{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Movie Data Analysis\n", "\n", "#### Objective:\n", "Conduct exploratory data analysis on movie data\n", "\n", "\n", "### Table of Contents\n", "* [Import and Explore Data](#importandexplore)\n", "* [Converting numeric variables to categorical variables](#convert)\n", "* [Visualization](#visualization)\n", " * [Import visualization libraries](#visuallibraries) \n", " * [Jointplots](#jointplots)\n", " * [Histograms](#histograms)\n", " * [Stacked Histograms](#stacked)\n", " * [KDE Plot](#kdeplot)\n", " * [Subplots()](#subplots)\n", " * [Violinplots vs. Boxplots](#violin_box)\n", " * [Facet Grid](#facetgrid)\n", " * [Coordinates and Diagonals](#coordinates)\n", " * [Building Dashboards](#dashboards)\n", " * [Styling Tips](#styling)\n", " * [Finishing Touches](#styling2)\n", " * [Section Recap](#recap)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Import Libraries" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import os" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'/Users/wmemorgan/Google Drive/Education/Programming/Python_Programming_A-Z/Section_06_Advanced_Visualization'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "os.getcwd()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Import and Explore Data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "movies = pd.read_csv('Movie-Ratings.csv')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "559" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(movies)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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FilmGenreRotten Tomatoes Ratings %Audience Ratings %Budget (million $)Year of release
0(500) Days of SummerComedy878182009
110,000 B.C.Adventure9441052008
212 RoundsAction3052202009
3127 HoursAdventure9384182010
417 AgainComedy5570202009
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" ], "text/plain": [ " Film Genre Rotten Tomatoes Ratings % \\\n", "0 (500) Days of Summer Comedy 87 \n", "1 10,000 B.C. Adventure 9 \n", "2 12 Rounds Action 30 \n", "3 127 Hours Adventure 93 \n", "4 17 Again Comedy 55 \n", "\n", " Audience Ratings % Budget (million $) Year of release \n", "0 81 8 2009 \n", "1 44 105 2008 \n", "2 52 20 2009 \n", "3 84 18 2010 \n", "4 70 20 2009 " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "movies.head()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['Film', 'Genre', 'Rotten Tomatoes Ratings %', 'Audience Ratings %',\n", " 'Budget (million $)', 'Year of release'],\n", " dtype='object')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "movies.columns" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 559 entries, 0 to 558\n", "Data columns (total 6 columns):\n", "Film 559 non-null object\n", "Genre 559 non-null object\n", "Rotten Tomatoes Ratings % 559 non-null int64\n", "Audience Ratings % 559 non-null int64\n", "Budget (million $) 559 non-null int64\n", "Year of release 559 non-null int64\n", "dtypes: int64(4), object(2)\n", "memory usage: 26.3+ KB\n" ] } ], "source": [ "movies.info()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Rotten Tomatoes Ratings %Audience Ratings %Budget (million $)Year of release
