePnll3H37l1kZWVh69at2LZtG/Ly8pCVlQWBQIDAwEAAQElJCWJiYgzOc/v2bV0btrh48SIGDx4MjUaDn376CV26dGH1epagKRWhhzW53QkbcbO4AiqSwwIO/jhydRW0bt264e7du8jNzf13o4PGeePGjdG/f39888036NmzJ/744w/dx0KHDh0AACdOnDA47ty5c6iurtZbtuZoLl68iOeffx4qlQpbtmxBt27dWLuWtZASJ3RwIre7p1BdBfH6T+A3bQT8Jg+D37QREK//xL7gJSehSH4NmsgYA0VORXLsw2EfRxyogvbGG28AACZOmIB7//sd/IJc8AvywC/IBe9OMYqLCvHHH39Yfb5Dhw5BVc9SoVQqce/ePQDQpTQdNmwYhEIhVq1apWc2VyqVusC2l156yZ5bM0ldBb5582Y8+uijrFzHVsicTujgTG53d8fdl2jdL5Ij3voVhBdO1pp5BUKoOifUKnAu953DOKyCIAeqoD399NN4e/p0fLxkCTr3SkSf+DjEREbibmkp8goKkHXhElLfnY0HH3zQqvP95z//gZ+fH+Li4hAdHQ2lUomjR4/i999/x5AhQxAdHQ2gNiXs3LlzkZqaioSEBAwePBh+fn7Yv38//vzzTzz33HMGy8scwb179/D8889DJpPh6aefxpEjR3DkyBG9NsHBwRg/frzDr20JUuKEHpzL7e6GODwK2RVQkRzH48CPI8YvoDaIzcx+tkkdNxY9WsXis+834edfzqK0vByNpcGIjYrCO2+8huGJfaw+1/vvv4+DBw/i3Llz2LdvH/z8/NCyZUusWLECo0aN0ms7ceJEtGzZEqtWrcKmTZugUCjQqlUrLFiwAG+++SYrk4yysjLIZDIAtcvKDh48aNAmOjraJUqcJ5PJyDZqArlcjoKCAkRHR7usQo2zMRWdrs3tbktqWG+UHwD4TRsB/u1bJvdrQiJQtfQHq87lrTJ0JNbKsKSkxGTUMyvY83FkIjoduF8FzY7odKOXux+dLhaLdUu1+AW55oP1hEJools5rA/uTF353blzx6HjjGbihB5UYctOaIkWYS32/P6uroJmi1+exjmrkBInDKDc7nZAS7QIZ+HKKmgc8MsTtdC0ijALKXDboSVahNNxwXNqye/uDL88wWElfv78eQwbNkxXNq53797YvHmzq7tFEBahJVqEN8A0CgEjEhvfJxLXmvUJ1uGkOf348eNITk6GWCzGkCFDEBQUhF27dmHs2LHIz8/HtGnTnNcZWhPtetzNr0ZLtLgHPceOx9V+eQIAB6PTVSoVunfvjsLCQhw4cECXcL+8vBzPPPMMrl27hjNnzqBVKxajHu+XCxScPwl1TQ0EPj5Qd0ngfLlArmFXZLWblmw0ih0fIRSdbgc2PsdOj053I4xFpxvgbh/bToTN6HTOmdOPHTuG69evY+jQoToFDtTm6n377behUqmwYcMG9jpQp1yg4E4xxBUyCO4UO6ZcIGEdbJZsdAX0YnM+9Bw7HxrnLoFzSlybE9dYgXXttpMnT7J2faql7HroNyDshcYQ4S1wzieuTahvzFwulUrRpEkT/aT7JpDLG1aow/f8SbPlAgXnT0A+dGyDzu1taEsX1i1haA30G/xLQ2Xo7TRkDGk0GiiVSggE5Mutj7ZeAsMw0GhMlUgiTKGVn0qlgkajMaufbHWbcU6Jl5WVATBe/xWoNasXFhZaPE9hYaHtdWIZBkE1NTD3CKsVNSjIzyfTkQ0UFxdb35h+A6PYJENvx44xVFNTA6lUCpFIRMsrjaBUKl3dBbeEYRgolUrIZDLU1NTo9Fx9BAIBWrZsadO5OafEHUVUVFSDjhP4+ABmqvgJxD6INlLHljBEoVCguLgY4eHhEIuNL0UxBv0G/9JQGXo7DR1DGo0GVVVVqK6uZrF37odVgW2ESbTjqkmTJg4PUOWcEtfOwE19qZSXl5ucpdeloYJSd0kA/9B2vSpDWhg+H+ouPShK2EbEYrFNMqPfwBBbZejt2DOG/PzcbPWDE9CukggPD6dx2ADkcjkqKiogkUgcLj/OfVJpfeHG/N4ymQx37txhdXkZJepwPfQbEPZCY4jwFjinxBMSalNSHj582GCfdpu2DSvcT9Sh7DMY6ibhUARKoW4SDmWfwdyvA+0p1PkNNCER0DQKgSYkgn4DwnroOSa8BE4me+nWrRuKioqQmZmJDh06ANBP9nL69Gk88MADrPdFLpejID8f0TExZEJqAA5LVOLFSSQo2Yv90HNsPzQO7YNN+XHOJy4UCvHJJ58gOTkZzz33HJKTkxEYGIhdu3bhxo0bSE1NdYoC1+GlyoNT0G9A2AuNIcJD4ZwSB4CePXti3759WLRoEbZt2walUomHHnoI7777LoYPH+7q7hEEQRAEJ+CkEgeArl27YsuWLa7uBiV+sBOSn/2QDO2HZGg/JEP7YEt+nPOJEwRBEARhHZyLTicIgiAIwjpIiRMEQRCEm0JKnCAIgiDcFFLiBEEQBOGmkBInCIIgCDeFlDhBEARBuCmkxAmCIAjCTSElThAEQRBuCilxI5w/fx7Dhg1DbGwsoqKi0Lt3b2zevNnV3eIUP/74IyZPnoynnnoKYWFhkEql2LBhg8n2ZWVlmD17Ntq1a4ewsDC0a9cOs2fPNlk33tMpLCzE6tWrMXjwYLRr1w6hoaFo06YNRo8ejbNnzxo9hmSoj0wmw4wZM5CYmIg2bdogLCwMbdu2xYABA7Bjxw4wjGEeK5KhedLT0yGVSiGVSvHrr78abUMy1Kd9+/Y6mdX/M2XKFIP2jpYfZWyrx/Hjx5GcnAyxWIwhQ4YgKChIV3xlzpw5mDZtmqu7yAnat2+PgoICNGnSBH5+figoKMCqVaswcuRIg7aVlZXo27cvsrOz0atXL3Ts2BE5OTk4ePAg2rdvj3379sHf398Fd+E65s6dixUrVqBFixZISEhAaGgocnNzkZGRAYZh8NVXX2Hw4MG69iRDQ/Ly8vDEE0+gW7duaNmyJRo1aoSSkhLs27cPJSUleOWVV5Cenq5rTzI0zx9//IGePXtCKBSisrISmZmZ6N69u14bkqEh7du3R2lpKcaNG2ewr3Pnzujbt6/u/2zIj7O5012BSqXCW2+9BR6Ph4yMDHTs2BEAMHPmTDzzzDNYtGgRnn/+ebRq1crFPXU9K1euRMuWLRETE4Ply5dj3rx5Jtump6cjOzsbKSkpeu0WLlyIxYsXIz09HbNnz3ZGtzlDly5dsGfPHsTHx+ttz8rKwqBBgzB16lQ899xz8PHxAUAyNEZsbCxu3LgBoVD/NVZeXo7ExESsXbsWb775Jtq2bQuAZGgOtVqNcePGoV27dmjVqhU2bdpktB3J0DjBwcF45513LLZjQ35kTq/DsWPHcP36dQwdOlSnwAEgMDAQb7/9NlQqlVmTsTfx1FNPISYmxmI7hmGwbt06BAQEYMaMGXr7pk6dCqlUivXr1xs1fXoyAwcONFDgABAfH48nnngC9+7dw5UrVwCQDE0hEAgMFDhQ+7z27t0bQO1sHSAZWmLFihXIycnBp59+arJQB8nQPtiSHynxOpw4cQIAdC+Aumi3nTx50ql9cndyc3NRVFSExx57zMBMJJFIEB8fj8LCQt3LlgBEIhGAf6sekQxtQy6X49ixY+DxeHjooYcAkAzNceXKFaSlpWH69Ok6q4UxSIamUSgU2LhxI5YuXYqvvvoK2dnZBm3Ykh+Z0+uQm5sLAEbN5VKpFE2aNNG1IaxDK6+WLVsa3a+VdW5uLrkpABQUFODo0aMIDw/HI488AoBkaAmZTIY1a9ZAo9Hg9u3byMzMxM2bNzFz5kw92QAkw/qoVCqMHz8ebdq0MRqEVReSoWmKi4sxfvx4vW1PP/00Pv/8czRp0gQAe/IjJV4HbXRgUFCQ0f2BgYEoLCx0ZpfcHq1Mg4ODje4PDAzUa+fNKJVKvPHGG6ipqcG8efN0M3GSoXlKS0uRlpam+79IJML8+fMxceJE3TaSoXGWLl2qC6zSWoBMQTI0zqhRo5CQkIC2bdtCLBbjjz/+QFpaGjIzM/Hiiy9i//794PF4rMmPlDhBcACNRoMJEyYgKysLr7zyCkaMGOHqLrkNsbGxkMlkUKvVuHnzJn766SfMnz8fZ86cwbfffmvUb04A2dnZWLJkCSZNmoROnTq5ujtuy8yZM/X+361bN/z4449ISkrCqVOncODAATz77LOsXZ984nXQzsBNfQmVl5ebnKUTxtHKq7S01Oj+8vJyvXbeCMMweOutt7Bp0yYMHz4cy5cv19tPMrQOgUCA2NhYTJkyBampqdi9ezfWrl0LgGRojHHjxqFFixaYNWuWVe1JhtbD5/Px0ksvAQDOnDkDgD35kRKvQ33/WV1kMhnu3Lnjdb4ee9HKy1Swhrk4BG9Ao9Fg4sSJWL9+PYYOHYo1a9aAz9d/LEmGttOrVy8A/warkgwNycnJwZ9//onw8HC9BCXff/89ACAxMRFSqRS7d+8GQDK0Fa0vvKqqCgB78iM7Ux0SEhKwbNkyHD58GMnJyXr7Dh8+rGtDWE+rVq0QGRmJM2fOoLKyUi8qUy6XIysrC5GRkSaDPTwZjUaDSZMmYcOGDRgyZAg+//xzo8t7SIa2c+vWLQDQmdJJhoaMHj3a6PasrCzk5uaiX79+CAkJ0S0lJRnaxrlz5wCAdfnRTLwOTz75JJo3b44tW7bg8uXLuu3l5eX4+OOPIRQKdSYSwjp4PB5Gjx6NiooKLF68WG/fsmXLIJPJMHr0aPB4PBf10DVoZ+AbNmzA888/jy+++MLk+lySoXEuX75s1DR57949fPDBBwBqI4QBkqExVq5cafTPo48+CqB27fLKlSvRoUMHACRDY/z++++QyWQG20+dOoVVq1bBx8cHAwYMAMCe/Cjtaj2OHTuG5ORk+Pj4IDk5GYGBgbq0q6mpqZg+fbqru8gJvvvuO5w6dQpA7TrTS5cuIS4uDi1atAAAJCUloX///gAMUw126tQJOTk5yMzM9NpUjYsWLUJaWhoCAgLw5ptvGlXgSUlJuhcoydCQWbNmYd26dejRowdiYmJ06X8PHDiAiooKDBw4EN9++63OPUEytI5x48bh+++/tyrtqrfLcNGiRfjkk0/Qs2dPxMTEwMfHB1evXsXhw4fB5/OxfPlyvPzyy7r2bMiPlLgRzp07h0WLFuGXX36BUqnEQw89hHHjxmH48OGu7hpn0D7oppg5c6ZeGkLtMqCdO3eiuLgY4eHhGDhwIGbOnGlyyYUnY0l+AAxy0ZMM9Tl16hTWrVuHs2fP4tatW6iqqkKjRo3QsWNHjBgxAsnJyQazGpKhZcwpcYBkWJcTJ07gq6++wqVLl1BSUgK5XI6wsDDExcVh/Pjx6Nq1q8ExjpYfKXGCIAiCcFPIJ04QBEEQbgopcYIgCIJwU0iJEwRBEISbQkqcIAiCINwUUuIEQRAE4aaQEicIgiAIN4WUOEEQBEG4KaTECYIgCMJNISVOEARBEG4KKXGCIAiCcFNIiRMEQRCEm0JKnCAIgiDclP8H3H0wTOjAjAIAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.annotate('This is important!', xy=(10, 95), xytext=(20, 94), arrowprops=dict(facecolor='black'))\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "2f51bbe3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(20, 94, 'This is important!')" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.annotate('This is important!', xy=(10, 95), xytext=(20, 94), arrowprops = dict(arrowstyle = \"wedge\", color = \"hotpink\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "7a0a8f16", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(20, 94, 'This is important!')" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.annotate('This is important!', xy=(10, 95), xytext=(20, 94), arrowprops = dict(arrowstyle = \"wedge\"), color = \"hotpink\")" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "97dc0879", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.yaxis.set_major_locator(plt.NullLocator()) \n", + "#ax.xaxis.set_major_formatter(plt.NullFormatter()) " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "eb1b2a0b", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\hhnyn\\AppData\\Local\\Temp\\ipykernel_19876\\271563592.py:6: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.xaxis.set_major_locator(plt.MaxNLocator(3))" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "6bedc99d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.xaxis.set_major_locator(plt.MaxNLocator(11))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "08ea0474", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\hhnyn\\AppData\\Local\\Temp\\ipykernel_19876\\4255998114.py:6: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.xaxis.set_major_locator(plt.MultipleLocator(5))" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "7214755d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.xaxis.set_major_locator(plt.MultipleLocator(11.4))" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "6b5ee36e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([-10., 0., 10., 20., 30., 40., 50., 60.]),\n", + " [Text(-10.0, 0, '−10'),\n", + " Text(0.0, 0, '0'),\n", + " Text(10.0, 0, '10'),\n", + " Text(20.0, 0, '20'),\n", + " Text(30.0, 0, '30'),\n", + " Text(40.0, 0, '40'),\n", + " Text(50.0, 0, '50'),\n", + " Text(60.0, 0, '60')])" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "plt.xticks(rotation=45, ha='right')\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/02_activities/assignments/participation/27.1.26.ipynb b/02_activities/assignments/participation/27.1.26.ipynb new file mode 100644 index 000000000..fdf108cdb --- /dev/null +++ b/02_activities/assignments/participation/27.1.26.ipynb @@ -0,0 +1,770 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 28, + "id": "d0104654", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "edad29b5", + "metadata": {}, + "outputs": [], + "source": [ + "font1 = {'family':'serif','color':'indigo'}" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "56fb5dbe", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'New X Axis!')" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.set_xlabel('New X Axis!')" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "575a9e78", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Shiny New X Axis!')" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "plt.xlabel('Shiny New X Axis!', fontsize = 18, fontdict = font1)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "ece5c2b0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Solarize_Light2',\n", + " '_classic_test_patch',\n", + " '_mpl-gallery',\n", + " '_mpl-gallery-nogrid',\n", + " 'bmh',\n", + " 'classic',\n", + " 'dark_background',\n", + " 'fast',\n", + " 'fivethirtyeight',\n", + " 'ggplot',\n", + " 'grayscale',\n", + " 'seaborn-v0_8',\n", + " 'seaborn-v0_8-bright',\n", + " 'seaborn-v0_8-colorblind',\n", + " 'seaborn-v0_8-dark',\n", + " 'seaborn-v0_8-dark-palette',\n", + " 'seaborn-v0_8-darkgrid',\n", + " 'seaborn-v0_8-deep',\n", + " 'seaborn-v0_8-muted',\n", + " 'seaborn-v0_8-notebook',\n", + " 'seaborn-v0_8-paper',\n", + " 'seaborn-v0_8-pastel',\n", + " 'seaborn-v0_8-poster',\n", + " 'seaborn-v0_8-talk',\n", + " 'seaborn-v0_8-ticks',\n", + " 'seaborn-v0_8-white',\n", + " 'seaborn-v0_8-whitegrid',\n", + " 'tableau-colorblind10']" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plt.style.available" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "e4f2314e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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owK2JxzCRMvcuqDsTz2a408bslIQkjsFLfiaIk0w845RtLMGgtBF+prwugnKhKAqeJ9LpZ7d54Bbrq+1wgniZ6A1K3Hazn+yrYTBN8pn+XDBxsx7X+czEpxwmbhm8mdhCPo+pSfNs1P7JOpcuDEpPdurirh1sf7gSCCG/cm3hH172GeEwcYswKG1E9j03p2Leo4k8hqfZRX49ndpUOEG8Anz0zBC5/ft7EjXzh6bq4cXX5oKJmwx4mA/+6dx0usPELcNoMTc9GTX9+3r3igtpfsrcahAXTgxAHDrKbM+tvaDYocGtiZ+CI4ztwpXg/w6iLMP11MNzdizPE6l0oDBDvN5wgngFOKvNg0t62JayY8k8/vdgbVJmvHo4gIJCvcYwZ+LzOZ3uPFgtw4BNpif5C00Vh+N5pOpo2mHYYWFxIcrzSldT6QBodbqiAFlaJOVgFm6Tska5xjzlgCtqa4AJlk4QrxD/xGHjt74Uh1KD1bZqpkG+xjFhqSpMFgrzIp3O6SCIZeWa/GYnI4xSwtmYOZOVFf7vMBcQDMRrVpm4tH83s00RROTOWj/7b4qJA4aLCAcFeJPGi0HpwF4IJwbm5Fgok5eIR8DScH0ml5XCCeIV4k0LvVjVzBqEvDiWxeND1V9tGzHxuUinmzLxBrdenUjLmEjTgTorA2lnILo1GATxvIUgDtTZuc2ow8KisE2IjjHb5IVLgVDT7AaiJg44dXEr8JsEcQBwb689G8/LCl4k0unndXjqblgEOEG8YoiCwK2Nf2939dvNjGriPDvUqn6+WU28wZk4L5WuIlbH4Qq2kc/B9cSDcD/w/yC9+NSc9h8bLuYoMyIC9QziPGEeYP0apkpHSqRV+28uE3eCuBmC0+aLKdcTD9RcX7BvMoc4UfpphFQ64NiuVgXvWR7Avz0fw2hKGwD+MJDCq5NZrGiunoKRdGtTX5uTFrP5XRM380iPZWR0+uufIjNFLgf/zZshvTrr2a243civOhv5sy5Afs35kBcsAWrFFAyCkJiIAWHzt9hXT4W6kbDNKhOngni4RbuBE8SFdApO4cYYoZT5YlAcHoTYvwfyijNrdhy8yWXn1dnkRcWcMHFFUfDb3/4Wb3vb23Daaaehp6cHr3nNa/CJT3wChw4dYvaPxWLYsmUL1qxZg87OTqxZswZbtmxBLGaeXqkH/C4BHySsWBUAt1V7MIqhOn0umLhJTTydamiWYcrE54m4zfXsnzUBHACEbBaul56F92fbEPjc/0HghvfA+9+3QHr6ker+JnIegoEwy2UhDQpUh4ln8gr2T2ZxIJazpWcwzCRYqYmnU2RWSmnWBnGFELYBcPzTLSCStraYqobAbV80i51jGaTz7DX0/Ai92DylmPjnP/95fO9730N3dzc2btyIcDiM3bt348c//jF+/etf4/7778cZZ5wBAEgkEti4cSN27dqFN7zhDXjXu96F3bt3Y9u2bXj00Ufxhz/8AcEg7V1eT/zD6iC+s2uKqan+dH8SnzsnjFZfddidsTq9/i1mQEHdq3i7a38sZcCUic+TdLq09wXTfcTxEYh/+R3cf/kd5OYWpDZ/FfLyMyr/cAMWCwDepMV0ejRX0SCU/skcPvDIOHaNFx6ynX4Rl/V68cYFPrxhgRftRvecobAtavrZvH2UJutM3IExIhlr15H7qYeQ+euPljV4KZ1X8HcPjeH+o4XrIeAS8LpuDy5b4MObFviwrEkimXhfSGqYjF3Ng/jQ0BBuu+02LFq0CI899hiammZFH9u2bcOWLVvwve99D9/73vcAAFu3bsWuXbuwefNmfPnLXy7ue9NNN+GWW27B1q1bsWXLlloftm10+CX81fIAfrJPy1Sn8wr+55UkPn22hfyiBRgL2+pfEwcKNUWlfZ4G8XnCxIWRQVv7i5MT8P3nvyP57z9hXrMbSM3EjX4LaVCgYIx0PCmjN1jew/Dfno8VAzgADE/L+Hn/NH7ePw0BwLp2N964wIfXdQhok4GsrECa8W8Qjfz/LaTTqQloAKA0RbT/dmriZSGdV9BmMYgLU5OQdj+jbe2ziB/sjRcDOAAkcwruP5qe2TaJxSEJRxOs2rXeQ09KUfN0+pEjRyDLMi688EJNAAeAN7/5zQCA0dHCaE1FUXD77bcjFArhxhtv1Ox7ww03IBKJ4I477mjYNqBNHIHbf+6Nk2macmBo9pKqf00caOy6+MkibBOHj9v/m+NHNL/NM8MZvP63w1h4x3G854FRDCUtSvNNApCVWqaKcp3bZEXB747wr0UFwI7RLL7x4hSufjCG124PoO8X4+j48SA6fjyIm5/ijxwVpiZNxVK8LgzrTNxpMTNCPJ1Fa459nu0M9pH7l5tSf+yEcQfR4Xge1KP7vAZwalNR8yC+fPlyeDwePPnkk5ia0t7cf/zjHwEAr3vd6wAA/f39OH78ONavX8+kzH0+HzZs2IDBwUEcOHCg1oddFlZH3Lh8AWv+MjQt4+4qmb8YCdvmxOzFIhNvRIyn8oiaMO15wcTzOQhjJ5jNSiAERTS5pWd8BvZMZPH2P4zgxbEsEjkFfzyaxt8+xLZMUTBLBTcRDIpqwwTKd26bSMuoxGAvmDdIp8uyob0xwL/G9UFccVrMykIyGoNISP/+t/18DHhbme2u5x8r6/k3kSrvIqr3DPFS1Dyd3traii984Qv4whe+gPXr1+PKK69EKBTCnj178Mgjj+ADH/gAPvShDwEoBHEAWLZsGfley5cvL+6n/jcPqVTlN0kmk9H8vxX84yovHjjGPiAeHEjgmoWVr5kCBmYvmE5U5XsbwW3ycAOA/MQoUqlUWeevlniZY51YivFkpubn0A6ocyiOnkBIZh8+ycvfhdSlb4P75Rfg2/5HeIgRmdmJMUw1deLvH56Efk7JMyNZHBpPojtgfJ26piYRMHg9kmWvkXNaJTJgvzyeRipl/zE0UKEozp83viYzo8OQJT7b8o8Nk9tTXj/kkutHhABKwZNLxBvqOjPDXN/L8RE6UzLsacLPOzfgnwfu1WwXMmkoTz2E9IVvsvU5E2UYQ4gCsDoo2/r97Jw/n49TguFgToRtH/vYx9Dd3Y1PfvKT+O///u/i9vXr1+M973kP3O7CzaKqz5ubm8n3CYfDmv2MMDg4iHy+Os4dQ0NDlvddrADdXh9OpLUPwqPRaQwMRCs7EEVGm4FoSE5MYWCgtg5Gy6MTYHMNWsQHBzBYchx2zl8t8cywBJgc/eB4DAMD1hjpXKL0HIYO7gXLRYBh0Y3o2ATQsRjhNRdhBRHExw4fxP8daMXLk3SA2nl4ENmQcTYifHQAEYPXW3JJSHIeeXG21t2Ui6PDI2Eko70vdg8nMDBgf5DFnqgIwN7DrhQB2VicN9q/DwkDqr9g8CgZnI9MxqHES4J4Kkn+VrGRIZyo8b1aC8zVvTx6+CC5fcTdhMeaT2OCOAAof/4dBhacZutzJlI+2E1Inx3OY/zEUZQzfsXs/EmSxCWxPMxJEP/617+OW265BZ/97Gfx3ve+F5FIBLt27cLnPvc5vP3tb8cPf/hDXHXVVVX9zN7e3orfI5PJYGhoCF1dXfB4rKdPOvdGcUK3wsu5vOjr66zoeIRknDs+EQBcmTT6+uiaUbXgF8zTzc3IQ+rrMz1/z4xksXcyjxVNEjZ01r7GNBlNAjApB/hC6OujtQ31AHUOvYdYu08AaDltDcIzv7+LqCcCwHDahV9E+ec60NqFvi7j38Izxg79YI4ll8CoZ1YDs7ijGadlMhgZ0jLooxl3WffFs/k0AJbxf/fCEKayMh45nsVjQ1lMc9bxRul0AOgO+pAxuJdCYN9YDoSwcMlS7UYOkWj2eeGu8b1aTZT7LCwXyX395PYxdwi7Q4uwJ9SHM+LaRVD44MtY1BSE0kwtm2gknmAX7G/v8+CtCz14+EQWjxzPYDg1+8wLuIAvXdCCPps94rU8fzUP4n/+85/x1a9+FZs2bcKnPvWp4vYLL7wQv/jFL7Bu3Tps2bIFV111VVH4NjlJq0PVmrpeIEfBbkrCCB6Px9b7NXskQHeTJ3OVH5MQM177CdkMfC4JcNUuIIpZ44cfALgSMc13pc7fLS/EcNOO2azCR88M4asX0BmYamEgaV4zS8hCVa+daqH0HHom6FSja+FiuGb2EVrayH3ufWUc6OJ/Thou0+/vks1T2a25uCaItwe9OK1FwGO6IH4sKSMneRBy22NDE3n6GC7uDWJ5swsfPaugcH5yKIPtgwkMjscQDofhmmlDWnskD9AZcQCAJz0N0eA8uCgFe1MLee4UlxtCTlvKceeyDXmdmcHus7BcuJL0InTEXbimftb9Wvzbqz/TvCYoMkIvPI7sm99t6TMyeYVc5C1u8uCvVzfjr1cXxNa7J3J4aiiNrAy8fbEPC0Plh81anL+aB3G9eK0U7e3tOOOMM/D0009jbGysWOfmCdfUmrlZPbzeoB5IU1WY2GRouaoilQRCtQuG1RC2jaXy+NZObVngtj1xfHB1EMuaandJminTgfkhbBNGWGW64gtofnclQLc0uqeNNQ2WZqpbEGW16eriEa+AlRxx26uTOayz2bIzwqHYHf7Ze88rCXh9rxfrWxUMDIyhry9YfID6HjYutckm41Spa5xRphcPxAfogvip1GImKwr2TOSwMCgh4rW4WOP04Y+6C9f17e0X4V/7f85kJl3bH7AcxHmdKM2e2XZLQRCwttWNta2No0bXo+bqdLWQr7aR6aFu93g8WL58OXp6evDUU08hkdCuxFKpFLZv346enh7bNYO5RtjN9txOVWFWtaEyXd2n1gp1S0HcuMXsmZEMI6qSFeAvx81ZfrlQFMViEG/8FjOR6BGXO3u0FqsBuiTQwkmzq5iy0GJnRVnNBHGPyFWol+PcNkyoir0Sfe9RMPJOB4DjQyZZL6LFTN8jXtzuYXUYZp9/smD/ZBZn/WoIr/3NMJb89DhueSFmqUVY4gh4x9yF6/qorw2ZVWezf3doH4TBw5aObZIzCKnZM79GitT8aC+88EIABWMXfZr8pz/9KQ4cOIB169YhHA5DEARcd911iMfjuOWWWzT7futb30I0GsV1113XEJNjjBAmLoJ4Vqm4v90KE6+1f7olJm7SZzsQp1nQS+O189KeSMuYtMCyLTHROoPqEVfae7QbXC4oPra9KZI1vj7ilpi4+TXQktMG8RavyGXi5bSZUUy8wydZfzYYOLYBwMiIQRCX8xCISW0yrxZLtZmdAkw8Kyt474NjGrOUm3ZMYYeFLhF3Ispsm3AFkBNnr6Ho+W+k//bR31s6vknOgr3ZaragQVDzdPo111yDH/7wh3jsscdw3nnn4corr0QkEsHu3bvx8MMPw+v14uabby7uv3nzZvz+97/H1q1bsXPnTqxbtw67d+/GAw88gLVr12Lz5s21PuSKEXKxD5KcUhhz6avkjBtZrqqoJROX85YYhJDLFixgRfrLHuEF8YnaBfH+mLVOhYZn4okpcjEnd7JCTiUQZhZd9WTiHX4RAZeApK609Go5THyaPc5Ov/WHr9l3mJ4wyCbFpyAo7Ocr4Qi5O+Xadir0if90f5K87x48ljLts6ZmiaupdBXDa16HTvd3IWR1eoMH/xfZK/+KX96YgZV0+nxAzZcckiTh17/+Nb785S9jwYIF+PWvf43bbrsNr7zyCt797nfj4YcfxkUXzdrlBYNB3Hvvvdi0aRP279+PW2+9FXv37sWmTZtw7733NqRvuh4hTkrPygPSCIJRj7i6Ty3HkZp4ZmuOw6AufiROP7RfmsjWzI3PSiodAGINzsTFUdbkBQCUjh52W5Cti6tBnPeYmrKiCbCwkGNr4iJEQcAKQvNQzjSzESKId9jxsjb5DoFkjOsmJ3IEpoY1cT1O8iCeziv4+os06RizYLDiI4L4mC6IT7oDyJ37WmY/IZOC+76fMdv14GXmmmyKLOuNOWkx83q92Lx5s2UW3dzcjJtuugk33XRTjY+sNuApbeNZBR20gZMlGA4/UfepYTrdzgJBiE0AkXbyNV46fTKj4FgiX5H6k4cDU9aCeDKnICsrcIuNuRoXhmnPdLmDZeJjUgD65q3ITBD/+JoQfrwvwTjYWbGdtcIiW7Oz12rAJcArFc7nymYXdurKJv2xHPKyAsniOVcUBSN6UQWATl/1mHhbNo5fDaSwkhgjzHVra6aDOMnEMye37epP9iVIz3GAn8YuBTVLXFWmq0jkFGTf9jdwP/Uws6/7T/+L7FveA6WFfgYZHYdTE3eAMCcdUzETt6JOr2U63YbfszET56e2X5qofDwlBbPBJ6WohgixVhAJZTowI2wrQSIr49kkK6hqySawrs2Nz53bRGo3rKnTza+DUt/rSMn9QNXFU3lggPPApzCZUUjLVTvpdDMm3pGN4Q8D9D484SZP2Haq1cSncwrTfVIKK9qUMOG/r0+nJ7IK5EUrkDv/9cy+QjYD9713Gn7GZNpJpzvgIGzAxCuBNXV6LZm4jSDOGRCRzMkYNUin1aoubjWdDjR2Sl0kmLgiCFDatM3f9x1JYUhkS08tuST+8/Ut8EhC2V0UdmvikZLFQjUU6hQLB2yk0+U8U0fVozk/jeeOJxElHvT8IM5h4sRM8ZO5Jv7DVxI4nuRfR1Gzayydgo8w42GCeK7wPplrPgCFEDS6H7kXwhjfIY23mJhvwrb5dbTzBPya+Byo02tZE7cTxDlMnJdKV7GnBkHcanuZikYWtwmjhDK9pR3QtTHtHs8i6mIdzoNyGitnYjtV+6tWn3hpOr20N3hlhO63taNQp0RtgI10ukVtR0tmCn86xn5Xq8NPijiFauKJrIxvG7BwwDydzhsFqw/i6rUqL1yK3IWsUl3IZeH57R384yAyo6JAC5MbGU4QrwF4varxitPpVtTpNWTidtLpHLMGo1Q6UJs2s/G0TJq4LA3TzK2xmTgRxIl6+LFEHhMuWgSqXkckE69WTbw0nV4SxJc3SaSobn/U+u9OidoA60zcao92e3aKTKlTTFxxuQE/fb7JmnguC3Bc5+Yz/uvlBEZMhGtmhkrClLUgnii5TzPXvB+KwIYz16O/4+pIqMVEk1to+BZmPZwgXgMYCdsqgqU+8doxcdvCNgJmTHzfZK5qs9dV8Fj4ORyXsIZl4nIeAqFOlwll+mAyjwk3p5NDDeI1rInz0ukBl4i+EBts7TFx+hqyXBO3yILbs1N44GgKOVl7ToRJjtEL7+HPGUd6srHxqayMrbvMpxxSJYpS8AgAm06f/V2U7j7kLr6cfa98Hp7f/IR8PyqdPt9EbYATxGsCXjrdivKXC0Wpe02cl06nVsC8lCOvvUxFXgFescHKrOAAp0d8XRud2m1UwxdhYhQCwd6oHvGjRkx8ZpwsdZ1aWWhaYeJBOQ3vzLjPiFf7OZS47VUb5Q7KrQ0AOqvOxGOIZhQ8NawdH0m7tfF7kikmDpx8dfH/76U4xk0CNADEcwqzMCqFdSau/azM1e+HIrHXgOvxP0I4wU6MoxbrThB3AKBGwrb0NPkAZ1BLJs5hYEprB7svh4mbpdOB6ivUeUyc59fdqEycErUBbI94XlZwPJFHlJtOLwRx6jpNmjxgAVhmkGpKvUX3YKSC+PC0bMrQVFBubS5Bq4I3hA0mDgD361LqtnzTAUavYPc45gOiaRm3vmTOwlUY3mMcAqAP4nGdaZDS2Yvca69k/k5QZHj+98fMdkqdPt+U6YATxGsCHhOvJIhbqoejPsI2Kp3LW00PmDBxoPriNqq9zC8JOI2jlG7UISjU4BOAZeIjKRk5BQZMnF8TB8yvU6sMsm0mCOqHXqwieq8B6wp1StjW4Rct1zIFE8tVFdwgzkunc6Bw0ul2NCaNju+9FCfT07zWf70/QSmynCA+UjIVD6Cv08zV1xX0CTq4nvwTxKPaGeWU9sVh4g4AAG5RgI/I7FUibLPi1gagtkycs0BQiHSuMDUJyCxjssTEqyxuo4xeljZJ3Bt2vjPxYzM917yauGBQEwdMyj6ybDkdrdbFIxaYOGDduY1qMeugbjgerDLxTOE8vTKZw0F1IZieJr+/0mQww5qTTjfzb58vGE/l8f/toVn4B1bR16CRQl0mfOkzgoSYpF0M6dPpAKC0dSH7+o3MdkFR4PnfH5keQ5MTxB2oIMeRzgkTn9uauCKIkFv1vmCFFJb+mFM5BUMcZXEpqtkrzmsvWxZ2wSsBVOWjIu1CDUGOIPX4mFSu6pTFY+IwUKcDJtarFubJq2idGYLSwjDxynrFKXV6NX3TVbSXtMmpKnV+e1mE+z4ne038u7vj5LPtTQu8uHwhXUowKp0oxDkedYcZ4WCCM945+/a/heJmS2WuZ/4M8fB+AEBOVshjdtLpDoqgHpAVtZhZcWtDjdXpVPrP5+faTYo6lenRhLWH9NC0zJ0XbRdjnPay5U0uCIJQfq90HWBpBCmAQZMgrgrbeB7RRm1mdgJPq8rEdUG80y+iiXhYUgp1YegoXI/dD+nFJ4uT8agWpmr6pqsgg/ikTd90gM/ET4J0+vB0Hj/YSxOHLec0ceeHG7m2UaU4fT0c0LaYlUJpaUf2sqvJ1zx3/wgA/x530ukOiqg6E7egTAcApJKAXBsmSTm2KT4/d3qTqLsZraTSVVSrLs6zW102M4iDCiaNmk4XbPSIA0BOdCEuErOsi+n0MkyJbATx2XS69nMEQcBKYhCKnolLO7Yj8Pl/gO8/b4b/W5+F75s3Ip7OMVPQgOr6pqsoDeKPn0gjlpHtG73AqCY+/5n4d3ZNkb/HlX0+nNvh4QZFo3S6SJi96IefAMaLzezb3kc65bl2PA7xwMsnjW864ATxmqHc9h0eLPmmo1D7qZnqlcfEOQ8w/QPPrEe8FLurpFDnjSCdDeLsLdCIwjYhlWQyGwAtKjxW4kNO1cWNzF4AY+tVO2KsthzNxAG6Ln4wlkNWVcYrCry//L6m/uza9Qwyj/+J/KwOW77p9oRtQGGU8MODafu+6eCn0+e7Oj2VU/CTV+jM35ZzCyK0iEcEFAWrkoMI5ma/r5H1qjtBDT8hmDgnnQ4UFlXZy99Bv/9DvzEI4k463cEMynXD4sFqTRyoXa+4ME0wca+f+wDTr6jNesRLUS0mzmsvWz4TxKnfqRGZOHcEKSEqHEyWBHEipa6q03mmRNVi4i0cYRsArCLsV3MKcGhGhChMjkMcPMzs43/2EfKzrPaIA7D8HTqysWIKHwB+f2SaH8Sb7Qvb5jsT3xvNMm1eAHD1Eh/WthZ+39bxo3j5qU9hz9P/jPHH/gE3Hv4tAAMmLsvwJM2HnwD8dLqKzFvfC8XHWg+Lh/bxfdMdJu5ABdWDWxETt6pOBwop9VrAJhPXM0eKiQdcApY3sQ/gainUD3Lay7oDhd+HZOINWBOXOEHcjImTveLFPnH70/bsBJ62bBxhtwAX0WfEVahHZ4I4p52uZd/zRROZUtgStlmsiXuUPML52Wv+gaNpgGgvAwAl1Mx9Hz4Tn9818Vei9AL5/SWK9JYf3YIVqcIQEgkKbjr4C5w7dZBfE09OQVTY649KpxsxcQBAqBn5teczm8WJEe4iwlGnOyiCTqdXwMST1o0UaiVuo2viASAQIp2S9PaJVE28LyhhTSvLyl6OZs1NRyyAYuJLmySIM2KwJoqJN6A6nT+CVMvE87KC42ZMvJhOry0Tb8vFucyGp1BXfy9e5sGVTeMN0T3M9lq0mAFAe4l97FhaxsQIK2xTgk2Ai/4+ALi2q/OdifOcFVerWZbpJMR+9re6evRZrjqd5y+hnyUOFIyJ8ibPCLJzJh5DPEEvoJx0uoMiqFRlKo/Zmp9d2GDiNWszI5iD4vUDggAlzLJxUVcTp9Lpi0ISzmxhg3gqb28GOAVFUcj3WF4iqqJW3lMZBbLSWGycx8SV9m7Nv4emZZRaz5M1cROzF0MmzrPeJURELdk4016mYnGIDnqHZxZ6PCYOABvHdjDbatFiBsyk1EsQHxtj9uF1ZxTh9pCjMq2q5BsVLxNMvMktoGcmyyUkpwoaHR2WTg9zmbBVy1UVZmyccpMEAHl8lNzupNMdFFGuGxYPVE1cETk/X82YOPG+vgLLUJrYdGJpOj2TV8gZw4vCLjKIA5X3i4+lZTI1vixsHMQVVGFYTZVBBXE5wo4gLU2lA3Q6XUhNA7kcJFFAkBi7aNgnzrPebWMZT1s2zrVC9blmH/alODJTE+dlHoCZIF4SHEQBaLUzA9qGyUqpuA0AmU43ErUBKLQAEtar852JU+Y8p0VcRec8njZnWcooiEfJ7VQ6HbAQxFvoIC6Nj5DbnSDuoAj+TPHyUrWUOl0hUkVAjYRtcp60q1TbZ0gmXrKqPpbIg7rd+oISziTS6UDlHur9HPOQ5SWpXCqdDjSeuI0KakqncT0cMDB8SfLr4kbpdF49mUpbtuX4QRyg2XiRiXMyDwCwKD2GtYnZgRZtXhESz9+TgNWaODBrHauiKcXehzJx7etBtpnN45p4Kqfg4BRbHtMIFjlkYun0MNd2lZtO93CCuMnzVG5pJ7e7JlkmLoBuOW10OEG8Rqj2EBSqT1zWpVKL+9aCifNYQ5GJR9jjKFGn83rEF4UkLApJCBGMsFJxG0+ZvswknQ40mOGLIkMaG2I2y+1EEE9aC+LFlDo5jtTgwci5Digm7lby6BH5rHcRMc/9SDwHRVEgjvCDOAC8bez54n/bai8DyO9AqZgBoCMze99Jcp5l5rCQTgdIhbqQnr+2q/2xHKjK4OqSBTKPTHRlY8gm6WeUQPSIA/x0utnzlJdO9xFBPOwWilqZ+QQniNcIXCZeDsPLpGm/Zk4QRw2YOLcWOvPwoxTqYjJenLzGay/rC7kgCgLOIFLqlabTDxBMAdCl0+cBE3dPTULIseeCZuLa82zqn04xcSM3LU4Qz7TQWaEemX8tLiKYeCoPDCeyEMbZRUspSuvittrLQDNxub2L3Lc0aLfl4hCJfJKhW5u6D6VQn8c1cZ6o7bQSJm5EJlomT0Ah6uVVr4lH2kg9QijGBvH5qEwHnCBeM3CZuFlbBAGeMl3hPHhqMsmMVws1YOIA4JoJFkZMHADObGUf6EfieUNnJzNQoraArhbLu3Ebqc3ME6XrdzLh1jaY0J4v/jhSvkLdmInT10G8iU5bdhsE8cUhOvgOHTsBIW9sDHRBrB8dmcID345bGwCaiTe1kH7bp0mzx9+ZoQOMaU0c4DDx+ZtOf5lTqloVKbmPDcjEwuQwiDk2ZBCPST5kRLrkZprZdLnJRVZznA3i81GZDjhBvGao5jhSXo+4HGkjx+7VoibOXVUXa+IR8mXXTNqWGkHqk2ZVxTxx294K2DjZXhaWNCMreQLERmLi3glaSStbYeImM8Wp69SwJk4FQI8Pk162BQgAOrL81sjFYVqhHj3KF7WpEKHgyrEXCp9hl4lTaWyPD0qYFWeuEmePvytD34fWmDhVE5+/THwfoUz3S0JxUQ4YP4eWTdO92pSwbdQdBo8km9XEgYKXuh6tCbZVcD6K2gAniNcMvCBeVnDguLUpwSbAT9TyOKnvimDKxOkHmWtGkEcx8YXBWSUrlU4Hyk+pK4pCGr0s03l2c5l4A1mv8pi4kW+6Cr6wjZ9ON+yTp4K414eoJ0TurlqvUljEYeKZIXrkqh5qSt1Oe1nhA6hWSS+5EF0gzx5/R5bHxC3UxIkWvPmsTqfS6asiLk1N2SidvjQ1TFqv0sNPmtAVoK8VK5lNqi7ePu0EcQcmqKawjeubHgxD8REtRHNYE0exJh4hX1bT6QMJNoiXPsR5QXxPmQr10RTdXrbcYhCvxCK32qCYuOL2MFafOVnBCd2YznJmisezClmvBDiBx+vDuIsO4pEMvQAFgIVBCRKx1jXqES/FFRO74JGz6LCZTucyccJ1LTQdQ+9M+aWzIiZO1MTnaRDPyQpeJRbIp+kNfAyeQ0unhzFJGL5QwrZRdxg9nGyLmfUqAMhEm1lHOgqXrP0O81GZDjhBvGbgTYgqx7WNN8FMCTVBIZh4LdTpvPqdKRNPTiEnK8XxmKUoDeIRr4iFwerZr1pRpgP8G7fRmbjS0QPofAJOJPOMYpifTi9cU5SwT1ZATqYCwDH88WFYooN4U4bPxF2igAXEb+4fN1amqwjnU7gk+rI9YZuikIIyxUun04X4JN7cVwjAXZUw8ZOoJn5wKgfqMXaazg/fSJuzNDVMWq/y0uldhKcAYO15SjFxEQp6MtrPcpi4Aw1CrtozcSUYBvzEQ7oWfeJmNXEOE3cnpzCY1LqIqejTqZOpfvGXJrJcVmgEsxGkKkIuAVQYn2wkJh5lmbiZZ7qKrOhC1k0YjRT7xO212NFM3I8hiV4sBNPGdsGUuC0SG2a2Uba+APDWsR32WsxyWQjUqF6Pj0ynC4kpXNlbELx1EExccXuKbZZGIGvimbTGtGa+gHJqAwpGL6UwygguTY0gmta9TyZNZvxG3WF085i4lXQ6x/BlYVqbUneCuAMNvBJAtD6X1X/Mm2CmBBuHicPrh0K4UrkSUzhKOLUBbE10TQsrdJrKKrbmkKs4wBlBqk+nC4JAZk0aRtiWScFNpBj1numAdnpZKXJ+tj3HfKY45/tzauITOQFRib0W/dPGdsGLCHFbb4IN4vnV65D0sd/jbWPP21Onc9zaeEwcAC4Jp+CXBHRmiSDe3FJwZDMDxcQVxZZ7XKOAN/hEH8SNnCP9cha5ca2FrVGPeJtPJEsvVtLpvF7x3rTWfc9RpzvQgBccykunEw8PSSpMECOYeE2803l94iUMg2LjrkSMO0e8TxfEqyluo9LpAZeAboK1NRFstFHS6VzPdIKJHyWYOAAIQSLVbTYEheeoxamJR9Myxtzs53imjUfo6pm4R84yD1cAUDoXYNei85jty1Ij6BwfYLbzwE1he7zcSWSB6Rgu6fWii2gxywQjlj6XWuACmJd18X2EqM0tAkvD1pk4ALhGtdoHvltbE0JuAUFqqJQFJk7VxAGHiTuwAGoISllOYJRverCpwAAop6k5ZOKlqUTKetWVNGLi5ul0oDxx24Ep8/YyFVRdvFGEbRLHuYzqEafS6QAghQgmXu4QFFLZXQji40QQF00G9+jbzBalxkhDFbmjB4/3sEEcAHw7nzT8DA2MmDjh/w8AiE/iyj4fmU4/7qJb6xhwJ5nNv7o4lU5f2eRiR86aPIe8+iDOZeIhhN0i6epYbosZACxMazMBjtmLBdxzzz245pprsHTpUnR3d+Oss87CBz/4QRw9elSzXywWw5YtW7BmzRp0dnZizZo12LJlC2IxGzO1GwBharhEOUycqokHCw9mMp2eywJZduZyRaDGkIoiUGKQQTPxKQzE2e/sFlGc6a1iRZOL7Ae1K26zMr2sFNQKvFGYOG8kJ+XWRokH27wihCCVTp+pids0u+HVxKMZmVSoczsrZqBn4ktSnHa69m78qW0tsgJbG3W9sN3wMzTHw2O+Xh/AYeLCVBRXLPCS6fT9oJ3E9ODOFJ9n6XRZUbCfMHpZFSH8KkwygsEJ7bUtxOggPuYOI+QWSFJkSWPk9RVIjw4LdEzcyOe/kTEnQVxRFHziE5/Addddh8OHD+Paa6/Fhz/8YVx00UV46qmnMDAwmw5LJBLYuHEjtm3bhpUrV2LTpk1YvXo1tm3bho0bNyKRqNGYzRqg7ItOB0qdrl6UPM/narNxssXM59fUAymVris5RbaXLQxKjE+xSxRmZxGXwG46/WgiT2Y8eEHcdq/0HEIapdutrArbFgSlggBSB7UmTrEbgGMPrCj8PvG0QqbTeUZFKvTZGF4Qlzt6cCjvx6PNq5nXxP0vARwWx4Dn/c4RtgGFNG+vlEFAZhfGO3NBJHMWrhVOEJ9vveIDCRnThEqVqYfDXJsTieqCOOc3HHE3IewWyXS6FWEbQA9COVnS6QaT7KuH73//+/jRj36E66+/Hv/+7/8OSac0zeVmV3Zbt27Frl27sHnzZnz5y18ubr/ppptwyy23YOvWrdiyZctcHHbFoGvi1VGnK2qKlFKno9DeYckO0uox8GaJl/6b+Dwpm8FYLAlAa2lJ+WYDhZT6Th3zfjWWw3ROgZ8TcPTYxWHuvJo7lUZrFCZOpdPl5hYyPUsF8d6gBIWoiQupJJDP2RsAk82Q86Hh8WEiQ9fEkYwDch4QaXVxd0CEVwLSM4e+NMWK2gBA7ujGcCqJ+9rOwWXRl7TfRZHhevEp5C6+gvxbzb485msgbBOmJiHE2Do9ABx3NeMvx9N4S5+xQp3HxOdbOn3fJF2yWa0P4rIMmNg/t8W0/vhGvukhNz0216rGSGntAI4e0GxjhW3zM4jX/Kinp6fxta99DUuWLMHNN9/MBHAAcLkKF4CiKLj99tsRCoVw4403ava54YYbEIlEcMcdd5TVclQPUK5tZQnbiJr4YSWAN94zjH/dQ9eLq274QjJxbRaAx2Ry0SizTS9qU3EmoVCXFf7ABQq8IL62jRPEOf7hjXCdiQQTp5zasrKCoWn22loYlKAEOCnfZNze3Hteh8JMTXyCSqcrSnHsKQVRENAXnP3NF6cIYxufH9lAEybSCu5tO4d8H+nFJ7ifoYGRsI1IuQLGQXzI04T7ByywaU5NfL4J2/Zxuj5WNevurfQ0veArQXdcH8SjzD45iIi6AjPCNvY+tcrEqTazBZkJCMrsPeOo0zl4+OGHMTExgY0bNyKfz+O3v/0tvv3tb+N//ud/cOCAdmXU39+P48ePY/369QgGtQzT5/Nhw4YNGBwcZP6uUVEVYVsuRwbke8fceG40i1cyHNXrHKTTFZ+eidOmF62EIIhnucnzULeTUt81xu7rkwo1dwqUsC0rgxzQMKdQFFKdTqXSjyfpee0LglJRP6GHkIgb9IkTblq8VLTXhyiPicM8pb64ZCTp0mmWicvt3RhJFb5df6AbL/vZ7+/a9TSQMxdA8pi44vUDLhddeojzg/iIuxn3D6RMF3x8Jj6/gvh+gomLArCi2Z4yHQA6UhPaRQzBxMfcISiCaCBss5hOJ9rM3Epe48LH04c0OmqeTt+xo+Bv7HK58NrXvhb79+8vviaKIjZt2oSvfOUrAApBHACWLVtGvtfy5cuL+6n/zUMqVfnNkclkNP9vFwGBfRAmcgqS09OW59YKU1FQj0ZVRDQl0Sv8bCyKbBXOgQrfNMum8m6v5jy7fQFQjyrKrrLHq5C/0YoAnanYOZLCtX3WnLl2jqZxeuIorhjfhSWpYYy7Q3ho7duQy6RBPeap3wkARqam7ftyVxHC5BhChEAx29rJnLuDnEVOh1tGxuMFtdTLToxBaW6DWwTjwDUxnWU+Q4pNgireJCAhK4MbxLNjI8hF6DYfAFhQcglTNfFcayeOTs4uIu9rPxerB+7T7CMkE8i/9Byyp53N/H3pfZxNTJHXaBpAPpWCP9gESZf5UqLjyI3RtfphTxMGkzKePZ7AWmISnwoJIij1SjY+hXQV79NaQT2Hr0yy19nSkAglm0aq5CUpOkFeK3pkjx1GvncxAMAzyfqZqyNIXXIGfpG9T+NZ2dKzXglHyHtgYXocQ94IAi4gn0mjVut2O7HE5+OIIDmoeRAfHS2kx2699VacffbZeOihh7Bq1Srs3LkTn/jEJ3Drrbdi6dKl+OAHP1hUnzc307WpcLjwg1pRqQ8ODiJvMs7QKoaGjGcb85CfdgNgmeUrh46CUxJm4B07gTZi+/iMJ3bMRQfxiWMDmGhh067lIpyIMxfLtAKNKNGfTIP65doJVa8nMYqBATp4trr9GM9qFznPn0hgYIC9yVVIqSRCB/fC/+pLeOTlPVikax/58MijOHrGF6EQ7mXZuAv6mj0AvHJkEOlA/VLqwYFXyd9+RPRgfEDbG717RAKIx5QrMYrhZIrUUI8ePoApVwAB0Y9JWXu+hyYTGBjQss/A4GFQuZajsUKApdLpADB2+CBiHr6KuylXOP+BfApdxLUy6Q1hz8AQMBN+72s7B5/SBXEASD/+II4FWpntKoaGhiAPnSDPxeDoODJ5CT6Pj1k05yZGMXX0MPl3Q57CFX/X3hFEFvEzAZ7xCfLcRYeOY3TAep97PaEoak1ce60sdGc0zwEACBw9SH5fPcb27sJUvrBQXj0xxrw+6i6UOKInjkEmnqfTeeDQkQHSCKYU4axM/n4L0uN4DssQEmXmO9QCZrFEkiQuieWh5kFcnrE49Hg8uPPOO9HTU0iFbdiwAT/+8Y9x8cUX49Zbb8UHP/jBqn5ub2/lASyTyWBoaAhdXV3weNiHvOkxTE0DA2xau7mrF72cqTx6uDgDJFQmHuMw8faAH6G+PotHag53nkhRR1rQV/IZYog+FoqJn7e0m/RKB4A1+2P4y5D28/pTLixc2KHp8xZHT8D71J/geek5uA6+TNtpzqArMYLA0CGkL3oT89riXBo4wGYagu1d6OPU0ecC3mOvkNubV52JoO63TcWnAbDX2jlLutHmW0q+T2fQj0hfH5p3TGBSp7CWPX709Wnn1buT9CLK1doFJPhMvNPvRbPBtbhWSQOH4mQ9HAACS1YA4TYAhRTt9qaVmHAF0JLTft/WQ3sgEp9Teh83B+hrtHvJMihNEbjbOoCj/ZrXvOlptAhE7zoEjM3ch08nAvhyH6fPHIDQRHeRtAb88FfxPq0VMpkMdh0ZRiLPRsuzu8Po69N+P/cULVDUI5LPIjLz/b1p9voddYcgCcCKxQvRFZsGBtmyXlvPAm5ZSIUk0YRuQaZwTbf43ejr42eLKkWlscQINQ/iTU2FldS6deuKAVzF6aefjiVLluDAgQOIRqPFfScnaZXi1NSU5j2NYDclYQSPx1PW+7UE6JV5VvTA57MWHKQsXcObmHlgTrno43LnMkAVzwFVuxMDYe15ae8k/1bfX+sSgCUtAdYcYgZr29NMEB9PK4gpHnTNeChLzzwC321fgZC3bgTjPXYQAnFO2oI0284I7qpeR3bhjrLMBADcCxfDpTuuIU5tdUlLAO40xecBTzYN0edDk1cCEtognsgLzHeXFHqRlPQUskJjbppte9LT5HlXsbJFBBDHUk57mdSzENHc7IIvJ7rwh9az8dfDWjGba+gY/NERKN10UPR4PHBzrhdvUxPg80FsZpm8GJ8sjtQtxag7jPyM6n7HWA6Tsps7MhNKhNzslnNQ6niN2cHBJH2/ntnuY68VYtFPQRgfgdfnAxSF7MJRlel+vx8Rfw4AG8Rzkhc+nwkp6l5IblbbzFq80pzc6+XGEiPUvOC3cuVKAPwUubo9lUoV69w84ZpaMzerhzcKqjGOlOebPj4znYrHxEcmjO0ubUHOk4IgvbANbg+UAFsJ0ztd9QYlbgAHgDMIhToA7FbrvrIM7+1bbQVwgFa/AnynJmrK0lxCHGHnaisuN5QI2/NKGb10+ER4JcFQ2AbQffKU7SqvHSoqFNL4fGGbcQ/3ohlh25Jp3tz0HgzrVIb3cVTqrhdN3Nt4LWYz877JSWbZDNklMOzWkok/HjWozZ4EtqsHkvR9wowghfX5DcLwzDWejEMgyp+jnqbic5Tq9gEsdvz4g+zzCrOGL/N1DCkwB0H8da97HQBg3759zGvZbBYHDhxAMBhEe3s7li9fjp6eHjz11FOMqUsqlcL27dvR09Nju2ZQL1R00c2A53ilWlwmJC9kYg7XI/0TmLbYfmEK7ixx9qagrFc7dSMcecp0FTyF+jPDBVGIMDECcZJWCxuBF8R5bVb1HoIiDlPtZd3MCFIAOEYMP+mdKVcoAU5wNbBeJZ0FOQFnYkZPEJP8yBGPFN5CVEWbV0TQJRj0iPdgRNc+d3/r2cgT1714/IjhZ1EZJcXtKZ5Tnn+6OHiY2Tbi0QbxPxi1mkkuKC7C1Wwe9Ykfmqbvk5VkELfW4uqe6b4wGn6iPkeDnMmQlhTqgkDar6pMfL72iANzEMSXLl2Kyy67DAcOHMBPfvITzWvf/va3MTk5iY0bN8LlckEQBFx33XWIx+O45ZZbNPt+61vfQjQaxXXXXUf6XzciqBYzgG9pSYE3S1ytiSuCiCmJTc/kkgn832csuliZHYOF4SfFbYThi56J60eQ6nFGixt+QqnyxNBMEE8Yj7cc8LYWa5WlsMvE7fxOtYBAMHHKMx3gu7UBKPRAu9k6nGAwBIVqheS1Q42rokBBIP3TYdJiJggCFockukc82AT4gxhJaYP4hDuECQ9RVkuaBA9ilrjKwgGaiQP0d1dFbSoeGUwjZbRwptrM5hETP0gw8b6QRPZvW21x9Y8fL6TSTYxeAJCObYC1ISgAPQhFNXyZz0F8ThzbvvnNb+KKK67Axz/+cdx3331YuXIldu7cib/85S/o6+vDv/3bvxX33bx5M37/+99j69at2LlzJ9atW4fdu3fjgQcewNq1a7F58+a5OOSqoMmOkQYPBBOXIWCyRJUec/nRnNcG2qbcNP7z5QQuW+DFlYvM5x0bgjuGlBXrUL3iHVntQsSMiXskAa/pcOPRE9p2jGdGMsjKCrwc85ATG96GK7Kvw57AAvx697dx9dhzmtd5DwreDVxXJp5JQ5ywNkc8k1cwTBi9LCgRDirBMARdjX02iFtl4vR1MKbMporH3CFGA2GWTgeAvrCLbC+T27sBAMPT7CIl6Q0AusligoGxDED3iZf2cPMMiyjo0+mJnILb9sRx3aoA2okareL1MVkJroNcA4JKp68mWDhgnYm7smkIsQnDIF5Mp3McG632ilMjSRemxwFFmbdGL8AceacvXboUDz/8MN73vvfhhRdewPe//30cOHAA119/PR566CF0dc2qYIPBIO69915s2rQJ+/fvx6233oq9e/di06ZNuPfeexkTmEZGddLpLBOfcAWhCLM/HVUXb5oJ6v/0WBQnOHOmLR+DnXQ6wcQ7s7FCf8oMzII4AFzUzdYQkzkFO8ey3Af1s0svwp7gQkAQMEK0NAlTk5rjUGF7ktccQLAxgpQ3R3xBiciKdG1L8oegpPOFxYHmmDiscViZZfkTLmI0rkk6HSgMQqHS6dmZIK5PpwNA2kN8lkkQJxci3tlrjcfEKejT6QDw5ediWPmzE3jDPcP4ynMxPDGURk6eOY8kE58f6fTRlIzJHHufnEbMOgDsOUYKI8e5WTIrTNzKJDOAdm0LyBm05BIOE7eChQsXYtu2bZb2bW5uxk033YSbbrqpxkdVPsR9u+DasR1we5C54p3kBCReOr1SYZvaI65iiugVb8oVHg5jaRmbHp3AXVe0WTaYYY6B44FMptMJJuNW8ojkkojOHLdZOh0ANnTRbRjbh9JYz3lQ707PPoxH3ewDVshlC37OOr95l1jwZdZbONbTP10c4Q0+sT6CtJSJg/JPN2DiQGGx2Vpqk8wJ4kN5N4BC1oRSqJs5tgHAKneKaRkDgGhzF/yygrE0+6DOEnMDTJl4mmDinpJxupyaOIVEIEJuVwDsGM1ix2gW39g5hSa3gNf3evET0cv0Ks8Xxzau3Sox+ASALcdIcXiQP0vc3YTVRWEb53laQTodKLDxJg+tXp8PmL/LjzpCevoR+G/eDM/vfgbPb36MwL98gJz5zWPidhgeJWzTm2qkPWxaO1ySXn9oMI1tL5kwFCNYmCWugme9Wipus8LEX9PhIQ0cnhjKcB/UL0zPBvERIogDgBCLktvJSWZ1TKeLw2w9HLA+ghRg0+l6GNXEAVYTQIvC3JgoYWj0JDPzdPrqLN0jfjzQgbG0DJl4Tst+zsAVI5CjVEuYuI2hQYsX0HOq9YhlFdxzOIUX4sR1P1+CuNXBJzOgmHhCpBX6wshx7jUy5g6VCNsqK09S6XSgEMSddPopBs8ffqExFhFjE3A/eDezX9AlEPpZe/7plLBNz8TzBCNWmbiKf30uhp1j5dnHcoVtFtPpwKzhiyjoGCIHIbeIswmjlSeHMlA4D+pn4rPsfZTX7mRD3FapsC0vK3jgaAoPH0tZTvmpELhM3NoIUmBWnQ7Q6fSiOp3zAGOuU2ox5/FjooQlkzPF0ynT+fZLCM90ADjk7yDr/QDo7IJpTZxYiJQI2+ALQJGsJSivOquHq3uhkJDYIDZfmPh+q4NPZkC1mPUHu5EW2HMrDg+Si+uE6MW05C0usHmkyHI6nRPEe9PjZafTxYEDEI/0m17ftcScpdNPGigKxENsu5z0yk7o7Q0EQUDYLTDBwF46nWXi+gel7GPTik06oVtGBv7hzxN45KoOBDitGlzYqonTTLxjRuzUG5DgNugRL8VFXV48P6o3fZERTcfQTex/TPEVHSGpdDrAF7dRfaLkTG2LmMzIuOLeEbwyWehlPz3iwi8vb7NUSgAAIcpXautBtZcJgMYVkGTiyQQg5/lDUHTfn2TiPj+ipUGct3hKTEGJ0KYzANCToHvEX3Z1wEWI2gBAor5TNlN4oBJqfAB0n3hprVoQoIQj5PnXo7O7A08t78TWXVO4fyCFg1PG2hOSic6TmjjFxLv9IiJezrMkxTLxuCeEQ74OnDatXaCKI8eh+Nls4shMaUZNo3NbzKqQTi83iHv+90dwPfsXKKIIpWsh5IVLkV96GrIb31fW+5UDh4nbRXqaNCUQj7xKiqao1aPl4CDLANFOpX9QigEqnZ7SjNkDgH2TOXzuafttZ7xeVqs1cWC2zYw3gpTCRZy6+Ng4u7DJenzIibMBkhIdAQZBnAhklph4ehrIse5U/74jVgzgALA3mrNV0qCYiUy4iQE0E+/0i/CU1iMI1goASCYMhH16Jk6lon2IlmgHyjV88UdpT+kXxFYMp+j7xROmRa5GoirqWlZ0RixWxW1KUwQ9AQn/vj6CHe/qxvPXduHrFzbjzX0+MvWbIFpB5wsT3xdjjZV4ojaAZuJpjx8H/WwgFUYGyQyZOvxEVaV7pYLbox6WSVG4GTkiy7KggnS6eOwQAECQZYjHj8D1zJ/hevqRst6rXDhB3CZ4PcriVBQC0RJEsRyrQgxMJ5hADLAKYBdHsR/Ksw+IH76SxL2Hba7+q5FOz1YviMcn2RJDUqdUHuFYgNpKpxstttLT8P7P1xH6xysR+uDl8PxsWzGYy4qCXx9kz9mfB623EwmEmQ3v3FJBvFdXsqCYOFBgyFbHkZJMfGYMqQqqPx8AwPE7UEEJ+U64m7F/2kW2lwGAP8yxXzZKqZNMXDdS10IQVzw+5u+WNblw/ekh/OJNbTjwvh786FLtootKp8+Hmng0LWNomn1mncYTtYFeSGW8QRzwsdbMwsQohHE2EzNWZOKFACsIAqlQt9ztIwiYCrHZoIKwrYxQmElDGDrKbJYX0rMKagUniNuEUc1NPPIqs41i4lYvOl5rjj6Ie0P0g3NDE21L+rHHJ7hiKPI4eOl0iomHmqAQKniViS+yOr4NQJtPIoUzOSIgRCVtNoIrbLPh2makTnf/6Tdw/3l2kpbnD7+E68k/ASgok6k6rt6wxAjiFBXE6VIF9Vsu0Hl4ky1mKNTFuTVx/ffPEL7Vbp9GdDZR5kxxSgNwyN+BI/Ec2V4GAMFmYztZBrJM94mXwcSVZuMZXV5JwFVLfBqGNy0Shjv5nKU56PXEPmL8KGAQxBWFVKfnvAEc9BNBXFFITwS1TbRUlR4iUupW0+kAMB5kg/iC9DiZiTODeGKAHLokL3CCeGPDoOeVDuIEE7eY/jGzXFXhD9MPzm+e7SHTehNpBR95dAIykf4nQaUgJYmuO4oS2aajMnEryvRSUGycmnY0LGqDeEryIEkJiWww8em8giwliwbgevyP7LaZNBrPfnMsLSPPeT8N8jnS5YwKHOm8Qi4OrDPxeEVMPKMb7VpWOl1RII6wffEHfR2IZhT0E6ncoEuAJ8xbmHCCOE98pOvfttJmZkXFLgoCLuiYvX5JJg40fF385Si9yOCm0zNsKQ8AZH+AZOI8qEy8dIFNMXGrZi8AMOIngnhmAj6O8t0IaipdDyeINzhURS8FySITp4ZLkJ/FSUHqmXi4iU6nL3Kl8O/r6QfSn4+ncetuazVakol7/QCn75w0fMmUG8TZB1+E6CceEdisQNJP9IrbELYBHP2CLEMk0miqIxoviMsKMGFBDyFMTUIgFliU3oCXUdGPeVU4NfFCOr38mnhaN0WPl07nLUgLHzRJqsYPzTzwnx1hg2+HX+R6woNTE6c+A9A6tgEArDDxJv7c8lKc32kexBu9Lr6PE8S57WUc61vFH8Qhn/Vxn2o2rZQIkUHcBhM/QQTxSC5pq69dhXj0ILndSac3OAzT6Yf3M9tIS8uc1XS6NSbe3Mx5cE4n8bcrA7hmCW27+m/Px/DCqHlrBGX2QtXDi68Rad/2rP10OkAz8UiOfUhEXay4L08EPTvCNoAWtwnRsYIKWr89HsOxRB67xvljGHmpYc37cHrZqfNKKdMBoo2Pk05HcsqynwEVbKZd2sDEVacb1MR5xjaHfIU+7CHinHX6JICYmAfw71FusGTS6RHOkZbsY7Gf/AILQZw7WW0uIMtwPXY/PD+/Da6//L4gptXhlSh7Pbd6RdJaFgB3ESX66XQ6D6qwrbTcQ1mv2vHdGPTQZRBhgu6OMAIVxBV/kNvKVis4QdwmjCwkxeFB5gImhW1ZBYqVVDZ3DOnsg7LJLcDHSacjlYAgCPjOhgjDzAAgO9N2ZtpnyWPiHHCtV2GtR7wUfSGX9tgVhWTiVBB3N7PHwa2Jc5j4JMGcheFj5L5CfBJ/NJpkBWt1cSFGT2ij0ulWesQBY2GbONMKqYeGiSsKmfZN6hTX05IX0yIxrcsgnU6N+QRmmTiFdgMmzg3inGCp77KwVBPn6BP0OLfdU/SK4Jqd1DGd7v2vr8H3nzfD8/tfwPffX4P3B6xL5suTlDLdSNRGs1oxEETMFcAoT/yog16dDoActmInnX6EE8TFcoI4kU6XFyzhZihrBSeI24TZBC1xoF/zb4rlyErBB9z0szhioFKzl56ABBCDSIDZmyniFfH9S1pI45lXYzn8i0nbGdmWY8TECSbTlo1joU8pzLe2iVIL1mA+DRfYQDipKzGIAhBoZW9Ybk2cx8SJ0gfPTU1Ip/DgIWMB1yhHaa15H14Qp5i4FctVGNfEAd5M8ZLznMuSIp4EIdYiJ8gZCNt4xjZUO5KKTl85QbyaTNxaEG/yiDijpRDwqBYzAKYK9edGMvjtoWmMpayLUa1AGDwM9+P3a7a5n3gQQsk410RWxkCc/VxeKh0ABKJHHABcMyUdq2x81E0I2ypMpx9w02UQqrPIEOlpiNSUwTmuhwNOELcPE0co6bC2Lk4NlwCsidusqNN7ghIUwgAE0LZ5XNztxafOoh/kP9ln0nZGMHFqglnxNeIBJ0LBGk95jKO0Lt6cp1f5eia+qtkFkcgICKlpMn3J6xOl2sx4QRwAdg+McV8DCoMkzMBNp1usiQuYWdyVwuOF4iYY8sw1RgkwNUycE2imCHZJ+qcbZbCIYS95CBjw8s1hOvwS4PVDIWarc+9RLhOvjbBNhZpSp4SWAD/NrygFAeob7x3B3z08jrN+NYQ/D1avfi7tfYHcPrZrZ/G/9xMsHOA7tQHg1pe9ocJzyqq4bVTXYgbQ1qt2mPh+iZNOJ1rcjCAeY+fLA3NfDwecIG4bZhOZ9Ap13vg8a0GcZS8xSWtq0hOQSLcjAEzw/cw5Ybymg775tu7ify8y3WeUTuekI88QzadZUbioe5btUal0AJjUBfGzWt3cBy1VF+f1iZJztYfodDoAhFLGizxr6fRxcjuVTj9KBPEuv0i64hlar5qMI+UFmpjABqYJN7GoNEinC4Qy/Zi3FVmRz/Y6/WIhbUmwcfs1cV0Qr2I6HQDOn1Go89Xp9HHdfzSFn706e70ncgo+/OgEM12uXOT27yG3/+LRV3Djk1GMp/JcZbohE+fUxH0zQdwOE/dLAlwl1zK12JzOK9a6PgDsF5qQI8KeaDuIc0RtC5bYep9qwAniNmGkTgcAUcfEKxmCQvqm61KVvQHRIJ2uvZncooD/vKSVXFg8M5Ll9q/bFbZNcaY7rcnQ/thmOK3ZhdYZe0dK1AawTHxtq5vLqKiUOj+dTjFxfhBvzRkH8VELKVGKiStuL7lwotLpXN0BlVJXh6AQixhNFwWnbhsV2HQ61StulE6nhG1mKuZOf+E7KsQQFPs18TL6xG0E8fWdhfe3WxP/+avs9uNJGb87Uh02nn91L7l9VWIQP9ibwLpfD+EHe+lzadetDZhthbXCxGUIGC8ZfqKCN47UioFWKqcgpYg44WF/X7vCtkZRpgNOELcNswEL4rGDGvMG3vg8K0NQSN903QOyJyABLjcUomebupmWNrnw8bV0LZGb6rUpbDvSRI/1Oz16gPs3RhAEoahSt8rE17a5ubVNionzhG2UOt0ond6aNWHiltTpbE1cbmomBTOk0QsniJNM3KgmboGJTxBMPO4jWvsSU6QtMWQZwhhruXrQJIh3+Ar3FVUXtxvEmWvZ5eaWqFTINoL4siYJbV7RQJ3OnttkTsYfj9Ln/Ef7rM/q5mI6gaaRAfKl05KF6zuWUZjZBUDhWukJGIQODhNXzXmsMPFxVxCyIDJBnJfZtJJSV0Wqx7xsXdx+Op1QpoeabC3uqgUniNuFSTpdyGUhlghDeP3HVlzbqNS9vkdcrX2SDx3OzcRr8xqjgng+R7ZTcVP4AF72dSNGiHgWjZQXxIHZVrNmThCP6s7LWsN0epTZZpmJx2OGC7k2kyBurSZOBPEw+3CYztFztvXKdBVUr/hsOr28mviYwi4eUz7ic3JZks0L0bHCazocMhC1ATPpdHD6320K2/SObYBxXVwRRCDEadmjPlcQ8JpOD5ISbSNMLZD+dCzNFb8+MpjGoanKXN6kQ/sggH7/5alhuGT++58WcUEwUGBTmTsACIcLzwwrTFydfaAnQTwmnrDQtqsG8aNUELcpbCOV6QuXzrkyHXCCuG2YqdMBbb84d5C9FTGGBSZefGATQZV3M7X56GMiAwyvjmjExJMyXggtYba3HqeHxFjBhhlxm5V0+oKAhDafxE2LUkHc5xJAlcX1ZQ/RoB4OWEmnlydss2P0wmXihjPF6RYz1dWPx8SpIJ4mTHYAOqUucNvLTJj4TDrdVk2cy8TZBafSZBDEm5oB0V6r5AUdHiRE6+r0ew4Zi0B/UiEbFw/QqXQAcCt5LOeMhgWMU+kAXRNX3G74fV54xEIQzQrG50/vm66CO8nMEhMv7HOUEEyKU1Hr/fqJKbKGnq+DMh1wgrhtmKXTAa24jV8TN7noFIVTE+cwcWIcKU9g0s4J4lQLi51Z4iqOTOXxfJi9oN3xqO20lYqz2twIugQ05+jjKU2nr5mZQ24nnQ7whqBofyejVDpgzsRHzGriisJPp+vAM3qhPAEATpvZdAKQZW4XRbF9h1O3HSaCeJbXzkYEccpuFTAO4l4JxTneZDqdN8WMpwL3EEHciIkTWREzXNDpMXBs057bdF7huv6puGN/kmsJbAXSgZcNX181zb/OT2s2MWwiHNsUXxCCIKDZIyIvSjjsbTd8i1HCchWo4HmKWSY+6OUo1KPGnSUqGsVuVYUTxO0gl+X3mpZAE8S56nQTRpaeLgxH0KFUNCQJs7VB+ImgyhGY8Jg4mU7nsHlqDKmKw/EcniOCOACIh17h/p0RXKKA8zs9XCY+Kc0ez9rWGabgD0IhRg/yWrjoISg61zIDURtgXhOfzCjG6uJUkixfUOl0rtGLvr1MBVUTV5RCfZT3cMyoTJwO4kMyG8TlIIeJE5klgWgvA4CDBinXDp9UTOdSZSQhNV3wn9dvt8PEDXrF7bSXqTi33Y2s5IZMuTXoFhePDKZNx+AOT8v4fQUCNyMmDgCXgR4NCwCv6aDLAirIDOBMplCd223kAQCws8RV8IK4lXR6zCCdDlivi3ODeB1EbYATxG3BrL1MhVQyW5zHcMxWjrzPKlWnd/slSDPtF9Vg4lSql+smZcDED0/l8XyIvqClQ/u4f2eGi7o8ZE18WnQjXVJvLAZxQSBT6rbGkWZtMvGSdDqPERul1HlGLzIRVKwavagw9k83HoLCS6cPE0FcCFlPp1PK9IwgcdkSMFsPB2gmDoDUg1ALcEUQARebHjZSqCucue5GCLpFnNlKs3H9PfZbi6OCf1xmSl2YGDVtqfpQZBw/uKSFuYYv6nRxRwQX359Kp88stiLewvPKrC5ODT8BqpNOp4RtgHXXtkZqLwOcIG4PFlLpQOGhKIwXakrlMnFLbm3BkocZVRPnMPGAS0SAOK5RQiRlN52uKAqOxPPYF+jGFCFuEysK4l6O5ap2AXN22+xDmWJUPAtQio3qmbhRexmgZeLvW0mL/4xS6nzf9AizjaqJiwLQzWHiRtarpmlKThCngpLIqydTNXEiiA8H2yEL/EdTR+kilOfaRmhXyCya10uKkQyDuAVHNwrrOz1km1kyOXtcWVnBfRaD+EPHyhO4iQeNU+kAIB0/gvcsD+CZd3bhuxdH8L5lXnxyaQY/u7TJUNQGgM4AMkzcOIhTbm2AkbDNejqdy8Qtituo9jI50gZwFq+1hhPEbcAqEwdmxW2SKJABsxpMXOPKRanTU0mukEztuy4FLWyzx8RHUjKm8woUQcQLocXM6+KhfWWL217T4UaLyfCTJregmZRWKRPX/06CCRNXg/iaVjfOaaMFQIZMfNIOE2cf4N1+UWOOUYryZoobM3EqKHk4QZxk4oSwbaKpi/x7FUVRG/hMnNKukLPEiVQ6YJJON5klzsP5nLp4bGo26D12PI0oYfVLOQoqAO7YZ3/6llk9HEChw0ZR4HcJ+LtVQXxrfQjvW5CDz4JtMsnEZzKFxSBuwsRHuMK28s2zTGviFaTT61UPB5wgbgtWlOkqSk1fqFqr6UXHmWA2ofdNnwHJxPM57gxlKqVOCtumOUycUxM/PDX7HpS4TYxNlDUxCChkEHoENpjESurhZ7a6IZYwBZKJx+wI20oCbjoF0UT8oqbT37LQpwk2pTAM4lOcIE4wccqtzWjADI+Jw2CmeLGcwFnMUUHJ22QxnZ7PkQ/OVGs3fZwzsJJOJwWo1EKEELUBJsK2MnuBeeK2ZGL23PJS6d+6KAIqft2xP4GcTYGbaCGIC8k4t7Rj+rcEE1efTxGLTJynTueNzbXSsqum0zOiG8Nu9hq1lE6PRSFSwtM61cMBJ4jbghVlugrJRKFunk43Z+K9miDO8U/nCNPoIF45Ez8cn2WHzxNtZkBlKfUO2TidXqyHz4BKQwuJGCl8MmuzogYe6NGajQOKgjf3+bjagxGDISi8dDrFxAcJdTqvRxwAUNZMcT4TlyWXxgJYRXOANkvRB3FhfIQcqqK0GwfxDl8pE+eYspA1cTtM3CiIRwyPj4fFIQkZF/t52WThHsvLCu49zJ7ndp+Ia5b48dZF7N+emJZxv4mSXQNZhmQhnQ4AwnHaDMYQigIQA1DUxZaaUTCriauzxPWLS2qKGWCtJh4reeaSveIWmLjUYPVwwAni9sCxXKUYjrbNzDxNq4eVWeKa2idvIAlH3EYp1Kkgzq2Jc5j4kbgxEwcqE7c1ZY3HkJ6lS2Fz28yI1C7FxBXM/lZGnukqvEoOi9xZnNfhtiUgLB7XJOubrkCAoqu3JXMyJtLsNWTIxLmsdYrvHa+mdokgnnXTATDiEZnjBdhrmjdH3NvTS25XUcrEuTVxi+l0LhM3VKfbF7YBBdMXt5/9PCGTwnROwRPDGdJbf+MiHyRRwAdOoxcsdgRuwvAxy2Sk1LTKMrIZCHlikerT1sSj7iAmiPHBKqjhJwDgEUFmJCzVxEs0P6RrmwUm3kh2qyqcIG4DvDp1/rSzmW3i6ImiuxvFxM280y1NMLPCxDnitnYf+7CPZRWk9e1PHCbOc2w7XCK0eSXQizhRMy2biSsKvGnjmjjDxG34pzdz2KiaUjdTpqu4ui0DURAQdAnwEzVEoyEoFBPPBUKMuQjf6IXfw2s0jtSUiROisIyb7ntu8Yq0sYyeiXOCeNMC4yBefk2cUKcTbm1AbZg4APiD7H0TyKfxwlhh3CiFq5cUFsyX9no1eg8VDxxNYyBuTeAm9Ru3lpWinCDO64iZVafPhhwjNs4L4oIgkOI2O+l0gMPEo+Nkhq4UXGV67xLTz68VnCBuA7wVbP70c8jtakqdqjea1cQpppgUPUiVtFL1lqrTLQ5BUcE3fNH1RXOYOM+x7XAJE5cFES/yxG3lIJshLTrVWeIuAVgd0afTeUHc/iQzq0H88paCDkEQBLT72fc0milO1dtyREDktpfxesQBwOOj++aTU+bOgsRiLk2khgGViROCQt01TY0gBYC2hQvAORwA5dfESSbOSacjEKLHnKL8mjgAhEPsfRPMp/HUUAb3EPXwiEfA63oKCw1REPD+VexiXQFw+35rAjeeMn1aZEWYZTFxDmmYVafPBmBeXXxadBe1A9R1ST1P7ajTAVrcJigymQkrBSlqa+8iHTPnCk4QtwGKHSseL/LLTyf3F4tB3L6wjfosnlsbAP5FZNPwRT9li5xgJklkby0AHNG1vFCmL+LkuG2vYoC/iJp0FR6Mp0Vc8OqYLzctSg1BMWHiZsp0FesDs4yvgzjPdvvEc4R5CiVqA4zT6RAEmo0n4vBKArzEnxrVxFMumsVGvJx0ugUmrni8ECOt3B57AOgsPae+ABSq5cmisI1yayscHO0xoPgCAIe9W0Gkib1Pg/k0/vuVBI4n2eviykV+zVjZv1kZACUQv2OfNYGbRJi8DHoieDa8jNleHhOn79EiEy9ZKPMU6qPucLHtj2rRpRTqdtTpQJmGL4pCt5fVUZkOOEHcFqggogTCkBcuK5hG6KAG8fLS6ca+6U1uQbNK5afTOTVxosUMIOrivAlmxIMzLysY0AUXXl28LDbOCeKqsE2fSgeMrFejzDYeE1etV81801UEU7MLMCqI20+ns4HXrm/67MERNqVF/3QD7QYRABOED0DAJcArsTV8AAVNSYmQjbJcVdq7AUHgDulxCdqULESRnhtAWH/aYuKgSzGVpNIBQCIEoUE5jaNTbIYJAK5eoj2+7oCEt/SxxzyYlPHgMROBWy7LjEoGgGfCy/FygC1hCKMnrPuJq3/DIQ2Krk8cAA5wmLiaSgfoa5JKp1sTts3uwzN8MaqLCxOjZAyoZz0ccIK4PVBBPBgCvD4o3ez4TfWGoS7ErAy2/lwKop1tgtcjDoOpYpx0ODedrjN8oRzbeKn748k89GsTvrjNvv0qj4mrNfFz2lknKW4QJ4Ilb+JcLCsDuRyEMTr9y6CEcbYR2gMuE8/lyMVblgiIpQJCFZIAdBHp+1KQ40iTBtoNgz5xSu8QUc8hkT0QFAXC+DCk5x+D98ffhnhkP7OP3NEDAFgcphcjHX5R00IIWB9HSn0HnjodAJSZY9Een3G93hScz/PLbCto2C3gDb3s/jyB249eMU6piwP9ZDnqmableIUK4opieeFaBM+33q/tEwdMmPgMqGuSZOImtquZvKKZCsdj4qJBhrDRPNNVzHkQ37p1KyKRCCKRCJ555hlyn1gshi1btmDNmjXo7OzEmjVrsGXLFsRitGJ7rkCKzWYeIPlFK5iXxMFDQDbDdcMyEmPQTLzUrU33kOO2mPFq4hZ7mKlFALe9jA0sLwd6kSUEUOUwcX46PYAmj4C/Wk4sLkJhMt1qh4lPZRQIY0NkOxR5nCVBnGLiyZyCBPHb80xoKCZOOXX1hWZteHkwnmRmYDtLLObiIrtoUtOlJBMHEPj0++Df+nm4H/oNyYzlmfayxRwm3kFct5aCeD4HQSayFwZBPLfhcnbbxVdw97cC3qIhmGfPxZv7fEx5CAAu6/WS5YY/Hk1xtRIAvz/8mTAdxAFAsJlS5zLxmYW/arsKWGTixMKaajMzY+Ix3f12zGM/nc4VtZ1KTPyVV17BTTfdhGCQ09sJIJFIYOPGjdi2bRtWrlyJTZs2YfXq1di2bRs2btyIRKKyEXyVgKyJzzwU5cUr2f3zeYiDh7miIaM2M3qCmX0mzruprI4jJWviFtrLVMiCiKkeot5WxSC+pDuCe97Srk2zFj9IAqjARQnbuIYnsmVRG6AN4pSwDaBT6jxzDaomfog410vCJtOlwAvihfPK65MHaBYbo5i41ziIC4rxQkjpLAQTHhPvpM4nJW7TXSsix/TIqL6dW38ZUh+4AflFK5BfuAzp6zZXHMR5i4ZAnj2+qxbT95kkCvi7Vez9LisF8xceqHo4ADwbXor+IJt1AOzXxc3U6aUL5SPeNnIk6QlPpPDZAsjujnI0RpO6dsyEy4eoRJRhjII4UQ9XBBFyzyLDz6415iyI5/N5fOQjH8GaNWuwceNG7n5bt27Frl27sHnzZtx999340pe+hLvuugs33ngjdu3aha1bt87VITPg1cQBQCaYOFBIqdsen5dJk+0wpW5tvQHdT+fxkXV5Xnqr2SOQ/ZaMaxuZTue5tdHtGfJiIksRHbM8+q8Iznf52hsW4Ow2/lAGq/7pPOvRWEY2nV6mfe9SJm7dtY0XxLO6IJ7JKyTjWkK0H+lBqrmTce44UjWdTtXEozAI4pxJZobHJknIXXApAJCtVABdBrLCxHlBnCtsm0HuDVdh+t/+C9Nf/R9k3/QOw32tgLcADspaJh5wCXjTQv4C429XBkElXW7flyyaE+lB2a2+7O/BpDuIXHs3FEKsalvcxjGXUnULblEopsNzogu/7LiQ2fXXHesBFFLplE87lU43