count559.000000559.000000559.000000559.000000
mean47.30948158.74418650.2361362009.152057
std26.41309116.82688748.7318171.362632
min0.0000000.0000000.0000002007.000000
25%25.00000047.00000020.0000002008.000000
50%46.00000058.00000035.0000002009.000000
75%70.00000072.00000065.0000002010.000000
max97.00000096.000000300.0000002011.000000
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" ], "text/plain": [ " Rotten Tomatoes Ratings % Audience Ratings % Budget (million $) \\\n", "count 559.000000 559.000000 559.000000 \n", "mean 47.309481 58.744186 50.236136 \n", "std 26.413091 16.826887 48.731817 \n", "min 0.000000 0.000000 0.000000 \n", "25% 25.000000 47.000000 20.000000 \n", "50% 46.000000 58.000000 35.000000 \n", "75% 70.000000 72.000000 65.000000 \n", "max 97.000000 96.000000 300.000000 \n", "\n", " Year of release \n", "count 559.000000 \n", "mean 2009.152057 \n", "std 1.362632 \n", "min 2007.000000 \n", "25% 2008.000000 \n", "50% 2009.000000 \n", "75% 2010.000000 \n", "max 2011.000000 " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "movies.describe()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Rename column names\n", "movies.columns = ['Film', 'Genre', 'CriticRating', 'AudienceRating', \\\n", " 'BudgetMillions', 'Year']" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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FilmGenreCriticRatingAudienceRatingBudgetMillionsYear
0(500) Days of SummerComedy878182009
110,000 B.C.Adventure9441052008
212 RoundsAction3052202009
3127 HoursAdventure9384182010
417 AgainComedy5570202009
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" ], "text/plain": [ " Film Genre CriticRating AudienceRating \\\n", "0 (500) Days of Summer Comedy 87 81 \n", "1 10,000 B.C. Adventure 9 44 \n", "2 12 Rounds Action 30 52 \n", "3 127 Hours Adventure 93 84 \n", "4 17 Again Comedy 55 70 \n", "\n", " BudgetMillions Year \n", "0 8 2009 \n", "1 105 2008 \n", "2 20 2009 \n", "3 18 2010 \n", "4 20 2009 " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "movies.head()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 559 entries, 0 to 558\n", "Data columns (total 6 columns):\n", "Film 559 non-null object\n", "Genre 559 non-null object\n", "CriticRating 559 non-null int64\n", "AudienceRating 559 non-null int64\n", "BudgetMillions 559 non-null int64\n", "Year 559 non-null int64\n", "dtypes: int64(4), object(2)\n", "memory usage: 26.3+ KB\n" ] } ], "source": [ "movies.info()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CriticRatingAudienceRatingBudgetMillionsYear