m2I2mWFfp1LqRq5tVDpd6eytSOhYDcxZEP/Od76D3bt349Zbb4UkcQY0KApuv/12hEIh3HjjjZrXbrjhBkQiEdxxxx1QyvTergiyTAYRdTKUvGg5+Wfikf1chsdLp/MYpxEThyDQAh8OExcEgWTjLBPnCNsIUOl0t6DAs4zNUgD2x5JyTSp4k6xmQFuvRpltIZdAPhhjGYXLxEddlFCsJIhzmLi+C4B3TADbYnY0kQclRLbCxMmshCIDqSQ5AGYqqxRq9dRYXMEgnW7QZ01BCQSR/sCnobQWUqy8dHonYWVLzxS3yMQN0uk1gcV0+psWeBHgTOwCCs58b17IvtfRRB77J4nF9HSCTI0/01R4bvWFPZApXc9gdZk4oFWof37Ze/BIpNDdkxEkbFn6V3iyqbDoD3O+P5VOT+VhqM7Xp9MBjuELj4nLMplOr3cqHZijIL5nzx587Wtfw6c//WmcfjrdjgUA/f39OH78ONavX8+k3H0+HzZs2IDBwUEcOHCg1ofMYjpRmL2sxwwTV5pbC5NsdJAMmDgvBcSfYGYQxEELzng3FUCn1JkgTjFxC0YvxeP0KsgvXkXuLx60l1Lneddzx1Gqr1PWq0T9WRAEMlU3mZXJ6WWjrhDZ66pJp3OtV22k03U1cd7kqnLT6QC440insjIUjjiSZuKF8ycvXMo1UlEhN7ci+9o3I/XhLyDx9Z8hd8mVxdc6/SLWEN0Gly1g31PxE7//dFKjhJeytMrajIlXG/yauDbToRq8GOG9K+j7cNc4K16TDu0jn1/PhAtBfFFIgkKkhcXjRzTn0Qykb7rkAtyzC77SXvEBXzvedPbn0LNhGzou/gFuWXzVbHsZ57lZziSzSWKoDG34MkZ+X2FsiLYerqPdqgoLS/fKkMvlsGnTJqxatQqf/OQnDfft7+8HACxbxtZQAWD58uXF/dT/5iGVsuEnzEEmkyn+vxijTQAyHl/xszwLl8GjSxELR16FhxCtAMBYIg3qMF0TY6Buz9I+8TZXnvmOPp+fWZXJiTj3XLQSGejRae37BokHeM7lJt+TCuK9PgXTrV2IuL0Q9A/SA3tt/U4SUcdWJBdSsgLyRKp/FwgxF7owNYnU9DTTKhd2C8wNP5nKASfYIH7A36VxiytiarL4vcICLTQ6Ec8gldIuxHgznnPBpuK1CAD7x+nv2uNlrwk9FLePCL1AZmIMfpGti2ZlYGoyCir0U8M8wqI8ewzvuh6hn946+9mSC9kVZyJ7xnnInPka5Bcu1Z5/3bFvWevDh7bnimWnjQs9uKBFYb6j6PFBfykLioJ0dBxKIIRMJgOBw8QzooRMFZ4VVuEWRFDhuZSJe0Xg9R2C6W95ZpgOrs8PTeNtvdongf+VXeS+KhNf4FeQ6ehl75NMCpkTx5CZabcrvQ4puOIx6Jdeii+AVHr2+4X1OwgCRjxs5ibgop/jPtD31Hh8Gl6O2dFogn0Gk4YvuSzSo8PMwt/NIRypzoWWrp/SWGIGn8/ewrLmQfyb3/wmdu/ejQcffBBuN20QokJVnzc306m4cDis2c8Ig4ODyFMevmVgaGgI/uOHQekZx1JpjA8UBgX0NHdAP7pBTCWBg3sAsKvcgeExDIjsMTYfPogI8VkTJUxciR7HgG7R6xNd0HOSbGwCAwP0IAN/3gP9JTCSzM3uL+fRTjz8pjI5HNO9Z04Gjif9ALRBsdcnY2h0FM2dCxA8ps2gCAdf4R4bhSWjw8wDMOf1YeDoUcO/65EF5u8EOY/B/a8gr1P1+xQf9Amqkdg0mU5/1d8FAewKX5mKFr9XoRTHBvqDI5MYGNC2syw6cYzZM+/2QvZ4MTQ0VNy2+7gbYB6VgGvyOAZMdJ/N0ykyII8eOgDZFQSYcAgcPngIlHaZCuJyYhIDAzML2WVnw/vhf0Vw4FXkwhHEF62EXMp8TX63lQB+vk7AizERzW4F5zcncexolNmvI5MlF70n+vcjE2kHAIQ4QXwkFkPMxjVYKQLRGKinW6CkJr4+ksPEiaMwmyGmKECTy49YTnvPPXcigYEBLelYuvcF5u8zgoQXQ4XnUjAVxbA7gCXE54zveh5Ty84AAM11SGHZxDj0ISjr9mjucw/x3KHgyqXJ50NmygXqOn114DhyAZqNHx5m/4bXZjby8m5M92idJrv2vEj+bsckL1I2rh+z8ydJEpfE8lDTIL5r1y584xvfwMc+9jGsW7eulh/FoLe3wn5OFFZNQ0ND6OrqQjBO9w+2LFyMYF8fAMBz5jrg8d8x+6yWaR90T7gFfX3sutx7hFaRqkxcEoCzli5k2ok8RNrYK+fQN3N8evQNJYBR7SpyMiegd0HhvXk16FB7J/Oeh6bykBFl9u3xKujq6oK48kxAF8Q9U1EsagpCabY2UCJIZKbFUBP3+6nw9dKvL2wOQe7S1gHbXpnEq0ltRqE5k4CYY4PAAX8XIsR8cymVRN+CBQUjEgBNz4xrjCYAIO0Ooq9PG07DMpvJUBlBV1cXPJ7CQ2j88BQA7fE0uwWcudT4PACAa5oODV2hABYEI8BhNh3axPGfp4L40q5W9PWVbO/rA865oHCMpkfHog/AeSb7eI+wtVwA6I00Id/Xh0wmg+l9L5D7tPcuRLPJ9VNNSKBNXUqZ+LtWRbTn0ABnvTqJx4a0182r0y4sXNihEYWFh9ja9ouhxcjM2K2es7gDze3rgN+wn9EtpxHo6io+C9XrkEIAbHZA0t2jXUengHFzRtoe9qGvjy1XLcylgX722RRu70ZfGx3SxIkkAG1WkWf40uuVkNFdE6EEe98oooSOs87juleWojSWGJ2/clDTIP6Rj3wES5cuxWc/+1lL+zfNzCGenKTnPU9NTWn2M4LdlIQRPB4PPMRDHABckVaIM58lLD+D3Kdt5AiAM5ntKUjkcbozdA1SrYl3+yUEA2zwF6hpaukU91x0hTIAtEFcATAtetDukyAk6YyHFAoz73mCk+Lt9SnweDyFc/PIPczrgRNHkO+ytuCSKOVrkD0WPVyt7eR2XyYFWfe3EW8cgPah2BqjV8/9/k4smx5mtguKAp+cAwKF67TDLyKW1WZcJrICc9xkuWDGp9vj8RT3HyA8BJY0uSxd8yKh2wAATyaFlg4PAPYc57N0DT5BtJh1h71VvfesQGqmvcx9uQzyM8eS5jBxd7gJ0hwer8B5dqlB3CUAVy0Lw8dxVNTj7PY0HhvSBrSxtIKo4kHPjAhQmBiFRJiYPFNitbqiNQB3G12i9IwMFgNP6XVIQSQ0NEIgpPmbNn8K+kUohSYvfU1HOGw7K7rh89GLn4TMPp8GfXQQ98RjxWe6CvcJlm3LPX3whWiNCQ9m568c1FTYtnv3buzbtw9dXV1Fg5dIJIKf/exnAIDLL78ckUgE9957L4DZmjdPuKbWzM3q4bUAb6pYqTJa6ewl26/8x/rJP50ixBZGn6Wq03soSgpw1OkGwjbOg6IobuONISW+I9UjDgALfIXvKC/hiNts9IvTLX7GojagcuvVzik6iB/wdWHMTX++WZsZ2Sc+xa72ZV12RVEUUti2hNNXrQdX2JaMk8I2AMgk6esgSTFxKwr5asPCTHGRZx86x8I2XmeHGsT/fnWQ9jvggLIaBoCdY7OMnzf0RK2H+6QZpz9/AHILu+C102ZGCtt0z6Vmi9+Pdz3yBG9GbWZUi9lUiF7QMm1m+RzE44eZ/RpBmQ7UmIlfd9115Pbt27ejv78fV155Jdrb27FoUaEus3z5cvT09OCpp55CIpHQKNRTqRS2b9+Onp4e2zWDaoCXWtY8FEURct9ySPt3a/ZxDbwKbzuQ1sU5bosZoU7PCFIxfUkp0wHaP11IpwA5z4yyBMxd2+xMMOP1iPf6Cu8lL1gMxe1hBEbSoVc4CUYC1G9gKYhzJpmR1qvsg2PBFD0y81V/Fxal6TKLkIgVq+WUQp1pMVMU8nj0C5BoRmFS8wCwhNOSxbwf4Z0OFBaOPNvZTJJuU9Sn011CwTVurmFlkhlVDgGMbVdrAd7n9bgy+NiaED67zh6z4wXxXeNZvHnGY53qDwdKlemuYupd7lnEWI/aCuKEQ6T+udTMcUbUgxesTSfuEaDU6XIgDMXjZZwD9W1mwvAghCz7lKq33aqKmgbx//iP/yC3f+QjH0F/fz9uuOEGnH/++cXtgiDguuuuwy233IJbbrkFX/7yl4uvfetb30I0GsU//uM/kgYAtQY/iGsfIPlFK5ggLo6PYJEcx36d7CzOa4kgJ5iFikpeXhA3nGRGMDCea5s6BIVqLwNoJk71iPslIKJeYZIL8qLlzDzjipk4x25Wsw+XiVubZLaESJnHRS+GPM2a3n3Ne5u0mY1My1AUZfZaTsZJX2tZd+yVtJcBALx+KJIEQSf65LWYAUBumi6V6AegLA5LcJnYvtYCloJ4GY5tNQEniH9omQuZ8+2rBlZFXPBKLEHYVVJzFgmntpjkwyuBGZ/6koWX3LMI2PO8Zl9xYpR0biRB+VLonksRzmJRD971SJm9AMbWqzGCiTd7JSgtHRCGtAJLae8OCENHoczoZRrVM11Fww1A2bx5M9auXYutW7fiHe94B7785S/j3e9+N2655RasXbsWmzdvrstxkZarosiwUp5z22uS7Gp2iriwANo1SOvWxmHivJninBvQdKY4j4lT6fQpNogvCkmaDqL8ktOYfcTxEW5/tAa5LOm1bS2dzpspHmW2UUx8+TSbTj/g7wQEQdO7r3lvjfUq+3vlFC074Pmm69Pp/CBukQELAjkEBckp7ijWHOc60NfElzfVIZUOg2ugxFdA5LT28BzUagZRgkJ06VA9yFbgFgWcHmHfb5eaTpdlSEQ6/dnw8qLD46KSBSDVKw5YnOCXzZAL0WozcV6fOJcUAZhME0HcI0Bu7WC2i+PDCHx5E6S9Owr/JuxWgcZJpzdcEA8Gg7j33nuxadMm7N+/H7feeiv27t2LTZs24d577zX0Xa8pKCYenJ17q4LyUAeAcxJsTYW0Xc3nyHGBpRN/mOEnM7A7jpQXxNVULy+dTi0WDsfZ4LJIV7vn1sWtmL4QoyUBa0Ecbg9thEMFceIBQYnXDvi7AIBfEy91beMZvpSk1HkLGZaJ09oDy0wcoF3bEnHSdhUA5GlOENel0+tSDwe4GSgr6XRUWSlsCR5i4UDYLFsFlVI/MJUv2AUPHSXHsj7TNFuS1DDxXjqIuwhhFwPuGNIqp9O5TNyoJs4+a5s9IuSlq8n9hUQMvq9/Gq5H7qXtVt0eKJ203/xcoy5B/LbbbkM0GtWk0kvR3NyMm266Cbt378bIyAh2796Nm266ids/PhcgmTjBaOQFSwoMXYezYuxqjqrhiMcOk77ppTddWel0Ai1eEdTtUBS2cdLp+uzDdE7BEOFA1qdbbPDFbeb2q+VarqogrVepISi6B0wkm0Bbjv3s/pkgbiWdzgvipe54wiQdxFV1ugpKeyAKwEIbtWiqLl5Ip9MPR4XDEvVBvF5MHJKLLPEIJsI2xeUGpLk/ZqouXi4TB/h18Zcmstx6+NPhWXHw4pLFF2+Yh2QhiHNFtLogblW4x6t987YbptOJAN/sFZF9y7sht3WRfyPk8/D98BtwPf8Y85rcu5jUGdUDDcfEGxXqzOVSkCzQ44Xcu4TZvGaMnZ1MCduo+hUwK0IBiOEn6vH47DFxlyhoRgOqKNbEOWl4/QPzCMHCAWBRSMfEe5eQqUTJQl2cq0mwGsSb2AUgxcT1gYxKpQNA/0xmpLc9TA+eMUmnA1rrVZ5vuqwrBVDTyxYGJbht1KJ5M8WDLoFc1PEWc0wQb65TEIf5EBSyJj7XvulGn1tJEG/jiNvGsqbKdEDLxJWWDnKRYSmI854XenW65Zo4vZ9HEkDFcV46PScrZNazyS1AaW7F9Be+hzyHYACgtSoNYLeqwgniFkGKqjjtOjLRL96dGEZXOqrZRl1YZkpSAOjmqtM5TJxX2watULfbYsZrL9On0+FyQe4jJprNRRAvk4kvS3Hay2aY+DmdPoDoFS2dksYvW5QGcavpdKq9zF7w5M0U53nHUywxBxEZQfu5y+qVTofBdLYZiIR3upm3e61AM3H+PWoGymMeKCjUqfGjg54IBkuMTjQT4wQBcjfLxqUTxu56ALhTBvXkotJ0OkCL23jdPrxpkepxKC3tmN7yXeTOf72l4wIapx4OOEHcOojhG7x2nfwK1tgFAC6Madk4mU4/yN50/b5OjHkKD94mt8BNJ+nTViqMesWpADOWNlanQ1df5rWXUeMkKc2AOD4McJhoEdO1COLsZ+qD+AoOE391Joif1+4hZ2eXzoO3UhMXiSCuCKJmpGdOVjBAzhG3l9YjF5/JOKAopCJYJMo7Ccmr0YPUq72siLKY+ByL2ow+twImHnaLWEZcA3tGp0l9TSkhCLsFtHj1GTMiiA8fMx2EwpuYqC/zhd30tEA9uM85zmu8dDrVIw7oFhNeH1KbvojM1X9nfmBoHGU64ARxa1AU2oCFE0DyK+kgvkEXxKfzinZ8XnqaVEKWpr649XDwmTj35gJt+DJmIGxTJBdjM0i1lwFAH2FKw0tbSSZ1cd4EM+s1cSKdnkkzqWK9sI0StWUFCQPeglHEue1ucnZ2aU28lac9mDZm4kpTc9G6FSiMmcwTzyne2E4uqIAnF8aRUjPVJV4QL8GSsKsu7WUqykmn142JE59bSU0coFPq7oF+MhVc+jwpdJDoxLlEXVzIZeGZHGO2a/bhZct05EIUBFJAqoddJs6bYhYllOkAkdYXRWTe+fdIffjzZNmvFE46fb4hmybnKZOtOgCU7j7ywX7hJFUXn73wxMP7Cw9THUpXzjxlOmDQM22TiY+mCj3MoGpcVI84wcSbPQKZNpOXsm1mgHlKvRbpdICtReuPmaqJH/K1Iy9K8ErAma1umoknZtPpkkjPbh8xSacrYXNRG1AlJg6+uM1FpKL1QXxZU31FPqTRUYkqm0qnz7lbm4oq18QBYC0xknDVFF3HfrbEbnURsQDkidt8YyeMD8JiTRywJm7j9YkDdIDnMXHKHAngp/VzF70J05/9DmSdqFSF4vND4Yjh6gEniFuAyJtjzXkYQhCQX8HWxc+bOgi3bsjFVEkdh1sPt6JMB8gAC/AFJwBdE8/KhQufZOJEKpCqifPYobxgSUEVrIN0mF3glKLyIM7pFY9r6+L6h8MyqkfcV7iBz2p1wy0Kpul0gE6pj2pazKLsMes8wavSXgb7M8U9WYKJi/ogXr96OGBQE5+ZoU0y8ToJ26h7SODMS7CKs4i6+JIU7Sa4J7ig+N+LiQUgr1fcO0o7F6qwqk4HrNXFDZk4cZ3yauK8dDrlCaFCXnEmpr94G/J9rMV37oI3aDJk9UbjHEkDo5wAkifEbT4li3Vxbb+4hokTIpQcROwILSn+m6dMB1BotaFSdQZMvNXI8IWqiZNubSxDpB4OAACXG3Ifa5tr2mZGCQsFkbtwYfblMnFtEHeJQjFV58tnsDDDMmS1Hn5ue4H9KMSULyGVBEpSmbyMx+xxUOl0fRCvEhPnZJCEZJxMp1NBXO+bXrf2MhVUOl2Ri+JMuiZen3R6TZg4kU5fkmJNo1KCG8c9keK/qcW23LUACuGKacbEeWU7iombBXGvBMOOC1LYxkmn82vixil9pb0b05//D2Rf++ZiB0p+5Rpk3vn3hn8316jznTc/IPBEVTwmDkBeuYbcftHkPk1NqjSIU0x8V6gP0yUPTEMmjsINwzibGdTEjQxfSCauE7XFMjIm0uzNQ6XpVMhLVkE6qA3a4ugQEJ8EOGMvyYVIIMiY7fBgbwiKgEROwbIUWw8HZpXp53XMBHEes43HoMxMDaMyHsUWs2yG7n5ggjjLxMNuAa02BmYAADiCTHCYuC9nJZ3egEwcMwvwYBOHiddH2Eaq0/P5wqLPwlhLCt1+Ee0+UbMwXEpcv4d97ZqWSHKx7fFCae+GMKJl3r7REzBcahD3qCKKZNnCzHo15DK+pu2k0ymjF8CiSt4XQPr6f0Hm3f8I5PNQWtoapj9chcPELYCXTuc+DAHkl60m+4f1CvViOn0qCnGETVeV1q8A8yAOolfcrjod4DNxfXsZT9S22ECpTNmvAsYp9XInmBX3JWatAzzXtsI5oVLpQGEEKVBQpgMg0+mA3nqVPc/jaRk5WeFaruqP+RCZ8XDZniVgtybuz7NBPK7zTa83EzfzTyeZeJ2Ebdz+9ArYuCAIjOkLxcQP+bQ2o7zFNlUX95bDxP30QtssgFIZoVLQwjZ76XSrrW4AoETaoLR1NlwAB5wgbgll1WN9Ach9bBvChTFty4fawygdoNPJpaI2AOg1ELYBdOrKUJ1u0MNM1tJ17OUIJ8W72KBOKxN1JgAQRumgCVQhiPMYPoeJA8ByQpkOFJh4s0coirl47106yIaqiSsoBHKe0YuVdPqSMtq6DIM48WALEkG8lIm7xYLhTD3BvRamC3VxWp3eODVxoAoK9ZIg7pZzWJBmSzSHfNpRo7yyFxXE3ckp/khm8CaY0R0zZgHUqL2M93oqD223zwyo4ScCwJ3aN9/gBHEL4KbTObVFFfIKNqW+KD2GBanZVg1VjMF1amvSBjzzdDqhULcpbAMKTJxOp1tj4lSPePE92jrJ7eI4HTQB0DVxG0EcPj89eIKcZFa4LZZP08zjgK8T57V7ZhkwN50++97UTHFgZrFkwXJ1klO2sCtqA0xq4gTDIYN4ibBtcai+7WUAuK2GQjJeKFeASKnWTdjG+dwK/NMB4KySuvii1ChE4jsf8s/ee61ekasAL8t+lZolznGRNFOn89zaVHCHoBApdSqdXuhVd4L4KQNej7JRTRwwMn2ZZeNFJk7YIyZEL/YEZpWkksA3DimCYuLEClkF1ScOzIiuLAjb7Bi9qFCaWgr95vrjHGfTf8XXqGyIhTGks28g2HZto5j4UU8LUpIH53bMtvSUm04HCnVxYco8iB+J0ylBu6I2AIUFDaGupZi4qMjwKWyvcamwbXmd28sAg3R6Ik7OIgDq1yfOWzxUk4kvJVLpAHCwJJ3OFZ/CKIjzndvIsh2XiZvVxMt7neoVp9LpRsr0+YaT55vUECJ3+IZxEKHazADgopK6eDyrAIpC2iM+H16CfEkNptsvQTJhPNTK1yid7nMJ5A0xkUxDyBJjBfXpdIKJd/hEsgWkCFGE0tLObDYO4kSqzg4Thx3XtsL5oCxXi6K29tkHJjdVb5JOB2YEhNx0+uzxHk5Up72scGACnT0gauLBvPks8XqL2gDjmjg1whZA3RzbuEy8AutVAFjR5IJfKvx+izlBvLQmbrjQ5kwzM2Li1HOG510RqTCdznu+UJPMqCBu1b99PsAJ4hZApdMVf9BU5KB0LiD7ky/UBHEZwugJkhHq6+E9hAMae1zEync6UeyXpUDVxZNTnMDPpNNttJeVQGllU+rcdHo+R9bnaxbE3SIkOU/22fbr2ssAIyZu7p8+kpIhTI7Tx1vCxA9Xk4mDNwQlzqRXqVQ6oK2JN3IQRzLOZbhKvVrMqFGkqJyJS6KAM1oKvwWPiZcGcSOnPyUcIc+pNGSUTq9mTdyEiXNep5k4PYb0ZMHJ801qCHr4iYUAIgjIE3Xxc6cOwpsvCG3iWZqFA8DTNuvhABhfc2DGUpPHRkAHmOkkp+ezhL0oioIjRNuTUXuZCpmoiwvjw/Rig9d/ajuIW5xk5hGwKD0Gt8J+t35/FxYGJXSV/hYeL11vL02n82ri07SwTfEFNOppSnsgAOiza7mqvj81BCU5xaiCuUFcLE2n1z+I87JiQjLOv/brJmzjLB4qDOLAbF2cUqbHRS9G3bO/u+FiWxDIlLoxEyfS6ZyauGk63awmzkmnU8NOKGGbE8RPMVAtZlYDCJVS9yh5nBs/BKAw51a0MLkMsBbEeekru21m6YT5BLPxtEwaLBi1lxXfp6WD2SakpsnVPHeWuJWFVOlnUkE8mdCYsgAFJs4dQervxLntuoAtCFCCxHuXpNObPfT4xJFUnqyJ69vLqJr4gqAEr1ReWpCeKU4wcXl+MHG43FyjI146vV6ObbWqiQOz9qtLCT3HQX+Hpt3LzHOfDOIjx5n7BQCQy0KgOgA4TNxM2GauTucwcYvp9JNFmQ44QdwSyHS6iTJdhdlEMx4TH3Y34bCuHaTXChPnjiM1ajNj3zfHYeKlTJ83gtSovUyF0soGcYBOqVsdrGD6mVzDF20po8kjcHvED/i6iiYvmvcmrVdn31cQBI71Kq1OV5paNf8+QtTErZQteCCvX7ImbhzEG6G9TAVvCAo3ONZtFCmnFl9hTRyYFbctJkpBh5kecePfjZpmJsgyhOFBdmeubzqPiVeqTufUxHWkQlYUxJx0ugMyiJgo01XIS08jlcDqMJRkOkcO/3gmvIwxSTAafqKiWkxc4ng5lzLxwxwvbytMnEqnA4AwxqYBecdejZo4QAVxEcs5bm39/i5NPbwIYqY4StLpAH92O5lOL2HieQUYSLBsoixRmwpOOl0/XYoXxFV1er2nl2nA8U/nqtPrNoq0dkz8jBYXAvk0urOsxuagRaMXFTyFujh4hNnGFc9yyhyV9onz0ul617aprEI1FzpB/FQDpU63HEC8fsiLVjCbL4rtBxQFnWOHyXSfvj8csJpO54wjJXq+VVDCthBHlVyq6KVEbYC1mjiVTgcAYYIQ5FQ4hrT4mRatV3np9DFXCJPuINbp0+ng+KfrgngH0WY2ksxx0umzoraRtABqtkM5Ri/F96eCeD6PkC59zlWnz9TEGyKVPgMuE+f1X9eNiVffsU1F0C3i9S66ZfGQb3bh3O0X4TNp45K7+8jtIiFu4y60OTVxv0uA1+DyLVfYpi/vleubPp/gBHEz5HPkCtmsR1zzFkRKvTcTxaL0KFaMvEr8BWu3CpgMP1FRxjhSO0HcjIkLABZaqYnbMHypdIJZcf8ma65tTR4BK5Ks0csBfydWR1ykQQY5UzwR0wj1qPOci08VfLP171cywexYin7gVMLEeefOMz2F0oSBWTp9WQUp/WqDHkfKbzGrW02cI6jjMXFhbAji4f2GJbFSbJDobgdtj7iFhXZnL5lFFKlecRvDT1QYsWGzdDqPqesnmVGpdLPPnm84eb5JjeDiMFg7AUTm1cUnX8XqcdovXC9qAywycUKdDhj3ilPp9BDn4a1oauIsE+8NWBNbKeEIOZJUGKthELeYTm9NjmNNkn1Qverv0pi8aN6bqolnsxoXLsq1zZ9g0576Y61JEOf1to8c1yxSzIRtDaFMnwE9jjTBV6fXK4i7PeRcBcqxzXPXfyHw6b9G4P9ej8CW/wOxf4/p26+Tx8jtpRobs3o4gIJYsKOH2SwSCnU7Y0hVGAXSaqXTyxlDOt9w8nyTGkHiuZ3ZCCBG4razJvqZ7SfCXRjzaJl+k0cwNlCZQXk1cfaG5qbTS5k4IWxbZJWZCQKtUCfS6dUL4taYeNfLT5P7Pdq8ujj0hHlvC65tlLCtk6hdAtp0+rE0/btXImyjREsAIA0c0LAgMybeSEGcHEdq1CdeL8c2QSAXEPrjFF99CZ577ii0iAIQx4bgvX2roecDAKzMcNzaSixXzZTpKqiUukAwcTtjSFUYTTIzY+Ieie720AvbeEHcbIrafIITxE0g8Zi4jXS60t4NubmV2f7Gid04Pc6uancQ9XBLynSAP1/bJhMP5znfe6YmLisKycQtrfDV92pjgzhp+MLxrucq8XkIhGm7UZ2wrOmlJ8k/v6/tHLa9bAblWq92ZmLMNgCQTdLpARetdrcKeSE7nAcAxIF+jfUqv0+8EISWNlAQJ2vi+RzEOH2O6+XYBnBS+bog7tr+ALOLdPAVCGP8QUEA0JNg76FxVxAx1+z9YnWxLXctZLaJsQnNcB8AAIfsGHWQGDNx8yBL7aNPp1c0hnSe4OT5JjUCj4nbCeIQBDKlfmbyGCRCO/mgj62Hn9libc5wOUycmkfNS6eri4ShaRlpQpxupdamQqaY+PgIwzRIsx0LjnkMRJEjQCthw5k03HueZ/bZEVqM0WAbzmwtP4hT6XRLTJwI4ktCku0RpBr4ApA7e5nNog0m7hGBvgZpLwP4BkxilG23UgQBcNNZlTkBycS1C2dp7wvkn4oDBwzf2jfOBnm9Mr0SJg6wdXHKFrlwMAZM3KBX3CydDgBBYua4fgBKNcaQNjpOnm9SI0i8/kebqVxeSp3CM01sEL+oy+IDx+Ml2aaRKCbsFqC/pilVsiK5gJk6NncEqR0mTlivCukUM7Gs0jGkmr8zcW2T9u4g1cz3tZ2Ls1s9cHPaqShhG6B3bWN/ly4OEy9tMTuWYv/OzmKJB2okrHj0IJql2QdhgKiJyxCQEt1YEnaZevnPJXgLWJGytfV4yTnXcwWyva2EiQvRMUiDh8i/FY8aB3Fx9DizTd8jbrUUo/Twgrg2g8hVp88xE9en0ym3tsJnN851WymcIG4CbhC3w8RhPYjnBRE7QkuY7Rd1WazfCQIpJjFi4oIgMAGGrImXrKr5I0htMHGeQl0nbqtuEI+wG2OzbNj1whPk393Xdg7etJD/G/CYOBLGQbwjwzJxRZKAGTOWeFbBRJZg4lVQhct97GJRyKSwPD17/rmzxAWhoVLpALg6FSqI12uWeBGUu1xJEJdefoH7p+IAq6MpIhknZ36XeqaLQsHtzwrkbjadDgDikK4uTs024NT+VfACqQC+cK0U1D56xzZeOl0/rW8+4+T5JjWCi8dgbQYReckq5EXzh15/8yJMS9obPOIRcHqL9QcmJSYxUqcDrGsblU7XtpdxmLiN4GK5V7zSMaSln2k0BEVRIBFB/IS7GeO9K/CRMw1+cys1cVLYxjJxJRwBZrIpPFe8ioxeZpBfyAZxAFgVm2VZVEZG7RFvhBGkpeAt7MQoodaulzJ9BmY1cWnPDu7fSgbpdHGEZeHAjOXqDBYEJW5GSQ8l0k4ueAQrTNwXKF7HFHiTzEJuwVKpiBL6WlGnB12C5e8/H+AEcRNUK50OjxfRHjZ9qcdfAuyDdX2X19YAe9JgwaTHVB9gwjlW2KZ4jZXpLgFYYFWAB36vuDCuZ+KVjyEtgkqnx2OALEMc6CeFddEzLsD2d/aQ/eHF4+FkZkqDeNAtMuyhi2LimhGkvOlltUmnA8Cy6OHif3OZOBpMmQ7+NSEQXt91Z+JEOl0ocUmUXuYHceH4ALdtThhl/Q0ArdGLnZIXRBFy9wJ2s74mbmMMqQpeOt1KKp23nxWzl5MplQ44QdwUVBBX3J6y3J5ii0833ecpoj98g9V6uAqSifPT6QAbxOl0+uyDh2KIC0Pm885LIfP80+c4nS4oMpCIkSwcABZfcol577vLTfbo613b9Oe5g2LiJb7pvLJFNdLpSmcPGcz6xkuCOFETnzV6mR9BnES9xpDOgGLiajpdGBuGOHSM+7eCIkMcPEy+Jo7wgnhpj7i9303uYuvi4okBrQDVxhhSFfwgbi0shYh0ul7YdpSYOXAyidoAJ4ibggziNuvhKqaXmdfFnyGc2iyL2mZAOleZpNP1CnWKgZml0+0+HBBqLiyIdNCk02WZfkDYnGBW/Dtur/gkWQ9XXG7k15xn7b0pw5eENkjrrVepFjMNE6+C9oALUSJbzXpGDxX/m7oOVN/0RrJcBWCvxFXndDr5+TNBXNrLZ+EqeHVxgRC1Abo54jYXgJS4TUinIEzMqv7J54sJE4946YWxVSYeJIVts8z70eNp7BhlszCd/sYqA1WKmgfxwcFBbNu2De94xzuwZs0adHR0YNWqVbjuuuvw7LPPkn8Ti8WwZcsWrFmzBp2dnVizZg22bNmCWIzT71lDuKiLs0wWKK9kx5KWYtrlw56gVkjilwSsa7MZxKm2jioy8ZyskCtcW2k6oGD4QrBxYbwkiKeSEChzi3KZuG7Epwrx2CGIxDS5/OnrDNtkNO9NTjLTXrOl2gNvPoNmoh+/tL3sMDGCtCcgwm9B+GMFlLgtEj2OYK7w+weodLpYaC9rlOllKuww8Xqn00kmnkkDsgxpL9viqId49CC9nWDiJ9zNGp2N1fYyFXwP9dmUukC04pbLxI3KVqWgWszSeSArK1AUBTftoOPFmxbUNwtTbdQ8iP/gBz/Ali1bcOjQIVx66aX4p3/6J1x44YX43e9+hyuuuAJ33323Zv9EIoGNGzdi27ZtWLlyJTZt2oTVq1dj27Zt2LhxIxIJ42BUbUhpgolbHEOqh7ezG0c9LdzXnw8tgayzY3xNhxseuzOjCZYqxiYMW1P0rm1UEFdr4oPJPPJEXC2n7Ukm2sxK0+nVGkNa/DuO9ar7sfvJxUL+7Iusvzfln64fglKyWKJEbYA2iFNli2rUw1XIHHHbmkRBuMSriTdaexmAgp0pYeVLou5MnGM0k0lx+8NLYYeJH/KX116mgqdQ14jbqJo4Z/iJikpr4hQTBwritocH03hiiJ1v3uoV8YHV5T07GhU1D+Lnnnsufve732HHjh249dZb8cUvfhE/+clPcM8990CSJNxwww1Ip2cfFFu3bsWuXbuwefNm3H333fjSl76Eu+66CzfeeCN27dqFrVu31vqQNZCoi7PMVG7ILeDJ5pXc158KEan0bvurxvzS1eR21yP3cf9GP5wjbMDEeSNI7bi1qeBar84EVJ6JRNk1cY5nuLSTdmnLrbMRxK2k00uDuEmPuKwoOEII22xnPAxAMXGgJIhzauINl0oHCpkdi9dFIzJxoMCwRRNHNoBj+KIopDq9NJXeGxDxGo7/Pw+UaxugFbeRmhsTJs6zPq1E2AYUXNu++jx9b21eG7LM9OcLav5trrrqKmzYsIHZvmHDBrzuda/DxMQE9uwpmPorioLbb78doVAIN954o2b/G264AZFIBHfccQcUE+/gaoJybCs3gARdAp5oWsV9/WnCbtW2qA1A7vzXkw8p9+P3c1Wtpel0t5yDV2Fr3ioT3zfJ1pmA8oILpVAXMunZ/uoq+aYX/46TTlf9qUuRX7iUHADBfW+qzSw+Vajrz6C9pB7XxXVrKwjbjidlUF4V1WTieU4QX2vCxBtNmV6E1euiXr7pKjhBnOdToIcYm4Cg73+fmiR94o8FCkG8zSviOxta7LdXhZogE4tf8fiRwn/wJj2aZMt4Q0isBtkQkU4HgP93cBrPEbXwDp+IfzjJWDhQZ2Gb211IfUlS4cHW39+P48ePY/369QgGtSfb5/Nhw4YNGBwcxIEDxo5FVYMsQ0oTNcsyhW2iIGBnK5+J6yeXSQJsr5oBAIEQcuvfwGwWknG4nvkz+SelQZxntanW2p8k0lQAsLK5nHS6sUKdl04vuybOYeIU8uvYxachKCauaIV5pUy8w4SJ83rxqxnEEWqG3NLObD4rfgSCIiMgs791QvJhWYP1iKuwWmap2xhS9fM5mQBehwQFPRsXOe1l73/tCjxxTSeeu7YLV/SV973zXQZtZpz5EmZM3CUKWNfGlj948wn04KXTv/Eia3YDAJ88K2xpiNR8Q92W0wMDA3jkkUfQ1dWFM88sqLb7+wt1nmXLaHawfPny4n7qf/OQSnGmcNlAdmqSrJPmvP6y37+/ZQnSgothuiPuJs2oQABY2yLBlc8gRWevDZHbcAUij/6e2S499FvEz7uE2R4UZikfb4JZzuVGKpXC9hNskF/VJCGALFKp2RVwJpPR/D8FdygC6rGSHRpEtqsP3skJ8u/Skhu5Mn+DQCAEkbc4KEHyjPPsfYY3AGrJlRkbgSwVHkzN4uzvzquJp7wByKkU9o/Tn93rzVfl+lbhWbAUnhKlMQCsTRxBIE//bgnRi9U+uarHUC14fAFYWV7kJFddj98jSuR1LxG1bsXthZAl7G8PvoLUijWz7zl4hPwsd3s7lvrzgJJHuV9Z7OiBWzcGVRgZRCoRhxil55dnXB7Tc/zpNT78/aPZYsbp7FYJV3QLln4bD5EtBIBYln1md/sFvG+JVLff3MqzUIXPZ2+hVZcgns1m8aEPfQjpdBpf/vKXi0xcVZ83N9NsKRwOa/YzwuDgIPL5MqJfCTzRUVDJ1PF0FiMD7PQxKxAkH55sWonXT2qV0I81r2K8nM/wpTBQ5ufAFcTqzgXwD2v7Td2v7sbwjqeRbtd+M1kBRPghQ+BOMBtLTGP3/qM4lmRFOWsC/GMdGuLX+PyZPKhfO3ZgH0ZbetExeBRU3uPY5BQyZZ6bkC8An0kQzwZCOOgKAjY+oyWdBZUfGDnwKpIz02KycQFA4fxRRi8AcGRyCkoihV2DbgAsK3HHTmCgis+i3qY2dOm2teSSWJ0cJPdPSF74poYxQDws640lEMiFlB4T0ykMl3tvVQHNsTg4Rr0Mxs48H20vPs4QitS+3RhYfUHx3539L5PveTSjlH2vqOjyN0PPqwVZxvCuHRDyObAzGoGx6TTGTT73NAC3rxOwfVxCu0fBJW15RE9MIWrhmJJRESCXQiz+rjeNkUF2hOpcw+hZCBSy0jwSy8OcB3FZlvHRj34U27dvx/vf/368973vrcnn9PayE5rsQs7Soqrm3j74+ui2CzO07Ini5sVX4/U7tUH864vezux7+fJW9C0sf9JS/rKrgZ9vY7Yv3b8DiXMuYLa3PDuOsbTCnWDW0tOLI64OAGwAfOPSFvT1aeuMmUwGQ0ND6OrqgsdDfw+hNUJub0Me/r4++HfSqbXu5StspcZLIbW0A9TI0xLkz7oQfYsX23pf9ySdzuwO+ZGduV7cSRl4oZBdoNLpsj+IhUsLN3H06BQA7crdJwHrli2sbIKZDt7VZwHb/8BsvzC2n9w/5fLivOULGk+dDsDPcQHUo7mjC94y7+FqwB2nZ35T8Ky/FPkTh+HSWZ02Twyjr+Q7BHOEt4MgoOvMs4qDi8qFuGwV8DC7fYEoc+cGtCxYiKCFc9wH4PVlHNNIIAvsNid0CwIiPnpet7lhUw1h5VlYLuY0iCuKgo9//OP45S9/ife85z349re/rXm9qalwMUxO0gxlampKs58R7KYkKOSJFBYAuJpbIJT5/k1eFx5sXYs3nb0FHzn2APKCiK0Lr8TTTSuYfS9ZGISPGF9pGZdcCeXX/wUhqwsET/4J+fd+mBH3dPgljKVz3HS6K9yMZ8dpG9DCsdKXk8fj4f8eXi8Uj7cgZiuBe3IcPp8Pbo4QzxtpA1zlXb5CE7/NT4Vy3mttX0NiSxu53ZuehjTzXr1uBUAhiJNjSJtaip87kGRre0vCLvj91Z2DLS6juxnWx14ltweCAQQD9ZvFbQSxydrCzhUKV+UZUS5EjumQHoogQDzrfCg7Hgd0QVw6fgQ+twuQCveBe4JdmCotHfCFytPwlCK7YAm53Td2ArKXfs3dFIFYw3PcGpQAmAfxz5zThOZgY1yvhs/CMjFnVX5ZlvFP//RPuOOOO/Cud70Lt912G0SdOb5a5+YJ19SauVk9vFqgpgEBIPuwrUJti3ik5Uz81ZpP4H1nfhxPEW1npzW7mKEkthEMI3cBIXBLxOB67lFmu9pmRg29AAD4/GTvZV9IQl+5DmKCQI8kHecL2xSvr+wADvBd24qvSxLya15j/315Q1BKriOPJBRba0i3tubZBcYhQthWjRGkesg9fYUxszrwmHg4ZM38ph6w7B9Qb3W6xRY3uW9ZQXxITZzLZSGUtHlRRi92uiuMkO/ogQKWyYonjpJGL0D5Xg5WYWXS2ZKwhL9e0bjXazUwJ0FclmV87GMfw5133ol3vvOd+P73v1+sg5di+fLl6OnpwVNPPcWYuqRSKWzfvh09PT22awblgjsjt0x1OmC9B9Ku1SoP2UvfRm53P3IPs01VqPOY+ITgxSuTbGCp9Fgphbo4Y71KBnF/+YsogG/4oiJ/2tllqd956X3G8GWmzYycYDaTJUjmZAxN17ZHvAiXG3IvWzpYlqJTvpGmBn4ozvM+cT3yp58LgG/KUxTCyTI5/ERu7y7vAPXweJFpZivfwokB0ugFgGWnw3JhxWP9M+uaTqqJZRRqHsRVBn7nnXfimmuuwQ9+8AMygAOFudbXXXcd4vE4brnlFs1r3/rWtxCNRnHddddVtR5oBJ6CuewJWgCaLLY4bCjD5IWCvHIN8r1LmO3Syy9COK5Vs7Z5C79LTyZKvteOOP27bbA665wDrvWqopB94pWcf4DfK64ib8PgRQN/EIpA/L5xbdq83SdCUGSyJq4uMHiGOlVtLysBz/SFQntz4/baWr426u7YZjWInwOA//uobWbC5Dg9ra2jSkEcQLpNL3+cYeI8slNnJr6y2YV3L2uMNHotUfOa+Ne+9jX89Kc/RSgUwooVK/D1r3+d2Wfjxo0466yzAACbN2/G73//e2zduhU7d+7EunXrsHv3bjzwwANYu3YtNm/eXOtDLoKXTp9PTByCgNwb3gbpzluZl9yP3IvMX28q/rvNJ+L8WD++dPDX5Fs9HaODeKXHSqbTs5mCeQW1kKo0iJsw8Zzd/nAVolgoteiYt/46aveJaM0m4ALLtNV0OpVKB6ozvYxCYSzpA5b27Yo0LhO37NhW7z5xnu1q6T6CiPxpheei0t4NxReAoBvIpFopC5w54nKV0ukAkG7tAg5o28zE6CgEal47zL3TK4VHEuARQRoiAcBn1oXhOslZODAHQfzIkQLbi8fj+MY3vkHus2jRomIQDwaDuPfee/G1r30Nv/3tb/HYY4+hq6sLmzZtwmc+8xnGBKaWoFaYiiBWlCaykgJaGKygxkwgu+EKeH75fQhZ7Urd/fj9yLzrH4CZSWIrksdxw66vk1abis+P++MhQBd42rwiVpVh8lIKruHLxAidTq9AkwAY18TlnkVQCGMLy+8dambS56x/ukSL2gDIM+n0V2NzYPRS+rnENDMeultPAiZe93ni5tkrecmq2QWrIEDuWwZp/27NPioTp+xWAUBur14QTxFMHACkg6/Qf+CrPQsOugVk0myr4+kRF9659ORn4cAcBPHbbrsNt912m62/aW5uxk033YSbbrqpRkdlDVwWWEE6P2yBiZdjtWqIUBNy518K93Yt0xKmJuF6/jHk1l8GYXIc7/nVFxHO0tmHqbf/HXaMskveC7s8FZc3KCYOFOYqV3OWePHvDYK4Ha908r2JLI2gT6f7RW6PuNIUwcvRLL7JcZ2qSU0cKhO3hs5I4wZxBKw6ttVZ2CZKUNwepnOkFPkzztH8W+5bzgbxsSEgMUXWw4Eqp9Nb6SAuHt7Hfq7PD4i1d/ULukRMpNnS02fPaYI4R2XXeuPk86CrIqiaeKUs0Eo6/aIKa8wUsq+nBW6uR+4FppPwffOzCEfpB0H/uW/Gn9ddQ04uq0banxfExfFh2ju9wlqbUTq97FS6+t4WxpF2+ER0cNzaRj3NeNcfxxDNsCd7YVCqmW2kEmnjquv1EOeAYZWLecPEAdO6uFoPL/6bVxc/epC0XFUkFxTCUrdcpNvoBYFA2K6aTTCrFigP/7Wtbrx9cQP8vnMEJ4gbgE7lVtZzaSWdflF3lZk4APm0syD3sMYLrj3Pw//1T0MiVtMAcG/bObj/io9i+zA99KRSURvAT6cLx4+Qg0kqZ+IRensgBHnlmZW9N6FQ19fEO3wSd4LZR3eCnNUOAB84rYYPRkFA3iIbr3c92QjzpSYOGCvkFUlCftVazTYjhTpVE1faOqvKhjNNrdZHvVrMiFSK96/SljY9InDLhc2nDAsHnCBuiFqkcs3S6a1eEadVWGMmIQjIXsq6wgGApPNEVvFUeDned8Y/YSQj4Ikhtk4edAk4ixhgYBuBEPlQFY8eJHev9DeA10eyztxZ64vGGeWCZOLTCSA3W+Nu8/HT6dun6Yffxj4PPrm2wu9tAssKdXedU9FG8PqhiBYeaw3OxOVlpzMzx3m6BXHgAFkTr1p7WfGDROQ7rTlh1lrUpuKdywL4yRta8fbFPlyzxI9fX9Fek0xmI8MJ4gYg0+mBypi42Zi9atSYechefIXllfQr/h5ctfafkZR8OJ7M49kRtnZ3fqenOupPjuGLdJQ2/ak4iAPIrr9M+56CgOwV11b8vrxMTelc8Q4/nU7PCBKiLvbhd05THt+7KFRzm1Me0ytF1u0tqPAbFYJg2r2gSK6KzIKqBaNsgD6VDgAIhMjALB7eXzRH0rx/FZXpxePqtCb6nKt0OgBctcSP2y9rw4/e0IrX9ZxaARxwgrghSGFbxel04wdx1VrLKIQjyL2GnWCmx3FPBG896zMY8xS+65+OpchJatUU4FEpdX0tuYgqBPHMX30I2de+uZBCb2lH+u9vhLz8jIrfl+vnXpJS7/AKeO0kq+gddjcxosnTmiV844w0fHPg+2xF3CY3AoM1gakZUL1FbSoM2szyZ5xLbqd+I/HQK2TZqZrtZcXj6lpobcc5YuIO6jiKtOGRSdPmCRUGELMgXo0asxFyl74N7if/xH097vLjbWv/GYf9s0H1IMd4pJppK564jdy3GvU2rx/p6/8FaaBgKlOt7AfPejU+CVWq1nbiVSwmJoQ9H9amSxcEJPzs0jDyYxz73ypDXrAEiiCQ43dVuPx+0OqIxoHZPVpvtzYVPCauuN3IcxaUct8yYMfjmm2830upYnuZCqtBvNZGLw5m4TBxDvhGL5XWxPmnvGo1ZgPkV6+DzLkRFcmFf9nwz3gxvMT0fdwi8JqO6jFxe0G8yrXhKpYvFM6widKsgmf7g+Q+P++cVcY3ewTcdUUbegO1b9MpwuuDYvaQbgBBmBlM79FG+Q6c48ivWMP1drcqPgQAuYrtZcXPt+ihMFc1cQdOEOeDZ7law3T6+Z2e2vv8CgLXTz19/b/g0OKzLb3NOW0e+C0MILAKnkKdQtWDeBVh6p+ez8H11EPM61OSD/e0F1KoXgn42RvbcHpLbRd0FEzFbRacxuqOec7EyXr4DOyY8ijVFrbBehCvtA3UgXU4QZwD7gSzCgOISxTg59Q3a1oPL0H28nciv3hV8d+KKCL9tx9H7qI3FieZmaHax0r5p3PR0EGcl04vBHFpzw6Ik+PM63e3n49pyQsBwH9e0lo173y7MGN6jdCaZQbTRV6DfAee9apREFe6FkBxm997iscLhRhYUimUULOlRbRS4+EnDmbh1MQ5EIhZzkDl6nSgwManCeeUOWuNcHsw/fn/gOuJByHEJ5E/4zzIS08DMDvJzAzV7mW3lU5v4FW+WRB3baf9yX/WVUilf/3CZly1pH5s15TpNUgANILZ9aHUewzpDJRutnSh+AKQOfPdAQCSC/KCJZAO0b4Oxfdp765qmagIQYDc3QfpwF7jz2/ge/Rkg8PEORAStUmnA3SveKHGPIfpU48XuddvRHbj+4oBHIAlJi4AuLCzug9Cq+l0xe2u/yxoI3h8ZBufEI8B6Wm4nmfnuB/3RPBQ5Ex8+qww/uH0+mYZzBTqJwcTb4ySQO78SxmRZuaq6wCTNlBLXQQ1SKUX37ubNY1i4NTE5wwOE+eAbC9DdeqxXQEJB3SK73VtbgRc9V9TtfvMhVSnt7gQ8Vb5WAMhckqTHo1cDwdQ6HkPNTGTnYREDK7nt5MWlU8uey3uuLwDVy6qf3ApTMvyk8cJoGECoCFMa+KNsQhUWtqR/OL34fnfH0GITSC3/jLkXvtm07+zYspTi/ay4nsTGQQ9TNv8HFQNThDnoUbqdAC4arEfTwxpzVP+sc4MTIWVdHqt2uCU1g4Ig4eNd2r0II6ZlLp+PGM8BtcTdCr9ze99O+QGCOAAAFGEvHAZpFdfIl8+OZh443wHpXsh0h/+vK2/sWLKUwtRW/G9LTBxR50+d6g/9WtQ8Jh4NYLI9acH8Ym1IUQ8AsJuAZ9ZF8a7GmR4vZUgXisBnmyhLt7wTBwAgmxdXBw6CmnX08x2uWdRYeRkA8GQ6TWIstsIpn3iDRTEy4GVNrN6M3FHnT53cJg4B5Q6XfH5K/bWBgoK9S+9phlfek0zFEWpmc1qOWi1kCavlQDPikJ9PgRxStwmToyS+2Y3XF4bAVIFyPctB68qqzTwBDMVpmZADZJOLxtNEcjNrWSXg4paMnFr6XSHic8VHCbOAaVOr4YynfmcBnuAmzHxJWEJvcHaGJBYCuLzoNZmdaQnAOQuelMNj6Q8GKZr5wOLNWXijb8QMYOZuK2WTBxev6kQ1VGnzx2cIM5BLcaQzgcE3SK3jx2obRuclXT6vKmJW0B+5ZqaDKmoFEZtZvMhAJpma+Y7E4dxyUPxByue8WD6+WZ18XmQsTlZ4ARxHqgWs3kQQKoBozazWhrSWOkVnxfpdKImTiG74fIaH0mZCIYht3XRr80DJj5fvNMrgRETlztq1CNeAiN7XsXjq0rZ0YE1OEGcA7ImXgVl+nyAUUq9mpPL9LDSKz4vgrgFJq5IEnIXXFr7gykTPKY3L0RhvgAUoyA2H76DCQyzJTWshxc/34CJO/XwuYUTxDkg0+k1qIk3InhMvMMnYnlT7VbYJw0TtxDE82ddCPDGljYAuExvPgRAUTQ0G1EaZRRpBZB7F0PhzHWXazC9jPkMI3GbUw+fUzhBnEI+R5qOzIcAUg3wgvhFXZ7aCvH8AXNlcTXGkNYYVtLpDZtKnwEviCtN1ffjrgUM71XPSVCvdXsg9ywiX5oLnYXcY8TEG/8ePZngBHEKNZpgNl/AS6fPhbe73GKiep0PCykTJq74Asivu2iODqY85M7ZAFk3QEPuWmhrilY9YXSdnAxMHOAvtGqqTJ+B0t4NRaK7VJx0+tzCCeIEuEYvp0gQ7+RYr87FlDWzlPp8COJm6fTc+a9vfIW0x4vUP30J+YVLoUgu5JeswvQNNzdcTzsXRtfJfCgJWABXtzAHNXFILiidvfRrDhOfUzgSQgLc4SfzIIBUA29a6MOXnotptq1sdmFta+0HtJwSQbzBU+kq5FVnYfor/1P4x3wJ3jMwZOIngTodAHLnvhaeu/4LgjI7EVHu7IW8YPGcfL7c1Qfx+ACz3WHicwuHiRPgzRI/VdTpa1rd+OTa2e/a7hPxzYsikMTaP8hNFerzIIjD5eY6m8mRduRXnz3HB1QBBGHeBXDAxBSo0bMgFqH0Lkbmmg8UBW5KsAnpv90MiLUxY9KDJ25zauJzC4eJE+BPMDs10ukA8MXXNONvVgZwLCHj3A43wu65We+ZM/H58YBQQk3kJLDcRW+cs4fsqQzjmvhJIGybQfaa9yN30RshTE4U2r6aInP22dw2M5/DxOcSThCnQFiuApgfLLCKWNHsxoo57oJS2vhMXJGkeTGAAwCUYDMwOsRsny+p9HkPw5r4ycHEVShdCw3NV2oFnkLdYeJzCyedToCfTj91mHi9YKhOD4TmTWqXSjXmFywx9bx2UB0YaifcJ1cQrxfkBUtIhbpchwXFqQwniBPgptOdIF5zGA1BmQ+iNhW5S97KuIZl3v2P82YRMt/Bu1YUj7dgBuOgcoQjyF2kzSzJza3In72+Tgd0asJJpxOg1OmKyw24a99idcrDF4ASCHEc8+ZPEM+veQ1Sn7wZ7j/9L5BJI3vZ1cifs6Heh3XKgKudOElEbY2C9Ps/CbmzF9LeHVBa2pF5z4ec5+Qco2GD+PPPP4+bb74ZTz/9NLLZLFavXo2PfOQjePe73137D+f5pjssak4gt3ZCooL4PKu15c++EPmzL6z3YZya4DHxk0jU1hDweJG9+u+Qvfrv6n0kpywaMog/+uijuPbaa+HxePDOd74TTU1NuOeee3D99dfjyJEj+NSnPlXTzyfT6aeQMr3eUNo6gaMH2BfmERN3UF9wszYOE3dwkqHhgngul8PHP/5xCIKA++67D2efXeip/cxnPoMrrrgCN998M6655hosX147gZBAqNPnUyp3vkPhiNuc38CBVXBr4ieJW5sDByoaTuHxl7/8BQcPHsS73vWuYgAHgHA4jH/+539GLpfDnXfeWdNjoMeQOkx8rsAzfHGCuAOr4DNxJ4g7OLnQcEH8scceAwBcdtllzGvqtscff7ymx0CKqpwgPmdQ2mjDFyeIO7AMjvWnw8QdnGxouHR6f38/AJDp8kgkgra2tuI+RkilUuUdgKIgIMvQS9hyHl/573mKIpPJaP7fKtzBZlCP2qzbe8r9BuWeQwdAwOuHmNa65uVd7lPuGqoGnOuwMtg5fz6fvYVmwwXxWKwweKOpiR4iEQ6HMTg4aPo+g4ODyOfzZR3DwA3fBuQ8pFQSUmoarlQCOV8QmQHW7N+BOYaGWOcyI7hlCZRR3BAkxE7R38DuOXQABJvb4B8+qtk26fHj2Cl6DVUDznVYGczOnyRJWLaMnk7HQ8MF8Wqht5czJs8GMpkMhoaG0NLVBY/H6X20C/X8ddk+f33IrDkfnt3PFLfkWzrQ/NrL0XyKqYvLP4cO8q/fCPzq+8V/K5ILnsvejr4+jue3Ay6c67Ay1PL8NVwQVxm4ysj1mJqa4rL0UthNSRjB4/FU9f1ONZRz/jIf/1fgV/8Fad9OyL2Lkbn2g/A1zbGRewPBuQbLwMb3Iu31QnziQSQhAm97H1yrz268h948gnMdVoZanL+Gu57VWnh/fz/WrVuneS0ajWJsbAzr1zu2fic9vH5k/vZj9T4KB/MZgoDs5e9E6nVvxcDAAPr6+uDMj3NwsqHh1OkXX3wxAOChhx5iXlO3qfs4cODAgQMHpzIaLoi//vWvx5IlS3DXXXdh586dxe1TU1P4+te/DpfLhfe97311PEIHDhw4cOCgMdBw6XSXy4Xvfve7uPbaa/HWt74V1157LcLhMO655x4cPnwYn//857FixYp6H6YDBw4cOHBQdzRcEAeASy65BH/4wx9w88034+677y4OQPnc5z6H97znPfU+PAcOHDhw4KAh0JBBHADOO+883HXXXfU+DEjE0HsH1uGcv8rhnMPK4ZzDyuGcw8pQq/MnRKNRpSbv7MCBAwcOHDioKRpO2ObAgQMHDhw4sAYniDtw4MCBAwfzFE4Qd+DAgQMHDuYpnCDuwIEDBw4czFM4QdyBAwcOHDiYp3CCuAMHDhw4cDBP4QRxBw4cOHDgYJ7CCeIOHDhw4MDBPIUTxAk8//zzePe7343Fixejt7cXl112GX71q1/V+7AaCr/4xS/wiU98Apdeeik6OzsRiURw5513cvePxWLYsmUL1qxZg87OTqxZswZbtmzhzo0/2TE4OIht27bhHe94B9asWYOOjg6sWrUK1113HZ599lnyb5xzqEU0GsWNN96Iyy+/HKtWrUJnZydOP/10vP3tb8dvfvMbKArrY+WcQ2Ns3boVkUgEkUgEzzzzDLmPcw61WLt2bfGc6f/3yU9+ktm/2ufPcWzT4dFHH8W1114Lj8eDd77znWhqaioOX/nCF76AT33qU/U+xIbA2rVrMTAwgLa2NgQCAQwMDOB73/se/uZv/obZN5FI4C1veQt27dqFN7zhDTj77LOxe/duPPjgg1i7di3+8Ic/IBgM1uFb1A9f+tKX8J3vfAdLly7FxRdfjI6ODvT39+O+++6Doij47//+b7zjHf9/e/cWElX3xnH8Ox6yC03DSLzRVAilg1ZWomkHspNlvo2IReZljqmRWGPhjQmJlppZiIGgqUkSXYRFKUiIKUZeeMAysIjEFAtHPGB5+l/EzOs0e9R4/2aTzwe8mL2WuPjBzONea+01/xj6S4am3r9/T3BwMP7+/nh6erJ69WoGBgZ49uwZAwMDxMbGkp+fb+gvGc6tq6uLkJAQbGxsGB0dpba2lu3btxv1kQxNbdq0iaGhITQajUnbli1bOHTokOH1YuT3x56dvhQmJydJSkpCpVLx5MkTfH19AdBqtRw4cIDMzEwiIiLw8vJa4pEuvYKCAjw9PXFzcyMvL4/09HSzffPz82lvb+f8+fNG/a5du0Z2djb5+flcuXLldwz7j7F161aePn1KYGCg0fXGxkaOHz9OcnIyR44cwc7ODpAMlbi7u/Px40dsbIw/xoaHhwkNDaW0tJS4uDh8fHwAyXAuU1NTaDQaNm7ciJeXF1VVVYr9JENljo6OXL58ed5+i5GfTKfPUl9fz4cPH4iMjDQUcAAHBwcuXrzI5OTknFPGy8mePXtwc3Obt9/MzAxlZWXY29tz6dIlo7bk5GScnJwoLy9XnPr8m4WHh5sUcIDAwECCg4MZHByks7MTkAzNsba2Ning8OP9um/fPuDH3TpIhvO5efMmHR0d3L592+wXdUiG/81i5SdFfJaGhgYAwwfAbPprL1++/K1jsnTd3d18/vyZnTt3mkwTrVy5ksDAQHp7ew0ftgJsbW2Bf7/1SDL8NePj49TX16NSqfD29gYkw7l0dnaSlZVFSkqKYdZCiWRo3vfv37l//z45OTkUFxfT3t5u0mex8pPp9Fm6u7sBFKfLnZyccHZ2NvQRC6PPy9PTU7Fdn3V3d7csUwCfPn3ixYsXuLi4sGHDBkAynI9Op6OwsJDp6Wm+fPlCbW0tPT09aLVao2xAMvzZ5OQk8fHxrF+/XnET1mySoXn9/f3Ex8cbXdu/fz9FRUU4OzsDi5efFPFZ9LsDV61apdju4OBAb2/v7xySxdNn6ujoqNju4OBg1G85m5iY4OzZs3z79o309HTDnbhkOLehoSGysrIMr21tbcnIyCAhIcFwTTJUlpOTY9hYpZ8BMkcyVHb69GmCgoLw8fFhxYoVdHV1kZWVRW1tLSdPnuT58+eoVKpFy0+KuBB/gOnpac6dO0djYyOxsbFER0cv9ZAshru7OzqdjqmpKXp6enj06BEZGRk0NzdTUlKiuG4uoL29nRs3bpCYmIifn99SD8diabVao9f+/v48ePCAsLAwmpqaqKmp4eDBg4v292VNfBb9Hbi5/4SGh4fN3qULZfq8hoaGFNuHh4eN+i1HMzMzJCUlUVVVRVRUFHl5eUbtkuHCWFtb4+7uzoULF0hLS6O6uprS0lJAMlSi0Wjw8PAgNTV1Qf0lw4WzsrLi1KlTADQ3NwOLl58U8Vl+Xj+bTafT8fXr12W31vNf6fMyt1ljrn0Iy8H09DQJCQmUl5cTGRlJYWEhVlbGb0vJ8Nft3bsX+HezqmRoqqOjg3fv3uHi4mJ0QEllZSUAoaGhODk5UV1dDUiGv0q/Fj42NgYsXn4yzzRLUFAQubm51NXVoVarjdrq6uoMfcTCeXl54erqSnNzM6Ojo0a7MsfHx2lsbMTV1dXsZo+/2fT0NImJiVRUVHDixAmKiooUH++RDH9dX18fgGEqXTI0FRMTo3i9sbGR7u5uDh8+zJo1awyPkkqGv6alpQVg0fOTO/FZdu/ezbp163j48CFtbW2G68PDw1y/fh0bGxvDFIlYGJVKRUxMDCMjI2RnZxu15ebmotPpiImJQaVSLdEIl4b+DryiooKIiAju3r1r9vlcyVBZW1ub4tTk4OAgV69eBX7sEAbJUElBQYHiz44dO4Afzy4XFBSwefNmQDJU8vbtW3Q6ncn1pqYm7ty5g52dHceOHQMWLz85dvUn9fX1qNVq7OzsUKvVODg4GI5dTUtLIyUlZamH+Ee4d+8eTU1NwI/nTFtbWwkICMDDwwOAsLAwjh49CpgeNejn50dHRwe1tbXL9qjGzMxMsrKysLe3Jy4uTrGAh4WFGT5AJUNTqamplJWVsWvXLtzc3AzH/9bU1DAyMkJ4eDglJSWG5QnJcGE0Gg2VlZULOnZ1uWeYmZnJrVu3CAkJwc3NDTs7O968eUNdXR1WVlbk5eVx5swZQ//FyE+KuIKWlhYyMzN59eoVExMTeHt7o9FoiIqKWuqh/TH0b3RztFqt0TGE+seAHj9+TH9/Py4uLoSHh6PVas0+cvE3my8/wOQsesnQWFNTE2VlZbx+/Zq+vj7GxsZYvXo1vr6+REdHo1arTe5qJMP5zVXEQTKcraGhgeLiYlpbWxkYGGB8fJy1a9cSEBBAfHw827ZtM/md/3d+UsSFEEIICyVr4kIIIYSFkiIuhBBCWCgp4kIIIYSFkiIuhBBCWCgp4kIIIYSFkiIuhBBCWCgp4kIIIYSFkiIuhBBCWCgp4kIIIYSFkiIuhBBCWCgp4kIIIYSFkiIuhBBCWKj/ASncqYUsmlYPAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.style.use('fivethirtyeight')\n", + "\n", + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y1 = np.random.randint(0, 100,50)\n", + "y2 = np.random.randint(0, 100,50)\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y1)\n", + "ax.plot(x,y2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ad0d6cad", + "metadata": {}, + "outputs": [], + "source": [ + "plt.style.use('classic')\n", + "\n", + "np.random.seed(613)\n", + "x1 = np.arange(50)\n", + "y1 = np.random.randint(0, 75,50)\n", + "x2 = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y2 = np.array([110, 180, 240, 99, 220])" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "7eea93eb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1, ax2) = plt.subplots(ncols=2, nrows=1, figsize=(7, 3))\n", + "ax1.scatter(x1,y1)\n", + "ax2.bar(x2,y2)" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "fbec97db", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(ncols=2, nrows=1, figsize=(7, 3))\n", + "ax[0].scatter(x1,y1)\n", + "ax[1].bar(x2,y2)" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "576dc0c9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'], ['ax2', 'ax3']], figsize=(7, 4))\n", + "someaxes[\"ax1\"].scatter(x1,y1)\n", + "someaxes[\"ax2\"].bar(x2,y2)\n", + "someaxes[\"ax3\"].plot(x1,y1)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "id": "389eed8d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Label 2: 2 Fast 2 Furious')" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'], ['ax2', 'ax3']], figsize=(7, 4)) \n", + "someaxes[\"ax1\"].scatter(x1,y1)\n", + "someaxes[\"ax2\"].bar(x2,y2)\n", + "someaxes[\"ax3\"].plot(x1,y1)\n", + "someaxes[\"ax1\"].set_xlabel('A Big Label',fontsize=12)\n", + "someaxes[\"ax2\"].set_xlabel('Another Label',fontsize=12)\n", + "someaxes[\"ax3\"].set_xlabel('Label 2: 2 Fast 2 Furious',fontsize=12 )\n" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "cd3e16f5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Label 2: 2 Fast 2 Furious')" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'], ['ax2', 'ax3']], figsize=(7, 4))\n", + "someaxes[\"ax1\"].scatter(x1,y1)\n", + "someaxes[\"ax2\"].bar(x2,y2)\n", + "someaxes[\"ax3\"].plot(x1,y1)\n", + "someaxes[\"ax1\"].set_xlabel('A Big Label', fontsize=18)\n", + "someaxes[\"ax2\"].set_xlabel('Another Label', fontsize=18)\n", + "someaxes[\"ax3\"].set_xlabel('Label 2: 2 Fast 2 Furious', fontsize=18)" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "b38fc1aa", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'], ['ax2', 'ax3']], figsize=(7, 4))\n", + "someaxes[\"ax1\"].scatter(x1,y1)\n", + "someaxes[\"ax2\"].bar(x2,y2)\n", + "someaxes[\"ax3\"].plot(x1,y1)\n", + "someaxes[\"ax1\"].set_xlabel('A Big Label', fontsize=18)\n", + "someaxes[\"ax2\"].set_xlabel('Another Label', fontsize=18)\n", + "someaxes[\"ax3\"].set_xlabel('Label 2: 2 Fast 2 Furious', fontsize=18)\n", + "\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "a72e24a5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Label 2: 2 Fast 2 Furious')" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'], ['ax2', 'ax3']], figsize=(7, 4), layout = \"constrained\")\n", + "someaxes[\"ax1\"].scatter(x1,y1)\n", + "someaxes[\"ax2\"].bar(x2,y2)\n", + "someaxes[\"ax3\"].plot(x1,y1)\n", + "someaxes[\"ax1\"].set_xlabel('A Big Label', fontsize=18)\n", + "someaxes[\"ax2\"].set_xlabel('Another Label', fontsize=18)\n", + "someaxes[\"ax3\"].set_xlabel('Label 2: 2 Fast 2 Furious', fontsize=18)" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "9c59b108", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y1 = np.array([110, 180, 240, 99, 220])\n", + "y2 = np.array([170, 100, 90, 120, 50])\n", + "\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "\n", + "ax.bar(x, y1,\n", + "color = \"indigo\")\n", + "ax.plot(x, y2,\n", + "color = \"red\")" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "id": "2fbca25f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "y2_sd = np.std(y2)\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2, color = \"red\")" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "id": "2f2bc6c2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "y2_sd = np.std(y2)\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2, color = \"red\")\n", + "ax.errorbar(x, y2, yerr = y2_sd, fmt = \"\")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "33cb87ba", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y1 = np.array([110, 180, 240, 99, 220])\n", + "y2 = np.array([170, 100, 90, 120, 50])\n", + "\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "\n", + "ax.bar(x, y1,\n", + "color = \"indigo\")\n", + "ax.plot(x, y2,\n", + "color = \"red\")\n", + "\n", + "y2_sd = np.std(y2)\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2, color = \"red\")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "c306a43c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y1 = np.array([110, 180, 240, 99, 220])\n", + "y2 = np.array([170, 100, 90, 120, 50])\n", + "\n", + "y2_sd = np.std(y2)\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2, color = \"red\")\n", + "\n", + "ax.errorbar(x, y2, yerr = y2_sd, fmt = \"none\")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "e2775239", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y1 = np.array([110, 180, 240, 99, 220])\n", + "y2 = np.array([170, 100, 90, 120, 50])\n", + "\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2, color = \"red\")\n", + "ax.errorbar(x, y2, yerr = y2_sd, fmt = \"none\", ecolor= \"indigo\", elinewidth= 4, capsize = 6, capthick= 4 )" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "311eb45b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y1 = np.array([110, 180, 240, 99, 220])\n", + "y2 = np.array([170, 100, 90, 120, 50])\n", + "\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2, color = \"red\")\n", + "ax.errorbar(x, y2, yerr = y2_sd, fmt = \"none\", ecolor = \"indigo\", elinewidth = 4, capsize = 6, capthick = 4, errorevery= 2 )" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/02_activities/assignments/participation/29.1.26_.ipynb b/02_activities/assignments/participation/29.1.26_.ipynb new file mode 100644 index 000000000..b00a66f00 --- /dev/null +++ b/02_activities/assignments/participation/29.1.26_.ipynb @@ -0,0 +1,4512 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 78, + "id": "aabf0125", + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "id": "bd6aae59", + "metadata": {}, + "outputs": [], + "source": [ + "from PIL import Image \n", + "import requests \n", + "from io import BytesIO " + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "74e9fc4c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "url = \"https://upload.wikimedia.org/wikipedia/en/c/cb/Monkey_D_Luffy.png\"\n", + "headers = {\n", + " \"User-Agent\": \"Mozilla/5.0\",\n", + " \"Accept\": \"image/*,*/*;q=0.8\",\n", + " \"Referer\": \"\"\n", + "}\n", + "\n", + "response = requests.get(url, headers=headers)\n", + "image_file = BytesIO(response.content)\n", + "image = Image.open(image_file)\n", + "image\n" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "7fdeb94b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y1 = np.array([110, 180, 240, 99, 220])\n", + "y2 = np.array([170, 100, 90, 120, 50])\n", + "\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2, color = \"red\")\n", + "ax_image = fig.add_axes([0.1, 0.11, 0.15, 0.35])" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "b7fbc2d4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-0.5, 219.5, 425.5, -0.5)" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y1 = np.array([110, 180, 240, 99, 220])\n", + "y2 = np.array([170, 100, 90, 120, 50])\n", + "\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2, color = \"red\")\n", + "ax_image = fig.add_axes([0.1, 0.11, 0.15, 0.35])\n", + "\n", + "ax_image.imshow(image)\n", + "ax_image.axis('off')" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "id": "f3221dea", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " total_bill tip sex smoker day time size\n", + "0 16.99 1.01 Female No Sun Dinner 2\n", + "1 10.34 1.66 Male No Sun Dinner 3\n", + "2 21.01 3.50 Male No Sun Dinner 3\n", + "3 23.68 3.31 Male No Sun Dinner 2\n", + "4 24.59 3.61 Female No Sun Dinner 4\n", + ".. ... ... ... ... ... ... ...