count559.000000559.000000559.000000559.000000
mean47.30948158.74418650.2361362009.152057
std26.41309116.82688748.7318171.362632
min0.0000000.0000000.0000002007.000000
25%25.00000047.00000020.0000002008.000000
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max97.00000096.000000300.0000002011.000000
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" ], "text/plain": [ " CriticRating AudienceRating BudgetMillions Year\n", "count 559.000000 559.000000 559.000000 559.000000\n", "mean 47.309481 58.744186 50.236136 2009.152057\n", "std 26.413091 16.826887 48.731817 1.362632\n", "min 0.000000 0.000000 0.000000 2007.000000\n", "25% 25.000000 47.000000 20.000000 2008.000000\n", "50% 46.000000 58.000000 35.000000 2009.000000\n", "75% 70.000000 72.000000 65.000000 2010.000000\n", "max 97.000000 96.000000 300.000000 2011.000000" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "movies.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Convert numeric variables into categorical variables\n", "[Table of Contents](#toc)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Assign category type to Film, Genre, and Year\n", "movies.Film = movies.Film.astype('category')\n", "movies.Genre = movies.Genre.astype('category')\n", "movies.Year = movies.Year.astype('category')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 559 entries, 0 to 558\n", "Data columns (total 6 columns):\n", "Film 559 non-null category\n", "Genre 559 non-null category\n", "CriticRating 559 non-null int64\n", "AudienceRating 559 non-null int64\n", "BudgetMillions 559 non-null int64\n", "Year 559 non-null category\n", "dtypes: category(3), int64(3)\n", "memory usage: 40.3 KB\n" ] } ], "source": [ "movies.info()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CriticRatingAudienceRatingBudgetMillions
count559.000000559.000000559.000000
mean47.30948158.74418650.236136
std26.41309116.82688748.731817
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" ], "text/plain": [ " CriticRating AudienceRating BudgetMillions\n", "count 559.000000 559.000000 559.000000\n", "mean 47.309481 58.744186 50.236136\n", "std 26.413091 16.826887 48.731817\n", "min 0.000000 0.000000 0.000000\n", "25% 25.000000 47.000000 20.000000\n", "50% 46.000000 58.000000 35.000000\n", "75% 70.000000 72.000000 65.000000\n", "max 97.000000 96.000000 300.000000" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "movies.describe()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['Action', 'Adventure', 'Comedy', 'Drama', 'Horror', 'Romance',\n", " 'Thriller'],\n", " dtype='object')" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "movies.Genre.cat.categories" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualization\n", "[Table of Contents](#toc) | \n", "[Matplotlib Website](https://matplotlib.org)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Import visualization