\n", + "239 29.03 5.92 Male No Sat Dinner 3\n", + "240 27.18 2.00 Female Yes Sat Dinner 2\n", + "241 22.67 2.00 Male Yes Sat Dinner 2\n", + "242 17.82 1.75 Male No Sat Dinner 2\n", + "243 18.78 3.00 Female No Thur Dinner 2\n", + "\n", + "[244 rows x 7 columns]\n" + ] + } + ], + "source": [ + "tips = sns.load_dataset(\"tips\")\n", + "print(tips)" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "6b134d2b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.set_style('ticks')\n", + "sns.lineplot(data=tips, x='total_bill', y='tip') " + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "88278f15", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0.5, 1.0, 'Tips vs. Total Bill'),\n", + " Text(0.5, 0, 'Total Bill ($)'),\n", + " Text(0, 0.5, 'Tip Amount ($)')]" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tipgraph = sns.lineplot(data=tips, x='total_bill', y='tip')\n", + "tipgraph.set(title='Tips vs. Total Bill', xlabel='Total Bill ($)', ylabel='Tip Amount ($)')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "id": "477749ce", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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NGkhTSevZnGlq3XYRrY4+h4c+Rzm/TJ/DQ0e5ZxFDhhFBEEQ7hNSMQoP6Kb7QBC8M/OUXdcmUbq8wtk57iIQh2AXMnD9Gcd/M+WMg2IVWblHbgbIaCYIg2hmU7B4a1E/xh03wiiVJ5CLiBE/DUTgdAP81jAoN0u1nyWPU1uH1HMoWlQAuF9at9H4+FdPzKUqo5wiCINoRpGYUGtRPrQOv51B213jABdkEjwxQHwbkA7OHMAOp0Qp0ajGIOssMo3MmwOEE0ikoqC3D8ekovXIwZi8qgbmmGboOGRBqmuk3EyXUewRBEO2IYMnus++b2MotSk6on1oJuwBu5XaUzizyTPDydRAarTTBk9Mti73kdJaF0jldQJXJdzvR5uA//AmotyA7Sws0WqEpHaQ8RoiQoacOQRBEOyKUZPfsAn0rtyr5oH5qJY7XA6ebwL+2BzBwngleJz1w14REty410GmYbLe3OMNZIxlG7QGbABht7AUAFHYaNeRnJQiCaEdQsntoUD+1EkdqPf832piimtEGmO2Ja1MqIjeCSJmufSAXWSDDKGrIMCIIgmhHkJpRaFA/tRJHapS3k2EUHvI8I1Kmax/YZM8hqvsVNRRKRxAE0Y5wqxnBJVNbIzUjb3g9h7IFExRUn0gUIGY4nMAvfoqRkmEUHnKPESnTtQ/sTul78hhFDT3ZCYIg2hkcn47Sm0di9kIvNaNj9TTZl8H92iAVBeiQAcHioH6KFSfqfSd2InYnCxOiFXCG0wWoAKhUyvuVlOkEJ6CmwKA2i8ul4DGi+x0t9HQnCIJoh/CVJuD5HZ5k94x04OELEt2s5EJw+YoCzB8L5GYkumVtA+/8IiXMdiCbDCMAwK8NwFNbWe2iLC2QywN/GuXZr6RMV0nKdG0ah8KiAi0kRA0ZRgRBEO2RvAypmpHFwSZTaX5WpNsz3v0kX6ElIsdffpGI2Q6QyAWj0comwrXN7FUv6xdSpmt/KHlbKZQuapLS51ZfX497770XY8eORXFxMf72t7+hsrIy0c0iCIJoG1gcbHLljcMJNFmVP094aCeGkcVkg90moL7SBLtNgMVki+0JhAD5RSKUZ+ShQfbbzNL6fobyjNoXSs8iMoyiJikNo3nz5sFsNuPzzz/H119/DbVajQceeCDRzSIIgmgbVJqA1/b4bq9TrtvTbnG5fLdZHa3fjlbGZnGg/IktmNvpafer/ImtsFlieO0nGwBrkPwIMow8NIZiGHnlGWnV/vO3iLaBkmFEOUZRk3ShdPv27cMPP/yALVu2wGBgP/JHHnkEVVVVCW4ZQRBEG0HwM2GqbQZ65bRqU1KOEDxGFpMNao3arWQn2AXweq4VGhc9FpMN5U9sweolG93bTPUWrF7yLQCg9N7xsbkWeX5RoQFQq4DTXl4OMow8NMgWLbIVDKPx3YFBBcxAys2gsNi2jvxZpAKQToZRtCSdYfTjjz+iX79+ePfdd7F69Wo0Nzdj0qRJWLBggeLnbTYbbDaPi99oJO1+giCIgAgKnhDAN7yuvaPUTXIvhwzR2yKVQk8diW+1Ro11K3Yq7lu3Ygdm3zcxNieS5xf1z/OtvUOGkYdQPEbdstiLaB+kqdj9tgse76A/1UIiZJLuKd3Q0ICffvoJQ4cOxdq1a2GxWHDvvfdiwYIFeOmll3w+/9JLL+H5559PQEsJgiBSlEAeoxiQyh4TCUqhdAE8Rq3mbYkjpnoLTPXKIZWmegvMDRZkF+ijP9F15zGv0ZEa9m9RB9/Jf3PbD1sMmVAMI6J90SUTWDwp0a1ocySdYcRx7I/GfffdB61WC4PBgNtvvx2zZ8+GyWSCXi99IN9yyy248cYb3e+NRiOmTJnSqm0mCIJIKZzx8xilusckKAFyjFrN2xJH9Dk89Dm8onGkz+Ghi5VKXKYWOL8ze4kckIXMk8fIg9wwIrU+gogLSReM2K9fPzidTtjtngei08lWN10Kq3ccx8FgMEheBEEQRACUQumWXAD86fyoDmsx2bBm6SasXrLRPbEWPSZrlm6OvbJZvAkzlC4Ub0uyI9gFzJw/RnHfzPljINjjqMqn00jfk2HEcLnIY0QQrUTSGUYTJkxA9+7dsXjxYphMJtTW1uKZZ57B9OnTyeghCIKIBXKPUY9sIF8HqKP7kxDMY6JuC8UHA4TSid4Wf/ti5m2JI7yeQ9mCCZjzwCT3tehzeMx5cDLKFpXENxSQDCNlmh2+CnNK4gsEQURN0sU1aDQa/O///i+WLVuGiy++GFarFdOmTcN9992X6KYRBEG0DcQco0IDLJf2h3pwAUyVpqjzgVotP6W1CFOum3lbiiU5RiKit0WTAnVGuMM1KJ1ZhNmLSmCuaYauQwYEpyv+oZBjurJcI53G8yJ8vUUAC0VUwukC6ppZcdezTcy4/P3A+LaPINoQSWcYAUCnTp3wzDPPJLoZBEEQbRPBBRQaYJs/FuVPb8O66atikg/UavkprYVSKF0AjxGv51B293jABaxbmcI5Vqcbwf/nCGDgkJ2lBbpkQnPTyPift4OOvQgp8hDMjHT/hTyP1QFPbfW8T1MBlxaRjDNBhEiKPKUJgiCImCE4Ybm0P8qf3obVj8ROQa2teEzc9M5hr2P1nm1B5Lq5r45JvS35OgiCMyqjqNVV/kQRDqONvewC8PlRoEAPjCiM7tg/1zIvRr888giFSjj5RZ0zpe+dLqDK5LudSH0OVQM/VTMjWaNmtcCGdkx0q1KeiJ/UdrsdDQ0NyM3NhVqdQn/oCIIg2jtpKqgHF2Dd9FWKuyNVUOP1HMrumZD6HhORbB4Y3UVqGAUr8FpvAf/pUY+3ZUQhNJcVRdyEhKj81cjUCavMwNpDzCiK1jD68hfgh3OsGGXXLOCivqyPCf+EYxjpNCz/qMHrO2eNZBi1RY7UAJ8e9bw/vzMZRjEg7KeqyWTCkiVL8Mknn8Bms4HneVx++eVYuHChW2qbIAiCSGLUaTBVN8clH4jbc9Y3P6XRmnpGkch5hWwCz6kBrTq4l0MUthC9LVFMVBJWF8mfbPuZpuiO63QxjxHAwhRPNQIOPzW1CA8NYUp1d86UGUZNADr7/TiRosgFOTQULhkLwv5L9fDDD+PEiRN44YUX0LlzZ/z6669YuXIlli9fjsWLF8ejjQRBEEQssdihz8+ITz5QvQX86n0ej0mjFZpZg4BOKaoqmpfBXqEiV/zbfYYlwxttwLyxYZ06IXWRnC7/hlGViXnMIg2HrDACJpnSXP+8yI7VnhjVGeiQwTxHjVagV07gzxcaWJiVyFljXJtHJAi5dH5bUP1MAsI2jL7++mt88skn6NChAwCgT58+GDhwIH7/+9+TYUQQBJEKWAUIB6owc16xJMdIJKp8IHEVU/SY9MqRFvFs68gNo5pmT2hagyWswpwJUflrsPgvAOwC8xoFm5j740iN9H1ehq/YQoOF5SCJr76Ui4SeOewVKl1kYXNno/T0EcmJPKw3lfI3k5iwDSOtVuuTU6TX65GREcaKGkEQBJE4BBf4/xxB2Z3jAMjygeYVR5e/Il/F7JbVvv5g+zMqAOBgNTCuW8iHSojKnzy/SE40htFhmWGk5C166BvphO/uCUCf3MjO117pLPPOnjMxif4o65QRSQaF0sWFsP/y/eUvf8H8+fOxePFi9OzZE+fOncNTTz2FSy65BGfOnHF/rksXSqYkCIJISsZ1AwbmgzPbUXrTCGk+0E810eUDnVfIPAF2J5vgRjqJTgacLk/NJ5WKCQYEm1wGsItwoCoswyghKn815sD7I80zcnnlF4kUdfD9nE4jNYyoyGv4KCnTVZIyXZuDPEZxIey/fo8++igA4A9/+ANUKhVcXgXwXnvtNbhcLqhUKhw8eDB2rSQIgiBih4FjLwD8yQbgoW88+UBmO7Did6z+SSQMzGevtsB3Z4HX9njedzYAD0wJ/B0hgJjAwSo2SQ2xbxNSF8lffpHI6cbIjlthBJps0m39/RhG3h4yMozCh5Tp2gdkGMWFsJ+qX375ZTzaQRAEQSSCLK0nH0jEbHcbToQXFUbgeD3QPcu/5yiQx8hkB07UA71DDw3jPvk55nWRAiI3jDI5qUFzOkKP0RGZtyiHZ4ICcuT5RGQYRUahgZTp2jokvhAXwn6ydu3aNR7tIAiCIBJBJsdCxLwn9A0WMowAFv4leQ/gic3Asun+a8kEyjECgP1VYRlGONME/uvjHpW/yT2gmdwr9O+Hy+SeLKenppkZSfk64KPDnv1GG1NGC1RLRwl5GF3/PBaeKMePYSQWuW1usiIjUxv/IrfJgjiewvXgds4EfvLK6SJlurYH5RjFhZANo/PPPx/fffcdBg4cCJXsYeZyuZCWloYDBw7EvIEEQRBEHFGnAXpO6jFqtALRroG5XGxS22QDmqxMXSyMyZ04ERbDx5JqIhyoyOvlA5lnSMxP2noK+L7Cs/9AFSAr+BrwWqtbcn5Er97PdUA8DaPu2ewl4nQBnx2VXvPpRiCrIPRjulwKwgsKYXSAr2GkVsFmdaDilzoU9smFuaUm1tmjdeg6oAM4bYrWxwqVfZXAv3YzQzRLC3TNBK49L/j3SJmu7UOhdHEh5CfKv/71LwBA//798cADD0j2uVwuLFiwILYtIwiCIFoHMZxOpNHq/7OhUG8B7v9K6j158kJmgIWAzeJA+RNbsG5FK+XV+MOf88fq8P8db6MCYOEt3obRiXrW1y0eOe9rVaenoUtRHsbNHICZt41h1ypXidt1BrhpZNiXEjFpKpZbdaLBs+1MEzAoDMOo0uQ7pvzVL5IZRtaB+XBYHNj07kGsf94zHmbcWozL7x4Hl+CEVpckBnM8aLSy31G9RZp7FYxCmTJdJSnTtTkolC4uhPQX5ty5czh16hROnTqFkydPStTnAKCpqQkNDQ1+vk0QBEEkFQ0WoNkBqFVs4isPwYjWMNJrfEPKGq0hGUYWkw3lT2yRKLGZ6i1YveRbAEDpveNbz3MkD6UTCeQxktM3F9CqAWvLd1xgIgzFXd3XuvHdg7jjjZkYMb036itNyOmox+nDNejSLxdhBqzFhy6ZUsMo3DwjeX5Rlhbo6Kf+krdhZODgzMvA2ie24p1HpeNBfF9674Tw2pJqyH+L2SGOCLlkt0DKdG0OeSgdeYxiQkiGUW5uLt5++23U1tbCZrNhxYoVkv1arRa33nprXBpIEARBxJiPjwAbT/rf3xCFYfTUFuWV7SZbSLnfao0a61bsVNy3bsUOzL5vYuRtixXWMAwjjZrJUu+t9GzbzwwjtUaN3Z8cxePfXof1K3bimRvWSTwisxeXsHyfX+pifw3h0DWL/WvgmFETTLlOjrywa1EH5fwiAMjwmpYUGpDOqbH+eeXxsP75nbjy/iQYD/GkQfZbCjW3S895PMEFOmYQBUl/I1IMm+D5TTZaKccoRoRkGHEch/feew8AcPPNN+PVV1+Na6OIFEdwsklQJkdue4KIMxHl4gQTCIjGY1TbDNQpGEZeoXqB2myqtygWNBX3mRssyC7w422QEXWeUiShdEoMLpAaRgeYbLep3oLZiydi/Yqdih4RVZoKpWUDwb+wK7zzIcY5Wr1zYLl5JNSDC2CqboY+PwOCyRba8VwuX49RPz9hdIBPKJ2pwep3POQWGmA12wEXYGq0Jl8uWizw8RiFUdT37gnMwxRFiFVr5/oldW5hkmGZOxzqQfme36TZjjiUfG53hB2sTUYRERTBxR7mOg1Anl2CiBsR5+IIshm/XJUuGsNIHt4hO2awNutzeOhzeMXJsD6Hhy7EiWFc85TCCaUDgCEdAez3vDfagDNN0HfUY8T03njmhnWKX1u3YgdmL5zAVoWNNsXPKDYv0ms324H0NJ+QHFuhAeWv/4B101eF35cOJzC0I/ManTOxbf7yiwCpYVRhhD5bqzgeug3Mx+PfXo8Pn92e+Fy0eCL/LYajBpivi+rUyuOoGGV3jwe36aRvXSoRtQooHay873g9sOO07/ZMDraJPVD+5NbWq9mVwtgsDpR/8BPW/eZt6qsYQ71HEASRgkSViyMvQpqbIQ2Pisow8mM0NFlDajMAzJw/xr3Nm5nzx0CwC9AEiaWPWZ6SvxyjQKF0Yt0dFVryt9RsgtpRz3I8RPaeg3NKLxjrgnjIapqZTLdoGKUH9sJHde0fHmIhlllaIC8DGN8NlvM7s+M9EmFfatTA1cPY/xutwNFaX2EAb7wNI6MNws+1iuPhhmXTsH7lDrwTabtShWgMoyjwP442Ai6gdGYR+PWHlb+sSfNvGFUYgW+O+57v5pEof3Jr5OOsHeG+N9RXcYHinAiCIFKQYLk46kDhM3KPUa7MCyPPawgHfx4jmxBSm3k9h7IFEzDngUnQ57B26XN4zHlwEsoWlYT0Bz+qvgmFQB6jJzcDd38G3PUZcMenHkW6ITIVt8M10Oo0yO6od1+nHH0OD12HDOnk2J+x1kJU1y4q4DVa2cp+iPcsZLK0wMjO/vOLAJ9QOr78IMruGY85D3rGQ2HfXJx/UR+sXxnHe5wMuFy++X6hii9EScD7vnIn1EMKYlfrzMBBPbgA69r6/YwRcX++tXPIY0QQBNEaxDj3LqpcHLnHqHs2MK23p1ZKZoSTL8HpP3+pJacmlDZzh2tQOrMIsxeVwFzTDF2HDAgnGkIOEYllnpIigXKM5Jcv2gBDOrKCm0MKWM5RXxZOJpxpwsz5xZKVeZGZ88dAqDJD4x1GFyQ/LKprrzFL3xfo4t+XcuR1jCqM4D44iNIZRZi9sATmWgt0+RkBc4+Yp82M7I761M5zbXawUERvWsljFPS+yz2Z0ZClham6uXXHWQrT6r/JdgYZRgRBEK1BjHPvosrFkU+uxZX8aAnkSak0Sdqcla9DbqEBdRVGNFabpW0+ZwT/4U+AgWOTr0YrNHkZwMLQFMhilafkV3wh0HXK+1acmA9uMYhk8HvOouyOcYALyrkV8lCqILoZEV+7y+WrNmfQxq4vQ0VuGAHAkVrwW055xsPkHtCP6x64XTk88NYPwDXDU1fGWMlz20qGUdD7nq8DBuUz1UQ56gAewY56YGIP6TatGvoCXeuOs1RDcALrfgKm9Gz932Q7gwwjgiCIFESwC5Hn4shD6QJNZMJBvrrtTaUJgl3A3CVTUdAjS1KzZ8/nx1D9a6OnzYMLgEPVzMMirkiHIUUbVd94E0mOkdwwCta11WZwK7Z7PGT1VuYhswvMQ1anII3tdLH8JQUEqwMz5xVL8g9EAl670eYbBtmiChaTvgwVjRr4WzGT7dZp2Oul3UCVmbXRaAOgCtyuecUQ9ldBs/MMU0j8y2hlgyvZkRvFGenhK8xVmmCxC1B30MFU0wx9hwwIgjNoSCrr3wCeTMEJjb88okD0yVU0pgSTLcA4K479OEslzHbg5d3sebi/CsJtY1v3N9nOIMOIIAgiBeH1HMoWTgBcrvBVnOSTdz+T7LAJ5ElpYvLOF/9xBN5dullas2deMWYvKgGX0TJ57Z4N/H4g8MRmyffhcgXOT2mB13MoW1QSWd9Ee53h9q3dCVQYwb+2h3lEfj8A6NzDM7FR+r7LBX8WF99oRdmd4wD48UD5u/YamQGWpgJyePBpKtaXYPkL4akfOiMLZRvaUfq+2S59r9N47rG8XfOKUXbnOHArtrPPGm2w/FIHdVGH1JOAjoHwgi0jHeXP7wz7d8D6dyIAVfj3PQIC3s+7xoNLhfsVDypNwD93ehQdzzSB/+hw5L9JIijUewRBECkK53T55uIcqw/+h1GeYxSrPAx/wgsAYHHA0mRD+fItPkpi7zyyESqVSqqmlK8DftdPmvfk3x7wgXM6ffvGKoQ3aeiXB1wzjIWweEsTx9Qw8jqW0ebrjVIyBJ0u/+GYJxrAffGL59prLdAV6JgHKk0FbP0VGNfN97jyMLpc3t12jk9H6TxWcNZcZ4Euh4dQbwnel49+C2jTWUHX/nnsX20E045mWU5Xi/eH49NReu94zL5vIswNFuiyeQgNFnAv7WLqZ4UG2OaPRfnT21JTAjqaGkZoUS9bHrnSm2L/2sP8DYWB+3yLS2CuMrPf7JFacN+dBab2iss5k5rDNcC/dnuULkW2nQI3pVer3pv2BPUgQRBEqmITPJ4G71wchVwWCfHyGPmT6gaY8hQXWE1p9n0TJZ/HjAGRt6XZ4ds3Sy4I7xidDOzVZGPGkUgg8YVIPEbeyEMGFT1GAY53pknqgSruApQOhua7s+wa6i2AngOGd5J+Ty680EFaA4f/9gSw7ZSnL4d2BK47z3876i2eVe6TDcAXvwCLJjJvYDi4XL4TQ6+wOHFiLyabawr0LK/o+R2wXNof5U9vS11ZY7kiXZgeo2DqZZLfmx98+jfOIVq8ngNMNmSfagC0amjk47S9sPkksHqfcj7oX0YDXTLdxVxb6960F8gwIgiCSFXESbU79wKAPoRcCqUcI5cLMNnZKnWjFeDTgV45kbVHiSwtTPWtqDwlehnEvlEB0EY4cRhZyGrvaNUskT/QBDVUw6jeAuyvBH6pk25fvQ/47ixwwwhWs0gpbyuQMt3ZJs//jTZ2H/+1G/jxnGf7pz8zdTxvT6HcY5SXIX2vVknHWaB8MoAVdPUmIx3omhX4O0rYnb7nCpYv1C0LuGcC1DoN1k1fpfiRUA2DhBJlKF3KqpfpOWBc90S3IjE4XcDag8CXx3z3dctiRpH8t0nEFDKMCIIgUhUlD40lgDdDRCmU7r8/Ax95FWwc3on9EY62PSKN1tZVU5L3A58eUn6SIqLnKBSCGUYVRuDV74DTXgaMXsOMUpGfalj73/yB1ROSE6iW0Zkm6fsumaztP54DCg2wXNof6sEFMFWaWSK+mG8jzzHqIJt8yZP+gxpGtdL3/TtE5pmUe4uA0IQUOuhgOmdKTcNAZFIPJlQgLlb0ywvr66RelmJYHMDre4C9lb77hndiiyUUKhd3qIcJgiBSFSUPjckeXKRAyWOUKQspkq9Wh4JS7s2fzmf5QZkcBLszgNJVi/JUehrz7kRqxIjIE/YzWkmVLJhhlMN7QsxErhnOVKe8v+pw+hoFswYB53f2n6djtvuGX4mG0Q8VsJUNYfk201f55tvIu1vJY+RNuB6j/mFM6h1OwGRj13O0znd/RmhTF31uihsGffPc9a4iodUVBYnIqW1mIgunm3z3Te8D/GFg7EKeiYCQYUQQBJGqKHloHE6WwB+OKp06zTdMJxLDSD5Z7qiX1EfiAZTdM8G3Zs+8YpTdMQ6cTQBONQIv7GTtyebZMQLlsvhDnrBf2wys+pEZIfEkmGHEpwN9c5lXSORAFQub8zZ0lQyjblmBw2jk3iK1ivVfmgqWPwwMnG/z+yLw3ivVshwjpMtyn+ReR28aLL7GX/8O/j8v55OfgY+PKO/j00MWC2nvhoFH6c2FdSu8xSeKA4tPnG0CVu4AemYDPVpegwuiX6wglDlWxyTp5c/cNBVw9TBgQjsNK0wQZBgRBEGkKv5yesTcEn9cdx4L2xCczHvUI5vlvHjTaA1ZHttNRz1wcV/WLrvABBRkcBuO+6rF7a8C98p3wNAC5t2wO1loV00z8xw4WxLwBWfoylxKIYXeynLxIpQcoyEdfQ0jdQiGUbAQMrlh1MngNiLU2TzWrQyQiL9wArtfYg6RPJRObhgF8hjJw+j4dGbUhUqg6wyjHpFfCWjRS/ZDBWvbeYWhty3F4Ph0lN44ArMXev3eTjYEVi870cCeB/UW4IdzzMv5j9+0XqP90WhttQK3rcauM6wQsfz3pNcAfxrFlByJVoUMI4IgiFTFX06P0cbkrv2hJKogn9A7nMzrEk5hzK5ZwRPsz5nAbzgBFBqQ3XJe4YJesP+9mBWgzNdBuGkk+I+PsHyccyZg/n9Z+8LJe1IqWhss/EvOppPA+wc97/vlseKjgZDn/ygZRoMLpMeVCx8ALCRSfk+C3YuzCvlF4uGCJeLXNDPFOVGoIkdmgMq9NAENI1kYXd/c8MKAYmQYAX4kp20CuM+Psrw6rRq4e0JkwhApAn+mCXhhp0dRMEsL3D/Z/xdONkjf9wxTSTBWuFzAr40sP27vOfb/x6YBuW1EfMDlYoaR/LfUSQ/8tZgtNBGtDhlGBEHEHYvJBrVGnXoFFpOAgH0XyGMULvIcI4CFRIU5EQ2GZUJ3qOcMham6GfqCDLgEF8of3yLNe/Eu0llh9BgI4YT3lfRgOU9rDni2BRKHUMLhlHqeGlpW0a0ONmmRe9OcLl8pbSWDoLOBGR5+DBUAytcarseos0cwImgifocMzzlzM3wNIZ9QugACED8rCC+EQwwNI0AmOW11QPOv3Z42WgXgxV3AvSUsF64tkq+TKgpaHYG9wSfqpe97JMgwcrqA57ZJw2L3VgKTeyamPbFGpWKCCk9t8eQWDcwH/nh+zJ+7ROjEqKofQRCEMjaLA+VPbMHcTk+7X+VPbIUtFPW0dk7QvgvkMQoXjdr3j3EkeUYBsFkcKP+/fZjb5VnM7fEcvv/yON59fAtWP7LRPWE31Vuw+pGNWPP0Nlgu6S89QFOY7QlXSU2O3PvzayOw+Evg4Q3KQhNKanFKhpFKxeSyRQwc8+54hx7K+16FwOGRLpeCYeTxGIn5NkrMnD8GgtHGErwv6Q+UKOQ0hBpK12QFzhql28IRXgCUJ4U9s4ECXfRSxZza9xg1zcDL34U/PuKJ4Awsyx4Ocs+D3ekr0uF93lON0m09c2LTjnBRp7GwU2/2nlP+bKrCpzMveJaWqRD+vZiMogRDHiOCIOKGxWRD+RNbJCpkKVVgUYHW8n6F1Hf+PEamCHNpsrTSvJZYGEYt+UEWu4DyZ7e7k/+z8nUYNrUnls/9QPFr61buxOxFJdK8l3DznsLJiwkXm+CrDqdSATeNZG10trz85UQMLgCO1nnks6uboc9n+Vb8x0d8+94FFuLkdAHds3yNPheAsiEsnO5My8srlM6db+NySYUvvBPxA0lXh6pKJ/cWadXhexyUJoZ3TwhZdCEgKhVwzTCgygQcq/ds/7kW+Pc+luyeDCIDW08B7+xjntwsLfO6XTE4smNlaVnhYO/nRZXJN1wSYB5a+XMlUR4jABjWkYWbifxUwzxe/pQZU5EOOlb8OEubHGOvndOGRhZBEMlGLCqvJxOiB0eq8DQmsMJThITUd/7+hkbiMQKAbC2bGIlEaxidbgSWbgJ0Gqgfniq5ntxCA+org9SZ8c57AdiELZjinjfRGkaBFuytApAp25amAkZ3Ce3Yg/Jh653rK58thhF+dtT3O09sZv/+v6m+XoA0FTCma8BTcnw6Sq8eIhW+qDKHNnZD7Uu58ELfvPANGiXDqNmhKOYRERo18OdRwOObpeGMm39lxuQFvWNznmhotDIjuMHKXkpGTKikqVg4nbcnr9qsHOIozy/Ky4hdv0fCkI6s/aL3zOEEDlWnnmDG/kpmYPoL10x26fh2BIXSEQQRN0KpvJ4qWEw2rFm6CauXyMK+lnyLNUs3wxKpl8YPIfWdWPNHTjDDqMnKPEMWBwvHE0PA5N4Nf+E2oaLn3F4TU3Wz5HrqKozI6aiH3s+EzyfvRSQcYy2eHiNrdKGgFsGFNS3y2YphhEM7+v9yFCFW/JZT0Dz0DbLf+B6ah74Bv+dsaF8MVa77sEx4IcyipACUDSOlQq/RkM2zECaN7LrKDwIHq2J7rkiQPxujVWOTewMrTcqfO5EkwgsiOg0T7/BGqQBqsuJyAZ8fZSUI/rU7/DxHotUhw4ggiLghJnz725f0BRa9CObBUctCmywmG+w2AfWVJthtAixWwT259NmnYFSF1HfjuwPPX8Iksr0JZhgt/hK4+zPgzk+B2z7x5BREW8voo8PAPzYCT24Gnt0GiJPuRiv0+RmS62msNuP7L45hxq3KKm8z5xVD2F/ley3h5BlF7TEKYIAo5RiFgVqj9i+fvXIn1L1z/K/UB2pXMDLSWZ+eaWL/hmpwhKJKJx7Xm3DziwCWByS/d7E2jAC2gi+vkeV0Aa98B5wzKn+ntZD/9qJ9VhYamNdoYD7LZemTq/w5uccokWF0IsM7Sd/vq4xd/lU8cTiBVXuBtYeY9/loHfB/e6P7/RJxhwwjgiDiRqCE77KFJXAmU7JzEMLxfnmLJvxtyItYdMFb+OiFXbDl8rAJzpDEKIImy4srjyqVb5hNIMPI5WKKYt4J/+KkN1rDqMbMjKxj9cxzUNeiame0QThQhZnzpEbQGwu/woz5xbjqgUluo0mfw+OGpdMw++7x4L857mschNqmr48B356QbtPGsJinNTrDKOh4qm327yWIZlIo98aYQjQ45J4Vpd+uXM1MkxZ54r68nfEwjABgVBcmOOFNs4Mp1cXrnKEgH+fReoz+MBBYcgEwfywwZxgwrJPvZ5JJeMEbeVsbrb4GXLJhtAErtwNbfpVu3346tTxe7ZCkzjESBAE33HADunbtimXLliW6OUSKQRLRvrR2n/B6DmULJ0gSvovGdMH8Vy5D1wH5aG6ywim4kK6NfZv8XWukfRBU7rhlRVcUTdj47kHc8cZMjJjeG/WVJuR01MPUaMXHL+wKSYzCb3HKecUoWzgBXIbXxLFnDnBRX2ZEGDjf4pzeuADLzSOlCf8WB3ggesNInrStSWPJ42Y7+P8cQdmd49j1tIyFugojvn3nAGbdMx5X3j8JlkYr0rVqpHNqmKrM0P+9GMIvdeDLD3pyn0It0vrxEc+kv9AAa+kgOHtkI93qgKnBGtq9D2R/ROkxCjqe8hTCCEViYRiJKneCk3lH8jJ8BR28EY3nNBXz5nAKnx3SkRUCPVLDco2cLl/PTzjt9L7+eBopl/RnohV7KjzbzpmA1/YAfx0dE9GHsJ87sTaMQuFMk6/Bmwweo456VtvnnFf4395zyvXYkoEKI/DPnUCV2Xff7wcwQQkiaUlqw+j555/Hrl270LVr4IRSgpDTmknyqUKi+oQz21E6swizF5XA0mCFNluLNcs2Y/cnR/HQR1eh/IktWP98bNukdK1zl0zFxX8cEXEfiB4c0YjxRvTgaDg11Bo1dn9yFI9/ex3Wr9iJZ25YB1O9BYV9c/HC3lvCEqNwF6dcWAJzrRm6PKZaxh2tA7xzUHrlhDxJsFkdKP/wsDThX+wDeR5CuDlgcmNBo2bJxudMQIUR3IrtKP19kSf5v0AHweF0TxBdOg3WLNssVU2T1zQKxVhzuTy1TwoNsN0+Dg6XC2uf2BreWAsU8hJljlHA8dQSRqjx5/mTN8susAltRggyv5N6shpPfDozcn6oYPLjAJt898pRLqLbPYuFbQYr1JrDA8Vd2Ssa5B6j1XtZIdzx3WJfbyhNxULqqsxSj8mBKhYGFakaXAthP3tdLt/8vuxWMIzkXph8XfJIRw/rBJz7xfN+byUwY0Di2uOPQ9XAy7ultZcAtpBwwwhgRIqJRrRDknaGuHXrVnz22We46KKLEt0UIsVoixLR0ZLQPnE4wb+2BzBwEK47D2te2IXVj2zE/R/MxvoVO/HOozFqk+AEmmywpKeh/Enfay3okYV3l27GO49Edj6PB8clm+AUSyY4pnoLZi+e6HNt2gwNaiuMQcPxsr2ME3GV2a0gdqiGSTkP7yQ1jELEPQ789cFtYyAJyjPZ2YQ71FV/+Wqz6DESqTCCP90EjOqC7HwAGjU0LbK7FpMN5Y8rtK3lfenMIjaOQskxsntqwFgu7Y+K4/XYtOZg7MYaoOwxqjEDD3zNJtria9l0RRW9gB7Bu8eDe3ab/3PLPUaHa4D/2Qnk8iw8sneub3iY+8SyttQ2e/7faPUfhqlS+VdBjAfyCXmzA/jgEJtYxqMQq7alnszjm6Reya+OsT6doFDbKQQievY2O3x/S63hMUrG/CKR4Z2AL7wMo1ONbOxGW9cqlnx7Anh3v+/vM1sL/LU4ufqT8EtS5hjV1NTgvvvuw1NPPYWMjMCD3mazwWg0Sl5E+ybcJPn2QLL0ibpvLtat3ImsfB1GTO+N9c/HsE2CCzDaoOZ8r9V9Pn/J7iGej+PTUXrtcLx95nas+vU2vH3mdpReN1yy6qvP4RWvLSQVNq8Ea1uz3Z2LdE2XZzC387Mof/8QbPPHRlynKOg4MHAsdOiu8Swf4dnfhhcKJVdcEj1G3oiGDa+ReB+CihEMKWBhgqF4jJpbwq4MHNSDC1DYNzeysRZMrluOOCFyutjE1iYE9LCIHsG3z92JVZV34u1zd6J0wQRwWVrg2uHAjSOAK4cotEvWMFHwoM4C7K9i0sChUtMsfR8oDLM1yfCzbhtPD0ZeBpPx9q7ZpFUofBwGET17lTy1rWEYJZsinTe9cwC97D4kS7FXwckMonf2+RpFPbKBBRPJKEohks5j5HQ6cc899+DGG2/EwIEDg37+pZdewvPPP98KLSNShVCS5LMDFTJsgyRFn3hJNvcc2jF4DZtI2qRWKV5rSDVzQjwfv+M08H0Fq6/TaIVmVGdWq6UFp8MJY51vG7xV2Lw9FyLe4Xh+V5lF78msgcyzc6iarfBr0pgRUmgIuIIa0jhQSsoOFXmOEaeWeowAvzlCQdsm1jQKJcdIFLLI0qK5wQpzsz32Y03JY6SU+xMk9Ez0Fojn14i5O71z2QsAPvzJc01K5zkrWxDsIi+wFIAaWR5EsqzA+zNG4h3a1TePFXn93x9ZX/xlNNAtK+LDRfTslRv/GemB879igV1gdce8SabJvDqN5bDtOO3ZtrcSmNIrYU0CwBZhXt3Dwi7ljCwErh+hnI9HJC1JZxi99NJL4DgO1157bUifv+WWW3DjjTe63xuNRkyZMiVezSNSgFCT5NsTCe0TcQ7nJdns7T2JaZsEF/QdfK81pudTgRkjYsiRbI6q1WmQlp7mc66sfB0+e/V73P7aDKjSVNLwKVm+QcBV5pU7MXtRCfO8fPozqwQvcsVgYJr/4pRxHwdyj1F6msdjZODYqrdDWbQgaNvEmkah1AER4/sbrcjI1oLL5CK77nBzjCIwjEJCfgz5aeQS2eEYRrVyj5Eu9O/Gk5IeLLzNu9CtmBcVb8Z3Z0b+yOjD9iL6zcVLeOHnWpZTVm1m+VR9cpkRCLB+vW0cC6c7Uc/+TSbDCGCiBd6G0eEatmCQqLzhajMTWZAvTADAb/sBlxW1znglYkrShdJ9+OGH2LFjB0aPHo3Ro0fjo48+wkcffYTRoxWSQQFwHAeDwSB5Ee2bkGWO2xHJ0ifC0TrMnFccvIZNpG1KU8FhdWCGTBbafb55MTifSj5J9Z0Me/d3t4H5uP+D2Xjt+Dz8+bmLwBs0uPy2MdJwvFtHS8LxQvGeoNKknNMDMONB4XpYu2Lc597IvSicGsjXwXLzSNgfnor660fAfvP5inWbAo5R75pG4YTStciEVxyti2ysRRpK5008DCPv8zhdTFHNm2gMo0g8Rs124MNDbNXcEp0ohZtuWWzi7i0r35pCAJN7xiSXKfCzt1h57MW6hpHIiXrgy2PAD+eYMe1tUKvTWDHeab2BG0cCD00NTcyjNRlcIP0tdMkMXyAmlpQf8DWK0tOA688DZg4goyhFSTqP0SeffCJ5v3DhQgAguW4iZHg9h7IFUono9q5KF6pwQFxQq9zy0LZ6K2uHCnj3H5vw0EdXAYBUKWxe5G2yaNX44o0fmAHkkh638kQDZi8qgQrwVT0L53zy2jg7z7C6IF7weg5ld41DVocMTJ4zFOtX7HCr07nPedc4ZH90GPilDpq/FQMFnu+H5D3ZdsrXEFm9j6loWRxsJXhiD9923TMBcCE+vw25oabXwNY5E+XLNiur4Hmdz68YwfwxKLtnPLiDVcCfzmer5y6Xr4HqjdfknP/PEXS5fRwuv5tJhfuo0t05Fpw/w6ioA5vgAMC6n6T7Qgmli9XESH4Y7/PUmH1DGDsHMYyO1DAjs87iW8fIX46R0wV8X8HyKRwtr1FdmLHySx3w6VH2SlMxg+b2cVFfvyVfB/XDUz2y8kfrEEffdlwIKLJx13hwSqIfckW6WHmM5CF7VSblzyUrGRpWzDo3g4nP+MnXbDWuHsZEIMQ8PQMH3DJKElpNpB7tb4ZItAu4WrNbItqt6OV0tUujSITj01F6/XlM+lnsk1ONce8Tm56TyEMXjemCeS9fhtmLJ8FSb0HpveNx5f0TYa5uhi6Ph/BLXcRtUhs4vP3gBvznhd24fuk0vHnqNjRUmZFdoMOPXx2HSp2G0lkDpePiaOTnA+B3hZz74CB+UzYIa5/f4auG5q201mj1kdoW7AJmziuWKLSJuKWcj9UrF9kU2+NHXYzb9qv0t5GvgyA4YzMObIInZK7RCksWj/LHN/tXwZMpcrnlye+bCHODBbpsVu+F03PhyT97S+VWGME9uw2uWYM8Y63BCl22FsJPNeCe286kqG8c6XucPrnsBbDQuU+9wrqUDCO5wyhWhlEgj5E8jM7A+eZ1yXn5O//qc7l+DCMVgFe+k27rm8cMoyO1vm2L8tptFgfKX9ztu4jRLy/xz/Edp5lAw6guIX3cPa4Xl8BcZWbPnf1VTHnwllFAJ1mkS7xC6QpkYZJNtsSGokVCMkl0Z7aozS3fwhQh/1rMJM6JlCbpfw3kKSIiwgm3RHR2lhYw26H5x28S3aqEwx+sAl7c5REO6JsL9O8Qt/MpyUMf3nEG8877F25YOg0zZvSH9s0fAMDTJr2GJdmGiwowtYgemOoteOzyd5GVr0NuoQF1FUY0VpuxqvJO5qX5P6vnfJlcRNLXQTHaoMnhg+cK7Tzts4/P0PgUQ/Wp6QMEzrfxN/E91QT+/UOe38bwTtDM9JpsOF2smGajlYWpqNOY5wTBi1RarhkO9aB89wq/Oi0trLpNQAAxgnBolnlBKozQvrCTGQ2FBmS3bHPXCaowAr/pEzinYmRnNoHl1EypTMmAEGSGajjGwU/VwO6zHjW7Ah3zVqlUgcM35YZRZ0NgbxrAjBml8ZGl9Z8ormop7OptjIv/P1Ij/Wz/6FbM/crKP7IRUKkSV3LB6WKew8+OsrDVAn3IeTi8ngNsArL/vQ84Z/KMvY0nfesk+YTSxcgwytcxA9fbgK8yAd2TLJcoleiSCcwbw4Rvki30kIiIpDeMCCIixAmJmCRPob4MPl0qHBCrfAA/BBIRWPP4Fvz+tpbYe7FNo7sAU3qGfR5xwi4PQWusNqOxmqluuROdxVotYh/Ea7WU17hV+JRwK60pre43WVkx1JmyYqh7Kz2FTlVB2u7PMBInXWIfjJV5YjaeAP693/O+Ty5w94SgRSptFgfKP/gJ637zNkz1Fgyc0A0L/12aGDVEeXFFEaONJaCP6Sot5AkA7x8Ebhvr36jokR18EhxNKN3pJmDTSem2L48xRTK5Ep/3eSJRpPOXqxMsv0itAry7VnCyZ4hc5jnKxZZgEtdKBnXccTiZx+zHFolouxN4cRewoCT0HCBOzZQGj9Z5tm39FZhRxIQmRH7bDzi/M1uYaLQCPXNicw0aNQs/q/P6TVabyTAKRr2FPWv9PW9F9UiiTZB04gsEERPU8hVWKCdGtzfKD0rfe4fAxIGQRAS8w0Qu6R92fLY4YZ/b6Wns/uRo8CT7YTLvUL/A57OYbLDbBNRXmmC3CbDcNJKtDgbDS4VPicK+udAV6NzeGAm1zYDRBv6Tn6F5YjOy3/oBGhfAb/mVebeuPw+4b7KyOICBY9eU5WdFXZ6sLA/Tkb9vtMJismHN0k1YvWSj+36KIXFrlm6GudHK9j/i2X/mcC0MuXzIdZtiSjCD38CxXAVvDtewGkDREE0onVK9KIfTYxTdMwG4twRYOFE6Zn08RnE0jORttDtZfpH3szVNxWrOREEoEtetjlrl+9uotwAv7Q5NKVFkck/pQl2zA9h1RvqZog4sP/DSIpa/qPSMiBR5qFeVGThnZOOI/kb6cqqRFf19bQ/1TzuBPEZE26RO4Q+n4ATSqJ6AhDg/6EOWYAaAwQWwGDiobYLbI+F0CHC52Aqy1WSDVs9JwrgASOr9fPKv77Dg36W+ctjzilG2cAK4DA1w5VD20qQFDTlS9JJ4h7NVBCgo3WSFcKDKJ1eo28B83LBsGs6/qA9MDVboR3SGYLJJQ9L4dGnS+ZFa8Hw6MH+s9BzeoVuFBlhLB8HZIxvpnJod2yb4hLsFVbyST/4EZ8AV/K9X7cXs+yb67A+nblPMkYfSyVEBuKA3E9LwflasPQgMymfhg5EQTSidJsA5u2Qqr0oLTjaplX82GP4Mo2DFXeWGkeD0DaPrmS31fkRAUpZcUKmA2UPYb/5nrwWl4/XAqr1sscLf8+SXOvY5Ts3uc4aGhauKbDgBTOgePAQyFnTUSxfEqkwsNHDrKRYi2i2LGW/h5PQlA05XzHL63CHDtc3Qd8iAUDoY/MdH2POhdHDwAxApDRlGRNvkoMLKr+AC2nMIcKCaLHEiqIjATzXQZGmBcV1hu6QI5Us3uY2QojFd8Mhn1+Crt37E5KuYspu3oljZwhL8/o6x7gl5t4H5uOONmfj8te/Rv7gz3jx1GxprmpHbUQe7TQAn/s0McSIetMjqzCKWx+ZvIupwgv/PEUmuUG6hAY9/ez3Wr5Sp1MlD0v6pkHRe1EGadO5yedTICg2w3T4ODpcLa5/Y6qu85q0Ad+d4pnolhul0lnm/5JPODE3AFfwegwv87n9j4Vd4/NvrgtZtChmnCzDZ2L+BJsfBPEYqFRsHMwYAb/3g2X7WyNT+Snr4/24gYu0xEvFnyFSa2HPNm7iG0sna6HBKjQQgJjmLDqvg16CecWsxHNY4GdTBSE8D/jyKeRBEJTKAiTF0yQQu6qv8vf2VwH9/9ryXj/tTjcx4ag01Mx9lOrMn7NYqsDC/8zvHvx3RIjhZW/eeayn02pMtdkRJ0MWw7qdZKC7RZiHDiGibKK28tYIbPFhyekKRT6BaAV7PKYoIzH14CqZfPxxqTo36DiOgzdHi/ZZQLZHZiydi7fJt6De6M9av8FV2+/rtvZh6zVD3hPyGZdOwfsVOvPPoRnQbmI8/PjUdQ6f0Qm2FCbmd9DBbBej40C3jkIqsGjhgeh/lAwguoMooyRWyNjvw4XPb8Y4flbbL7xqHtU9tDS3p3CsJ3nJpf1Qcr8emNQd9FfDkCnCdMwOHWymE0umztX5X8GfMK4bOTwHVU4eq8fBl7+CxL671VZoLxyj6+hhThDO2GEUjC4E/jfJcv/x3N6UX+Goz8Guj8vHEx8OYrsBXx6T5Rh8dZrlu2nS275vjns8P6ci8Bv6IJscoEsNInl+UrQ2t1o9fj1EQRS15G5sdzBPiTZTCCwBgtzkwo6XelreRP+PWYsyYXwyH3QEgQc9VAwf8ZTRTIvOuZfXhIRZiO7yT73fkCobndWIGpbdx9e2J1jGM5KF0Z5rYYoM3yVbYVYl/75fm5O2tjNowCroYdtUQ8KnQN0RUUI4R0TZRmpDIw1xijHeui/gqf2IrbHEWOAgZf9cfZ4NRNAzcBU3P3o6Lbx6B95/ahrldnsXfzn+5xaPgMUKy8nUYMb03vlm9DyOm98b6530NlLoKozuHRfz8+ud3otvAfDz+7XU4tPU0ru/2LG7uvRLXdnkWa5/eHta9CDk/yt/k11u9q+UjWr0mYEiahk8PmHSu1nitkoveIgMH9eACFPbNVewnxe8GglN7VrRbpLeFJptikcqsfB2GTOyOH7467je3a9Rv+0GVxtTlsgv00HDqyBYLGq2eseoVDqj4u1u1D7Y7xgPPX8JkdOWICydpKmDWIOm+BisTPQBYuFO1ma2qV5mZl83pYh6pJoVCs9GE0kViGMnzi0It7BqrHKMjNdIFlzRVTCb3GZlaPHzZO+g7inl+Xz02D2+eug19zy/Ew5e9A94QI5W2SOnaIu/ufXtdAF7f43tPAF/DSJvOwtVE9JrWk3mWS3YbbVJPpwosnC7ZGZQvfX+kJngIbRCCLYap++WxZyLRpiGPEdE2UZqPxNFj4nelyU+9lpghtCRnZ3LB8yL8Xb/VEV+Z0QqjRDrdclkRyt8/5F6F6zm0I+orTRIjJLfQgPpKE7QZGp99ImIOy8z5Y7Dl/UPuz93xxky350gkknsRcn6Uv8mv4GQhbvPHovzpbdgz/1Pc/fYfJMfzlhPXZmhgqguiYuet4iYmfGdp0dxghbnZ7ve76vQ0WIxWaPJCnHz1yYVlfDeoBxewPKcsDmULfYsmX/P/psDcZMOrd3+Bx7+9DoDvCv8VCydAG+34ypRNhFsECUL63WVqfXMOvW/ZwHxgcAFwwCv89vOjLPldHn66pwK49WPP++cvkd7/1g6lOxuB8ALAJuJyftcveI6RXNTmULX0fY/smKg8CnYBo37bT1Fyf86Dk+OXmxYOwzsxOfUPvQr/WgWmVHdviXQCLS/Ay6mB8d2Zwl1JDxa6Jl6PXWDP8ljVwJITTAWyc2bUOWKtwqACqXy84AIOVkcVBhiK6EdcVDSJpCIFRj9BRID8j2b/vNgVyVMgYfKygotNznUaINg8wZ/HyBJnw0ikJY5dPaAD1q309FVdhRE5HfUSI0TcZm22++wT6TYwH/ocLcoWToBWp0FORz0K++ZixPTeeOaGdYpNWLdiB2YvLgGOtcjlqlQsx0ZhIiDYBcycXyyZdIu4i6wabQE9RpZL+6P86W1Y/chGZOXr3NeSW2jADcumYcT03qivNCGnox4HNv8KfW5G6EnnolpZoxUZ2VpwCuFsotDDiOm9YTHZYVcSY1DAdt15KF++1V2UV5/DY+6Sqbj8rnHS4rjNdqgNWtRVGLFg8luKRXXTIhUy8EYhvA8I8XenpM4nD7X9w0CWlygaNlYB+M/h4KvDdkE6drpkAmWDPSqY4RgJgQwjwcmUCp0u9srk2G92zjBgSi9mIJ1pYkZeKMh/7/m60ApnytvoHQoGBFV4DBVez6FsUQkAdh9P7KuEPofHnAcnR5abFi8u6sv6faeXqly1GXh5NxNKEce+3GOkSWNj664Jvsf8/Bc29jK1bNwP7wRcVhS7NvPpbPzIJeBFUiVUjE9nf9cPehnne89FZRjps/yHDCdM9INodZLk6UIQcUanid8KHFJkpUnJYzS0o7tf4pYfVdSBSSG3qKY1N9kkfaWkXiZumzpnqKKymRgut37lTrx+75coWzQRTsGFy+8Yh8Yqc+B7Ud2M7FV7PSEvE7oDc4f7fJZNziYCLj9FVl/5jk2E/amJ8elQDy7AuumrJNd0zcNTMGXOEKxfsVMiwDBjXjEGje+GmfPHuD0e3rhV3L78hQkEVLH6TDDaIByoQoVGLekndx/JzhNM+MBisqF8uW+e00vzP0FjlQmlswayIrmNVmjuGAeL1mNAylf4L/3baAyf1iv61X15rSeLA7ALof3ulBZE5I+CblnAuG5MmQvwTFyDOZltMsMoXxd5nkMgw2jDCfYSuXY48zgYOPb7ClfOWfRAtYRKwhZiiGmgNgIxyS8S4fh0lN47PrrctHijUgHXDGciGN61nI7UAu/uZ4Yr4GsYBfo9NFjYuGu0ttQwioOhUqBPfcMIAIZ1khpG+6siV6erNEE41ehfLCieKppEUpFETxiCiCFyIyCORhGQpPKychwKHqObRgKiElqA4p3BCGhUzRoEvPE9bPPHYv2Lu3HZvGKfvhLVywBPKNa7/9jUokq3FzNa8lvEfTcvn471K3e6RQweu/xdDBzfDQ99dCV4vbIQANByL/IzpJLVW34Frh6mOEY4Ph2lN5wn8ZI4j9bB+WsD7H8vZmFmHXU+ctsAgLsnwNRo9bnO5VtuwAfPbPcJ9XvnkY3ILtCzkDXAv4qbVfAYRS3w/zmCLrePw+V3j3P3k7cYhfd5goUUqjVqiUfPG7foxP+1FMlVpzED8p4JbgOysdoMweGMXHlOCSXjpska8HfXr7gzdDm8stdGSZxlxgDgu7PAyM5shT4vgyXUB8IqACFGrwUlmNHhTbR5gVlaWG4e6QmVzM9QHsNyAnn/VIiZx0hEbI+4qJSUk1JODdwyminVNXg9VzaeZAsnU3qFZxgFk9OPBfk6poKnRDwMsXgxrCMzQEWMNhYNEG6em9MF/O8P4E12RbGgmD7LiKSH7jIRHwLV5GgN5LkBcTaMWNhVkJX+RP9RVwqlS0+LOj8qFKPKO6Ss26B8Hw/QqUPVWDD5LSz49yxcef9EmKvMzAipNOHCqT2gztTgD7ePwZUPTEJzfTMycjKwfO4HknYc2noKD1/2bzzy6dWBpX5tgq9qu03wG/bEV5uBF3cxzwOfDtsfz8d7T29zy2/fvHw6zpvWC/WVJqlR2EEHvU2QTNwbq81I59Kx3o/h8faD3+C3t5wfeKVcnhidpgJuHQPOLsCVwVbZr7yfhW4GDClcOAHYchKYIJWmDkV0IjtL22IYsd8V9+UvbuU9d5jdr42xm0joNOxc3gsejTYI2nSfFd7Rl/TDX//nd8jrksnqkMwcCHtJD+jWHgL2VbIPKT0OcnhgyQW++UyBkE94o0FuGInenEarR05ZJEq7yJatRfkLhyWhkiFN/gK1MZdvnZDcZCSHZ0p1T2/15BOpVYAoeCIvABuOYRSPEPCe2aw4bYMFOGfybE9TMWGJVKGDjhmf3oIXP54L3zD65jiT/oZHLGj24okwN1mT01NJxBW600RMcXsO0lTQA6GtQsaDaGRzI8AdEy9LTp85rzh5VpqUQunUqqjyo0IyqtJUkpAyJe+QPofHpLJB6NozG5rV+5Bd2wzUN7OaKFtPAQaO1TsSnNAUGlB/aZHi5L25yQZjgyWw1K/JziYb3pPNAIYRemSzzxptsNw80mPgeYWqLZ/7geIEU24wM1EJY8hhl4or5XLDyOliCxGZWmgBtiigUvkVrXCfp6YZ2QoT2bCK8ooehJ9rwX961C2wgUYry7964VLlPg0XlYoZLN5tarKC75WDsrvHA2ArvIMmdMOi967AmqWbsd7rdzhjXjFmLyoB9/r3zDjyV0hTbhQFM0CsMVScFI2OQgMsl/aXenMOVIH/zxFPQeEoPEbu36wfyfiACyFKbaxpKYJ51ogk8Isnjp45wLXnAS1CM/jzKI8HzSfHKIBhJJeYj4dhdEFv9vrqGPDeAc/2Lpkh13lLGoZ1lBpGeyuBywf5/7ycSpPUM1xhBL/uJ2BYx+T2VBJxIwlma0RbIdpwrJginzi0QkVxjk9H6e9lq+aHaxJmFIlGqrnBAl0OD4FXgy80eCZXaSpApfLxEHjniAAIqGYWklGVroKp2qO2JnqHvBP187oYYK+zQMWpUf+bPtDnZ8B5sgFasXhki2Eiou+gLFLgsAvIytNh0QVvoWzRRIkQwE/bTmP53A/w4Aez2cTee7Xb6gDgZwLSUQ/0ygaaHRIDL2io2p1jwRukSeRKQhPefW5ttgcPu+yoZ4aQt9LVqUam0gS4x7q3gSNX9vIYOL7GT0Dvp7foBOD5nYnXIrtPMSWTkxpGLcYZZ3WgdN4YzL5vImzNDqxZutmnTpT4ftZfR0G3rzL8PAp/3ptYe4y8VAwl3hzvApMVxqgMo6iEYgK1kcKNWP0rsx0YUiCtCWUTpGNIPtF2uVhdow0nWMiz92ez4yhNfqJeeq7uKeQtEhneidU4E6kwAlWm4Op7AOv3t3/0VQ2cOzw1lPmIuEB3nogJCZOr9od84nComhWxi3Mb+F1ngH/v96yaT+0FnFcY13MqYbM48Plr36OwTy6GTe2J2lNNyC3Uw3zbWOhW7WWr5mrpBNpbKa2prhn6LB7pnBrmRivsNgFOhwCXi02srCYbtAYuNHlpF6DPlxoypw5VuxP1R1zYG7e/OgNr/2cXdn96FLMXT8SI6b1h1HNIu7AvhB7Z4NeyFT1xldpqdkgm797qazaLwy31O3B8N8x9ZCqyC3To1CcHD3wwGw6jDcK1w6Hul+dZkTfbFVe7ReOy+foR4AwcLC3CEWLdJH+haoe2nYIrbRzsggsWkw2z7h6H2YtLYK5uhsvpcosVeLe7vtKEvEID7BZH4BVKMdzFu7Cmt2HUgmAXMHfJFBT0yJao3+35/BiqTzYwA6ej7+TBr/dzfjHK7miZnItsPslyc+ThP/FAvnIuJo8X6D33TqXyG6a4fuVOXHn/JGBGERMdCQWDxjcXZ38V+I9bvDdWX8MoYhGT9DRJyKmIpMDkzCImfe9ysZChAh0zlMNQ/otKKGbOUFjsTpQrFSFO1LM+2fCuT9SCZdYgqIs6eMZQk036vKmzAM9uAzoZfMebVYibJ84yugvUVw31nKumOfW8fj1zfFX29lYC00IQQVGpgAv7MENKzA+b0jN8MROiTUGGERETEiZX7Q+5YdRoZZPHASHK2UaD96p5/B1VPlhMNnz+2veYfNUQnzCvGfOKMXvBBHBPbXWvvrMJ9FRMvmow1q/YiXf/sQkPfXQV3n9yqzsUrWhMlxYhhB8x+aqhWL9iB75ZvQ/P//Dn4KITm09CyNIqqv00Vpsxe1EJ1izbjI1rDvpRUStG2V3jAZcL5U+xVercQgMe//Z6uFwufPfpUTz00VXu74n7MjtkYMoc1talV7wnuY4P3jsY1LMpekB3f+I5/oz5xW4jUilUrdvAfPzl+d9i8IRuWLNss+QcZQsm4Pd/Gw3NmgMou2McsjroMLmlfeGoxrETKRhGMng9h4v/OBLvLt3so37nDiu7Zpji4Tk+HaU3SkUnhNNNzCgy2ljIjWgMNdt9V1zjgR/Jbm+CGeqmegtylGr4+ME2tjvKn9zi33sj8xjZTDaUP74lssRtjVrikZTjFr4wcECzg9XLAdgCRycD8Lfi4AVaEaVQTIYGarWQXM/6JMdmcaC8/FDgMZGXAUzsAdvv+reaJ87WbEf5moOpLzKQpmILHaKiJMBku0MxjACmbPdAHgspPFID/H5gfNpJpAwpNPqJZCbp5KqVQk3iWODVjfwUrRDCJ0etUaOwT65imNc7j2yESqVC6eUDwP9rN/DiLvCjO2P6DcNR/uRWvPPoRtz/wWyf785ePBFrl29Dv9GdsX7FDvc+JSltEbfoxJoD4AsNimo/ZQsmoOuAfKxbsTNAYdaNKCkdhM3lB92GlaneggWT38T1S6eh9J7xeH/5Vvf3xH0P/3cOPnp+h+J1BFNq8/aAevdH98FMOOLjF3f7hMSJOUe1Z4149x+bfc7xxqKvYDXb2ar/iu34zZ/Ox1pZ+0JeeffOMzJwiiFdlpZJulJYmQpA6e+LWPFTP/AaNXC4Btm9coAMDTRdM31zX86ZwMcrdE6OT5FXX8MoWB0ofQ7P6gGFgMVoQ/mTCrk43t4brxwjsb8j9qTw6TCFkheWpZXmVAguVsdILmnuh2iFYpLuWZ/EhJPPZflNb2VvYRw8cVHlmSUjwzpJDaMjtWzBJlQxEJ0GuO48FgaZSkYhERcSLB1GtBXckw4/+1pdrlrRMGqFVW2f3Kb4n1KOucGCYVN7Yv3z/ld11QM6sAn1j+eAEw1I1zKlNDFEzPu74rZvVu/z2ffGwq8wY34xrrp/kvv+s0KMk1C2qMTzx7XC6Fb7efvM7Vj16214+8ztmDGjP0x1zVCnp/kc2/v8hX1zfVapTx2qxso/fQRVmspnX2M1yyvy3q50bT790pIULXpA5d8Rr/eSv4zC3m9OYMatxe7v37BsGj575Xt07pvr/xwrd0I9pABwuaDJ4QOuvKsDJWh3y2IJ8DePhP3hqai/pAh2qwMWk8dICSa7rR5cEFiUpFsWCwNt+e3aVCqUf3gYc7s8i7k9nsPcLs+i/PXvYdNzQKHB/3FiRQgeI7vFgRnzin22A8CMecWw15iBWuVJvRy1Ji1w/w0pkPzeA/Z3sPvZQtDnqCh8cVrmISzQB07o90IMlZzz4GTZb3ay9DcbaRuToTRBkhAsksJ7TKhzMqIeP/FoV0owKF+qmOh0sZpG4aJrp6qKhAQyjYmYIJhsyVUYTck5FG3tj0hIgMdIl8Oj9lRT4FXdWi/J5TSPAEPPoR19QsTEsDFthsZnn1xIwWKyQ5/JQagxg7MJUtn2CiPLj/BSLgOAtEcuQJeiPL8qav7C1gLtU9oe6DjufmlZ7fbXH97XO/yCnhh+QS+o0lT4etVejJjeB+89sQWTrhocfNW/0CARpAjUFkW6ZvpPgF84AdwvtTDl6YKMAQuyu4Y2EfC/wtziPZnRkvsST+QeEYUClbosLQs3A5RV6bafBgaElj9garAGv49ev+9YeFJCFr6Qe+m6hFdMKZriqSlRmiBJCGdMtKYnrs15/bTp7HctGkNpKpY3RBARQIYRERP4n2uVC6MlSq768oHA7jMsFl+kNULp1Cq2cuVyMeMsAR4jwSYgt9BX+UxEn8NDl+cluVxnca8CK6mmiduszXZFRTVRSKGwby7+ue8WaB7fDM203iwpVum+yyZ2QrMD42YOUDw2wJTmcjsZFPf5U3kLdB2h5FcE6g+5cMS8ly7F7MUTYGqw4czh2uDn6JABVBh9BCn8tUUJi8MZOOzm8gGhyW6HSOAV5p2YvbAl9yWeYXU+4gtWwOJg4zgjnY01jRpchgaz7h6PK++f5H4O2S0OcBkaYGqvkE8XUv/tPRf650PwpLiFLyAr8Oud16REmIaReC4g/OKpvJ5D2b3jAbiSQ4E0iQlnTLRmkfCUKEgeLqO6sNC5YR2BwQXKQktOF3CgiqkGJmDRkkgNKJSOiA3FXcE5BJT+XhoqVVo2KDF/KDM0QK5s4tcaoXTXnsceuv07sCJ620+zuOUYYDHZYLcJqK80wW4TYPVzXF7PQbA7/YYUzZzPVp7dk9h6C4RmO2bOK0ZjtdmdNyQibps6Z6jPPm8uuHoohH1VrGDgd2d9i+wqMWsQ+BweM28bg4pf6iTH7jYwH/d/MBvP7f4jbFamQiensdqMiqN1mDm/2Gf7918ck/SB0rVJ+4WtdgPiqrhyf3gfr2u/PKhMdgiHa6HL5CA4nEHO0dL350wQDlT5tFupLUoEDdsa0AHCTzWY6W8MzCuGoCDY4I+gK8w1zfGpt+JNJwNwWREwZyhwyygmNvBLHfD/vgEWfAHc9gnwwFcAmOdIw6mR01EPDaeG7rOjwFNbWAHOZ7ay8RkE0TOihOi9kRj4Rpv//g5yP70RvTlvn7sTqyrvxNvn7kTpNUM9Ut1KRGAYRURtM3CoGtwb36N0htez/uwdKL13PBlFMgKOIdmYCOezrdmulGFcN+CmkUBxV//qsxtPAC/sBP65Syr9TxBe0FOMiB35evD1VuChbzxy1RYH8Oxv415gVRG17Jyt4TECgB/OSd9bHFHHLnsrpLnlrOssSOuoh2DgfCRWM3aexuwFE6BSqaQrz/PHoOze8UyVzqt9vMvl9viJqnSAp0Dqu//Y1KJKtxczWv6gehdP9VnR/qkmtBovLbeI49PRuYMOsxeXQJWmwu5PfsbD/52D6lMsydxisqFs4QQorVJ36ZPL2u6SeiurTjZi9qISqODZLl4Hy0va4dezyes5VjjUpdwfkmuut8DeLw/ff3UcM24t9lvAdub8MSi7exy4Z7axc/znSEtxUoV7FGTlPaihUtuM7K2/+vfi3jkO3J6zngKUQQir6Gu8yOGBS/pLt+06I33vLzfidKO7sj2AkCT0Q/Le9M31fP5QlXJ/R+BJ8fHmfHvCv1EEAJ1bIccLYF74Ful8fn+VJyx2cD40swa3ThtSCL9jSGFMhPPZ1mxXm6HaDHzQUsh1XyXwyAbgmuHA+Z0T2y4i6VC5XKEs66YORqMRo0aNwu7du2EwtNIfC8JDk5Wt3nrz8NTQiq3Fmic2SyWNrxkGlPSI7zkFJzDvv9JtD0wGOke+oivmd2x81yNnLU64C/vm4vI7xuHCm85joUIiL+wEqs2wzBwA9YAOMNc2Q5fXUq+n0gSs3OH5bL6Orb7/azcsl/SHekgBLA1WpOs1rI5RdTN0eTycR+vgcrmg7p8Hq8kObaYW5rpm6LK00touIn8ZDQzMB27/xP/FlQ4CftOH/f+zo8CP52D5bV+gdy4EhxNrl2+TSIbP+9dl6DYoH831zcjI0kIw2th5jze4225usLJrtQvgj9TA4nCx7S2y0+7r6JfnkaL+qQb8CNlk+fU9sAzrJO0PbTrMVWbo8njPNf95FOrtTiy8aJX7/nz32VGULZqIkRf2hqneiqwCHQSbAP79A8C2055zlA2GZUxXTyHe7NDq3thtAuZ2etqvofL2mduheegbwMCxfhnWkV1rrle7p/QEpvQKeB4AgNkOi9GK8v/ZJalTJjLngUme+jpyXrg0+PGjYdNJ4P/2et73zgHuKfH93HPbmLEuUjYYuCA0OV9JoeQsLYRKE/gqE1to6WTwFItdsR2ot3jGYb0Fug660OsYAcDXx1g9FYeTPUtKejARjFe/A3b78XKpVWzxKYxaRhHz9TFgzQHf7VN7AbOHxP/8KYpkDAX5jYfz2dZsV0rjdLHf5+Ea6fb5Y9nfKKLNE45t0AaXBYiEYuCYd8Q7zOtciFWoY00iPEbqNJZj5PAK2wvFcxLokC35Hd5y1t0G5uOON2a6C3cCgLnRCp0YzmS0MbGDf+2WiB1obhjh2y8WB2AXJOIImiwtU/rZftojlCCGDYn7BSey1WnsuEq5Jc0hhBB6x3mrAPxSB/6tH9H8wGQfWe3DO87g8avex6L3rkCX/nkwVZqgL9DBMror+OMNHmGHssFAoQGa9DTgQDX4TSelgg9e1+HuF6ONTS698ywOVoPfecZzvbMGAgMLkP36Huk1qwB9gQ51FUa3MMMVCyegocoMADhzpAZZBTrwnBo4K1v1d0WW6xE0Af5onTtJn39tD3D9ecjeeRo42ehpd6ihb//aDb7RirI7fL1yM+cVo+ye8eA+PBTasWKNfIz5k+f1UYsM3YPtc3+6ZwPds6UfsjqAn2sBh9MzDm8aCXTODE+I4NsT7HkpsuEEcFHfwB73TobWMYoAqfJXKNsJAOH9xiPN/Yp3u1KaTSd9jaKJPcgoIhQhw4iILSoVq8Z+osGz7Zwx9ErzsUQ+mfCTYxRxpXp/aNVSw8ganWFkqre45ayfuWGdu16ObyFUrzAIL9lmidjB8zt8T2BxsFXplb8Dvq8AXt3DPi/WSpEbPUqqWHIMXGjhk94fESerhQakc2ofyetuA/Px+Mbrsf65Hcohbf/cyTxWlhbBjU0n2Uve5lweuHEkyzcx2tikrrOBGfPixMDk9Xnxux10bILtXUOmBUFwug0VUZght9CAugojLv3baPQv7gKNRs3qbRR1YG002yMOgQoaClMuW9VvsAKHa6XjMtQE6945wKdHmdz6rIGs6KvogdxfBc5kB+aeB2w5FfRQMcdbXAVgIgxK+NQXi/yUis+LM03SvjXbWY5huCiFAppszKs6qgtr93sHgBajG0Dr5RcB/g0g+WILQSQLNWZg7UHptlyeCTQRhAJkGBGRU2Nmcf/y1cqOeplhlADZzDNN0jA6QFGuW8zdiam6kjYdMHmtZFsd/j8LWThDDs9CrrwMM30OL5Gz9l8I1as4n9xwMXDMQyDmgXh7TxxO9tKoo59kFRo8RUDrLdADEG4aCf6b48wYEJxsvIjn9l65H9ABGFkINNl8pJK7DcxnBVtXKhREfWQjoAJK/zoavHc9Ha3a99qNNjZm++UBCyeyivN6ja8HQT5m01QsWfc/R3yvOU3lMVRcLqxbuRON1WYIDqd0LL2wkyWvq8D6+7rzgN65vscLkYCSy3IvZZVJOnEHgOwQPUZ9cj33dUAHmGstLPzwUA0LyZs5oHXqGCkRisfoZAPz5ngToSKV3+fF3ePAFRo8oaR9ckMvLumNkoGhTWfhemLI3he/JM4w8ueZIo8RkUzYBRY6+1M1cLCa/W3zXqC8Znhkv0+iXUCGEREZLhfw8ndssjmtN1DS3fOg6SSbJCWinsAHhwC7bCIoC6Vz12ZZEsDACMFzJFlBztZC+MNAab5NAI+RzeLA5699j8I+uRh+QU80N1iRkaVF/TkT9Lm8Wx1IlLMu7Jvr9hwpsW7FDsy+b6JnAuNlqDTXW6ExsLwhU5UZ+g4ZnnwTq8D+eHTQBb1evxQafGrrFI3pgvkvX4au88fCarRBa+BYXlK2lk2s1/3kkVDuns1yKt74HvpsrTvZv9vAfDyx8Trwei64ZLQ3mVpYbh7JjLTqZujzW653669sf48AK/rnZCFvBTpmGMmT/QG3Z4zj01H6+wHMoyLmLpntHgP7VKNUCSkGaoV+Q2EMsnG7+Ve2YFFpYlK2A/NDD6Xrk6tcM0n01B3wU0ixYxzDZ50uZuTKDVh/8vAxIODzwuWS5lkNLojsJEoGhtbLi+RS8Fi2lvACEMBjRIYRkSQcrwdW74Xlor5QX9IfpjHdPM/+j48wwZRIf59Eu4AMIyIyDtewlVgAeP8g8N8jwF0T2OrlgA6AqRfQNw/omsmS+1sbJU0RWShdsOrfs++bGPQ0iivI3qpVFUa/HiOLyYbPX/sek68agg2r96NoTFesX7HDV8lscQlm3jYG547X4/I7xgUvUlpvYbkzBs49od39t//ioY+uQvkTW5XD0ER5Vk7NCmkqFM8MhuXS/pLaOt0G5uOhj67ChtX7kds5ExtW70PnvrkYNrUnas+akDugA8y3jYVkdDicgNEG4XCNOzTthmXT8O07BzD60n7Bldi8CpbaeuWgfNlm5cl8sIuRT7g7GXyNDRHR++B0gX/1O2nu0h3jPJ+TTyrlhnssUTLoW3LR0DMbmN4n5ENZAOWaSS3vS68fzlQRL+nPwr7SVOw1vnvk7ffHl78wkQ6jTbmIs1IondJkPgKVzIDPi5U7WWFZsZZTTA0jr2tqskm90QCF0hGEN10yYftrsfJCzl3jwGnbaB4VETPIMCIi44tfpO8NnCecpns28z4UGqTJ7K2JktCCbFu01b/9riCLE0ZxBdmPx0itUaOwTy7Wr9iJfqM7Y/0KhTCxFu/VFQvGIz8/A1OvHQqNRh2kOB+blFuuHOKe0N7/wWzl8DuxrbeN8Uh+d9CFbxgZOKgHF2Dd9FXuTTcsm+a+tg2r92HKnCFYv2Inls/9wP3Hasa8YsxeVOJR1GsxXvm1h1B251hodekYMb03bj3vX5h+43nBi9a24L43/ibz904A78/QAXw9Rh31/mtjiJNsMVTNO5/JO2dEPqmUh7bFkkDXFmbOW8CaSSt3YvbilgWEy4rCOm5EOF2Bx6ZSeIxGYTIfwTw+lFpO2aIXrltW+CcAgnuM5N4iTVp0Xt5wIfEFIsmx2AX/CzkqFYsESWD7iOSHnmZE+JxuBPbLwmem9U5MrSJ/hOAxEmuzKBFK9e9gK8jqIQUsl8WPIr65wYJhU3vim9X7MGJ6bx+xAfexVuxAWroa6XoOD1y4CnXnTIGL87XkEakHF2Ddyp3IytcFPv7KnVB7T6TzMhQ/F5AsLUzVze6Jo3hO8do69811G2biZ0z1FrzzyEasWbYFFlEsQjQWKozgntuOGbMGwmKyo+Jond/CqVn5Olz3yFQIXnkkQe+Nv3o3IpVyj5E+gMcI0rZ74z1hlE/Q42kY6QPEzwfJeZMT1CCId/0ib4KF/4XqMYqAoM8LsZbToPzIn4VBPUZW6TjqnNm6z11/niEKpSOShKDFr4M9+4l2Dz3NiPBR8hbFI2wmGuRCC9N6Axf2lWyKtvq3vwmjKKWNNBXqrxwCe0kPz8TfC10Oj4ZKM7QZmqDhcRajFabaZhzecQYP/W41LptXjKvun+SeqOlzeMx5cDLKFpWArzJLDJXcQkPw8Ls6C3CoGthfyQQCwqXRCn1+hrs94jm1GRo0VJsxbGrPgIaf+49VehrQIYMJAzRZof3yF/eE9I2FX2HGfM91i6F6b5ycj5KywVD3y3P3c9B7Axfqz5lgtwq+98blYhNwb+Oik8G/sZGmYmGlr8vq+Nw4Qvodn1C6OFaXj6HHKKhBkKUFPjzEQtxONYZ17LDJDGYYKdyjGBlGQZ8XVoEJUURTK01p0qZVs0UdmwAM7wQsnQ7cNwm4ZZRvwdt4Qx4jIskJJRKEIAJBoXREeNQ1AztlCeiTeyYuZM4fcsOoo57VV/KC13MoWzDBrSQWriqdOGGUq6cFldJuQbAJyC3Uw9psR05HveRY3nLPgsMJ3qAFMjTQ5/A4dagaCya9ieuXTsObp25zn8PlZAIAqDFLDJW6CqPP8eXXocvhPfLVESIcr8fMecVY/chG9zmtzXbkFOhRfy6IYSaGLY7szF7exzXZ3PlGYp2gt07fBkCF9x7fLAnNmzm/GGULS8K8N8Uou2cCuG9PAL/pzVbob2vJDTLamPeoa6b/MZ6mYop73l7UjHSguKv0c8fqpQp5q/cBk3qG2cshEkg0JEyPETMIihWLu86cVwxhXyU0nx5tOa8m8jCyUIiVxyiCmmZy5UHJ+BF/2xOjLCDtT5Vu7SHgq2OebRO6A3OHR3euSKAcIyLJUXr2e+8LFglCEGQYEeHx9XGp0aFJA6bEaXIXDXLDyE+4CVdvQenMIqmSmMkeklS3YBfchoCImFcTUEq7ZdLK6zk0N1kx9eqh7jCxTe8dxA3LprkLt+Z01OPs0To4HQJch2ok5xNz/gWHE2lpKjgcLZ6AlhwX4UCV+/Pi8b3bJTJz/hgIlSZoAJbI7V0ENRiFBlhLB8HZIxvpWjWuWFSCrAI9CvvkwCm4cME1w7B3wwkMv6BX8D9Wu84Aa/azpHqXC+iVA/x9jE/NnscufxdLPr0aBzb9infkceQtk/fL7xrvUwDV/73ZCLhacsJqmqXJ7AYusPcFYGNL/plmBwuV85pIKirkBeneiFFqs2iUhTmHZQsIJcrFXe8aB+657Z4P+/EsxYzMIPciVI+Rn5pmweD4dJTOGSJ9XlSaIpf2l+Mvx0h+zxRKD7QKJNdNJDlBi1/bhbZbyJaICWQYEaHTbPcUzBQZ181/eIvLxeSJK4wsNl6+gh5PQjSMYBM8lepFJbEFJcqflcHrOZTdyTwL61bulBRhVUJUupMXiCxbVILPXvkev79jLC6/exzWLt+m6G3SbjuFsjvHIStfh8lzhmL9ih3KXqleOcCYruB/qkbZ3eMBAO/+YxMe+ugqAFBUvXNWmWF/eKp00u4tOa5EoQG228fB4XJhbYva3aAJ3bDg36V4/8ktWL3kW7cq3aAJ3TBjXrHEkBGZMa8YdosDmma7NLHeq3ind82e5kYLMrJ4PH7l+376eSdm3zdJYkwFvTeiqtixusAqX5zat0aQSqU8YRdrJqFFvfDDw74qSUM7xm5S7Y13CJ93bSnx/lYYpTWfgqC4gHC8nhlF3mPkw5+A3WeZB6FvHns+xBIDx4wEf3ZBHD1GIvyeCuD17z3Pi2EdgWtzIj6eBH85RvK6S4kyjEium0hygha/jsfzlmhT0AghQmfTSRYyJKICq8iuRIUReGarJ59Bk8Yqt7dWonCohpH4OVFJjE8PS+WJW7HdPWG0NFhhMdn9hozlFhrgFJw+8t5zH56C31w/HKo0Fd5fvtW/t2lGf/ArtuM3fzofa5/3r2BXeu948IOYXDAHoLR0oLt9pfeOx5X3T4S5uhm6Ah2cDgFwAeX/+s7XG3DnOHCvfMfueaMV6J0D7K10n9NyaX9UHK/HpjUH3W357Z/PR/njW9zvF0x+Czc/dSG4DA1mzBsDuKSG2YxbizFj3hho+HTf/AqZaIXoadPk64PnTLWE5onGlKXeEvDeuFXF5FLIcjIUiqemqVjomnzC3mIYBVTIE1WSQqiXFRYaNfD/pgIv7lKuQRTuJIFT+y4g6DW+suanGj15RnsqYm8YqdOYceRPmS7OHiMArPyAt/JgtTnw56NFq/Z9fvkRdIk7Sn2ZyysbpASRIAIWvyaIINAyDxEaDicLo/NmRKH/Io4GTprkbXey/KTWQj5v8GePyQ2ocOw2uwBUGMG/tgeah75B5v/thT6T85uofvPy6Xhv2WasXiJVZnvptk/x8T93I50LXFdJPaQAcLmgyeEDf05mYPCfHWXte+U7ZDzyLTQPfI3stQeg4dRwuYA1Szdh9SPSNm1ccxBnTjbAPm8M6q8fAfvDU2GZOcAjyd4iz13YN9ctqqCkfnfqUDXeWPAlas80YcHkN9F3VGe8eeo2vHpsHt48dRv6nl+IBZPfZAmxYdSXCFVRkNdz0HBqZP5QEfDeuFXFAnnIACBXQbFPrfIYR960TJyD1cuKm0qSXYDl0v5Y0yJd631/Vy/5FmuWblYUBVFEzM8z2phktFJxVTkxKGCriNxDPbIQuP48YPYQ5QKvSpP5UIvbKlHQsnBi4Jh3MZbXqeTJ0qYrGEaxO2VYKPXlfZOBAfmt3xaCCID47M8u0EPDqWO/+ES0Wch8JkJj1xkWFudNoCKReg2bpHh7mM6ZWq/mhtzgOd3Ekujlhlx6GtvmdLFXOCtK3qvWRhvwcy0rTCrLOwKY0XDetF5YPvcDxUNtW38Y028aEdyjUWiQyGIrfk5efymbZ4n/3nlDLQvmSpN2b5ECadhdMcruaClcm6ZCc4MV5maPF8af+l1dhRHZBTrUVRjx2OXvSoQlGqvNHkPmlzrpxQSY/IUdR97skORc+XxnXjGE/VXQnA1iGHXNZJXVRab09IQRZaSzPhZzeZrZhDnaelkR43D61JbyJtQixgD8/y68xSSiEO4IiyyttJ5PrxxgbADPlNJkvmdO5OcvNPjmi1WawHfIiD6kTEnCXSnHqK6ZeY3kIXbxJpMDHpjM+lR80So8QRBtCHqiEcFxuXwluvvlAb1z/X9HpWIGx8kGz+SpNs4hJ97IDaMvfmFqbX8aJd3eK4eFHEWC90TQwAE5PPhdZyR5R6JRcc3/mwJzk00yQfY2EM4croU+W+tXoKBfcWfoCjIAtcqtNudPwc5HdWfOUDaxOlLrmcS2rHorTdq9RQqy8nXoObQj6iqMLcIGKlxxx1i4zHZk5GWAs3PutgRSvzu07bTfHCO3ISNfLT9eD/xcy8aaDF7PoWyhR1FQnZ6GLkV5GDejCDPnjwEnUyCEgQP/nyOK98YdNrhiOxs3r+9h8twd9ax+Udcsz4q9uOoojmnvNqvTfCfMJlviVJKcrvCNaH+I1y9eN58OywW9fMUkvjnuCb2Ml6Ekz+cKVkdJpfJM4MXxH0UNKVsOj/J/7vbNF1swAVy0q9JqWT83WllYpLz/z5mAb08AU3pFd76w25fGaicRBEG0UZLSMDp06BAef/xx7N+/HxqNBiUlJVi4cCHy8nwnSEQrcKDKt+J6IG+RSP88WC7s45k8FeggmGwRu7TlogWCXfB/LKXkZK9JbLBj+dsv2d5JD+ffi+FyuqDulwdTTTP0HTLgOlqH0rJBLFG90QpdbgbsVgc02nToc3jkFhp8lOd+/Po4HDZfL8joS/rhr//zO+R1yYTVZAOuGwGrmclXb3z3gM9xqk81wt4ixyy23alWwTW1N9Rzh7snsa7aZjhqzT6TdjEc7t1/bML9H8yWHHvP58ewYfVeqLRqvPfMNhSN6Yr87llutbusfB2aai3ua+g2MB83LJuGkRf2ht0qYHBJN0wsG4TCPrkSxb2uAzqA06YrhzHuPK1oGAEAJ7hwxezBmHXPeKRzapgarNBnayE02Xyk2TGxBzCxB7jjdb4iAvurmFEkhtF5F3dVAXjmtx6p7o46qfHjNab95fLMuntcYlSSnE7oO2bGzCizPDQF6mwezY1W8Jkcypdtdl9r0ZgumP/yZeg6byxMVSboO8RRdU8eBucv38i77TeOgHpgvpfBao+obXHPF/vDQFgm94K6QAdTbTP0eRkQmu3gO+p9jW6jLX6qhgRBEO2UpDOMLBYL/vjHP2L27Nl46aWXYDKZsGDBAixevBgvvvhiopvXPtl9Vvq+kx4Y2jHwd9LTYLu4HxMaiCLpWzRElEQLAh5L0TBiq8Q2iyPgsZT2z10yFRf/cYRke9GYLnjks2vwwdPbpMdq8UBo/mcnsi8fCFs2j7XLt6JoTFdc8/AUTJkzxKeWzjUPT8HwC3rhD3eOhcvpciu8LXrvCnz68h5MaVGh++6zo3j4v3Nw+d3j8Ic7x0oU7MT2rF2+1beNb//o3jZx9iDc8cbv8f7SzRgwtqtExju30ICmumY89NFVPm2ccWsxbn3xUqxpyZPqNjAfT26+HpffPQ5ZBTpcMHcY1Jo0/OHOscjskIEpc4Ziw+p9sJgc2LB6Hy64Zhg2rTmI9Qo1owAohwUFCk1SAapuWXj/ya3B61CJhofRLhURaLJCE2hinZchqV9kO68Q5Y/7julZd4/D+y25PCJiLk9Wvo55t9C6Kkm2wkyc+akmsEx7iEaZzeJA+Qu7sG7FTtzxxkz8vOus+5hioV2f0Mt4qe7Jc4yCeIxsFgfK1/6EdSvfjrrvg+WLhRya6K+t6jSUv/Kd8rNn6eboBDQIgiCIoCTdE/XMmTMYOHAg/v73v0OtVoPjOFx55ZW49957E9209svc4cB5nVg42tE65i0Koi5n0apR/qTCyqpCPR9/iAZK0Ziu+Gnb6ZBqA7nx4zFyr/gu8T1WZh6PC+cOw/srdvjsL+iRhXeXbpaEgs1ePBFrl2/zbVfLZ0pnFgF6DuVLN7kNieVbbsAHz2z3+U6X/nlIS1Nh8UWrULZoIt48dRscdifWLN2MfqM6Y/0KpkJ3/wez8eEzOzBkcg/s33hSchyl9ihtu/Hx6VjTci1iPhHA1OLqKozQZ/F4/0lfdbyPX9yN2YtL3BPDU4eqcU/Jm/jLyt9i+vXDUXmyAZvePYhN7x3Ew/+dg4+e34G+57O29xvdGR8+63vdknvoe8cC1kexCC6U+zFG3MeUjwu7tNYTCg2BPQ6dPJLW/rwF/3lhF8oWTsC6lcoT5rcf/Aa/veX8VlVJsphsKH98CzauOSi5v5FMqr1/M6JH0Vv23G99qHip7vl4jPwbRn49PGE8h7yJZ76Yv2eT0rMnmmsgCIIg/JN0qnR9+vTBK6+8ArXas4r56aefYsiQIYqft9lsMBqNkhcRY9JUwHmFwF0TgLsnAGOC1yNSG7iolLgsJhvWLN2E/7ywG8Om9pQonYV0rHljgJLu0m1cmuKK7+hL+uHVY/Pwu7+ORrpCu91qa14TXyUFNkm7Vu6EekgB1LkeBbnGajPSuXTJccRjDZvSE3UVJhzecQaPXf4u7pv+NrQ6Db75v33u84jn/Gb1Pgya0C1oe5S2dR3QAXldMt3fPXWoGgsmv+VWi3t29x+h4dMVr4vlMUnFFU4dqsYTc95HWnoaCvswhbrGajOyC3T4etU+d3sD9pV4DzUKj6MAhpGaT/drjPgdF3ZZbklGOpAdQKHMS6zDn7dAqV+8ESfMramSpNaosW7lTp/7K6oBzrp7fMhGmfd1ywU2gv4O4qG6J88x8tPvQOwVAUNVQ4wEpbYqPXu8iauqoT8cTuC9A8Dag8D6n4CPj8RPgZAgCKKVSTrDyBuXy4VnnnkGX3/9Ne677z7Fz7z00ksYNWqU+zVlypRWbmU7o0+ub70ZOarQVlYDIU4S/CmdBT1WJwPQPVu6LUPj067Rl/TDoveuwOevfY9FF7yFmjNNPudSakMo7bIYbTDVeJLf2XeMku90G5iPBf+eBYvJhuyOOvekK69zJox1zdBmaNznEc/pvS3cNvYYXABjXbOPcfPY5e/ipl4r8fLtn8FUp5ywX1dhlLTR+zzGuma/7VRqr7yvzA0WSciamwCGUURjzC6rQaRRs7o0/ujkMYz8nc9fv4jEVWDBD95t9b6/S2b8Gzf1WgmbJfSJrPexvAU2gNB+B8F+62HTOROYUeTxWpvswG3/ZRP1AG2PRdtENUQlxNDESFFqa0L6Nxi/NgBfHQM+/wX478/AR4cBqyP49wiCIFKApDWMjEYj5s+fj/Xr1+Ptt9/GgAEDFD93yy23YPfu3e7Xhg0bWrmlhA+u6FdWxUmCfCIW1rHUXuF+Bg7QqH3a9df/+Z07rOzM4VrFcym1ISOTQ17nzIDt4g0c9Lme88mPI4axHd5+BlqdBnu/OYEZtxYDAE4eqIIhNwPWZrv7O+L3vbcFaqPSNvG4Su1urDbj2I/noA+wf+83J3wmhnUVRhhyM/y2U6m98r7SZfPKSmEBDKOIxpjcY6RJY3lE/vAKpfN3Pn/9IhLthDkSlNraWG3GiX2VysqFIR6rsdqM77845h6nUf0+IyUvA/hdf+D8zp5tdqdijlqsPTy8nkPZohLMeXCy+7j6HB5zHpyMskUlUXkBldqakP4NxvItvtsC/E4JgiBSiaR8mp08eRKlpaUwGo147733/BpFAMBxHAwGg+RFJB7BaItqoihOEuQTsbCOpU5z1xyxPzwV9VN6wmH1rPjKw8r8ncu9fR7b3m1gPh74cDZOH64J3K5f6ty1c5SOL+ZmvLn4K3z/xTGcPVqHGfOLcdX9k1B/zoTaM02YevVQ93fE70+dM9SnnUptV9p2+qca1J5pcl+LnKlXD4W92e733lUcrUPZveMx54FJ7sma4HCi4pc6VPxSp9hOpfb69JVdCNswclgdfq9DcVz8XAtsPindFobHKJC3oOKXepQtnBCXCXMkxNKzIT/WGwu/co9TweGM/PcZLc0yr5dciRDx8fBwfDpK7x2Pt8/diVWVd+Ltc3ei9N7QQxP9odRW+bNHTiKM7rBFUgiCIFKIpBNfaGhowPXXX49x48bhscceQ1oaPXATglioMkJ4qyCpMxNu0jebJBRj9ZKNeGPhV5ElkOs1PhLKokobANgsdp+wMX/nqjrZgNmLSqACUDS2K9av2IlN7/lLbG+pafL5UeCHcyi7y1M7hx3/emj1GkkSu3jeDav3o2hsF7y58DY0G22YvagEn7y8BzNaJkzv/mMTHvroKmxYvd+9TTz3u//YhEc+uwaqNJVb/Uxp2+sLvsAdb/yefdfr3syYV4zZi0rAZWjcSnESFbV5xbj4uuHg/r0fpbMHeSSvC3RwOpxQpalw+d3jFNu5YfU+n/b63EPFCZeyyIfFZMMXb/zAJowu6TFnzCtG2cIJ4DJkE+X3DwJVslpagTxGnJoVx21B9Bb49Mv8Mbj4TyPdE+bWElgIRKC2hqtkJj/WqUPVePiydzDv5ctw5QOTYDFacf5FfSRjrFVU05pl4VsK54llP8iPC8AttBALuXV/ba062ciePapW7t9wII8RQRBtBJXL5QpQX771ef3117Fs2TJkZGRAJZso7dmzJ+j3jUYjRo0ahd27d5P3KFLsAnD/V0CXTODCvsCg/PAqrNsEVhOm0ADLwSqoizp4asY0WMEXhnZfbE1WrGmRYs4tNOCmJ3+DEb/pjeYmG3Ty2kNOF/DNcVavpmWSYqkwovyFXRJFKsCT11PYJwfpXDrmdnraJ+/n5uXTMfyCXrCYbNBlaiEcrgG/6SQsE7pDPbjA/Z1uA/Nx/VJWq6ehiokOuJwuZHx3FuDUsHBqqIcUwGqyQ5uphbmuGbpsLRxNNlhdwNxOT0vOKx6rsaYZuYV6uM4a4eDTocnNgNVkg1bPobnJCg2XjnSt2r3NXG+BLoeH0yHA5WI5WuLkXGmbSxDgsLug4dPdEy27xQGdl+KXKJXuPs7hGrhcLTWbWmqpOH+pgzZfB+RmANVmWLO1cDqBdC4NFpMN6RppO+XtldzD3WeAV2W/8WuGASU9fMaG3SZgbqenkVto8On/H786jpEX9/WdrP7PDmB/led9rxxg9hBWkHTFdt8B2C0LWDzJZ7O8XwLW00owsWxrsGO1er88sgE46yW2c+MIoFhZGKYt3LOkuYZbP/ZV/Vz5O/IaEQSRtIRjGyTBUpOUG2+8ETfeeGOim9G+2X6aSRj/VMNeXTOZIl0EK5P8R4eBBiurGdNohaZ0EJNIDgFu3U/SYpz5OgiCE9kdZau0dgF443tgTwVwuAb40/lAtRnqHF5Rtayx2ow3Fn2J+9deibqzLKxMlMIVi5IOm9oTxnoLsvIzIPxcC/6DQ0CFEXxtM+rzdT6J7Vn5uhZ1MiP+uedPyKgyw3ZJf0kRzMK+ubj89rG48NphyHjzB6TPGyMpvul9rC5FeVj6xVxw/7MTnNEG3DQSmtFd2HV38IR+aVQc0GIQQKOWCBi4ZYOVtkENrsVRkiPvT/HeyVbFbd2y8N7T25jiXnoauhTlYdyMIsy8bQw4AHA4ofVqg0brGS+alpOJ//rcQ4Al1cvxsxIt5qCZ6i0+/d9Ybcaqyjt9ZZPl9W/65DLjyC4Aj08HPvkZ+Pq4Z38n2ff99EtcirPGiFi2NdixWr1f5B4jhVA6kbZwz5L6GoKUbyAIgkgVks4wIhKM08XqFXmTqY3IKAIAZGiA000sNA9gq/OhUmUGv9mrGOfFfaGRrwib7cBLu4Ajtez9j+eAf+8HTtTDNPc8H0/QDcuYd8FuFWCqt+CFv/0Xi967AgDw3adHJYVNJZP/+WPBrdgONFqh75AhMWgAZmw1VptZMnSHDFiGFKB82WaJt6riaB1WPcxqj/xmeh+gweIOF5RP7C/96ygI+6ugEfvttT1MCWpCd+YVE3GB5ebE2e9rMdlQ/vQ2bFxzEHe8MRMjpvdGfaUJOR31OH2kFl365iKA6HVodMlkRnOFlxfAj2Ek5qCJ90Dsf3GfYkK6PDRUrH+jUbPXORP7TIsR7y28QCQhzXbp/UqGkLL2SjgRBQRBEEkM/SUhpPx4Dqg0Sbdd2Cfy410xGBCcbNKSoQH0/ld1AU8YianeAv0toyD8VAN+2ynglzr2fTkNFuBUo3TbppOAgYM+32PAiApwG1bvh8XkwGev7MGM+cU4uOUUll7xHv76/O9Qes8EvL98Cza95zv5rzzdhIKywdCu3AHh51q3QeNNt4H5WPjvWUCaCuo+uRJvlWiUjZjeGw2VZqi7ZsLZbEfZwhKUlA5CYd9c97nOHq1D11454J7dJr2u4/XAsI7h9H7MUGvU2P3pUTz+7XVuw9Gd03NrMWYvLlGW2w4XuQCDn/AcMVFdLHLpjZiQ7rOiLjeMTNLkfcvknlD394QJCvUW5aKzROL59jgsc4dDPbjAc7+aHXS/WgOygQiCaMNQUDAhRe4t6pYFDMyP/Hg9soHeuSxMKocPWAPJZnGg/IktmNvpaSyc8ha+/+o40gZ0QP3lg2B/eCosnRVW8DtnAn8ZLfUsFBpguXIIHA6nW+VJVIDr2DMb61fscCvBzbi1GLs+/hl3jHkVqjQVdn/CJv8/7zqLxdP+F8d/rAQA8DoN0vrmwXrneKT1ysEf7hyHq+73KLMVjemCp7bdiM3lB7Fo2v9K6iGJRtnPu87i+m7P4eY+KzG309P47K29AIDN5Qdxfbfn8Mc+z+P6bs9hS/lBwF/qX4BwoXhiqrdg9uKJWL9iJ955dKP72kz1Frzz6EasWbYFlngYRkpFXxGhbLI/jxEAW7Md5e8dxNwuz2Juj+cwt8uzKH/xO9jC8XASrYZtZBeUf3hYer+e20H3iyAIgogK8hgRHo7WMs+MN9P7RB0mIXqBxMR70dMg2AXwGjVQaYJFrUL5P3dj9SMb3YbE+hU7sXzuB8FVmPp3YInXr3wHdDK4leh2t4TGcXw6RkzvjVfu+hxXLJzgowQHAN9/dQz1lUb35F9UnJN7Rx7/9jpsXr4VG989iOuXTsObp25DQ5UZmXkZWPvUVndYnFh7xFRvcRtl7zzq8TCZ6i0o6JGFd1tqKHlvX71kI+ACSmcWgX9NJkYgn/CrVSyUyI96W6zQ5/ASFT0561bsYF6jaBFC8xgBCF8FTjSMxPCrlgRyi8mG8ie2SMIe2X1g3qjSe8cnbaJ+e8RisqH8SbpfCUOlQtxjdwmCIBIEeYwID3JvUS4PjOqs/NkQsVkc+Py172FusOKDp7djbqen3a/yx7fAZrYD7+yTCCV4GxLenonVS77FmqWbYTHZfE80sjMwewgsl/bHmqe3YfUjG3F4xxksmPwWBpV0g8VkhzZDI6kif+pQNRZMfgt9R3XGo59dgw5dMjFiem+sf36nYhvU6Wko7JOLdSt2uoUSbuq1Ek9f9yHS1CqsW+FbDykrX+c+pjfu7QriEACT9lYPKfD1csg9Ruo05omLsyKU0+GEsc4iyavyxlRvgbneGn2YjUbNvETicYLIAPN6DhpOjewCPTScOvCEOI/31LS6fgTsd453G+3ivZOzbsUOqAN4OYnWR61RK4qqAHS/CIIgiOggjxHBOGdk+UXeTOsd1YTbYhVQvnwL+p7fGetX7PDxmIgrvldcORjN1ayekGgwBPRM3DdR+YRTekFtcWDd9FUAPHk9/UZ1hjo9DdZmu8STA0iV4P7fx1chr3Mm1Olpim3ILTRIDCuAGUHGOovPdtEbldNJj4ZKs49BoXQsb0z1FphrmpnohNHLEAySoxUvtDoN0tLTfEQnRPQ5PHQ5fPTqVI9O8/xfLgkcJbYOOpT/a49bJVCfw+O6R6eipGxw4PvQYPFVuCMShqhG6G8f3S+CIAgiUshjRDC++EUaHZGRrlg/JmTSVFBr1fh61T5Fj4nIupU7kdYn1y2UEJLB0KC8DwBMjVaJ2IKY17P7k6OYOmeo25Mjp7HajGPfn0N2Rz26FOUptqGuwug2rIJtF71RnfrkIq9rZkjf8UZUt0OjVbYjcSFCouCBEjPnj4HgEKLzXB2pYbVpHtkAPPwNsHJ7zGSALSYb1rSoBHp7IVf9v2+hy+QC3wclhTsiYYiKhP720f0iCIIgIoUMI4JNvreflm6b1DM6+Vu1CqZ6i0/4mhzRMyKcqMfMecWhGQwBJj7ipEkeCvfGwq8wY34xKk80YMb8MRLhBDFp/4Krh8LeYMW4mQMU2+AdIqe4fZ50+6lD1Xj40tU4e6TWx6Dw9x2RmfOKIVgFqbcISJj4AhCh4EE4WAVWsPOskUlnV5lj0GqGv3C5xmozfvjqeGCDzy7ErB1E9AQ10Ol+xRdSpSMIog1DoXQE8M1xqRpYehpwQa/ojim4oO/AK4aveaPP4aHrqIemWxbKFk8EVCoc3nEmfClm8bR2AWULS3xC4UQPzvVLp4HXp+MPd47FlQ9MgrneAl0OD6dDANLS8OU7+3DhTSNw9mgdZtxaLAn/A1iI3FPbboQqTYV1K3a4Q7KqTjZi9qISqFTS7TPnj0Fhv1yULWLCBCF9Z14xyu4aB84slZOGCgmv1RK24EE4yCdc/pT5IiBQ+NWrd3+B5777IwD43DtFsQ8ioYgGOkD3KyFkaAC7VVpDiiAIoo2gcrliOPtIAoxGI0aNGoXdu3fDYKACjUGxOID7v2KFUkXGdwOuPS/yY9oEoMIIS24GypdvRd/zC/HzrrM+RgYAzHlwskRFShRWEBxOrF2+Deuf3ympl3P53eOQrkmDVuffO2G3OtBQZcYN3Z9T3J+Vr8NLP/0VmZlaoNoMdNDBYheYMtkSpor3l5W/xeCSblizbIvv5GtxCZwOJ9QatcQ44PWcO5lfvl28Nr/fSU+DucoMXYcMCPurwH9+FJg1CHhuu6fheg3w5EWR3pXkZ38l8D9eXp0cHvjHb2JyaLtNwNxOT/s1zt8+dycEu+D33hHJR6DfGhFHPv0Zlnydp4ZUgQ6C4KS+JwgiaQnHNqCltfbO1l+lRhHAJLpjAK9Vo2xRCT59eQ9mtIS+eBs6Siu8vJ6D3SZg8bT/RdmiiW457OwCHfZ89gseuGgVHt94Q8DzarTpyA7gpRIcTvAGLcupsjNPmXeo1alD1bj/wrcxcHw3zF0yBaX3jofVbPd4R7TpgJYdS0zyFj1Y4uRAvj3QPl7PAacbkf3G90CjFRqjjclvm+zSVdkEhtG1CnJZ+Biu2YRSEDbQvSOSD7pficE2uSfKl22WiJiQt44giLYCPcXaMy4XsPlX6bahHVnR1BjB8em48KbzoNaofcLX/IVgmeotOLzjjFstLrfQgLoKIxqrWc5JKKpToUyENXy6uwaQqabZx4g6tPUU7r9wldvDpOHU8Zt8qVTAmSbP+wI9LAU6qB+eylZl8zMg/FKHNp1WbpUV52ywsrpGMZAip/Argoged82vJVRDiiCItgnNBtozKhVw53jmNfr8F+aVuDA23iJvxD+UGi4DAJDdMfAKryigYKq3oLHa7DaIxH2hqE6FPBH2EhEI6mGKJ2K9HgMH9M6B7ephKH9qG9at3CnNPVqc13Yn8aLQhLeXzOkCYmSLxjU/iiDaAcFqfvktpUAQBJEi0IwgTojx7+KkNtni393tM9qgn9QTwthu4E82AP3yEt200Lw9IXhuwpkIx+qcEcOpYbl5JNSDC2A1O/BhS5FaEXfdJ5Wq7a7KevWB20tmE8DHsGAnhV8RRORQDSmCINo6ZBjFAZvFgfIntmDdClk+zYIJ4KpM7ryWoHBqoEe28r4aM1Dnv56PXzRpsBXoldu3qAScPM8jAcQy7CnUiXCiQ61sWjXKPzyMr698H8//8Od2uSprG9KRjUvKXSCIpCSQZ51qSBEE0Rag2UaMCRiD7XKhdGYR+Nf2hHawzgbggSnK+7aeAj4+En77bh6J8le/9/VGJFmMeCLCnhIVauUeM49sRM+hHUMqcNvWVmW9+0AkGcclQbRnEu5ZJwiCiDNU4DXGBIzBXrkT6iEFLIciERg4qAcXYN1K/94IdQzDlqKF13PQcGpkF+ih4dStMjFOxDm9x0y0BW5TFbVGnTLjkiDaK3Ev8kwQBJFgyGMUY4LGYNc0IztL60k0b02ytDBV+6qvicTMG6FWudXeiOB4j5nGajO+/+KYYnFZoO2uylLuAkGkBiRiQhBEW4aeZDEmaAx2hwzALoRWkybQHxpNWvh1bewC9PkZ8Y8RV6e51d6I4MjHzBsLv8Lj314HIHjdp7YC5S4QROpAIiYEQbRV2t4MK8EEjcF2uqB5+ILoT3RxP/YKt30mG8WIJxnyMXPqUDUWTH4L1y+dhv89czuam2wB6z61BSh3gSAIgiCIRNM2Z1kJJNHqZqnevvaI0j2pqzDilz0VGPXbvkHrPrUFaFwSBEEQBJFoVC6Xy5XoRsQSo9GIUaNGYffu3TAYDAlrh1gnyDsGO5kSU5O9fe0RuifUBwRBEARBxJZwbANaho0TyR6Dnezta4/QPaE+IAiCIAgicZBcN0EQBEEQBEEQ7R4yjAiCIAiCIAiCaPeQYUQQBEEQBEEQRLunzeUYiVoSRqMxwS0hCIIgCIIgCCKRiDZBKHpzbc4wMplMAIApU6YkuCUEQRAEQRAEQSQDJpMJmZmZAT/T5uS6nU4nKisrodfroVKpEt0cIkkxGo2YMmUKNmzYkFBZdyL1obFExBIaT0SsoLFExJJUHk8ulwsmkwkdO3ZEWlrgLKI25zFKS0tDYWFhoptBpAgGgyHlfuBEckJjiYglNJ6IWEFjiYglqTqegnmKREh8gSAIgiAIgiCIdg8ZRgRBEARBEARBtHvIMCLaJRzH4dZbbwXHcYluCpHi0FgiYgmNJyJW0FgiYkl7GU9tTnyBIAiCIAiCIAgiXMhjRBAEQRAEQRBEu4cMI4IgCIIgCIIg2j1kGBEEQRAEQRAE0e4hw4ggCIIgCIIgiHYPGUZEu6C2thYXXnghtm/f7t72ww8/oKysDCNHjsS0adOwZs2aBLaQSAUOHTqEG2+8EWPGjEFJSQnuvfde1NbWAqDxRITP1q1bUVZWhvPPPx8lJSV45JFHYLFYANB4IiJDEARce+21WLhwoXsbjSUiXD7++GMMHjwYI0eOdL/uueceAO1gPLkIoo2za9cu1/Tp011FRUWubdu2uVwul6u+vt41ZswY19tvv+2y2+2uLVu2uEaOHOn64YcfEtxaIllpbm52lZSUuJ577jmX1Wp11dbWuv70pz+5brnlFhpPRNjU1NS4hg0b5iovL3cJguA6d+6c67LLLnM999xzNJ6IiHn22WddAwcOdC1YsMDlctHfOiIyli1b5lq4cKHP9vYwnshjRLRp1q5di7vvvht33HGHZPtnn32GnJwcXHPNNUhPT8f48eMxY8YMrFq1KkEtJZKdM2fOYODAgfj73/8OjuOQm5uLK6+8Ejt37qTxRIRNXl4etmzZglmzZkGlUqG+vh5WqxV5eXk0noiI2Lp1Kz777DNcdNFF7m00lohI2Lt3L4YOHeqzvT2MJzKMiDbNxIkT8fnnn+OSSy6RbD9y5AiKiook2/r164dDhw61ZvOIFKJPnz545ZVXoFar3ds+/fRTDBkyhMYTEREGgwEAMGXKFMyYMQMFBQWYNWsWjScibGpqanDffffhqaeeQkZGhns7jSUiXJxOJ/bv349vvvkGF1xwASZPnowHHngADQ0N7WI8kWFEtGkKCgqQnp7us91kMkn+eAAAz/Mwm82t1TQihXG5XHjmmWfw9ddf47777qPxRETFZ599hm+//RZpaWmYP38+jSciLJxOJ+655x7ceOONGDhwoGQfjSUiXGprazF48GBcfPHF+Pjjj/HOO+/g+PHjuOeee9rFeCLDiGiXZGRkuJOcRSwWC/R6fYJaRKQKRqMR8+fPx/r16/H2229jwIABNJ6IqOB5Hp06dcI999yDjRs30ngiwuKll14Cx3G49tprffbRWCLCJT8/H6tWrcIVV1yBjIwMdOnSBffccw++/fZbuFyuNj+eyDAi2iVFRUU4cuSIZNvPP/+M/v37J6hFRCpw8uRJlJaWwmg04r333sOAAQMA0Hgiwue7777Db3/7W9hsNvc2m80GjUaDfv360XgiQubDDz/Ejh07MHr0aIwePRofffQRPvroI4wePZqeTUTYHDp0CMuXL4fL5XJvs9lsSEtLw/Dhw9v8eCLDiGiXXHjhhaiursYbb7wBu92Obdu2Yf369SgtLU1004gkpaGhAddffz3OP/98vPrqq8jLy3Pvo/FEhMuAAQNgsVjw1FNPwWaz4fTp03j88cdxxRVX4OKLL6bxRITMJ598gu+++w67du3Crl27cNlll+Gyyy7Drl276NlEhE1OTg5WrVqFV155BQ6HA2fOnMGTTz6Jyy+/vF08m1Qub5OQINowAwYMwFtvvYWxY8cCYKorjz32GA4fPoy8vDz87W9/w6xZsxLcSiJZef3117Fs2TJkZGRApVJJ9u3Zs4fGExE2P//8M/7xj39g7969yMzMxIwZM9yqhzSeiEgRaxgtW7YMAP2tI8Jnx44dePrpp3H48GFotVpceumluOeee6DVatv8eCLDiCAIgiAIgiCIdg+F0hEEQRAEQRAE0e4hw4ggCIIgCIIgiHYPGUYEQRAEQRAEQbR7yDAiCIIgCIIgCKLdQ4YRQRAEQRAEQRDtHjKMCIIgCIIgCIJo95BhRBAEQRAEQRBEu4cMI4IgCCIhWK1WVFRUhPTZ48ePx7cxBEEQRLuHDCOCIAgiIVx99dXYsmVL0M8dOHAAl112WcjHnTZtGt5///2QPjtgwABs375dcd+uXbswcuRIAMCpU6cwYMAAnDp1Kuj3CIIgiNSEDCOCIAgiIdTV1YX0uaamJtjt9ji3xpfRo0djz549rX5egiAIIjGQYUQQBEG0OjfddBPOnDmDhx56CEuWLMGuXbtwzTXXYPTo0Zg2bRqeffZZ2Gw2/Prrr/jTn/4EABg5ciT27NkDo9GI+++/HxdddBFGjBiBSZMm4cUXX4y4LZs2bcLvfvc7jB07FvPnz0dVVRUAYPv27RgwYEBMrpcgCIJIfsgwIgiCIFqd1157DV26dMHDDz+MuXPn4sYbb8RFF12ELVu24PXXX8dXX32FJ554At27d8fLL78MANizZw9GjhyJ5cuX49SpU3jvvfewZ88e3H///XjmmWdw4sSJiNqyYcMGvPLKK/jyyy9ht9tx9913x/JSCYIgiBSBDCOCIAgioaxfvx4DBgzA9ddfD47j0LNnT9x1111Ys2YNnE6nz+fnzZuHZ599FgaDARUVFdBqtQCAysrKiM4/f/58dO3aFQaDAffeey+2bduGc+fORXVNBEEQROqRnugGEARBEO2bmpoadO/eXbKtW7dusFgsqKmpUfz8Y489hgMHDqBbt24YOnQoACgaUaHQrVs39/+7dOkCAGQYEQRBtEPIY0QQBEEklK5du+LkyZOSbSdPngTHccjOzvb5/G233YahQ4di69atWLt2Le68886ozu/tafr1118BSI0lgiAIon1AhhFBEASREDiOQ1NTEy699FIcPXoUb775Jmw2G06ePImnn34aM2bMAMdx7lC5pqYm9788z0OtVqO2thaPPvooAESsXLdy5UqcO3cODQ0NWLZsGS666CLk5eXF5iIJgiCIlIEMI4IgCCIhXHHFFXjmmWfw7LPP4pVXXsGnn36KCRMm4Oqrr0ZJSQkefPBBAEBRURFGjRqFSZMmYcOGDVi6dCk+/vhjnH/++Zg1axY6deqEwYMH4/DhwxG1Y9KkSZg9ezYuuugi5Ofn47HHHovlZRIEQRApgsrlcrkS3QiCIAiCIAiCIIhEQh4jgiAIgiAIgiDaPaRKRxAEQbRJZs2ahWPHjvnd//LLL2P06NGt2CKCIAgimaFQOoIgCIIgCIIg2j0USkcQBEEQBEEQRLuHDCOCIAiCIAiCINo9ZBgRBEEQBEEQBNHuIcOIIAiCIAiCIIh2DxlGBEEQBEEQBEG0e8gwIgiCIAiCIAii3UOGEUEQBEEQBEEQ7R4yjAiCIAiCIAiCaPf8f2dfidXTZmqOAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.subplots(figsize=(10, 