libraries" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from matplotlib import pyplot as plt\n", "import seaborn as sns\n", "%matplotlib inline\n", "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Jointplots\n", "[Table of Contents](#toc) | [Section](#visualization)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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G6KzrIiI8ezTHIwfShMLosXEsiFiGN65Olj2YjxWEwkAu4JVetyzHf+/evWzd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\nwrpiwJ3rsxQzcdbUyo42lgNGiulnR5WcBaTpBJ7Qn3NkUs6aJurK1Wp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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#<<< Chart 1\n", "j = sns.jointplot(data=movies, x='CriticRating', y='AudienceRating', kind='hex')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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aY0yP2SE5AZtiMytjjDFdz4LVDhFlY2/tY7AirX+Q1hWh5UT+bfg0r2rtq8V9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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#<<< Chart 2\n", "j = sns.jointplot(data=movies, x='CriticRating', y='BudgetMillions', kind='hex')" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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63Y37qGtweH+FfQsFNG1jmY7j0LMVx0+t0mxvtks6uKfIob1l93v0eLFQStFs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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#<<< Chart 2\n", "j = sns.jointplot(data=movies, x='AudienceRating', y='BudgetMillions', kind='hex')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "sns.set_style('darkgrid')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Histograms\n", "[Table of Contents](#toc) | [Section](#visualization)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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375btK1euZPny5RiNRu69916uvfZaampqePDBB2lubiYhIYGnn34ai8XC4sWL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\nLdRH6BVy8YkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "m1 = sns.distplot(movies.AudienceRating, bins=15)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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2R5LeJh0rEBEn8AiwBhgC7jXG1Me13wE8CISAHcaYxxLY5y7gs8aYzck8mWx1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\nHKJJXymlcogmfaWUyiGa9JVSKof8X1kn1V7pMs7IAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "m2 = sns.distplot(movies.CriticRating, bins=15)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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dpBdffFFf+9rX9MYbb2jVqlUf+7OLFy9WXV1dKW8DAAtaKSegOMYYM91funz2y9/+9jcZ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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Pyplot version\n", "sns.set_style('white')\n", "n1 = plt.hist(movies.AudienceRating, bins=15)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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1NTXKz88fE2t/9NFH9d1338k5p8uXL+vmzZt6/PHH437tPp+vL1D/+Mc/dOvWrTHz3/tt\n/a33oYce0okTJ9TV1aXOzk6dPXt2SO0btZ/sHGvbAFRXV+vLL79UZmZm321vv/22qqurFYlElJmZ\nqerq6rjfeKyoqEibN29WQkKCKioqxsTa33nnHQWDQTnn9MYbbyg9PT3u1x4Oh1VWVqaOjg5FIhGt\nXLlS2dnZcb/uCxcu6M0331RjY6POnTvX73obGxu1f/9+Oee0evVq+f3+qM87akMOABiaUXtpBQAw\nNIQcAIwj5ABgHCEHAOMIOQAYR8gBwDhCDgDG/T/3TovVU0zv8AAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n2 = plt.hist(movies.CriticRating, bins=15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### NOTE: Chart Background Formatting\n", "To toggle chart background from grid to white background:\n", "\n", "**Display grid**\n", "```python\n", "sns.set_style('darkgrid')\n", "```\n", "\n", "**Hide grid**\n", "```python\n", "sns.set_style('white')\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Analysis Notes:\n", "* Audience ratings adopt a normal distribution.\n", "* Critics ratings are evenly distributed.\n", "* Highest ratings (both audience and critics) are for movies with budgets 50 million or less." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Stacked Histograms\n", "[Table of Contents](#toc) | [Section](#visualization)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Displaying histograms from multiple data sources in one chart\n", "plt.hist(movies[movies.Genre == 'Action'].BudgetMillions, bins=15)\n", "plt.hist(movies[movies.Genre == 'Drama'].BudgetMillions, bins=15)\n", "plt.hist(movies[movies.Genre == 'Thriller'].BudgetMillions, bins=15)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "image/png": 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+FRUVqaKiQtOmTeuTdYnb8LZ+BH/YsGF6+umn5TiOhg0bpkGDBunSpUsdz7e0tCgtLS2G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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Stack multiple data sources in one histogram chart (MANUAL METHOD)\n", "plt.hist([movies[movies.Genre == 'Action'].BudgetMillions, \\\n", " movies[movies.Genre == 'Drama'].BudgetMillions, \\\n", " movies[movies.Genre == 'Thriller'].BudgetMillions], \\\n", " bins=15, stacked=True)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Stack multiple data sources in one histogram chart (Better Way Version 1)\n", "genres = movies.Genre.cat.categories\n", "datasource = []\n", "data_label = []\n", "for i in genres:\n", " datasource.append((movies[movies.Genre==i].BudgetMillions))\n", " data_label.append(i)\n", " \n", "plt.hist(datasource, bins=30, stacked=True, label=data_label)\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Stack multiple data sources in one histogram chart (Kirill's Method)\n", "list1 = list()\n", "mylabels = list()\n", "for gen in movies.Genre.cat.categories:\n", " list1.append((movies[movies.Genre==gen].BudgetMillions))\n", " mylabels.append(gen)\n", "\n", "h = plt.hist(list1, bins=30, stacked=True, rwidth=1, label=mylabels)\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### KDE