3))\n", + "tipgraph = sns.lineplot(data=tips, x='total_bill', y='tip', color = 'hotpink', linestyle = '--', linewidth = 3, marker = 'o', markerfacecolor = 'indigo')" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "id": "af8bd986", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tipgraph = sns.scatterplot(data=tips, x='total_bill', y='tip')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "73c999db", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tipgraph = sns.scatterplot(data=tips, x='total_bill', y='tip', style = 'time')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "id": "a5284dbf", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tipgraph = sns.scatterplot(data=tips, x='total_bill', y='tip', style = 'time', hue = 'day')" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "id": "ee2597fd", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tipgraph = sns.scatterplot(data=tips, x='total_bill', y='tip', style = 'time', hue = 'day', palette = ['purple', 'hotpink', 'deepskyblue', 'yellowgreen'])" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "id": "83f9d0d1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0.5, 1.0, 'Tips vs. Total Bill'),\n", + " Text(0.5, 0, 'Total Bill ($)'),\n", + " Text(0, 0.5, 'Tip Amount ($)')]" + ] + }, + "execution_count": 92, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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7N1988UULRXNioaGhvPfee0yZMoUPPviADh06cMEFF7Bnzx7uueceHn30UYYNG0ZQUBDp6elMmDCBHTt2+B/frVs3kpOTqa6uJj09vQVfiRBCCNH2tJoEpi3q1q1brUnWJ598csLHt2vXjj59+jR2WEIIIcQpr1VOIZ3qDhw4wLx581i6dKlMHwkhhBANICMwLWDGjBksWLCAxx57jOjo6JYORwghhGhzJIFpAS+88EJLhyCEEEK0aTKFJIQQQog2RxIYIYQQQrQ5ksAIIYQQos2RBEYIIYQQbY4kMEIIIYRocySBEUIIIUSbI8uoT4LP62P/kv1U5lYSkhBC8tnJaHVNkxM+8cQT/PDDDwB4PB7cbjcWi8V/vk+fPiQkJPD88883yfMLIYQQrYkkMA20ddZW5t49l4qsCv+x0KRQRr86mu4Tuzf68z311FM89dRTAMyaNYsZM2awcOFC//lHHnmk0Z9TCCGEaK1kCqkBts7ayleTvgpIXgAqsiv4atJXbJ21tUXiKi4u5q677mLw4MGcddZZAfsxZWRkMGvWLP/tFStW0LVrVwCysrLo2rUrzz//PAMHDmTq1KnNHrsQQghRH5LA1JPP62Pu3XNBOcbJmmNz75mLz+tr1rgAli9fzhVXXMHy5cu5//77eeaZZ8jPz6/z46uqqvjjjz+49957mzBKIYQQ4uRJAlNP+5fsP2rkJYACFQcq2L9kf/MFVePMM89k2LBhaDQaxo4di6IoHDhwoM6Pv/jiizEajYSGhjZhlEIIIcTJkwSmnipzKxv1fo0pPDzc/2ej0QiA1+ut8+NjY2MbOyQhhBCiSUgCU08hCSGNer/motVqcbvd/tulpaVH3Uej0TRnSEIIIUSDSQJTT8lnJxOaFAq1vddrILR9KMlnJzdrXCfSuXNnFixYgMPhoLCwkI8++qilQxJCCCEaTBKYetLqtIx+dbR648gkpub26FdGN1k/mIZ64IEHqKqq4swzz+Taa6/loosuaumQhBBCiAbTKIpyrPU0bZrNZiM9PZ01a9ZgtVoDzjkcDvbs2UPHjh0xm80Nfo5j9oFpH8roV5qmD0xb1FjfayGEEKeH471/H0ka2TVQ94nd6Tqha7N14hVCCCHEIZLAnAStTkvKiJSWDkMIIYQ47chwgRBCCCHaHElghBBCCNHmSAIjhBBCiDZHEhghhBBCtDmSwAghhBCnCI8PStyBx468faqQBEYIIYQ4BXh8sNYGT+6FQpd6bGc13LoDcpwtGlqTkGXUQgghxCkgxwXnrodqH9i98FgHGL4ecl1Q6YWPukG0saWjbDwyAiOEEEKcAqw6eLhmG7738qDzCjV5CdHBsx0h0tCy8TU2GYE5GT4FMkug3AFhZkiNBG3T7eickZFBYWEhen3gX1v//v15//33A47l5OQwduxYZs+eTWJiYpPFJIQQonWINMBdSbDPAe/nHTr+az/oa23St6cWIQlMQ63Lha+3QJnj0LFwM1zWA/onNNnTTp06lYkTJ57wfomJiaxbt67J4hBCCNH6FLpgbkngsbdy4LmOEHMKTR+BTCE1zLpceGdtYPIC6u131qrnm9k111zDI488wrnnnsuIESPYvn07Xbt2JSsrq9ljEUII0fz2OmDEerUWJkQHk6LV4+/mwj/3QJGrRcNrdDICU18+RR15OZ5vtkDf+GYfr1u6dClff/01FouFioqKEz9ACCHEKcOihWGh8HMpLOoHHc3Q2wpP7YMJ0RCsa+kIG5ckMPWVWXL0yMuRSh3q/bpENfrTT506leeeey7g2OLFiwE455xziIuLA5AERgghTjNxRpjRBco9kGpRP0Pf0Q6uiIX2JrBIAnOaKz9B8lLf+9XTk08+WWsNTGxsbJM8pxBCiLYhzqh+HRRpOPVWHx0kNTD1FWZu3Ps1Io3mFCsxF0IIIWohCUx9pUaqq42OJ6JmSbUQQgghmoQkMPWl1ahLpY9nUo9Tb8G9EEII0YpIDUxD9E+Am844ug9MhFlNXpqoD8zChQtrPffxxx8H3E5KSmL79u1NEocQQgjR0iSBaaj+CepS6WbsxCuEEEIIlSQwJ0OraZKl0kIIIYQ4PqmBEUIIIUSbIwmMEEIIIdocSWCEEEII0eZIAiOEEEKINkcSGCGEEEK0OZLACCGEEKLNkQRGCCGEEG2O9IE5CV4FlpRBrgsSjHB2OOhacR87p9NJaWkp8fHxLR2KEEIIcVJkBKaBZhVCynI4dwNcuVX9f8py9XhTKS8vZ8qUKQwfPpx+/fpx1lln8fDDD5OXl1enx1955ZUsXbq06QIUQgghmokkMA0wqxAmbYYsZ+DxbKd6vKmSmHvvvZfS0lK++eYb1q9fz7fffovL5eKGG27A4/Gc8PGlpaVNE5gQQgjRzCSBqSevAndngnKMcweP3ZOp3q+xrVmzhvPPP5+YmBgAoqOjeeyxx+jbty8VFRXs2rWLyZMnM2LECPr06cOYMWP49ddfAbjxxhvJycnhySef5Kmnnmr84IQQQohmJAlMPS0pO3rk5XAKcMCp3q+xjR07lieffJIpU6YwZ84csrOziYmJ4fnnnycyMpI777yTLl26MG/ePFavXs1ZZ53FlClTAHj//fdJTExk6tSpPPHEE40fnBBCCNGMpIi3nnJdjXu/+njmmWcYPHgwc+bM4YknnqCyspLk5GTuvPNOLrroImbOnElcXByKopCdnU1oaCj5+fmNH4gQQgjRwiSBqacEY+Perz60Wi0TJkxgwoQJKIrCrl27+O6773jooYeIiYnBZrNx2223UVhYSOfOnYmMjERRmmAuSwghhGhhMoVUT2eHQ5IJalstrQHam9T7NaYlS5bQv39/ysrK1OfRaEhNTeX++++nR48erFmzhrvvvpt7772X5cuX8+mnnzJu3LjGDUIIIYRoJSSBqSedBl5NVf98ZBJz8PYrqY3fD2bgwIFERUXx6KOPsn37dtxuNzabje+//569e/cycuRIvF4vFosFgMzMTF5//XUAXC51PstoNFJZWdm4gQkhhBAtQBKYBpgYA9/0hHamwONJJvX4xJjGf06z2cxnn31GTEwMt956KwMGDGDEiBF8//33fPDBB3Tr1o2HHnqIBx98kPT0dO6++24uvfRSDAYDO3bsAGDSpElMmzaNBx54oPEDFEIIIZqRRjkFiyRsNhvp6emsWbMGq9UacM7hcLBnzx46duyI2Ww+qedpa514m1tjfq+FEEKc+o73/n0kKeI9CToNjIho6SiEEEKI049MIQkhhBCizZEERgghhBBtjiQwQgghhGhzWm0Cs3nzZq666ioGDBjAWWedxTPPPONfDiyEEEKI01urTGB8Ph+TJ0/mggsuYOXKlXzzzTf8/vvvvPPOOy0dmhBCCCFagVaZwJSXl1NYWIjP5/O3wtdqtf4mbUIIIYQ4vbXKBCYiIoLrr7+eF154gd69ezN8+HBSUlK4/vrrj3l/l8uFzWYL+BJCCCHEqatVJjA+nw+z2cw///lP1q9fz48//siuXbt47bXXjnn/mTNnkp6e7v8aPnx4M0cshBBCiObUKhOYefPm8fPPP3PllVdiNBpJS0vj9ttv5/PPPz/m/SdPnsyaNWv8X4sWLWqWOH2Kl5zK1WSWzCWncjU+xdukz1deXs6UKVMYPnw4/fr146yzzuLhhx8mLy+vSZ9XCCGEaG1aZSfe3Nzco1Yc6fV6DAbDMe9vNBoxGo3NEZrfntKFLMv6D1XuAv+xYEMsQ5MepGNERpM857333ktISAjffPMNMTExFBUV8eyzz3LDDTfwww8/oNe3yr9OIYQQotG1yhGYs846i8LCQt566y28Xi8HDhzgzTffZPz48S0dGqAmL/P3PBiQvABUuQuYv+dB9pQubJLnXbNmDeeffz4xMepukdHR0Tz22GP07duXiooKMjIymDVrlv/+K1asoGvXrgBkZWXRtWtXvv76azIyMkhPT+eGG26Q0RshhBBtUqtMYFJTU5k5cyYLFy5k8ODBXHvttWRkZHDvvfe2dGj4FC/Lsv5z3Pssy3qxSaaTxo4dy5NPPsmUKVOYM2cO2dnZxMTE8PzzzxMZGVmna/z22298++23/PzzzxQVFfHGG280epxCCCFEU2u1cw7Dhg1j2LBhLR3GUfJs644aeTlSlTufPNs6EkMGNOpzP/PMMwwePJg5c+bwxBNPUFlZSXJyMnfeeScXXXRRna5x0003ERoaCkBGRgbr1q1r1BiFEEKI5tBqE5jWqtpd1Kj3qw+tVsuECROYMGECiqKwa9cuvvvuOx566CH/tNKJREdH+/+s1+v9fXaEEEKItqRVTiG1ZkGG6BPfqR73q6slS5bQv39/ysrKANBoNKSmpnL//ffTo0cPtmzZglarxe12+x9TWlraqDEIIYQQrYUkMPUUb+1PsCH2uPcJNsQRb+3fqM87cOBAoqKiePTRR9m+fTtutxubzcb333/P3r17GTFiBJ07d2bBggU4HA4KCwv56KOPGjUGIYQQorWQBKaetBodQ5MePM49NAxNegCtRteoz2s2m/nss8+IiYnh1ltvZcCAAYwYMYLvv/+eDz74gM6dO/PAAw9QVVXFmWeeybXXXlvnuhghhBCirdEop2ARhM1mIz09nTVr1mC1WgPOORwO9uzZQ8eOHTGbzQ1+jmP3gYljaNIDTdYHpq1prO+1EEKI08Px3r+PJEW8DdQxIoMO4cPJs62j2l1EkCGaeGv/Rh95EUKIU5ndC04fhNf0KfUqUO6ByGP3LRXCTxKYk6DV6Bp9qbQQQpwu7F5YUAp7HXB1PIToYL0NPsmDxzpATPM2WBdtjCQwQgghWsSmKpiwCXyoX2eFwYj1YPNCkA4eToZQeZcStZB/GkIIIVpEezNcEg3/VwR3Zx46nmSCG+IleRHHJ6uQhBBCtIh4I7zZBQaHHDpm0MCS/pAa1HJxibZBEhghhBAtwqvAfidsrj50zK3AD0VQ5mm5uETbIAmMEEKIFrG56lDNSzsTZISrx+/KhC8KoEKSGHEcMsMohBCiRUToIdUMhR74ra9a83LbDphbCgOsECxdKcRxSAIjhBCiRbQ3w/e9waVAZ4t6bEYXdfoozQI6TcvGJ1o3SWBOgtPppLS0lPj4+JYORQgh2qT2RzTpjjeqX0KciNTAnIQrr7ySpUuXsnr1avr3b9zNG4UQQghRO0lgTkJpaSkAAwYMYN26dS0cjRBCCHH6kASmgW688UZycnJ48sknGTduHF27dgUgKyuLrl278u2333LuuefSr18/Hn30UVavXs1FF11E//79ue666ygpKQFAURQ++ugjLrjgAgYMGMCVV17Jpk2bWvKlCSGEEK2eJDAN9P7775OYmMjUqVP55z//edT5RYsWMWfOHL766iu+++47nn76ad555x0WLFhAbm4un332GQCfffYZH3zwAa+++irLli1j4sSJ3HDDDRQVFTX3SxJCCCHaDElgmsiNN96IxWKhS5cuxMTEcMkllxAXF0dkZCT9+vUjOzsbgE8//ZTJkyfTrVs3DAYDkyZNonPnznz//fct/AqEEEKI1ktWITWR8PBw/591Oh2hoaH+21qtFkVRAMjOzuaFF17gxRdf9J/3eDz06tWr2WIVQggh2hpJYJqIRlO3Bgbx8fHcddddjB071n9s//79AQmQEEIIIQLJFNJJMBqNVFZWntQ1/vKXv/Dmm2+ya9cuAJYsWcLYsWNZtWpVY4QohBBCnJJkBOYkTJo0iWnTpgVMD9XX9ddfj6Io3HbbbRQUFBAXF8cTTzzBeeed14iRCiGEEKcWjXKwGOMUYrPZSE9PZ82aNVit1oBzDoeDPXv20LFjR8xmcy1XEI1BvtdCCCHq43jv30eSKSQhhBBCtDmSwAghhBCizZEERgghhBBtjiQwQgghhGhzJIERQgghRJsjCYwQQggh2hxJYIQQQgjR5kgCI4QQQog2RxIYIYQQQrQ5spXASfB6vaxbt46ioiKio6Pp378/Op2upcMSQgghTnmSwDTQwoULefHFFykoKPAfi42N5YEHHiAjI6NJnrNr16589NFHDB48uEmufyxZWVmcd955LFiwgKSkpGZ7XiGEEOJ4ZAqpARYuXMhDDz0UkLwAFBQU8NBDD7Fw4cIWikwIIYQ4PUgCU09er5cXX3zxuPd56aWX8Hq9zRSRavr06VxzzTUBxzIyMpg1axYA11xzDS+99BJXXXUV/fv358ILL2TOnDn++x44cIBbbrmF9PR0hg4dypQpU3C5XP7zP/zwAxdeeCH9+vXj+uuvJz8/v3lemBBCiDordIH9sLefPCeUulsunqYkCUw9rVu37qiRlyPl5+ezbt26Zoqo7r766isef/xxVqxYwahRo3jiiSdwOp14PB7+9re/ERMTw+LFi/nxxx9Zv34906dP9z928+bNfPXVVyxatIjy8nJef/31FnwlQoiDFJ9CeVY5BZsKKN5RjL3U3tIhiRaSWQ0D1sCCUjWJyXLChE3wft6pmcRIDUw9FRUVNer9mtMFF1xAjx49ALjkkkt46623KC4uJisri+zsbB577DEsFgvBwcHMmDEDn8/nf+wtt9xCSEgIAGeffTYbN25skdcghDjEXmYnc04mP9/7M1UFVQB0OKcD498dT1RaVAtHJ5pTiRse2AX7a5KW97rCmzmwshJWV8KEaIgwtHSUjUtGYOopOjq6Ue/XnGJiYvx/1uvV3NXn81FYWEhERAQWi8V/PikpieTkZP/t8PBw/58NBkOzT5EJIY6WtSyLWVfN8icvAPsW7+PD4R9Svr+8BSMTzS3SADO6wEAr+IAbtqvJixb4rhe0M7Z0hI1PEph66t+/P7Gxsce9T1xcHP3792+miFRarRa3+9AYoc/no6ysrE6PjY+Pp7S0FLv90NDz6tWr+fDDDxs5SiFEY6kqqGLeg/OOec6WayN7ZXYzRyRaWpIJZvUOPHZ9PIwIB8sp2OFDEph60ul0PPDAA8e9z/33399k/WBKSkrIy8sL+PJ4PHTu3Jnt27ezc+dOPB4P7777LtXV1XW6Zp8+fUhJSeGFF17AbrdTVFTEv/71L0pKSprkNQghTp7H4aFwc2Gt5/ct3teM0YjWIMsJl24KPPZhHiwqCyzsPVVIAtMAGRkZ/Pvf/z5qJCYuLo5///vfTdYHBuCee+5h+PDhAV/79u1j5MiRjB8/nuuvv56zzz6b0tJS0tPT63RNg8HAW2+9RX5+PiNGjGDChAkMHDiQu+66q8lehxDi5Gj1WoLjgms9H9VFamBOJ8VuuGPHoWmjd7vCgJrppIs2QY7rRFdoezSKoignc4GysjJ0Op2/wLM1sNlspKens2bNGqxWa8A5h8PBnj176NixI2az+aSeRzrxHl9jfq+FEIEUn8LyV5bzy/2/HHVOZ9Rx2+bbiEyNbIHIREvJrIaMDfB6GoyMgGIPXPInXB4Lf0toG0W8x3v/PlKDViEtXryYzz77jBUrVuBwOAAICgri7LPP5rLLLuPMM89syGXbHJ1Ox4ABA1o6DCGajKIoaDSaWm+3ZooCh4d65O22TqPV0PvK3uStz2Pjx4dWBRqtRi7/9nLCksNaMDrRElKDYE06WHVqzUuSDn7oAyZN20he6qteCUxOTg4PPfQQpaWljBkzhuuuu464uDi8Xi8FBQWsWbOGZ599lqioKJ5//nnatWvXVHELIZqY01NBQdUmooO6YTFE4vY6KKreQqgpiWDj8QvZW5rTC2tsalFjsllNXjZXgV4D3WqfdWlzrPFWRr8ymrMePYuCTQVYIixEpkUSkhiCziCjwaejmCNWG8WfgquPDqpXAnPfffdx9913M3To0KPOpaWlceaZZ3LXXXexaNEi7rvvPr788stGC1QI0Xwcngp2FH/HiuxXSI0Yw9D295Nf9Sfzdt1HdFAPzu/0n1abxDi98EcFjN4IXYNgTm8o98A569UEZnG/UyuJsURasERaiOkec+I7C3EKqVcC88knn/j7hxzP8OHDT5tpJCFORRpAUdRGhpmlcyhxZFJqz0TBd/wHtiIKsKkKhq+HUg+UeSDGoB4XQrR99VqFpNfr8Xg8AcdWr17Nr7/+elTPkbokOkKI1smkD6Vb9CUMTLwDgBL7DhR8RFta9+gLgEkHZ4bC3D6g08Aeh5q8RBlgUT/ofgqNvghxOqtzlpGXl8edd97J+eefz8033wzAzTffzLJlywgKCgJg5syZ9OvXr0kCFUI0L63GSLi5Y8CxEFMiWk3r/3Bi1Kpz/wYNeGuGXMJ0anGjEOLUUOcRmH/9618kJyczYcIEAH7++We2bNnCggULWLFiBZMnT+aZZ55pskCFEM3H7XWQa1vF/N0PAmDQqssZ95TNZ3nWNOzu1tvkUFFgczWcvQ4cPgjSqiMxux0w5k/Y72jpCIUQjaFOH6VWrlzJH3/8waRJk/j6668BWLp0KbGxsXz11VeA2rp+x44dzJgxgzvuuKPpIhZCNDmPz86uknk100Y9GZ06jR3FP7Iy5zVybavxKM6WDrFW1V5YXaHWvUQb1KLdHJda1LvTDnkuaG86tZZUC3E6qlMC065dO4KDg+nRowfx8fEoisLHH3/Mrbfe6t/duKqqCq1Wy+DBg5s0YCFE07MYIhiSdA9h5vZ0jboIiyGKbtGXYNAF0S5kCCHGhJYOsVbBephYs5fq4FC15qWTWa2JMWmgn1WSFyFOBXWaQmrXrh3Dhw/n66+/xm63M3fuXAwGA1dddRWDBg0iKiqKb775hsGDBzNw4MCmjrlVcLlcrF69moONjBVFYfXq1bhcTdevOSMjg969e9O/f3/69+9Pv379mDBhgn9UDNTNJlevXt1kMYjTh8UQSZ/Yawg2xgFqYW9a5DjCzO1bOLITCzXAX2IPFeyadHBWKAwKVetjhBBtX52r8R566CGeeOIJ7r//fmJiYnjllVcwGNTWfldffTWxsbG88cYbTRZoa+Jyubj//vtZtmwZf/3rX7n33nt5+eWX+eKLLxg6dCgvvfQSRmPTdA+aOnUqEydO9Mfx22+/8eijj1JaWsrNN9/MunXrmuR5xelJrwvcAsKgs7RQJPUXdETBrkkKeIU4pdT5s4jVauXll19m9erV/PTTTwEt9L/99lu+++6706Lz7sHkZfny5QB8/vnnXHXVVXzxxRcALF++nPvvv79JR2IOMhqNjBo1iocffpgZM2Zgs9no2rUrK1asANQRm5kzZ3LxxRfTv39/Lr74Yn/cWVlZdO3ala+//pqMjAzS09O54YYbyMvL819/6dKlTJo0iQEDBjB27Fi+//57/7lHHnmEu+66iwsvvJAhQ4awf//+Jn+9QgghxEH1Gkx9++238XqP3pM7Li4u4Lbb7WbmzJknF1krtXHjRpYtW8bhe2Du3LnT/2dFUVi2bBkbN2481sObxIgRI3A6naxdu/aoc//3f//Hq6++ytKlS+nWrRtTpkwJOP/bb7/x7bff8vPPP1NUVOQfRdu2bRu33norN998MytWrODpp5/mueeeY8mSJf7HLlmyhFdffZVffvmF5OTkJn2NQgghxOHqlcAYDAbGjx/Pu+++S35+/lHns7Ozeffddxk3btwp28guPT2dK6644rj3+etf/0p6enozRQQREREARzUTBJg0aRIdOnTAYrEwfvx49u7dG3D+pptuIjQ0lOjoaDIyMvznv/jiC8477zxGjRqFTqfjjDPO4C9/+Quffvqp/7H9+vWjS5cuhIaGNtVLE0IIIY6pXlnGDTfcwDnnnMNrr73Gyy+/TFxcHHFxcfh8PvLz8ykuLua8887jjTfeoHPnzk0Vc4vSaDTcd999rFmzJmDk5aC0tDTuvffeZt2xt6RE7ckRFRV11Lno6Gj/n/V6fcDI0fHOZ2dns3z58oCpQq/XGzDSEhvberuxCiGEOLXVe5ikc+fOvPrqqxQXF7NixQpyc3PRarUkJiYyZMgQwsJO7S3cFUXh5ZdfPmbyAup00rRp07jvvvuaLYlZuHAhQUFB9O3bt9GuGR8fzyWXXMJTTz3lP1ZQUBCQADVnkiaEEEIcrsHzPFFRUYwZM6YxY2kT1qxZ4y/Yrc3nn3/O8OHDA0YvmoLL5WL+/Pm8/PLL3HvvvVit1ka79qRJk7jhhhsYNWoUw4YNY//+/dx8882ce+65PProo432PEIIIURDnJqFKk2oT58+DB06lOXLl/tHI9LS0vwjMhqNhiFDhtCnT58mef4nn3ySp59+GgCTyUSnTp2YOnVqoyeTffv25eWXX+bll1/m7rvvxmKxMG7cOO67775GfR4hhBCiITTKkUURpwCbzUZ6ejpr1qw5alTC4XCwZ88eOnbsiNlsruUKx9eSfWDaksb4XgshhDh9HO/9+0gyAtMARqORl156iY0bN5Keno5Go+H+++9nxIgR9OnTR5IXIcQJOTzlGHVWtBq1w57TU4FWY2hTzQKFaEkNaqr93nvvHfP4K6+8cjKxBCgrK+Ohhx7yb09w2223UVBQ0GjXP1lGo5EBAwb4C1k1Gg0DBgyQ5EUIcUJ2dwlrct+iuHo7PsWL01PBjuIfyK5cgdtrb+nwhGgT6jwCU1JSwq5duwCYPn06ffv2DViRUllZyX//+1/uueeeRgnszjvvJCwsjHnz5qHVann00Uf55z//eco2yBNCnB5cnir+LPiELYVfsaP4e8alvUOebR3Ls19Gg5aLun5AbHCvlg5TiFavzgmM0WjkrrvuorS0FFD3Pzry/OWXX94oQW3atIkNGzawdOlS/xzY008/TWFhYaNcXwghSt1g1Ki7VwPYvWD3QaShaZ/XqA+mW/QlZJb8TJU7j2+3X+M/1zF8JNZWvNO3EK1JnRMYq9XKsmXLABg9ejRz585tsqA2btxIamoqX331FZ9//jl2u52zzz6bhx9++Jj3d7lcAXsP2Wy2Ez7HKVi73OrI91i0VqVueD8PUswwOgK0GlhQChuq4NbEpk9iQk3tGd/lXb7acjE+xQNAbFBvzmz/EGZDRNM+uRCniAYV8TZl8gJQXl7O9u3b6dWrF//73/9wOBw89NBDPPzww8ecQpo5cyYzZsyo07UP7qBdXV2NxSLFck3pYFKp08k2wKL18Pjgl1J4YBdogK96gEkLF28CH5BghKvjwNigCsG6cXoq2Fu20J+8AJQ4Mql05WLUh/oLe4UQtWtQArNz507+/e9/s3fvXnw+X8C5BQsWnHRQBwthH3/8cUwmE1arlXvuuYe//OUvVFVVERwcHHD/yZMnc8MNN/hv22w2hg8ffsxr63Q6wsPD/QXBQUFB0lG2Cfh8PgoLCwkKCjpl98UStfO6vVTmVFK4uRB7iZ34/vFY460ERQW1dGjotXBWmPr1ezlctuXQuQFWGBXZtMmLy1NFZslclme/DEC7kCGUOfZS5c7jx503c1GX94kK6tJ0AQhximjQO8sTTzyBxWLh5ptvbpI3p9TUVHw+H263G5PJBOBPlI41LWE0Guu1+ic+Ph6gVa1qOhVptVqSk5MlQTzNeJwe9i3ax5eXfIm72u0/3mNSDy6cfiHW+MbrGN1Q7UzwdQ8Ysg72OdRj8Ub4vjckmJr2ufU6M7HBvTFog2gfehbD2j+I21fFjztuwaKPwKwPb9oAhDhFNCj72L59O4sXL27U1vWHGzZsGO3bt+exxx7jX//6F06nk2nTpjFy5MhGeU6NRkNCQgKxsbG43e4TP0A0iNFoRKttwo+yolWqyKrgs3Gf4XMHjs5u+WYLCQMSGPbAMLS6lv13YffC6ko44Dh0LN8Ff1TAhRGHCnubglajIyqoC5d0+wSDzorFEImFSMZ1mYlOYyTYKJukClEXDfoxjY2NDSiabWwGg4GPP/6Y559/ngsuuACn00lGRgaPP/54oz6PTqeT+gwhGlnm3MyjkpeDlr24jD5X9yG0XWgzR3WIxwdLymFCTc3LGVYwaGBFJfxlM3zXCy6IAGMT/mrQanSEmTsEHAs1JTXdEwpxCmpQAnP11Vdz++23c+211xIdHR1wbuDAgY0SWFxcHNOmTWuUawkhmk9JZkmt56qLqvF5jp3cNBe9FlIt0N4MsXqY1Vst5r1iC+xxQPegpk1ehBCNo0EJzDPPPAPAunXrAo5rNBq2bt168lEJIdqslOEprHhlxTHPxfSMwWBp4jXKddDJAr/2BYMWkmpqXr7oAQ4fdJbFiUK0CQ1KYLZt29bYcQghThEJ6QmEtg+l4kDFUedGvTiK4NjgYzyq+XU8IlFp18TFu0KIxtWgBCYnJ6fWc4mJiQ0ORgjR+nh9brw+J0b9oQJ6p6cSkz7kmPcPax/Gdb9ex+zbZrN73m5QICQxhAumXUDSUKnzEEI0jgYlMBkZGWg0Gv+S5sOXycoUkhCnDq/PTUHVn5Q799Ep4nyMOiul9t3sLJlD79irsNTSNTaycySXfXkZ1UXVeF1eTGEmQhJDZEm9EKLRNCiBObJZXUlJCe+++y7nnXdeowQlhGgdyhx7mJN5Gz7FjaL4SAhJ54cdN+H0lgHQN+66WkdizOFmzOHmZoy26TncZeh1JvRadf7J5bXhU7yY9WEtHJkQp58GJTDt2rU76vYzzzzDJZdcwkUXXdQogQkhWp7FEElSyFD2Vyzm9wPPoUGHgheTLpy0yAtrTV5ORXZ3Kevz3iPeegbtw4biU7zsLpmH3VNC95hJksQI0cwatZtURcXRRXtCiLYryBDNOR3+SWxQHwAUvGjQcVHX94iwdG7h6JqP1+diV+lcNhV+zvw9D7G//A92lfzMkgPPsDr3DXIqV+FTvC0dphCnlQaNwBy5caLb7WbJkiX069evMWISQrQiDk8Z5c79/tsKXnIr1xBkiMaoa/ltAZqDTmukY/h57CqZR0H1Bhbsedh/Ljn0HOKt/WQDRiGaWYMSmBUrAns86HQ6+vfvz+TJkxslKCFE61Dm2OOveTHpwggzdaCgeqM6naTR0in8/IDVSaeyYGMsozr/h//begV2j9qsL8yUzDkdnqi1mFkI0XQalMB8/PHHjR2HEKIV0mstBBmiABjf5W3M+ggW73uarMplhJmS0WnrvolqW+fy2thXttifvACUOw+QX7WepNAh/sJeIUTzaPCWZfPnz+fLL78kOzubmJgYJk2axPjx4xszNiFEC7Ma4xmd+hpur50IS0cAzu7wD+zuYsLNKadNAuPxOtlfvoQlB9Qu5O1ChuLyVlJYvYl5ux/kwtQZJIYMlGkkIZpRgxKYH374galTp3L55ZeTkZHB/v37mTJlCg6Hg8suu6yxYxRCtCCrMT7gdpAhyj8qc7rQ60zEBvfGaown0tyFszs8jqL4mL/7Edw+G+GmFElehGhmDUpg3nnnHWbMmMGQIUP8x4YPH85TTz0lCYwQ4pQUakpiXNo76LRGggzqJrYjOz2Pgu+oJE8I0fQavJXA4MGDA44NGjSIvLy8RglKCCFaoxBT4FYpwcbYFopECNGgPjDx8fGsWrUq4NiqVatkHyQhhBBCNIsGjcBcd9113H777Vx++eW0b9+e/fv38+WXX/Loo482dnxCCCGEEEdpUAJz2WWXodPpmDVrFvPnz/dvJTB69OjGjk8IIYQQ4igNXkY9ceJEJk6c2JixCCGEEELUSYMSmAMHDvDWW2+RnZ2Nz+cLOPfRRx81SmBCCCGEELVpUAJz3333YTAYGDJkCFpto+4HKYQQ4iTZ3aUB2xvY3aUYdVZ0WkMLRiVE42pQApOZmcmyZcswm82NHY8QQoiTUO7Yz9Ks/zAk+HEUuxG0XnYr39EuegCxwT0liRGnjAYNn3Tr1k16vrQiTk8ldnex/7bX58ThKW3BiISou1wn/FEOdq96u9AFC0uh1N2ycbm8VQG33d4qFMVXy71bB7u7lD8PfEPHAzfw1ZjvmN55Om90ncmBZ8Jx5ipHvSYh2rIGjcD84x//4Prrr2fUqFGEhoYGnLvjjjsaJTBRN05PJZmlP7G18BtGp76GRR9Jrm0di/Y9ydi0twg3d2zpEIWoVa4Trt4Kv5XBd71gaBg8tRdm5MC/O8HfEyCiBQYM7O4SNhd+SZeo8YSaknB6KtldNp+YoO5EWbqg0bTOqXOzPpzkool8OPIjFJ8CgNflZeP7m8n+I49r5nfEktTCQQrRSBqUwEyfPp3q6mo2b94cUAOj0WgaLTBRN25fFcuzXsKneJibeRd94q5h8b5nUPDwx4F/c17Hf2HWh7d0mEIckw+wedX/T9gEA0JgZaV6rsQD3haIyeEpZ33e+2wq/JydJT8yLu1d9lf8ztIDz2PQBnNxt48JN3dogchOzF5iZ979C/zJy+GKtxdT8GchYUnhzR+YEE2gQQnMihUrmDdvHtHR0Y0dj6gniz6SC1Nn8FPmHZQ6drFo3xQAIi1pDO/wpCQvolVrZ4JZveCSP2GV7VDy8nAyPNAeolpg9MWoCyY18kK2Ff8PmyuPr7dMxKu41HhDBmPQBjV/UHXkrnKTtSyr1vM75+wk7cK0ZoxIiKbToHHQ2NhYTCZTY8ciGkCnNRIb3Ise0X8JOD6y039kgznRJpg00CM48NjgEAhqoVkarUZPhLkzF6a+DuBPXhKsA0iNvJBSx268PmfLBHcCisaDObz2xRWh7UKaMRohmlaDfkX87W9/47bbbmPevHmsXLmSVatW+b9E8/L6nOTZNrC58KuA47/sug+bUwqtTweKohz3dmM/7mQc+RSFLpiyF/6br94+mLRM2gwLSg8V9h7J6/HirnY3WcxObyU5lasDjlU4szDoLKzIegW3z17rY48Mqa4h+rw+3NVufN6GFwoHx1sZeGf6sU9qoOvFXWtiavq/65bgdrjxuk5+4tHj9OBxehohoubVEj/TLalBU0hPPPEEwFEJi0ajYevWrScflagzu6eMuZl3o+Ah0pJGv7gb+G3fE5Q5drNo3xTO6/S8TCOdwipduVS7iogO6oZOa6DaVUSpYzcxQT0x6oNrfZzbW01h9WbCTCkEG2PwKR6Kq7dj1ocTYmrXJLEWu2B5pTq6Em2ESg+UeeDbmgV0jyTDvUkw/k91Kum9XBgUChbdoWs4yh2U7i5l1eurqDhQQefRnel2cTfCU8IbrQbP5a1kb/lvrMl9E4DooO6UOfZQ5c5jyf5nGN15Rq0/U7vsUO6BvlbQaSDbCTvtMCgEgnTHfAgep4eyvWWse28deevzSDgjgX439COiYwQ6Yy0PqoXBYGLA5IHsW3SA/Yv3+49rtBou+nA8YUnhKIqPEnsmeq2ZMHNyva7fWlVkVbBv8T42frwRg9XAoNsHEdMzhuCY2n8GjqUyt5LctbmsmbkGFEifnE5CegIhCa1/5OrYP9M7an6mT82NljVKI6Zobrcbg6HlewzYbDbS09NZs2YNVqu1pcNpUi6vjd0l89hc9CUXdH4Fiz6S/KoN/Lb3Scakvdlqiw3Fyat05fLTzjuodGUzJlX9u/5t75NkVS5lRIen6BA24phJjNtbzYGKP1iw51ESrOlkdHyWSmcus3feQpAhmrFpbzR6ElPkghez4IX9cHc7+GcKzC2BR3fDJ91haTnclKjWvGQ7YUa2er/4w2aqXTYXGz7awJzb5wRc2xJp4cY/biS6W+PU5Lm9drIqljF/z0N0CBtO16iLUFD4de/jhJrac0HnV445PbvLDhnrodgDi/pBolEdSVpeAf/rBSMjjk5iFJ/C3l/38snoT/B5Do28aA1arvnlGjoM79CgxMyWb6N0dyl7FuzBFGkg9pwg8kyL6dPhchyeMn7YcRMGnZlxae+0+SSm/EA5n4z6hKJtRQHH+93Qj5EvjKxzElOZW8msq2exd+HegOMdRnTg0k8vJSSx9SYx6s/0UhbseYQE6xlkdHwOmyuPH3dMrvmZfrPNJDH1ef9u8F5Ih6usrOTzzz/n448/ZsmSJY1xSVFHRp2VTpHnkxx+DkGGKADigvtySbdPAzpxilOQov7Hp7iZk3krYaZkSh27ak75Dt7hmA87+Lkl17aa2TsnU+nMw6s4an1MYzi4MObVbFhcDuts6u23suHF1EMFu+1M8I9kCD7it5Mtz8ZPd/501HXtJXbm3D6Hy765DEuE5aTjNOgsJIUOZXyXd6ly5TNv90PEBHVjZMd/AxpcHhuKwXfUUmql5qvKC8PXQzsj7LCDpua1H+s7W5lTyTd//SYgeQHwuX3831//j5tW3URoUugxHnl81jgr1jgrCYNiKazewuydN6G4vOzfuQC7uxS3z4Zea6Yp/76bg9fjZc3ba45KXgDWf7CeM/5+Rp0TmH2L9h2VvADs+20fe3/bS+8re59suE3qYI+iXNuaI36mfSht/O+5NidVJpeVlcUzzzzD8OHD+eCDDxg/fnxjxSXqwaiz+pMXUAt7JXk59YWYErgw9XVCTe3xKW5/8nJO8pOkhGVg1B/704tRF0T7sLPISHkOgDLHXryKA6sxoeaTWuNPIUUb4aH2cH9ND5KDyUtGOLyUColHrAk4MnkBOLDswDGXBwPsWbgHe0ntdSn15VWcrM97n1/3PoFRZ6V//N9Zn/cBC/Y8yuzMW3B6K456TKoFFvZVE7Aqr5q8AMzqCaMiIfgYs0FV+VVUF1YfMwZbno2qwpNrPKfXmYgJ6sGoztMADRXOA7h9Niz6KMZ3eZuwNj5CW5Vfxbp319V6fs3ba+pUB+Ioc7Byxspaz6+csRJ7aeP9+2pshlp/puMZk/YWoU00LdzSGjQCs3HjRt577z3mz5+PoihMnTqViy++uFVMHwlxOtFpDQQZYqlwHvAfCzUlodMaj/s4vdZIiCkBdXxA/QVv0Ueh0zTd6kKz9ujVRmkWMNRxhsTjOH5RpeJtvE+ZB5OWEnsmF6bOIMLSiVBzMj9l3saIDs9g0B77U71FB9F6dRoM1E+I7c1gquWj4okKdhXPyb8mndZAsCEGrUaHT1G/hyZ9CHrtyY9WtQbHK7Y9WOh9omk4n8+H11l78a/X6a01eW4t1J/pRA7/mTbrotBrT90Vw/UagZk/fz5//etfue6664iIiOD7778nNDSUc845R5IXIZpZtauIRXunkmdbA4BBq464zMm8jYKqTXh9x+7F71M8FFZt5ccdtwCK/824sHoTC/c+RpWrsNFjtXngu2L423b1dmjNaMTMXHhmn1ojcyLJZ9ZeqxHXJ+64y4frS6vRExPcg4ndPyPC0gmAcHMHLu72CbHBvY65n1C2E/6yGTZUqW8hVp3aoG/4enXE6Vj5VXBcMIbgY//uNIYYCYo9uZ4zBwt2f9hxEz7Fg15rQYOWMsdeftl1LzZX/kldv6VZIi30mNSj1vP9buhXpw2HLREW+lzdp9bzfa7ugyWy9SZ8PsVDUfU2ftwxmUM/0xqK7JtZuKdpfqZbg3olMHfccQfdunVjyZIlTJkyhc6dOzdVXEKIE3D71FUHAMM7TGFSj68IMyXjU9wcqPgdt/fYUxNubzXZlSvwKg5CjO2Y1P1LMlL+BWgoqt6Oy2dr9FirffB5gfrn88Jh1xB4sL16e3YJOOvw4daaYCV98tFLhLV6LWPfHEtwbP1WnJyIVqM/arWRRR9R62aIJW7YWJO8zOoJGwdAUs100qJSNYk7UkhCCBdMu+CY17vwtQtPevWL22snv2pDzbRRNBO7fcaozq+gQUepY2+b3zPNYDFw5sNnYo44OnltN6Qd8f3q1gtLo9HQbWI3wjuGH3UuPCWc7pd2b9Wd5t3earIrlvungi/t/mXNdFLNz7S38X+mW4N6rUJ64YUXmDVrFvHx8Vx99dVcdNFFDB8+nO+++464uLimjLNeTqdVSOL0pSgKpY7dlNh3kBx6DkZ9MJXOHHaXzqdL1EVYDOG1PtbhKWdn8Y+khI8gxNQOl7earIqlhJmSibSkNsleP3lOeCsHJidCgkkddfkwDybFQEodP9xWFVSx97e9/P6v37Hl22h/ZnuGPzGcqLQo9OZGWZPQYF4F1tvUkZiDK44y7TC3GK6Kq31PJ3uZnfwN+fz6xK+U7Cghuns0I6aOUEeVwk5+VMnpqWBP2QLirWcQbu6Ax+sk17Yakz6M6KBuaDUt+307WYqiULq7lBWvrmDrrK0YgtRl1N0ndSe0Xf0KoMv3l7Pug3Vs+HADiqLQ97q+nPG3MwhLDmui6BuPw1POzpLZdAgbTmgz/Uw3hfq8f9d7GbXT6eT777/ns88+Iycnh+rqat59910GDx58UkE3JklgxOlCURS8iiOgnsHtdWDQnfiN78j7ub129FpTk/6is3sD+7pUe2vvj3I81UXVeF1eTKEmjNbj1/s0J68CTl/ga6r2QFAdcgR7qR2P3YM+SI8lvHGnK9xeOwbdoWt6vE60Wl2bT14O53F6sBfb0eg0BMcGN3jExOf1UV1YjaIoBMcGo9W1jTd+aJmf6cbWpAnM4VavXs0nn3zC/PnzSUtLY+LEiVxzzTUNvVyjkQRGCCGEaHvq8/59UmnZgAEDeOWVV1i4cCEjRozg7bffPpnLCSFOcR6vI/D2cVryC0GpHXIqDzURqnDC/nJohO0CRNvXKONKsbGx3H333fz666+NcTkhxCnI7i7hz4LP/CtfnJ5KMkvmUu7Yf4JHitNSqR1mroEXl0J2Bdhc8H9b4IXfYUexJDGicTrx+i+mP3XmU4UQjcfhKWV1zptsK57FnrIFjE59ld2lv7As6yWCDNFc1OWDNtPq/FRR5AKXcqiJYIUH7D6Iay0lRR4flDvA4YFpyyExBHbXrJrKt0GncKjnXlHi1NJ2KnuEEG2WXhNESsS5aNBRbN/G11suZVnWSwDEB5+B7hRuttUaFbng6X2QsQH2OdSNNb8uhJ6rYPPJNf9tPDHBcO9QCDOpSczB5GViNxjaHoJaS6YlWspJJTA5OTls2LCBgoKCxopHCHEK0utMJASnM6rzywD+vhTJYecwtP2DAVthiKZX4lGXtG+vhgs2wrQs+Pt2KHarG26WHLsHYvOz6NWRl8N1jYYWXjIvWocGJTAFBQVcddVVZGRkcPnllzN8+HAmT55MRcXR+4MIIQSo+wuVOwPrXapc+fiU1vJuefpIMcG8vmDUqEnMk3vV4+Oi4N+dILI1NFavcMI3W2BrzUaN2ppl0dOWqzUxrby1v2h6DUpgnnjiCcLCwpg7dy4bN27kxx9/BODZZ59t1OCEEKcGp6eCnSWzWV4zbRRpSa2ZTtrOvF33tfmW9m2NUQf9rHBZTODxN9MgvrXM5tndsKHm38XE7jBlxKHppD/2q+fFaa1B43CrVq1i0aJF/jXanTt35j//+Q8jR45s1OCEEKeeTuGjGNb+IYqqt/LzrntaOpzTUkVNzcunR8z+n7cBfukLHRpvW6mGiw6Ce4bAnlIYnARBBrUm5vf9MLITBEsNzOmuQQlMaGgoFRUVAU1mXC4X4eHhjRWXEOIUYtKHkhY5jjBTB6KCumIxRJBgTWds2luEmNphNbaerUgak0/x4vLaMOsPtaJ3eMoDbreEApda8wLqtNFtiXDxJthhh3sz4d2urWAaSaeF9qEQFwyWmmBig+HC1EO3xWmtQVNIV199NZMnT2bBggVkZmbyxx9/cOedd3LOOeewatUq/5cQQhxk0oeQFDrUX7Cr15mIt/Y/pZOX4uodrM55A7u7BIBy5wGW7HuWKlfLLnyIM8IHXdXk5Z0ucF6EOvLSzwqvpLaC5OUgnfboZEWSF1GjQVsJdOvW7cQX1mjYunVrg4I6WbKVgBCipdlc+Xy95VI8PjupEWMZkHgLP+z4O1XufBKtg8jo+BwWQ0SLxVdZ0/cltmYmxuWDcg/EyMyMaEH1ef9u0BTStm3bGhSYEEKcLvRaM/3j/86qnOlkls4ms3R2zXELg9rdiUlfv52SG1uIHg5foGzUSvIi2pZ6JTB5eXnEx8eTk5NT630SE6WbphBCmPVhdI++FJsrl61F3/iPj017i6igrmg10kVWiJNRrwRmzJgxrF27loyMDDQaDQdnnw7+uSWnjYQQorVxeMrYX/57wLEthV8zuN3dWAyRLRSVEKeGeiUwM2fOBGDBggVNEowQ4vTg9blw+6ox68MBUBQFp6ccsyG8ReNqTDZXLrN33kKVOw+91kJy6NnsLvuFnSU/otFoGJx4N+YWrIERoq2rVwIzefJk1q5dS7t27ZoqHiHEKc7rc5FnW8+Bij/oF389Jl04pY5M1uW+x5Ck+wk2xpz4Im2ATqOustpX/hvj0t4h1NSeqKCurM55nZSwc9FpW0OzFSHarnolMA1YsCRE25VvA5MewmveaErs4PWpm8y1IS4f7LJDlOHQipMd1RCsg3bN2HW1wAVmLfg8ufyUeSdd4+5nd2UW8eZifthxEy5vJVqNnqHtH2zxPimNwWKIZGjSfaQn3ESIKQmtRke36EvoGJ5BkCEGg87S0iEK0abVqw+MRqNpqjiEaF3ybPDSMnh7DZQ51OTljZXwynIobC3b9Z6YywcrKqDfanhkt7pZ35YqGLYOLt8M2c7miSPPCZO3wzeF4NXEcmbHd/m++kJeL+jI9vJtuLyVWPSR9E/4+ymRvBxkMUQSZu7gL9g168MIMydL8iJEI6jXCIzdbue888477n2kPka0eW4vFFVDlQtsLnhzFbh9alKj1UCpAyItapOtVq7KC0vLwaXAB3mQ5YS1NjWR2aqAzdv0MTi88GEefFusfrnSLOxz9uTFbPX7d3bYcJJCzmJY+/sJMyc3fUBCiFNCvRIYg8HAHXfc0VSxCNE6GHSQFgmTB8DM1XCgZpd1rQbuGAQdw9tE8gIQYYCbEsGtwD/3wrxS9XikHhb3hy7NMBBg1sF18bCkHOaUwK074eDg79/jq0jRLOXPyt/ZXJjEGQl/x6xvPYWt9lI7XqcXc7gZvblBbbOEEE2kXj+Rer2eSy65pKliEaL1MOkhOQysRqh0qcfCzZBgVROcZuIoc2DLs5G1PAudUUe7Qe2wxlsxWuvecSzSAJfFqgnMQekhajv55poVTjDBR92hywoo8ajHegbDQ4m57C/6FYDNhV+g0xjoG39Di08jVRVWkbUsi9+f/52qgio6nteRofcNJaJzBDq99G8RojWQIl4hjuVgzcvB5OXgsZlr4Ob0Q4W9TaiqsIrfn/ud5a8s9x/TaDWMfnU0fa7pgzmsbjFsqYJz1gcem1cKD+2C5zsdKuxtSsVumHbgUPICsLkKFts6cknSFKzGRDYXfk6H8HMxaFu2SNpeYmfR1EWsev3Qfm6lu0rZ+NFGblx6Iwn9E1owOiHEQfUaB7/ooouaKg4hWg+PD7YXQU5Nzctdg2FyOmiAvWWwt1RdjdTEspZlBSQvAIpP4ac7f6Iks6RO1yh1w/RsNYGI1MOWgfB0inruk3wodDdy0Mfg8MJn+fDsfvX2jfEwOlL9MPT3HTqWV5rpG3cjk3p8TUxQT3Talp2qqcytDEheDvI4PMy5fQ72EnsLRCWEOFK9flNMnTq1qeIQovXQa6FPHEzsDu1DoVME+BS1JqbCAV2jm7wGxl5iZ8lzS2o9v3L6Ssa/PR6d8fjTGREGmJICigJ3JkG3ILitHeg1MCQU0pqhFYlZBxdFw5s5MCIcpqaAR9Hw9+3g8Kk7IJsNVsy0jo1X9y7cW+u5rGVZ2EvtWCJlFZEQLU2q0oQ4lmAjDE0Co+5QzUvXKPAqYDGc8OF5NcuT42v6rBS51ELahDr2XfE4PdhybbWeL99Xjtfl9ScwlR71+pE1obl9UOGFUJ1a6/JcJ4jQqzUvkQaYnAjBWvXlNYcOZpjXF4yaQxsGvtsVFCCxGXvR1IXWcILkVLpJCNEqtI2lFEK0hGBjYMGuSQ9BdUtebtoBN+9Q/1zsgpey4PwNsN9Rt6c2h5lpf2b7Ws93HNmJ/RoDLq+avGyqgvU22FmtJi8rK6DzCvX/bp+atBxesBthaL7k5aB2psDdjhNMrS95AUg5N6XWc53O7ySjL0K0EpLACNGIFAU2VMGPxfBDMfx9Ozy9D57fD9vs8L9CqK5D7xVDkIGzHz/7mKMBpjATkRN70WO1hqUV6vW+KYTzNsD3RbCgFM7bCOUeuGUnlHmO8QSiVtZ4K+c+fe5Rx83hZka/OhpLuCQwQrQGMoUkauX2OvAqdoy6ULQaHT7Fi8tbgU5jwaBrnfu45DjV+o6DK2vyXeqsz8l+0q/MraQypxJbQSVhSWFYE0IIjg6m2l2EVmPwL/vVaGBoCLzdRR2BmV0C0QZ4J8rGMIcN3cZKKstCcYeZcZQ7qMiqwBpvJSQhBGt8YA1IZGok1y+6nh9v/pGCTQUAtD+zPaPfHMednnAeCrcTtL+KPftKmRRq4ZyoEJa7Q9lSrcHpg1QL/NArcNSjPqpchWg1Ov+uyXZ3CT7F22h7FR3r31O1uwidxohJH3rcxzpL7Rg0GrI25aPV6whPCSPYakRj1J/00JI5zMyA2wbQ8byOLJ+2nMqcSlJHp9L7qt6Ep4Sf1LVPdS6vDa/P5f83c3DTToPW2uLF2eLUo1Fa+dpor9fL9ddfT7t27Xj++efr9BibzUZ6ejpr1qzBam0dhYFtjdvrIMe2il/3/IOxaW8RZUmj2L6T2Ttv4dyOz5BoHdjqkpgsJ0z8E3pZ1eXBCnBfJuxzwJc9G77vT0lmCZ+N+4zi7cX+Y8lnJ3PxJ+OZX3kLqZEX0j1mUkDvkhK3OiKy3wGzI0pZf+WX5G/Mx2g1MunLSSyauojsldn++8f0iOGK768gsnPkUc9fVVCFvdSOVqfFHGkmKDKIwhwbCx6ex/ZPNvrvFxwbzEXfX8lfNQmsrdawuB+cHd6w11zlKmD+7ocJNSUxJOleAFbmvEapfQ/nd/oPwcbYhl24hk/xUly9g9k7byGj4zMkhgyiylXA7J2T6RV7JV2jLqo1ibEXVqHZXoT5f9son9SDxe+vY8TfzyDky80oN/ZH0yWq0ebHPA4PHqcHo9WIto00L2wpLq+NPaULWZnzGuO7vEOIMYn8qg38sus+Rqe+RkxQL0lixAnV5/271f9Ezpgxg9WrV7d0GKcdj8/O0gPP4/bZmL3zZrYWzWL2zptx+2wsPfA8Hl/rWkrq8sG8ElhlU1vmP7AL7toJnxXAHxWwpExdHV1ftjzbUckLwP4l+/npzp9ppzubdXnvB3w/il3w7wNqTcqU0Cr+vP4b8jfmAzDozkEsn7Y8IHkBKNxSyFcTv8KWf3ThbnBsMNFdo4lMjSQoMgivx8uW99YEJC+gJjqzRn3Ef4LKAbh0M2xtwLZNXp+HXNsaCqo3klk6h6UHXmR59svsKP6BwupNZFeuxOc7uXkpp6eCFdnTcPts/LLrPrYWfsPsnZOpcuezJvctPL5jFwt5PV40Li/mnzLB7iHs6y2cf1FXQr7YBA4Pmi83gbPx5sz0Zj3mMLMkL3Xg9TlZkT0Nh6eUH3bcxNai/+OnzNtx+6pYeuA/uLwVLR2iOMW06p/KZcuW8csvvzBq1Kjj3s/lcmGz2QK+xMmxGCIYk/oWwYZY3L5qlma9gNtXTbAhljGpb2ExtJ527wBGLUyIPtTj5ON8+KpQ/fN/OsEFkerq6PqqzK08Knk5aOcPmcS5z2Jcl5kEGaIBtQZmWSW8UNPzZKSvipzVOf7HJA1NYvf83ce8Xv7GfKoKTpxxlGXbWP7y8mOec1Y4idySTd9gtcfLxZugwOXF7T2UEFS7i3B6an8z0Wn1tA89k0GJdwGwu+xnMkt+AmBg4u0kh52N9iQ/SVsMEZyb8jTRlu4o+Fie/TJV7nz0Wgvj0t7BYog65uNsuTbeH/0JJeO7QpgJHB41mXF6IcKM88b+ENIKK4NPA2Z9JOO6vINJF4rDU8qyrP/gUzyEmzsyqvOL/mklIRpLq01giouLefzxx3nppZewWI5fNDdz5kzS09P9X8OHD2+mKE9tIaZEhiTdH3BsSNL9hJgSWyii44s0wK3tAqeKOprhhgR11U1DHDehUEDrCCLC3BmtRn1D12hgSAjc2Q7ubgdB1YHbPXscxx8dsBefeGTL4/LiKKt9OVP5jmL+ryd0tsDXPVz8set6cmyr8PiclDv2879tV7G9+LvjJjEmfShdoy/GajzUdTbYEEe36ImN1uY/2BjH8JTA3lK9Yv5KhLmTf/fmI3ldXgo3FTL/xaVUZ3QMOFd9Xid2HjGyJZqPRqMhzJRMv/i/BRw/J/mfAf+OhGgsrTKB8fl8PPjgg9xwww1069bthPefPHkya9as8X8tWrSoGaI8tR2sUVi8L/ANZvG+qRRX78CnNMM2xvWU74I7d0L2YTnDHgc8kAkFrtofdzyh7WovJtUatPiCKsmqWIbbeyjxiDbCPzvA4x0gOCow+dab9Gh0tTcSObKQ91gsQXpCEkNqPd9uQCKdLLC0v5fioucosm9h3q772Fz4JT/uvIlqdxFrc9/B43PWeg27u4TlWdOwuXL9x6rc+Sw78BJ2d926AJ9IueMAczPvDDi2If9DcmwrA0aMDqc360kbk8bo+4YSNGdnwLmgH3fQ7YwEtemgaHZen4v8qo2sypkecPyX3fdT5tjTQlGJU1mrTGBmzpyJ0WjkmmuuqdP9jUYjVqs14EucHJe3kp933e2fNhrX5V3/dNLPu+7G5a1s6RADuH0wqxA+Vxfr8HwntQMtwIf5MKe4YTUw1ngrHYZ3OOa5fjf14YDuZxbseeSo70eMUf0Kjg2m68Vd/cczf8qk1xW9jnm9zqM7ExQTdMKYQhJDOPeZo5f5AoQmhRLbKxaNBmKNOga1u42YoF4o+FiZ/SrV7iIM2mDGdXmHoFqmaXw+D/vLl7Cz5AcA0hNuYWCiugt9Zukc9pb9etI1MA5PKb/t/Yd/2mhM6ptEW3qg4GPe7gdw+449DRySGMJlH04g9Ntt/mmjqmv7+qeT9O+vg+pm2B9BHMXtq+LnXXf7p43Gpb3tn06at/tB7J7Slg5RnGJaZQLz3XffsXLlSgYMGMCAAQP48ccf+fHHHxkwYEBLh3baMOpCuKDzK4SZUhib9jYJ1v6MTXubMFMKF3R+BaOu9hGAlmDQwsQYuDxGrXm5OUGdxnmmI1wXB2OiGlYDExQdxMRPJtLtkm7+Dqw6o46BdwzknMfPpkKzj/M6/qvW74clwsKYGWPofVVvNDoNa99dS5fxXeh3Qz9/jxeNVkOPv/TgoncvIijqxAmMRqOh6/iujHpxFMaQQ2ukk4Ymcd2v1xGadGjUKNgYyzkd/hHw+J4xVxBuSkGjOfY3RKvVkxx2NqkRYxiYeDs9Yi6ne/SlDGp3N50jRtMhfMRJ18CY9RGMSHmaMFMK49LeISEknVGdXyQmqBcjO/6n1g0dNRoNXp0G53V9IS6YknFd+PL+X6i4vCfEBcOtA+vUbFA0PoM2mAs6v0KkJY0LU6cTbz2DcV3eIcyUzMiO/8aib111c6Lta/XLqAEeeeQRAFlG3cx8ihenpyKgYNfuLsWkD621RqGl5bvUdvUHa15K3GqL/biT3HHZWeGkqqAKR6Udc5iFkPgQDEEG7O4S9FoLBt3x67RcNhe2fBuuShfGECOWSAuOUgfOCidGq5HguGBM9Sw+9bq9VOZU4ih1oLfoCYoOOioBKnfs908bHaRBy6jOL5NwgqXwdncJGo3OX/Pi9FTgVdy1jtw0xJH/nur6/fQ6PVDlpji3Eq1eS3BsMBaDTk1etNLrv6V4fS5c3ir/7wxFUXB4yyR5EXVWn/dvWZQvaqU2MQv8xdPaVh8d6chEJbKRPoybQk2YQo9OMOqysiLbCR69kfiUSCJ1UOiCAh9EWC3En0R8OoOO8A7hcOwZLhzuMn7d+w//tNGoztNYkfUqRfbNzNv9AH/tNfu4CcyRr+1EzeVq4/RUoNea0GnV75/LWw14MepCjvHvq24rVXQmPZj0xEpb/1ZFpzVi0R76IdRoNJK8iCbTKqeQjvT888/XefRFiNYk2wnXb4MrtsBuh1pM/NQ+GL4edjmgognLNcyGcM5NeVatR+jyDgnW/ozq/B9ig3ozqtPLGLVNPw3o8JSzufBL8mzr8fqcuLzVHCj/ncySn1tdHZUQom2RERghjsHjdVLlzsekD8OsD0NRfFQ4szDqgmvtUXIkRVE3V1xQqnYFvmE7dLXAR2pPO74tglsToWHjGnUTZm7PuC7vYNaFodFoCTbGMarzyxi0weh1TdsvxeNzsbt0Hmty30KDntGpr+L0VLBw72OAQpAhhuSws1rtdKQQonVrEyMwQjQnj9dJjm0VX2+ZxJbCr3F6Kim27+B/265m6YEXsbuP3djuSBoNDAyBL3qo9b8rKg4lL7cmwrXxEN8MPdcs+oiAgl2LIbLJkxcAvdZIcthZRJhTUfDwU+btLNz7KKCQYE0nJqiHJC+NrMpVSJWrwH/b4S7F5spvwYiEaDqSwAhxBLevmr1lv6HgZU3um/y+/zl+3HEzbl8VeVXrjts/5UjBejgvHNIPm62x6uDhZEg6DRrGWo3xXJg6A7M+3H8s1JRERsfnGm1TSKGqchXy695/MH/3I1S5CnC4S1md+xY/7PgbFc6slg5PiEYnCYwQR7AYIhiYeBtdoiYAsLvsF9y+KoIMMYxLe7tenYgLXTBlH6w+rNzD5q2pibGrrUxONT7Fg09R+8S4vNXk2dbh8JT7z1c68yi178Zbj0RQHJ+iKFQ499fsYbWB+bsfYnn2K2wt+gabK5e9Zb8FNFsU4lQgCYwQx2DWh9Mj5rKAY+1Dz8RcjxUVigJrbTCjprv9LQnwUU07meUV8F4eVLTxBCbbCTmH5SH5Lh/7HV5K7Ltwe6vJqVzhr3mJDepNuLlTzXTSnRRUbW6VHZ3bIo1GQ0xwD0Z2/DegoaD6T3aW/AhAv/gb6RI1/oRL04Voa6SIV4gjKIqPYvsOZu+YHHB8e/G3WI0J9Ii5rE77AR2sgXkyRR2Jua89xBvA1APez4WbEiCiDf8EZjvhL5tBp1HrfPQahUd2wW/lJv7XzYJWk0eoqT0WfQShpmTOSn4MgzaIn3fdg8dnJ9gYJzUwjUivtZAQkk60pStF9m2A2lyuV8yVjbZ/lRCtSRv+9SlE03B4y1mV/XrNtFE047u8z7q8d9lR/D0b8j+gS9Q4oG5vCJEGuKsdVHmhfU3LlbGRMCwU4o0N6w7cGvgU2FYNyyrUFVZ/2QztTRq+KFSbyC2uiKSn7y0q7Os4N+VZ3L5qfIoXqzGO0amvoii+VrspaFtld5eyOvdNf/ICanv/X3bdz8hOzxNsjG3B6IRofG3016cQTceij+CcDv8kJew8xqW9Q6ipHYMS76RH9GWMTXubIEM0hzewVhTFf9vtcONxBe4TFKFX/MkLQJBOIclce/LicJfh9R3afdLpqaxTz5TD4zh42+fzHXWfWh58/NtH0Nbsuv1VzQqrPyrgi0L13LMpXtINP7O75HOK7NtYtG8qVmMiUZZUNBotVmO8JC+NzOfzUVi9mW1F/wdA37gbODflWdTppA1sLfo/qYFpQUf+3LWBBvhtgozAiLan0qnuzKjVQFjtnWRPRrAxlrM7PO4fercYIklPvBWjLpgKZxY+xUOEuTPV7gIqXbkYihM48Fsum7/YjDHMyKDbBxLTIxZfSDlVriKig7qi0xqpdhdRYt9FbFAvjPqj9/uxu0tZm/sOKeEjiLf2w+NzkVk6Fy1aOkeOqnXPpUpnDtXuIvRaE+Hmjjg85ZQ6dmPShWLWhxFiSkRRFEodu9FqdISbU/yPrbC5CS2yQVIo6HWUV7kJy6mA9qFgrr1VcLAeRkRAz2DYVKUe6xEEtyZU8fOO/wLqtEaPmMtQFC8KPjTymalJeBUnJl0YvWOvwae4CDW2I9+2gbOSH2Nf2SJSI8eg1zbNz4o4vnLHAdy+KiItaWg1OqpcBVQ4s4gO6nHcTtjixCSBEW1HtRv2lcG32yC7EqIsMCYNesRAPfcRqosj6wbM+jDKHHv5ccdNaNAyrss7/LrnCfpp7+arMV9SuvvQbru7ftrFdRsv5ff8R6lwZjEm9XXCzR1ZvO8ZDlQsYXiHKaSEnYtRf2ivD4/Xwfbi/7Gl6Eu2Fv0fo1Nfpdyxn6VZLwAQYmpHu5DBaDSBe/1UOnP4KfN2bK48zk15Fr02iN8P/IucyhUMTXoQmyufnjGX4fbZ+XHH39FodIzv8i7h5hSyq7w8m6Xjcb2WdvvLKYgP499ZWm6xmEndUgTdo8Fy7CSmwAUP7TqUvLQzwcdpB9iY/w0jOr3Gr7vv5Mzkh9lb9hsRls5QDVFBaWg18munsRl0FiItnVAUL9m2FSw58AwAnSMuZEjSfYSa2h3170Y0vXLHAWbvnIzLW8m4Lu9g0Ucxb/eDFFVvqdN+ZOL45DeJaBt8CvyZD//dcOhYYbV6e2QnGJN63NGCxqOgoODy2ih3HiDO3J9Nr+wLSF4A0ICj1IFiUPApbuZk3k6YKZlSxy71KorCkYPIep2Z1MgxZJb8TKkjk58yb/efSwk/l0hLWq1vQgoKXsXFr3sfJ9SURKljd81xHw5PMbN33oLTW4HLW6mupFIUilzwl+1allZoWBMcwo+pHh7IhI9LdHxpCmZVTxPxR0Wp8inqSqr/1vRIezYFboovYt7OW6hy5+H0lDCh24fM23UfBdWbKLHv5NyUp/H5vGh18munKRh0wVhN8fy561P/sWL7Now6qySNLUrB7avmxx03EWSIpty5Hw3ammkkmUo6GTKeK9qGMgd8s+XY5xbshkrXsc81Iq/bi7Y4irFhn9Er+Hr+2P8cnTWXsOm/2466r7Pcydcjf+KckOcJMyXjU9z+5OXs5CfoGJGBSX/0TqsHG78ZtIfORVpSOav947XuAh1iSmRM6huEGJPwKi5/8jIs6WFig3qRWTKXSlc2Lm8lJl0449PeIdzSkSAdPJysTuqsrNKSuNHIxyXqqqA74ryYDJpaR1+0GjgrDKamwLMd4dZ2YNYaSYv+CwD7yubw2Z9jKKjehAYtfeKuxqyLqHcH4BwnFB32V5vvglxpH3NMlc5sftwxGbevyn+szLGnZkPPwhaM7PQVZm7P2LSZBBmicfuqKXfuB+D8Ti+RGDJQlrafJElgRLModsEGG1TV1LdWetTbxXXdzLDaDVW13FlBHY1pQhVZFfw25Tfe7P0mMzq/xY57zAx2qRuMemvpRuescOKuVAgyBK7+CDUlodMYj/0Yj4295b/h9tn8x0rteylx7Awo7D2STmvEog9McIKNsRi0wQGfvo06K3pdEABBOhgZAZ91Uz8Femo+DD4U42ZyiIuIEwxoRRrg9kS4JREiDBBiDKV71CX0ibsBAAX1L/vclGdICh2GyVC/zSOzHDBxE0zdqyYxBS54cBdcs1WSmCO5vXb2lC2k0pWFTmPioi7vMyLlaQByKldRZt8rhaMtRK81Y9KF+29r0BNsjEWnPfbvAFF3ksCIJlfkgn8fgP6rYXYJlHvUjQz7rYbXsuqYxOhOMH9vbLp+IpU5lXwx4Qt+f+53dVrIq7D75z3Ysqop0KwhbUKnox6jNWi5dPaFbDLMINe2GsA/qvJT5u0UVP15VELi9trZW7aQpQfUxCgpZBgR5s5q47edd1JYvfWoN6FCF9hchfy69wkKqjfUPI9aHLxwz6OUO/cRE9wDvdaMBh2VrizmZt6FzZUHgM3hZXZh4Eql36p1VJW71Hojz/EbzUUZ1UTmIA0OcitXBdxnX/mSenfddfnUfysrKmFGDvxjD9ybCR/nw4IyWFwOXt8JL3PaMOgsdIkaT//4mxib9hYxwT1JCRvOuSnPkJHyHNHBPaUGpgVUuQqYt/tBSh2ZgAaDNggFDz/uuIkS+05p5HiSJIERTc5TUy+hoLbQv24rXFsz67KsHNx1eSOyGqFdLZ/gLXqIbLqh2Pw/88ldmxtwzBhiJKJbCJtt/2Xg4z0xhQZOjVgiLYR3s1Jo3wyo00aX9fiaMFMKPsXN/vLfcfsCl7UadBbirH0w6yNICT+X4SlTGJ36GhHmVCIsHbEa4wLehPJd8NReqPJUU1StTq8Nav8Uo7t+RahJnU7Kta2lXcgQLu76ERemzUCDngrnfqrdRRS5FB7Yp+XjYjX5Gxmh+KeTJpaGkG0NAkfdf8FWuQqZv/shCmumjRJDBgOwq/QnlmdNq/MmmABGLUyKhkeS1dszc+Gzmj0Kn+8IoyJAJ7+9Apj14fSOvZKY4B5oNXoMumCSw86hfdhZGGtG3UTzUlcD7kKDllGdXmZi988JNsTi9lWTa1uLxydL20+GRjkFxxVtNhvp6emsWbMGq/XoOgPR/HKc8Nct6ifng84Ph/92h4S6lkVkV8DLy8B+WJ8VnQbuGASpkU32jvbD5B9Y+/bao46HJYdx8U/n4o7JJ6y0N6umrWH79zswhhgZdNdAek7qhSskn6LqbXQIPwejzkqlK5ddJT/TLXpCrdsSVDiz0WvN/pqXg6MlVmO8/z42Dzy9Tx3Z6hesMLvHLortu3iz+Cy+KQrmzzNyyKuYT1xQb4z6UCItnfH6XORVrUenMRAT1IsKr4F3chQe3qPh+WQvN7fTsKRSyyWb4K/RPl7uBLFBgd9Tu7uMKrfaYdeoC8blqaLCdQCrMR5F8bE8axq7SudyfqcXibeewbaiWazMeY2BiXfSPXoiJn1ovb73xW7otQryagarOltg5RmBoz5CtFY+xUtx9XaqPcUkWgdg0Fkod+wnu3IFnSMuqPfPw+mgPu/fksCIZlHpgQ/y4O7MQ8fe7gJXxqr9ROpEUaDEDtuKYGeJOiLTNx4izaBvuimk+Y/O54/n/zjmudjesVz92xWYw8xo3AbspXbc+AiLD/PPepW47Jh1FoJqQnR7HY2ydHK/Ay7cCFuqoUeQQr9gB58VWvhbPPyrE4TrHHgVN2b9oZErddpKg06rZgClbthpV0gz+ogw66j2wpYqSDb6iDUfnbxsyP+APws+ISPlOZJCh7Gv/DcW7ZtCv/gb6R17FYriw+bKI9zcEYPOgtNTQblzP2Gm5Hr/si5wwQO71Gmjw92eCFNSIFpKCEQb4FO8+Hxu9If9zLu9dingrUV93r9lbZ1ocpU1NS8HkxcN6nTS5B0Qpldb69cpidFoICoIzkxWv5pJ7yt7s3/JfoJjgineWUzh5kMrOrqM60JQSCg6nQ50UBEZwo3b4Dkr9LOqIwivHTBzg7YCY0EFjhI7ER0jCI5TsESc3C+wZDPM7wudVsCWag1bqi0MDoXnO0O0AcCMgcBE6cjCwQgDDDJoAB34FIKqXQww68BY8xdS7lBbBgcbUfBQXL0dgIV7HyM59Gz2VywBoKhqGz7FS5AhCosh0n99kz6UWH2ver82lw++LDiUvDydom58+Z8D8HoODAmFv8bKNJJo/bQaHVpd4AcsSV4ahyQwosnZfTBlr/rn88Phkx5w2WZ1Oumfe2BEOBzdk7aRnttdgs2dT7gp5bARgQOEmdrXaUTA4/CgM+roNLITJTtL6HddPyLTIpn/8HwMwQYG3jYQnUH95VTiVgtNfymFP9bDwr7wQ6HCxYX5fDvxU2y5h1YW9by8JxdMu4CQhPqtzAGo9qoriErc8F6uugpoZo76fV5bCZts6l5L9apr9imQUwnTlsFVfaBXLFQ44dXlMCQJRqQQFBzNiJSn+W3vP8mxrfInL0khQxne4clal3k3hFELl8XAvFI4KxRuSlRD1GnU1Umjmm7GUAjRRkgCI5pcrFEdKXh2HzzdUb39eQ91ZcmTKertpmB3l7Ai+zUyS2YzstN/SLCewfbi71iR/UqdajK8bi97f93L5xd9js+jVhr/+dmfBEUHcfXPVxOSGII1/rB+LQZ4rqO6wWGWEwavhXnRFSwY818cpY6Aa2/+cjMRnSIYMXWEPwE6ZgxK4AKsAw51VOL6ePiqQB2FqaqGn/qoydM6G4zaCH/0h4H1mbGpdsP329X6ovfWwiXdYNE+KLbDL7vUJCbYiEEXTIfwc8ixHVpp1CF8BIYmKBKNN6nTjCYt/iXd9yeBl6b7N9NUfIo3YOftI28LIepPPsOIZtHRAi92PlSwm2iCaZ2hQxN20fYpXsode1HwMX/3gyzY8ygrsl8BoMS+E69yqBjY7oVy9+GPhbLsSr667Ct/8nJQdVE1s2+bjfYYuzGmBsGSfuqfE42g25Z3VPJy0MrpKwNGZY7kqRlR2VLTl6zQBRf9CY/vgSf3wjXx8FUhPL9fHcn6tpe6F9HgUPX7Wy9WI1zZGzpHqPN7s7apyYtBC/cMgXAzLk8Ve8sWsCzrJQD/vkZ/HPgX+8oX4/JWHecJGibeREA/mmgjxLWx5MXhKWNP6Xyqa1Zhub3VZFUsxebKP8EjhRDHIwmMaDbhR6wcCWvilSTBxhhGdvo3MUG9UPCRXbkcgM4RoxmadD9BNbUadi/8WqYu0y33qMnLJhvs31aCu5bmedkrsqkuPrp5XoFLbbwG6ihB1e6SWuNz2Vx4nJ5jnvMq6mjKiPVwznrIrIZMO9zfXj1v1MCqCnX6DdTpllC9OhLzRQ91X6J6CzfDtX0Dj53ZHhJDQKfFqzhZl/cuoPaouar3LyRaBwKwNvedevd6qQ+PL7AjL6gJnauV94JxeMrYmP8xC/c+xh8HXsDuKWVf+SJ+3nUPv+y6V5IYIU6CJDDilKbXWmgXOjjgWIewcwKmPDZVwUWb4Lad8Gk+bLTBxM1QUn78N2SvK7BHSolb7cvyYc170rnhENkn/qjHHRQcG4yhtlb9qHUuZi38swM8sw+GrYNKL/zeX01QLvwTdlartTbXxkO4Xp1SalDyAlBUDa+tCDy2aB9sLgSnB4shkjGpb9ItaiLDOzyJxRDBiJSn6RZ1CRemzQgo3m1MHh+srlQ4Yw1srlIzlu3VCgPXwvIKb6tOYjToCDLEALC3bAHfb7+BX/f+AwCTPgyNJvBXsMMduKeW3V0qzc6EqIUkMOKU5fRUsL34O9bnvQeoLbwBft37D7IrVuD2qk2kkk1wUc177+07of8a2O2AsG4xtV7bGm89ahVRmB5uSIBgHXzZAx5uD517RBHeMfyY1xj+5HBCEo9dxKvRqNNBi/tDkgkO1ORSt+2EJ/ao00gA+5zqjM9Jv4nbXPDpxkPTRncMOjSd9N5a/zYOIaZEBifdTZAxGlBHuQYn3UOIMeEkA6hdqUfhsi0aDjhh+HotPxb5GLFewz4HTNqso8LTtBlMtVcd7Tn4NB6fOtJWdezBswAmfQhpkWMZknQ/ABXOAwAkWAcwIuUpgg2H/o2VO/bx0667KHeo97G58pi/+wGKq7dLEiPEMUgCI9o0r8+NwxP4qdXhKcPr8+BVXGwq+BxQp42u6j2X2KDeKPhYl/e+vwtmnAlmdoVBh+USeg20S7Qy4JYBx3zeC14bTUhiiL9OJcupFtv2s8LWAWpCMb8MrImhXDnvWpLPPrTs2xBs4Lx/nUePy3qg0dbe3l2jUaeK7toJkxPVfYsAFpap/x8dCdfGwQUb4bE96ptqg1mN6uqjeKta89I1Cv52htog8Mb+EHRopMioC+zNcOTtxhaiqeS7HuVE6tVl6eM3aclzQagOvu1egFFpuo0Kq70wtwQ6roC1NrVr9DobdF4BP5fWLYnRanSYdIEV1QZdkL+GCNSRlp933UNR9RZm77yZEvtOftl1H3lV65mTeSsub2VjvzQh2jxpZCfaLK/PTUHVn/y69x+MSXuDMFMHyhx7+CnzdjI6Pk9MUE9s7lwOlC+jc8RILIZIqlwFbCv6nu7REwgyqp9+fYq6seTw9eoUzUFvpMFfdVXsnr2dJc8uoeJABfH94un1zEi2dkzgoo5mdlZDxgboEwz/1wvaGWFBKZy/Ub3GR90gzQKL91VzpreaKK+H2GgzYYkh6E6wznlntRpTrgseTFJrXP6599D511LV0ZmJm+GmBHimYyOszql0qsnKwTXKFU51Pba5ZRcsOtyVzCnVcemWQ1N/H3SpZGJUNaGmuCZ73gIXDFkLexwQpFVX0f1zD1T7IMWsdgWOOc733O2tZl/5Iv+0kUUfhd2jFvOmhJ/Hme0fJsgQVdOxdQezd96M23eotkqDjgs6v0KCNb3eO3kL0RZJIztxWnD7qliw5xFiQi9kdf63pIb1Z/G+pwi39GZX5U7CzR0INkQTakrE7bPj9gDaaNqHDcHncOH2uijRGin3wEsH1MLZL3tAJ9xYNFBq87DOamHQdWeQNiYNl9vHdp+BK3KDuECB3QfgpSxw+ODyaCcGxYFGE0bPYPh7nMKgkApu3B5Ws8tzEGmWIH7u4yXSoqO6uhxfhQZjhA6jLhhFUbCX2AmKCsLn9VGZa8Pq8PJyiJ7csBCMWrijphGgQQN3Jan9Zi6NhuVnqNNgRsWnDgkEG7Hl2/A6vVgsenTh5uMu1Q4QYqKqqApXpQutTktwbDD6Fk5eAPa7rdyeGTha9cCeEAaFBdOjlvf1EnfglgMlbnXUxr94rMoFwYdlH0fe5lALgIwNsM8B9+9Sjyeb1OPHS14APD4nuZXqNhSJIYPISHmO3aW/sDTr35TYd+BT1Kk5rUZHVFAXzu/0InMyb/M/fkjSfSSEDEDfRnYuLnGrU6kHl/6XutU6Lovu2H8f4Xo4ziDkURyeMky6UH/tkNNTgVZjbJTO1qLtkSkk0WaZdGGMTPuMndobOaC/lu2lywgP6oMu/J/84riESq+V7IqV/LzrHtYX/szXBV6+K/RRWp6LYYeDfQ4Nt+1UsPkUxkQpLO2v8HWBgtGs59cyhR478zhn4RaCKu2EJIQQlRxG93ZBvJ4GnSzqct7LYuDlTk4uDlvPruKvKHOVE29UeK5DJh1cr/BNt2J0GvWX+rw+bnIKX6KyspB9i/ay+s01lBbk4vZUk/9nPvMenEf5/nKWv7qct/vP5O2018gd+y4jftuAqUL9VD4+CnYNBrMGJsXA6kpINsLyCoWP8qBsdzkVO4r49rpvUXIq0c3aSsWWQipzTjwF4ba7ObD0AJ+O/pTXOr3GjK4zmHvPXMr3l5/wsU2p0KVw/gaNf9rovbQK/3RSxgYthccoAMpxwq07YEf1wWuoBdarK2tqWfJt8OVmtdMwQKkdPtkIx1hZ1sEELx6x4fh/OkNKHQZELIYIBiTextCkBzk35SkshghSI8cwosPTjEl9I2B/q2p3ISuyXw14/Mb8/1LVRlYqFbjgsd2w3qZ+GCh1w/t58FuZuu3F37fDnpq9C/Nd8NAu+LNKHQGtC7u7hFXZb1Bs34Gi+HB6KthW/D9ybatwe4/dqkCc2mQKSbRZXgXmliiM+1P9CPdeWgkxBh+Xbo3GrcD0VIXLo3JZlfUCrrCnuGRLGGeHKvxiLqIyPIhB+4PZ64D0EHi/K9yyXWFZpYZkE3zTEzYVu7lq0WaMuZVw20AIM+PywpwSuETdZJoPu8EFIbv4cfuVKHjoGXsTXSPP58edN+Ly2kiJnMh23Z3cuSuU99LKSPN9TceSkXww4BN8Hh/nPHk23SZ24b/nfIKz3En/v/UnKi2K+Y/MD3itGf8ZxaZJg+gXoWNrNfxtu/op99ue4FJg0ma13vbLjm7G79yPNz4E60cbwObC2yuWAynhxAxIJDi29p7HWSuyeH/Y+yhHvKNE94jm2nnX1lpw3NRsLht/VPi4enso3/cooFcw7LQbuXBTODNTSxgeBhHmQyugilzq9+f7Yog3qqu2/rNf3dHaooUtAxRSXl6idh7uGgXX9YPXV0J2JcQFw31DIUTNTjy+Q8vZqw/Lk4K08Gs/OMN62IjOcXh9roBtHI68bXeXMDfzLorsW9Ggo1/8jWwq+BS3r5pgQywXd/ukUTsdN7Zyt7q56EtZYNXBon6wsBQe3A3/66V+/5dWQEcz/NYPHtyl9jAK1cG2QSfe0NXltbEmZyabCj/DoA1iXJd3yapYxqqc6WjQcnG3j4kO6tYcL1U0sfq8f8sIjGizdBroHeRkRJg6DP+3nZFctEVNXnoGKVwUrSHKHMuAxJvpoN9DRrib5ZUalgeHYNqYy2txTrTAmkrouxqWVWrQAI93gK/zFc73VmPcmA8HKqCgyv9mpgBnhakx3LANfimPICniIgA2F7zDrG1/weW1YdFHkhBxFYvKgmriC2eP7i+YYiz0uk79Zbt46hLe7vseznInwXHB9JjUgzVvrznqtf4+9TeGuyrx+tRi3jOsagI3fhNcWpO8DAtRONNRheXHnVjfWKWuLLLosZ2RwJwH51GRVVHr97K6uJqf7/35qOQFoGhLEfkbax8F8Dg8lO0vo2RXCbb82hvzNZTVaGVoqJcNZ1TQ3ewixBhLdwusPaOSwcFlhBoDE6tIA0ztqL455rkgdYWavIDayTdUo8DoVPXA9mJ4bIGavGg18JeeAfU+ZV51iX21T226uOIM9f/VPvV4eR0XBx25B9WRt/XaIM5InIxWY+CCzq/QL/4Gxqa9jUEbRJ+469BpWvcUUphB3dIiyQQ2L6SvUZMXgLUV6oiVRavWEnVYriYvAE+lqMdPxKiz0iPmMoIMMbh91fxv25WsypkOqAX6wYbYpnlholWTBEa0WQ5PKb9nTuKNTntJO2xFc6QeZnUvIFavTn1o0LBh/11M77iHThYYtddMZp/2jPxzL++1D1y6869OsLkK7rFUk/TGcnDULDPZWkSVD97Lgyu3wrMdIdWiJg7X74jEa72DdiFDAq41rNP7GLXBPN5uMxnhbiL00DfEwqqqZxkytRedzu946M4auO7X65hz+xxKdweuqgK16Z2x3M6gULXXyw+91dGFg5JN8HV3H3GLdsFh/WlsV/fl079/T+GWQrJWZNX6vfQ4POSuya31/M45O495vCKrgl8e/IXXu73O9NTpfJTxEbvm7cJZ2bhN7UKNEUQafIRbkgCwGMOJ0nuJDWrv31n7IK1GLape1D/wGtfGqY0AIy1a6B0Lk7oH3uHG/uqqq8PqhSL18FNv6BUMC/rCoFC1706vYPV4RCOVBxl0ZhKtA/lrr9lqwa7WRFRQFy7rMYu0yLGY9C0z+lUfB7tQ6w+raRkWqtZrDQpRmywe7v72atuBIxtc1ibMnMxFXd5Hw6G/n/jgMxja/v4m60EkWjdJYESbZdAGM6LjS+xxRbH3sCnwEg+sqorE4bNQXL2DH3feTGRQP/a5othth+FWL4nlVZR0j+OdssDfnl8XwnkRsNajp/rwJnRhJsL06kqf1zqrhbv7ap6zZ7BCkr6AwurNAdcqrpiNyz6ftftu4cXkzczvlY/X9ikdQ0fgzFPIXplz6M4KbPp8E32vO6IT7mFsej3FHnVp74oKtY7goGwXbKjS4Dmi4NawLoez7hgE4J8+cnlhW/WhzraKAjmhVi745Tp0pmMX+1oTjh7Krcyr5MtLvmTVjFV47GqiV7ilkE9GfULWstqTpYYy68MDbxvCj0peDip2w1vZgcd+KYWCg42Vq91wZIxL9qnHD6PVQB+rmrR0rkmSO1nU232t9StAPRGDzkyQIcq/2kir0RFsjGkTyQuoNS/fFFJTtK7aWKX2KipywxtH/H3MKlT/nurK6algd+k8FA4l6MX27dhceShKK+5mKJqMJDCi7dIY2eXpwsVbInEr0C0IhoWqvz2v3mZgQZmBaq+PMFNnrFFTmbAlil5BCp+HVIBBy18qQllaM210ZSz+6aSn9oE2xMSv53bD1TMWNEB3dcl1lAG6BsO4P8GtQEY4/F/XvazffxMubyUWfSTtQ88GYH3eO1S5C+gbdz0Fpf9l24Hr2V78DWGFZ/DFed/7p43SxqUBsPjpxbir3Qy9f+hRLzXhjAQW6YKYkaUu0z44bTQoRB1t8CowfouWP0Z0w9M7Dm9PNV7T6ly6WvSMfWkUCWck4PLCHxXQZ5Vas1Dihs3VMGyDlketiZw/59qjl3droPvE7kfFVJpZSs7qnKOOA8y9Z26TTCfVRVHNdg4Hp40mRR+aThq+HvZUK/DBukPTRoPbqXfcXgwfrleXjh9Gqzl6tVGMsXGTl7au3K1uMnpw2mh0hNoR2uZVO1vfnXlo2uivsYemk87boPZQOhGXt5IdxT+wMuc1AJJCh9VMJ1Xx446bKXXsbqJXJlozSWBEm6XTQJJJQ7IZegbBz33g654aMsIhxgA9gjUkBqcysN0tpARZ6WAGkw5CI42YssqZEOJFA7zTBUZHKPyvp4IWGBWhsMEGaRovxrxKdWohzOR/zvYm9atnkFrEG2sKJsychkUfyQWp7zAiZQrdoi5BpzERG9yHjuHn0TE8g3YhQ3F5qjCFmontE0NwXDBX/foXxr03mjNuOgO9WU/amDTyNuYFvE5rvJVRH03keVswl1icpOo8xBthWLCPT2Kr+L6rhzOsCu2MkKLx4BiWxPZQE47B7UCnwZ0STuJZ7QltF0qlT02A3Aq8lg3Xb4Nz1kGpBzY4dBg7RmKJPGw+TgMTPphAaLujt7be+9veWv9uirYW4bKdTGe9hrPqYHy0+nf1zw7wTjd1OilUB0NDwYICaZFqBnL7QLi8l/p3DNA/oW5VuSKAVa9OFwXr4KpY+Kg7/NZXrYnJtMPEGPVzwKup8FYXdQTLolU/ABjrkAjqtRbirf3Qa82kRoxhRMpTjEt7m2BDLOHmjkc1ChSnB1mFJNq8vXb1vSi5phVEjhOqvJBW0/PM63Oj0xrY61B/ibY3edCUuijRGyjUGTBrQe/zEeVykmU0Y1J8uBxeUjML1Hb6oSYw6Y/7nGXOQjw+O9EWteOu3V2Cw1OOXmvCpA/D7i5Gix6P4sRqiMeWW4XXoWBOVrCaYqkqqMJeaic8JRxbro19Sw9QuLmQpEHtSDgjHm1CGOVlTg58vI4Vry7nzNnXQWk18y74L9YEKxetvQ2fTksnu4Mqr4+8jflYjDpiUsJxaDVYYoPR17yGIhe8mAUv7D/0eqIN6sqRDtVVFO8oZtfPuwiKDiL1wlRCEkIwWo8uIl377lp+uOmHY/6d6M167th+B2HJYQ3+ez0ZDi/sd6qvK9KgLtXNtKtJTLwJteeLzQWRFrXmxeFRR16sxoCuw6LuvDXf4wj9oYaKu+xg0kKEDnJc6geLcIO6umu3Q+0DU9fmiz7FQ6UzG6MuxF/zUuHMQqcxEmyUIt5TRX3evyWBEW2G1+XF5/NhMJ+ebzBFO4p4vdvroEBQTJC6m3VN7UnPK3oy/u3xmEJO3JxE+f/27js8qip94Pj3Tm+Z9B4gQIDQqyAiRaULuygori6WdW2rq7suKC7q7s+29u7asIOyNlRQadIUpPcSQk9I79P7/f1xQwpJJAkECJzP8+SBuXfu3Dsnk5l3znnPe2QlB6bbxuptv4+G99NrFxo7mdKDpbyR/gahetYiGnDnAMa8NOacKIInCELrIaZRC+cVZ5GTo6uP8uPffuTzqz5n52c7f3NK8Jnk8pfgDdhr3C7GfcKKwqfL4Z8OK4kvgKvIVRW8AOz5fA+u4rpF2E4ky7DHBZdurb392xIlb6S4CaM+YclhXPvltahOGHJJ6JvA0FlDRfAiCEKLEgGMcE5zFjn5adZP5IdUxP5tGBV5dr6+4Wt2by5ghy2E5ywu0mv35rIg81YyixdSll9AeXkuKw4/wsbc11skiPG5Gl45UA7J+IMn70wtDShDR6UBZXhl30B4sHKdybfzlO2NpTVo6TCmA3dn3M3Edycy4rER3LzqZm744QasKSInQRCEliW+IgnntJLMEuKv78sD5iS2FahZ8Nkf0B8o5J2ktny0VcX3PWWGh0sYGrnUz+niCzrZXTQPmzebdbnP091QQom8k3zvJnBAl6hJGLWRp/WcqZe3b3Bf0kVJqK0nXw8mWgvPdFC+uTzYFjqbYHqKsr7S6EhlgcKm0Bq0RHWMIqqjqMMhCMKZJXpghHOWHJLZ+elO1HEWMv1qbEGYWBzOw8kded+uJyjDmjK5Von3M0WnNtM17AbaGIYDsNvzgRK8AIPM/0TOPb3BC0BkGyvd/9CjznaVVsXYN64kOs5Uz1F1JerhxTToWrmqQIwO/p4Cg6ygE+8IgiC0EuLtSjhnybKMM9/Jmis/5htrGQk6sAVhmU152U6P8PCXmECTEk9Pp31zjjIwcjoqqbojM9F8EeoDHfjhz0soKHSz/+RpKY1mijFxxQtjGPne74ntFos5zkynyV25fuMdWHvEN+mxTmyzKK0IXgRBaF3EW5bQLB5/Bb6As+q2L+jCEyg/redQqVX0uaUP5UfLCe4rYJCldlfLH9qosRjsBENNSNw4TULBEPFDw1hT+n+E5Orz5zk34u64jdSxiWwu8jNiG6ctiCn1w+teC3/p2YfApzeRsvR21j0yiT62OD4pUVN+5ptBEAThrBEBjNBknkAFu4o+5UjFcnwBJ76gi+yKX9ie/xEef/lpPVdiv0TGLvwjH3dN49tS5eV6vO7VZXu07HAGKHEfOONBTBA32dZvq4aN+pv+XjWctNX1Omm3xGDTain2Q4FfqXtxqnwhpfz6Difs0JsZ3dVKrlqHIwj/K1KWNxAEQbhQiCReoUlCcoDsil/Ymj8bALltCLVKz4ojDwMyVn0bOkdPbHCNmqYKSwojwmrm4y1K8DIj2c7NCQGu2BlJvg/+mx/JQ4n5WHV21KrTn3fSEK3aTI+oaRQ4ttNJO4Ujr0u0H3MddJAwS4kEbDE8aTOytLdS7v90FHdN0MN3PeHjfLg9SRn2eaMz9LTAbYm1F3c8E1z+ElSSumqNIm/ARlD2Y9JGn9kLOYmgP0hFVgX7v99PwfYCUi5JocMVHQhvF44kifUABKG1EoXshCZz+YpZdfTfHLP/Wmt7oqU/l6U+iVkX26zHlWUZe44dn8OHWq/GHGdGZ9YRCMEmu8zi0hCjjQs5WjybtOS3eKsglvsTjpJqjsZ0Flaj9Xv8OJ3FrHliPZte3o6klpj09Ri00RaWWtvzgsPE2n7KmjCnkysIphqzrtxBMJ7hWVhufynrc17BpI2hV/w0JFTsK/mWPPsWhrabhUkbc2YvqAGhYIhjvx7jk1GfEPBU99IZIgzcvOpm4ns1LXdIEISW1ZTPb9EDIzSZSRfDiNTH+HbfTdh9ymJ+Jm0sV7R/uu6y9uUepea+tfJT3O5Vao5H1J6v6y51k/lDJkUHc+h1c3f+N3Yhif0TGfnCCHTRKtobrNySIJFdlIHdl0vAs45H2o4lXNJh1ETi9pehVunxlYRwFbnQJQcIeSR0UhiW+GYGsTYvoXIPcqmLkFmHT6MipNdgSbQgSRJagxY9Zvre3Z0uk3pSYJNxpkbxccDMWyXK8/3dTplve0joVMoqvUmVzVDqB29ImRHUVKYTgpUzHbyE5CA59g3sL10IgCyH0GusbMx9HYBDZQPpGjMZteoMdwnVw56rrJhdM3gB8JR7+PK6L7lpxU3Nf30IF7RivzKse/xv2hZQhnEbuzSCcOpEDozQZL6gi1z7Juy+vKptLn8R2ba1tRJ7KffA+1vgi93KOjN2L3y3D97cCGXuqrvJssz+Rfs5tvUQ0dfZWFxxK1fOH4LWqqbIvYtdZbv5x0GZqXvAHDaR9Pj7WeoexdDtZo54NZR7jrDowF/JKlvNjnmbcQbzWZxzF3vK5pH50w7KDjejqFyJC17fgOrpX1C/swXtS+swfboTX1YFudvykUNKx6VOZ0CVpGZ1pzjGR6QxojSKSSk2vupaglqCLQ6JLQ6YnQdT9yjrNJX54c1cGLwVDrlPch3nIJWkJjlsEN1jpwKwo/DjquClY+Q4OkaOOSeCFwBHrqPBCsXFe4sbVb1YEE5U7IenjsKo7ZDlAXtAyU/rvhH2OE9+vHB6iABGaJKQHCDfvpnlR/4JyCSY+5BkGQjAqqP/4ph9HcGQH4IhOFQGB8pgcx78bxfMz4A12ZBtgz1FVZmtjjwHKx5ewcC/92en5208gTJ+9k0n6f4Kdnjewa3uzmeFatbZVdx5qDML3FfzaJaVbC98WBjDUcdBesbfwIqsh9GMyWCD+hFs3mNkej4naVgM3//le5xFTXhXcXiR398KJyxXIOXYifr5KAU/Z1F0tAIAtUpHrCGFUeE2Hmlr47tuRXjK/k28/2u+6xHio3Ror4eHD8MvFXDtbng6S7l91APv5ipvfs2V760dBJX44bD79CQN/xajNpJ+iXcQrm9bvU0TzSVtZtTthTuL/C7/b+4Pes9iKWeh1Sr1w+s5yrIc43bAazlwyz4lsHnyqLJfaHkigBGaRCVpiDSmEa5vS6KlP5e3f5rLUh8nJewSwnQpxJjSlQRetQrSY2BKN+XArfmw7pjy/ys7QZ+EqsxWn8NH+eFyvhizgKGG59GrrXgCZWyxvUKxay9B+yd81T2IClhv1/DcMSMAN8QFuTV2Hx2sXdlfsgiQ2e58p2qF2mGW5/hx2i8cXHQQZ2ETAhi7D+lweb27pMPlpPZP5ODGPCoqA49gyI/LvZnefIS79F8UOtaRa1vMYEsFk2KggxE+76bMnlpjg2ezleNujoe/t4GwZg7k5nvhL5lwyVbY51J6dl7KVr4FbrK3bBDjDdjILPmOCm/1ktbuQAk7Cj4+7dPpT4W1rRVJXX+irt6qxxhtPMNXJJwPUvWwpJdSwXqPC2YdVraPjYTnOzZtUVSh+UQAIzRZmD6R8Z3+W5Wwa9LFMLzdv7iy01tY9cnVdzRpYVAyxNaoEGvVw/BUMFcPMah1atR6NUV7itnzRg7dzNNqna9T2BCGR6i5PLI631wjwUtpKjpZ2mLVJzM4aXqtYzpYxlPwQ4CslUq04LM3YZVCz293iagCIfwHignXgC/g4EjFclZn/R9HSj7EHyxAQkO55zA/HbwDVSgfswauiISh4dWPoZPgubRTGy+3BWF5BRT4YPg2uHc/PJkF7hDMK4SKFupcOJ4Dsz7nZQA6RIwhPXoyANsLPuRQ2TKCoSa0dwsyx5sZMmNIvftGPjuSsKSwM3xFwvlAp4Z+YTD1hPkK76Y3L69NaB4RwAjNYtEl1JptZNLFEKZPrH0nuxe+yYCiGnkGNq8ynGTzVj9WgoU+N/ehw7hUOv3Vynb727Ue5pBnP+/kBllWVv1NOiDD73ZKlIQisHvzWHzknlrH7Ld/S9i4cnrdpvQAGaOa8E3brK0uNnMiCQIqieQBSQDIyFUf1ilhlzCh07uMS3sNCQ0hOYiMTJkf/psLqyuqH8Ynw1W7lJyY5kozwqo+EK5Rgpg5hcr2OxNhVjtl3aOWoJLUJFh6kxQ2kI6R47ikzXQGJN1F99ipxBi70y586DmTA6O36Ln4/ouZ9NEkIjtEggSx3WP5w3d/oPu13VFrz3AGtHBesFXmvBz/mztudGVOjHBmiGnUQssIhmBTLny0Xbk9Lg2MWvh6r3L72u5waduqYaSy7GIkU4D52ZMJhDyE61Lpb/k7e30fY415juE7lO6LP8bBldFww14IAXclytwVvYp1Wf9ALekYEvYYGd55FHq3ARK/T/ycXx/eyejnR2OMbGQQ4/Ijz92BtDW/zq5Ajzg22bykXd+LmLbKisu+oIN8x3ZijF0w6WIo8vrw+/Zg1cdj0SXyczkM26Ycf1O80htzUwbIwH3J8Hj75g8jlfvhtn3wZXH1tv2DlOCmpbn8RUioMFbWfXH7ywjJgWZPo29p9nw7IX8ItV6NJU68LwjNt98FnTco/x8bCXcnw9W7wS/DVTEwu4sYRmqupnx+iwBGaDnHe2CijDAiFVQSjv2lOO1eAhoVpjgzlgQLWqMWX8BJRWkRbnUeGwteYUT8M6g8JtzWoxx1HmOFdyJ7nWpeSAOLGpaWwjNZ8EUPsJLH4oP3MiT5nxx+30l0fzP7Yt4gVTMe75oE0sf0bPpQQbmH0DcZqDblQkgGlUSgdzwlXWPJjrDwP2MUs9pCROWblCyHkCQVuV4lUfdia4gZbVRIEqwsh412KPbBMx1BDZQF4W/74e0uEK+F8oDSY9KUumollTkvT2bV3h6vU3pmujRubUdBEJrIFoAviuCrQngvHaI1sNYG9x6ABT2hXRNXdReqiQBGBDDnDpsXVBKyWUvhrkK+mPIFJZklAKj1ai6deSkX3X0R5lgzvoCTQMiDJKkwaiMJhvz4gi6QQrjlSPyy8uEM4AwqP8dzSNz+MnTqMILuEI4CB+ooH7JHg8liRWdp3nCG0xlAW+FGcvoIqSQq7F5Ksm14uyQQ0Tac1BPepIIyfF8Cv9+l3B4XpbyxzSmER9rB+ChIN8GSMnj0CHzfE9rpYYMdrt0Di3tBN1Pjg5hMl5KwG5CVYaM7k5VcmIqAMjb/387iW6AgtBRbQMk3O/6e5AtCeVDUgTlVopCdcO6oLGBXcbScjy77CHdJ9ZzfoDfIqv9bhTXFSt9b+6LTmNFhrtqvVmkxqpShoxNHRMxq5ec4o1ZZRkBthqgOp2cab6DEybvDPqDiaEWt7dY2Vv70y5+gbXit7WoJhofDO53h9kz4sbR6n06CzibwyHBjhlLEbvwOeKo9/DFDKYB1cwb82BNiGvkG2FavBEGbbNVLC6zqA68dgyfai+BFEFqSVQPWGrd1aogTKVVnlEjiFc6InA05tYKXmlb+eyX2PHvVbXsACmtMYvGFlOGXluwrLPKBM6Ak1a63QbFXZs/Xe+sELwC2bBu75u2qKmZXU7gWro6tPXwTp1V6R6K0EKVRpl/qJMh0w5Q9SvDSwaBMtW5s8AJgUMMwa4BbY/dioACVBD3N8Gy7oxjlrJM/gCAIQismAhjhjMjfUjchFqDT+E5MefNKzL4QFDnxOv18XwJDtyqF3vwh2GCDXpuUegtNDWIKfbULxZX6lWCopkNu5XyHPfCHPXDpVsgqdLNr7s4GH3fnpztxl9YNyAp98MBBpS5L1TY//ClDqduiUymLO/6zbe3j5veA9k1MvA3JASo8e/g+81aWHLwfp68Qm/coP+y/jYX7b6PCI4IYQRDOX2IISTgj4vvUXTRvwouj6dY2HOPKI/DjAZBA1yOOXhO6U+Q3MXo7PNZembHjDcGt+2Bhj8b3UhT44P4DMCoSJscqMwTeyVWqZT5UOc24zK9Uxc32Kj+lASWn5KsyFWnGhv88tEZtnQJpQRmWl8P7lbHav1OVBN279sOCEvi0UMlV2eaEp7NrP941u2FJ76Yl/4VCQXxBByE5QIk7g+/334k3aMMTKEOnthCQvciy3KQVl2VZxpZjo+xgGY5cB9Hp0ViTrZjjzCc/WBAE4QwSAYxwRqRcnIIhwoCnXCmS0P6yVLq1j8S45GD1nWSQdhbStdTNR38YyO+yDFy3R9nVyQj/a8IQizcEcwqUoOHTQiUoKfDBw0eU/QOtSlATqYXnOirBy/V7YW5XeOAQfOE28NZdg8j6uf5ejEH3DaozLVstwcgI+GuyMmz0l2RlxpFGgmVl8Md4pbjcyO3Vw0b/ToU/71OGk67dDQt7Qmwjn6NGrSfR0p8xHV9m8cH7qPAeBUCntjCh02yiDGlNDl4KdhQwZ8wcnAXVlYvbDGnDlHlTsKZYf+NoQRCEM0sMIQlnRHjbcG5aeRMRqREADL37Ioxrs+u9r5RjZ2jATViNhLivezStd0KvguvjlBoNALdlVgcvN8bDiAgl4ABI1sMX3ZTZO8e8Sg2V/W4o6tWWtmPS6jx2h1EdaDe8Xb3njdEpM47uqsx5CdfCNbHwaidldoJFDW91VoKXZb3hujhY2lsJeN7tAjFNTLzVqPWE6ZNRq6rLfxo0ERg04U0KXgBsx2zMGV07eAHIXpPN0geX4nOeG9V1BUEQQEyjFs4we64dZ5GT6DA92ufXNni/wsk9GBHWjr2VuSSdjMoHfVPrKxT7oNtGKKpcXK2LCdb0VYaPiv3KNOc8n5L7MjVOqeUwt0C5b7gaXolw0CGrkLwPN4EM/W/vT1yvOMISml+C3l45/fL4dEtfSFkWIFrTtDowAOWeIyzMvA13oBSVpEWWg8iEiDamM7rji1h0dYfuGnJk5RE+uuyjevdJaol7Mu85bTO8BEEQ6tOUz2/RAyOcUWFJYST0TkAbrq+qwlsff5SRcDV82lWZsbPfDVP31E3A/S2lfngvrzp4ASW5dkEx5Hjg7kzY4YCXs2G7E3pblAJ5APelwKq+8LzHwrWRHSh8fgqj50yh4+iOpxS8gFJ1t2atCJ1K6XlpavDiD7rJd2zFHShFp7ZwVfonjEl7BQk1pe4DOHx5NOX7iT3X3uA+OSgTcJ/CstmCIAinmciBEc6OMD0MToH6ckxMWoqiLcyLgyQdpOiVQm+zuzR+fR9vCL4qgpmVq8ROilaq364qV5a9n9cNygIwYjtkXASbHErPyMo+kFERpK3XTWmJmh97GnktB65JVBFxjhWo0qqNtI8YiSyHiDP3ItKQhlXXljFpLyOhJtbUtUnDSDHpMQ3u04fr0YU13AD+EKik6mE5AG8Q9OdIXQxPoAK3v5QwfQIalRFf0IXTV4BRG41BI3J7BKE1EgHMecrv9qPWqlH9Ri8HUGeWSqNnrQRCIMsEAb/TjzZMh1pdfS5Zrt2jEAwECflCaIwa5fF1ahjXCYpdsLfGQj4WHaF7BtIm1oC6oBx7IESfGBM7+usIl4OAFlmWkUMyQW8QlU6NusZzDAaDhLwhtHo146NVzEoIkGqAsfFq1tsl1IA9CAYVdJR9vBProODrHF4MySSbklFrJALrczDGGNGXefBYDTx8URJhOhOhkIxKJTWqjZrdrid5nHKfjFEtVQUGbjmM5PCxhGlNSJKkJPaa+yNJ1MqLaQxr23A6junIwcVKYnV4u3DUOjWl+0sZOmtovcsxyLKSIL3RrvSU9bGAWpLJdEsccMNlEWBUNe+5/5YTX18n3q7JE6hgV+GnbM1/j1EdnicpbADZFWtZfuSfXJR0N+kxk38ziDnxsY+/Dqr3n/7nJwjCyZ2zAUxGRgbPPPMMu3fvRqvVMmTIEGbOnElUlBiD/y0VWRXs/2E/GfMzMMeZGfjXgUSlRdW7GrM3YKPQuZMYU1eM2ij8QTdFrj2E69tg1sXVfwK7F/IcyKuPInkCBLrFYtOq2L3iCN2ndCOyfQT5kpZMNwwKA43TQ+nBMjb9dyO2bBtpY9PoclUXIlMjIcKAfHMfQqVuAkfKCWjV+AwaQv4AP934JeVHy7ns/y7j6Owt5G3OI7JDJP1v74/GrGHTfzdRvLeY5EuS6XVDb8KTrTh9xZR5DqIqiiEYm0+kqgvDP9xFWKqe0DVaLjN2gKR4tCrYmONh6vJtfDxjSXVBOgkufehSuk5Oxx+Xi9FrRavWU6Hahd8VjR8ISQkE/buIMnbEpK2/x0Jpx12E61Mx62KVac6uTPSacKz65Eb/Lt3+Mopcu4kz98SgCafM66DItQuzPo0YfQxuGT4pAIPKzLWxSsIwKIm9TRUIwW6dicFf/IHwf/zAkZVHGPjNHwmo1RjXHKDLxC6oNbW7U0r8StG/9ga4fLuSHD05VqajIcSobWpyfPBtD5n+xiOEaY1YdAlNvq76FPmUgGmQVemRq/DDersyBBhfTydRSPaTY1sPyCw9NJ32ESM5XL4MkDlm+5XO0RMbPJctoDzHHmZI1IPdZ2eHS0+yXk2qUY03YKfQuYtoU2dMlYtaCoJwZpyTSbwej4eRI0dy7bXXcuedd+J0OnnwwQdRqVS89dZbJz3+Qk3iLT1YyofDPqyTyzDi/0Yw8N6BGCOqgxhvwEZG8Xw25L5Kp6iJXJzyNwoc21l6aDqxph6M7PBM3SDG7oX5GbDuWO3tCRbyh7Zl9ri5XP/jH3k6sR3v5kvMTZfpufsIX4/8uNbdjVFGbvzlFhztYrFk5vPRFR+hNWjx2r38/v3fs/j+xUiSxLjXx/H19V/jc9RIfJFg3Kvj2P/9fg4sOgCAxqjhxuXTOBTzEVZLEm5/ObuLPqWzYQq9Ym7hmH0N6yqeIsl4Md0TH2HQrgS+DeWwePjsetvxuh+uZWubB1FJGoa3fQxfyMbKo48iyyFGd3yV1Ucfwapvx7B2D9cJYvxBN9m2Nfx0eCaJln5c3v4pHL58FmbegUkbzZWd3iSsEUGM21/Glrx32FP8OX0S/kT32D+SUfoTm3OeJD5sBP2SH+Lr0hjuU5qApb3hioim59GAErxssMMV25XhuiU9Q3j8MpftVuMNweo+Mj3MUq3HLvbDC9nwdBbck6yswLvLCfcdgOERcHcS3JUJy3p7OZB1EyqVqjKp+NSCmCIfPHoY3sqDR9spuUqfFyq1dq6OgTc6Q0I9QYzTV8iyQw9Q6KouTpho6c9lqU82uHq2LQBfFylDjuOj4L0uAXY63EzYFUaaUeb7niFcjm9Yk/0UHSJGM7jNdBHECMIpavVJvLm5uaSnp3P33Xej0+mIjIxk6tSpbNy48Wxf2jnL5/Sx/OHl9SZirvzXShy5jlrbZGT0mnC6h1+LKqRm2aGZLD00HZkQMqH6T1LorBu8AOQ7iMiz0/6yVObf8BVj/co1BEMyu7/YU+fu7lI3i+/9kYJsG9/c/A2eUg/2XDthiWHYc+zYsm0M/OtAls9aXjt4US6cJdOX0P/O/lWbAu4A30z7lkh/TyTUICvXn+n5khUl/2BdxVOAUvhN7/bzels/R15veAbUr8+up51mLBXeoyw/+iArjjyCJ1AGyPiC5YCELAcbOFqu/IE8x2a+338HCzPvICh7Ktu2seSq38O2/PdZfOAvbM55EgCJENscUlXwMjlGWUKguaMYco2fA24Yvl3FsF1qCqqavp4HlqurIr+eA9MPUnU9IVmpffN9j2IOZN1MmXd/5XM5PcMsx1+djx2FUduV4AUqr6eBBtapLaRFj6+1rVP0BPSaht8g5Rrn+qEURu7QMGFXGD4Zgkg4fPlszH218r4N/M0IgtBizskApkOHDsyePRu1urrLevHixXTv3r3e+/t8PhwOR62fC42r2MXeL/c2uD9zQWat2wa7ji4H+nPJDyO4dOlYRnjvZVjUTGKMPRjV4bm6vS8hGX5puDS9YWch/ab2wJHnINHh5NU0SD+Qy763N9V7/yPLDpPidlOwvaBqW1zPOLJ/VWrDRKVFUbizsN5jg94g7hI3hsjqOdWlB0oxOlMIlWuJyxlDZ8MUAErcGQAk6AfQqfB2frplFZdrK3Bm2xp8LvYcO+1Uo1FJGhy+fLzBcnRqCyNSH2dDziuE6ZIZnvqveoeQtGoTKdYhXNH+P4AyzTkoe7DoEriy09uNHkIyaqMYkHgn6dGTASiufB5trEPRRjzM1XuVb/q9zPBm5/qHThpLW7m8wU+9lTyWbK/Sw2JVw+o+yvDJicFRjA6mt4EZbZTbWyv/5C4NV3pFbskATzCESqUj0pDGmI4vN2lKd0NidcpClX9OVG5vqTzv76OV1bcT6hk98wVdZFX8wtrsZ2ttX330MY7Z1hMI1b9GV7gGpsTC7M7K7d1O8MmVRRU7H2LLkRvxBR2kRlzBJW0eFL0vgnCGnZMBTE2yLPPSSy+xYsUKZs2aVe993n77bfr371/1M3z48DN8lecAGUKBhr8F+t015hKXuuGV9Ugf74C9xai2F2J58zAdVqYwMPx2VFIDqVH+hnodgEAItbby5RSUaWcAb7Gz4fsDhGpfr6fcU1WyPhT87W+0QW8QtbZ2ToYclLGokyjYWkKYqnahOROJVBy243P4yPeuIWV4w0MZyQOTUetUqKXqqECrsqCSNLgDpVgNKahoeDqURqXDokukZo+DQR2FRtW0KEOl0hJl7Fj7eejakenW4K/sadjrUoZuvL/xq2kMbeVUbkONd4QwjfLTUM+OQQXdT1hhoI1eyY2pCMKVe+KIjnuOeMsAVNLpWxpbp4LuptrbOpuU7fUJhjxsyH0VkEm09OeGnouJM/UEZNbnvIw/6GnwXAYJ0k44V5IuiBwswx9SoqdIQyoq6RyZbiUIF5BzOoBxOBzce++9LFiwgDlz5tClS5d673fHHXewefPmqp9Vq1ad4Ss9+wwRBtpf3r7B/Z0nVH6NDIbg56PKcNAJNBuKCbdFsTnvHdz+0to7VRJc3KbBx/d1iWHvkkPorXrs4Sau3QOBYWkkN1CxNr53PKEwQ1VlXoCjq47ScbTyge0p9RDeNrzeYyWVRHi7cJw1noM5zkzIaidf9wvR19jY7HoBUAIPgEPeBXguXsvItwaT6f6CLtNS0JrrfqiqdWouefBifrLfgz/kQi0ZkNDg9OezNvsZRrR7jENlS9he8CEef3md40NygGJXBgsz7wBktCozIFHs3sNPh/+J01fUYBvW5As6OFi6hLXHnq31PPYVz6Ebc/iyawVdTcr6TmN2KD0Rp5LNts8Fw7YqBfWMKtBKkONVhmiO1NNB4QjAdyVws9IxhLXy8/uzQtjhCPF2Z2Uquz2opsSTxdrsZ3H5S5p/gZUq/PBpAfz9YO3zPpcNrxxTgqcTGbVRXNnpLdIix3FZ6pOYtDGM7PAsHSPHMD7tvxi1kfWeyxeEX+0wenvtc62qUPPQsZ70b/sWKknD1vz32Fv0JZ5A3ZXLBUFoOedsAJOVlcXkyZNxOBx8+eWXDQYvADqdDovFUuvnQmOIMDD6pdFoDHV7T9KvSie8XWUwYPdBAyX8AUzrXcihIEG5nopxbazI7SPqbjdrcfSIY+e8XYx+ZSyfSmF4Q7CoQkX36ZfWubtKo2L461dylyuSga9PQKqckhoKhNj9+W5GPz+ajW9u5LLHL6s3bWLgPQPZ+3Xt4bLxb47jmHYJSWEXcah8CaAMG01u/yXplqkAFMgbsLY3U+rZz1bpeaauuJKkAUlVjxHXI47rvpuKM+wgTn8BerWVsR1f4fL2T6CStNh9uYSAMF0KRytWE5Trflr6gy5ybBsqh40Smdz1f1yR+h9AosSViS/YcLG4mgIhLwfLFgPQ1jqM63p8R5doZViszLGKURF+FvVSeiK6m5Tk2+bmwHiCsNOhrJodroF1/WBFH2U5hiMeOOpVFqqsyRmCeZUjfJdHQMZAmN5GudOiMhUjIwMs7RWks2Y3RY615Du2Egw13NPR6GuVq887KRoOXQy3Vw4nzS9WqhrXx6pP4ZI2D1Ql7Jp1cQxpM5MwfVL9BwD2EHxfogwbdTbC7ouCvJmm/P42OnSYjb3pGnMNAIfLlxOq5/UgCELLOSdnIVVUVDBp0iQuvvhinnzySVSqpsVZF+ospGAgSNmBMn75zy8cXHoQU7SJwf8YTNrYNCwJle1Q5oYnVkMDVVXl/gm4p7XDpKub3+EucxPId6DeU4RpZyH4gvjTY3B0jWHlGxvpfVMf9F1i2WMws94GNyaAvtTJ3hVH2Pf8LzgKHLS9tC1DHh7GfcFovqzQ8FqKn0kVxaz890oKNuViTbEy6vlRmOPMlB8uR2vWsva5teRtzsPaxsqlMy8lPDWcH+/5kfLD5cT3jmP4/40gsn0kPk0ph23LSNGO4Kh/ER2NE9n2aiaRPY1IQ/bRLmI4y7Jm0MZ6CSXuTGzeLLporyeZy9BgQGvR4nf5ydl+BHW/Y1hJRa+Nosy4BauhDd5QCKOuI/kVC0iLGl05TFSXJ1DBgdLvaRs+HKs+GX/QzTHbWqz6FKKMnZCkxr2enb4iMkq+pmvMFEzaaDz+MvYUf0OHqHFE6JUhsCyPEuO1aeISCydyBJRE1XSTkhAckJWZSa4gDA0HQz0jJPleeCsX7khSKguX+eHDfJkJkRW00fvRa2IJhuwcKV9OvKU3EYbUU7vISrleZVXxO5OUnJciH7ybB9PiT70dTlTsg/fylTWr2hmgyGPnhzIt/cO09LCocftLySieT6foCaclx0cQLnRN+fw+JwOYDz74gKeffhqj0VinQNTWrVtPevyFGsAc53f58ZR7UGlVmGNPSFLwBeGL3bCm/l4Y+Z6LkLrVXwPm+Fo5KYNTGHB9T8ISLRjaWAnKYEoKI7pNOEFZGY6IrCyXr5bgqBu0FS7CQkG0Vj16s47dTpidB/9sp9yv+EApOWuzKT1Qyo45O3AWOhn/xni6TOqC3+PHb/Oj0qoxpYSjlrz4KoIEPSFCBonwqOrfsdNuJ2QHbbiEVm/EVeRCkiSkSA9LDt1Pm/DB9Ii7nmDIx4ojD6NXhzGk7UO1EjA95R48HgcEdVgTLITwIUlqfCEZrUqHLHvQqn/7k9IfrH0ff9CNRqVvdPByXCDoQVPjcU68fTq5KoePjv/J+UNKz0t9wctx7iAYa+x3BUFH7Wv0B91o1XXrEJ2K+s5raqE0lBMf2+73Eaatzmdqyd+JIFxoWn0Ac6ou9ADmpIqc8OwacJ7Q5d0xEv7cD8Lrvhl7Kjz8/OTPlGSWkLclD9sJs3j639Gfca+Nq0qsDYRgs11ZkblTZRLkPpdSW6OvRQlsygMQqVWK770z4B1cRa4657167tX0vL7naXnaLn8RKkmHQaMMpzl9RUiS6rTPHinwKR/8SZUzYkr9Sj5IYtPrywmCIFxQWn0dGKGFxZjgwSFwRXuIMkKCBa7rDrc2ELyUeyg7VIbf5Udn0THs4WFM+nhSrWnMxXuL8buVvJlASKmUOmI7DN8G+11K8DJ8G4zYpiScBmUleAHI2ZBTb/ACsHzWcux5jcsbORmTNrYqeAEw62JbJHi5bz9ct0cZ6ijzw39zYMhWOFz/bF1BEAShGc7ZpQSEFiRJEGOG33eBkR2U29b6uwc8FR42v7uZZQ8sq9q2c+5OYrvFctUnV/G/Sf8jFAiRNCgRt7oQnZyCSlJXzWTJ8ykf3iGUGSLhGmX6bc1F/3I25DR4qeVHygmeMEc46A/ic/rQGrT1Ji2fTQfd8HmRUgTtuj1wsVWZIQPKkNnMtsrUZEEQBOHUiB6YC5lGrfS4NBC8ANiO2WoFL8cV7Ski87tMOk/sjFqvpuvN7ZHUYPMcQyVBL4tSBM2shiK/EryEVRZGO7FqbFyPBtZdAszxZlSV9WWCviDF+4pZOmMpn477lAW3LyBvax5eu7e5LXDa9TbD/7opibU/V1QHL39KUAq8ieBFEATh9BABjPCb9tSzFMBxO+buoOf1PbluydXI8SXMz7gBV6CYYMiPSlKSLLU1AhWdSul9kSQlGLHn2rHn2Wl/RXt0YfUXeRs6ayhhicoqyDkbcnir11usf2U9x9YdY8cnO3in3zvs+3YfAU/9s6oaku+DihqHFPqUn1Nl1sDISBhSo4SNXgXPdFSSlQVBEITTQwQwwm9ylzacuOF3+YnqbUbVL5IdpfMJhNysz3mJQl+Q/ZU5L+UBMKmU2S0lfpi2FwoPlfHTP3/i3YHv8v4l77Ptg23ctvE2otOr81EklcTAvw6kx9QeSCoJe56d+TfOJ+irW3J2we0LcOQ3fvmIHC9M3gVzCpQgptAHDx6ERw6fehBT6lfWBvqlRk0zbwiu3qWcVxAEQTg9RIe28JvSJ6Wz4bUN9e7rOK4DFbEa/n4wmjsTHyRNF0fnuNt57pie9ga4NhY+LlCGjUKyksD7irGcT4a8XyvgWPHICnbO3cn131+Pu8SNz+EjvE04pjgTBquSKOwqdil1X3rFM+y+QUQkh+Eq9/DLm5s4uuooZYfLalX1bYgrCG/nwlqb8uMJwg6ncp0AV8fC6MjmF4Xb7YRHjyj//1MCjIiAmzKU4aQXsuGxVLCIvzpBEIRTJt5Khd8U0zWG5EHJ5KyvnWir1qm5YvYknio08WOZmqXl0czvfi/PH9Pwco7y6b+qD/w1GdKMSlLrpt5BDj29ud7ekuKMYrLXZNN7Wu/6L0SG0Y9dRq+LkjCvyYJNuWDRkXzPQLJu7498YqnYBpjUcHcy7HLKzC+WmH6oet8TqQH6mgNIUvNrenQ3w7/aKQsi/qcDmFVg7Aav5iiLH4rgRRAE4fQQQ0jCbwpLDOPar65l2L+GYooxodKq6DQ+jVs33MJB99v8NamCnmaZgAwTd+l4OUd5Sd2fAl2MSvAiScpSSvEuNxmf727wXNs/3I7PUf8YjiXBTN/e8Zi/2wcllcNaDh/G5Ydp7/KT2C220c/JKpXx3zQnYTWKkw0Ig6sj9nC46K161zhqrCitErT9p4OS82LWwLgo+KJ7dV0YQRAE4dSJ74MXIEeBA7/Tj0qrwpJgqbOq84l08SFMf9rD+Kk90EgmwiKi2VTxb/LLt3DI/iOLey0hdZ0aX2UnyNBwmVntJMIJYjvmIOQPobbqcZv0VdOeI1Ij6Pf4Fay+7duqBFyNUYNUc3610wdmJfPVpFEhrTxS//VtzUM+vlhlI5QHTcw8BPbKdJoZyXaO+TQssrVjuKErQTmAJ2DDoLE2+jFrij4hWdesAXP9d63itXtxVwZmhkgDhnrq8VxI/CHl9xNVY73NUn/t24IgXNhEAHMB8dg8HFt7jMV/X0xxRjE6i44Bdw1gwJ0DMMeb0ZnrnyZj0ETQPWEKiw7cR5n7AFTWnJNQM6zjXJ7NktCqYHoyPJ8Nv9okNpYFaX+siB8mz8OcEk6H96/hu5Cav3w+lUUT5nDxdzfyfNDKjEXhLB37MQFPgIG39EXr8oNRC+UeZcmD36dDnBnJ6YeGZhrJIJW4lIJ8J+EKwrv5ej6uXBDw+27FRAWXolLH81rRYIZHDKPUvZUS9z7SY66uVfiupZRklrBs5jL2fbsPWZbpOLojo18YTUx6DCr1hddJ6g8p6zDNL4aZbSBGBxlOeOwIvJAmKhoLgqAQAcx5yuHwofYF0Vl1qDVqgjLkbM1n7ri5VffxOXysfW4tx9Yd49KZl5LYPxFLfHUQUOQDjaRUzLXoEhjV8UU+3/27qv0Xt3uRj4rieDdfxdyusKpM5qvucM0eieyAmpXh8fxh0c3ozVr6HjLjDoEnPpJ7f7mdkUeM5PvAHZ7EP+dOIfvDLSQYNfDOZrhzALy3FQ6VwZFymHkpaE/yQW5s3EvZpIZbEuCrIpl/tvGSpt7AqmPPAxL/aPssESEdiw/dj0wQoyaatKixqFUtN/+57EgZ713yXlXvC8DBxQd5b8173LH1DqLSolrs3OeqLC9csV2ZveUPwT3JMGybUk/IL8NbXSBa9MQIwgXvwvt6d55zFjk5tDmPnwpD7Cn2se6ldZRl29hmC5GVFEPi4JQ6x2T9nEXAE2D7J9sJBpRxlWIfPHEU3stTyuHbvAX8dOiBWsftznuJKZEhvuwG/zkq81KOxKvHYMcAmWVlMk9nS1xTHoFGq+LeMA8A7xSo6JGpBC9WNcyK9NImSs+V/7kCy4/7IdsGs5YrwYsEXNMN9Gqw6KFdA70hFh1ENn6xwDiNnW+7V5AUmo9ObSLW1AOQ2Zg1g6WH7kMmSIwxnWTroBYNXkLBELs/210reDnO5/Cx/rX1BLxNq29zPghXw98qX6av5kDnDUrwEqGBR1MhSnztEgQBEcCcV1wlLjZ/tpst5jCuzjLwu+JwtOO7scMlMWKHigl5Fjp9cA1xfeLrHFuwvYCMrzNw5DoIhGBRqfLhMeMQ5HnK+SXrCUrcGUioGZjyKJGGNDzBEqSN2+ngc/PnaCXwWVou0XuTxP+KlFyW6/RuMj7Yyrit+7g+vPaH8coeQQZsy6LNogNYNubC1B61L+oPPaFbLOg0SpByc5+6VYN1aqXHpgk5I0HZx4bDfyIj/3kOlS1jVIfnsOgSqvYbNTGMTnsZi65uO51OPoePzIWZDe4/uOggnnJPi17DuShGBw+2gakn5GWv7gM9zM2f4i4IwvlFBDDnEVu2jd0fbCFWDmJWQ64PxpVFMr4gDEdQ+QZr9gfwFNf9xm+MNmLPtRPwBNCoYFQU/KGywv/v9kSQFPsPTNoYBrV7iTbhYxmb9gphuhQMBgtfdX6ZiBd/4sVIJwDukHLc/VY3Fy/dzoG3N2IY1Jbl7tpfnd8+JlOeYAVvAPomwNrs2he1NhtcNVbMjrfAA0Pg9v4wqgPc2BseHqb0zKga/6lm0kYzLu0NesVNY1Dy3yh1H8DpK6ra7w6UUOTcRSDUcqsvhoIh/C4/ff7Uh9gGZlAZo42odb+dYH2+KvDDivLa22bnKcUQBUEQQAQw55WMbzMo3FbAnhvmsSCmAqMKSgPgCkGcFpal+1l75cfYjtlqHafWq4loH4G3wls1SyheB692go5GZYHCKftSGdxhHilhA4jS67HoEhib9gqR7WLRmrTEDW3HhkDtxIRtQR0xFyUzYtFNTKqIrBo2mhKjTFd6u0TD/5njKH5kBCw+qOS7SMCgZOXfI+Xwzhaw1eiFiDJCnwS4qitcnKKsrN2MRNcwfSJ9E/9Muecgiw/+DZkgUYZOxBi7AzJLD80g176ZYOg0rC9wgvKj5ax5Zg1zxsxhyztb6Pfnfvz+w9/XWZjykhmXYGzC0Nj54qAbhm+Fwspho6tjlO2v5sBTWSKIEQRBIUaTz0OSSgJJomZpNxlQqVVEpUVRkVVd516lVTHxnYmsf3k9l8y4BEuSksRb4YdviuDWuAoui/AzZlcMHTdGsqC7m8siyjBrIzFpozGmyEzZfjf/zFEzz67ki1xiVarcLneqecicxBtWH4PsflYEtazsGaS9Hrrq4Kk8NRPjJSw6NfSMg6PlyjBR11jolwhvbVK2t9BMHJ3aQpg+GbMuFoM6glEdX0RCYtmhmTj8OYTr2572HJjyI+W8f+n72HPsVdtyNuTQbng7xrw0hu/v+h6A3jf1pu2Qtqf13K2FSQUDrcpyDKv7QIoeOpmUSsbjo8AivnYJggBIsiw3roRpK+JwOOjfvz+bN2/GYjn51NrzRf62fObf+h3d5l7HhCIrjqAyW8MTAmcQEnWwomcI/eYs9n23D1OMiYQ+Cax/bT0xnWO49J+XYom3EAjBwhLIcFYwSP0FpY4VpCe/yBt54dwc+Sv7C57hyk5vE2FoB0CRV+bZLJnnc1Q8nujnlnA/y0IGbs5U8YfoIA9LZRijTPjCDHSyqFBJUOIKUhKSaKuTMejUYPMqw0VmLYTpwRdUplKbtVW1YFqKzZuDStJU5bw4fYUEZC/h+jan9TxBX5BlDy1j3Yvr6t1/zZfXYMu2kToiFWsbK6Zo02k9f2uS51XqwHSqLIRY7FN6E9vplZxuQRDOT035/BYBzHnEVeJi86e7KBzZjamFFhJ0MN9ahlujZkKhlaCslPfvFwaechd+hx+fw4fOosMQaUBvqU6QzfOCP5DNkn2TleEVYzptI68iq3Q+rkA+Ceb+DG03C4MmHFlWuvV3OaGXBSI14AjCNgd0NinDUQLYcmy80/8dnAXOevd3ndKVKZ9NQaURXQyCIFyYmvL5LYaQziOmaBP9rutOYbaNr9tqSPZ78S7cS69rerCqj0xAlugbBp5SFyX7StjwxgbcJW66XdONjqM61gpgEvVQSByjOr7M0oN/o9SdgVq1lOj4V+ii8dHeqMWgCWenQ6nN0ccMIyIhywMZLhhggaERZ68tzkWSJCnDew1QqVVK7o8gCIJwUiKAOc+YY820jzUT7/Ah+XXo77sYlVpFb1nJg/GVuVnzzBrWPre26piDiw8S3jacm1fdXGtF5zi9Hr+mD52ixlPiOYY5+gnG7o6hrR6W9oJDDhi5XQlglvWGeC2M3wGZbljSS8mFuUAn0dTLFGui9429WfPMmnr397+9/wVZeVcQBKE5xLvlecpk0WGMNFZ9IKokUEtQcayiVvByXEVWBT8/9XPVukQAgZCbY7Z1ZJYuREJVlRS8361URr1suzJTRAYKfTBtL+yuXGZArvwRqqm1agbcNYDwegrydZ7QmdjujV+QUjj/hE74gzn/BvcF4fQSAcwFZs/nexrct/3j7TiLqvMznP5ilh1+AJBREaCT5jDfdStGKynl3kv8EK6Bz7rC9EOwokIJkhZX9r6IZMu6ItpFcMvqWxj76liSByaTOiKVqfOnMvHdibWWcRAuLN4grK1QhmBBCV52u2B3/elSgiAghpAuOH5Xw0U0Qv5QrW4TgzqCwSnTOVi6hJEdnkavicDlCmFQgb9yJecwNehVUFBZLkUvKUm7OhEaNyi8bTgD7xlIrz/2QqVWoT+xurBwQfEGlbIDY3ZAB6My/GoLwrCtSs/pqj7Q/WTLmQvCBUh8zFxguk3p1uC+ThM6YYisLsmv14TRKepKRnV8DrMujgNuHZdtN2APglGlLPR4zAt3ZMInXaGtXimaN3Qr7HGdehd48Qk15Ip8yuJ+5wNJkjBGGkXwIgBKoCIB+1zK38/QrVAWULaJN2lBqJ/427jARHaMJG1cWp3tWrOWkf8ZiT6s9geqXhOGSRuNOwg7nNWL6q3vpwwV6VVw2ANaCVb0VurOlAZgix1cweZfZ5YHrtkDeyu70PN9cPd+WG8/f4IYQQBlqHVwGCzprXwpyPJCeUBZtHJ1H+gqel8EoV5iCOkCY4m38Lv3fsf+7/fz64u/4q3wkjYujSEPDCGyQ2SDxxnVMC5KyXfpblYW1XOH4IeeSqG8QRawaJU33M12+F00mJv56irywR/3ws8VMHwbrOgDDx2CBSXwXQkcHATJouNCOI9oVUrwr5MgUNlzGaYBs8gjE4QGiUJ2FzBnoZNQIIQh0oDWqD35ASi9KkZV9YrAroAye8KirX0f0ym88cqyUhRv+DYlFyBY4xX6dme4LhasjbvcFhOSg6gkdYO3BaGxZFlJ1h22TRk2sqiVLwUBGbqYlJyYto1fbF0QWrWmfH6LIaRGyvdCWY381xyvMnX4tLJ5lfL5xzl9UOFp+P6VSv1K5dyqwwJKL8aJ0zJPZI4zE5YU1ujgBZTARKpRbM2kqR28HL9Pc+VVdp/3MCtDUvO7wzudlRfqfcnKCtlnO3ixe/PIs2/GH1RWq3b5izlasQpvwHaSIwWhLncItjuV4CVWCxv6KXWVdBIc8UCuV0ypFoT6iACmEQ64YMAW+DAfyv1K4urVu+DBg6cxiLF54Yvd8P4WJYhx+mDVUXh+LRS7Gjys1A9v5MCQrXDYrfR+LCqDzhtgp/PkQcy55IAbBm2B2XnKm3Z5AB4/CovL4O0uMK9QafuzyeHLZ9HBe/nxwN3k2jfi9pey+ugTLDs0g4zi+XhEECM0kUkNE6NhbldlxlFXc3VOzLJeytIfkqjQLAh1iByYk6gIwGs5So/L/QeV2idLSmGjAzbZ4a8pEHc61vopcsKWPGUa8/tbIDUSlh1S9q3JgjFpYKj767IH4T9Zyre4K7bD3ckw46DyMA8dgo/TIaYVrEVU4Yc3cyDbCw8cUtp7jU1p4812uC1RmZ49fBts6n/2utQlVGhVJmRCLD30D6z6NlR4jwKg14Qjie8EQjNYNTApprr3UqeGwdbK/4uXlCDUS/xpnES4Bv7ZDq6LU24/maUELyrgmx7Q9XQtGJxihVv7KvMmD5RVBy+DU+Dy9vUGLwDJOljeW8lLOeyB6ZXByxArzO7SOoIXgHAtPNgWbqhs51dylOBFBXzVHVL1SnAzNRZMZ/FVa9bFMarDc8QYuyETqgpeLm07iw6RI9FrRM6V0DwnDr3qVCJ4EYTfIv48GiFeB6+kKVVmjxsdqSxWaDxdeZt6DXSJgZozgTQquKorhDU85Uajgp4WpYeipg/SIamVzdSJ08FLacpU0uMuj4ThEcqq1lsGwL9Sz35QJkkq9BprrW1GTSQSIolXEAThTBEBTCMc88LEnbVnwywqg/fzaif2npLjOS8Hy6q3BULwzqbaib0nHhaARaXKMFdNo3fAIfdpurYzJMcLv9tZPY0UYFkZvJun5MOkGs5+8OLyF7P66BPk2NcBYNBEALDs0APk2jdWJfYKgiAILUsEMCdhC8D/HYYNlcMZ/+tWPZz0j4Nw6OSThBonzwELM5X/D06Bm3rXGE46CDUWWaypNABT9yjDRpeGK8XljCpl9sKt+6DkdM+UaiG2ADxxBNZVtvNnXeH6ynZ+8JCygOS5IBjyUepWfk9D2z7C5K6fE2vqgUyIXMdGAqGznGUsCIJwgRBJvCdh1SjDFjuc8Eg7uKJySAOgvwU6nK5k0kQLXNkJSt0wKV3J4tOqYMURGNmxwRyYqMrFFF/LgXndIE6r5MTcsg/e6wLRrSQHxqqBWamwzQEPtYORkcrwkQT0NEMn49m+QkWYPokrO71NkWs3bcMvRae2MKrDcxwqW0an6HFVPTKCIAhCyxKF7Bqp0KcsXHg856XAp9RpiDydNUkclcVbjq+P4w0oK72dZL0cZwAcISVXB5SRp7IAxLaS4KWmQp9SyOt4QmOBV0lkPK3tfBoEgl406urfSyDkQ6NqhQ0uCIJwDmnK57fogWmkE6dKx7fEZ5XlhAfVa5SfkzBroOZyKRpV6wxeoJ52PkcTkWsGL4AIXgRBEM4wkQMjCIIgCEKrIwIYQRAEQRBaHRHACIIgCILQ6ogARhAEQRCEVkcEMIIgCIIgtDoigBEEQRAEodURAYwgCIIgCK2OCGAEQRAEQWh1RAAjCIIgCEKrIwIYQRAEQRBanfNyKYHjyzs5HI6zfCWCIAiCIDTW8c/txizTeF4GME6nE4Dhw4ef5SsRBEEQBKGpnE4nYWFhv3mf83I16lAoRGFhIWazGUmSzvblnHccDgfDhw9n1apVp221b6FxRNufHaLdzx7R9mfH2Wp3WZZxOp3ExcWhUv12lst52QOjUqlISEg425dx3rNYLOIN5SwRbX92iHY/e0Tbnx1no91P1vNynEjiFQRBEASh1REBjCAIgiAIrY4IYIQm0+l03HPPPeh0urN9KRcc0fZnh2j3s0e0/dnRGtr9vEziFQRBEATh/CZ6YARBEARBaHVEACMIgiAIQqsjAhhBEARBEFodEcAIgiAIgtDqiABGaJTS0lJGjRrF+vXrq7Zt376da665hr59+3L55ZfzxRdfnMUrPL9kZGRwyy23MHDgQIYMGcIDDzxAaWkpINq9pf36669cc8019OvXjyFDhvD444/j8XgA0fZnQjAYZNq0acycObNqm2j3lvXDDz/QrVs3+vbtW/UzY8YM4Bxve1kQTmLTpk3yyJEj5c6dO8vr1q2TZVmWy8vL5YEDB8pz5syR/X6/vHbtWrlv377y9u3bz/LVtn5ut1seMmSI/Morr8her1cuLS2Vb7vtNvmOO+4Q7d7CSkpK5J49e8pfffWVHAwG5YKCAnnChAnyK6+8Itr+DHn55Zfl9PR0+cEHH5RlWbzXnAlPP/20PHPmzDrbz/W2Fz0wwm+aP38+06dP5+9//3ut7UuWLCEiIoIbbrgBjUbD4MGDmThxInPnzj1LV3r+yM3NJT09nbvvvhudTkdkZCRTp05l48aNot1bWFRUFGvXruXqq69GkiTKy8vxer1ERUWJtj8Dfv31V5YsWcLo0aOrtol2b3k7d+6kR48edbaf620vAhjhN1166aUsXbqU8ePH19q+f/9+OnfuXGtbWloaGRkZZ/LyzksdOnRg9uzZqNXqqm2LFy+me/fuot3PgOPrvgwfPpyJEycSGxvL1VdfLdq+hZWUlDBr1ixeeOEFjEZj1XbR7i0rFAqxe/duVq5cyWWXXcawYcN45JFHqKioOOfbXgQwwm+KjY1Fo6m75qfT6az1JgNgMBhwuVxn6tIuCLIs89JLL7FixQpmzZol2v0MWrJkCatXr0alUnHvvfeKtm9BoVCIGTNmcMstt5Cenl5rn2j3llVaWkq3bt0YM2YMP/zwA/PmzePIkSPMmDHjnG97EcAIzWI0GqsSG4/zeDyYzeazdEXnH4fDwb333suCBQuYM2cOXbp0Ee1+BhkMBuLj45kxYwY///yzaPsW9Pbbb6PT6Zg2bVqdfaLdW1ZMTAxz585lypQpGI1GkpKSmDFjBqtXr0aW5XO67UUAIzRL586d2b9/f61tBw4coFOnTmfpis4vWVlZTJ48GYfDwZdffkmXLl0A0e4tbcuWLYwdOxafz1e1zefzodVqSUtLE23fQr799ls2bNjAgAEDGDBgAAsXLmThwoUMGDBAvOZbWEZGBs8//zxyjVWFfD4fKpWKXr16ndNtLwIYoVlGjRpFcXExH374IX6/n3Xr1rFgwQImT558ti+t1auoqOCmm26iX79+vPfee0RFRVXtE+3esrp06YLH4+GFF17A5/ORk5PDM888w5QpUxgzZoxo+xayaNEitmzZwqZNm9i0aRMTJkxgwoQJbNq0SbzmW1hERARz585l9uzZBAIBcnNzee6557jqqqvO+de8WMxRaLQuXbrw8ccfM2jQIEDJXH/yySfJzMwkKiqKv/zlL1x99dVn+Spbvw8++ICnn34ao9GIJEm19m3dulW0ews7cOAATz31FDt37iQsLIyJEydWzQgTbX9mHK8B8/TTTwPivaalbdiwgRdffJHMzEz0ej1XXnklM2bMQK/Xn9NtLwIYQRAEQRBaHTGEJAiCIAhCqyMCGEEQBEEQWh0RwAiCIAiC0OqIAEYQBEEQhFZHBDCCIAiCILQ6IoARBEEQBKHVEQGMIAiCIAitjghgBEEQTuLrr78+25cgCMIJRCE7QRBaXGFhIRaLBZPJdLYvpUneeecdvvvuO44cOULv3r3529/+xkUXXXS2L0sQBEQPjCAIjfDoo4/St29f+vbtS8+ePUlPT6+63bdvXzZt2tTgscXFxYwZM4bS0tJGnWvatGm89tpr9e6bOXMm3bt3rzpvnz59mDhxIosXL666z1tvvcWf//xnQOk5ufzyywFYv3591aKYDdm+fTu33347APPmzePjjz/miSeeoGfPnowaNYrbb7+d4uJiAB555BGWLFnSqOckCMLppznbFyAIwrnvscce47HHHgOUoOD1119n+fLljTrW4/HgcrlO27VMnDixao2cUCjEd999x/33388PP/xAu3btuPPOO5v1uD6fjwcffJA33ngDgFWrVjFx4kT69OmDRqPh5ptvxu1243a7Abj//vu55pprGDBgQK0FNwVBODNED4wgCKds37593HbbbQwcOJBhw4bx73//G7vdTjAYZMKECQBMmDCBH374AZ/PxzPPPMO4cePo27cvgwcP5vHHH6c5o9kqlYpJkyZhsVjYs2cPAK+99hrTpk1r8mN98cUXpKSk0LFjRwBiY2PZsGEDTqez6j533XUXbdq0ASAyMpIhQ4Ywe/bsJp9LEIRTJwIYQRBOSVlZGTfeeCNpaWmsXr2ar776isOHD/PAAw+gVqtZuHAhAAsXLmT8+PF89NFH/Pzzz3z00Uds3bqV//73v8ybN49169Y1+dyBQIBFixYhSRIDBw48pefx6aefVgVbAHfffTcAl19+OUePHmXu3Lk4HI5ax0yYMIHPP/+cQCBwSucWBKHpRAAjCMIp+emnn9BqtUyfPh2DwUBsbCyPPPIIy5cvp6ioqM79r732Wj788ENiY2MpLCzE4/FgNpspKCho1PkWLlzIgAEDGDBgAL179+a+++5j8uTJREZGNvs5FBcXc+DAAfr161e1LT4+nq+++oq33noLgM8++4yJEydSUlJSdZ9evXrhcrnYvXt3s88tCELziABGEIRTUlJSQlJSEmq1umpbSkoKADk5OXXu73a7efTRRxk4cCC33nor33zzDbIsEwqFGnW+CRMmsGnTJjZt2sSuXbv47LPP+P7773nuueea/Rxyc3MBJWg5Ud++fWnXrh3ffPMN4eHhfPbZZ1X79Ho9kZGR5OXlNfvcgiA0jwhgBEE4JcnJyeTm5hIMBqu2ZWVlAUoeyYkefvhhjEYjv/zyCwsWLOA///lPo4OXE0mSRL9+/Rg7diyrVq1q3hNAyaUBal3Htddey9y5c6tuazQaUlJSsNvttY4NBAK1gjdBEM4MEcAIgnBKhg8fDsDzzz+Px+OhqKiIJ598kosvvpjk5GT0ej1AVf6Iw+FAr9ejUqlwOBw8++yzOBwO/H5/s85/8OBBli1bxoABA5r9HJKSkgBqDWP16NGDDz/8kOzsbAA2btzI6tWrGTFiRNV9vF4vNpuNxMTEZp9bEITmEdOoBUE4JWFhYXzwwQc8/fTTVcHMFVdcwQMPPABATEwMo0aNYurUqcycOZOHH364agjJbDYzYsQIhg4dSmZmZqPOt2DBglp1X8LCwhgzZgzTp09v9nOIioqiW7dubN68mdTUVAAeeOABgsEgU6ZMwW6389BDD/Hwww8zePDgquO2bNlSdawgCGeWqMQrCIIAzJkzh5UrV9Y7LXratGl88skndbY/+uijWK3WUwqeBEFoHhHACIIgoBSyu/LKK3nzzTdJS0s76f1LS0u56qqr+Pbbb4mIiGj5CxQEoRaRAyMIggDodDqeeeYZnnnmmUbd/4UXXmDmzJkieBGEs0T0wAiCIAiC0OqIHhhBEARBEFodEcAIgiAIgtDqiABGEARBEIRWRwQwgiAIgiC0OiKAEQRBEASh1REBjCAIgiAIrY4IYARBEARBaHVEACMIgiAIQqvz/8Zy5aWZtXLwAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tipgraph = sns.scatterplot(data=tips, x='total_bill', y='tip', style = 'time', hue = 'day', palette = ['purple', 'hotpink', 'deepskyblue', 'yellowgreen'])\n", + "\n", + "tipgraph.set(title='Tips vs. Total Bill', xlabel='Total Bill ($)', ylabel='Tip Amount ($)')" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "id": "3f3eeea1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "daysplot = sns.relplot(data=tips, x=\"total_bill\", y=\"tip\")" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "id": "d78633ba", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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ezdsfIYRoJBKOhGilcpLi+PCG0XRNP7i93KBVc8+pPTipd0YL9mw/tQYGTIOxd4ImJMRl9oUrv4LE3BbrmhBCHAupkC1EK1dmdVOxv85RSrye9AQDRp2mpbt1kMcB9lJwVIIuDkxpYE5v6V4JIcRRkzpHQrRy6QkG0hNaQU2jWPQm0HeC5E4t3RMhhGgUMq0mhBBCCBFCwpEQQgghRAgJR0IIIYQQISQcCSGEEEKEkHAkhBBCCBFCwpEQQgghRAgJR0IIIYQQISQcCSGEEEKEkHAkhBBCCBFCwpEQQgghRAgJR0IIIYQQISQcCSGEEEKEaJUHz1ZXV/PPf/6T+fPnEwgEGD58OP/4xz/IyMho6a4JIVqpSrubwmoXc9cXo9OoObVvJlkWI0kmfUt3TQjRxrTKkaPbbrsNh8PBDz/8wLx589BoNDz44IMt3S0hRCtVZnXz8JcbOPv5hTz38zae/mELpz/7Ky/8vI1Ku6eluyeEaGNa3cjRunXrWL16NYsWLcJsNgPw6KOPUlZW1sI9E0K0Vkt3VvLF6sKI668v3MmpfTMZ2Tm1BXolhGirWl04WrNmDd26dePjjz/mgw8+wOl0Mn78eO69996ot/d4PHg8Bz8Z2my25uqqEKIBSmpdODx+9BoVaQkGDFpNoz5+tcPDa7/uiNn+xq87GZiXiFHX6v7cCSFaqVb316KmpobNmzfTr18/Zs+ejcvl4q9//Sv33nsvr7zySsTtX3nlFV544YUW6KkQoj7VDg8Lt5bzxHeb2FftxKBVc9HwfG6e2JWsxLhGex6vP0C1I/bUWaXdg9cfxKhrtKcUQrRzrW7NkV6vLJ68//77MZvNpKWlceeddzJ//nzsdnvE7adPn86KFSvqvubPn9/cXRZCHCIYDDJ/cxm3frCKfdVOANy+AO8s3s3tH/xBuc3daM+VGKdjQo/0mO2n9c0kXt/qPgcKIVqxVheOunXrRiAQwOv11l0LBAKA8gf3UHq9HrPZHPYlxPGu3Opmb6WDwmonXr+/2Z+/pNbF499ujNq2dFclRfsDU2PQazVcPbYzZkNkAEoz6zmzfzZqtarRnk8I0f61unA0ZswY8vPzue+++7Db7VRWVvLMM89wyimnSPAR4jCsLi8LtpRx8WtLGP9/8zj1P/N5eu4WimtczdoPm9tPqTX26NC6wtpGfb78FBOzbx7DST3TUalAo1Zx9oBsZt04hrxkU6M+lxCi/Wt1Y806nY53332XJ598kkmTJuF2uznppJO4//77W7prQrR6S3dWcu3by+v+bff4eXn+Dlbvreb5S4aQZjY0Sz/0WjVatQpfIHK0FyA9oXH7oVGr6J6ZwH8vHkyN04sKSDLpiY8ymiSEEIfTKv9yZGZm8swzz7R0N4RoU0prXTz81YaobYt3VFJY7Wy2cHRgOuvLKNvrTXoNvbISmuR5E4w6EmTltRDiGLW6aTUhxNGxe3zsqXTEbF+xu6rZ+mLSa7n3jF4RIcioU/PW1SPIshibrS9CCHGkWuXIkRDiyGnV9U9lNdeo0QG5SXG8c80Idlc6+GNPNdlJRgblJZGVaESrkc9lQojWS8KREO1EaryeswZk88UfkVNZeo2agflJzd6nDIuRDIuR4Z1Smv25hRDiaMnHNyHaCZNBy18n9aRreviuTq1axSuXDyXL0rwjR0II0VbJyJEQ7Uhuson3rx/J1lIbS7ZXkJNkZGy3NLIsRvSNfGyHEEK0VxKOhGgDKu0eKmxuKuweUkx6Us16UmOsIcq0GMm0GBnXLa2ZeymEEO2DhCMhWrnCaid3f/wHS3ZU1l0blJ/IC5cMkQKHQgjRBGTNkRCtWLXDw98+WxsWjAD+2FvDbR+sotLeeGeUtbRAIEhRjZMtJVZ2ldupdXoPfychhGgCMnIkRCtWafewYEtZ1LZVe6qpsHlIiW/7C61rnB5+3lTKP7/ZRNn+Q2nHd0/j8fP60SE1voV7J4Q43sjIkRCtmM3tq7e9pp2Mrvy+o5K7PlpdF4wAft1aziWv/05RTeMdUiuEEA0h4UiIVsxi1KGq50D5JJO++TrTRMqsbp74blPUtoIqJ5uKrM3cIyHE8e6ow5HX66W8vBy/39+Y/RFChEg16zmzX3bUtvHd00gzt/1w5PL62Vluj9m+fFdlzDYhhGgKRxyO7HY79957L8OGDWP8+PEMGzaMRx55BI/H0xT9E+K4lmDU8eDZfTh7QDbq/SNIKhWc0juD/5s6oF2MHGk1KhLjYh8W2yFVduQJIZrXEYejhx9+mF27dvHiiy/yzTff8Oyzz7JmzRr+/e9/N0X/hDjuZSUaeXLKAH6+ZyJf3TqWn++ewH8uHER2YlxLd61RZJgNXDuuc9Q2g1bN6K5Sr0mI5vb8888zYcIERowYwQUXXMBPP/0EwPr167n88ssZPnw4p512Gm+99RbBYJBgMMj111/PtGnT6maUnnrqKSZNmoTNZmvJb+WoHPFutXnz5jFnzhxSU1MB6NKlC7169eLcc8/lvvvua/QOCiHAbNRiNrbPzaUajZppI/LZWFTLd+uK667H6zW8cdVwOfZEiGa2ZMkSPvroIz777DPS09P56KOPuP/+++nVqxdXXnkld911FzNmzGD37t3cfPPNGI1Gpk2bxpNPPsm5557LjBkz6NWrFx988AEffvghZrP58E/ayhzxX1uDwYBGE34MQXx8PHFx7eNTrBCi+WUkGPnn+f2569QebCqqJcmkp2t6PJkWI1qN7BsRojkZDAZqamr4+OOPOfHEE/nTn/7ERRddxOuvv07Xrl259NJLAejWrRvXXnstM2fOZNq0aaSmpvLUU09xyy23YDKZuO++++jVq1cLfzdHRxUMBoNHcoeZM2cyd+5c7rvvPjp27EhJSQlPP/00HTp0qPuBAeTk5DR6ZxvCZrMxdOhQVqxY0SbTqhBCCNHSfvnlF959911WrFiB0Wjk8ssvp6ysjFmzZmE0GutuFwgE0Gg0LFu2DIBgMMg555xDYWEh8+bNw2KxtNS3cEyOOByFpkCVSkXo3Q/8W6VSsXHjxsbr5RGQcCSEEEIcvcLCQioqKujfvz8ej4fFixdz6623cvPNN7N8+XLeeOONuttWVVVht9vJy8sD4NVXX+Xjjz8mNzeX5ORknn322Rb6Lo7NEU+rHViUJYQQQoj2Z+3atTz00EO8/fbb9OrVq26N8dChQ3n99df58ssvOfPMM6msrOS2224jPT2dF154gbVr1/L888/z5ptvkpuby+TJk5k1axZTp05t4e/oyB3xyFFrJyNHQgghxLF55ZVX+PDDD6mqqiI1NZXrrruOiy++mFWrVvHvf/+brVu3otFomDhxIvfffz8qlYrzzz+fk08+mXvvvReA2bNn88gjj/DZZ5/RuXP0HamtVYPD0ZAhQ1i5ciW9evVCdUjJ3mAwiFqtZsOGDU3SySMh4UgIIYQQx6LB02qvvvoqAN27d+fBBx8MawsGg3VJUQghhBCiLWtQOCopKaGgoICCggL27NlDYWFhWLvVaqWmpqZJOiiEEEII0ZwaFI6Sk5OZOXMmlZWVeDwennvuubB2g8HArbfe2iQdFEIIIYRoTg0KR3q9nlmzZgFw7bXXhm3jE0KIdsvnAa8T9CbQxD7/TQjRvhzxVn4JRkKIds/jgKqdsOwNcFRAUkcYfKnyvzrj4e8vhGjT2udhTUKIw/L6/ZRbPfiDQUx6LSnx+pbuUuvg88LO+VBTAF0mQuV2MGdCyXpwVkP+CDhkx64Qon2RcNSKeXx+impc/LK5jN0VdkZ3SaVfbiLZSXKOnTg2xTVO3vxtFzOX7Mbu8dM/N5G/T+5D72wL8YZm+rPgtoG9DHxuMJghIRvUmsPfr6nZSpQptFXvQtHqg9dNqXD+K2ArhYTMluufEKLJSRHIVsrj97N4WyXXvbMMr//gf6KcRCMf3DCKjqnxLdg70ZaVWd3c8O5yVu2pDruuUsFHN4xiROfUpu9EzV74/gHY9BUE/ErwOOlB6HMumFKa/vnrU7oRfnoENn8b2RafBld9C+k9m79fQohmI8ddt1KltW6mz1weFowACmtc/P2L9dQ6vS3UM9HW7aqwRwQjgGAQ/vHlBips7qbtgLUE3p8GGz5XghEo63q+vhM2faN0pCUFA7BlTvQ2eznUFkZvE0K0GxKOWqnNxVZc3kDUtvlby6h0eJq5R6K9+G1recy2DUW12D3+pu1A1S4oWRe97edHwVrUtM9/OAG/EpBisZc1X1+EaAB/IMji7RV88cc+Fm+vwB9o2g8YPXv2pGfPnuzYsSOi7c0336Rnz548//zzDXqsk046ic8++6yxu3jMZM1RK1VTz8hQMAheXz1/vIWoR2qCIWabQatG09SLjYvXxG6zlRD02GnR5c7GJDBYwF0bvT2jd7N2R4j6zFlXxMNfbaCoxlV3LTvRyN8n9+H0ftlN9rzJycnMnj2be+65J+z6Z5991qaXtBwgI0etVN+cxJhtWRYjCUapuSKOzvhuaahjpI8/Dc0jLaGJd60l5sVu0xrw0MK/25ZsOOEv0ds6jVMWjgvRCsxZV8RNM1eGBSOA4hoXN81cyZx1TTcKO3nyZL744gsCgYMf1NesWYPH46FPnz5112w2Gw888ACnnXYagwYNYvz48bz88stRH9Pj8fDf//6Xk08+mREjRnD99deze/fuJvse6iPhqJXKsBg4o19W1La/T+5DpiX2p3/RshxuHwVVDvZUOKi0N2z6s6TWxe4KO4XVTrz+JhgV9LmVremVO8nQuXj2okERu9F7Zpm5+cRuGLSH7BizFkPlTuX+/mNf6xbI6AuGhKhtzr4Xs6BQFXVaoMLmZneFnX1VDpxeX73P4fL62VflYHeF/cjXUGl0MOgSmPQExCWHXLsMzv0fuO3gqDyyx2wF7Ad+LysdVB3NtHzd78HeRvk9aApN/jpqRfyBIA9/tYFoE2gHrj381YYmm2KbOHEiXq+XRYsW1V2bNWsWU6dODbvdv//9bwoKCpg1axarVq3igQce4Jlnnokaep555hl++eUX3nrrLX799VcGDhzINddcg9vdxOsgo5BptVYq2aTnkXP7MiAvkVcX7KDK4aVnZgL3n9WbQR2SUEmdlVapoNLBv3/YzNeri/AFggzIS+Thc/rSO9uCURe5Tb3a4eHXreU8NWcTBVVOEgxarh7bictGdSTD0kjFBmuLYPH/YMUM8NgxpXbl5HPe4Oe7xvPT5nJKrW5O6JFO9wwzmaHP6ayCHfPhx78r64QMCTD8Bhh5AyRED+4NUaNNxz/lY9JmXwyu6rrrvvyxbOl5I6//WsioHjl1o6NOj491hbX848v1rC+sRa9Rc+6gHO48tQe5UcpaFFY7ef6nrXy2ah9uX4BeWQn84xzltWTSN/BPXnwajJgOfc4Bj13ZyrdtHrw4SqmYnTcCzvwXZPQBbeuvD7Wnws5TczYzZ30x/kCQwR2SeOScfvTMMqM/NAwfylkNu36FuQ8qhTH1Zhh+HYy8URllawWivY6uGtuJyxvzddTKLN1ZGTFiFCoIFNW4WLqzktFdG38HqlarZfLkycyePZtx48bhcrn4/vvv+frrr1mwYEHd7W677TY0Gg1ms5ni4mIMBuWDfWlpKR07djzY32CQDz/8kOeee478/HwAbrnlFj7++GN++eUXJk2a1OjfQ73fX7M+mzgi6QlGbjihK+cPzsMfCGDUaUg1y4hRa1VU7WTaa0soqHLWXVtTUMPUlxfz5a1jI6ZK/YEgc9YV87fP1tZds7p9PPfzNraUWHliygCSj7Uwo60MPrsOdi08eK1iO/FvTqTzhe9y3fhzot8vEIDNc+DzGw9ec1th4dNKMcTzXoT4o/uDq9FqeXK1kWlnfU22twC1oxR3Si9+Lzfw4Ae7OalXOnrNwUHtTcVWLnplMQc+AHv8AT5ZUcCK3VW8f/1IshIPBqSSWhdXvbmULSW2sPtf/NoSPp4+muGdjqBMgEajTAFW74U3Tg1fKF6wVLk2fUGrX4O0r8rJha8sobj24Bvpqj3VTHnpN76+bTw9s6KP4gHKAsdtP8Kn1x685rHBb89C8VqY8qoSJFuQPxDk+/XF3Ptp+Ovo+Z+3sbnYylMXNMLrqBUqtcYORkdzu6MxZcoULrroImw2Gz/++CNDhgwhPT097DYVFRU8/vjjbNiwgby8PPr16wcQNh0HUFlZicPh4I477kCtPvj693q97Nu3r8m+h1hkWq2V06hVZCUayU02STBq5VbuqQoLRgf4A0H+b87miPILJbUunpqzKepjzVlfQlljbKmv3RcejEJ9f58yqhSNtQh+eDB629Y5YCs+6i5Z4nScPiCP89/bwxlfa7hgUT6nvF/Jn7/dh9Pr59rxXTDsH2Wrdnh4/NuNRJsZ2FFuZ0Nh+KLpLSXWsGB0QDAIj3y1ocHTnGG2z4u+g87vgV+eUkaWWrHftpeHBaMDvP4gz/64Bbu7nilKaxHMvT962/afWn5nIcrr6Mnvor+O5m5opNdRK5SR0LARsYbe7mj06tWLLl268N133/HZZ59FTKkB3HHHHfTr14/Fixcze/Zs7r777qiPlZycjMFgYMaMGSxfvrzua/bs2Vx00UVN9j3EIuFIiEYyZ13swLBkR0XEm5DV5aXKEXvtxrYob/JHrGBZ7LaavcooQDTu2vq3rJesP6ZuDcxP4pqxnahyeNlb6cTtC6BSwV8n9aRL2sECpw6Pn+W7qmI+zs+bSsP+vWBL7D6v3VeDw1P/WqUIPjds/jp2+64F4Ko5ssdsRh5fgLnrY/9eLt5RgdVVz/oht1VZaxRLaAXxFlJ7mNfR1hJrM/am+YzonEJ2ojHmzk4Vyq61EZ2btqjqlClTeOutt9i5cycTJkyIaLdarRiNRjQaDZWVlTz22GOAMiIUSq1WM3XqVJ5++mmKi4sJBALMnj2bs88+u0UWZUs4EqKR5NRzrEtKvB71IVvEIhY+HyIpvhF2bZnrOeZCrY190rzWUP/5YaZjW8OQEq/njlO68+PdE/jn+f156oIB/HzPRC4f3ZEk08EpELVKRWJc7J9DVmL4p+LMetaXmA3aIy9ToNaCuZ71VaZU5TatlFatqnfkIMWkR6uu521AowdVPe3x6bHbmonxMK+jZFP7m1IDZVbh75OVXWGH/lYf+PffJ/dBE2traiM5EF7OOecctNrI18ITTzzBt99+y5AhQ5gyZQqZmZn06dOHLVu2RNz23nvvZeDAgVxyySUMGzaMt956i+eeey5s91tzab2vaiHamAuG5PHKgsiiaADXjutM+iHToinxesZ3T+PXKEUZLXHaxjkiJnsgaI3gi7LuoM95YIrx5mZKg+6nwZbvI9sMCZDW45i7lhinJzFOT7eM2DVR0s16rh7biWd/3BrRplLBGf3DFwSf3DuTf8aYhrt8VEfS6qnxFJVaA8OugZVvR28fczuYM47sMZuRWq3i0pEdeH/pnqjt15/Qpf6fSXwa9DwTNkUZPdPHt4r1VvW+joxaOqa136OWTu+XzUuXDYmoc5TVxHWONm/eXPf/k5OTWbcuvKjru+++W/f/x48fz3fffRfzsX7++ee6/28wGPjzn//Mn//850bs7dGRkSMhGkl2kpHHz+8XMeAysWc65wzMiRg5ssTpePz8/uSnhI84xek0vHnlcLIaY5eNJRsu/lAZAQiV3gtO+QcYYrxxGC1wxr8gpUv4dV0cXPJxs9X60WjUXDyiA6O7hE8NqFXw9J8GRvyMMi0G/jttcEQdp6EdkrhyTCd0mqP4k5fSGU59LPJ673OUANnK5aeYeOCsyBBzWp9MTu59mGBnSIDTn4DUbuHXtUa4+CNIyGnEnh6d+l5HM64aTuaRBuI25vR+2Sy89yQ+uH4U/502iA+uH8XCe09q0gKQxwM5eFaIRmR3+Si1ufl1axm1Ti8ndE8nJzmOtHoW0xfXONlSYmPVnio6pcUzpEMy2YlGtEfzRh6Nz6MsnN39m1KrqMNoSOvesO34tUVQtlnZnZXUETqMAksuaJp30Lnc6mZvlYPftpWTZNIzrlsaGRZD1K35To+PUqub37aVU2HzMKZbGh1S4kg/loWpLquyCH3bT8oC7O4ngyWvxXdqNZTV5aXM6mbBljLsbj8TeqaTk2QkJb6BwaG2CMq3wJ4lkLz/9yAhF7StpxhtcY2LLSVWVu2pomNaPEMb+3UkjisSjoQQQgghQkikFkIIIYQIIeFICCGEECKE7FYTQog2zuX1U2Z1U25zo9OoSTXryUwwRmwCEEI0jIQjIY4DRdVOdlc4KKpx0jXDTHZiHOntfBfP8aLa4WHWigL+9f1m3D7lSIb0BAMvXTqEgXlJ6LQyQSDEkZJwJEQ7t6m4lsvfWEqZ9eAxCv1yLbx6+bB6C1eKBvK6QK1TzmJrASt2V/HYNxvDrpVZ3Vz6+u/MveuExqmXJcRxRj5SCNGOFdc4uXJGeDACWLdPOeW+3qMjRP2q98DS1+GjS+HrO6Dwj2Y/SqTS5ubpuZGVhgHcvgDfrT36M/CEOJ7JyJEQ7di+ahcltdEP3vxhYwmVdg8JxtZTq6bNqNgOb54OtpCz3Va9C6c9DkOvVIonNgO3P8DO8tgH364uqCYQCMraIyGOkIQjIdqx8npOJA8GwenxN2Nv2gm3FeY+EB6MDph7P/SY1GzhyKDV0CU9nvWFtVHbB3dIkmB0PAj4YfcisJUo5yl2HKMcfdNETjrpJMrKyiLOUhs8eDAzZsxosuc91OWXX86IESO47bbbGv2xJRwJ0Y51TDHFbDPpNZiN8ifgiDkqYcuc2O075isVyJtBSryev0zqyVVvLotoM+rUnN5XjpBo9zZ8CXPuhdrCg9csOXD6U9DnnCZ72ocffpgpU6Y02eO3NFlzJEQ7lmExMLZratS2myZ0JUN2rB25YED5isXnbL6+AIPyk3j03L6Y9AdHCnISjXxw/ShykhrhfD7Rem34Ej6+IjwYgXLcy8dXKO3NzOPx8N///peTTz6ZESNGcP3117N79+669p49e/LRRx8xadIkBg4cyI033si6deuYNm0agwcP5oILLqi7vcfj4amnnuKMM85g8ODBjB49mkcffZRoB3sEg0HeeecdJk2axLBhw7jkkksiDsQ9EhKOhGjHUuINPH3hQKYOzUOnUaZXEgxa7j29J5eM7IBe2zI7rNo0YyLkDo3d3mVis3UFIMmk56Lh+cy96wS+uGUs394+jtk3j2Vwh2Q5V6w9C/iVESOinQC2/9qcvym3a0bPPPMMv/zyC2+99Ra//vorAwcO5JprrsHtPjjF/9VXX/HRRx/xww8/sGLFCm6++WYef/xxfvvtN/R6PS+//DIAb7/9Nr/++itvv/02q1at4sUXX+TDDz9kyZIlEc/7/vvv8+abb/Lf//6XxYsXM2XKFK6++mrKy8uP6vuQV44Q7VxWYhyPnNuXn+6ZyNy7TmDOnSdw3fgupNZzGK6ohykFzvw3aKIsZO83VZnSaGZ6rYa8ZBMD85Pok5NIZqKMGLV7uxdFjhiFCULtPuV2TeDhhx9m2LBhYV8Oh4MPP/yQu+++m/z8fAwGA7fccgter5dffvml7r6XXXYZSUlJZGRk0L17d0477TS6du2KyWRi1KhR7Nu3D4ALL7yQt956i/T0dEpLS3G5XMTHx1NSUhLRn/fee4/p06fTq1cvdDodU6dOpWvXrnz55dGNnsmCAyGOAya9lg4p7eflXmFTqkE7PH6STHrSzPrm3XWX2Q+m/wrz/w92LwRTGoy9A7qeBKbo05hCNCpbZEA4ptsdob///e8Ra44qKipwOBzccccdqNUHx168Xm9d4AFISkqq+/8ajYbExMS6f6vV6rppM6fTySOPPMKyZcvIysqiT58+BINBAoHIae19+/bx1FNP8e9//7vums/no1+/fkf1/bWfv5ZCiOPC7go7N81cyYYiZYeWSgXnD8rlb2f0IsPSTCMmWj1k9IZzXgB3rTKKFJ/WPM8tBCi70hrzdo0gOTkZg8HAjBkzGDRoUN31HTt2kJl5sB8qVcN2UD7wwAMkJiaycOFCDAYDgUCA4cOHR71tVlYWt99+O2eddVbdtT179oQFsSMh02pCiDajpNbFlTOW1gUjUEoSfLZqHy/N347L28ylCQzxYMmWYCSaX8cx+6dwYwUNFVhylds1E7VazdSpU3n66acpLi4mEAgwe/Zszj777LBF2Q1ls9kwGAyo1WpsNhv/93//h81mw+uNLF574YUX8tJLL7F9+3YAfv31V8466yyWLYvcydkQMnIkhGgz9lU72VXhiNr2/u97uGZsZ/LrKV8gRLuh1ijb9T++AiUghS7M3h+YTn+ySesdRXPvvffy/PPPc8kll1BdXU1+fj7PPfccffr0OeLHeuCBB3jooYcYMWIE8fHxTJw4kfHjx7NlS2RV+KuuuopgMMjNN99MaWkpmZmZPPTQQ5x88slH9X2ogtH2xLVhNpuNoUOHsmLFCsxmc0t3RwjRiL74Yx93fPhHzPbv7zyBnlnNU4BRiFYhap2jXCUYNWGdo/ZORo6EEG1Gh3pGhQxadVitHyGOC33OgV5nNWuF7OOBhCMhRJuRkxRHl7R4dkQ5T+zSkR3IsEh5AnEcUmug8/iW7kW7IguyhTiOVDs8bC+1sWR7BZuKaym3xj57rTXKtBh58+rh9M8N2fqrgguH5XHjhK4YpKilEKIRyMiREMeJohonf/t0LfO3lNVd652dwMuXDaVjanwL9uzIdEyN562rh1Np92D3+OrqHJkNzVjnSAjRrsmCbNH21RZByXrY8h3EZ0Df85QFiYbW99/f5fVTVONi7vpi9lY6GNs9jUF5SWQnxTXZc/oDQYqqnewot+Py+lmxu4oPlu6h1uUDoHuGmfeuH0lGglRVFkIIkJEj0dbV7IP3pkLphoPXfvknnP0s9P9TqwpIHp+fhVvLmT5zBf6A8plk5u97yEk08uENo+jQBKM31Q4PP2wo4YnvNlFp9wAwtlsqL1wyhHs+WU2Z1c3WUhtltW4JR0IIsZ+sORJtl88Nvz0bHowO+PpOsBY1d4/qVVLr5ub3VtYFowMKa1z846v1WF2Rhc2O1W/byvnLrDV1wUi5VsH9n6/l/jN7110rtbWttUdCCNGUJByJtsteBqvejd2++bvm60sDrC+sweOPPBMIYN7mMqpCAkxjKK118eScTVHb9lY68fgDpCcou7uy5aBSIYSoI9Nqou0KBsDrjN3uqGja53dUKEVpTSnKAV+HUe2MPTIUDII30LjL/1zeAHsrY/98Nhdb6ZBiIi85jnRzM2+B9/vAVqz8DFUa5bBWS3bz9kEIIWKQcCTaLr0Z8kZAwdLo7d1Pa5rnrS2ELd/DireUgDboEuh9DiTm1nu3QXlJMdvykuMwGxr35ajVqLAYtXULrw+VaTHSNd3MHad0J7U5w5HLCtvmwjf3gLNKuZbUAS54HbKHgFZ2nQkhWpZMq4m2y5QCZ8Q4OyhnKKR2a/znrC2E9y9S1jQV/QHFa2DO3+Cdc5TF4fXItBg5o29W1LaHz+lLZiOfKJ+eYOCqMZ2jthl1ak7qlcH9Z/Uitwl3ykVVugFmXXMwGAFU74G3z4Gavc3bFyGEiELCkWjbMvrCtT9Bp3HK1JYxCcb/GabNhITMxn++HQuUQHSoim2w4QtlfiyG5Hg9j5zXl/93Ri/SzHoA+ucm8uENoxjZJbXRu6rTqLlsVAcm9Q3/OSQYtLxzzUg6pZpIjNM3+vPWy1kD8x6P3uZzwZqPIBB9XZYQQjQXqXMk2gdnFXjsoFJDfDpommBqxlULH1yknGEUTWZfuOIriK8/6AQCQcqsbvzBIEadmpT4pp3SqnJ4KLO62VJsJSleT+fUeDItBrSaFvhsVFsEr54AttLo7d1OhoveA10zj2YJIUQIWXMk2oe4ZOXrCFTY3Dg8fjRqFekJenSahhw9Uc/Ca9UhYcNtOzh1ZEwEowUAtVpFZjPuDks26Uk26emR2QpOq9cZIblT7HCU0Qc0zTyaJYQQh5BwJI47drePNQXVPPL1BjYWWYnXa7hsVEeuHtuZrPpCi9ECw66B3b9FbQ4OuZJSn4maYitxah/p2z7G+NMDEPBB90lw6iPKOij1cTybHZcME++Dd8+LbFNrYMgVcpq4EKLFHcd/pcXx6o+91Vz82u9sLLICYPf4eWXBDm55bwVlhzuIteNYZYfcIYIZfSnMOomJ/57Pac8u4JTnlvB44RBKz/9YebPf8h28cQpU726Kb6ltyR4Epz8B2pDpRGMSXPwRJHZoqV4JIUQdGTkSx5Vyq5u/f7k+4np6ggGNRk2Z1VVXGDEqSzZc+A7sXgjLZ0DAT3DwFexJGcXkN7ehUasY2jEZjy/AeytKqXKm8s+Rf8ay6Alw1Sjb/096oGnWRLUVpmQYejX0PFPZ/afRgTkLErJBI3+ShBAtr1X/JfL7/Vx11VXk5uby5JNPtnR32ja/D2r3KYuJK3dA/ghlAbElp2X7FQxCTQEUroSiNZA1AHKHQGJegworhqqwuSmocjJvUylGnYYRnVOodnrolBpPpsVIvEGL3eNjW6mt7j7pCQbuO7M3Xn+AjUW1lNa6Uatr+XVLOQ6Pj4k9M8hLjguvA2TJVs5t6z4JggGK3AbOeHo+d5/Wg+zEOFbuqSJOr+GuU3vw3doiyjueqYQjgK1zYcxtEJ/WoO+puMbF1hIrS3dVkpccx+iuaWRZDOi1xzD1ZCuFyu2wfR6Y0pRF0AlZoI9+tlul3U2FzcPqgmq2ltjol5vIwPxE8pNNqI7wv1EdXZyy9ii501F/G+1Fuc3N3koHC7aUYTZomdgrg8wEA2bjcRyghWhhrTocvfDCCyxfvpzc3PqL64nD8PuUQonvnq9slz4gqQNc8SWkRK+F0yxKN8BbZ4XXvIlLhqu+UcJbQx+m1sX/+2wtP20KX+h7y4ndWLClnJ6ZCUwelINGrUKvUePxB0gwaHn6TwO5//O17K10csXojizfU8ULb22ru/8zP27lxJ7pPDV1QOTBrPsXWJdXVPPkBf35YNleFm8Pr8p95yndceniQK1V1h7FJTV41GhvpYPL3/idXRWOumt6jZo3rx7O8E7JRxeQaovgk6tg75KD11QqOPcl6DNZKawZotzqZkuplZvfW0m142CF78Q4HR9cP4o+OZYj74OoU1rr4s+zVrNgS3ndtUe/2cjfJ/fhgqF5WCQgCdEiWu2ao8WLFzN37lxOO62JqhwfT6xFSuHC0GAESuG9r+8GZ3WLdAtrCXx0WXgwAuXfH12mtDfQ3A0lEcEI4H/ztjGmayoPf72eomonqfF6zh+sjJZdNCKf13/dwd5KJ0admnHd0njh520RjzFvcxnfrysmVtWLZJOebWW2iGAE8OyPW/Fp4w4uMh5zh7Jz7TBsbi+Pfr0hLBgBePwBrnt7OaWHWxsVjd8Ly14LD0agjN59cZMSnMIuB9lZbuf+2evCghFAjdPLTe+toLT2kN8p0WDBYJCv1hSFBaMDHv5qA4XV9RyNI4RoUq0yHFVUVHD//ffz9NNPExdXf70Tj8eDzWYL+xKHqNgO7trobTt+bvozyGKxlylTfNFU7lDaG6DM6uK1X2M8DvDDxhJO6J7OV6uLiNNrueOUHvTINDOiUwq/blPemMZ3T+fHjTG2lwOvL9xJeYyT61Uq+HRF7OrYs1cVQucTYNBl+HOGUFjtZHeFnZJ6gkWl3cOPG6OHQ6fXz6Zia8z7xmQvg6WvRW8LBmHTN2GXyqxurC4vO8vtUe+yu8JBRSMflns8KbO6eaOe39uPl0u1cCFaSqubVgsEAvzlL3/h6quvplevXoe9/SuvvMILL7zQDD1rw5yV9bf7jmIUojEc7nkPHemKwR8gYmQjVLXDS7xeS3Gt8kk8JymOd68dSXGNq66gdbxeS40z9ht9lcODL8bBsBq1impH7PuW2rwEzngapzqO536tYOaSldg9fnKT4rj39F6c0CONJFN4bR+PL0h959BW2o4ilAQDsUMyRIwc+YNBXL76q1W7vP4j74cAlJ9vfYcRl9S4CAaDR7+uSwhx1FrdyNErr7yCXq/n8ssvb9Dtp0+fzooVK+q+5s+f38Q9bIMy+sRui09r0DRPkzClxl5/o9E1eNFyglHLmK6xq1KP6JzCxqJaTu1z8FyzTIuRDIuh7jT69YU1DOuUEvMxxnRJI8EY/bOE2aBlVD3Pf3q/bGqN2dwyexevLNiB3aMEin3VTm7/cBU/bCghcEgSMhu0ZNVz1lq/3KP4b6YzRS1DUKdH+BS22aAl2aRDH6OStk6jat4Da9sZs0HL6Hp+b87oly3BSIgW0urC0RdffMHSpUsZNmwYw4YN4+uvv+brr79m2LBhUW+v1+sxm81hX+IQ5gzl1PhoTn1U2ULdEswZMOb26G2jb1OOAWmAeIOWu07tEfVNPCfRSH6yCY8/QP/c8MXDmQlG7jurNwBbS23kJcdFPYRVr1Fz16ndMRuiB7kEo44/n9YTnSbyjSwvOY6hHZMprnHxy+bo04RPfrcpYoot02LggbN7R739xB7pZCUeRSgxpcDp/4ys5A2Q3isiRCcYdWRajFw6KnrtoWvHda47I04cuYb83gghWkarP1vtb3/7G0CDt/LL2WoxWEtgxZuw5CVwVUNyZzj1YWUtzBEeu9Go7OXKga3znwJbCZgzYcJfoc95DR45AvD4/WwptvHwV+tZtqsKrVrFpL5ZXDQ8n4Vby7hybOeowafG6WHJjkqe+HYjLm+Af00dwCcr9vLt2mJ8gSDDOiXzj8l96ZFprnd3mMenrAN6+KsNrNhdhU6j4pyBOdx5Sg/yU0zMXlXAXR+tjnn/uXedEHG8R63Ty9JdlTz+zUZ2lttJMGi5ckxHrhjdiYx6RpXq/0E5lINzv7sXiv5QCjEOuhTG36OUT4jyfe2tcvLDhhLeWLiTMqub9AQDt57YjbMHZMvI0TGK9Xtz16k9yEs2tXT3hDhuSTg6nvh9SgAJeEEb1zSn1h+NYFDZUef3KOdqJWQfcY2jA6odHqwuH4FgcP8nchUp8XqMuvq3vZdaXbi8AXRqFQlGLTVO5TESjNqI9UANeX61ClLMeuJ0ylTcgi1lXDFjadT7qFTwy58n0jE1ep2hMqsbp9ePVq0iPcGArjEOjLWXg8cGKo0yQqerP2zVOj1U2j34A2DUa8hJNMqUTyOK9XsjhGgZrT4cHSkJR6I12lfl4PRnf8Xq9kW0ndI7g2cuGkSC1LQRQohWodWtORKiuTm9PnaU2dhYVMuucjtOT2SAOVaZFiMzrh5O3CEjWJ3T4vnHOX2bNhgFAhCQXWVCCNFQMnYrjmv7qhw88+NWvvyjEI8/QKbFwG0ndWdij3TyUhpvzYdWo2ZwfhJz7zqBVXur2VvpYHB+El0zzGQe7fqhw7GVQvkWWP6WMpU6+DLI6q8cFSKEECImmVYT7UKVw4Pb60evUZPSwEXC5VY3172zjD/21kS0PXxOXyYPyG7wY7U6tlL49i+w4fPw6x3HwtQ3Wm6HohBCtAEyrSbatBqnh4Vby7hqxlJOfno+l72xlB83lFDVgMrNeyodUYMRKMeOlMWoiN0mFK2ODEYAu3+DrT82e3eEEKItkXAk2iyvP8CcdcVc9sZSVhfUYPf42VBUy3XvLOfj5XsPW7157b7owQig1Oqm1tn4a4+ahccOv78cu33pq2BvoSNj2oAap4eNRbU8/s1G/jJrNb9sLq33qBchRPsja45Em1Va6+axrzdGbfvPD1s4s382+fWsG8pKjL3WR6dRYdQfxan3rUHAD956Di31OiAoC7SjqXF6eGfRbp7+YUvdtU+WF9A3x8IbVw4jK7H+sx6FEO2DjByJNqvS7o66NR7A7Qsc9tN+n2wL8TEC0Bn9skkxtdGt9UYLDLgwdnvf8yEu9lEpx7N91a6wYHTA+sJa3l2yB5+//rPmhBDtg4Qj0WYdrhiiXlt/e3aikRlXDcd0SEDql2vh9pO7kW5p/YuxXV4/eysdbCmxsq/KgddaAdt+VI4DSekSeQdzBgy5HDQyaBzN7JX7Yra99/tuytvyOjQhRIPJX0jRZiXH68lLjqOgKnIKKTVeX3eobCxajZqhHZP59vbxrC+sZV+1k365FnKT4shONKLXtO5ptZJaFy/8vI2Pl+/F7QsQr9dww6hMLk2vJm3+TXDOC0pQ2vAFBHzQ7wIYfQskdWzprrdaNc7YC/ntbh/ta2+vECIWCUeizcq0GPnfJUOY9uoSnCGLr/UaNf+7dEiDzh/TatR0SounU1r0oztaqxqHhwe/WMfc9SV11+weP88sKMQ5ujN3djoF4wfToPupMOFe6DwBkvKVs9RETGf2z+bj5QVR2yb2TJcq5kIcJyQciTatb46FOXeO5/v1xazcU02/HAtnD8ghJ9mIRt1+z/4qt3nCglGoN5eVcsklV9Fh3fuw5Xvl65wXIK1bM/ey7emdbaFvjoX1hbVh1w1aNX8+rRdmo/zJFOJ4IK900aZpNWo6psZzwwldCQSCqA8NRM4q5X/1FvBYlcNt1VqISz54uK3PrWx/1xpBH3t3m9Xlpdzmwe72kWDUkm42YDLU8xIKBPA7q/AE1AT0CcQbtHj9AWwuH3qtinhD5CjE4doPKKqJvRvN7QtQGzhkhMhRHrufoo4vEOAvk3oyf0sZs1ftw+72Ma5bOteM7YTZ0LqnWdsKvz9ArcuHVqOSkTjRakk4Es3HWgJBH+gTlB1VjSwsGNUWwY55sPV7GHEDBIGS9bDuE/B7of+flF1bbissfhEKV0BSZxh3B6R1B2Ni2GMXVTv5+5fr+WFjCcEgaNUq/jQ0j7tO7RF1+i5YvYfA2k/RbPicOL0J68DrsHYYxf+W1bJgSzlpCXqmn9CV3tkWUuL1BAJBymodVJftw+r0sqFaRdec9P3tkVNhSSZ91J/B6K6pnN43C1OKCcfg6zGte0/Zut9p/DH9bI8H/kCQL1YV8u+5mzmhRzr/74zeGHVq/thbzS3vr+S6cV245cSuaA6zEUDEtrfSwawVBfy4sQSLUcd14zszMD+JtLZaiV60W3J8iGh6tlLY/B0s+i/YyqDDSDjpISWE6JqgbkxtEXx0GZRthAvfBVsJrHwH9iw+eJv0XjDxPvj0GmWxcqizn4WB0+r6Vml3c8v7q1i8PbJw4sXD83nw7D7hI0hVu2HGaWAtDrutu+vpfNf5b9z5dWHdtRsndOGmiV3RO0rxrnwfy9q3wGPH3fkUyobewdxCExcM70hiXPgn7JJaF1NfXsTeSmUEKV6v4ekLB7F6bzWf/7EPu8fHid2SuGOEhQ4bXkZ78v3KTjURU7Xdw+UzlsYsDton28LM60ZEDavi8HaW25ny4m9UObxh16cMzuWBs3vLz1W0KvIRSDQtRyXM+Rt8dTtUbAd3LWz9AV6bqBxx0RR2/wb7lkP/C2Hjl8pUWmgwAhg5HX54MDIYAXz3VyXQ7Vdh80QNRgCfrCgIP2bE5ya46PmIYARg2D6HEQkVJIfUT3p5/g5KaxzoP7sSy2+PQ+0+cFVj2DiLvI9P57RsO2XWyHpNmRYjb141nKz9o1YPTe7L/+Zt46X52ymqcVHr9PHF2nLOfnc3u0Y9IsGoAbQaNeZ6pknjDRq0avmTeTQcbh//mbs5IhgBfLZqX9Qdp0K0JHmli6ZVWwjrPo28HvDDN/eAvaxxn89thdUfQnJn6HKi8jybv4u8nSkNqndHfwy/Rwly+9VXTNIXCGJ1hQQsRwWqtZ/EvH3Gtk8Y2SU17NqiraVofFHeHDx2Mlb8h4rKqqiP1S0jgc9vGcNnN40hMU4bdcTD4fHzzI/bsccolhmN1++npNZFmdVNINCuBpbrZTZquXZ855jt147rgiVO1sgcjWqnl+/WRX5gOOCbNUXN2BshDk/CkTgi5TY3+6ocFNe48DfkjXP3b7HbStaBqzZ2+1EocapYMeSffDroDazJvRvlMVPqWQ+hUkF8fYuyG8Ifu7aOfvv35Jtit2clxjGkYzI/bIi+cw3gp00l1DojP7FHs7fSwb++38L5//uNqS8v4rVfd1Bcz+Lv9mZQXhKTB2RHXD+jXxZDOya3QI+EEC1BFmSLBrE6vazcU8Xj325kS4mNlHg914/vzNSheaQn1FNPSF/Pui+VCtSNtwNoT6WDK2csZ2e5HYDrKgPcqzWg63kmbJkTfmNHhVIMMdrokUYPqV3r/pluNtAzM4HNJdaIm57cK4PU+JDF0aZUgv3/hGrZa1H7WNrtT/z+RfgU3dhOCbBgU/RvShdHounwazHq2/UTp9OgUh2+rMHeSgdTXlwUNk34xHeb+OKPfcy4avhxca5YWoKBf5zTl6vHdebzlfsIEGTK4Dw6pJpk0fAxSDLpOKNfFl/FGCE6K0ogFaIlyciROKxgMMiCreVc+eYytpTYAKi0e3hqzmb+8eUGquyxRzboOBpUMX7Nuk+CuNTobUeo0u7m9g9W1QUjgA9WVVDU+yol7HQYHX6H31+GUx8FTZRQcea/wtbopCcYePWKofTIDA96I7uk8Mi5/cKmWjxo8Y26FRKyIh7W3fV0ltnSwtZd3DihC+lxamX6Lwr3gCsgPr2+bx2AC4bkxmy7eEQHUs3Rd7cd4PX7mblkd/j6qf02FFlZvjv61F57lGo2MKRDMo+c14/HzuvPkI7JEoyOkUmv5Z7TeoattzvggiG55CW3/+At2hbZrSYOq7jGybn/+42S2ujnSs296wR6ZCZEv7PHDms/ha9uC7+ekAVXfRs2QnMstpXaOOU/8yOud02P57VzMuikr0Zdsh7Wfrx/K/+F0Pe8Q7byd4Jxd0Jaj6ilBsqsbspsbipsbjItRtLNepJDdthUOzx8/sc+Zi7Zw//OSiNrzzck7vgadCbsQ6YTyBvBC0tr+HVrRd1W/j7ZFpJVNoIL/4Nq0fNhzxdM74X/kllok/MP+/1X2z28+Mt2Xv11R9j17plm3r56BDlJ9b/5lNa6OP/FReyrjj6FNrFHOi9fPgSjTgabxdHbW+ng05UF/LBB2cp//f6t/KkSPkUrI+FIHNbWEiunPrMgZvszFw3k/MF5sR/AbYXqvbDqXajZC91Phy77j7NoJKv3VnPu/6Kvb1KpYM7tY+mZROwikG4b6IygP/pjRH7YUMz176yo+/eYLsmc2FGPN6jm3JG9yE024fX7sbn8kUUeHZVQtZPg8rdQuaoJ9L8Qdd5QsOSEPYfPH6CoxsWqPVXsqXQwuEMyXTPMZFmMVDk87K1w8P7SPVQ7vZw3KJdB+YkNmg4rs7r508uL2FXhiNp+Wp9MXrhkyGEP8xXicPz+ADUuHzopAilaMfkYKA5Ld5iid7EKEtYxJEBmHzj9CWXrvLrxf+2STDq0ahW+GIvE9TodxB0MPh5fALvbi0GnxqQ3HPOZY+VWN//6fnPYtUU7qli0fyDHkpTKZaM6otNoSI6Pss7KlAKmFFQ5QyAYQB1lLZbPH2DV3mqueGNp2FlynVJNzLx2JHkpJpJNevrnJRIIBtEcwbbz1Hg9l4zswD+/jb726fLRHSUYiUah0ahJiT/M3wwhWpj8tROHlRKvZ3z3tKhtcToN3TOOYISuCYIRKIumLxnZIWrbOQNz6hZNe3x+tpXaeOSr9Vz2xu/c/fEfbCisxWMtg5p9ygjOUfD6A2wvs8dsX7WngWt2DixS9ziUMgjWYggEAKWkwDVvLgsLRgC7Khw89OV6rC7v/odQHVEwAqW6+DkDc+iTEzmdeEa/LHplNX5FcyGEaK1k5EgcliVOx2Pn9ePiV5dQWHOw5o9Oo+LVK4aSkdC46wU8Pj/lNg8+f5A4vYb0Bjy+yaDl3ok53DxIR7nNww87Pbz/RyVnD8zhpgld6xZNr95bwyWvL8HrV0aYJveII73kV/Rf/wsqdyhVu096ELIHQVxSg/us1ajplGqKGZD65SZGvR7B74OqnbDgX7B1rrLbb8T10P9CdpZrscaoVzRvcykVds8xTVNkJcYx48rhrNxTxcfL9mLQqbl8dCd6ZSaQ1sj/jYUQojWTNUeiwYqqnawrrGHx9go6psUzsUc62YlG9NrG245fXONixm87mblkNw6Pn67p8TxwVh+GdkrGEuuNPxCAiq3w/X2w/ScAgt1OxX/KYwRSuqLfv4i4tNbF1JcXs6dSWVczuW8Kj+UtJ3H+A5GPOfk5GHSxstOtAUpqXeyrclJmc7Or3M47i3fXLW426tR8f+cJdExtwHqmsi1K9XDPISErbwRFp7/G6BfWx7xrvQvjj5DL60etUslUmhDiuCQjR6LBspPiyE6K49Q+kdvUG0O5zc1dH61i8Y6DU1vby+xc/dYyXr18KKf1jfG81bvh9VOUo0n2U22di3bvUpg+H5I7AVDl8NYFI4CbhppJ/Oyx6I85937oelLMRePBYJBym1JBenOJlftmr6s7AqF3dgIPn9uXZ3/cQkmtm5cvG0ruYXaLAcqi8HmPRwYjgIKlpDl3kJ5goMwauWswzawn4ViLUYYw6trGCfS1Ti9Or584nUaqVwshGo18LBStRmG1MywYhXrk6w1hx3golbqdVFntBJe/GRaM6riqYdV7ylTVIVQqSApUgS/G0SBua8yjTYprXLy1aBfXvb2cDUVW/vPDFvKTTXWLTDcWWbnjg1U8c+Egvrx1LEM6JKFtyEnurhrYEuWok/20Gz7l8lEdo7bde3ovMi31FONsZ6xOL8t2VXLTzBWc88JCbpy5gmW7KrE2sBK4EELUR0aORKvxx97qmG0FVU7sbh+1Li+r91bz+Dcb2VRs5cnTc5i2/cfYD7p1Loy6CUwpJJl05KfEsbfSSTAIQfVhRho0kS+PkloXN85czh97a/jn+f2I02sY2y2dWqeXC4fn4/L6efybjdjcPr5fX8wtJ3ZrUHVqQEls2jiltEC0ZoOFK0Z3xOn1886iXdg9fvKS4/jb6b0Y1z0NtbqBz9NQjipwVkLQD4ZESMhs3Mc/Sh6/n7kbSrjnk4MHF5fUulm0fTH/mjqAcwfnoNe0jZEvIUTrJOFItBpp9Wzv1apVmHQafttazk3vray7XmjzQ1xK7Ac1pYBGWUycaTHy76kDufT13/EFguxxx5Mbnx59hCgxD0yRlanXFNTwx94azhmYQzAIF7+2hAOr9t5dspt+uRaenTaI6e+uYMmOSq4Z58ekb+DLLD4dhlwBi56L3j5wGkkmPXef2p3LR3XE6w9g1Gkaf8QoGITyLQS/ugPVnsXKtbTuBM56BnXeMNC1bDXjslo3f/8y+tqrf3y5njFdU8lNNgHK9GeVQ6ngnmzSNzyoCiGOazKtJlqN/nlJGGIsAD5rQDb+YJB/fBX+pjhrbQ0l/afHftAxt4Ph4ELowR2SmHPneKYNz2f2Vj+2c16PXHSti4MLZoAl/Lwnnz/AJ8v3olbBlCG5PPDFOg7dzrBuXy2/bC7j5F4ZdE6Lx9CQ6bQDNDoYeaNSoTva95GolCrQaTTkJMXRMTW+aabSqvfCjEkHgxFA+VbU756Lv2xL4z8fKKNUNfvAWkLED/UQFTYPthi79uweZacjQFGNk7cX7eLS13/n0td/561Fuyg6jg7RFUIcPRk5Ei0qEAjWTQdlWgy8evkwrntnWd1We4BuGWb+OqknDo8/4giTwhoXv9rzOWPAVcSveSv8wUdMh+SOUL1HGZXRxaHXauiWkcCdp3ZnT4WDn6usnHTtb8Rt+QxN0WrIGwZ9p0Bi5EJslQoMOjUD85JYurMy5nv47JUFPHZ+f3pnJ6A5knAEkJgLV3wBBctgzcdKJe9hV0NyZzA1z6nw/k1fo3FGqcsU8MO8fxKY8hrquEaqe+S2Qcl6+OEhKFypHCsz9k7oPTnsfLtQh5s+1KhVFNU4ufyNpWwrtdVdf/irDcxcsoeZ144guyEL5IUQxy0JR6LZ+fwB9lU7+X59Mav2VDMwL4kz+meRmxTH6K4p/HT3RBbvKKeo2sWIzil0zTCTaTGyqzx6DaG/fLePyomXc/l11xK38ydQAZ3Gw4758NxgZWRo4MUw4V5IzKWoxskN7yxn7T5lEbdKBWO7TuS+02+gW1ZizNIEGrWaS0d25Pmft1JTz8Jfu8dP9wwz+fundo6YJQf6nAu9zgKV5uAxJ83B50azY17MZs2+ZbgcNRgbKxztWQzvTT347+o98M3dsHepUlHdFDllmhqvJ82srxshCpVm1pNlMTBnfUlYMDpge5mNnzaVclmMhe1CCAEyrSaaWTAYZE1BDZOeXcA/v93Ed+uKeXLOJk57ZgGrC6rRadR0SDVx0YBk7hxpZkxWoG7qKFal7mAQ/rOwjApTNxh/F+SNgDfPgJ8fUW7g98DKt+HDS3BZq3jx5211wejA/Rduq+Dcl5ZQXBNj99p+3TLMdEqNZ0iH2KM4QzokkZVoJP5Yt9artc0bjPY/p88SvdI4AAnZeGmkLfPWYvjmnuhtaz4EW2nUpkyLkf9OG4xOE/6z0apVPHvRYDRqNZ8s3xvzaT9evpdqe2SwEkKIA2TkSDSrklo3t7y/Er1WGYUZ1imZYBCW76rkr7PWMPPa4WS7dsEvj4OrFgZfBmk9IT4Nk8bIo+f0pcblRaVSoQoGMPpqcTmsJCSlkWExKG+4X9ysBKKEbBh6FWT0hmAAqnaDu5qLegQZl53Lc0utrC88GJK8/iCLd1SSYNSS4K9C63cpAcWcCRodNrcXl9fP9HEd0KpVjOyczO87leknvUbN6f2yOK1PJt0zzRyY+Sm3ubG6fECQOJ0Gs1GL2XD4cFHt8GBz+UClLCQ+5qDVUGoN3sFXol3xetTmiiG3EtAnEVpqMhgMUlrrxu0PoNOoyEww1k19ubx+KuweAoEg8QZt+JlarhqlRlUshSsho1dkF9UqhndK5vs7T+DDZXtZX1hDn2wL04Z3IC85Duf+ApaxaFSqZs+c9fH5A5RZ3XgDQYxaNRn7PwyE/+w0pMQ3vEp5jdOL1eVFhXL2YbP9/gjRTsgrRjSrSrubxDgdT07pz4zfdjHjt50ATOiezkNn98HqcJH9+glwwp/BmAhLXoKTHqTMpeL9bRreWFJIrdNHhxQT00/oQmqcmsHaSjLmP47qlH8oi6mrdikFHIdfCwufgQX/B+f8Dzw2jG+cSD9nFf2SOjJs1L3MtvbisZ+K6/qXbfRg2DUP7bwHoXyLcnzH8OtwDb2Be78r5rt1xQSBE7qm8I+zejJ/SylvLSnkn1P6893aIu75ZDVuX4B+uRbuO6M3czcU89ai3cTpNJw7KIfzB+eSmWigU2r06u0+f4AtJTYe+Xo9S3ZUolWrOL1fFn+Z1LNhFbYbgduch/u0/5L04z3KQcH72QdcRVXGKDqHvElX2t38tLGU//ywhaIaF6nxem6a2JVzB+Xi8QV44eetfLZqH25fgAF5ifxjcl/65FiUIpOHO2fPEHvqTq/V0CXdzL2TeuL2BzBo1HXruww6DZeO7MCqGKUhLh3ZgcTDHZbcTEqtLt7/fQ8zfttJrdNHx1QTD57dm56ZFl76ZTufrizA7QvQPzeRv0/uQ9/cROLqKdDp8wfYXmbjka838Nu2CjRqFZP6ZvLXSb3olNY8vz9CtAdyfIhoVqv3VlPj9HLr+yupdYXvOLLEafl0+ki6/3QD5A6BX56AqTOorqnl/u29+WZDRcTj3Xdmb8qqbdyYspzUXx+C63+Gt8+Fyc/Ah5cqb+5jboeavbB+dsT9q098gru2DWLe1ip6Zyfw+ck1GGZdFnE7X4exfNXjn9z19b66a/F6Dd9c2wu1Po7rPtjElkPWuKhU8OKlQ3j4yw0U7y9g2TfHwpWjOzK6axr5KZFrkraV2jjruV9x+wJh1zMSDMy+eUzdFvWmFAwGKSyrxFtTjKliLfhcONMHsdMVT98uHerOuvP4/MxYuJMn52yOeIzLR3ckOU7Hcz9vC7uuVsHsm8cyMD8JnNXw8RWwc35kJzR6uHW5sqD+KBTXOJn+7gpWF9SEXR+Qa+HVK4aTldjyBTOr7B7+32drmLO+JOz60xcO5OVftrP1kN8ntQo+u2kMg+qZ0t1ZZuPM5xZGHE6cZtbz+S1jyWuG3x8h2gNZcySaVabFwI8bSyKCEUCt08cXfxTiG3MnLH5BOfbDWU1Z6rCowQjg5fnb6ZOfSnHKCPB7YcXbcN7L8PsrSjBSqaDTuKjBCCBp8ZPcOlyZJHpoQiqGH++Pejvtnt8YnuwI+9Ru9/j5dF01u0prIoIRKGuZXp2/g4tHHNz5tr6wFoNOww8bSggEwj+XODw+Xpy3LSIYAZRa3czbHL1id2NTqVTkZqQSl9mV6s5nUtzxPEjrzrCencIOAS6tdfPfn7ZFfYz3luxmcJQ38UAQ/vntRqodHuVg37P/o0xbhnVADRe8EXn9CGQlxvHKFcP477RBjOqSwsjOKfx32qBWE4wAyqzuiGCUaTHg8wcjghEoP7vHDvzsonB5/by6YEdEMAIot3mYu6GEdvZZWIgmI9Nqollp1SqW7Yp+RAjAvC0VXNsnhWS3FTpPgNINbPUOjnn7SrsHvUbNmmI3fZPyYduPMOwaZRcUgDEJrEWxO+SqIVXjYOrQPPqla+pdAxNXuor8lH5sKTn4xlXiVPHLrtiLuFftrea68V3Crq0pqMHp8WP3+EgIOUzX6vKxcFt5zMeau76YqUNzMepCXrY1+6BotbK7K627EgQtuVGrex+pTIux3jpKVfvPNYsmEIRqpxe9Ro3HHx72lu6qxOHxk2QCUrvBdT/B7kWw7Qfl3/0uUL4H3bGFmCyLkXMH5XJSL6UkQEKsg4tbyJZSa8S1XlkWVu6JUkZhv+W7qrAf+Nkdotbp5dd6fn9+WF/CRcPyZf2REA0grxLRrAw6DUlxsdd7pJh06A+MZ3psoDORZKz/11SvVZFi0igHtiZ1BK1RqQ/kdSpnpxnqP6k+LcmCx+diT7WXvmpt2DqbUP64VBye8DCgUatIj4+9BiTBoMXtC79PsklPIOA+uNvK5wZXLQlo6JFppjTKwbIAaQkGtOqQwd6K7fDWWeHhTxcHl38OecNB3bRHaMQq2HmASa/BG4gcBUuK0xFWqigpH5IugoEXNXIPFa0tFB2QFGXdk83tI6meA3QtRi2xyjxpNSoS43R1ByAfKs2sR3ekdbeEOE7JK0U0qwSjjhsmdInZfsP4TsQXLVXWHO3+DTqNpaO+BkuMgDS6ayqr91bTJ9EDtYVKAcGEbBh5k3IDr1PZqRalXg5AIG8kn2x08uXqQj7d7MLTY3L0jmkNVCb1i3jjOTEnwKRO6pi7n6YMzeObtQfDi0atok+OhdP7ZWHUqJSA88ND8PZZmD69lNdGV/L0WblRH++K0R0PHmDrqITPb44cFfM64YNp9Y+WNZKUeD19sqMvms60GKh1eqMWyrxqTCfSzQ3fedVedU41YT5kFGfVnipGdUmN+ft0ZT0/u5R4A9MndI35fFeN7Yz+MIFWCKGQV4podgNyE7l0ZGQtnStGd6Rvbgr0OA3OegZMabDxazI9u3ljakeMuvBf19ykOG6a0JWx2ZC55DEYfLlS4VqthgEXQpeJyg1/+y9Mfg70h+zWseSwd8LTPL9YWc/08eoKnBMfUqanQml02M9/hyd+rQ67PHVACkNVm8jSOvjPnwZGvKENzEtkXLdU5m1S6vVo1CoeOacvJTUuemYmQNlmeGU8/P6y8v93LyLuk4s5u+It7p0Qvt7m7lN70Dl0t5qjAvYuif4DdlYpxRSbWJrZwHMXD454s04waHn9imHE6yND44jOyUwb0eHIK4e3Q5kWIzOuGhY2AhcIwi+bS3nqggERP7thHZO5bGRIQI5idJdUzhmYHXH91hO70TVddqsJ0VCyW020iGqHh6IaFz9tLEGlUnFyrwyyEo3hUw3VBVCyFjw2fBkDKPKZWVLoZUeFkz7ZiXRMiSNV6yS95Df0Wb2UdSqhI0S2MqjeBVt/hJSukDsY9q2Aim2QOwxPel/W1Mbzy+ZSMhKM9M9LpNTqZkyGl7iabaj3/IY6MR86n4DdkEGBNcBPG4vx+3yc1DWeHCpITk4BlRpHVRElqjQW7HZS4VIzvkc62Ykm9lU7+HVrBYkmHSM6pZBg1JJqNpCIHT66DHb9GvXn47nhN17baESrVXFy7wwyEoxYQqdbitfBy2Nj/4CnfQC9zjy2/0gNVFjtZN2+Gtbuq6F7hpkhHZPJSVTqDZVa3fyyuZRqh4cTemTQIcUUtqj7eOfzByiqcfH7jgp2VzoY2jGZXlkJWIw6Sqxu5m8upcrhYXz3dDqmmkhPOPw6rEq7h8JqJz9vKkWvVXNyrwwyLAYS65nOFkKEk3AkxLGo3gNvT1ZqK6lUkNkf9CYYcAn0nxJ7vVPVLvjvwNiPe9rjMObW2O01BfDyOGWUKJpbl0eOgAkhhGgQGdsW4mh5HTDvSSXogLJ3v3gN7FkCX9+uVOuOSVX/0SCqw7w0zdlw8j+itw28RDloVwghxFGRcCSalrNKmcYq3aAsmG6hgUqvP4DN7cUfaMTnt1fAuo9jt2/9IXZbXBJ0PTl2e7d62gA0GuVw2j+9A8mdlWumFDjlYTj1YeXxhRBCHBXZyi+aTsU2+PIOcNdS0esSAnEpJGZ2VtYHGRvpVPfDsLl97Kl08M6iXeyucDC8cwoXDMklNymu3oWtDRIMKIUnY3HVxG4zJsKkJ6BgObiqw9vG3dWwAoimZOh7LnQYpZQs0OiU+zXxFn4hhGjvJByJplFTAO+eT8nEfzG/JpMZq6zYPT5O7QpXjvXQITOIqolP/3R7/fywvpi7Pl5dd23xjgpeW7CDj6ePon9e0rE9gSFBqSdUsCx6e9cT679/WneYPh9Wfwhb5ypTYWNug4w+Rzbyk3D0laSFEEJEkgXZomms+4wyu4+7V+fw647wEZTEOB2f3zyKzulNO3q0t9LByU/Pj6jQDNAzM4H3rh9J2rHU23Hble30718YWTiy03iYcK9SsfpwIdDvB49VOU9ML2dfCSFES5M1R6JpFP7Bdn2viGAEUOP08vzP23F4oleibizbSm1RgxHA5hIr5TEqUTeYpxZWzYRp7ytrhHRxSjmBE/6iHGGy6HmlKOPhaDTKSJEEIyGEaBUkHImm0WEks7fGXo/z7bpiapz1rNdpBIce2xHZHji2gKYxKHWUZk+HtJ5w1n+U9UK7FsKsqyExV7mNEEKINkXWHImmkTsEw/p9MZt1ajVNu+IIuqabUauUqsOHykuOw+ML8PmqfZzVP5vEKOdcHZYpBU74q3Jcx5IXI9uHX6eMCgkhhGhTZOToeGcrVUY6vrhF2Vm2dynYY5/s3WBxKUwZnBezeerQHFLimjabm/QarhsXeY6bWgX3nNYTjz/AP77cwPqi2qN/krwRMO7u8HVFGj2c/4pyCK4QQog2R0aOjmfWYvj8Ftj+48FrK9+CARcpFZrNx1BIUGugQ3oi04bl8eHygrCmvOQ4ru0dQF+7q0mrOGdYDIzrnkaPLDMfLt1LUY2LPjkWpg3PZ8n2CioSjXj8AZ7/eRv9chLDj+doqPhUZSpt8GVQvBa0BmW3mTlDWYN0nPH4AlQ5PKiAVLMBTawj5IUQohWTcHQ82zE/PBgdsOYjJSAdrhDhYaTEG/jLYD/nds3nzbUurO4A53Q3MCHDSc6XF0K3SXDmU00WInQaDX1zLOxaY2d011QscTp2ldv5ak0hkwfkcPsHqwBlV5vL6z+6cARKzSajBVJjn4jeFEpqXeypdLCt1EbHFBOd0+PJTmyZQBYMBtlb6eC1hTuZs64Yg1bNpSM7cv7gHLJaqE9CCHG0JBwdrxyV0dfJHLDkJaW44KEn2cfi94OtCNxW0BohPg2A1AX3M7p8K0O6n4VfG49p80L4ZX/doV0LwF3bpCMsqWYDFw3PY3VBDeU2Dx1STPy6pYxb3l+Jy6vsZOufm0i8oW29FPZUOrjijd/ZVeGou5aRYOC960bSPTPGeW5NaG+lg3P/9xtVjoOL7J+as4mvVu9jxlUjyEo8/IGpQgjRWrStdwTReAI+8Nhit3usENi/28tZraxDctWAMQFMacpi5AMclbDuM1jzIcWD76AirjM+TYDU1DQyB1yGTqPCYEhQjg7pPAJWvAU75oEphWo3bK+oJE6nRa9VYdJpSLMY0B/JQmZ7OdhKlGBmsCiBLi65rgp3idWD2xfgro/+wO0L39qvVsGtJ3XDvr+StscXICVeT3qCAaOudS6mrrJ7uPOjVWHBCKDU6ubat5fzyY2jybQ0Xxjx+AK8tnBnWDA6YEORldUF1WQlZjVbf0QLspUqr0evU/kbYc5o+AcsIVoRCUfHq7hk6H0OLPxP9PZ+U5UK0LWF8O2fYdM3B9s6jYfzX4bEPAgECG78Cv+aT1g7+nlu/rKQoprdAEzqlcIzo3PQfXWD8kcTlMec+DdI6UJNzjjOe3MDu8qVN/kRnVO49cSuLNlZwSm9sxo2zVW5U9k2X6hMkaFSQ78pMOgySO+FPz6TWcv3smRnJc9OG8RT322qCxVZFiMPnt0bs0HD1JcXs6dSuW7Qqrn1pG5cOrIDKfGtbyt+hd3Dyt3VUdv2VDoot7mbNRxVOTzMWRf7kN1Plu/lxJ4Z6LWy/6NdK9sCH18OZZuUf6u1MOKG/cfhZLRs34Q4QhKOjlcaHQy9Cla+DY6K8LbEfOh5hjISM+dv4cEIYNev8Ol1MO098LlQzXuMfZM/4eKZu+qmqjRqFfeNMWH6aHL4+WNuK3x/P4GLP2RJbQd2le+qa1q6s5KnvX7O7J/NhqJaRnVJrf97sBbDe1OVM9wOCAZg7SzQmyGjL56+F/HTplLWF9ZSZnVz9djOZCUaCQah1uXlu7VFbC+z1QUjUOofPT13C7lJcUwZEnvHXUyuWuVnGvCBIRESGveNwemtvzaT1dW0xTUPpUIJlLHE6TWoJRe1bzX74J3JymvygIBPmbo3Z8Lo26SshWhT5E/W8Sy5I1z3Ewy+QgkTxkQYMR2u/lYZFbKXwcYvo993z2KwlYHHAUkd+X6Xvy4YAZzQLZW0rR/FPph18YtsKYusHr26oIauGWae+WEzNQ5P/f2vKQgPRmEP9AEkZGJ0lpBsUkagdpbb+fuX65n+7gpunLmCv85aQ4XdS3WU6SCA//ywhdJaV/19OFTlDvj0Gnh+MLwwDN4+U1n47rEf2ePUIylOj76eQ3MzEpp3tCvVbODSkbHLFlw2qiNaSUftW9mm8GAU6rdnlfWIQrQh8hfreJfSGc74P7hlGdy8BE57FJI6KG2uGmWdUCyOCtAaCCZ3YVVZeFPnJA3xFRti3lVdsYUuidF//aodHgqqnDi90Y/+qFO1K3abTzkaROWs5LaTYpcLuGRkh5hTQgVVTrwxjh+JqqYA3jwDtv5w8OdWvhXePffgVEMjSDPruWpsp6ht5wzMIfVYzos7Chq1ivMG59AnO3Ih+JTBuXRLlzMO273S2K91nFXgO8IPGUK0MJlWE6CPU74OZbQoxQ1jBSRTCsRn4M/sxyAbfBfStLvGjyO9D6Yd86Le1Z/cjZ010R83yaQnNykOo+4w2b2+IotaA6CCgJ/e2RYuGZHP+0v3ht1k2vB88pLjKKyJ/oc7LzkOXT0jNBF2LYz+6TkYhB8egoveU85QO0Zxei03nNCFBIOWVxfswOr2YdSpuWxUR24Y34XEoy1JcAyyE+OYcdUI/thbzawVe4nTa7hsVEe6pZubPayJFpDeO3abMUnZwSpEGyLhSMQWnwG9zoaNX0W25Y2A+HTQGfH3mcLpNU7+s7C0bjfYL1srKB97ER1WvhJ5Yj1gHf0X3v60KuJ6/9xEdpbbuevUniQd7kiPpHxI6aJMZR1qwEXKOoiAD0snHX+Z1IvLRnfix/UlBAhyWp8sshON2N0+zAYtNndkH+86pQcZR7Kweevc2G0Fy5WptUYIRwBpZgM3TuzKlKG5OD1+jDoNGQnGFl30nJVo5PTELE7ulYFKjUylHU8yeimLrg9svAg19nYwy25F0bbIXy8Rm9GiTLn1OD38esexMHVGXS0jTWIO5oQk3r16SN16F38gyBOLHTgu+qTudoCyrfec59Fk92dwh6Swhx3SIZm/TOpJcpyevjkNqNWTkAWXfQpZ/Q9eU6mg7/nQd4oSntJ7AZAcr6dPtoXbT+nOjRO6kGDUsr3Mht3j4/3rR5KbdHDkTK9Rc8fJ3Tmx1xEupE7uHLvNnKHs3mlEOo2a3CQT3TISyEs2tZrdYDqtWoLR8SYxD678OrzivVqjrGEcfDlo5HO4aFtUwWB9i0raHpvNxtChQ1mxYgVms6x1aBTOamVxtqsab3wW5cEk/CoNcTpN3ZRJMBik3Oqm1u2j1unFHwiSYTGSlaBH7yxRap8EfMpolDkTtHpqnF4qbG4q7R5Meg16jZo4g4Z0swG99gh2tlTvAWsJ+N1KoAsC6z+DuFQYcgXEJdbdtMruYeaS3Tz381a8fuVXf0iHJJ6Y0h9/IIjPHyTFrCcYBLVaRVKcruEFIss2w4sjo09DnvUfGHZN+BlsQrQ3tpKQOkepyuvdIHWORNsj4Ug0WEmti3cW7+KdRbuxun30zk7gwbP6MCA/CXNLV5iu2qXUOtq5QPkU2/Ms5Q9zfErYzb5ZU8gt76+KuLtBq+bneybg9Pp58rtN/LypFJVKxel9s/jLpJ50SmvAH3iPDTbPgdnTw6cS+14AZzwptV6EEKKNkHAkGqTc5ub2D1ayaHtlRNvb14xgQo9jOKT2WFXtgrcnKyNIB6i1MO196HIiaJW1S2VWN9NeXcL2ssjK4Fq1itm3jOWSV5dgPWT9UWq8ni9uGUteiunwffE6lU/PBSuUo1HyRyrTf6aUw99XCCFEqyALA0SD7KtyRg1GAP/4cj1l1pbZqmuvrSL43V/DgxEoIzcfXw7Wg/VVfP4Aeyqj1xs6uXcmHy3bExGMQKlI/c3aIgKBBnyO0MVBciequ06mqNs0Soxd8BuTj+h7EkII0bJklZxokOW7I3eWHbCz3I7N7Sc9AeWctdp9Sq0fjRa6naaMnDTSLi18HrAWUlVrZUmFiR7xDrrG2iXmc0PxOqXYJaDXqumWYWZjkTXipv1zE/lsZUHMp/1+fQkXj+hw2CNNnB4fm4utPP7tRlbsriLZpOe68V24YEjuke18E0II0WIkHIkGSYmP3FbfJS2ea8Z1Jj3BQK3TS2FFLZnr30Tz8yMHbzT3QeVspTG3N2xqKeBXagU5KpSpMVOKEq5ACUa7F+Fe8R6zkm7i8Z838f1lWfUXqnQePBol1WzgL5N6cs1byyNu5vH7660PlBKvQ6s5/GLqtftqmPbqEg4MMlXYPTw1ZxOLd5TzzIWDpOaPEEK0ARKORIMM7ZiMVq3CFziwwyuZ6RO68Pg3G+vOJUuJ1/PoqacxYVAh5j9eP3jnhc9A99Og45j6n8RthW0/wTd3HzzvLaULTHkNsgcpU2QfTqP0/M95+oMSAAocWnom5kPN3uiPmTs0/PvokMyj5/blye82Yff4AeiQYuKs/jn0zrJw03sroz7MteO6YNLX/3KpsLl58PP1RJt9W7ClnH3VzgaHo9JaF6VWZSdfdqKRVLMhakAVQgjR+CQciQbJSDDw0mVDuXHmCgLBIHec3I3pM1eEnadWafdwy+d7+Oyyaxmy9XNlS+8Bi/8HOYOVNTmxlG6ET64Mv1a5A94+G25aBCUbwOukMhCPy6uEp/8sqWXQCY+S+tVVkY/X8+yDo077JZr0TBuRz4m9Mqiye9Bp1KTE68mwGEk16zl3YA5frC4Mu8/VYzrRM+vwi/utbh+bSyKn7A5YsqOCAXlJh32cHWU2rn17OTvLD66PGtctjX/9aQDZifX8/IQQQjQKCUeiQYw6DeO7p/HT3RPYVFzL0l2VYcEo1NOLq3lpwLVYFj918KKjXDmENlY4ctXAz49Fb/M6Ye0syFSKPYaeKrK+sJb/7czmxvM/JmPxo1C8VpmKG30bDLpEqbVyCJ1GQ16yibzk8N1naWYDfz+nD9ed0IXv1xWj1aiY1DeLbIuRpAaM2mhVqrDRtUM15FiPkloXV725rG407oCF28p54ttNPDGlf8PrLgkhhDgq8ldWNJhRp6FTWjzZiUY+XBpjGgvYXGLHMaAHltCLPc4AfT2jLx5H/YdX7l0C/S4AINW+nbxkCwVVTgBmLK/gxx0mbh7xPP1P0NMtKxFDUrZSofcIpcQbSIk30D838fA3jrivnjP7Z/PlISNPAGoVjOwSGdQOVVTjjAhGB3yztoh7Tush4UgIIZqYbOUXR0ynUdMjK/bxHvnJJoy2kJ1fphTlSI/6jpTQGut2lUUTSOuNzZABXU4ic8kjvHRONvH6g+FnT6WDR34uwZuQiz4596iC0bEyGbT8ZVJP8lPCR8dUKnj6wkF1R6vUp7TWHbPNHwji2L9OSgghRNORj6DiiKnVKi4als8bC3fijzKFdMfYNJLmvQ4qNfQ8A055pN7gA4ApGSb+P5h5QZQn1FDQ5U/899tt/L/Jb5G27Gn6LLqbOZc8xoJiLavLgvTPS2Riz0xykuJQteARHfkpJj6+YTRr99Xw06ZSchKNnD0gh+xE42EXdAPkJsdeU2TQqlu+EnkDOb0+tGo1Oo18/hJCtD1t4y+taHVyk+N47Yph3PHBqrrCiTqNij+f1pNBXTKh4zeASgk9hgYcIguQMwROfRR+fkRZnwRgsFA+6X/83xIHX2+oYkTnVC486QE09lLyUHF6pplJOiMpJj1qdes4tyw7KY7spDhO63vkJ5FnWowMyk/kj701EW2Xj+5Iej2jT5V2N/4AJJl0LRZKCqudzN9Sxndri0iO13Pl6E50SY8nySQ77YQQbYccHyKOmtcXoNTqoqjGhc8fJDc5jlSzHlPADm6bMnIUn35kJ3L7XFhrqrAXbiKAihJS+b/fqklPNHPe4FzKrC7SzAY6p8Wzo9TGir3VaFTQIzOBUV1TyUhomUKLZVY3vkAAvUZ9zLWMCqudvPLLNtbsq2VrqQ2PL8Clozpw88RuUcNRpc3Nyr3VvPDzVmqdPs7ol820EfnkN+S4k0a0t9LBha8spqgmvFr6TRO6MH1CVwlIQog2o1WGo02bNvHUU0+xfv16dDodY8eO5W9/+xspKYcvItgew1EwGGRftZM1BTVsK7XRN8dC72wLOUmRUzAlNS62ldlYsbuK/JQ4hnVMIctiRKc9ZCTB5wVrIcHdiwhU78GTNZQyYycKPSY6GWrJql0HuUMJmLNReWpRVe2EHQsgPhW6TARzFuhNYK9QKmLv+IVgYh4kd4Z5T6DqOArSexIsWg0GC4GuJ1OuSmH2BiuBoLI4ucruhqCf3olejN4aCtVZLNhWhUkTYGz3DKqtdq54bwOXj+pEnF7Ni/O21+0E02lUPHR2X8Z0iCPNvZv4vfNBH48jfwJ/VBmxJCWTn2yKGlSCwSCFNU7W76tlY1EtfXIs9M1JjPrzjKa01sWOcjtLd1aSaTHQNyeR1xfu4Ms/CumZlcC9p/dicIckEuOOPAw4PD5Ka938urWMKoeX0V1SybQYSU/QE3fItFyN00NRtYvv1hXj9QcY3CGZP/ZW8+Iv20gx6Xn/+pFY4nTHvv3fWgzlW2HPYrDkQsexYMmpO7MOlMrgD32xnk9WRK8yPufO8fTKskRcr3Z4KK1188uWMoLBIGO7pWF1eVm+q4pRXVPplGoivYUCrxDi+NXqwpHL5eKUU07hwgsv5MYbb8Rut3PvvfeiVqt5+eWXD3v/9hiO1u+r4eLXllDrOnjuV3qCgQ9vGEXX9IPf495KB1fMWBpWH8egVfP2NSMY1jEZ7YGpFr9PeaN77wLliI0DUruybdJMbv22nNfOSiJ/9rn4z3kJdsxDszTkZ69SE5zyOt68UWh/uB/1htkQnwbn/g8+ugzOegY2fQ1b5oR9HzXjHmSGcwL//a0UgPMG5dIv10JGgpGvVu/jh42lYbd/8NQOTOiRxsbKILd9sCrqz+aLq3sx8LMJSgHJA89zwsO8ah3Dugr419QBEcd2bCqu5eJXl1Dl8B781uP1fHjDKLpn1j8FWFjt5Jq3lrGp+ODz6TQqnpwygE9XFrBou1J/6V9TBzBlcC6aI5jesrt9fLe2iL98uias6PeYrqk8e9GgsO+jyu7hlQXbeXn+jrDHOHdQDgPyEnn0641MHZqHSa/h2nGd6Zga3+B+hKkpgJlToWzjwWsaPVz8EXQaVxeQCqudTPzXL3j80cs73HFyd+46tUfYtUq7m//N284bC3eGXZ86NI9uGWae/G4TA/MSefnyoVLfSQjRrFrdasnCwkJ69erFLbfcgl6vJzk5mYsuuohly5a1dNdaRHGNk2vfXh4WjECZxrn9g1VU2JRwY3P5ePTrDWHBCMDtC3DtW8sorg2Z6rAWwgcXhQcjgIrtdFz2GCd2NvHQAhvWAdeg+eRyNF0nht8uGEC18D9ods5TghHA4Ctg0fOQ3guclRHBCCBx4aP8qauPOJ2yk+zzP/aRZNJR7fREBCOAR3/Yg0qj4+PlscsGvL6sHFevKeHPs+DvXNw9yO87K/hydWHYgbGltS5ueGdFWDAC5ZiPG2eupMwae7eY0+vjPz9sCQtGAF5/kP/32VquGdf5YN+/2UBJPY8VTVGNiz/PWhNxGsqi7RV8vHxv2OL3zSXWiGAE8MUfhcTptOQlx/HDhhL65Fj466zVVDs8R9QXADx2+PGR8GAE4PfAh9PCDvUNBoN4A9GDEYDTG7nLbkORNSIYAcxaUUBKvJ4si5HVBTW8umAHHp/s0hNCNJ9WF466dOnC66+/jkZzcCv2999/T9++faPe3uPxYLPZwr7akzKbJzzYhFhfWEulXXnTq7S7STMbePHSIbx02RDuPKU7mRZlSsnu8bO1NOTnUrJBeeOLQrftOyZ31/HLtioqOpyuvBFWbleO8QjV93w0S144+O+cQbBroVKL6I/3Yn4/GZtmclLPg/V+Pl5egNXpjXn7LeUuCqujf/8Ae6q9uOJzI66nb3mfE7qn8cbCnZTZDoaUcrsnZh2h7WW2urAZTYXVwxd/7Iva5vEH2FPhqNvGX+v0HXEg+XpNZH2kA2b8tqsuuDm9Pl7/NTJUHPDZygLO6p+NRq0iEAjy+86qut+TI2Ivh/WfRm/zuaHw4FErljgdJ/ZIj/lQp/cLX5xud/t4dcH2mLefvWofZ/ZX7vPh0r2U2Y6i/0IIcZRa9W61YDDIs88+y7x585g5c2bU27zyyiu88MILUdvaA/shI0aHcvmUT+sef5AKu5vbPliFPxBkSIckHjuvPzMW7mTxjgoqQt9c7GWxHzAYQOP3EgyCx79/95ejKrKAoyHh4PlnoLxZ6uMjrx9C7ywl0XBwV1ml3VPvLrOCajeD8hPZXhY99A7LMRBfsT7iusFZQpJRTZXDEzZy5DpMnaADP89oPP4AXn/sWehKh4cEgw5QilNqj3DHWHFN7BBY5fAQ2D+k5PEF6w1xVQ4v8QYtZ/bL4pfNyn9rdz3fV0x+LwTq+f2zHRztSzDq+NuZvVm8ozJilOikXhl0OGRxuMcXqDewVdk9mI3Knyen1x+1ZIQQQjSVVjdydIDNZuP222/nq6++YubMmfTs2TPq7aZPn86KFSvqvubPn9/MPW1aWYlGYpXtMerUJMfp2Ffl5LLXf+f79SV1byIr91Rzy3srmT6hC2aDlr45IYthcwbGfsKELErcOlLj9ST4K/d3oh9UHTJSUbKOYKcTDv5709fQb6pyfEeH0TEfvjL/NFYXOev+PbpLar1vfGlaF1eM6oA2SoAyaNVc2t+Ebus3EW3leaeytsjOyM6pYRWlU836qI8FKDvN6jkmxGzQRrzJh+qdZWF3hTIi1zMz4YgPij25d2bMthGdkjHtL3ppNmg5sVdGzNsO65RMSa2LU/pk8tOmUixGLRbj4Y8uiWAwQ1I99anyhoX9s0taPN/ePo6LhuWRaTHQI9PM/10wgCcv6E/aIQvjE4xaJvao73tIYWORMn3ZMzOh7nsXQojm0CrD0Z49e7jggguw2WzMmjUrZjAC0Ov1mM3msK/2JNWs5+IRHaK23XpiNzISDCzaXh516s3jD/De73u4+9QedVNsACTkQNeToj5m5diHeOZ3K3+bmEHmymcJ5g1XRprc4etsAoVrcI++C7T7H3fTN9DrLChaDUOvUhbtHiohi6L0MawvrAUgXq9hUt9M+ucmotNEBpYsi5EhndN5c9Funr1oUFgw6ZIWz8yrh5K/6P7I0Y2EbIpSRrKlxMZfT++JJeRMszSzgSvHdIr6vd9wQmfSzLEDTYbFyEOT+0RtG5yfRJnNjd3jJzFOx3MXD4oIBIfTP9dCp9TI8KVWwX1n9qnbCq9RqzhvcG7Us9pMeg2XjujAhB7p/GXWGvyBIPec1jP8v39DJWTBpH9Gb+swGhLDfy+1GjWd083845y+fHnrON6/fhQXDs+PWl5Bq1Fz4fB8LMbIwWuzQctpfTL5eZMyMvXQ5D5H/LMUQohj0ep2q9XU1HDeeecxatQoHn/8cdT1HTkRRXvcrVZudfHpyn28PH87VQ4vGQkG7jq1B5P6ZmE2aLnpvRX8FGVBMygFAb+4ZWzkbiVrMSx+EZa/AR4bJHemfMwDfFnbjcx4DWNtc9E7iqgccAMGexHpC+6DknWgNRDoP42tvW7i6UXVPDxaTebCh1AXLAFTKsHzXyWoNaIK+mDe46j2LgW1hkDPsykb+f+44KMiCqqcjOmayvXjuzBj4Q4uH5JGRpKJh7/bwaq9NWjUKs7ok8o9J3flncW7eHNpCd0yzFw5uhPZSUZyk4wYtRoWbS3m5JRyMhY+iLpAeR5Pj8nsG/pXHv3NwW0ndaNPtgWDLnzUodzm5ss/CvnfvG1U2D2kmw3cdnI3zuqffdgaRVaXlxW7q3jkqw3sKLcTp9Nw0fB8pg7N4/0lexjYIZGx3dLIPcpK3fuqHDzz41a++GMfXn+QvjkWHj6nL31zE+sWsoMy5byj3M4/v93Iz5tKCQZhXNc0/nJ6Tz5atpv3lxaQk2jkL5N6MrFnBslHOIpVx1ULexbB9/dBxXZl6nTIVTDmNrBkH91jhnwP28tsPPb1RuZvVab/xnZN5brxXfi/OZvxBQL8fXJfBuUlER8lRAkhRFNpdeHozTff5MknnyQuLvLNZdWq6Nu5Q7XHcATKuVqltS48/gAGrYZMiwGVSllw+8Dn63h/6Z6o9+uSFs9H00dHFg+s2A6rP1RqESXm4zJmUKVJQRv0k65z4vb6+HSzm6d/3kWn1HgeOzWL7kmg0+lx6pP5fG0F//hqA5Y4HTeOSOGEfD35yUa0xnhs6gQCKh0WfyVqjxVQ4dQlUYsZp9ePRq1CpQKvL4hBAzk6G2q/hyqVBatXhZoAAb+X6z7YyJaSg2uNtGoVM68byaj9B7iWW93YPT4SsWIKOECtxqqyYA8aMBt19U5rBQJBSqwuPL4Aeq2azATjEVXYLrO6cXh8aDVq0s169NrGm/Zxen1U2jz4g0HMBi0p8bEDm9XlpcbhJYiyKDper6HU6sbrD2DUashMbKQaQdYS8DqUgp7xGQdHDBtBrdNLzf5F+WaDFpfPj8cXIF6vJa0B59EJIURja3Xh6Fi113BUn/WFNZz13MKobU9M6R85LVdTAK+fErYVu87V30HHMYDyJl3j8KJSqUiL14fV7HF5/ZRZ3RRUOelmdpFStQbNomeVKbjOE2H0zZDU6ciqY4ewOr1sL7Px0vzt7Kl0MDAviWvHdaZDiiliJEgIIYRoTBKO2oFap5ePlu3l8W/D69Gc1ieTx87vF7nmY+0s+PTa6A+WOwwu/QRMSjXyYDBISa0Lp9ePTqMmPcGAIXSUxFEF8x6HZa+FP44uDq79AbL6H9P35nD7cPn8xBu04c/bCILBYIseUiuEEKJ1kon8dsASp2PaiHxO6p3Bgi1l2N0+JvbMICfJGHVKxl+zD+vYB9H47CRsngXVIVNyhSvBq+wmq3J4mLeplKfmbKKk1o1Bq+ai4fncPLEbWQema2zFkcEIlMf49i8w7QPl8NmjZDJoMTXySfSltS42Ftcya3kBRp2GaSM60CnNRGo901dCCCGOHxKO2okEo44Eoy7sOJFoCqocfOU6hW83VWE2aLl29HkMZDPp398IAb+yQ0mtIRAIMnd9Mfd+urbuvm5fgHcW72Z7qY3nLhmshIkd9ZRO2LMYXNXHFI4aW0mti1vfW8my3VV11z5ZUcCfhubxtzN6HfOhsUIIIdo+CUfHkT2VDi54aVHYERmLd8DkPvn846R/k/rjXbhH3o5dlYy71sX/zdkc9XF+215BcY1LCUfqw0x1taJpq2AwyPfri8OC0QGfrCjggqF5Eo6EEEK0zjpHovG5vH5emrct6tlhX22oZHficAKDL8fZ+TRe+WUr1U4vFfVUMN584HyxzhNiP2mXE8GYrBxVUr4VFvwbvrwNNnwJNdGP4WhKFTYPby/aFbP97cW78BxNJWkhhBDtioSj40S1w8Pnf8Q+u+uzbUHUncaRNPM0brIsRK8OUN/O9rpiieYsmHBv5A2MSXDGU6DVwZbv4X/D4edHYeU78PHl8ObpULW7wf33B4KUWV2UWV34Y5z8ftjHCAZx1nN8iN3lwx+UcCSEEMc7CUfHicNtSQz6vbD+MzCnk7Tja9Jcu5nUNyvidjqNiqfOyGVMQims+Rj2LYWBF8P0+dBrMuSPgBPvh+kLIK0HWEvhs+uIOGq+eg/MfRDchz8ouLDayf/mbeOClxZzwUuL+d+87RRWOw97v0Mlm3ScFuV7OuD8IbnE6WSmWQghjnfyTnCcSIrTMXlgNh8vL4jafsVAM3C9cjZa7T4Sy//g2TMmYnN7+XWrcpCsWgXvT+vE0LWPoJ733cE7681wycdw/ssQ9Cv/PrAWae8SZaF3NJu/BscjyhleMRRWO7n4tSXsrnDUXfvPj1uYtbKAD28YRU5SXIN/BnqthmvGduLzP/ZR7fCGtXVJi68rLimEEOL4JuHoOBGn13Lrid34eVMp5bbwtUQ3j82hOwXw0WXgO3hGm8GSw1tXfM0aR09W7almUF48g7a/inrLd+EP7rHBzClwy++Q3Cm8zVkN5gwqRv6NyrRhOP0qkjVu0ja8RdzamfWe+h4MBpm7oSQsGB2wp9LB9+uLuWpMpyOqVZSfYuLzm8fy8vztfLu2CL1WzUXD8rl0VEeyExsetIQQQrRfUgTyOLO30sHsVQXMWVeCSa/hilH5TMrzYnhjIrhqIu/QcRxcNFPZjl+zD14cBe7a6A9+3ksw6JLwa6Ub2FkT5NbvKusOnNVr1Fw7Mp3rOpSQ2m04mKOfzl7t8HDFjKWsKYjSL6BfroV3rxl5VOeGubx+qhweVKhINevRaWSGWQghhEJGjo4z6QkGxnZNIwjYXH5enL+T4RNdZEcLRgC7F4KjQglHfm/sYARQuSviUpE2j0tnLaOw5uCIlMcf4KVFJaRYunNNXBqxigGoVap6Q4v+GAKNUaeRkSIhhBBRSThqL9w28HvAkAia2LWH9lU5ufDVJfgDyoBhutmAyh0jGB3gc4KzCnRxuEfdhUNjxlSzHcPm2XXVtAGCHUZQ4/AQp9PUnX+2vdITFoxC/W/BLs4alB9z3ZAlTsdlozqwIqQukUat4sSe6XTPSGBE5xR8gabfXWZ1efEHgiTG6dr/cSNep/Klj2/Uw2WFEKItkXDU1jkqoHgdLHoOHJUEup1KYODFaFM6RS3A+OnKgrpgBFBhd+NJ6h5+I40OkjuDz62sJ6rdh2Pdt+zufiWvVZ/DljI7vdNP4Nqpt9Fx1b+I2/QZJHdiu6oDd72xlG4Z8Vw/vgud0+LZcqAeUhTVDi8ub+yt9QADcpMY1jGZ5burGJiXyD2n9WTu/2/vzqOjru/9jz8zM5nJTggEQhIWWRJWJZgLQkCESkCWWhHUgkChpVq1tFqitKL+1KJYQbD+2muvVFDh1qMgerAoURAQ2YxQRJBNIAFCFhJCZrLMZPneP0bChEkgJJCQ5PU4hwN+P19mPvNOgJffz7Y/ky1HznA4y86MwTfgazYRGnDlQ2uXk20vZldaHku/OkZxSTk/7RvJyF4RRF3BJPBGw+mA3KOw7f/DmUMQcSPc8hv3HDLfJvh5RUQuQXOOGrOis7DpJdj+35Wv+4VSOPVTikM6E+ax43NpeTkPLd9F8v7MSrf/cVgEMx2vY9q3irOD/x+Z7Yax+7SLQJuJvh3DCTu1ka98+vLg6tRKK/JNPrBkQiduzVpOWtf7ufe90xWbTPr4wJKp8ZhMPkxf+nWV3Q+2WVj36K2XXHG291Qe+9LzsZnNhAfbmPl2CkUXBarZiTH8YlAngvx8a1K1Gjljd/LEqm9ZfyCr0vWoUH/ee+AWoloGXLX3anBlLjjwb1g5vfKWCyYzTFoJXYZdVzudi4hca5qF2kgYhkHmuWKOnyngcKad79PzSXcYlGYd8b65OA/f9c+w5+hJ8ovcS9bPOJwcyXRwU3So1+17s0ooj5tG9tTNPH2qP6PeSuOPyRnMWpPO8L9/y+eWwXyeWuq1VVG5AbPXprOn+2Pcufxkpd23DQN+/+5/uKFVIK2qmTA9Y/ANhAdfeuimVaCNF9ce4Gyhk5fXHfAKRgALPztEtqP63bxr42Cm3SsYAZzKK+Kd7amU1HIjyuuSPRM+esR7L6ryMvjwQbCfbph+iYg0EIWjRqDAWcrmQ9kczrLz7Jr9JC7ezB1//ZJRf/+at6OfJnfYS16/x/doMq1NheQUOMm2F/PU6u8Y9eqX9IgMIfiiU+7vjPHD/NVi1qXCmn05ldpKyw0eXbmP0X0iMVexZXZugYszhWXYnd5L8u3OUopKyvjXzFvoEHbhSYvJB+77r/bcf0uHy64SaxNsY+E9NxEZGsCealatGQbsSs295OtcibLycv61M63a9lW7TpF7lcNYg7JnuIdPq+LIhIIz9dsfEZEGpjlHjcD3p/M5lVfMsq3HOJR54R+x/KJSnks+gW3UQH7eYTCmtC1ev3d/uh2bxYdP9mUAsGDdQRbf15eX1x3kwI/zgWwWE9ndJ/H6Bu8nJeAOH18ezmbADWFs/SGnyvbqFJeUEdehJSsfHMgZh4sCVynhQTZaBVkJrsEwmMVsIqFLK1Jzvfc6qmkfauOSo83G5Xccb1ya1qcREakrhaPrXF6hi9c2HGbCze0rBSNPi7ZkMXz0I7TzCEelN/yEDalOenc28bbHYav7T+fz1IffMW1QJzq1DsRqMdErwh9njols+4lq+5Ftd9LC3zvMhAb4Vprg7SnQaqbNj8NmbUL8aBPiV5OP7MXfaqFNsI3eUSF8d6rqrQT6dWxZq9euitlk4vfDOuFwlrLlSI7X5/tZXCRhgVdvflODC45wr05zFXi3BYZDgHYOF5HmRcNq17mikjLOFpZwNLv6M8jOOFwUWsMuXLAFk3HLXP73P3l0CQ/i1EVL6dPPFfPiJwd44J1veG39EXytfgS2jCCufYtq3yOhaxiHsyr3wccHnhzdA6vFp8r5ui/c1YfwkKuzHDws0MaLd/XBZvH+lv3t8K60vszcpRopK3Wv2Nq8gG5fPMg/2q3hi19EcUf30Ipb2obYmDqwE1ZL9dslNDpBETBmkfd1HxPc+TcIblf/fRIRaUB6cnSd8zWZsJpNl3zqYrOYsNls0KYnjg63cSZ2Mg9/ksNT43rSJtjG7T3acCTLga/Zh5G9Irg1Jhwf4KsjOfSJDiHIZsHk35o5o+Cu13d4DVG1CbaREGHQ62ddeH1bJoezHMS2DWHaoI6s/z6L0vJy3ntgIO9sS+VARj5dw4P4zW1duCE8COsl9ly6Uj3ahfDJ74awdOtxdh7NpW2IjQeHdqFHZAghV2OlWsYeWDamYu8mP5Lp8PXfefHOdwjyj6Bzmxb8tG9k01qpBmCxQvfRMPML+HIR5B6Gtr0h4fcQ1hlM+n8oEWletJS/Efhg10n8fM3M+eBb8ou8Jz5PuaUjjw1rz+nsHDamOjlbbDAxvj3RLf0JsFpIyy1k5lspPDmmB2u+TWfddxkYBiT2asvDw7rSOdxdp0JXKf9Jy2Puh99x9EwBPj5wW0w4z4ztQafAUvBrQWFJOUUlZfhbzQRYLZwtdGEYBi0DrBSXllHoLMPf10yA7drlbmdJGQWuUqxmM0F+V+l97Bmw9A73k6OL+bWg5NdbMIW2r3JSepPiLHBv+mkNAN8mFgJFRGpI4agRyHE4effrNGLahvD4yj2c9ThRfki31iyYeBNtf3yy5Cotx9fsU2knZ8MwOJ5TwM//ZwcZ+ZWH2FoHWfnw4QSiPZ6GZNuLyS8uxdfkQ8vAmk2cbvQy98N/D6y+fUYydBhQf/0REZEGo2G1RqBVkI0pt3TiXKGL5b8cwBmHk7yiErq1DSYixEZY4I/zbYrysJYUgsUPAi7MQTIMWP99llcwurljS0b1jiAtp5CwAF8MfLAXl2AxmegS3jSCZY2Vez+Rq9xecul2ERFpMhSOGokQf19CqlgtBkBxPmTugw3PQ/b37iMfbvsTRN0MAWHYnaV8/O2Fjfz8fE0smHgTR7IcLN+eiqO4lNtiw/l5/w4sTD5Ilt3Jr2/tzPDubQgPrt0Ks0YnIMz9o7CK/ZLMvtAiuv77JCIiDUIzLRu7sjI4tA6WjoLUr9z/uJ/aBSsmwH9WgKsQiwkCrBcmRs8d05NlXx1n8eeHSc0pJKfAxapdp5j25k5+c1tXMvOdPLFqL09/uI/cAucl3rwJCW4HoxdW3TZsLgS2qd/+iIhIg1E4auwcp+GTpKrb1j8HBdkE2nz55eAbAGgVaCXAaibF46T78wpcZbyzPZW74qIA+GRfBul5xV73NUkmM3QdATPWQach7r19ovrBpPeh31T3BGUREWkWNKzW2BXmuA+grUqZC/JPQcuO3Bgdypg+7SgqKWNbFbtcn7fxYBYLJt7EO9tTAdh0MJveUdXvf9Sk+AVDh1vg3uVQxdwtaVwyzhVzKq+I9LwiOrYKoF0Lv+YzTCwidaJw1Nj5XOZLaHbPUwoPtvHsnb3IdbhYsSO12tttFjOlZRcWMAbYmtBmhzXlH+r+IY3WD1kOpi3dycmzRRXXerYL5n+mxldamSkiUhUNqzV2ga3cE7Cr4hdaaXfj1kE2YiKCmRjfvtqXG3dTOz77PrPiv2+NCb9KHRWpH1n5xfzyra8rBSOA/aftzFn1LeeKmtChwSJyTSgcNXbBEXD3EvD1r3zdZIEJb7qPhrhIdKg/M4d09rreqVUAI3tF8Pl+dzj60+geFWejXZEyF+SlwfEtcGQD5B6r+twukWsgy+7keE7VBxVvOZJDjkPhSEQuTcNqTUG7OPjNNvhuFZzYAW17Qd/J0KI9mL2/xKGBVh66rQuj+0SwfHsaeUUuxt7Yjq7hQSzZcoyJ8dFMHtCR9mH+V74BpKsAfvgCVv/6QiAyWWDYn+Dm6ZrDI9dcXuGlw0+hq6yeeiIijZXCUVNgtkDYDXDrbCh1gtlKlSfBemgZaKVloJWbokMpLTew/nig68sTbsJs8qn9MRl5afDeFDDKL1wrL3WvnIu4EbqNqN3ritRQRAv/atusZhMtqtsvTETkRxpWa2ostssGI08mk09FMAKwWky1D0ZlZZCyrHIw8rTpJSisZmWdyFXSKtDKT7pXvS/V1IEdCa/NULGINCt6clQdw3AfRlrmcj+JCY64otBRrVInFGRDeTnYgi4/zFRWCgWZ7p99/SHoOt6MsNzFmeifUNThp1hKHYTv/SeWo8nuWoL7qVJpPe2bVOp0f/0y9kJRLkTFQ3Bb9/5F0qS1DLTywvg+LEw+yOrdpygpM/D3NTNjcCd+MagTfr7NcAWmiFwRHTxblYIcOLgWNr4A+enuFV+3zYHuYyGwde07d+4UfLUIdi+HkiL38R53vARte3tPqAawZ8I3y2D736E4D1rHQOI8aD8A/K+vvYfsRSV8k3qW5//9PT9kOwjxtzAjvjWTOuTR5sP73CGz2wi4e6l7P6FrqaQYjm2E96a6Q9J53X8KYxa4Q5I0eYWuUs44XBS5Sgm0WWgTbMNqUTASkctTOLpYSRFsWQyb5nu3DfkDDJldu92S7afhnfGQtb/ydR8T/Opzd1DyVJgDHz3iDmkXm7gMev7s6jzJugoMw+CT7zJ4aMUur7bbY0L5S5e9hG2cA7/a4N51+lrLOQp/i4fyKibe3v4cDHrEvSO2iIhIFTTn6GKOTNjyStVtW/8KBVm1e93M772DEbjn53z6J+8DT+2ZVQcjgE//6A5b14nMfCfPraniswGfH8ojK2Io3Peu+8lXfTi4tupgBLDtr+Co5ddQRESaBYWjixXmuIeAqlJW4p4vVBuH1lXfdmK7+7gKTxl7qr/ffhqK82vXj2vA4SwhI7/6uUR78wMgZqR7jlV9OHu8+raCM2BoKbeIiFRP4ehi5susZLHU8mymS81zsYW4h9c8+V9ioraPD1istevHNeBrNl1yhK9lkF/9DgF2Hlp9W8SNtf8aiohIs6BwdLHAcAjz3j0agNCO7vba6DG2+rb/+pX367bpAb7VzG3qOgIC6jAx/CoLu8TSaT9fE90jrvEE7ItF9oMW0VW3jZxXt0n1IiLS5CkcXSy4LdzzDvi3rHzdrwXct8K9pL9WrxsJd/7N+wlKVDz0n1lxQGyFoHZw37/c2wh4Cu0Io18Gv5Da9eMaCPbz5ZlxvWgfVnnFna/ZhzemxtfuCJK6aBEFv/g3dEu8UO/QjvDzdyEyrn77IiIijY5Wq1XFMODcCTiZAqf3QEQfaN/ffRxHXYaHnA733juHPnXPbeo2AsK6VD/kVuqC/FNwbBPkHoeOg9zL/ltE1r4P11DGuSIOZNjZfjSHDmEBJHRtTbsWfg23fLo4/8IcMr+QSofwioiIVEfhSERERMSDhtVEREREPCgciYiIiHhQOBIRERHxoHAkIiIi4kHhSERERMSDwpGIiIiIB4UjEREREQ8KRyIiIiIeFI5EREREPCgciYiIiHhQOBIRERHxoHAkIiIi4kHhSERERMSDpaE7cLUZhgGAw+Fo4J6IiIhULTAwEB8fn4buhlSjyYWjgoICAIYOHdrAPREREanaN998Q1BQUEN3Q6rhY5x/1NJElJeXk5WVpVReQw6Hg6FDh7Jp0yb9Qa0l1bDuVMO6Uf3qrr5rqH+jrm9N7smRyWQiIiKiobvR6AQFBekv1TpSDetONawb1a/uVEMBTcgWERERqUThSERERMSDwlEzZ7VaeeSRR7BarQ3dlUZLNaw71bBuVL+6Uw3FU5ObkC0iIiJSF3pyJCIiIuJB4UhERETEg8KRiIiIiAeFo2YmNzeXESNGsGPHjopre/bsYeLEicTFxTF8+HDef//9Buzh9evAgQNMnz6d/v37k5CQwOOPP05ubi6gGtbUtm3bmDhxIv369SMhIYHnn3+e4uJiQDW8UmVlZUyZMoU5c+ZUXFMNa2bt2rX07NmTuLi4ih9JSUmAaig/MqTZSElJMW6//XYjJibG2L59u2EYhpGXl2f079/fWL58uVFSUmJs3brViIuLM/bs2dPAvb2+FBUVGQkJCcarr75qOJ1OIzc315g5c6bxwAMPqIY1lJOTY/Tp08dYtWqVUVZWZmRmZhpjx441Xn31VdWwFhYvXmx0797deOKJJwzD0J/lKzF//nxjzpw5XtdVQzlPT46aidWrVzN79mweffTRSteTk5MJDQ1l8uTJWCwWBg4cyLhx41ixYkUD9fT6lJ6eTvfu3Xn44YexWq20bNmSe++9l6+//lo1rKGwsDC2bt3K+PHj8fHxIS8vD6fTSVhYmGp4hbZt20ZycjKJiYkV11TDmtu7dy+9e/f2uq4aynkKR83E4MGD+eyzzxg9enSl64cPHyYmJqbSta5du3LgwIH67N51r3PnzixZsgSz2Vxxbd26dfTq1Us1vALnj2UYOnQo48aNIzw8nPHjx6uGVyAnJ4cnn3yShQsX4u/vX3FdNayZ8vJy9u3bx8aNGxk2bBi33norTz31FOfOnVMNpYLCUTMRHh6OxeJ9lF5BQUGlv2AB/Pz8KCwsrK+uNTqGYbBo0SK++OILnnzySdWwFpKTk9m8eTMmk4lZs2aphjVUXl5OUlIS06dPp3v37pXaVMOayc3NpWfPnowcOZK1a9fy7rvvcvz4cZKSklRDqaBw1Mz5+/tXTIg9r7i4mMDAwAbq0fXN4XAwa9Ys1qxZw/Lly4mNjVUNa8HPz4+2bduSlJTEl19+qRrW0D/+8Q+sVitTpkzxalMNa6Z169asWLGCCRMm4O/vT2RkJElJSWzevBnDMFRDARSOmr2YmBgOHz5c6dqRI0fo1q1bA/Xo+pWWlsbdd9+Nw+Fg5cqVxMbGAqphTe3atYtRo0bhcrkqrrlcLnx9fenatatqWAMfffQRO3fuJD4+nvj4eD7++GM+/vhj4uPj9X1YQwcOHGDBggUYHodDuFwuTCYTN954o2oogMJRszdixAjOnDnDsmXLKCkpYfv27axZs4a77767obt2XTl37hzTpk2jX79+/POf/yQsLKyiTTWsmdjYWIqLi1m4cCEul4tTp07x0ksvMWHCBEaOHKka1sCnn37Krl27SElJISUlhbFjxzJ27FhSUlL0fVhDoaGhrFixgiVLllBaWkp6ejovv/wyd911l74PpYLOVmuGYmNjefvttxkwYADgXrkxb948Dh06RFhYGA899BDjx49v4F5eX5YuXcr8+fPx9/fHx8enUtvu3btVwxo6cuQIL7zwAnv37iU4OJhx48ZVrABUDa/c+T2O5s+fD+jPck3t3LmTV155hUOHDmGz2RgzZgxJSUnYbDbVUACFIxEREZFKNKwmIiIi4kHhSERERMSDwpGIiIiIB4UjEREREQ8KRyIiIiIeFI5EREREPCgciYiIiHhQOBJp5JxOJxkZGTW69/jx49e2MyIiTYDCkUgjN2nSJLZu3XrZ+/bv38/YsWNr/LrDhw/ngw8+qNG9sbGx7Nixo8q2lJQU4uLiADh58iSxsbGcPHnysr9PRKShKByJNHJnz56t0X12u52SkpJr3Btv8fHx7N69u97fV0SkthSORBqxGTNmkJ6ezjPPPMNzzz1HSkoKkydPJj4+nuHDh7N48WJcLhcnTpxg5syZAMTFxbF7924cDgdz584lMTGRvn37MmTIEF5//fVa92XLli3ccccdDBgwgFmzZpGdnQ3Ajh07iI2NvSqfV0SkPigciTRib775JpGRkTz77LPcf//9TJ8+ncTERLZu3crSpUvZsGEDf/nLX2jfvj1vvPEG4D4oNy4ujgULFnDy5ElWrlzJ7t27mTt3LosWLSI1NbVWfdm0aRNLlixh/fr1lJSUMHv27Kv5UUVE6o3CkUgTsWbNGmJjY5k2bRpWq5WOHTvyhz/8gffff5/y8nKv+3/729+yePFigoKCyMjIwGazAZCVlVWr9581axZRUVEEBQXx+OOPs337djIzM+v0mUREGoKloTsgIldHTk4O7du3r3QtOjqa4uJicnJyqrx/3rx57N+/n+joaHr37g1QZZCqiejo6IpfR0ZGAigciUijpCdHIk1EVFQUaWlpla6lpaVhtVpp0aKF1/2/+93v6N27N9u2bWP16tU89thjdXp/zydOJ06cACoHJhGRxkLhSKSRs1qt2O12xowZww8//MBbb72Fy+UiLS2NV155hXHjxmG1WiuGzex2e8XPfn5+mM1mcnNz+fOf/wxQ6xVtr732GpmZmZw7d4758+eTmJhIWFjY1fmQIiL1SOFIpJGbMGECixYtYvHixSxZsoR169YxaNAgJk2aREJCAk8//TQAMTEx3HzzzQwZMoRNmzbx4osvsnbtWvr168f48eNp27YtPXv25NChQ7Xqx5AhQ7jnnntITEykdevWzJs372p+TBGReuNjGIbR0J0QERERuV7oyZGIiIiIB61WE5FLGj9+PMeOHau2/Y033iA+Pr4eeyQicm1pWE1ERETEg4bVRERERDwoHImIiIh4UDgSERER8aBwJCIiIuJB4UhERETEg8KRiIiIiAeFIxEREREPCkciIiIiHhSORERERDz8HyNnmZi66rWSAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "daysplot = sns.relplot(data=tips, x=\"total_bill\", y=\"tip\", hue=\"sex\")" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "id": "5f93440f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "daysplot = sns.relplot(data=tips, x=\"total_bill\", y=\"tip\", hue=\"sex\", col=\"day\")" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "id": "c2da31f7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "daysplot = sns.relplot(data=tips, x=\"total_bill\", y=\"tip\", hue=\"sex\", col=\"day\", kind=\"scatter\")" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "id": "9531037e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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RJMh0Wjl8RA4frm25LbbFZGB8UXrXByUiIiLtYjIayE93JDsMEZHutxxGRPo2t93C704eS35a811gjAb4+7mTyXVr7bCIiIiIiLRNt5wJIiJ928AsJy/+ZAbLimuYt66CAZkpHD8+n/w0O3aLKdnhiYiIiIhID6UkiIh0SwXpDgrSHZwwoSDZoYiIiIiISC+h5TAiIiIiIiIi0icoCSIiIiIiIiIifYKWw4iIiIiI7KNgOEyFJ0A4EiXFaiLLpYLdIiI9iZIgIiIiIiL7oLTOx3/nb+bxBVtpCIQZne/mtyeOYUJROk6bLqtFRHoCLYcREREREdmLSo+fa55ayn/mbaIhEAZgdYmHcx/4kqXFNUmOrvPVNwWp9PoJhMLJDkVEpF2UBBERERER2YttNY0s2ho/2fE/r62iwuPv4oi6RpXXzwery7jsscWcc/8X/PmdtWypbCAciSY7NBGRNtG8PRERERGRvVi4uTph38YKLw3+EDnu3lUfpLYxwB1z1/L0wm272jaUe3lmYTEvXzWTEf3cSYxORKRtNBNERERERGQvspzWhH1WkxGzydCF0XSNkjpfswTIdxoCYf745irqm4JJiEpEpH3anAQJBoNUVlYSDmtdoIiIiIj0bgcMzsRsjJ/o+MGkArJciZMkPdW8tRUJ+z7bUEmdkiAi0gPtdxKkoaGBG2+8kWnTpjFr1iymTZvGH/7wBwKBQGfEJyIiIiKSdHmpdv55/hRM30uEDM9zcd1RI3BYet8qc+NePin0vrkvItIX7Pe79e9//3u2bt3Kv/71L/Lz89m2bRv/+Mc/uOOOO7j55ps7I0YRERERkaSyW0zMHpHDh7+czbx1FZTV+ZgxLJthuS7yUu3JDq9THDYilz+9tSZu35xRuaSlWLo4IhGR9tvvJMhHH33EO++8Q1ZWFgBDhgxh1KhR/OAHP1ASRERERER6LbvFxMAsJxce7Ex2KF0iL83O5bMG88Cnm5u1pzks3HzcaNx2JUFEpOfZ7ySIzWbDZDI1a3M6nTgcjg4LSkREREREkivNYeGqw4YxZ1QuD3y6ieqGIIeNzOH0KUUUZejaX0R6pv1Ogvz4xz/m2muv5eabb2bgwIGUlZVx5513cvzxx7Nz585djysoKOjQQEVEREREpGtlOK0cPDSbif3TCYQiuG1mTCZtMCkiPZchGo1G9+cJo0aN2v1kg4E9n/7d9waDgdWrV3dclPvB6/UydepUlixZgsvlSkoMIiIivZHGWBEREenp9nsmyAcffNAZcYiIiIiIiIiIdKr9ToIUFhZ2RhwiIiIiIiIiIp1qn5MgU6ZMYenSpYwaNQqDofmu4NFoFKPRyKpVqzo8QBERERERERGRjrDPSZD7778fgOHDh3Prrbc264tGo9x4440dG5mIiIiIiIiISAfapyRIWVkZ27dvZ/v27RQXFzfbBQbA4/FQV1fXKQGKiIiIiIiIiHSEfUqCZGRk8MQTT1BdXU0gEODvf/97s36bzcZPf/rTTglQRERERERERKQj7FMSxGq18sILLwBw6aWX8tBDD3VqUCIiIiIiIiIiHW2/d4dRAkRERERERJIu0AANFRDyg80N7nz43gYOIiLft99JEBERERERkaSq2w7v/Q5WvQyRMLj7wZG/h+HHQEpGsqMTkW7MmOwARKTnqGkIsL7Mw2frK1i1s45yjy/ZIYmIdJi6piCldT6qG/zJDkVEWuMpg6fOhhUvxBIgAJ5SePlK2PhhcmMTkW5PM0FEZJ+U1DVx4wvf8Mn6yl1tQ3NcPHTRNAZlO5MYmYhI+3h9QdaUerhj7lpWldRTlJ7Cz44czoGDMshw2pIdnkjXqt8JVRuhch1kD4esYZBakOyomqvZBGUr4ve9/1sYeHD3i1lEug0lQURkr7z+IH96a02zBAjAxgovl/x3Ec9ecRC5qfYkRSci0naRSJTPNlTy4yeW7mpb1VTPlY8v4do5w7hi9lBcNl0uSR9RtREe+wHUbdvdlloAF74WS4h0F9uXJu6r2w7Bxq6LRUR6HC2HEZG9qvIGePObnXH7Nlc2UFqvZTEi0jOVeXzc+srKuH3//HgjVV4tjZE+oqECnr+oeQIEYjNDnj0fPOXJiSuetMLEfWY7mKxdF4uI9DhKgojIXjX4w0SiifvL6vUhQUR6ptrGIBUJEh3hSJTNlQ1dHJFIkjRUQuny+H0Va6GxomvjaU3BZLCkxO+bfAG4crs2HhHpUZQEEZG9ctvNWE2J3y4KMxxdGI2ISMcxG1vfTtNuMXVRJCJJFmh9CUnY340SgqmF8MOXwOpq3j5wBsz6RWw2iIhIAlrkKiJ7leO2cf5BA3jk8y0t+ib1TyPXrcKBItIzZTitjMhzsa7M26LPaTXRX0le6StSMsFohkioZZ/BiNeURmo0isHQeuKwS5jMUHQAXLUAylaBtxzyJ8SSI66cZEcnIt2ckiAiEp+3AhorIdiI3ZHJTw4dRDgS5emFxQTDsbUxh43M4bZTx5Pt6t5JkHAkSlm9j6pvt73MctrIS7Vj2ssdYBHp/bJdNu4+exJn3/cFXv/uD38mo4G/nzuZHCV5e6S6piBVXj8eXwi33UyWy0qao/U6Eb5gmAqPn+qGAFazkSyntW8V/XbmEpryI8yL72/R1TTufJ5Y0cQZbj953eWcmMyQPiD29R1PCZSugHAAUrLBlQcW/Q33BPVNQSr3+JvNdFpJT1FtF+kcSoKISEtVG+GFS6Dk69j3RjO5U3/ETXNu5rJDBlPvC5FiNZHtspHqsCQ31r1oDISYv6GKG174mprGIAAZKRbuOHMiBw/NIsWqt0GRvm50v1Te+tks3l1Rypebqxie6+KMqf0pzHBgNWs5TE9TUtfEb15ZwQerdxfyPHxkDn86bTz5afFn9lQ3BHh6YTF//2A9/lAEgIFZKfz7/KmMznd3j9kPnc3mZOOoH1NoScO19D7w14PVhXfy5SzJO5M7n9/CqdNHJjvK+CJhKP0GnrsIarfG2iwOOPxWmHRubJaLdFuldU389tWVzF1Vtqvt0BE53H7aeArSNRtPOp4hGo22Uu6w5/F6vUydOpUlS5bgcrn2/gQRaa6+BB4+ZvdFxJ5m3wiH3gCm7p342NPqknqO//unfP+dzmiAt66dxaj81OQEJtID9YUxNhiOYGmlBpJ0b3VNQa57dhkfrmlZxHP2iBz+ds6kuHeXX1m2g58/+1WL9lS7mbd+NouijARFOHuZ177awZtfb+fySQ7cpiDeiIWHv27irVWVDMl28uyVB3fP2Z81W+DfMyHQclkbZz8Jo0/s8pBk39Q3Bbn++a+bJUC+M3NYFveeN4UMzQiRDqZRXkSaq9kcPwECsOCf4Cnt2njawRcMc98nG1skQAAiUbj/0034guGuD0xEui0lQHq2Kq8/bgIEYN66Cqq8gRbt5fU+7pi7Nu5z6n0hFm6u7tAYu7OpAzNZXFzPGU9v45gnSjn9qW28ubKSaBRuOm5U90yAAGz4IH4CBODDP8Zqhki3VNUQ4L3VLRMgAJ9vqNI25dIpNNKLSHOV6xL3BbwQbL16fHfSGAixpsSTsH9NiYfGgJIgIiK9Rb0v2Gp/XZz+YDjC9pqmhM/5Zntdu+PqKQozHDx75UGMK9w9SzLVYeb208ZzwKBuvKRk++LEfZXrINz674UkT31TMO7Nqu/UNurfTjqeFsOLSHNZwxL3WZ2xNbY9hMNqYniemzWl8RMhw3NdOKzKBYuI9BZuW+vLNVPtLfstJiOF6Q521MZPhIwt6FvLJoflunnsRwdS3RDAH4qQkWIl123D3J1nSRVOhq+fit+XNbRHLePta9z21j+OpnXz2nPSM3XjdzMRSYrMIZBWFL/vgCtildZ7CIfFzI8PHUK8enYGA1w5ewgOi3LBIiK9RbbLyqzh2XH7Dh6SSZarZW2B3FQ7Pz9yeNznuGxmDh6S1aEx9gSZThvDct2MLUijIN3RvRMgAMOPBkuCui2H3Qyu3K6NR/ZZlsvGnJHxtzU+cFAGWd11CZb0aN38HU1EulxqAVzwCuTsUQHeYITJF8DBPwFzzxqMBmU7uffcKbhtu5MdqXYz/zpvCoOynEmMTEREOlpaipU/nz6BQ4Y1T4QcNCSTO8+alLDA4pzRuVw7ZzgW0+6seUGanacvP0i7U/QEqUVw0Wvgzt/dZrLCnN/CkMOSFpbsXZrDwm2njefQ7yUvpw/O4O5zJpPpVFFU6XjaHUZE4vOWQUMlBBogJSt2F8XmTnZUbRIKRyjz+Kn0xIprZbtt5HX3qb0i3ZDGWOkpahsDVHoD1DcFSXVYyHJZ97rDRFMgRIU3QKXHj91iJMtpIy/N3kURS7tFo+ApgYYKCAVi1y2u3B61jLcv2/Nv1u0wk+W0KQEinUbzwEUkPldej1r60hrzt+u9C3U3T0SkT0hPscbdCrc1DquZAZlmBmT2je1wex2DITabNbUg2ZFIG7Tlb1akrXQbVERERERERET6BCVBRERERERERKRPUBJERERERERERPoE1QQREREREekigVCYsno/q0vqqfcFGV+YTl6qTfUQRES6iJIgIiLdQSQCkRCYdREsItJb+YJhPltfydVPLcUfiuxqP2liPr89cQw5bu1GIyLS2ZQEERFJJr8XarfCkkdj/x16BIw4BjIGJjsyERHpYCV1Pq58YgnhSLRZ++tflzBlQAYXzxiEwWBIUnQiIn2DaoKIiCRLoAFWvQL/ngEL74N178DbN8ADh0HlumRHJyIiHezdFaUtEiDf+c+8jZR7/F0ckYhI36MkiIhIsnjL4fVrW7Y3VsMbv4Cm2i4PSUREOs/mqoaEfeUef8IEiYiIdBwlQUREkmXHUoiE4/dt+RSaqrs2HhER6VSzhmcn7JtQmIbdYurCaERE+iYlQUREkiXY2Hp/ogSJiIj0SFMGZJCXaovbd/Pxo8l0qji2iEhnUxJERCRZig5I3Jc9AuxpXReLiIh0uoJ0B89ecXCzGSFFGQ4evGgaYwv1ni8i0hW0O4yISLK482DKRbD00ebtRhOceDe4cpMTl4iIdJpB2U7+ed4UahoDBMMR3HYLeanaGldEpKsoCSIikiyODJhzKww6BD67C7xlUHQgHH4LZA9PdnQiItJJUh0WUh2WZIfRKQKhMOUePw3+MA6riRy3FYdFHzlEpPvQO5KISDK5cmDCWTD0cAiHwOoEe2qyoxIREdlvlR4/j8zfzMOfbaEpGMZiMnD6lCKuO2qEZruISLehJIiISHfgzEl2BCIiIm3WFAjxr4838PDnW3a1BcNRnlm0jeqGAH85YwLpKSr8KiLJp8KoIiIiIiLSLhWeAE98URy3b+6qMqq8gS6OSEQkPiVBRERERESkXep8QQLhSML+snpfF0YjIpKYkiAiIiIiItIuTqup1f60lN5ZCFZEeh4lQUREREREpF2ynFZmDM2K2zc420mOy9bFEYmIxKckiIiIiIhIEoTDEXbWNrGpwsvO2iZCrSwn6e7SUqz85YwJjMxzN2svTHfw4EXTyNXuMCLSTWh3GBERERGRLlbp9fPSku38a95GahuDpDrMXHnoEM6eNoBsd8+cNVGUkcLjlx1ISa2PrVUNFKQ7KMpIoV+aEiAi0n0oCSLSjVU3+Kn0BvD4gqQ7rGS5rF22vVxjIITHF8JiMpDp7JkXYyIiIt1RYyDEffM28sCnm3e11TeF+Ou76yiv9/OrY0fhtPXMy/Rct51ct52J/dOTHYqISFw9891VpA/YXtPItc8sY+nW2l1ts0fkcPvp48lPc3TacYOhCFurG/nXRxuYv7GKTKeVK2cPYebQ7B57Z0pERKQ7qfT4eeTzLXH7nviymB8dMrjHJkFERLo71QQR6YaqvH5++tTSZgkQgHnrKvif11bi8QU77djryjyc8PdPeWnZDkrrfawqqednz3zFbW+tpqYh0GnHFRER6StqGoOEItG4feFIlCqNtyIinUZJEJFuqMob4KttdXH75q4qo9Lr75Tj1jYG+O1rK/GHWhZme/nbpIiIiIi0j93S+iW4w9L6drMiItJ2SoKIdEPVrdwBikbB6wt1ynHrm4Is2VqTsP+TdRWdclwREZG+JMtlY0SeK27fkGwnWc6uqf8lItIXKQki0g1luRJf/BgN4LZbOuW4BoMBoyFxv113pkRERNot22Xj3+dPJfd7tbZyXDbuu2CqtpMVEelEqrgk0g1luawcOCiDhVtazso4fnw+2a7OKVCakWLliNG5vLeqPG7/IcOzO+W4IiIifc3QXBevXj2TdeUe1pV6GZ7nYkSem4L0zit+LiIimgki0i1lOm3cc85kZu2RdDAY4ITx+fzmhDG47J2Tv3TZzdx8/Oi403BvPGZkiztWIiIi0nb56Q5mj8jl8kOHcNjIXCVARES6gGaCiHRTBekO7j13MpUNAby+EGkOC1kua6cthfnO4GwXr/50Ju+vKuP91eXkpNq4+OBBDMp2dvqxRUREREREOpOSICLdWFqKlbSUri+OVpSRwkUzBnHWAf2xmIxYTJo0JiIiIiIiPZ+SICIJVHj8bKrw8t6qMtx2M8eNz6dfqp1UR8fMhgh8uw2ttakSSr+G9e9DWgGMOgHc+WB1dshx2spgMJBi1VuEiIiIiIj0HvqEIxJHWb2Pa55axsIt1bva7n5/PTceO5Lzpg8gzdH22RkVHh8rd9bz1MJiIpEo545NYbyhidxlj0GwEd7/Hzj9IRhxLFhTOuCnEREREREREVASRKSFcCTKy0t3NEuAfOfP76xl9ojcNidByut9XP/813yyvnJX2/ur4cCBGfzjhEfIe+VsiEbgpcvgp4shc0ibfw4RERERERFpTgv9pfvzlkP1ZqjbDiF/px+u0uvnkfmbE/Y/v2Rbm197ydaaZgmQ7yzcWs/nnn6QOybWEAnDls/afBwREekGGquhZgvUboNAY7Kj6TKN/hA7ahrZVt1ITWMg2eF0mEAozM7aJoqrGqn0dPD1SEPV7t+VYFPHvrZ0mHA4Qsm3vwNl9b5khyMibdStZ4KEw2EuvvhiCgsLuf3225MdjnQ1nwe2L4J3b4KKtWBJgakXw4xrILWg0w4biUapbwol7K/w+IlGoxgMhv16XY8vyKMLtiTsf/RrL3NGnUF6+R9iDQ0tkyUiItIDBH1Qvgre/lVsHDNZYOxpcPgtkDEw2dF1qm3Vjdwxdy1vflNCKBJlysB0fn/SWEb2c2M1m5IdXpuV1vl48LNNPPVlMY2BMENzXPz2xDFMGZjevp3Tgk1Q8k3sd6XkKzBZYcI5MPtXkN6/w+KX9qvw+Hl2UTEPfLqZuqYghekObjhmJLNH5JDh7Poi9iLSdt16Jsi9997L4sWLkx2GJMu2L+CJU2MJEIjVy/jiX/DcxbHZIZ3EbTcza3h2wv4TJxTsdwIEIBLdXQw1Hn8oQti4xyA6+ND9PoaIiHQDVRvgoaNiCRCAcBC+eRYePTE2q7GX2lnbxNn3LeDVr3YSikQBWLq1ltP+PZ/NlQ1Jjq7tKj1+rnl6KQ9+upnGQBiAjRVeLnpkIYs2t1w6u1/KVsIjx8YSIADhACx7LHb9U7+zfa8tHaauKcjtb6/mjrnrqGsKArCjtomfP/sVr329k2A48fWdiHQ/3TYJsmDBAubOncvRRx+d7FAkGTxl8M6N8fu2fwk1Wzvt0C6bheuPGYnN3PLPY0i2k4n909r0uql2M6dMLkzYf8ooJxlb58a+GXgIpA9o03FERCSJfPXwwe8hEmdGYW0xFH/Z9TF1kS83V7GzruUSgWA4yp1z1+H1B5MQVfttr21k0ZaauH2/f2MV5Z42LotorIF3b4nVAvu+yvVQuqJtrysdrtLr58WlO+L23Tl3LeUdvTxKRDpVt0yCVFVVccstt3DnnXficDhafWwgEMDr9Tb7kl4g4IWqjYn7ixd06uEHZaXwytUzd80IsVuMXHjwQB6/bDr5aa3/TiZiMBg4cnQeA7Na7vhSkGbnpEERjGVfw+wb4fQHwZXbrp9BRKS9NMa2gd8DWz9P3L/6NYhGuy6eLhKORHhnRVnC/i82VeHxJV5q2pWaAiG2VjXw/OJtPPjpJpZvr6XKm/hD7JKttQn7tlY10uAPty2QYEPsxk4i695p2+tKh9talXgmU70vRF1jz0zwifRV3a4mSCQS4YYbbuCSSy5h1KhRe338fffdx7333tsFkUmXMlli62LDCQqqdXKCwGo2MTo/lX+eNwWPP4QRyHLZsMaZHbI/CtIdPH35QTy3eBsvLNlOJBLl1ClFnHdAAYUmD1z1BThzwdTt/jRFpA/SGNsGRhM4MiGQ4ENTaiG0YUlld2cyGumXakvYn5ZiwWRM/s/dGAjx3qoyfvHc14Qju5NRs0fk8JczJpCXam/xnBxX4noPFpMBS1t/LoMR7OnQFH+WSWfWP5P9k7qXui82S7e8rywiCXS7T1r33XcfVquVCy64YJ8ef+WVV3LJJZfs+t7r9TJ79uzOCk+6ijMHxp8FXz3Rss9kgQEHdUkYqQ4LqY52FDyLoyDdwTWHD+PcA2PLXTKdViwmI+Du0OOIiLSXxtg2cOXBwVfBO7+O3z/5/K6NpwudfcAAHl0Qf7nq5bOGkONKnCTpKiV1Pn7+7FctJuPMW1fBS0u3c8WhQ1skayYNyMBqMhKIU/fh5IkFZLnbWBTTmQsHXgnz4hT/NxhgzMlte13pcAXpDjKdVqobWt6cmzowgywVRhXpUbpd2vLVV19l4cKFTJs2jWnTpvHGG2/wxhtvMG3atLiPt1qtuFyuZl/SC1gccPivIXds83ajGc5+Alz9khNXBzGZjOSl2slLtX+bABER6X40xraBwRDbCWbYUS37jvsrpPXeHT/6Zzi49cTRLdrnjMrluHH92lRUvKO99U1JwtVID322Oe7Wt/1Sbdx34VQspubxj+zn4pdHj8RhaeM9RZM5tuvdwBnN2w0G+MG/wK2ZIN1Fv1Q7D188Dae1+Q5H+Wl27jhzIukpSoKI9CSGaLR7L0y96aabAPZ5i1yv18vUqVNZsmSJLtZ6A09prMr+5s8gNT+2Y4o7Hywtp6uKiEjn0hi7H7wVULcNNrwPNjcMOxLc/WL/34t5fEHKPX7mra3A6w9x2IgcCjIcZHeDWSAAN734Dc8s2ha3z2CA+TfOIT+9Ze0vfzBMWb2PBZuqKKn1MX1IJkNyXHGXz+w3bznUbIGNH0FKJgydA+48sOpvrDsJR6KU1DaxtLiGjRVeJvZPZ3S/1Li/LyLSvXW75TAizbj7xb4GHZLsSERERPadKyf2VTgl2ZF0KbfdgttuYWhO9/wAP2dUbsIkyJQBGTi+d6f/OzaLiQFZTgZkOTs+KFdu7Kv/gR3/2tJhTEYDRZkpFGW2LHAvIj1Lt0+C7OsMEBERERGR1owvTKN/poNt1U3N2g0GuOX40VrWICLSB6gYgcg+KK1rYllxDc8uKubjteVsrmygwa/t0ERERHqS/HQHT192ECdNyN9VAHVEnounLz+IUfldsFSpsQrqtkN9CUTauLWuiIi0S7efCSKSbNuqG7n6yaV8s6NuV1uO28a/z5/C8FwXabprJCIi0mMUZabw5zMm8KtjRxGORHHZzGS7O7lmid8LJV/D3Ftg5zJwZsPB18DEc2LLfkVEpMtoJohIK7y+EP/7xqpmCRCACo+fq55cSkmdL0mRiYiIJF9jIERxVQOrdtaxpbIBj69nzJJMsZrpn5nCoGxn5ydAAIoXwH+PjyVAABoq4f3fwRvXQUNV5x9fRER20UwQkVZUev28t7osbl+5x8/W6gYK0h2kOixdHJmIiEhyldf7+NsH63l20TZCkSgGAxw7th+/PWkM+WnaMWMXTxm8dUP8vrVvgacEnFldG1MvEAiFqWkMYgCyXLZdy5tERPZGSRCRVjQGQkRa2US6vN5PMBwGlAQREZG+o9Ef4p731/HUwt07rUSj8PaKUjy+IH8/dwqZTi0XBcBfDzWbE/dvXwT9xnVdPL1AcXUj//18M298U4LVbOS8Awdw6pRCJd9EZJ8oCSLSilS7BafVREMgfvGyITkuUmz6MxIRkb6lwuvnucXb4/Z9tqGKKq9fSZDvGC1gMEI0Er/fkd6l4fR0xdWNnPrPz6lqCOxq+8u7a3nt653895ID6KdEiIjshWqCiLQiL83GFYcOidt3wKAMCtLtOCxKgoiISN/i8YUItTJVstzj78JoujmbE0YcG7/PZIGCKV0bTw8WCIV5bP6WZgmQ76wp9bB4a00SohKRnkaf3kRaYTGZOG/6AExGA/fN24THH8JsNHDsuH5cd9QICtN71t0Gry9IVUOAHTVNOKwm8lLt5KXatY5WRET2i9NqarU/Q7NAYrVAtn0BSx6FWddB6XKo2718CKMJzngEXHnJi7GHqWkM8tbykoT9LyzZzpGj87BbWv/9FJG+TUkQkb3Icdu5cvZQTppYgMcXwmY2kuawkJtqT3Zo+6XK6+e+Tzbx4KebdtU5yXRauf+CqUzqn47ZpIlhIiKyb7JcNuaMzOHDtRUt+kbkuchxdcGOK92Ztxze+Hms8ClA+So45k/gq4PSbyBjEIw6AVILwdKzrieSyWgwYDUnvl5xWEwYDbqxIyKt06cekX1gMRkZmOVkXGEaw/PcPS4BAvDBmnLu/2RTs0Kv1Q0Bzn/wS3bWNiUvMBER6XFSHRb+99TxTBuY0ax9WK6LBy6cRk5XbDvbnVWu350AgdgOMC9cAp/dDXnjYPpPIGsYWHrWjNJky3JaOf+ggQn7LzhoYKtJEhER0EwQkT6hvN7H3z9YH7fPH4rw0boKLjrY2cVRiYhIT1aQ7uC+C6ZS6fVTWucj22UjJ9VGrrvn3SjocMueiN9euxU++AOMPA5SC7o2pl7AaDRw/Lh+vLJsByt31jfrO3FCPiP6uZMUmYj0JEqCiPQBoUiU7TWJZ3usKfF0YTQiItJbZLlsZLlsjOyX2rLTWwGRIFicEPZBJAyWlJa7oTTVQLAJjGZw5SY8VigcoczjZ0dNI75ghIFZKWQ5rbjsrW9TH/WUEQgGCBgdGOxpuOwWqhv8+EMRbGaTdrHpYVaV1POjQwbTFAjz0dpyrCYjR43JwxcMt1qsV9onEolS6fUTjkZjuydqd0TpwfTbK9JTecog2BirLO/Ki/03AavZyLBcFxvKvXH7p35vOrOIiEibNVTBlk9h3l/gwMsh5IfFD0J9CRRMhiN/B7mjIRqF0hXwwe9jRUPTCuHQG2HIbHBmN3vJQCjMws01XPXkEup9IQCMBrhi1hAuP3QIWfFqkHjLiax9G+Pn92DzlmMumIb/sN/wTbSIX7++gc2VDQzJcXL90SOZ1D+d9JQOTIZM/iHRyvWUT74Gvz0HS6CW3G/+g2nLPJhwFqRkddyx+pByj48/vrGa4upGBmSmMH1wJsFwlNveXE1VQ4Ans5z064FLlru7snofryzbwaPzt1DvCzFreDbXHTWCwVlOLFp+JD2QIRqN9qqUqdfrZerUqSxZsgSXy5XscEQ6XlMdbP0c5t4C1ZvA5oYDLofpV4K7X8Knvb+qjMseW9yiPc1h4c1rD6EoI6UzoxaRXkBjrOyV3wuf3QOf/hUO/ik0VMA3zzZ/jMEAl7wL3jJ47oKWrzHjmlgyxL57acOWygaOunsewXDLy9a/nT2JH0wubN7YWE3knZswtji2kfJTn+ecuWY2VTbsav79yWM598D+WM0ds6tIdW0d763YwV2f7KSs3k+m08pVB2VzSk4J2QPHQkbiuhaS2NaqBmb/9eOE/b84agTXHjG86wLqA8o9Pq5+cimLtjTffthmNvLqT2cyKt4sMJFuTqk7kZ4kGoVNH8Iz58YSIAB+D3x2F7xyFTRUJnzqtEEZ3HbKONx7TF8ckefiuSsP7nFb/YqISDfVUA6f3wUGIww+tGUCBGJjWf0OeOuX8V9jwb2x5Mke3l5eEjcBAvC3D9ZT4fE3b/SUtkyAAEQj5H7ya35+cHqz5tvfXkP591+jjfzBME8vK+fGNzZTVh97zeqGAP/7wU7+vqU/XodqgbSVxWRsdXvm/pm6nulomysaWiRAIFZT7va31uDxBZMQlUj7aDmMSE/iKYF3b47ft/GDWP/3phB/Jz3FylkH9OewkTnUNgWxmIxkOq1kd9A2hrWNAZqCYcxGo3YFEBHpq2q2xGp/pPWHqvgFuQEwmmLbyMYTjULlOsgasqtpdWl9/McC22uaCIUjzRu3LUx87Mp1jEhr/vimYJgqb6BDZkWWe/z848MNcfue+LKYS2cN2WsdE4kvx23lwoMH8e95G1v02cxGpg3MTEJUvds7K0sT9s1bX4HHF8Kt32fpYZQEkXYLhSOUe/wEwxFsZiN5qXYM2qO9c/g9UL8zcf/OZdBvfMJui8lIYUYKhR1YAsTrD7F6Zz23v7OGFTvqyEu1c/XhQzlidF6HJVhERKSHMH9bjyEciBVBTcS4l2Un1ubPnT4ki9e+Lon70JH93Ngs33s9Wys7nhkMROMc32zqmGuX2sYAvmAkbl8kCqX1PgZmaUe2trCYTFwycxCrS+v5eO3u2UIpVhMPX3yA6oF0AncrBVDtZhO65JeeSEkQaZcKj5+nFxbz4KebqPeFyHXbuO6oERwzNo9Mpz4AdziTLTbFOBr/4gpnTpeGE41G+WJjVbNaI8XVjdz44nLOO7CWG48bTZpDdwdERPqMtP5gS43V+3Dng8kaS4h8X1N9LGlfurxln9UJGYObNc0ekUOqw0x9U6jFw286blTLHV4Kp8USLZFwi8eHBs3hvc3NX6dfqp3sDrpuaZGQ+R6nVZff7ZGbaueusyZSVu9n1c56slxWhuW66Jdqx2zSSv+OdsKEfP6eYGbTWdOKyNL1vvRAeqeQNqtvCnL726u56711uyq1l3v8/Pql5Ty3eDuBUMsLD9mtyutnXZmHZcU1bK5s2Lc1lc4sGHVC/D5LCuSN7dgg96Ks3s+tr66I2/fUwm1UejtmfbWIiPQQ7nw489HYdreLHoRjb6fFreKULBgwHU69H+xpzfuMJjj9YXDnNWsuTHfw3BUHMzJvd7HUjBQLd589ifGF33sNAFce0R/8q+WxXbnsnPE/PLS4aleT3WLkn+dPITe1Yz7MZTmtjOrnjtuXn2YnR7Mk2y3TaWN0fiqnTy3isJG5FGWkKAHSSfLTHPziqBEt2gdnO7li9lCs2h1GeiDtDiNttqnCy5w758XtS7GamHvdodpxJIHi6kaueWopX2+vA2LXaCdNKOCWE0aTt7epnLXF8PgpULXHelizDc57HgbMAHPXzbxYV+bh6Ls/Sdh/77mTOXGiCsCJ9BYaY2WfBH1Qtx2WPw8WBww6BFa/DjWbYcjhMOwISB8Qq/1RWwzr3o1tqZszKrZ9bFp/sMQfC6u8fqobAgTDEdJTrOSl2jEZE8zH93uJ1G6Dr5/CWLsVT/85MPhQqi15vLW8hK+31zG5fzrHjutHYbqjQz9Ebyj3cu79X1Cxx82AVLuZp684iLEFcZI2It1YXVOQ7dWNPLNoG1UNfk6aUMCkAenkp6kQrfRMSoJIm32yroILH05ceOzNaw/RQB9HhcfH+Q9+yboyb4u+cw7oz29PGkPK3qbK1pdAxVoo/gIy+sPAQyD122nHXai1RBjAI5ccwOEjc7swIhHpTBpjZb9FImA0tvz/1h7XSXFEMGDcI2ESiUSbfb+/AqEwpXU+Fm2poaSuiQMGZTI420nutzczdtY2sXJnHSt21DE8z83k/rEPje05pkiytffvRqQ70KJEaTO3vfVfH7t5L0XPurlQOEJjIIzNbNzr+t79UVbvj5sAAXhx6XauOnwYAzL38qeZmh/7GnpYh8XVFhkpVqYOzGDJ1pZbp9nMRobl6EOSiEiftmdio7UkR2cmQL59/e8fob0JkC82VXPZo4sJ7LEzzeh8Nw9ddAAF6Y5dX0eN6dfm44h0N0qASG+gRVzSZvlp9oRboU4ekN6ySFkPEQpH2FLVwJ1z13HxIwu5/vlv+HpbLfVNHbMP+o7apoR9wXCUBn/Lom/dVYbTyp9Pn9Di39pkNHDveVPI66D11SIiIt1JWb2fyx9rngABWF3i4a731tEU7DljuYhIX6OZINJmeal2Hrn4AM574ItdhVEhlhy5+6xJZPTQJMjaUg9n/GcBTcFYYdelxbW8/s1Ofn/yWM6cWkRKK1uF7YvC9MTrJy0mA05bz5pBMyzXxWs/ncn8jVV8tr6CITkuTppYQGG6A2sPnw0kItLXVHh8BMNRzEbDrmUd0tJX22rxh+Lv1PbqVzv4+RHDKdrbrE4REUkKvTtLmxkMBsbkp/LWz2axYkcdG8sbGFeUysi8VPql9cwLpyqvn1+9+M2uBMie/vDGKg4fmcOAdiRBmoIhnDYTD100jfJvtxf+5tviqABnTi0iuwdWjS/KSOGsaSmcNa1/skMREZE2qG0MsGBjFX99dy2bKhsoynBw3ZEjOGxUjrbAjKPCk3j3s2A42mKGiIiIdB9Kgki7GI0GijJSes0uMLVNQVburI/bF45EWbGzngFZzv16zUZ/iGA4QkMgzJ1z1/Ha1zsIhqPkp9n5yWFDOWBQJg9/vpmTJxbwsyNH7L0oqoiISAcKhMK8tHQHf3hj1a627TVN/PL5r/np4cO46rCh7Z4F2dtMGZCesK9/pgOXzhfhcASPP4TVZNTvj4h0K3pHkl7J4wvS4A9jNRvI3I87WHvbKykc2ffNlKob/Kza6eGBTzdyxtT+PLZgCxUePzaziWA4REmdj9++upK/nTOJz381B7fDjNveddvbioiIAJR7/Pz13bVx+/4zbyNnTStq1yzI3qgoIyVhYfDfnji2Ty8likajbK9p4qWl2/lgTTkZKRYunzWUMQXu/bomExHpLBrRpFdpCobZVOHlnvfXsay4lrxUO1cfPozpgzPJ2odlJukOC8NyXWwob7l7i8EA4wv3bcvf2sYAf/tgPY/O38rwXBeDs5388KCB7KhpoijDgT8U4a/vrqXc4+cv76zlpZ/M6D0JEL8HmmpjJ8yRAdb9mzkjIiJdq6YhEHcZKEAoEqXM49/vWZC9Xbbbxj/Pm8x98zbx9KJifMEIg7Od/OaE0RwwKDPZ4SXV5soGTvv3fGobdxeUn7eukosOHsh1R44gvYfWjBOR3kNJEOlVvt5Wy3kPfMF3EzYqvQGuenIpl8wYxHVHjSDV0XqiIdtt48+nT+Cc+xcQDDef9fGzI4aT5dq3gbukzsej87eS67bxhx+M5crHlzTbFWZAZgp3nDmR6579ih21TTQmuPjsUSIRqN4I7/8PrH0LDEYYexocfjNkDk52dCIikoDF3PpmgfYO3Ca+N+mX5uDXx4/msllDCEUiOKwmct2dOwOk0uOn3hfEaDCQnmIhPaV7JRS8/iB/fmdtswTIdx5dsJVzDhzQIgkSDEcwGQzaelVEuoySINJrlHt8/Pql5cRbsfLI/C388OCBe02CAIwvTOXtn83ivnmbWLK1hqJMB1ceOpQx+an7PFvjg9VlAPzksKH89tWVLbbFLa5u5C/vruGyWYO55/31WEy9YOCv3QoPzAH/tzVVohFY/hxs/hgu+wDSB3Tesf0eCAXAngqmXjKjRkSki2Q6rQzJdrKpsqFFX47bRs4+3gDoi6xmI4UZiXd96yi+YJhvttdy88srds1WnT44k9tOHc/QHCcGQ/e4jqhrDPLeqtKE/e+vKmN0fioAJXVNLN5Sw2tf7yTNbuH8gwYwONvZ7RI7ItL7KAkivUZ9U5DNcS7gvvPN9lqG5riaN3rLIRICqyv2ARqwmk0My3VzywmjqW4IUFLnw2Ex0RQM4w5HMJtav2MGu2uLFGWksD7O0hqAFTvq+fmRIzh9Ss/cEaaZUAAWPrA7AbInbzmsfAUO/ikY937u9ktDJZR8DZ//DZpqYNiRMOVCSB/Y8ccSEemlct12/nn+FM6+b0GzLe8dFhP3XzCVvD5c36K72FTh5dwHvmxWm+zLzdWc8Z/5vHHNId2mQH30269EIt9eIO2obeL8B75gS1Xjrr4Xlm7nykOH8JPDhioRIiKdSkkQ6TVMe5lGaTfvMZ3XWw4bPoDP7479f//pcPgtkD0cLA5qGvw8Mn8r//poA6FvLzjSHBb+/cMpTBuYgdXc+tTgOaNzuev9dfhDe1/mcs0Rw3r+VGNfLax/N3H/mjdg6kVg37eaKvuksRo+/j9Y9ODuttJvYPFDcOl7kDOy444lItILhMIRSut9rCnxUO7xMb4wjfx0B9kuG6P6uXnrZ7NYsLGKr7bVMqYglUOH55CfZu82swz6Ko8vyN3vr4tbnL22Mcj7q8q4eGb3WHaa5rAwZ1QuH6wuj9t/5Jg8AqEwD366qVkC5Dv3fbKJkycVKAkiIp1KSRDpNdJTrEwZmM7SrbUt+sxGA2MLYjM9aKyO1a346sndD1j3Dmx4Dy56EwYezPyNVfz9g/XNXqOuKchFDy/kvetmMyi79QJxBWkOzprWnxSrGYMh/q4zJqOBIdlO8tM6fxptpzNZWk9wODLA2MHLVDwlzRMg3/HVwdzfwOkP7ZrdIyLS14XCEZYU13DJI4toDOxO0B84KJO/nzeZfql2ijJSOHNaCmdOyot1mvVBtDto8IfjXtt8Z966Ss6bPhDrXmq7dAW33cKvjxvNos3VzWYVAZw1rYiCNAdVDQGeX7w94Wu8smwnYws68KaJiMj3KAki3VZNQ4AoUTJSrInvQjXVxpaz2NPJSLFy1xmTWFlSRygc4avtdbz21U6qGgLcftp4ctzfLjnxlu1OgNjcMPZUSCuC+hJ471YqT3+Re95fH/dwwXCUN77ZyU/nDG819gynlVuOGYanoZFTJhbw8lc7d/VZTUaOGZvH8eP6kb4PNUp6BEcGzLgWnr8ofv9BV4E1/lTdmsYAkUjs33m/iqKtm5u4b8N7seUxfTQJUtsYIByJku6wYNpj+ZbHFyQQiuCym7HtZTaTiPQupXU+Lnp4Ib5gpFn7wi3V/POjDfzmhNHYmsph51ew9FEwmGDaj6DfeHDldlwgjdWxmlGOTDAa8YfCeH0hzCYD4UiUYDiCzWwkzdHK2N/HWEwGctw2qhoCcfuLMuyYu1FR0SHZTt645hCeWljMh2vKSU+xcuWhQ5jYP50Mp5WS2qZWZ8o2+FsWVe3tguEI9U1BzCYjab3l2lCkG1MSRLqd0romPlpTwZMLtxKJwGlTCjl+fD4F6XvMmPCWQ/ECWHAvBBqoPOofLPPnc/+nW6hrCnLgoExOnlTIUaPz6JdmJzfVjsP67a978Rex/447HcafGUuIbPsSMofAIT8nGI6wrablFM3vrCqpJxqNJr44i0ahZgupix8hdeMH3HzEnWQ7B/L4wm2ML0zj2jnDeeObEu56fz25qcX8ZPYwxhamktHTp34OnBHbDWblS83bD7gc8sa2eHhZvY9P11Xw2BdbCYQinDKpkJMmFVCY3gtmxiRJeb2PBRureGT+FpoCYU6YkM9pUwpxWs2sLq3nXx9toKzezwGDMrn0kMEMyEzZ664QItI7fLW9tkUC5DvPLdrGj2f2p/DVi2HbF7s71rwBw4+Bk/8B7rz2BeApiS1DXfQQhANEx59JYPRp3P1lAx+sKScv1cbZBwygtjGAyWhgRJ6bwgxH75gt2U5ZLhtXHTaMa59ZFrf/vOkDu9XOKkajgQFZTn559AgunzUEi8nYrDC922Fmzqg83l0Zv4DqyRMLuyrUpItGo2yraeLZhcW8t7oMt93C5bMGM3Vg5u6bdyLS4QzRaLyJ+j2X1+tl6tSpLFmyBJfLtfcnSLdSWtfE5Y8tZvmO5gU2B2Wl8NTlB8USIQ0V8OYvYdWrANQc+kf+r3w6z31V2ew5bpuZe8+bzJaqRs6cWkSK7dskyNfPwOKHYfIP4fVrW6xVqbnkcy56vZZvttfFjfH3J4/lohmDEv8QlevhwSNiyzIADEYCo0+navqvKDXkcM79X+APNb8Q/enhw7hy9pB93n2m22qohNri2L+N0QJjfgBphZCS2exhZfU+fvrUUhZtqWnWXpju4LkrD6JwXwq8la2Ef8+I3zf86D63HKbc4+P6577mk/XN/w4uO2QwTpuJv32woVm7zWzkuSsPZmL/9C6MUno6jbE91wOfbOK2t1Yn7P/oqgkMfnhc/M5znoZRx7f94J4SeO7i5gkWgPQBrD3uWY797+ZdQ/Hls4ZQ1xSkusHP4SNzmTM6V4kQoMrr56731vHkl8W72kxGA386dRwnjM/H1cOuHzaUezn53s+aLc2C2PKsf54/mZxO3mq4u9hc6eXUf81vsaXwSRPy+Z+Tx5LV0wvni3RTugUo3cqXm6tbJEAAtlQ18sY3O4lEolC9eVcCBIuDkvw5LRIgAB5/iEc+38K26kYqvP7dHf2nw4GXw/u/i1usI+ONS/nV0fGXu7hsZuaMamVasN8Te13fHgmUaATrquexFc/jN6+saJEAAbj3ow1UePwt2nscZzYUToGjfg9H/Abyx7dIgAAs31HXIgECsWrxzy7aRigc/25lM6kFcOAVLdvtaXD0//apBAjA+jJviwSIwQCHDM/m7x9uaPF4fyjCTS99Q5W3F/zeicheTRqQnrCvMN1BSt26xE9eeB/4E+++tlc7lrZMgADUFlOw+QUOG757nHjws00cP74fH3y7jOLjteX0svt1bZLlsnHDMSN5/xez+csZE/j7uZP58JezOWliQY9LgAAM/nbJzOlTCslIsdA/08FvTxzDP87rOwmQxkCIO+eua5EAAXj9m5JWZyWLSPsoCSLdhtcf5JmF2xL2P794O9WNAVjx4u7GfuN5f5Mv4XPmra9g8oAM1pV5dje6csGdH1uXHE/FGiak+bjjzImkOnavGBua4+TZKw5qfblGUy2sfTtuV13mRFbujLOF7LeWFrdMCvRG/lCYp/a4k/V9Ly7dQXWCdc/NODJg9o1wwcsw5DDoNwFmXQ9XzIPsER0XcA8QiUR5ZmHLc1qY7mB9uTduYV6A1SUe6pr63tprkb5oYFYKo/Pdcft+fewI8lY/lvjJIR9E977bWVxBHyz5b8Ju95oX+MHw3Xe7o1HYWOGlIM3B5xsqWbWzPu6HxL4oPcXKsFwXZ03rz8kTCxiY5STF2jNXtpuMBobkuPjjKeN4+2ezePEnM7hk5qA+tR1zXWOQd1bEXxIE8MY3JV0YjUjf0jPfOaVXMmCgtRpoRoOBWPceubtolNaWwX7X1ax+h9UZ+2pFaqiKUydNYsbQLGoaA5iNBjKdtn1bn2kwQBtuWhn7SAE4AwZMraRfDQZ2/8PtjTMbhs6BogMh7AdbGpj65ttaoi2iu9EycRFJoly3nYcuOoA/v72GN5eXEIpEyUu1cfNxo5k1IhvqxsKqV+I/eeJ57Ztd19r4ZjC2SNQaDQai347vhn0eEKQnSrGae2wipyO09qdh6iPXhSLJoJkg0m04bWbOnz4gYf85B/Yn02mFCWfsbiz9hiMHJ05MHD4ql0VbqhiR9727X67c2AfoeOxp4MrBZDJSkO5gbEEaI/ul7lsCxJEBo06K25VesZhJRfG3fDMYYMqAjNZf2+eByg2w6GH44t9QtirxbJZuzGo2cv70gQn7z5rWnyznfq6BtbkgJavPJkCMRgPnHNDyb2d7TRNDsl0JEyHjC9NIT+l506hFpG0K0h3832nj+fD6w/jgl7N59eqZnDypgLQUG0w8B1LjFKTMGgrDjmz7QS12mHZpwu660Wfz4trdy/KMBhiY5WRnnY+Zw7MZX5hGhrOHFw4XiSPdaeHECQUJ+0+ckN+F0Yj0LUqCSLcybVAmBwxsmQwYkefi2HH9YjM60gfCxHNjHSE//ba/w0XTWtbpSE+xcNHBgxjVz02263sXUK58OOU/YPzeNqEGA/zg3lh/W9hccMRv49bByAhV8KdTx5Fibbk16Q1Hj2wZ456aamHJI3DvVHjzOnjnJvj3wTD31thOOT3M2IJUDh3eMgk1KCuFM6YWJZzVIIkNy3Vx9JiWuzd8sq6CXx0zqkW7w2Li/04bT+b+JpxEpEdLsZkZkJnC0BwX/dIcu2dKpg+AH70DM6+LJUPSB8BhN8OFr8UKXLdH/kQYfFjL9swh7BjwAz7buDuhf/Xhw3jtq52cOCGfSo+fWSNy2ndskW7KYTHz8yOHx73+O3Nq0b4ViReRNtHuMNLtlNX7WLi5mse/2Eo4EuXsaf2ZNSK7eXV4bwWUfAUL/gl+D9VH/JXV4UIe/Gwr1Q0BDh6axZGj80ixmuifkYI73p7rwSao2RKbVVG6HHJGwcFXQ+bgvS6X2auarbD8eVj7JtgzYMY10G88YUcW26obeWZRMQs2VtEv1c7lhw5hWK6L9Na2yN2xDB44LH7fGY/AuNPaF28SlNf7WLK1hkcXbCEQinDalCKOGJVLvrbIbbMKj5+vttXy8Oeb8QXC/GBSAUeN7YfLZmZDuYcHPtnEzjofBw/J4twDB1CU4cDc2tokke/RGNsHhIPQWAUYICUbTC0T923iKYVtC2NFVkN+opPOJzD4CP69tImP1lbQL83O6VOKKKltwu2wMDjbSX6ag35pfadGhPRN22saef3rEt5dWUqqw8ylhwxmbEEa2doZRqTTKAki3ZbHFyQapdne8i34GyASBFsqGI00BkL4gmHMRgMWsxGHZR+WR4T8EGgEqwPMHXixFQmDvx5M1hZJlWA4QqM/hNWyDzGGg/DaNfD10/H78yfGioOmZHVQ4F3L6wsRjkZJa+3fWfaL1x8iHImSajc3q4fTFAzhD0Zw2sxYlPyQNtAYK+3m88SKrDrSgdh42OAPYTUZCUaihCMRLEZj/JsXIr1UJBLF4w9hMRpIsfXNpb0iXUl/ZdJtufdlyzdb8+RCmwpsmW2xr45mNMVqhMRhMRlJa23mx57CAfC0UiG8oSKWKOmhXHa9DXU0V4ILKIfFjD5XiEhS2ZvX6LKYjK3PhBTpA4xGg24GiXQh3QoU6WrBJmiqg/A+bjdoSYHhxyTuH3hIbCaMiIiIiIiItEq3YEW6SlMNVKyN1THxlMSq7U88B9IGgHEve8aOOhE+vePbddp7MFlh1i/BquJZIiLS/QRCYco9fio8fkxGA9kuG7lum+oRiYhI0igJIklT2xigyhtgVUk9LpuJYblu8lJtWM0dVIStO/HVw8IH4KPbdrdtXwRf/At+NBdyW+7e0UzGgNjj3r0JNrwP0SgUToUT7oSsIZ0bu4iISBvUNwV5c3kJf3h9FU3B2OzH9BQLfzt7MtOHZGK39MLxXkREuj0lQSQpKr1+/vrOWp5dvG1Xm81s5F/nT2HmsOzed2HkLWueAPmOrw7evgHOenxXkbiEsofB6Q9DUzVEI2BPj7sVr4iISHewurSeX7+0vFlbbWOQHz26iLk/P5ShuSquKyIiXU9zESUp5q4sbZYAAfCHIlzx+BJK6pqSFFUn2vxpK32fxJbK7At7KmQMgswhSoCIiEi3Vd8U5J731sXtC0eiPL2wmHA40sVRiYiIKAkiSVBe7+NfH2+M2xeORHnzm1Z2QukCoXCEsnofZfU+Qh11gRbdWxHUXrVTtYiI9HFNwTCbKxsT9q8qqcevJIiIiCSBlsNIlwtHo5TW+RL2b6po6MJomttR28QzC4t5ccl2AE6dXMR50wdQmOFo3wsPmpW4r+jA2NIWERGRXiLFamJ4rpPS+vjj/fjCNGy9sQaYiIh0e5oJIl3ObjExrjAtYf/MYdldGM1uO2ubOPu+Bfzjww3srPOxs87HPz/ewFn3LWBHbTuX6Lj7wfQft2y3OGLFTbW0RUSk7/CUQuU6qN4cK5zdWWq3wcpXYO5v4aunoWYrRPZxe/Z2ctst/PyoEXH7LCYDZx/QH5PR0CWxiIiI7EkzQaTLZaRYufn4UZx13xct+rJdVg4a0vUJgWg0yrsrS9le0zLZsaO2ibeWl3DpzMEY23rB5kiHQ2+AoUfAZ3dBQwUMPhQOujpW40NERHo/vxe2zo8VxK7ZEtsCfdhRcNxfIHNwxx6rYi08clzzrdWtLrjodSiYHDt2JxuR5+ZvZ0/i1ldXUO8LAZDrtvH3cydT1N4ZliIiIm2kJIgkxZj8VB64cBq/fXUFJd8ujZk+OIP/O20ChRkpXR5PXVOQV5btSNj/yrIdnDGliAynte0HcWbDiKOh/4EQDsSKnJrtbX89ERHpWUq+gqfO3P19NArr50L5qtg26GmFHXMcbwU8f3HzBAhAwAvPnAuXfwSpBR1zrFa47RZOmJDPtMGZVHv9GI0Gspw28lJtGLogCdPV6puCNAbCWMyxn1NERLonJUEkKVx2C0eOzmVC0UzqmoJYTEYyUiykp7QjydAORoMBqznx6jCb2dRxN832thWuiIj0Pg1VMPc38fvqtsOOJR2XBGmsjCVW4vGUgre8S5IgAGaTkcJ0B1aTge01TXy4poz8dAcjcl30S3P0iiUxjf4Q68u93DF3Ld9sryM/zc41c4Zx0JAsslxKhoiIdDdKgkjSGAwG8lLt5DkAkxmMyft1THVYuGjGIBZtib9V7cUzBpKeYiUajeIPRbCajG1fGiMibRMJQzgIZluXTOUX6VChJti5LHH/po9hzMlte+lIhFAoAgYDdosJQv7WnxBoIByJEgxHsJmNnT4rY2dtE1c8vpgVO3bXP0m1m3n80umML0zr8ePpwi3VXPLfRUS/3eitrinI1U8t4/JZg7l2znDcDktyAxQRkWaUBJHkqd0GG96HNW+AKw8OuDy2JjpJMyUOHJTJrGHZfLqhsln7jKGZTB+cydaqBl5etoNlxbUMz3NxzgEDKMpwxC44RaTzBLyx94vFj0D1hthuS2NPhbQBYFR9b+khDCZw5cZmYcSTPnC/X7K2MUBZvY/SOh+vfLWTmoYAR4zOZc7wwRRmj4gVX20Rh5FASj9uf3MVGysaOGBQBidNLKAoI6VTZmU0+EP86a3VzRIgAPW+EBc+vJC3fjaLwvSeWx+krN7HLS+v2JUA2dODn23mvOkDlQQREelmlASR5KjeDI8cG5uW+52vnoQjfgcHXAr2xLvHtEk4BN4SqNsBgQbIGAzOHLC7dz0kN9XOnWdPZHVJPU9+WUw0CudPH8CY/FRK6po4+/4v8AUjAMxbV8Ejn2/h/gumcujwHCytLKURkXYI+mDdXHjxR+z6lLHhA/j0Trjkbeg3PrnxiewrVx4cfA28d2vLPqMJRp+4Xy9X1xTks/WVLN9Rx32fbNrV/vG6Cu5NtfHcRa8y8NFpsTFvD6FpV3DH51U8/GUFEBvP/vXxRp694mDGF3Xw2AtUef28vaI0bl9dU5BNFd4enQSpawom3EEuGoXVJfUMznZ2cVQiItIafXKTrhdogPf/p3kC5Dsf/B48ZR17vHAAiufDvw+Bh4+BJ06De6fCvNtju7TsIddtZ/aIXO49dwr/PG8Kh43MBeCap7/alQDZ9bKRKD9/5ivKPb62xeWtiE2N/vI+WPlybOvCUKBtryXSW3nL4JUf0+I2q98Dr/wEGirjP0+kuzEaYcLZMPp7S15MVjjr8f2u0VFa10SKzdwsAfKdsno/f51XQuO5r0L6gFijK4/IsX/l/ewf8sDC5mNfYyDMdc99RYVnL8to2sAXihCOxJkm8a3OOGZXMu1lKZHDqtmiIiLdjWaCSNdrrII1ryfuXz8XckZ03PHqtsMTp8eSId+JRmDBvZA3Fiad1+IpexZJrW4MUFzdGPelPf4QJXW+/d/Rpr4EXrwUtn6+u81sg3OehkGHxP5fRGLT+RPVNyhdDo3VsZ2XRHoCdx6cdA8cdlOsEKo9HfInxmaJWPZvt7ClW2vYFmdb9++8vaKMm447jJRL34v9DZmsrKq38+N758d9/IZyLzWNAXLcHTv+uGxm0lMs1DYG4/aPyHPHbe8pMpwWxhemsXxHXYs+m9nIsBxXEqISEZHWaCaIdL1oNFbgMJFg4ou6NlnzZvMEyJ7m/WWvM08irdzBAgiGW+9vIRSABf9sngCB2EXq02eDp2T/Xk+kN9tbgcdoK+8lIt1RSlYsAT/lwlgh1IyB+50AgdjYEwhHEvaHI9HYBCp3v9gxUvOpaoifiPjO3sa7tshLtXP90SPj9h04KJN+aT17q/hMp407zpxIqqP5fUWDAe46axK5HZxUEhGR9tNMEOl6tlQYMCO2RCWe4Ud17PESbRMIUFcMkVCrT09PsZLptFLd0DKRYjEZKMzYz7XMDeWw5OH4feEgbPkcMgbt32uK9FZ5Y2KfJuJVHUwfELuTLtIHTShKIzfVzoOfbo7bP31wJm5788u8QdlOTEZD3OUpuW4b6SkdX8DTZDRw/Ph8TEYDd7y7lqqGAFaTkVOnFPLzI4eT3Qu2kB2R5+LNa2bx3uoy5m+oZHC2k7Om9acww4FNxdNFRLodJUGk66VkwHF/hoeObHmXd8wPIK2oY483YCZ89VT8vtwxe116kpdq539PGcdVTy5t0Xf90SPJdln3L55wsEWhumbqtu/f64n0Zik5MPMX8NmdzdsNBjjxbkjNT05cIklWlJnClqoG5ozK5cM1zXecsZmN/O6ksaSnNB+fsl02fnbEMO56b32zdoMB/nTqePJSO2dWRqbTytnT+nPYyBwa/GFsZiPZLisOa++4DDUYDPTPTOFHMwfzw+kDsZgMnb7tsIiItF3vGH2k58kZDVd+Cp/cAZs/BkcmzPwZDDui49f3DzkUHBnQVNOy78j/iXu8Co+PDeVeXv1qJylWE+cc0J8XfzKDe95fx+qSevpnpPDzo0YwsSiNlP29iLOkQNYwqNoQv3/gjP17PZHezO6GGVdD0TT45C+xJGHBZDj8FsgenuzoRJIm22VjxtBsBue4mDE0i2cXbaO2MciMoVlcc8QwBma23JHEaTNzwcGDGFeYzt/eX8eO2ibGFKTxy6NGMCzX1akf3I1GA/lpPXcXmH1l1W5xIiLdniEajTfHuOfyer1MnTqVJUuW4HKpGFW3F2gAXz2YzLEtaztDNAoVa+DFy6BsRazNkQHH/AlGHg+O9GYPL6v38bNnlvHFpupm7VcfNpSLZgyKzco3RPH6wtT7gqTaLWS7rKSl7MeMkHXvwlNntWzPGQUXvhpbwy0izTVUxer7WJ1gT012NH2SxtjuqaYhQIM/hNFoIN1hIcW29+R8TUMAfyiC02bCbe/4ZTAiIiLdlWaCSHJZnbGvzmQwQO5ouPCV2M404WAsCeLKB1PztbrRaJR3V5a2SIAA/PPjjRwxOpd+aQ5ufOEbPl2/e2vO2SNyuP208eSn7+NdrgEHwTlPwTu/htqtYDTD2NPhiFuVABFJxJmV7AhEuqUMp5UM5/4tzdzfx4uIiPQWSoJI3+HM2etsk0pvgEc+35Kwv7i6ibvfX98sAQIwb10FN720nL+dM6nFGuy47Gkw6gQonAp+D5issWU5nZ0QEhERERER6cOUBJGuFfTFiqFanbElMJ12nCYCwRBlPiMeXxiH1US2y7rXKb+RSBSvP/FuMXmpthYJkO/MW1dBVUNg35Ig33H308wPERGRTlDp9VPTECAciZKeYiEv1a6CpSIioiSIdBFfHVRugAX3Qv12GHgITLkA0gZ0bDKkqQYq11HpDfD4Zjf3LyilKRjGYIA5I3P5wynjKGxlyUpaioUjRuXyzKJtcfv3VkHH4wu2J3oRERFpp3AkyprSen7x7NesLfMAsS2AbztlHDOGZePch5opIiLSe6mEtXS+gBe+ehoenAMrX4JtC+Gzu+A/h0D5qn1/nWg0tjPE5k/gm+eh5BtoqNjd7/PA4kcIfvoPntni5G+f7KApGN711A/WlHPl44up8PgTHADsFhNXzh6KK84F0sCsFLJdrW+nq+JyIiIiybWjtomz7/tiVwIEoNzj5/LHl7BujzYREemblASRzucth3d/3bI90ACvXQMN8ZeXNBOJQOk3cN+h8OhJ8NJlcN8seO4iqN/57XHK4MM/UD7+cv7zRUXcl1mxo56SuqZWDzUgM4VXfzqTEyfkYzUZcdvMXHrIIJ66/CByU23MGh5/C9/ZI3LIUqE5ERGRpHp7eUnCpa1/fXct9U2atSki0pcpCSKdb+fXEI3E7yv5KraEZW88O+GxH8R2d9nT1s/hw9sg2AjFCyAapQFnq3U9NlY0tHook9HA0BwXfz59AvNuOIy5vziUG48dRWG6g/QUK38+fUKLRMjsETncfvr4/asHIiIiIh0qGIrw5eaWO7x9Z1VJPY2BxNcIIiLS+2lRpHS+aHgv/XsptAFQuS5xsmT5szD7hl2JFrsxhNloIBSJ/7oFafa9Hw9w2sxx1w0XpDv4x7mTqfIG8PiCuB0Wsp1W0pQAERERSSqzKXYj48M15XH7C9MdWM2mLo5KRES6E80Ekc5XMBkSVWPPHQ2OjL2/Rt2OxH3hYGzHmQEHAZC94TlOGR9/yUqu28aAzJS9H28v0lOsDM11MWlABkNzXEqAiIiIdAMGg4GzDyjCmOCy49ojhpOppasiIn2akiDS+Zw5MOtXLdtNFjjp7+DK2ftr5I1J3OfIoMlgp9GRDwf/lJRvHuf6SSFmDU1v9rCCNDtPXDad/FZ2hxEREZGerTDdwX0/nEqKdfeMD6MBrpkzjAMG7cONFxER6dW0HEY6nz0VDvoxDDwYPr0rVt+j/0Ew81rIGLxvr5HWH/InxWqIfE/d9Ov56Ss7OXOamSNn3EDKkNn0W/AX/jbhbCqOOJhtjRay3Cnkpzvot49LYURERKRncljNzB6Zw9zrDqW4qhFfKMLQHCdZLlvc3d/6igZ/EH8ogttuxmLSkiAR6bv67kggXSslE4YeDoVTIeQDmxss+zEjw5UL5zxJ9N3fYFj9aqz+hz2d+um/4G1m8umGnXy+sZoPf3kYg4YfDUXTyQz7ybSlMtKixEc89U1BGgMhLCYjWXvZ+ldERKQnsZpNFGWkUJTR/iWwPV1NY4DVO+v5zycbqfQEmDksi/OnD6R/ZgqmROuGRER6MSVBpGvZU4HUtj03rYj6o++mZNwvMEV81Ibt/Guxl4/Wx7bIjURh3voKBmU7wZHWcTF3oOqGAI3+EEajgWyXNSnF2ZoCIXbW+vjnxxv4YHU5+Wl2rp0zjOlDspQMERER6UXqm4I88Mkm/vXxxl1tq0rqefLLYl78yQxG57fxmkxEpAfrlkmQNWvW8Oc//5mVK1disViYOXMmN910E5mZmckOre9pqITaYlj1KhhMMPZkIu7+BGzp2C37/gG+rM7HmrJ65q2tIC/VzlFj8uiXZqe2MchX22pZtKWaAwZlMDIvlQWbqthY4WXawAwmD8igYI8aHvURG8c+ti3hcao8/hZt1Q1+tlU38faKEkwGA8ePz6cg3UFGFxZGawqEWLmznj+8sYpvttfhsJg4+4D+XDl7CPlpba9RUu7xsam8gfdXl5GeYuHYcf3IS7XjtltaPDYQDlNS6+P91eVsKPcwqX86R4zK4//eXs1VTy3j8llDuPaIYXGf2yb1O6FsJWz4AFILYdRx4C4Aa8fdldte08jSrTUs21bLyDw3M4ZlU5Bmx2xSuSMR6XwldU2s3lnPpxsqKUx3cMToPPLT7Ps1Pna0pmCY0jofH6wuY0dtE7OGZTOmIBWnzUxpnY93VpRS1xTkyNF5DMl1YjIYKK5u5J0VpVhMu8fIfdry3VsOVRuJrnmDiNVNw9DjWVztwOBIY3S/1IRLUAOhMDvrfMxbW8GWqgYOHpLF+MK0/arZtaOmiWXbaliytYYRuW5mDsuiIN3Rrd7/y+t9bCj38v7qMrKcVo4Zl0+/NHuXLskp9/ibJUC+0xgIc+urK3jwwmn79G9dXu9jXZmHD9eUk+O2c/TYPPq57Tjt3fKjhIhIqwzR6L7sT9p1fD4fRx55JGeddRY//vGPaWho4MYbb8RoNPKf//xnr8/3er1MnTqVJUuW4HK5uiDiXsxbDu/8Gla80Kw5MPECvhx8NWs9No4Z24+iDAeGb3d/CUeilNX7qG4IYDBAltOK0QDnP7SQ9WXeXa9hMMCdZ05kwaYqnl+8nQlFaVxx6BB++dzX+EORXY/Lcdl45sqDGJoT+7es8vq58OGFrNxZHzfk5648iAMHZ+36vsLj5w+vr+T1b0qaPe786QP4xVEjumzmw5KtNZz5n/l8f9feMflu/nvJgeSm7v+SndI6Hz9+Yglfbatt1v67k8Zw+tQiUvdIZoTCERZuqebihxcRCO8+v7luG3ecOZGfPbOM2qYgH/7yMAZnO/c7lhZqi+HxU6Fqw+42gxHOeBhGHAOW9idC1pd5OOu+BdQ0Bne1OSwmnrhsOpP7p2PUFF+RDqcxdrdt1Y2c/+CXFFc37mozGuDfP5zK7BE5SUmE+IJh5q2r4KonlxLeY8C5+rChpKdYue2t1c0e/+/zp/DqVzt4Z2VZs/aLZwzkp3OGYcCA2WQkzREnOe4pgRcvhy2fNmuun3ET/w0cyctrGnj80gNbLEcJhMJ8ubmaH/13EcHw7hjz0+w8fflBsdmce7Gh3MPZ931BVUNgV5vdYuSJS6czeUBGt1jiUVLXxBWPLWb5jubXK/97yjhOmVSAq6NuOOzFU18Wc/PLyxP2z7vhMAZmtX7OS2qb+NGji1hd4mnW/ufTx3PihAKcfbjOioj0TN0nXf6tnTt3MmrUKK6++mqsVisZGRmcffbZLFq0KNmh9T3bvmyRAAGwfv04wyNbuP+TTZz4j8/YUB5LbjQGQny4ppwT//EZJ/7jM074+2ecfO/nLCuuo/B7d3eiUbj++a85flw+AFccOoSbX17eLAECUOH1c/3zX1P97YVOlsvGb08aE3fH3YlFaS0+wC/aUt0iAQLw5JfFrC71tGjvDNUNAf7w+soWCRCAVSUeNlR4W3bsRSgc4amFxS0SIAC/f30VpbW+Zm1l9T4uf3RxswQIxO4Q3fvRBs4/aCDRKKwpiZ9c2i+BRvjwtuYJEIjVcXnxUvCUtvsQlV4/1zy9rFkCBGJ3QK94bDFl9b4EzxQRab8Gf4jb317TLAECsWWZVz+5lPIkvQeV1/v46VPNEyBWk5HJAzNaJECG5booqfO1SIAA/Hf+VpYV1/LjJ5Zw2aOLeG9lKZV7zrSMRGD5iy0SIACp82/ntCFhSuqauHPuWhoDoe/F6OeKx5Y0S4AAlNT5uPXVFdQ3NX9f/74qr5+fPfNVswQIgC8Y4fJu8v4fDId5bP7WFgkQgN+8soLS+pazVrsrfzDM/Z9sapEAAbjxxeXd4nyLiOyvbpcEGTJkCA8++CCmPapWv/vuu4wdOzbu4wOBAF6vt9mXdICmWpj/j4TduSse4JSx6dQ1Bfn1y8upbQywqaKBKx5fvCthAbEP2Vc/tZSLZwzC+r0pqpEoLN9Rx8SiNMKRKPVNoe8fBoBlxbXU7PGa4wrSeO7KgxlXGFvHmmI1cfmswdx3wVRy3LtnVNQ2Bnjgk00Jf4aHP9tEUyDc6mnoCI2BEF9vr0vY//Haiv1+zUqvn8cWbEnY/9rXO5p9v7mqkYYEP+vCzdVMKIzVUHFYO+DOZWMlrHwxfl8kDFsXtPsQNQ0B1iRIYlU1BCiLsyxKRPafxtj4qhsCvLMyfkI3FInGTVB3hWXbalskFw4cnMkn61qOM8eP78dLy7YnfK3nFm9nULaTRVtquPzxJfzprdW7x/eGcvgy8ezcnPXPcMiwbN74poQqb/NkxfoKL03B+OPRp+srm11DxFPdGEg4G7SmMUhpXfI/lFd5gzzxxdaE/W8tb3lzprMcODjxUvJpgzLiz/LZQ1VDgGcWJV6G/P7qlkk0EZHurlvPX4tGo9xzzz189NFHPPHEE3Efc99993Hvvfd2cWR9QCQEvsQf3I3+WtKssQutxVtq8PqD/OujDcRbXBWKRHlzeQlHjM7l7RXNLxrrmoKkOSx4ffETIN/ZcwaD02bmgEGZPHbJgTQGwpiMBrLiFBkNRaLUt/K6tY1BguEIDjp3yrLJYCDFaqIxQRIix73/S3KiUfC08rOVfy8JsLc7a8FwFJvZuGvZUbtEQhBu5XiNle0+ROB7M4a+r8Hf+u+TiOwbjbHxhSKRZrMtvm9vH+Q7S01jy+OmWE1xbzI4LPHbv1PXFGxWk+ulZTv40SGDyXRaYwntVq4RbL4qnFYjwXC0xXmq2+t41Pr7e3Av7//ebvD+H4lG8QYSx1Hl7bpEfa7bxlWHD+VfHzWvC5JiNfHHH4zbaz2QSDSaMGkFtEhyiYj0BN1uJsh3vF4v1157La+//jpPPPEEI0eOjPu4K6+8kiVLluz6mjdvXhdH2kvZ02DEsQm76wYdw+fbd1/IBELRhHfmATaWeynMaFnwbHL/dL7eXtvsQuv70lMsce9UZLpsFGWmkJ/uiLvLSprDzJxRuQlf95ix/bqkOFmWy8r50wfE7TMY4IhWYkzEaTMzY2hWwv7jvl1m9J0Ree6Ej812WfGFwtx99iRy25CQacHqgpz4f68ADDqk3YdIT7Em/LczGqAozu+aiOw/jbHxOW1mBmUlrm00bVByCrlPHZjRom3lzvq4swGW76jjoCGJx5GDh2Sx/HuzGN/57kaGPQ2GHJ7wuRUDj+ebHR6G5bpavFeP6Zd4N5K8VBvuvRTaTEux4k7w/m8wwIDM5G+Jm2I1cWArvwNHjM7rslhSHRYunzWEpy6fzuwR2YwtSOWKWYN569pZrV4bfMdpMzN5QHrC/sNH7v81jIhIsnXLJEhxcTGnn346Xq+XF154IWECBMBqteJyuZp9SQcwWWDqxWBPb9nnzKZswInM31QDwNAcJ06budWCmv0zUyj/3hrYKQPSqW4MUNcU4rMNlZwyqTDuc28+fjR5bSgcajGZ+OFBA0iNc0GV7bJywoT8LimeaTWb+NEhgxlf2PzC77visP3a8LOlOiz8+rhRWEwt4x+R52JMQfNj5bisnDq5IO5r/fKoERwwMIPDRuZg64hCfq5cOO6vxC3cMmgWpMVPCO2P3FQrNxwT/33hohmDyOrCnX9EejONsfHluu38/gfj4vYdOiKb/PT9f1/vCAVpDg4dkd2sbUdtEw6riWHfm+n33qoyTpqYHzehnOu2MaEojaXFNc3ad42ZNhccfjOY4yTOM4ewNWU8W6oa+MPJY8n+XnI9N9XGSRPyWz4P+O2JY/Y63ue5bdx43Ki4fRccNJAsV/Lf/9NTrPzmhDFxC7SOyXczqt/ekw8dKSPFyoyh2fzz/Ck8cel0bjh2JIOynftUQDYjxcpvTxxDvIdOLEpjSG4HFFMXEeli3W53mLq6Ok455RQOOuggbrvtNozG/cvTqHJ9B4pGoWojfPhHWPM6YMA/8hRKp17HRS9XsKWqEZPRwFOXTWf6kCyWFtdw2r/mt3gZgwFeuWomf3p7NV9uqsZtM3PhjIGcP30Aa0s93PbWGjZVeLnjzIlUePw8+NlmKjx+huY4uem40Rw4OHOva1YT/whRNlc28Nd31zJ3VRlGA5wwIZ/rjhyx12roHa283sfmygbmrasgy2Vlzqg88lJtpFjbNhslEAqzrszLbW+uYsGmahwWE+cc2J8rZg2Ju81ghcfPq1/t4D/zNlLpDTA818Wvjx/N1AHppO3LVoj7FZwXSpbDuzfDzqWxZNr0K2Haj8Ddr0MOUdsYYMHGKv7y7lo2VzbQL9XONXOGcey4fl22649IX6MxdrcGf4jlO+r43zdXsWJHPWkOC5ceMohzDhjQph2/Okp5vY9nFhXz0GdbqGsKMrYgld+fPJZ+aXYe/HQzzy7aRlMwzIyhWfz+B2MxAH99dx3vrSrFZIxtkXv6lCJufnk522uamr32m9cewtiCWA0pQkGoWgfv/gY2fwQmG03jzmH7mB/zh0/queaIYYwrSCMlTpKlwuPnpaXbuf+TTVQ1BBiZ5+aWE0YzuX867n0Y72sbA3yxqYq/vLOWTZUN5LptXDNnGMeNzye7m7z/+4Nh1pZ5uO3NVXy5uYYUq4nzDhzAZbMG0y+tZ81W9AXDrCmp549vrmbJ1hpcNjPnTx/AJTMH9bifRUQEumES5JFHHuH222/H4di97ep3li1bttfn6wKtE/i94IsVW1vnMXPrm5sorm5kyoAMfn7kCIbkOLFbTHh8Qd5ZUcpvX125a/2o22bmr2dO4NAROfiDkW9reMR2ebF8Wyi10uPHHwpjNhrJclqpaggQikSwmU0t7iC1ldcf3LX2OT3F0ubEQ3dU2xigMRDGAHFro+wpEolS4fUTCnfs+U2ooQqCjWA0gTMXTB1/3is8fgKhMGaTkVy3rcX7hoh0HI2xLVU3+GkKRDAZY9u6m0zJn2QbDkeo8PoJR8BhNZLpjL3X+4NhqhsCRAGnzUSaI5YA33OMjESjnPnv+ZR8b/bm+dMHcMMxI1vWkGiqA7+HiMGAx+DGG7Y0O2bCGCNRKjw+wpEoNoupTcmLnvD+v2uMNkCWs/UxururaYj9LEYDZLutWEw992cRkb6t2yVB2ksXaJ2vuiFAIBTBZTfhsjW/YxMIhSn3+Cmr92E0GMhNtZPr3p3wEBGRnktjbN+wrbqRV7/awXurykhPsXDZrCGMzU8jsxssNREREWmv3nM7XLpMptP67V2mAJ6mEE6bmdRvp69azSaKMlIoykh+YTIRERHZf/0zU/jJYcP44UEDsZiMOLugiLiIiEhX0agm+62szsdzi7fx3/mx9cbTh2Ty6+NGMyzXhb0jCmt2A7WNAcrr/cxbX4ERmDUih7xUe5trk4iIiPQkJqNhr9unioiI9ERKgsh+qfD4uebpZSzcUr2r7fMNVfzgn5/z0k9mMLF/evKC6yDVDX7+8cEGHpm/ZXfjm6u57JDBXHX4MDK184iIiLRDKByrkWUzGztmVy4RERHZZyrUIPtla1VDswTId8KRKL9/YyU1jYEkRNWxVuyob54A+daDn21mdUl91wckIiK9QigcYUtlA3fMXcvFjyzi+ue/4etttXiagskOTUREpM9QEkT2y8drKxL2Ld1ai9cX6sJoOp7HF+Q/8zYm7L//k400+Hv2zygiIsmxutTDSf/4jB1V9dxwsJuLx1v4+JsNvLWihMaAxhYREZGuoOUwsl/SUxLXxLCZjZiMydueLhKJYmzn8QOhCNUNiWezVDUECIYi0Mk7y4qISO9S6fXzxzdW8tx5Axiw7r84334Cgo1MHDyHiuE342nIIMXqTnaYIiIivZ5mgsh+OXxUbsK+06cUJaVexs7aJl7/eidXPbWUW19ZwaqdddS3cWpxqsPMoSNyEvbPHpGLy67coYiI7J/axiDXTU9l5NyLcC75DwS8EI1g3vQ++c8dR2rj1mSHKCIi0icoCSKta6qFyvWwdT6UrmCA1ctdZ05s8bDB2U6unjOsy3eH2V7TyNn3L+Cap5fxzopSHv9iK8f//TOeXlhMvW//EyEWk4nzDhyAK852gG6bmbMP6I/ZpD8bERHZPyYjDAmuw1i1tmVnyI/1kz8RalLdKRERkc6mW9qSmKcU3voVrH51V5MlewSnnP0Uk345m5eWbqfM4+foMf0YX5hKvzRHl4bnC4b5+wfr2Vbd1KLv/95ewxGjc0m17/+WtgMyU3jxJzP44xur+GxDJQYDHDIsm9+eOIai9K79GUVEpHfIdFpxb30rYb9p04f4m+owO1K7MCoREZG+R0kQiS/QBB//uVkCBIDKdRifPJ0hP3qX648ZlZzYvlXdEOCVZTsT9s9dWcaw3P1fX200GhjZz80/z59CXVMQA5DmsJDq2P+EioiICIAvGKFi8k1YRl9OVvFbuL56CPye3Q+wpRKJJq+uViK1jQFK63zMXVVGKBzhyDF5FGU4yHSqOJaIiPRMSoJIfA1l8NUT8ftqt0JdMaTmd21M3xOJRgmEIwn7ve3cxSXNYSFNiQ8REWkHjy/Il5ur+Z/XVrK9pgmjAY4YcRy3nnE6A147MzbrEvBOupSIPZvuNN+wpiHAvz7ewAOfbt7V9vcPN3DihHx+d9JYctxKhIiISM+j4gYSX7AJwol3SaF2W9fFkoDLZuagIZkJ+48cndeF0YiIiLT0zfY6Lnt0MdtrYks3I1F4b20V571UScnR/wEgVDANJp5HqtOezFBbWF/uaZYAAchyWlldUs/iLdVJikpERKR9NBNE4rM4weKIJUPiyRwMQCAUpqzez+qSeqq8AcYXpZGfZifL1fl3h9JTrNx64hhO/ef8FjNCDhmWzYDMlE6Poc8LeMFbDtuXQNgPRQeAKw8c6cmOTEQk6aq8fv73zVVx+7bXNLEiNALbOW9AxkDsSZ5d+X2+YJhHPt+y6/uReW6uOWIYDf4wZfU+jAYDO2oaKczQWCsiIj2LkiASnzsPDrwSPr8HHBnUT/kx1YVzCEYMpEbqyUsfRCAcZtGWGi59dBG+4O4kxMxhWdx11iTyUjv/jtbwXBevX3MId7+3js82VJKeYuGSmYM5cUI+2Zqm27l89bD8eXjreojukYQ68AqYfSM4s5MXm4hIN+ALhlld4knYP397gOlHTSfV3vXby+9NKByluiE2I3R4rosbjh3J9c9/TW3j7p3XRuW5eeiSAyhU0XAREelBlATpBWoaAkSJkpFixWDY96JqTcEQFfV+6pqC2K0mspw2Mp3fXoiZbXDw1WCysqX/Kdz6cR2fflABQGG6g9+fHGJkPz8/+u8i/KHmszA+31DFI59v5pdHj8Bi6twtc61mEyP7ubnjrAl4fCGMBgO5btt+nQdpo5ot8OYvWrYvvB8GHwqjT+rykEREuhOT0UhGioWaxvhbtvfPSOmWCRAAp83EUWPy+HJzNT+dM4wbX/imWQIEYE2Zh9+9uoK7z56Euw27sYmIiCSDaoL0YKV1Pp5ZVMyFDy/khw8u5OHPN7OzNsHyle+p8Pi58911HHHXPE6693OOuusTLv3vIoqrGnY/yJXLzkk/4+znS/h0Y82u5h21TVz22GI2VnjJTrDs5fEFW6nwtFJTpIO5bBby0xzkpdqVAOkK4VAs2ZHIp3dCo9aLi0jfluOycukhg+P2mY0G5ozK7eKI9p3BYODYcf0Y+O3S0qqG+GP6B2vKqfJ23XgvIiLSXkqC9FCl9T6ueGwRN724nOU76lhVUs8f31jNuQ98sddESDAc5skvt/LgZ5sJhqO72pdtq+XChxdSVu/b1bZ0ez1l9f64r3Pn3HWcfUD/uH0NgTChSOKdW6SHC/uhrpXiuN6y1gvrioj0ASaTkbOm9efI0c2THTazkfsvmEq/tO5VCPX7ijJSePKy6TS2sttaNAq+ULgLoxIREWkfLYfpoRZtruabHfUt2rdWNfLaVzu54tAhGI3xZ0SU1wd48HvV3r+zpaqRbdWNu+p5fLa+MmEMK3bWceXsIXH7BmWlYLd07lIYSSJLCgyZA5s+jt/ffzpY3V0akohId5SbaucvZ0ygrN7PV9tqyUixMLYgjbxUG1Zz9x8nizJTmDQgI2G/22bGbdNSGBER6Tk0E6QHavCHeHphccL+55dsp7ox8V34xkAIbyt3dTZWeHf9/6AsZ8LH5bptBEPxZ3vccsIYct3d+w6XtIPBAGNPAXt6yz6jGQ79FdgS/+6IiPQlmU4bo/NTOffAARw7Lp/+mSk9IgHynbxUG4cMy4rb97Mjh5ObqkLkIiLScygJ0gMZAGMrdS8STADZxWE1Ybck/qcfmLn7w+sx4/phSvCCP549lJnDsjh+/O7H5KfZ+ed5k5k+OLP1IKTnSx8AP3oHBs7c3ZY7Bi5+CzLjzxASEZGeJ9Np444zJ3H+9AHYzLHrh4wUC/9z8hhOm1KIxaTLSRER6Tm0HKYHSrGZOX/6AD7bEH+pytkH9CczJXG1+Vy3nR9OH8iDn7VcEtMv1c7A7JRd3+en2bnvgqlc/eTSZrvAnDyxgBMn5JPjtvPXMyZy03EBAqEILpu5269xlg5iMEDuaDjnSWiqgUg4NjPElZPsyEREuoWSuiY2lHtZU+JhSI6TUfmpFKT1zALe/dLs3HriGH48eyj+UIQUq4m8VHvCGyUiIiLdlZIgPdSUgRkcMCiDRVtqmrUPy3VxwoT8hPVAAKxmI1ccOoQKr5/Xvt5J9NvaqIOznTxw4TTy0xy7Hmu3mDh0eDbv/2I2a0rr8fhCjCtMI9dtI/3bRIvTZsZp069Sn+XIiH2JiMgumysbOO+BLyip211sPCPFwtOXH8So/NQkRtZ2douJ/pkpe3+giIhIN2aIRqPRvT+s5/B6vUydOpUlS5bgcrmSHU6nKqv3sWhzNY99sZVQOMpZ04qYPTKnWRKjNfVNQSq9fiq8ftx2C9kuq+p4iIhIQn1pjG2P6gY/Fz68kBVxCpgXpjt46aoZuwqQi4iISNfS7fseLC/VzokTC5g9ModIFNIc+1edPdVhIdVhYUhO7EI2EAqzvaaRTRUNNAbCDM91YTEbWFvqwWwyMizHRY7bpl1fREREWlHlDcRNgADsqG2iwuNXEkRERCRJlATpBdz29m9N5wuG+XxDJT99ahlNwTAQK/lw5tT+jM538/vXV2E1GfnTaeM5dmwerg44poiISG/kC4Vb7W9thzYRERHpXCrnLQDsrG3iiseX7EqAAESj8NzibYQjUUbnuwmEI1z//NcUVzcmMVIREZHuLd1h3bWLyvcZDLEi5CIiIpIcSoIIAK9+tZNwJH55mKe+LObUyUW7vn9k/hYCe+wUI9Kb1TcFKav34fEFkx2KiPQQOW4bP549NG7fmVP7k+VKvIObiIiIdC4thxGi0Sjryz0J+3fWNTW7YCuuasQfCmNNcJdLpDeoawqycmcdf3t/PVurGhnZz811Rw1nWK4bl3ZDEpFW2C0mLjx4IOkpFu79cANVDQFS7WYuPWQw500f0CHLWEVERKRtdCUvGAwGZg7L5q3lpXH7x+SnsbmyYdf3BwzKJEXFUaUX8wXDvLJsB797beWuttJ6H/PWVfDv86dw9Nh+mFrZhlpEJMtl48KDB3HsuH74ghFsZiO5bhtmk24giIiIJJNGYgFg9ogc0lPi35m69JDBPL94GwAOi4kzphZhas9FXCgAjTUQbGr7a4h0ogqPnz+9tTpu380vL6es3tfFEYlIT2QyGshPczA420lBukMJEBERkW5Ao7EAUJju4LkrD2ZCUdqutrxUG385fTwfrS2nrN7PyDw3z155EEUZjrYdJOiDirXw9q/gidPgtWuh5GvwezvopxDpGKV1PvwJ6t7UNAapbgh0cUQiIiIiItIRtBxGgNiSmBF5bv57yYHUNAQIRSKkOaxYTDBpQAY/nj2UdIeFbLetbQeIRmH7Qnj8VIh8uzXgzqWw/Dk4/SEYfTKYVShOugezqfWlLmYthRERERER6ZGUBJFmMp1WMp3NkxFZrg7Yys9TAi9fuTsBsqfXr4X+B0L6gPYfR6QD5LptuG1mPP6Wv69FGQ4ynErYiYiIiIj0RFoOI12jsRoaKsEUp+5IoAHqd3Z9TCIJ5KXaueecSXx/wofNbOTusyeRl9oBiUERkd4u5IeGqtg4LyIi0k1oJkhr/B5oqIC67WB1gqsfuPPBmKTckd/7bTzbwOKIxeLOB2P33qnFHwxTbixg58kfYjRAvslL7uI7sG5+f/eDovHrL4gkg9lkZMawbN697lCe+rKYtaUeJvdP54xp/SnMUAJERKRVIT/UbIEF/4KdSyB9EBzyM8geCfbUZEcnIiJ9nJIgiXgr4JO/wKIHd39Ad+XCuc9A/qSuTzw0VMKCf8L8v0EkHGtLyYSzn4LCaWCOv7NLsnmagryxvIT/eW3lrkKTKVYTfznufzjclY9z+eOxhE5aUZIjFWnOYTExPNfNb44fjT8cwWY2aVtcEZF9sWMJPHYyhIOx70uXw5rX4cS7YeK5sXFfREQkSbQcJp5IBFa+BAvvbz5DwVsOj54cmxnS1TZ8AJ/dtTsBArElJo//AOqTEM8+Wlfu5dcvLW+200ZjIMw1rxWzdexVYEmB4+8AZ24SoxRJzGQykmI1KwEiIrIvPKXwyk92J0D29PaNsWspERGRJFISJB5vKXx6R/y+gBe2zu/aeDxlMO/2+H0hP6x9u2vj2UcN/iD//GhD3L5oFB76qhH/5Z/FdoaxaImBiIhIj9dYHVsKE084AFXxrwtERES6ipbDxBMOtn6nonx118UCsR1VEl1QAJSt6LJQ9kdTMMLWqsTF0DZV+fG5B2Czd8+lPCIiIiIiItK7aCZIPGYbpA9M3F80tetiATBZIXd04v4BB3VdLPshxWpidH7iAmjji9JwWPQrKCIi0mukZELGoPh9JitkDevScERERL5Pn0DjcfeDObfG73NmQ8GUro3HlQNH/C5+nz0dhhzWldHssxSrmasOG9Zim1EAi8nAhQcPwmru3jvbiIiIyH5w94NT/g2mOLM8j/tzrMi8iIhIEikJksiwI+CY/wOra3dbv/Fw8VuQ3r/r4+k/HU78G9jTdrfljISL34S0JMSzjwZnp/DQRQeQ47btaitIs/P4pdMZkKnq8CIiIr1O4VT48ecw5eLYtdOok+Cy92HcGdoZRkREks4QjUajyQ6iI3m9XqZOncqSJUtwuVx7f0JrQoFYkdTGajDbY7NAnNkdE2hbhIOxqutN1bEppSlZPeKOSjQapbTeR01DAIPBQGaKlbw0FUIVEelpOnSMld4v5Ae/N1b83OpMdjQiIiKACqO2zmyF9AGxr+7AZInNQknGTJR2MBgM5Kc5yE/T3R8REZE+w2yLfYmIiHQjWg4jIiIiIiIiIn2CkiAiIiIiIiIi0icoCSIiIiIiIiIifYKSICIiIiIiIiLSJygJIiIiIiIiIiJ9gpIgIiIiIiIiItInKAkiIiIiIiIiIn2CkiAiIiIiIiIi0icoCSIiIiIiIiIifYKSICIiIiIiIiLSJygJIiIiIiIiIiJ9gpIgIiIiIiIiItInKAkiIiIiIiIiIn2COdkBdLRoNAqA1+tNciQiIiLdg9PpxGAwtPt1NMaKiIg011FjrHSdXpcEaWhoAGD27NlJjkRERKR7WLJkCS6Xq92vozFWRESkuY4aY6XrGKLf3dbpJSKRCOXl5crItYPX62X27NnMmzdPf9AdSOe1c+i8dg6d186TjHPbUWOixtj20d9V59G57Rw6r51D57VzJOu8akzseXrdTBCj0Ui/fv2SHUav4HK59MbcCXReO4fOa+fQee08PfHcaoztGD3x376n0LntHDqvnUPntXPovMreqDCqiIiIiIiIiPQJSoKIiIiIiIiISJ+gJIi0YLVa+elPf4rVak12KL2Kzmvn0HntHDqvnUfntu/Sv33n0bntHDqvnUPntXPovMq+6nWFUUVERERERERE4tFMEBERERERERHpE5QEEREREREREZE+QUkQEREREREREekTlAQRqqurOeqoo/jyyy93tX399deceeaZTJ48mTlz5vD8888nMcKeZc2aNVxyySUceOCBzJw5k1/96ldUV1cDOq/ttWDBAs4880ymTJnCzJkz+eMf/4jP5wN0bjtCOBzmggsu4KabbtrVpvPadm+99RZjxoxh8uTJu75uuOEGQOe1L9EY27E0xnYejbGdR+Nrx9MYK+0SlT5t8eLF0SOPPDI6YsSI6BdffBGNRqPR2tra6IEHHhh94oknosFgMDp//vzo5MmTo19//XWSo+3+mpqaojNnzoz+7W9/i/r9/mh1dXX08ssvj1555ZU6r+1UVVUVHT9+fPTFF1+MhsPhaFlZWfTEE0+M/u1vf9O57SD33HNPdNSoUdEbb7wxGo3qvaC9br/99uhNN93Uol3nte/QGNuxNMZ2Ho2xnUvja8fTGCvtoZkgfdjLL7/M9ddfz3XXXdesfe7cuaSnp3P++edjNps5+OCDOemkk3jyySeTFGnPsXPnTkaNGsXVV1+N1WolIyODs88+m0WLFum8tlNmZibz58/ntNNOw2AwUFtbi9/vJzMzU+e2AyxYsIC5c+dy9NFH72rTeW2f5cuXM27cuBbtOq99g8bYjqcxtvNojO08Gl87h8ZYaQ8lQfqwQw45hPfee4/jjz++Wfv69esZMWJEs7Zhw4axZs2argyvRxoyZAgPPvggJpNpV9u7777L2LFjdV47gMvlAmD27NmcdNJJ5OTkcNppp+nctlNVVRW33HILd955Jw6HY1e7zmvbRSIRVq5cyccff8zhhx/OoYceyq233kpdXZ3Oax+hMbbjaYztXBpjO57G186hMVbaS0mQPiwnJwez2dyivaGhodkbNYDdbqexsbGrQusVotEod999Nx999BG33HKLzmsHmjt3Lp988glGo5Frr71W57YdIpEIN9xwA5dccgmjRo1q1qfz2nbV1dWMGTOGY445hrfeeotnnnmGLVu2cMMNN+i89hEaYzuXxtjOozG2Y2h87TwaY6W9lASRFhwOx65CWN/x+Xw4nc4kRdTzeL1err32Wl5//XWeeOIJRo4cqfPagex2O3l5edxwww18+umnOrftcN9992G1Wrngggta9Om8tl12djZPPvkkZ5xxBg6Hg4KCAm644QY++eQTotGozmsfpr+r9tMY27k0xnYMja+dR2OstJeSINLCiBEjWL9+fbO2DRs2MHz48CRF1LMUFxdz+umn4/V6eeGFFxg5ciSg89peS5cu5dhjjyUQCOxqCwQCWCwWhg0bpnPbRq+++ioLFy5k2rRpTJs2jTfeeIM33niDadOm6Xe2HdasWcMdd9xBNBrd1RYIBDAajUyYMEHntQ/T31X7aIztHBpjO57G186jMVbaS0kQaeGoo46isrKS//73vwSDQb744gtef/11Tj/99GSH1u3V1dVx0UUXMWXKFB566CEyMzN39em8ts/IkSPx+XzceeedBAIBduzYwZ///GfOOOMMjjnmGJ3bNnrnnXdYunQpixcvZvHixZx44omceOKJLF68WL+z7ZCens6TTz7Jgw8+SCgUYufOnfz1r3/l1FNP1e9rH6e/q7bTGNt5NMZ2PI2vnUdjrLSXIbpnCk36rJEjR/LYY48xffp0IFZx+bbbbmPdunVkZmZy1VVXcdpppyU5yu7vkUce4fbbb8fhcGAwGJr1LVu2TOe1nTZs2MCf/vQnli9fjtvt5qSTTtq1S4DObce46aabALj99tsBvRe0x8KFC7nrrrtYt24dNpuNE044gRtuuAGbzabz2sdojO0YGmM7l8bYzqXxtWNpjJX2UBJERERERERERPoELYcRERERERERkT5BSRARERERERER6ROUBBERERERERGRPkFJEBERERERERHpE5QEEREREREREZE+QUkQEREREREREekTlAQRERERERERkT5BSRCRPsrv91NaWrpPj92yZUvnBiMiItKLaIwVEem+lAQR6aPOO+885s+fv9fHrVq1ihNPPHGfX3fOnDm89NJL+/TYkSNH8uWXX8btW7x4MZMnTwZg+/btjBw5ku3bt+/1eSIiIsmmMVZEpPtSEkSkj6qpqdmnx3k8HoLBYCdH09K0adNYtmxZlx9XRESkvTTGioh0X0qCiPRBP/rRj9i5cye/+93v+MMf/sDixYs5//zzmTZtGnPmzOGee+4hEAiwbds2Lr/8cgAmT57MsmXL8Hq9/OY3v+Hoo49m0qRJzJo1i//85z9tjuWzzz7juOOOY/r06Vx77bVUVFQA8OWXXzJy5MgO+XlFRES6isZYEZHuTUkQkT7o4YcfpqCggN///vf88Ic/5JJLLuHoo49m/vz5PPLII3z44Yf85S9/oX///jzwwAMALFu2jMmTJ3PHHXewfft2XnjhBZYtW8ZvfvMb7r77brZu3dqmWObNm8eDDz7IBx98QDAY5Prrr+/IH1VERKRLaYwVEenelAQR6eNef/11Ro4cyUUXXYTVamXgwIH88pe/5PnnnycSibR4/DXXXMM999yDy+WitLQUm80GQHl5eZuOf+2111JYWIjL5eJXv/oVX3zxBWVlZe36mURERLoDjbEiIt2POdkBiEhyVVVV0b9//2ZtRUVF+Hw+qqqq4j7+tttuY9WqVRQVFTFu3DiAuBdz+6KoqGjX/xcUFADoAk1ERHoFjbEiIt2PZoKI9HGFhYUUFxc3aysuLsZqtZKWltbi8T/72c8YN24cCxYs4OWXX+YXv/hFu46/592tbdu2Ac0v2kRERHoqjbEiIt2PkiAifZTVasXj8XDCCSewceNGHn30UQKBAMXFxdx1112cdNJJWK3WXVNxPR7Prv/a7XZMJhPV1dX87//+L0Cbq9v/4x//oKysjLq6Om6//XaOPvpoMjMzO+aHFBERSQKNsSIi3ZeSICJ91BlnnMHdd9/NPffcw4MPPsi7777LjBkzOO+885g5cya//e1vARgxYgRTp05l1qxZzJs3j//7v//jrbfeYsqUKZx22mnk5eUxZswY1q1b16Y4Zs2axVlnncXRRx9NdnY2t912W0f+mCIiIl1OY6yISPdliEaj0WQHISIiIiIiIiLS2TQTRERERERERET6BO0OIyKd4rTTTmPz5s0J+x944AGmTZvWhRGJiIj0DhpjRUTaTsthRERERERERKRP0HIYEREREREREekTlAQRERERERERkT5BSRARERERERER6ROUBBERERERERGRPkFJEBERERERERHpE5QEEREREREREZE+QUkQEREREREREekTlAQRERERERERkT5BSRARERERERER6RP+Hz0er0UFA3tYAAAAAElFTkSuQmCC", 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quotemovietypeyear
0Do, or do not. There is no try.Star Wars: Episode V - The Empire Strikes Backmovie1890
1Listen to them. Children of the night. What mu...Draculamovie1931
2It's alive! It's alive!Frankensteinmovie1931
3Oh, no, it wasn't the airplanes. It was Beauty...King Kongmovie1933
4Magic Mirror on the wall, who is the fairest o...Snow White and the Seven Dwarvesmovie1937
...............
727I didn't know if you were lost. Stick with me....Usmovie2019
728This guy's awesome! He's holding his own while...Dragon Ball Super: Brolymovie2019
729Murder is murder, it don’t matter who you are.Black and Bluemovie2019
730You know what a lion is? A lion is a strong an...Between Two Ferns: The Moviemovie2019
731That was the best acting i've ever seen in my ...Once Upon a Time in Hollywoodmovie2019
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" + ], + "text/plain": [ + " quote \\\n", + "0 Do, or do not. There is no try. \n", + "1 Listen to them. Children of the night. What mu... \n", + "2 It's alive! It's alive! \n", + "3 Oh, no, it wasn't the airplanes. It was Beauty... \n", + "4 Magic Mirror on the wall, who is the fairest o... \n", + ".. ... \n", + "727 I didn't know if you were lost. Stick with me.... \n", + "728 This guy's awesome! He's holding his own while... \n", + "729 Murder is murder, it don’t matter who you are. \n", + "730 You know what a lion is? A lion is a strong an... \n", + "731 That was the best acting i've ever seen in my ... \n", + "\n", + " movie type year \n", + "0 Star Wars: Episode V - The Empire Strikes Back movie 1890 \n", + "1 Dracula movie 1931 \n", + "2 Frankenstein movie 1931 \n", + "3 King Kong movie 1933 \n", + "4 Snow White and the Seven Dwarves movie 1937 \n", + ".. ... ... ... \n", + "727 Us movie 2019 \n", + "728 Dragon Ball Super: Broly movie 2019 \n", + "729 Black and Blue movie 2019 \n", + "730 Between Two Ferns: The Movie movie 2019 \n", + "731 Once Upon a Time in Hollywood movie 2019 \n", + "\n", + "[732 rows x 4 columns]" + ] + }, + "execution_count": 106, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv(\"https://raw.githubusercontent.com/prasertcbs/basic-dataset/master/movie_quotes.csv\", on_bad_lines='skip')\n", + "df\n" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "id": "ea6c9700", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: wordcloud in c:\\users\\hhnyn\\anaconda3\\lib\\site-packages (1.9.6)\n", + "Requirement already satisfied: numpy>=1.19.3 in c:\\users\\hhnyn\\anaconda3\\lib\\site-packages (from wordcloud) (1.24.3)\n", + "Requirement already satisfied: pillow in c:\\users\\hhnyn\\anaconda3\\lib\\site-packages (from wordcloud) (9.4.0)\n", + "Requirement already satisfied: matplotlib in c:\\users\\hhnyn\\anaconda3\\lib\\site-packages (from wordcloud) (3.7.1)\n", + "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\hhnyn\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (1.0.5)\n", + "Requirement already satisfied: cycler>=0.10 in c:\\users\\hhnyn\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (0.11.0)\n", + "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\hhnyn\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (4.25.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\hhnyn\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (1.4.4)\n", + "Requirement already satisfied: packaging>=20.0 in c:\\users\\hhnyn\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (23.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\hhnyn\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (3.0.9)\n", + "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\hhnyn\\anaconda3\\lib\\site-packages (from matplotlib->wordcloud) (2.8.2)\n", + "Requirement already satisfied: six>=1.5 in c:\\users\\hhnyn\\anaconda3\\lib\\site-packages (from python-dateutil>=2.7->matplotlib->wordcloud) (1.16.0)\n", + "Note: you may need to restart the kernel to use updated packages.\n" + ] + } + ], + "source": [ + "pip install wordcloud\n" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "id": "f6a4b2d8", + "metadata": {}, + "outputs": [], + "source": [ + "from wordcloud import WordCloud" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "id": "0828226d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-0.5, 399.5, 199.5, -0.5)" + ] + }, + "execution_count": 109, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "text = \" \".join(each for each in df.quote)\n", + "wordcloud = WordCloud(background_color=\"white\", colormap = 'inferno').generate(text)\n", + "\n", + "fig, ax = plt.subplots(figsize=(7, 3)) \n", + "ax.imshow(wordcloud, interpolation='bilinear') \n", + "ax.axis(\"off\")" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "id": "b2092bd8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting matplotlib-venn\n", + " Downloading matplotlib-venn-1.1.2.tar.gz (40 kB)\n", + " ---------------------------------------- 0.0/40.8 kB ? eta -:--:--\n", + " ---------------------------------------- 40.8/40.8 kB 1.9 MB/s eta 0:00:00\n", + " Installing build dependencies: started\n", + " Installing build dependencies: finished with status 'done'\n", + " Getting requirements to build wheel: started\n", + " Getting requirements to build wheel: finished with status 'done'\n", + " Preparing metadata (pyproject.toml): started\n", + " Preparing metadata (pyproject.toml): finished with status 'done'\n", + "Requirement already satisfied: matplotlib in c:\\users\\hhnyn\\anaconda3\\lib\\site-packages (from matplotlib-venn) (3.7.1)\n", + "Requirement already satisfied: numpy in c:\\users\\hhnyn\\anaconda3\\lib\\site-packages (from matplotlib-venn) (1.24.3)\n", + "Requirement already satisfied: scipy in c:\\users\\hhnyn\\anaconda3\\lib\\site-packages (from matplotlib-venn) (1.10.1)\n", + "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\hhnyn\\anaconda3\\lib\\site-packages (from matplotlib->matplotlib-venn) (1.0.5)\n", + "Requirement already satisfied: cycler>=0.10 in c:\\users\\hhnyn\\anaconda3\\lib\\site-packages (from matplotlib->matplotlib-venn) (0.11.0)\n", + "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\hhnyn\\anaconda3\\lib\\site-packages (from matplotlib->matplotlib-venn) (4.25.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\hhnyn\\anaconda3\\lib\\site-packages (from matplotlib->matplotlib-venn) (1.4.4)\n", + "Requirement already satisfied: packaging>=20.0 in c:\\users\\hhnyn\\anaconda3\\lib\\site-packages (from matplotlib->matplotlib-venn) (23.0)\n", + "Requirement already satisfied: pillow>=6.2.0 in c:\\users\\hhnyn\\anaconda3\\lib\\site-packages (from matplotlib->matplotlib-venn) (9.4.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\hhnyn\\anaconda3\\lib\\site-packages (from matplotlib->matplotlib-venn) (3.0.9)\n", + "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\hhnyn\\anaconda3\\lib\\site-packages (from matplotlib->matplotlib-venn) (2.8.2)\n", + "Requirement already satisfied: six>=1.5 in c:\\users\\hhnyn\\anaconda3\\lib\\site-packages (from python-dateutil>=2.7->matplotlib->matplotlib-venn) (1.16.0)\n", + "Building wheels for collected packages: matplotlib-venn\n", + " Building wheel for matplotlib-venn (pyproject.toml): started\n", + " Building wheel for matplotlib-venn (pyproject.toml): finished with status 'done'\n", + " Created wheel for matplotlib-venn: filename=matplotlib_venn-1.1.2-py3-none-any.whl size=45437 sha256=71e30c15620450a9b7a8727f62776d83aa4094ba87bbc9f225170f0654dc3a56\n", + " Stored in directory: c:\\users\\hhnyn\\appdata\\local\\pip\\cache\\wheels\\c4\\16\\4a\\93374cd955bbe0553a8ce74db7f0fbd5fcc876e19fb78bd601\n", + "Successfully built matplotlib-venn\n", + "Installing collected packages: matplotlib-venn\n", + "Successfully installed matplotlib-venn-1.1.2\n" + ] + } + ], + "source": [ + "!pip install matplotlib-venn\n" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "id": "c842e34c", + "metadata": {}, + "outputs": [], + "source": [ + "from matplotlib_venn import venn2, venn2_circles, venn2_unweighted" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "id": "1e6c3827", + "metadata": {}, + "outputs": [], + "source": [ + "A = set([\"apple\", \"banana\", \"watermelon\"])\n", + "B = set([\"pumpkin\", \"blueberry\", \"apple\", \"key lime\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "id": "8dde87ac", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\hhnyn\\anaconda3\\Lib\\site-packages\\matplotlib_venn\\_util.py:32: UserWarning:\n", + "\n", + "venn2_unweighted is deprecated. Use venn2 with the appropriate layout_algorithm instead.\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "diagram = venn2_unweighted([A, B], set_labels = ('Fruits', 'Pies'), set_colors=(\"blue\", \"red\"), alpha=0.5)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "id": "134c7b10", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "diagram = venn2_unweighted([A, B], set_labels = ('Fruits', 'Pies'), set_colors=(\"blue\", \"red\"), alpha=0.5)\n", + "diagram.get_label_by_id(\"10\").set_text(\"\\n\".join(A - B))" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "id": "d3f1a00a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "diagram = venn2_unweighted([A, B], set_labels = ('Fruits', 'Pies'), set_colors=(\"blue\", \"red\"), alpha=0.5)\n", + "diagram.get_label_by_id(\"10\").set_text(\"\\n\".join(A - B))\n", + "diagram.get_label_by_id(\"11\").set_text(\"\\n\".join(A & B))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "id": "0272b762", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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y7CnMSPK8v9l1dFUjkjdadAzKtkxGe+bGrVkvigXgIrZu5e6TViBBxXxnC5RESnQUyjIVQEt8KlJ2v+golG1dXdozOLogFoAL6OjQlvol85uT3w5vmNd2WkUqKaPJMR8qH/7M74MPgO3bRafIWfwfcB7pNPDXv3KJaSuo9sRQHewQHYN0Fou4uT6AVSxbpj2jo3OwAJzHu+8CjY2iU1C22aQMZmZaed7fotq7hyHuKhMdg7ItHtfmA/DSwHOwAHxIfb12zT+Z35xAOxw9cdExSJBMBmiRr+GpACtoaOClgefBv/yzpFLaan98Qmh+Qz0xVAQ7RccgwXqiLnTwVIA1rF4NtLaKTpFTWADOsmoV0N4uOgVlmyKpmMFD/3RKe5CnAiwhkwFefpn/78/CAnDKiRPAe++JTkF6uNrPQ/90hqoCrcrVXCXQChoagE2bRKfIGSwA0B4AXnmFW/xaQakrgeoQD/1TX7GIG8HANNExSA/LlwNhLvcNsAAA0Bb8qa8XnYKyTYKKa5QWzgam8zoZHsUFgqygp4eLvJxi+QIQiQBvvSU6BelhaiAId4RbhdL5pdMS2tzXiY5Beti1CzhwQHQK4SxfAN54g9tHW4FbSWNUhBv90MWFuv2I5I0SHYP08OqrQNLa235bugAcPgzs2CE6Belhdl4H5BQnedClnUxP5IRAK+jq0lZ9szDLFoBMBnj9ddEpSA+FziSGhLpExyCD6Ik50e2fKDoG6WHdOqDTupOCLVsAtm0D2tpEpyA9zHSe5MQ/GpD2nlpkZLvoGJRt6TTw9tuiUwhjyQKQSADvvCM6Bemh2hNDQXdIdAwymGRCQad/hugYpIddu7T1ASzIkgVg7VogxDHBEqZKJ6HtAk80MJ2hoUjZ80THID288YboBEJYrgBEIloBIPO7yheGJxIVHYMMKp2W0O6ZJToG6eH4cWDvXtEpdGe5ArBqlXYKgMxNhooJyROiY5DBBbtLkXCViI5BelixwnL7BFiqAHR1cRloq5gaCMLew6ZHV0ZVgRP2maJjkB7a2ix3XbilCsC773K9fytwyhmMjHJbRxoc4ZAfMe9w0TFID++8Y6lBwjIFoLPTcuXOsib5gpCTKdExyETapQmiI5Aeurq0a8QtwjIFYO1aXgpuBTJUDOux7sIelB3RsA9x9xDRMUgPa9daZi6AJQpAJKLt+EfmV+cPwRa39vreNPhUAB2OSaJjkB7a24E9e0Sn0IUlCsD69UCKR4QtYVSyQ3QEMqlQdyGSjgLRMUgP770nOoEuTF8AEglg40bRKUgPY3wROGJx0THIpFQV6HRPFh2D9NDYCBw9KjpF1pm+AGzezO1+rWKsymf/lF3BcBnSNo/oGKSHNWtEJ8g6UxeAdFrb7InMr9oTgyfMVf8ouzJpCV3eyaJjkB4OHgRaW0WnyCpTF4APPgCCQdEpSA8TFM78J310RauQkWyiY5AeTD4XwNQFwOS/Ozql2JlAfigsOgZZRCqpoNs/WXQM0oPJn0WatgAcO6at7EjmN8nVCe74R3rqjA+HCkl0DMq2TAbYskV0iqwxbQEw8e+MzmKTMigJc29n0leix87lga1i2zbTLgxkygIQjwO7d4tOQXoY5wtDstDa3ZQ7um1jREcgPQSD2oRAEzJlAdi5k1v+WsXwTLfoCGRRoXABMrJTdAzSg0kPKZuyAJj0d0UfUuBIwstL/0iQTFpCyDdWdAzSw/792pryJmO6AtDSAjQ1iU5Behjr7gYn/5FI3alhoiOQHtJpU+4SaLoCwGf/1lER5+F/EisW8SDhLBIdg/Rgwh3lTFUAUint/D+Z33BvDPYeTvQgsVQA3e5xomOQHk6eBOrrRacYVKYqAHv3ct1/qxhjM+/iHGQs3bEhXBPAKkx2GsBUBYCX/lmDXc6gMMyV/yg3JOM2RL01omOQHvbt0xYHMgnTFIBUyrSXatKHjMvjtf+UW7qVUaIjkB6iUVNtE2yaAnDwIK/9t4pKlSv/UW6JRAqgmufhlC5mzx7RCQaNaf5iTfQ7oYuwSRn4o7z2n3JLOi1xaWCr2LvXNEsDm6IApNPaOg1kfiO8MUhp85yDI/MI24aKjkB6CIWAhgbRKQaFKQrA0aOc/W8V1Qon/1FuivQUi45AejHJIWdTFACT/C6oH4p6zLccJ5lDIm5HwlUiOgbpwSSDjuELgKpqp2TI/MpccdjiSdExiC4o4uTlgJbQ2amtO29whi8AjY0ALwm3hhonn/1TbgunykRHIL3s2yc6wRUzfAE4ckR0AtJLaYpNj3JbLOpFWnGJjkF6MMHgY/gCYKI1GegiPLY0PNEe0TGILkpVgahnpOgYpIeGBm0FOgMzdAFIp4Fjx0SnID2MckdMc+0tmVtYqhIdgfSQSgHHj4tOcUUMXQAaG4Ek54RZQrnMxX/IGKKxgOgIpBeDH4I2dAEwwSkY6idfnAs9kDGkkgqSzkLRMUgPBh+EDF0ADF6+qJ88tjTsPdzogYwj5qwUHYH0YPDD0IYtACY4/UL9VO3ms38ylh6JCwJZgsEnohm2AJhgAib1U6nM2f9kLLEk5wFYhoEPRRu2ANTXi05AeilIswCQscRjLmQkm+gYpAcDD0aGLQDNzaITkB4kqPDEWADIWFQViHs4D8ASWloMe4myYQuACZZhpn4ocycgpdOiYxANWI9tiOgIpIdEAujoEJ3ishiyAMRiQFeX6BSkhwoHn/2TMcXUItERSC8GPSRtyALAZ//WUaTyCgAypp6YV3QE0otBByUWAMpp/iSPAJAxJZM2JB35omOQHgw6KLEAUM5SJBUOLgBEBpZwloqOQHow6KDEAkA5q8iZNOzsWiIASMj5oiOQHsJh7cVgDFcAUingxAnRKUgPhTY++ydjSyBPdATSiwEnAhquAJw4AWQyolOQHgKKcdfYJgKAZIYTAS2jtVV0ggEzXAEw6OWWdBl84BEAMrZEwiU6AunFgIOT4QoAr/+3Dk+KBYCMLZWwQZUU0TFIDwYcnFgAKGe5DLzNJhGgzWFNOrkgkCUYcHBiAaCcZJczUBLc7pGML2EvFB2B9BAMGu6qJRYAyklFjiQAY/1nIjqfhJw7WwM3hMOofeYZNJznkrXnDx/G/JdeGpT7uWf5cvznzp2D8rUMI50GQiHRKQaEBYByUqGD5//JHJLwiY5AejHYAGWoDasjEYCnha0hIPMXTeaQSOfepYAvHj2KF48cQTSZxPyqKjw0ZUqfj69vbcVnV6zAvk99qvd9D61bBwB4bPZsAMCr9fX45a5daIpGMSwvD/80aRKuLS/vvf2xcBj3LF+OvZ2dGBkI4OGpUzGxSJsPcTIWw2Nbt+L91lZIkoT5lZX42uTJyLPbsb61FV9btw7TS0qwsqkJ940bh8Pd3YimUjgQDKIzHse9tbV48cgRvHH77b339z979mBFYyP+cOONWfu5XVJXFzB0qLj7HyBDHQEwWLmiK+BSef6fzCGdzr3nWZva2vDnm27CS7feiv1dXfj+li0D+vyVTU14ZONG/Pv06diwZAkeqKvDA2vW4EAw2Hub5Q0NeLCuDmuXLMH1FRX4u3ffRXcigYyq4v7VqyFLEt64/Xa8fOutaItG8e8bNvR+bks0ihq/H+8vWYK7R48GAKxubsbP5szBm7ffjqU1NTgeDmP7yZO9n/PikSNYUlNzhT+ZK2SwQYoFgHKSA2nREYgGRTqVe5cBPjRlCgqdThS73Xiwrg4vHz2KzAAmsD29fz8+NWoUZpSWQpFlzKusxPzKSjx74EDvbe4aORIzSkthl2V8edw4OBUFK5ua8EFHB3Z1dOCR6dORZ7ejwOnEv06ZglePHUNnPH7m82tqYJdl5NntAIDJRUUYk58Pv8OBUrcb15WX429HjwIAdnV0oCESwS3V1YPzA7pcBhukcq+aXoQBl1qmy2Tnco9kErlYAKryzixRXO71IpHJoCvR/3k3jZEINrS14ZmDB3vfl1ZVzC4rO3Mf3jOnPiRJwhCPB62xGBRZRlpVcf3f/tbnazpkGcfPepAvdbv7fPzD/15SU4NHNm7E16dOxQtHjuCW6mp4T5UFYQw2CdBQBSDGreEtw5bhEQAyB1UFMrITciZ+6RvrpDUW631m3RAOw2OzodDp7P24IkkAgEQ6DYeiFZjOeBwFp24zxOPBR0aMwH3jxvV+TlMkApdypuy0nfWAnVFVNEUiqPR6UeZ2w6UoWL9kCRRZ7r2f45EIhuXlYfOpzV6kUxlO+/C/51dW4pGNG/FeczNeO3YMP7v22iv7oQyGHmNtX26oUwC5/LMNhxvwzDO1CIcbREcxBVuKBYDMI23ziI7Qx//dtg3BRAIt0Sh+tmMHPjFyZJ+PD/X5YJMkvFpfDwBY29KCdWetdf/xkSPx+/37saO9HQCws70dS954A6+cuj0APHf4MLafPIlEOo3/3LkTNlnG9RUVmFhUhGE+Hx7buhWRZBI9qRS+v2ULPrdiBdIDOA1hl2UsHj4cP9u5E3l2O6aXlFzJj2Rw5PIgdR6GOgIQz50CTVmmpFkAyDzSNg/siU7RMXpNKSrCLa+8AlmScPuwYfjHSZN6B3tAO9z+8LRp+K9du/Do5s2YXVaGJTU1iKW0ybm3DB2KaCqFh9evR1MkgnynE5+rrcU9Y8b0fo2bqqvxyMaNOBYOY0JhIf7nhhvgsWlDzq+uvx4/3LoVN73yCuLpNCYWFeG38+bBqQzsdMmSESPwu3378E8TJw7CT2UQGGyQklTVOEsX/elPwJ49olOcXzjcgJdfXoC6ugdw5MiLSCajqKqajylTHoLN5sWePb/G0aMvIxptBiChomIuZs78Hmw2F9atewiK4kA02oa2tvVwOgtRW3svams/CwAIBg9h27YfoatrH+LxDni9VZg8+V9QWTmv935nzvwudu16AolEEIWFEzF79g/g8QyBqqoXve9cJEHFJ6UDhltVi+hCqvI2whs+eOkb0oB0xeO47sUX8fYdd6DMkwNHWRwO4OGHRafoN54CGGRtbZtw001/xq23voSurv3YsuX7OH78Nezb93tcd91/4q67NuGmm55Fc/Ma1Ne/3Pt5hw8/jzFj7sHSpRsxbtzfYevWxxCNaofc1qx5AIHAGNxxx1tYunQTysuvxaZN3+pzv01N7+KWW17EokVvoKfnJHbt+i8A6Nd95xqXkuHgT6aSkXOzbBtVIp3GgWAQP96+HddXVOTG4A8AiYSh9qtnARhkU6Y8BKezEG53MerqHsTRoy9jyJDrcPPNz8HnG46eng7E451wOvMRi505p1ZaOgvl5XMgyzbU1CyFqqYRDh8DAFx//a9QV/cAVFVFJNIIh8PfWw5OGzv27+Bw+OF2F6Oycj66u48CAMrL517yvnONR+HhfzKXNFgABlMik8En33oLW0+ePGcRI+GMMFCdYqg5AEb4ueblVfW+7fWWI5NJIJnsxo4dP0dT0ztwOgtRUDAWmUwSZ599cbvPTGCRZW12rqpqTbKzcy9WrbofPT0n4PePhNNZiA+vk+9yFZ/1+bbej6uqiu3bf3rR+841Hlsa4ErAZCJp2XnpG1G/5dnt2HzXXaJjnF9PD5ArRyQugQVgkMVirbDbtWtsw+EG2Gwe7N7934hGm7B48Yrejy1bdke/vl402or33vsKrrvucVRWzgcAHD/+Bhoa3uzX52/f/v8u+75FcSvGOYRG1B9p1SE6AunFCAPVKYY6BWCECZbbtv1fJBJBRKMt2LHjZxg58hNIJsNQFCckSUE6HceePU8iGNyPTObS692nUhGoahqKoi2CEQwexAcf/AIAkE5f+mnyldy3KDJ3ARSuNdyKxc8sRms4d08VGYmaYw+1F9sVcDA9tG5d7x4Cv9y1C198992s3l9OMMJAdYqhjgAYYW5FUdEUvPLKLZAkGcOG3Y5Jk/4RsVgb1q37Ol544RrYbB6UlEzD8OF3oqtr/yW/nt9fg8mTv4b33/8XpNMxuN1DMGrUx7Ft2/9FMLgfDkf+RT9/4sSvXvZ9iyJLLABkNtKlb2JyXx4/XnQEfRhhoDrFMAUg13+meXlV+NSn9gEAxo//0oc+Vo0bb3z6gp87e/Zj57zv9NcCgLFjv4CxY7/Q5+O1tfee97YAUFf3QL/vOxfxoXJgNjRuwHO7n0NzqBmxVAyjC0fjgVkPYM+JPXjt4GsYkT8Cq+pXwWVz4bbRt+Hj4z8OSZLw8PKHMbJgJD5o+wAN3Q2o8lfh76b9HcaVjDvnPjpjnXhy65PY3rodsiRjZuVMfG7y5+CxG+Ncp3i5/Vf9+Acf4E8HD+K38+ZhVCCAXR0deGzrVuzt7ESB04m7R4/GvbW1SGQyuPaFF/Dv06fjjuHDAWgz8q978UX8x5w5uHrIkAvex3/u3IkNbW14asECPH/4MJ47fBiTiorw18OHIUsS/n7CBDhlGU/s2oXuZBKLhg3Dd2bMAACEk0n8ZPt2LG9sRCKdxuyyMvzb1Kko/tDywDkh1wers+TWcamLyOE5azTIeAqg/05GT+KHa36Iu8bdhaeWPIUn73wSKlQ8+8GzAID97fvhsrnw1JKn8I2538BL+17CW4ff6v38Nw+9if815X/hj0v/iKurr8ajKx9Fd7y7z31k1Ay+t/p7kCUZv7z9l/j5rT9He7Qdv9jwC12/VyNTc7gA/GzHDrxw+DD+eOONGBUIoDUaxb0rVuCW6mqsXbIE/zV3Lv544AD+dOgQnIqCRcOG9W7CAwDvNDXBa7f32QegPzafOIEytxvrlizBg3V1+MGWLVjf1oZlixbh/5s3D88dOoSNbW0AgIfXr0d9KITnb74Zb99xB/LsdvzDmjW5OZk5FzNdAAsA5ZzcfajMPQFnAI/f9jhmVs5ENBnFyehJ+J1+tEe1JVp9Dh/unXwvHIoDo4tG4+ZRN+Pdo+/2fv6NNTdiYtlE2BU7PjbuY3DZXNjYuLHPfRzsOIhDHYfw5elfhsfugd/px+enfB6rj60+pyzQ+eVqAfjZzp34zZ49eHrBAlSf2iDopaNHMdLvx6fHjIFdljEqEMAXxo7FH/Zrpw2X1tRgbUsLTpxa6/+FI0ewZMSIc9bqvxSPzYZ7a2shSxKuHTIEaVXFF666Cm6bDXVFRSh1u9EYiaC9pwdvHD+Of5s2DUUuF7x2Ox6eOhU729uxqzN3VlfsZaDByjCnAAz0M6UrlJsPlbnJJtuwqn4VXj/4OiRJwrDAMESTUSiytqRqWV4ZbPKZ/+YlnhK8H3u/99/lvvLetyVJQpGnCB2xjj730RZpQ0bN4PN/+3yf99tlO1rDrfA7/dn41kgHB7q6kO904uX6+t6NfRojEezq7MT0557rvV1GVXs3CKorKsJIvx+v1tfjjuHDsaa5Gd+YOnXA953vcPSWBvnUa7/jzNUSsiQho6pojEQAAB9/s++VT4oso+HUMsM5xUCDlWEKwADLpXCxWBvs9jzYcmwTECMwzhk08dYcW4NX9r+CHy78ISp8FQCAX236FeqD2rruHbEOqKra+0DbGmlFsefMmhGnjxQA2qH+k9GTKPH23VSlyF0Eh+LA00ue7i0WyXQSrZFWlOeVgy4tVx++fjpnDo6GQnhwzRpcX1GB2vx8DPF4MKu0FP8zb17v7TrjcUSSZ64cWlpTg1ePHYNdUTC9pKTP9sL91d8jBmWnzvO/tmgRSs46538wGOw9apFTDDRYGeYUgGyYpEAsdhKvvHIzeno6Ln1jHbz00nwcPvy86Bj9lquHS3NRJBmBIitwKk6oqorNTZvxztF3kMpom7Z0xDrw3O7nkMqksL99P9489CZuGnlT7+e/dfgtHOw4iGQ6iWc/eBYZNYMZFTP63MeYojGo8FXgya1PIpaMIZ6K4zdbfoNvrPgG0ipXbeyf3HxWaJdlzKusxG1Dh+Jr77+PRDqNO4YPx7b2drx09ChSmQzaYjF8eeVKPLZ1a+/nLR4+HHs7O/GXgwexpKYmqxnLPB7cUFGB723Zgs54HMlMBk/s2oW73ngD3YkcXDHMQIMVjwBkQTrdg1QqKjqGYfEIQP8tGLEAe07swT8s+wfIkowqfxUW1y7Gq/tfRTKTRKG7EK2RVtz7wr1w2934zMTP4Lph1/V+/oTSCfjlpl/iePA4agpq8J1534HX4UU4ceb6cEVW8M3rv4nfbv0tvvTKl5BMJzG6aDS+M+87cChc4KY/pBz/q/63adOwaNky/OfOnfjnyZPxmxtuwP/btg3f3bwZiiThhooK/Nu0ab23L3S5cH1FBda1tuKmqqqLfOXB8aOrr8aPt23DR15/HeFkEqMDAfxm3rw+RwRyhoEGK0PtBvjtb2f/9MobbyzBsGGLcdVVnwMALF9+D9LpHtx0018AAPv3P41jx17D2LFfwO7d/41QqB6pVBSFhXWYNeu78Hqr8dxz05BOx6Aobsya9X0MG3Yb6utfxa5dv0Q02oS8vGGYNOmfUF5+be99eL2VaG1dD0DF9df/Cq+9thizZ/8QO3b8DPF4J4YOvRUjRy7Fpk3fQTh8HEVFEzFnzk/hdBZCVVXs3/8UDhz4A3p62pGfPwZTpz6MwsIJALQjABMm/ANqapYglerBzp0/x7FjryKZjKKg4CpMnvwvKCrSttN85plaTJv2Dezf/zRisTbk59dixoxvIz+/Nrs/+LOM9YUxOdSo2/2Z1fLDy/HMB8/gN4t/c96PP7z8YUwonYC76+7WOZn15AdOoCz4tugYg+oHW7agJ53Gt2fMuPSNreSznwWyfFRksBjnWAUAuz3791FVtRDNzasBAMlkBB0dH6Czcw8SCW22c2PjCgwZMgdr1nwF48bdhyVL3sedd74LQMUHH/wCsqzgttteAQDcdtsrGDbsNjQ1rcTGjY9g+vR/x5IlG1BX9wDWrHkAweCB3vttaVmLhQufxa23vgSbzQsAaGpaiUWLluGmm/6Mo0f/hk2bHsX11/8aixcvRyTSjAMH/ggAOHDgj9i797eYM+dnWLLkfYwYsQQrVvwvxGInz/n+Nm36Flpa1mD+/N/jox99D1VVN2LFis8hEmnqvU19/atYsOBp3HnnKiiKG1u3/igbP+oLMkwjJeqnXD8CMBDNkQjeb2nBi0eO4JOjRomOk3v0GKgGiaEKgFOH/TSqqm5EW9sGpFIxtLauQ1HRRPj9I9Haug7JZBhtbRswYsRHcNttr6Kycj6SyTCi0RY4nQXn7NB32v79T2PUqE+htHQGZFlBZeU8VFbOx4EDz/bepqJiLjyeMjgcZ2ZUX3XV52GzuZGfPwZudwlGjPgoPJ4yOJ2FKC6ejHBYe5Z84MAfMH78l1BQcBVk2Y6RI+9CIDASR4++1CdHOh1Hff0rmDTpn+HzDYOiOFBbey/8/hrU17/Se7sxY+6B210Ch8OHoUNvRSh0dBB/wpfWkzbUnyXRJcnI3aW3B+rPhw7h/tWr8dnaWowtKBAdJ/foMVANEsPMAQAAlwsIhbJ7H4HAaHi9FWhtXY/m5tUYMmQOenpOoqVlLTKZFPLza+HxlGPXridw8OCzkCQJgcAYJJPhU7vwnSsSaURb2wYcPPhM7/tUNY2ystm9/3a7S8/5PKczv/dtSVL6lANJknH6uXIk0oitW3+Ibdv+X+/HM5lU7ymA0xKJIDKZZJ8dCwFtFcNIpKH33xfaWVAvsYyi6/2Z1YKaBVhQs+CCH//+gu/rmMbaFBNtb/mViRPxlYkTRcfIXS7jbP1suAKgh8rKBWhuXoXW1vdxzTU/QU9PO7Zs+R6SyTCqqm7CsWOvYf/+p7Fw4TPw+YYBADZtehTB4PnX1/d4hmDEiI9g3Lj7et8XiTRBUc7+hs43caR/k0k8niGoq3sQw4Yt6n1fKHSsT4EAtIFdUZwIhY7D7x/Z+/5w+BgqKub36770EE2zAJC5KKpxdoijK2SgAmCoY616/Vyrqxfi2LFlSCS6UVAwDqWlMxGJNKGh4W1UVy9EMhmCLMtQFBdUVUVT0yocPfpi7w57iqIdAkomtZnUI0d+HPv3/x7t7TsAAO3tO/HGG0v6HHa/EiNHfhy7dj2B7u5DAIDm5tVYtmwR2tr6rugmSTJqapZix46fIBSqRzqdwL59v0MweLBPeRAtmmIBIHORVePsEKe3s3cM/LAvvvsufrlrl86JroCiAA7jXBnDIwDnUVQ0GbJsQ2npLEiSBJvNhZKS6YjF2uD318DrrcKJE5uxbNkiSJICv78GtbX3Yv/+PyCdTsDlKkZV1UK89dYnMGXKQxg9+lNIpaJYv/5hRCJNcDrzUVv7OYwZc8+g5K2t/RwAFatW3Y9YrA1udxmmT/93VFWde/h38uSvYefO/8SKFZ9DItGF/Pxa3HDD/8DvHzEoWQZDWpWgyjIkA22qQXQxSpqXBV+O39xwg+gIA2Og8/+AwS4DfPVVYOPGS9+OjO9jzsOwxc0zcYqsbYTrbTh6ToiO0UdDOIwFL7+Mb0ybhl/u2oWedBrzKyvxyPTp+O3evb079502/6WX8A8TJmBJTQ3uWb4cM0pL8X5LC/Z0dmKoz4fvzpyJ3+3bh3caG5HvdOLfp03DDZWVWN/ain95/30sranBHw9oVz4tHj4c/zJ5MhyK0vvs/7HZs9EYieCzy5djQVUVvj5lCj67YgVmlpbigbo6PLRuHRyKgrZoFOvb2lDodOLe2lp8tla/S5QvqbAQePBB0Sn6jacAKCelFZ4GIPNQcnhhsDePH8fLt96K1xctQn0ohG9v2tSvz/vTwYN4dOZMbFi6FH67HXe//TZuHToU65cuxc3V1Xh08+be27bGYjgSCmH54sX400034d2mJvzXhw7tHw+Hcc/y5bhzxAg8PHXqeZcKfv7wYdwzZgw2Ll2Kvxs3Do9t3YrWaA79bA02SLEAUE5KyiwAZA4SADmHC8DXp0xBocuFErcbD9bV4fVjx5BIX3qJ55urqzEqEIBDUTC9tBQ1fj9urKqCXZYxt7y8dxMfQPsZPDJ9OvLsdgz3+fDFsWPx0llbCjdGIrhn+XLMLS/Hg3V1F7zPWaWlmFNeDpssY2lNDdKqimPh8AVvrzuDDVKGKgAe7qtjGSkDradNdDGyLQMph5e3Gubz9b5d7vUikckg2I819vPPOt+tSBICH9rJ7+zvOOBwoOCs25d7PGg7tZ0wAGw6cQKjAgEsb2y86H2fvfSv/dRjRCaXzmIbbJAy1KNsICA6AeklKfEIAJmDouT2ZNbWswbihnAYbkVBmceD5FmTcDOqiq543ysZBrLifSiZRCyVOnM/kQgqzhosbxs6FL+aOxflHg++beSJXgYbpAxVAPLzRScgvcRZAMgkFFvq0jcS6MfbtyOcTKI1GsXPd+7EnSNGYKTfj31dXTgQDCKVyeA3e/Ygmrr87yOtqvjh1q2Ip9M43N2N/9mzB3eNPLMWiV2WocgyfjBrFt5ubMSy+vrB+Nb0Z7BBylCXAQYC2kZLuXTEh7IjrBpnPW2ii7Epub0I0NC8PNy+bBliqRTuODU7X5EkrG1txedWrEBGVfGRESMwraTkiu4n4HBgwUva8uSfHDUKXxw79pzbjAwE8MCECfj2pk1XfH9CGKwAGOoyQAD4yU+A7m7RKSjbhntjuDpyTHQMoitWlN+A4q7VomOc4/RlgMvvuANVeXlZu5/1ra347IoV2PepT2XtPnLG3/89YKDiYqhTAIDhChZdppMJHgEgc3Bk+IzFMgw2QLEAUE4KJ21QuRYAmYA91Sk6AunB6zXUVsCAweYAACwAVpJw2uGMXvp6ZKJc5kicFB3hvKry8nQ5LD+rrMwah/8NODjxCADlrKjNOJtqEJ2PYsvk9CqANIgMODgZrgAUFIhOQHoJS8Y6nEb0YQ4HdwG0DAMOToYrAKWlohOQXkIqjwCQsdntsUvfiMzBgIOT4QqA1wuctXIlmVhHikcAyNgcUg6tU0/ZNWSI6AQDZrgCABjy50yXoT3BIwBkbPZ0UHQE0oPNBhQXi04xYCwAlLOiKQUZu+EuVCHq5Uh1iI5AeigtBQy4gZnxEoMFwEoiBttek+g0WVbhjLWIjkF6MOigZMgCUF4uOgHppUNmASBjcrljkJDbOwHSIDHooGTIAlBQAJy1tTSZWGvafekbEeUgl71LdATSC48A6EeSgLIy0SlIDw1RFwa28zhRbnCn20RHID0YeEAyZAEADHvEhQYonpGRcPNqADIeV0+D6Aikh8JCwGHMxyjDFoCqKtEJSC/dDp4GIGOxO1OwJUOiY5AeqqtFJ7hshi0Aw4eLTkB6OaFyIiAZi8vBwd8yDDwYGbYA+HyGXHeBLkNTgkcAyFjcMq//t4wRI0QnuGyGLQCAoYsXDcCJHjsyNkV0DKJ+cyWbRUcgPRQUAIGA6BSXzdAFwMDFiwZAhYSom6cByBhkGXDFmkTHID0YfBAydAHgEQDraFc8oiMQ9YvLE4WkpkXHID0YfBAydAHweg25AyNdhsM9XtERiPrFq3D5X8vgEQCxDF7AqJ9aepxIObk9MOW+vJ7DoiOQHoqKDL83PQsAGUaHk0cBKLc5XEk44idExyA9mGDwMXwBqKkBFE4Qt4TjGRYAym1eZ7voCKSXUaNEJ7hihi8ALpcpihj1w+GIB6pi+D9ZMjFv6pjoCKQHu50FIFeMGyc6AekhpcoIeXg1AOUmRVHhiR4VHYP0MHq0VgIMzhQF4KqrtA2ZyPyaJZ4GoNzk8QR5+Z9VjB0rOsGgMEUB8HqBoUNFpyA9HIzlgdsDUy7ySlz8xxIUBRgzRnSKQWGKAgCYppDRJXQnbehxO0XHIOpDAuCNHRIdg/RQUwM4zfEYxAJAhnOClwNSjnF5Y7Alw6JjkB5MNNiYpgAEAkBFhegUpIe9Mb/oCER9+G0NoiOQHmQZqK0VnWLQmKYAAKYqZnQRJ+MORL3cIphygywDvvAu0TFID0OHapPOTMJUBaCujlcDWMUxm3G34CRz8eZ1QUnHRMcgPdTViU4wqExVAPLzDb83A/XT7pCPiwJRTgionPxnCQ4HC0CumzpVdALSQzwjozMvT3QMsji7Iw1P6IDoGKSH8eO1EmAipisAY8cCXCzOGg6keBqAxPK5WyFBFR2D9GDCZ5emKwCKAkycKDoF6eFIxM0tgkmoQHy36Aikh9JSoLpadIpBZ7oCAJiyqNF5qJDQ7OYlgSSG2xuDo4db/1rClCmiE2SFKQtAaSlQVSU6BelhdywALg1MIvhtx0VHID0oCjBpkugUWWHKAgDwKIBVdMTtiOZxTQDSlyyrvPbfKq66yrQTy0xbACZMMM1yzXQJ+6V80RHIYvx5J6Gke0THID1MmyY6QdaYtgA4HDwKYBV7Q3lIusx1eQ7lLglAQXyb6Bikh7IybfMfkzJtAQCAq6/WTt+QuamQcNhZKDoGWUSePwhH/KToGKSHa64RnSCrTF0A/H7TLdxEF7Cj24e0wyY6BllAYWqH6Aikh0DA9AOIqQsAoBU47g9gfilVRoOnQHQMMjlPXhSuKHf+s4Srr9Z2ejIxc3930C4JHD1adArSw9ZQACrP+VAWFUp7REcgPbjdlphEZvoCAADXXis6AekhllbQksflgSk7XO44vKH9omOQHmbONN26/+djiQIwdKgpV3Gk89gWy+c5H8qKAttB0RFID3a7VgAswBIFAADmzBGdgPTQlbCj3cflgWlw2Z0p+EIfiI5Bepg8GfB6RafQhWUKQG2tdkknmd/2RAG4PDANpgJXPSRkRMegbFMUSz1btEwBkCRg/nzRKUgPrT1OdAR8omOQSdidKQS6t4iOQXqYNg3IzxedQjeWKQCAdhSAcwGsYUOs2PSX8JA+ih37IKsp0TEo2+x2YO5c0Sl0ZblHyAULRCcgPXQm7Gjy54uOQQbn8sThC+0UHYP0MHs2kJcnOoWuLFcAhg8HRo0SnYL0sD5UiIyN6wLQ5SuRt0GCKjoGZZvbbalz/6dZrgAAwMKFvFLMCnrSCg57i0THIIPK84XgCR8WHYP0MHcu4HKJTqE7SxaAsjJgyhTRKUgPW7rzuVMgDZgkASXJDaJjkB4KCy1z3f+HWbIAAMC8eZZY6Mny0qqE3Y5i0THIYAL+E3D0tImOQXq48UbLbhtr2QLg81nylI8l7e72IeZ1i45BBqEoKoqi60XHID0MHQqMGyc6hTCWLQCAVgCKeIrYEraoJaIjkEEU+I7DlgyJjkHZJsvAokWiUwhl6QJgs1n+928Zx6JudPq5RDBdnN2RRkE3z/1bwtVXW355WEsXAACoqQEmThSdgvSwJlbCywLpokqd2yFnkqJjULYVFAA33CA6hXCWLwAAcPPN2mWgZG7hpA37vTwVQOfn83chL7RPdAzSw6JF2sp/FscCAG3jp4ULRacgPWwNBhDN84iOQTlGsWVQGlsjOgbpYfx4rgZ3CgvAKVOmAMOGiU5BelibKuM+AdRHifcAJ/5ZgcsF3Hqr6BQ5g4+Cp0gScPvtlr0c1FJO9DhQ7+flH6Tx5kXgD24VHYP0sGCB5db7vxgWgLOUlADXXis6BelhXVcBerg2gOUpioqy5Bqu928F1dXA9OmiU+QUFoAPmTsXqKgQnYKyLQMJa9M8FWB1xXkHYY93iI5B2eZ0Ah/9KDeB+RA++n2IogBLl3KZYCto7XHiKE8FWJY3L4L84CbRMUgPt96qrflPfbAAnEdREeeJWMW6rgIuE2xBiqKiLLFadAzSw4QJwOTJolPkJBaAC5gyRbtahMxNhYSVyXIuEGQxZd4dsCc6RcegbMvP12Z303mxAFzEHXcAgYDoFJRtnQk7trmHAOD5QSsoCLTC171bdAzKNlkGlizRLv2j82IBuAiXS/v74bwR89sXykNToEB0DMoyt7cHJd0rRccgPVx3nbbbH10QC8AlDBvGSwOtYnWwmKsEmphiy6A8+S4kNS06CmVbVRVw/fWiU+Q8FoB+mDePRdIKMpDwTrwcabtNdBQaZBKAIe5tPO9vBW63dikXL/G9JP6E+kGWgU98gvMBrKA7acNmZzk4H8BcCvObuNGPFcgy8LGPabv90SWxAPST16uVAG4gZX6Hwh4cy+f6AGbhyYuiqIuX/FnCTTdpe7xTv7AADEBFBbB4segUpIe1XYUI+7yiY9AVstnTKI+vgISM6CiUbZMnA7Nni05hKCwAA1RXB8yZIzoFZZsKCSti5Ug5ecjHqCQJKHds5C5/VlBVxev9LwMLwGW48UZg9GjRKSjbIikF70pVXCTIgCQAQ3y74IkcER2Fss3n087P2jh5d6BYAC6DJGmTTIuLRSehbDvR48A6ZyVnFBtMcX49/N07RMegbLPZgE9+UisBNGB8VLtMLpf2d+fmMvKmVx9xY3seVwo0ivzACRR2rRUdg/Rwxx1AZaXoFIbFAnAFiouBu+/mlQFWsLvbh0OBEtEx6BLyfCGUBleIjkF6WLgQmDRJdApDYwG4QtXVwMc/rm0jTOa2IViAZi4XnLPc3h6UR97gjH8rmDOHs7EHAQvAIBg9GvjIR7hngBWsDJYg6Of5xlzjcKZQkXgLciYpOgpl29Sp2rN/umIsAIOkrg649VbRKSjbVEh4MzQEUS/3DMgVii2DSrwDWzIsOgpl29ixvNxvELEADKKZM4EbbhCdgrItpcp4K16BhNspOorlyYqKSsf7cMRPio5C2TZiBNf4H2T8SQ6yG27QigCZWzSl4I1UFUuAQIqiosq1Du7oMdFRKNsqKrTLrnit/6BiAciCW2/l5FQrCCdteD1ZjbjbJTqK5SiKikrnWrgjR0VHoWwrKQE+/WnAybI92CRVVVXRIcxIVYGXXwa2bBGdhLLNY0vjFkcDnNEe0VEsQRv834M7elx0FMq2IUOAe+7RdmOjQccCkEWqCrz+OrB+vegklG1uJY1bnA1wsQRklWLLoMqxBq5oo+golG1VVcBnPqOtukZZwQKgg+XLgdXcjdT0XEoat7ga4Y7EREcxJcWWQZV9NVyxJtFRKNuGD9dWWXM4RCcxNRYAnaxaBazgAmWmxxKQHTZ7BlW2VXDGmkVHoWwbNUrb3IdLrGYdC4CO1q3TTgmQuTnlDG7xNMITjoqOYgo2expVyko4e1pFR6Fsu+oq4GMf49KqOmEB0NnmzcArr2jzA8i87HIGN3ub4QtxcZorYXemUCWthKOnTXQUyra6OuCjH+V1/jpiARBg927ghReAJFctNTUJKm4InMCQYKfoKIbk9sZQGX8LSioiOgpl29VXAzfdxPXUdcYCIEhTE/DMM0AoJDoJZdv0QBdGd7fxsM8A+P2dKAu9DVlNiY5C2STLwKJFwLRpopNYEguAQMGgVgJaWkQnoWwb44tgarQZUjotOkrOK84/jqKuNaJjULa5XNpWqjU1opNYFguAYIkE8Ne/Avv2iU5C2TbEHcd1mUbY4jz3cz6yDJTl7YK/e4foKJRthYXaZX7FxaKTWBoLQA5QVeDNN4H33xedhLItz57CQkcTXLxMsA+bPYMKxzq4I/Wio1C2DRumXebn4Y6aorEA5JDNm4FXXwUyGdFJKJtsUgYLfS3I7+YEEABwuhKoUN+FI94uOgpl26RJwOLFvMwvR7AA5Jj6euC55zg50OwkqLgmvwNDg+2WnhyY5wthSHQ5lDSPiJiaogALFwKzZ4tOQmdhAchBkYh2meDBg6KTULaN8EYxI9kCJWGteQGyDBT7DqEguEF0FMq2ggJtcZ+KCtFJ6ENYAHKUqgLvvactH8xTAubmsaUxz90Cv0UWDXK4kiiX1nJNfysYN0475M8NfXISC0COO35cOyUQDIpOQtk2w9+JUeGTpm58gUAHSkPvQs7ERUehbLLZgJtvBmbMEJ2ELoIFwABiMeDFF3mpoBVUuHtwjdoMe09CdJRBpSgqSr174O/eLjoKZVtRkXbIf8gQ0UnoElgADOT994G33wa4loy5OeUMbvC1odAkh31cnjjK06vgiJ8UHYWyra4OuOMObuNrECwABtPWph0NaOLpU9Ob5O/G2EibYVcPlADkB1pQ0r0KkmrM74H6yevVlvQdN050EhoAFgADymS0CYLvvsujAWaX70hijusE/AZbM8DpTqBM3gx35KjoKJRt48drgz8X9jEcFgADa2sDXnoJaGgQnYSy7SpfGBPjbTl/uaAsA4X+ehQG1/NZv9nl5QG33cZn/QbGAmBwqgps2AAsX67tK0Dm5ZQzmOM7ibJgF4Dc+2/rzYugNLmW5/rNTpKAqVO1hX14eZ+hsQCYRDCoLSO8f7/oJJRtVZ4ezEQrnNEe0VEAAIotg1LPXs7wt4KiIm2S3/DhopPQIGABMJn9+7WNhU7ySZipyVAxI9CJEeF2SGlx6wYE/O0oib4HJRURloF04HIBc+cCs2ZxHX8TYQEwoXQa2LRJmyQY4xLrplboTOJqR5vuqwg6XQmU2rbCEz6s6/2SzmQZmDYNmDePk/xMiAXAxGIxYOVKYONGXi1gdsO8MUzGSXgi0azej92ZQpHrAPzB7ZBycB4CDaJRo7TV/EpKRCehLGEBsID2du20AFcSNL9aXxjjU+1wxgZ3foDNnkGh5ygC3Zshq6lB/dqUY0pKtIF/1CjRSSjLWAAs5PBhbSVBLiJkbhJU1PlDqI23wxa/sktDFEVFvq8BBaFNUNK5MemQssTn087zT5umHfon02MBsKCDB7VTA8ePi05C2aRIKqb4g6iJtkNJDuxZuywDAV8LiiIbOMHP7AIB4NprgSlTtE18yDJYACzsyBFg1SrtNZmXXc5ghr8T1eFOyKmLTwaRJMDv70BRz0bY4x06JSQhCgqA664DJk3izH6LYgEgHDumFYGDB0UnoWxyyhlM9gUxtKcTtnjfFQVlRUUgrw0FPds48JtdcbE28NfV8VC/xbEAUK/GRmD1am2yIP8qzEuGign+EEalOuFNRpDvbUB+eBuUVHavICDBhgzRDvWPH68d6iHLYwGgc3R1AZs3A1u2ABGe/jWligptTZc6fz3kDeu01pcRt6AQZYnNpq3VP2MGUF0tOg3lGBYAuqB0Gti9W1tH4Ngx0WnoSsmyNhbMmnWesaCrS/tFb9nC1aPMoKAAmD5dm9jHBXzoAlgAqF/a2rTxYccOIB4XnYYGorxcm+dVV6dt235RqZR2NGD7dm1SCI8KGIckAaNHa8/2R43iYX66JBYAGpB4HNi1C/jgA+DoUY4Pucrn0wb8SZOAsrLL/CLhMLBzp1YGWloGNR8NotJS7bz+pElAfr7oNGQgLAB02cJh7RTBrl3aKQL+JYlltwO1tcDkyUBNzSBP8G5p0YrAzp3aL57EKirSBv0JE7QCQHQZWABoUHR3nzky0NgoOo11OJ3a0d7aWu3F6czyHWYy2sIR+/ZpW092dWX5DqlXfv6ZQb+8XHQaMgEWABp0nZ3A3r3AoUNAfT2QTF76c6j/CguBMWO0AX/oUMFruLS2akVg3z6t+fHhZPBIkjbQjxyp/bKrqkQnIpNhAaCsSqW00wOHDmkvra0cIwZKlrVZ+2PGaC85uzlbJKKVgf37tV924sr2IbAkv18b8EeO1M7jcAY/ZRELAOkqHNY2JTp0SDuS3N0tOlHucTi0J3tDh2ovVVXa+wwlk9HmDRw7duaFcwfO5XRqv+TTg37OtjsyIxYAEioU0o4cNzWdeW21y9Dz8s4M9kOHagu2mXKF1o6OvoXg5EnRifRls2m/3IoKoLJSeykq4uV6JAwLAOWcjg6tDDQ2As3N2jhhhhUJ7XbtCV5p6ZnXpaXaZmyWFItpC0ycfjlxQnsdNcGSxA6HNrgPGaIN9BUV2vWY3HSHcggLABlCPK4Vg/b2c1/n0nhht2vX4Pv92sBeXHxmoM/P55O9folE+paCri7tXFEolFuHhxwObUZmYaE22J/9dl6e6HREl8QCQIbX06OND+Gw9hKJaK9jsb4v8bi2vHEmc+b16bc//L/AZtMGc4fjzOuz33a5tEHe7z8z4Pt8gNst5mdgGcnkmTJw9utIRPtYInHm9dlvp1J9f8mSpJ1nkWXtWfnZr+127Rd5+sXj0ZZQ9Hq1gf30i88n7udANAhYAIigjQ2ny4DNZtJz8FamqloJOHvgJ7I4FgAiIiILYg0mIiKyIBYAIiIiC2IBICIisiAWACIiIgtiASAiIrIgFgAiIiILYgEgIiKyIBYAIiIiC2IBICIisiAWACIiIgtiASAiIrIgFgAiIiILYgEgIiKyIBYAMi1udElEdGE20QHIGh566CG88MILF/z4j370I9x5552X/fXvueceAMBTTz0FAPjLX/6CQ4cO4aGHHrrsr0nmds8992DDhg193me321FcXIx58+bhq1/9KgKBwDl/W0RmwQJAuikpKcHjjz9+3o8NHTr0ir72I4880uffTzzxBGbOnHlFX5PMb9y4cX3+dpLJJHbt2oWf/OQn2LNnD5555plz/raIzIIFgHTjcDgwefLkrHztUaNGZeXrkrnl5eWd8zc5Y8YMRCIR/PznP8f27duz9jdLJBrnAFDOuOeee/B//s//wYMPPoipU6fivvvuQ0NDA2pra/H888/3ue1DDz2E+fPn9/nc04dq58+fj8bGRrzwwguora1FQ0MDMpkMfvazn2H+/PmYMGEC5s+fj5/85CdIJpO6fo9kDBMmTAAANDU19fnbAoBMJoP//u//xsKFCzFhwgTcfPPN55weOH78OP73//7fmDVrFiZNmoRPfOITWLlypa7fA9Gl8AgA6SqVSp3zPkVRIEkSAOC1117DLbfcgl/84hdIp9OXdR+PP/447rvvPowbNw73338/SktL8etf/xp/+MMf8K//+q+orq7G9u3b8dOf/hR2ux0PPPDAFX1PZD5HjhwBAFRXV5/zsW9961t4/vnn8aUvfQlTpkzBxo0b8f3vfx/d3d34+7//e2QyGXzpS19CSUkJfvSjH8Fms+H3v/897r//fixbtgzDhg3T+9shOi8WANJNY2Mjxo8ff877v/KVr+D+++8HAMiyjEcffRQejwcA0NDQMOD7GTduHBwOBwoLC3sP327YsAHjx4/H0qVLAQAzZ86E2+1GXl7eZX43ZAaqqvYppcFgEBs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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "diagram = venn2_unweighted([A, B], set_labels = ('Fruits', 'Pies'), set_colors=(\"blue\", \"red\"), alpha=0.5)\n", + "diagram.get_label_by_id(\"10\").set_text(\"\\n\".join(A - B))\n", + "diagram.get_label_by_id(\"11\").set_text(\"\\n\".join(A & B))\n", + "diagram.get_label_by_id(\"01\").set_text(\"\\n\".join(B - A))\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/02_activities/assignments/participation/ass1_classnotes.md b/02_activities/assignments/participation/ass1_classnotes.md new file mode 100644 index 000000000..65a0fae72 --- /dev/null +++ b/02_activities/assignments/participation/ass1_classnotes.md @@ -0,0 +1,667 @@ +Why Data Visualization Matters + +Data science insights lose impact if not communicated clearly. + +Visuals often convey complex information better than text/numbers. + +Historical case studies: + +John Snow (1854): Cholera map traced outbreak to a water pump → origin of epidemiology. + +Florence Nightingale (1858): Rose diagram showing soldier deaths → advocated for better army medicine. + +Charles Minard (1869): Napoleon’s Russian campaign losses → storytelling through visualization. + + + + + +Case Study: Challenger Disaster (1986) + +Shuttle exploded due to O-ring failure. + +Edward Tufte (1997) argued poor visualization hid risks; his graph showed O-ring damage increased at lower temperatures. + +Debate: Robison later claimed Tufte misrepresented data. + +Lesson: Visualization choices can save lives—or mislead. + + + + + +What Makes a “Good” Visualization + +Aesthetic: Pleasing to look at. + +Substantive: Accurate and honest representation of data. + +Perceptual: Clear message, easy to understand. + +Must consider context, audience, and data structure. + +No universal rules—requires judgment. + + + + + +Tools for Data Visualization + +Excel / Google Sheets / LibreOffice Calc + +Easy, point-and-click, static visuals. + +Common “first-line” tool. + +Tableau / Tableau Public + +Interactive, dynamic dashboards. + +Paid (except Tableau Public). + +Power BI + +Business intelligence, drag-and-drop visuals. + +Paid, industry/government use. + +R + +Free, reproducible, coding required. + +Libraries: ggplot2, Plotly, RColorBrewer. + +Python + +Free, reproducible, coding required. + +Libraries: Matplotlib, Plotly, Seaborn. + + + + + +Course Focus + +Step-by-step walkthroughs in Python (Matplotlib). + +General design principles apply across tools. + + + +Introduction to Matplotlib + +Basics + +Matplotlib: Open-source Python package for data visualization (created 2003, inspired by Matlab). + +Figure: Container for plots. + +Axes: The actual plot/graph inside a figure. + +Artists: Visual elements (lines, labels, legends, ticks, etc.) belong to axes. + + + + + +Anatomy of a Figure + +Figure → plt.figure() + +Axes → fig.subplots() + +Title → ax.set_title() + +Labels → ax.set_xlabel(), ax.set_ylabel() + +Ticks → ax.xaxis, ax.yaxis (major/minor locators & formatters) + +Grid → ax.grid() + +Legend → ax.legend() + +Lines/Markers → ax.plot(), ax.scatter() + + + + + +Creating Plots + +Import libraries: numpy, matplotlib.pyplot, pandas, scipy, PIL, requests + +Sample data: np.random.seed(613) x = np.arange(50) y = np.random.randint(0, 100, 50) + +Basic plots: + +Scatter → ax.scatter(x, y) + +Bar → ax.bar(x, y) + +Line → ax.plot(x, y) + +Histogram → ax.hist(y) + + + + + +Labels & Titles + +Add labels: ax.set_title("Title") ax.set_xlabel("X-axis") ax.set_ylabel("Y-axis") + +Customize with fontdict (family, color, size). + +Position labels with loc. + + + + + +Customizing Appearance + +Markers: marker='*', markersize=12 + +Colors: Named colors or hex codes (color="#7425b9") + +Lines: linestyle='--', linewidth=2 + +Marker edges/faces: markeredgecolor, markerfacecolor + +Gridlines: ax.grid(axis='y', color="blue", linewidth=2, linestyle='-.') + + + + +Reproducible Data Visualization + +Why Reproducibility Matters + +Case Study (2016 cancer research images): + +Images were manipulated → paper retracted. + +Dr. Elisabeth Bik uncovered duplications → led to 172 retractions, 300+ corrections. + +Shows how untrustworthy visuals undermine science. + +Key Point: If visualizations don’t represent real data, we can’t trust conclusions. + + + + + +What is Reproducibility? + +Work is reproducible if data, code, and methods are available for others to check. + +Someone should be able to repeat steps and get the same result. + +Increasingly required in academic and professional contexts. + +Ethical: Transparency and accountability in decisions. + +Practical: Easier editing, version control, reuse of past work. + + + + + +Best Practices for Reproducible Visualization + +Work programmatically + +Use code (R, Python) instead of manual tools (Illustrator). + +Use plain text + +Scripts (.py, .R, .txt), not Word docs. + +Final plots should be generated directly from code. + +Comment your code + +Explain choices, make it understandable for future use. + +Follow FAIR principles + +Findability, Accessibility, Interoperability, Reusability. + +Ensures datasets can be located, accessed, and reused. + + + + + +Key Terms + +Reproducibility: Same results using same data, code, and methods. + +Replicability: Consistent results across independent studies with new data. + +Reusability: Others can reuse your dataset and methods. + + + + +Choosing the Right Visualization + +Core Idea + +Choosing the right visualization depends on purpose, audience, medium, and data type. + +Visualizations are never fully neutral—design choices shape perception. + +Goal: balance aesthetic, substantive, and perceptual qualities. + + + + + +Case Studies + +Gun Violence (Periscopic, 2018): Emotional visualization showing “years stolen” → persuasive, supports a cause. + +Washington Post Active Shooter Chart: Neutral bar chart → “blank page” style, lets audience interpret. + +NYT Jobs Report (2012): Same data shown differently for Republican vs. Democrat perspectives → both factual, but framed differently. + +Lesson: Visualizations can be factual but not neutral; they are rhetorical objects. + + + + + +Key Principles + +Visualization Qualities: + +Aesthetic → pleasing to look at. + +Substantive → accurate and honest. + +Perceptual → clear message. + +Purpose: Persuading, comparing, evaluating, exploring. + +Audience: Age, education, expertise, accessibility. + +Medium: Print, web, poster, presentation. + +Dataset Types: Tables, networks, fields, geometries, trees. + +Attribute Types: Categorical, ordinal, quantitative; ordering can be sequential, diverging, cyclic. + + + + + +Cognitive Psychology in Visualization + +Gestalt Principles: + +Proximity, similarity, continuity, closure, enclosure, connection → guide how people group and interpret visuals. + +Cognitive Load: + +Intrinsic (complexity of info), germane (audience familiarity), extraneous (presentation style). + +Reduce extraneous load by using familiar chart types, clear layouts, side-by-side comparisons. + +Avoid 3D charts unless necessary → increases cognitive load and misleads. + + + + + +Perceived Objectivity + +Conventions that reinforce trust: + +2D images, clean layouts, geometric shapes, cited data sources. + +Provenance rhetoric: Including sources signals transparency and increases persuasiveness. + + + + + +Resources for Choosing Visualization Types + +Data Visualization Catalogue: Charts categorized by function (comparison, proportion, relationship, hierarchy). + +Financial Times Visual Vocabulary: Interactive guide linking chart types to functions (deviation, correlation, ranking, distribution, change over time, part-to-whole, magnitude, spatial, flow). + + + +Customizing Plots in Matplotlib + +Key Customization Features + +Legends + +Add labels with label argument in ax.plot() or ax.scatter(). + +Display with ax.legend(loc='lower right'). + +Modify with arguments: frameon, fontsize, ncol, shadow. + +Move outside plot using bbox_to_anchor. + +Text & Annotations + +Add text with ax.text(x, y, "message"). + +Customize with alignment (ha), color, size. + +Position relative to data, axes, or figure using transforms (transData, transAxes, transFigure). + +Use ax.annotate() for arrows + text → highlight important points. + +Arrow styles customizable with arrowprops. + +Axis Labels & Ticks + +Remove ticks/labels: NullLocator() or NullFormatter(). + +Limit ticks: MaxNLocator(n). + +Set intervals: MultipleLocator(interval). + +Rotate labels: plt.xticks(rotation=45, ha='right'). + +Customize axis titles with plt.xlabel() and fontdict. + +Styles + +Pre-made styles change multiple aesthetics at once. + +View available styles: plt.style.available. + +Apply style: plt.style.use('fivethirtyeight'). + +Styles affect colors, gridlines, fonts, etc. + + + +Subplots & Combining Visualizations (Matplotlib) + +Key Concepts + +Figures & Axes + +Figure = container; Axes = actual plot. + +Multiple axes (subplots) can be arranged in grids or mosaics. + +All visual elements (labels, legends, text, etc.) belong to axes. + + + + + +Subplots + +Basic grid subplots: fig, (ax1, ax2) = plt.subplots(ncols=2, nrows=1, figsize=(7,3)) + +Example: scatter plot on ax1, bar chart on ax2. + +Mosaic layout: + +Use plt.subplot_mosaic() for flexible arrangements. + +Reference axes by labels (someaxes["ax1"]). + + + + + +Layout Adjustments + +Problem: Large labels/titles can overlap or get cut off. + +Solutions: + +tight_layout() → adjusts spacing for labels/ticks. + +constrained_layout=True → also fits legends/colorbars neatly. + + + + + +Combining Visualizations + +Multiple plots on one axes: + +Call multiple plot methods on the same ax. + +Example: ax.bar() + ax.plot() together. + +Add annotations, shapes, etc. as usual. + + + + + +Error Information + +Add error bars: ax.errorbar(x, y, yerr=y_sd, fmt="none") + +Customize with ecolor, elinewidth, capsize, capthick. + +Use errorevery to show error bars at intervals. + + + + + +Adding Images + +Load images with PIL + requests. + +Overlay image axes on figure: ax_image = fig.add_axes([x, y, width, height]) ax_image.imshow(image) ax_image.axis('off') + +Useful for combining graphics with plots (e.g., character images + data). + + + + + +Saving Visualizations + +Save with: plt.savefig(path+filename, dpi=300) + + +Accessible Data Visualization + +Why Accessibility Matters + +Inaccessible visualizations exclude audiences and can even harm them. + +Case studies: + +Daily Routines of Famous Creative People → looks good but fails for colourblind users (no labels, colours indistinguishable). + +Flattening the Curve (COVID-19) → effective for many, but inaccessible to people with visual impairments (no alt-text, no tactile versions). + +Accessibility is both an ethical responsibility and a practical necessity. + + + + + +Government of Canada Principles + +Make information clear, concise, easy to use. + +Present in predictable, barrier-free ways. + +Provide barrier-free interaction. + +Ensure compatibility with assistive technologies. + + + + + +Practical Guidelines + +Colour + +Use luminance (brightness) and saturation for ordered data. + +Use hue for categorical data. + +Larger areas = easier colour distinction. + +Test with colour blindness simulators. + +Maintain contrast (check with WebAIM Contrast Checker). + +Use Viridis colormap (works in R and Python) → colourblind-friendly, readable in grayscale. + +Don’t rely only on colour → add patterns, textures, or labels. + +Text + +Labels & legends: every element should be described. + +Fonts: sans-serif (Arial, Helvetica, Verdana) more accessible; avoid too many typefaces. + +Font size: ≥12pt; spacing matters. + +Monospaced text often easier to read. + +Image Descriptions + +Alt-text: plain language, include essential info. + +For graphs: describe chart type, axes, trends, clusters, context. + +Four levels of description: + +Chart elements (title, labels, colours). + +Stats (mean, outliers, comparisons). + +Trends/patterns (clusters, exceptions). + +Context/interpretation (social/political). + +Blind participants prefer factual (levels 2 & 3) over editorialized (level 4). + + + + + +Technical & Distribution Considerations + +Cross-browser functionality: test in Chrome, Firefox, Edge, Safari. + +Cost barriers: subscription-only publications limit access → use Open Access, Creative Commons. + +User testing: best way to check accessibility. + + + + +Data Visualization as Advocacy + +Why Advocacy Matters + +Data visualization can be used not just to inform, but to persuade and advocate for causes. + +Examples from history and modern times show how visuals shape public opinion and policy. + + + + + +Historical & Modern Case Studies + +Florence Nightingale (1858): Rose diagram → advocated for better army medicine. + +Gun Killings in the US (Periscopic, 2018): Emotional visualization showing “years stolen” → highlights gun violence. + +Brooks Slave Ship Diagram (1788): Showed inhumane conditions → provoked horror, supported abolition. + +Abolitionist Slogans & Art: Emotional/moral appeals on everyday objects. + + + + + +Modes of Persuasion (Aristotle) + +Rational appeal: Facts and evidence. + +Moral appeal: Ethical values and justice. + +Emotional appeal: Empathy, outrage, compassion. + +Effective advocacy often combines all three. + + + + + +Functions of Advocacy Visuals + +Presentation: Objective depiction of facts. + +Representation: Subjective framing using metaphor, analogy, or emotional cues. + +Most advocacy visuals blend both. + + + + + +Form + +Beyond static charts → new mediums (art, installations, interactive visuals). + +Examples: + +Pulse (2012) → video visualization. + +Watermarks (2009) → public art marking future flood levels. + +Untitled (Ross) (1991) → installation representing loss from AIDS. + + + + + +Representation + +Visualizations are rhetorical objects → choices about what data to show/exclude. + +Example: binary gender data excludes nonbinary identities. + +“What gets counted counts” → but exclusions reinforce power structures. + +Data can include stories, art, lived experiences—not just numbers. + + + + + +Credit + +Visualizations rely on unseen labour (data collectors, designers, IT staff, caregivers, etc.). + +The “Diverse Economies Iceberg” metaphor → much work is invisible. + +Giving credit makes hidden contributions visible and valued. + + + + + + + + \ No newline at end of file diff --git a/02_activities/assignments/participation/assignment1.md b/02_activities/assignments/participation/assignment1.md new file mode 100644 index 000000000..65a0fae72 --- /dev/null +++ b/02_activities/assignments/participation/assignment1.md @@ -0,0 +1,667 @@ +Why Data Visualization Matters + +Data science insights lose impact if not communicated clearly. + +Visuals often convey complex information better than text/numbers. + +Historical case studies: + +John Snow (1854): Cholera map traced outbreak to a water pump → origin of epidemiology. + +Florence Nightingale (1858): Rose diagram showing soldier deaths → advocated for better army medicine. + +Charles Minard (1869): Napoleon’s Russian campaign losses → storytelling through visualization. + + + + + +Case Study: Challenger Disaster (1986) + +Shuttle exploded due to O-ring failure. + +Edward Tufte (1997) argued poor visualization hid risks; his graph showed O-ring damage increased at lower temperatures. + +Debate: Robison later claimed Tufte misrepresented data. + +Lesson: Visualization choices can save lives—or mislead. + + + + + +What Makes a “Good” Visualization + +Aesthetic: Pleasing to look at. + +Substantive: Accurate and honest representation of data. + +Perceptual: Clear message, easy to understand. + +Must consider context, audience, and data structure. + +No universal rules—requires judgment. + + + + + +Tools for Data Visualization + +Excel / Google Sheets / LibreOffice Calc + +Easy, point-and-click, static visuals. + +Common “first-line” tool. + +Tableau / Tableau Public + +Interactive, dynamic dashboards. + +Paid (except Tableau Public). + +Power BI + +Business intelligence, drag-and-drop visuals. + +Paid, industry/government use. + +R + +Free, reproducible, coding required. + +Libraries: ggplot2, Plotly, RColorBrewer. + +Python + +Free, reproducible, coding required. + +Libraries: Matplotlib, Plotly, Seaborn. + + + + + +Course Focus + +Step-by-step walkthroughs in Python (Matplotlib). + +General design principles apply across tools. + + + +Introduction to Matplotlib + +Basics + +Matplotlib: Open-source Python package for data visualization (created 2003, inspired by Matlab). + +Figure: Container for plots. + +Axes: The actual plot/graph inside a figure. + +Artists: Visual elements (lines, labels, legends, ticks, etc.) belong to axes. + + + + + +Anatomy of a Figure + +Figure → plt.figure() + +Axes → fig.subplots() + +Title → ax.set_title() + +Labels → ax.set_xlabel(), ax.set_ylabel() + +Ticks → ax.xaxis, ax.yaxis (major/minor locators & formatters) + +Grid → ax.grid() + +Legend → ax.legend() + +Lines/Markers → ax.plot(), ax.scatter() + + + + + +Creating Plots + +Import libraries: numpy, matplotlib.pyplot, pandas, scipy, PIL, requests + +Sample data: np.random.seed(613) x = np.arange(50) y = np.random.randint(0, 100, 50) + +Basic plots: + +Scatter → ax.scatter(x, y) + +Bar → ax.bar(x, y) + +Line → ax.plot(x, y) + +Histogram → ax.hist(y) + + + + + +Labels & Titles + +Add labels: ax.set_title("Title") ax.set_xlabel("X-axis") ax.set_ylabel("Y-axis") + +Customize with fontdict (family, color, size). + +Position labels with loc. + + + + + +Customizing Appearance + +Markers: marker='*', markersize=12 + +Colors: Named colors or hex codes (color="#7425b9") + +Lines: linestyle='--', linewidth=2 + +Marker edges/faces: markeredgecolor, markerfacecolor + +Gridlines: ax.grid(axis='y', color="blue", linewidth=2, linestyle='-.') + + + + +Reproducible Data Visualization + +Why Reproducibility Matters + +Case Study (2016 cancer research images): + +Images were manipulated → paper retracted. + +Dr. Elisabeth Bik uncovered duplications → led to 172 retractions, 300+ corrections. + +Shows how untrustworthy visuals undermine science. + +Key Point: If visualizations don’t represent real data, we can’t trust conclusions. + + + + + +What is Reproducibility? + +Work is reproducible if data, code, and methods are available for others to check. + +Someone should be able to repeat steps and get the same result. + +Increasingly required in academic and professional contexts. + +Ethical: Transparency and accountability in decisions. + +Practical: Easier editing, version control, reuse of past work. + + + + + +Best Practices for Reproducible Visualization + +Work programmatically + +Use code (R, Python) instead of manual tools (Illustrator). + +Use plain text + +Scripts (.py, .R, .txt), not Word docs. + +Final plots should be generated directly from code. + +Comment your code + +Explain choices, make it understandable for future use. + +Follow FAIR principles + +Findability, Accessibility, Interoperability, Reusability. + +Ensures datasets can be located, accessed, and reused. + + + + + +Key Terms + +Reproducibility: Same results using same data, code, and methods. + +Replicability: Consistent results across independent studies with new data. + +Reusability: Others can reuse your dataset and methods. + + + + +Choosing the Right Visualization + +Core Idea + +Choosing the right visualization depends on purpose, audience, medium, and data type. + +Visualizations are never fully neutral—design choices shape perception. + +Goal: balance aesthetic, substantive, and perceptual qualities. + + + + + +Case Studies + +Gun Violence (Periscopic, 2018): Emotional visualization showing “years stolen” → persuasive, supports a cause. + +Washington Post Active Shooter Chart: Neutral bar chart → “blank page” style, lets audience interpret. + +NYT Jobs Report (2012): Same data shown differently for Republican vs. Democrat perspectives → both factual, but framed differently. + +Lesson: Visualizations can be factual but not neutral; they are rhetorical objects. + + + + + +Key Principles + +Visualization Qualities: + +Aesthetic → pleasing to look at. + +Substantive → accurate and honest. + +Perceptual → clear message. + +Purpose: Persuading, comparing, evaluating, exploring. + +Audience: Age, education, expertise, accessibility. + +Medium: Print, web, poster, presentation. + +Dataset Types: Tables, networks, fields, geometries, trees. + +Attribute Types: Categorical, ordinal, quantitative; ordering can be sequential, diverging, cyclic. + + + + + +Cognitive Psychology in Visualization + +Gestalt Principles: + +Proximity, similarity, continuity, closure, enclosure, connection → guide how people group and interpret visuals. + +Cognitive Load: + +Intrinsic (complexity of info), germane (audience familiarity), extraneous (presentation style). + +Reduce extraneous load by using familiar chart types, clear layouts, side-by-side comparisons. + +Avoid 3D charts unless necessary → increases cognitive load and misleads. + + + + + +Perceived Objectivity + +Conventions that reinforce trust: + +2D images, clean layouts, geometric shapes, cited data sources. + +Provenance rhetoric: Including sources signals transparency and increases persuasiveness. + + + + + +Resources for Choosing Visualization Types + +Data Visualization Catalogue: Charts categorized by function (comparison, proportion, relationship, hierarchy). + +Financial Times Visual Vocabulary: Interactive guide linking chart types to functions (deviation, correlation, ranking, distribution, change over time, part-to-whole, magnitude, spatial, flow). + + + +Customizing Plots in Matplotlib + +Key Customization Features + +Legends + +Add labels with label argument in ax.plot() or ax.scatter(). + +Display with ax.legend(loc='lower right'). + +Modify with arguments: frameon, fontsize, ncol, shadow. + +Move outside plot using bbox_to_anchor. + +Text & Annotations + +Add text with ax.text(x, y, "message"). + +Customize with alignment (ha), color, size. + +Position relative to data, axes, or figure using transforms (transData, transAxes, transFigure). + +Use ax.annotate() for arrows + text → highlight important points. + +Arrow styles customizable with arrowprops. + +Axis Labels & Ticks + +Remove ticks/labels: NullLocator() or NullFormatter(). + +Limit ticks: MaxNLocator(n). + +Set intervals: MultipleLocator(interval). + +Rotate labels: plt.xticks(rotation=45, ha='right'). + +Customize axis titles with plt.xlabel() and fontdict. + +Styles + +Pre-made styles change multiple aesthetics at once. + +View available styles: plt.style.available. + +Apply style: plt.style.use('fivethirtyeight'). + +Styles affect colors, gridlines, fonts, etc. + + + +Subplots & Combining Visualizations (Matplotlib) + +Key Concepts + +Figures & Axes + +Figure = container; Axes = actual plot. + +Multiple axes (subplots) can be arranged in grids or mosaics. + +All visual elements (labels, legends, text, etc.) belong to axes. + + + + + +Subplots + +Basic grid subplots: fig, (ax1, ax2) = plt.subplots(ncols=2, nrows=1, figsize=(7,3)) + +Example: scatter plot on ax1, bar chart on ax2. + +Mosaic layout: + +Use plt.subplot_mosaic() for flexible arrangements. + +Reference axes by labels (someaxes["ax1"]). + + + + + +Layout Adjustments + +Problem: Large labels/titles can overlap or get cut off. + +Solutions: + +tight_layout() → adjusts spacing for labels/ticks. + +constrained_layout=True → also fits legends/colorbars neatly. + + + + + +Combining Visualizations + +Multiple plots on one axes: + +Call multiple plot methods on the same ax. + +Example: ax.bar() + ax.plot() together. + +Add annotations, shapes, etc. as usual. + + + + + +Error Information + +Add error bars: ax.errorbar(x, y, yerr=y_sd, fmt="none") + +Customize with ecolor, elinewidth, capsize, capthick. + +Use errorevery to show error bars at intervals. + + + + + +Adding Images + +Load images with PIL + requests. + +Overlay image axes on figure: ax_image = fig.add_axes([x, y, width, height]) ax_image.imshow(image) ax_image.axis('off') + +Useful for combining graphics with plots (e.g., character images + data). + + + + + +Saving Visualizations + +Save with: plt.savefig(path+filename, dpi=300) + + +Accessible Data Visualization + +Why Accessibility Matters + +Inaccessible visualizations exclude audiences and can even harm them. + +Case studies: + +Daily Routines of Famous Creative People → looks good but fails for colourblind users (no labels, colours indistinguishable). + +Flattening the Curve (COVID-19) → effective for many, but inaccessible to people with visual impairments (no alt-text, no tactile versions). + +Accessibility is both an ethical responsibility and a practical necessity. + + + + + +Government of Canada Principles + +Make information clear, concise, easy to use. + +Present in predictable, barrier-free ways. + +Provide barrier-free interaction. + +Ensure compatibility with assistive technologies. + + + + + +Practical Guidelines + +Colour + +Use luminance (brightness) and saturation for ordered data. + +Use hue for categorical data. + +Larger areas = easier colour distinction. + +Test with colour blindness simulators. + +Maintain contrast (check with WebAIM Contrast Checker). + +Use Viridis colormap (works in R and Python) → colourblind-friendly, readable in grayscale. + +Don’t rely only on colour → add patterns, textures, or labels. + +Text + +Labels & legends: every element should be described. + +Fonts: sans-serif (Arial, Helvetica, Verdana) more accessible; avoid too many typefaces. + +Font size: ≥12pt; spacing matters. + +Monospaced text often easier to read. + +Image Descriptions + +Alt-text: plain language, include essential info. + +For graphs: describe chart type, axes, trends, clusters, context. + +Four levels of description: + +Chart elements (title, labels, colours). + +Stats (mean, outliers, comparisons). + +Trends/patterns (clusters, exceptions). + +Context/interpretation (social/political). + +Blind participants prefer factual (levels 2 & 3) over editorialized (level 4). + + + + + +Technical & Distribution Considerations + +Cross-browser functionality: test in Chrome, Firefox, Edge, Safari. + +Cost barriers: subscription-only publications limit access → use Open Access, Creative Commons. + +User testing: best way to check accessibility. + + + + +Data Visualization as Advocacy + +Why Advocacy Matters + +Data visualization can be used not just to inform, but to persuade and advocate for causes. + +Examples from history and modern times show how visuals shape public opinion and policy. + + + + + +Historical & Modern Case Studies + +Florence Nightingale (1858): Rose diagram → advocated for better army medicine. + +Gun Killings in the US (Periscopic, 2018): Emotional visualization showing “years stolen” → highlights gun violence. + +Brooks Slave Ship Diagram (1788): Showed inhumane conditions → provoked horror, supported abolition. + +Abolitionist Slogans & Art: Emotional/moral appeals on everyday objects. + + + + + +Modes of Persuasion (Aristotle) + +Rational appeal: Facts and evidence. + +Moral appeal: Ethical values and justice. + +Emotional appeal: Empathy, outrage, compassion. + +Effective advocacy often combines all three. + + + + + +Functions of Advocacy Visuals + +Presentation: Objective depiction of facts. + +Representation: Subjective framing using metaphor, analogy, or emotional cues. + +Most advocacy visuals blend both. + + + + + +Form + +Beyond static charts → new mediums (art, installations, interactive visuals). + +Examples: + +Pulse (2012) → video visualization. + +Watermarks (2009) → public art marking future flood levels. + +Untitled (Ross) (1991) → installation representing loss from AIDS. + + + + + +Representation + +Visualizations are rhetorical objects → choices about what data to show/exclude. + +Example: binary gender data excludes nonbinary identities. + +“What gets counted counts” → but exclusions reinforce power structures. + +Data can include stories, art, lived experiences—not just numbers. + + + + + +Credit + +Visualizations rely on unseen labour (data collectors, designers, IT staff, caregivers, etc.). + +The “Diverse Economies Iceberg” metaphor → much work is invisible. + +Giving credit makes hidden contributions visible and valued. + + + + + + + + \ No newline at end of file