Plot\n", "[*Kernel Density Estimate*](https://en.wikipedia.org/wiki/Kernel_density_estimation)\n", "\n", "[Table of Contents](#toc) | [Section](#visualization)" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [ { "data": { "image/png": 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xjrCL4dJmEVvuqf53+FjwEP7x0i/wUaYbYW6HlyWxU1zCeB3zjRHNA3WACMPI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VAAAg\nAElEQVRcWltb0el0bNiwAYAXXniBlStXkpqaysMPP8y///1v8vPzqa+vZ/PmzVRUVPCjH/2Ibdu2\ncerUKe6++24WL17MiRMn/Pa79trIs8tCJeAAaN26dYiiyB/+8AdKSkpYuHAharWad999l+rq6rg3\n7HQkHC1KtELSQALh40Ma+aLi0ZiZ8PU3a8zSzadZV4hK4z1r5TbgMwq5tItNXo/VqEZwXD2ND/d9\n6ReaGQsxbTIIpYPhzMpEVd+I0GNGcDgQ1WrEVD3OAmkvn0hJZGim7+uWIVjoFFM8wnCtoMYmOtCq\n1F77xTowtry1ir83HKKpwsQQjUHRGUmghKmefhQZsqg2tfqXpxklnh05tbW1XHvttRw+fNhTlpub\ny/LlyzEYDBw7doypU6cCMHbsWLRaLRkZGQwfPhydTofRaMRisQTdL94EXJdaVFREcXExhw8f5gc/\n+AEFBQXk5eVxxx138NlnnyWkcacT4Zr2RWtyJmWIeEJ/kn9nfxIzEz5fs8aZ1s+xdzfitJu8nuc2\n4BtX7B1kV6MawV7NJZhTSiRDM2Nh9BYLw8h44hiai6rThGB3gAiC3YGq04RjaOxckxMdmun7up2l\nds3wpfQKwzM1eq//3cQyMLa8tYo1lbup7elARPTojMpbE2eSmewoYaqnJ9eOmCxZfk2A8kjo6upi\nw4YN5OTkoFK5hhGdnZ387ne/49lnn+UXv/gFKSkpuKNGg3kHBtsv3sgugwf45JNPOP/88wH45z//\niVqtltlDwZdwtSjRCpSlBMJfFJ4CtX+GW6i6Il98zRonijXghF3WKZjSMhmW1hdICS6h8wxcmp8O\nsZnj6mkYdEPQ6b1/meyob6IsJysmIu1QhNIDibqhGWeGwW8GSN0gfVswEkLRUsUS39dtkiGT8RlT\n+axHpM7cwdiMPOaljeNEd0vUgbGB+HuD9PtN0Rn1kejrQiExuHU+71Z+SU13O0VpRq6JchUYuMYB\nS5YsQaVS4XA4WLZsGUaj0bNQKj09nbKyMhYtWoRGoyEzM5OGhgaKi4uD1htov0QgmwZ/4MABli9f\nTmNjI6IoUlRUxJNPPsmYMYlJ95YiWdPgg5G2ZiNIdbUg0H37jTE9ViA27v0e4N8GARULp70Qdn1V\n278PokTOl6Cm7NaXZfvwx/u+lOwSlQBPnxe7XyvJTLDrwvDT22NyHcb6dR8M3PP5Rpy9p6zVqrD1\nCvJVgsBvpiwcwJYlD+FcF0oafPQoafDJh+wM0MSJE3n33Xc9ERhZWWdO2nIskdSiWKwIDgdpayLz\nf/m84gjba05RJ4oUCgJzi/KZMmms53G3BsLttTJEM5Js+3G/eiI1qAvFrDGYxmCgQjuTSfeQCI1S\nPIwJ5fpwoPu4QJ9JbY+/qDrWOqPBjGJYqXCmIzsAWrJkieT9u7Vr18alQacrfqZ9FiuqThPODIOX\nJihUf5rPK46wtrres10riqytrmcpMGXSWI8GwvN4TwcnHEVMcDZRrPL+FRKp8WHmqAU07/c3Uszs\nNWuU8/GZW5jHumP+gvp4hnbKtSnRhGrmGA2xNryU68Nk6OMrho73uv7dxFJnNNiJ9XWhoDDYkB0A\nLVu2zPO33W5nx44dZGYqv6LCxVeLIjgcrsFPircmJ1R/mu01pwKWT5k0VlIDoVMbaNHNYJLqUEyM\nD9MKXPt1HN+CzVSH1lBI5qirPOVyGgO3NmhHfRP1PWYKUr01Q/Eg2XQPidAoxdrwUq4Pk6GP3Tqf\nbQ2HaXKYKErNiLnOaLAT6+tCQWGwITsAmjFjhtf2hRdeyE033cSPfvSjuDXqdKW/aV8g7Ueo/i91\nAaRb9b3l9QE8VdqdWuae/X8hHSMU0gqmewY8voTi45Po0M5EhZGGQ7ShtqEQS8NLuT5Mlj4uyy6h\nLLtE0a8EQQlTVTiTkR0A1db2fZiJosiRI0doa5M2WlIIHWdWJuVmM1vS06nTqim0Obiqq4syfZ/+\nJZiOolAQqJUYBBX03q4s0GfydYeFLqsBm1ODVmUnXWfiLJXT5T4c4WyDr64omLeKpMbAYiWrKzVi\n3VO0DITuIZw+GwxI9aHVbsLhtLJx7/fosbagVuk8TtB9+ynakngz0NorBYXBhOwA6LbbbvP8rVKp\nyM7O5o477ojqoM3NzSxcuJAXX3wRjUbDAw88gCAIjB07lv/7v//z+AqczuwaO9Jbw6PVsDo7C1tx\nAVMIQT9TlO+1v5u5RfkAlKaOZE9D3+M2p4bWnkzGNjejanOJbsPVHUnpioJlOPlpDHp1T5Nbz4lI\n9xQLEq17CLfPBgO+fWi1mzBZGjGk5AEiapUOk6URwGsQpGhL4ksyaK8UFAYTsiONnTt3snPnTrZu\n3cq9996LXq/nySefjPiANpuNhx9+GH3vTMevf/1r7rnnHl599VVEUWTHjh0R1z2Y2Ao4MwyIvZ5K\nolqNM8PA33tncILpKMAldF5aXMAwQUAFDBMElhYXeFaBneiEIToDOpUaAdCp1OTZVBzX+ruBBvIo\n8iWYt4oUJTnTmVF6J8bUIgRUZHelclHrBYw0D4/o+LHAt03G1CJmlN4Zty+IcPtsMODbhw6nFUNK\nnmewo9MYMKTk4XBaE9LHCi7kPjMUzhx21Tfz4Cf7uWP7bh78ZD+76qPzFdu1axf33nuvV9lTTz3F\nW2+9FVW9A43sDFBVVRWvv/46mzZtor29ne9///v89re/jfiATzzxBLfccgsrV64EoKKiwqMzuvTS\nS/noo4+YN29e0Dqys9PQaOJrxhhvD4Zmux2NQQ8G7yXfTXYbeXkZ9NhPodH4j0+77Q2ets2dXcbc\nIPVn6vVk0le/aGqmXqv1r9dkIiOE822qMKHV+repyWGS7K+8vAzy8uZQNm4OAJZn17p0T75XXYjH\njxX92xRvwu0zX5LVC6R/H67evgTRxw9Ko8lAENR8e25yrBZN1n6MJaF8ZkTDmdCH8SYRfbirvpnn\nv/zas13d1e3ZnlkQO4f504GAA6Bt27bx2muvUVFRwbx583jyySd56KGHuPvuuyM+2FtvvUVOTg6X\nXHKJZwAkiqJnmb3BYKCzU16s2NraHXEbQiERoslcjUbSA2dYmp7Gxk5SNfmSWhVjamFIbZOqX1Cp\nGWY2Y7d7f1k5szPoCKHOIRqDpLdKUap/f0n1oT49XdrzJsTjD0bC6TNfBot4N9prNd4Mln6Mlni+\nDmdKH8aTRBkhvntCehHCX0/UxmUA9Pjjj7Nv3z4AvvGNb/Bf//VfPPDAA7S1tdHW1sa3v/1tTxr8\nzTffTF5eHr/5zW9ISUkhKyuLX/3qVxw8eJCnnnrK85zrr78+5u2UIuAAaNmyZcyfP5/XX3+dESNG\nAMHzPEJh48aNCILAxx9/zMGDB1m+fDktLS2ex00m0xmzxF7OAycUrUp5Sxvb6xqpN1v8gkSl6hfT\n9Mxv8p8KDdVzJlpvlUR43oRCOKG00RJKnw124epA+ckk8nUcDCi+PgoAtV09kuU1JunyUHFHYbip\nqqriO9/5DtXV1bzxxhvY7XYWL17sic06//zzuf3229m1axcWi4UNGzYgiiKXX34569evJz8/n5de\neonnn3+e2bNne56TSAIOgN555x02bdrE4sWLKSoq4uqrr8bhcER1sFdeecXz95IlS3jkkUdYsWIF\nu3btYubMmXz44YeezjvdkfPAkfPoKG9p8xrguINE3XVL1l9azNkFeTgj/NLo760SSYZTMuRyuUNp\n3cRbiC3XZ8GEq3l5iblNFy0D4SeT6NdxMKD4+igADEtPpbrL/y5JkSE1qnrPP/98nn32Wc/2U089\nhdlsZtq0aQiCgFarZcqUKRw9ehSAUaP6ssfcf7e2tpKenk5+vmuxzvTp03nmmWeYPXu21/MTRcAB\n0FlnncXy5cu57777+OCDD9i0aRNNTU1897vf5Vvf+hazZs2KSQOWL1/OQw89xDPPPENpaSlXXnll\nTOodDMh54ATz6Nhe1yhZ7g4SDVS/Iycrqi8It7dKpCTC8yYY4YbSxoJgfRZMuJoonVIsSLSfzEC8\njoMBxddH4ZqRw7w0QG6+MXJYzI+l1+vZtWsXt99+OzabjU8//ZQbbrgB8L5j5F7ZnZ2dTVdXFw0N\nDQwdOpTdu3czcuRIr+ckElkRtFqtZu7cucydO5eWlhbefvttnn766agHQOvWrfP8/fLLL0dV15lI\nvdlfPwRQ32NOcEsGF4GMJkM1oIw1yWIaONhIttdRQSFZcOt8/nqilhpTD0WGVL4xclhc9D9paWkU\nFxezaNEibDYb8+fPZ9KkSQGfLwgCv/jFL1i2bBmCIGA0Gvn1r3/NkSNHYt62UJBNg09GBioNPtZa\njWAaHjmerDgSUET904ljAh+z8mUO1LyN2daBXpvJxKLrKBtxW8DnR0qgPozmnCF6U0H95m0BhNhG\nzNdLrz6Mp5HhtopHAwhXi7h19lMRX+u+1+pEpjP6iDZhtx7jrWsK53WMVMBbdQoOnRDoMEGmAcaP\nFCnJj7jJgxpFBB09Shp88qF+5JFHHhnoRoRLd7c1rvUbDCl+x3BrNSx21wVssXdS01pOhr4AY2pR\n2Mdwa3i67C5dVZfdwRetHQzV6ygMIQ09VaPmi1b/X7vXlxQE3L+88mXKT6zF7nQNnOxOC3Vtn4Mg\nUJh1TtjnEAypPoz2nN2mgp12CyLQabfwWXsN+SkZFKb6+xtJIep0aCr9BxzWmVMRs/3riMUxg6HT\nGKhpLfcrnzL8FgqHjIroWve7Vk3N1DbuxtipI8tuRDBb0FTW4DRmSJ5ztMT6vSJFOK+j1LUoR9Up\n2PWlgKV3N4sVahoEMgxgTI+42YOWSPpQwZtw+9BgSIljaxQgBCNEBRexNhkLpuEJhbKcLJaUFjMs\nTY9KcM38LCktDjqbcqDm7bDKY0205xwLU0FHaQmWWTNxZhtBEHBmG7HMmhlwNiTeRobxMGb0vVaF\nbtdt0Yr0A17l8TKgTIQhX7ivY7gcOiG94jVQuYKCwuBDVgOk4CLWWo1YaHjCDRI126T1EYHKY020\n5xwo4LUuQHkgwhFix+qYwYi1cNX3WhV6V2+2a73bHC+9TKJ0TfEU1HeYwitXUFAYfCgDoBCJdYhm\ngT5FUsNTEMKtoEjRazM5aR3CSc7DRDYGWhnOPobrAs/AxNJrRfKcrVaGdXWHFI5aoM+UNBUs1MfP\nO2ogjimHnL7G91oV1WoEhwOjzbvNzqz4nMNABM5C+PqyYP2YaYD2Lv99Mg3+ZfHidAvRVVBINpRb\nYCEyPoCZWKQmY3ML8yTL3UaI8UCXfSsHmEcXOYgIdJHDAeahy75V8vlurxVVa7tXeKn6WFVEx/c7\nZ6srHPWqltaQ6r9iqLRhYqhGjJEwEMcMhltf4xpgiB7foKqWPZ7n+F6rYpprUD2pa6JXebwMKGP9\nXgkFt76srseCKPb5YpW3tEk+X64fx4+UXhsSqDzWuLVntT0dOMW+EN3y1sjeewoKCv4oM0AhEmuT\nMTkjxHhwwnk2Bl0tPbY2nKIDlaAmVZtFpSgtTI2114rvOQ/r6uaq1jam+cwKBao/WiPGSBiIYwYj\nmL7GfS36XatZo5iQNZ3hZi1Y4r8KbCAM+YLpy64c53+ecv3oWu0lDtgqsGDaM2UWSEEhNigDoDCI\ntVYjXA1PtNSbLaTpcknTeftBBNLgxMNrpf85p63Z6ApHDaP+aI0YI2EgjhmIUPU1UteqObA9R8xJ\ntCFfuPqyUPqxJB9K8gfGJSQR2jOF05ejVXY+O2SntUMkO1Ng6ngNo0si/7rftWsX99xzD2PGuCxW\nTCYTxcXFPPXUU+h0ulg1O+EoA6B+uDUEzXY7uRpN2B410RJv75QCfQqVXS2Ybe04nDbUKi0aVQrp\nQisb9z7n5xcjmLoR1WpI8b7A+2tHotEIObMypb1cgmhT4tFHg0lrMVD6GjkGug/D1dQlaz+6SUbt\nmcLg4GiVnZ27bZ7tlg7Rsx3NIMg3CuMnP/kJO3fuZP78+ZE3doBRBkC99M/W0mhVftla8SZYJlSs\nBkFT0ls50Nx3q8DuMGOxdzFOuwcQ6Wg7zu7OL9H2XMBIcTiiWo2q04QTvAZBbu1IsDwm8rz1JlKE\nG44ajz5yay3cuLUWQFIOgpIx8DIZ+lAuXNiXZOzH/kQbPKxw5vLZIbt0+WF7VAOg/litVhoaGjAa\njQHT4DUaDbW1tVitVhYsWMAHH3xAXV0df/zjHykqKuLhhx+mvr6ehoYG5syZw7333ssDDzyATqej\npqaGhoYGHn/8cSZNmsSGDRtYv349TqeTOXPm8MMf/pAtW7awZs0aVCoV5513Hvfdd1/Y56GIoHuJ\n1qMmWhLhnaLq2kKZbh+Zqg4ERNJoZCLbyHbuByT8YlJ0ODMMrmXUEl4rwTRCoRCul0s8+ijePj+x\nJh6+QdGSDH0Yri9WMvZjf8qyS7h9xAyKUo2oBIGiVCO3j5iRlINyheSitUP6tm2g8lBxp8EvWLCA\nhQsXMm/ePMxmsycN/tVXX+Wvf/0rhw+73vdFRUW8+OKLlJaWUl1dzapVq7jiiivYuXMndXV1TJ06\nldWrV/Pmm2/y2muveY4zbNgwVq9ezZIlS3j99ddpbm5m1apVvPrqq2zatAmr1UptbS3PPfcca9as\nYf369Zw6dYqPPvoo7HNSZoB6GehsrUR4p3T01FKkESnSuKb+W02VIIg4nC5zN0m/mBQdoiDQffuN\nfvXFQiMUjpdLPPpoMGotki3wMln6MFxNXbL1oy/JpD1TGDxkZwq0SAx2sjOjM/F03wJrbW3ljjvu\noLi4mKNHjwZMg5840XUXIDMzk9LSUs/fVquVrKws9u/fzyeffEJ6ejpWa59D9oQJEwAoKCigvLyc\nqqoqxo4di17vup1933338cUXX9DS0sJ3v/tdwKVJOnnyJBdddFFY56TMAPVSoJe2HY+lL09Vyx62\nVTzKxr3fY1vFo15LlzNTpZN6Y6lJ8D2GWqX1+l9UqwG8/WIsVgSTy6dHv3mb1xL1QFqd/uXd9Xuo\n//hRqrZ/n/qPH6W7fo/kPpG0v6888j4qCKCpGGxai2DXVrw5XfpQQeF0YOp46XmNqeNiM9+RnZ3N\nihUrePDBBxkyZIjn9pc7DX7EiBGAdxq8L2+99RYZGRk8/fTT3HHHHZjNZtyxpL77DR8+nGPHjnkG\nST/84Q/Jzc2lsLCQF198kXXr1nHbbbcxderUsM9FGQD1Em9fHlnfkQR4p/geQ681ev3v5xdjcfn0\niGq1pE9PIK2Ou7y7fg/N+1dh66oB0Ymtq4bm/asiHgTFo4+SzecnEkLxBoonp0MfKiicLowu0TBn\nhpYco4AgQI5RYM4Mbcz0PwBjxoxhyZIl7Ny505MGv2jRIq688sqgafBuLrjgAv71r3/xrW99i0ce\neYQRI0bQ0NAg+dycnBzuvPNObrvtNhYtWsTEiRMpKiri9ttvZ8mSJdx00018+OGHjBw5MuzzUNLg\n+1He0saO+iaa7DaGaLQx9eUJlvo9d9L/Aa4vsnh7p/geIyd9NC1dRz3bE0JZBdYvcTvQKrC8vAz2\nv3Ofa/Djgza9mIILHo5J+2PRR+WtVUnj89OfUNOjQ7m24k2y9iEoSeaxQOnD6FHS4JMPRQPUD7eG\nIB5v9pB8RxKgSQjlGG6/mFB8eoJpeGwmaW1OoPJQiEcfDXatRaKyt4Ix2PtQQUHhzEO5BZYgEqHx\niTWhaHyCoTVIn1ugcoXIGIzXloKCgsJAowyAEsRA5CNFi5zGB0B12IlunY2U31jRrbOhOuz0PJY5\nSuLcLDZy6/IlRdXJQrBzSgTqY1XoN2/D8uzakPpoMF5bCgoKCgONcgssQQxEPlK0OEpLsEBAp2fV\nYSfa9/pMt4QmEe17dmxoIA/SClzn1nF8CzZTHTqMDGkZSoYjFxC9jBPjlUsVLsHOyTku/r8XvMwl\nNaqQ+mgwXlsKCgoKA40yAEogye47IkUwjY9mtyNw+cWuv9MKpnsGQvrN21A5/KMvIg1XjQfBzsma\ngAFQpAG0g/HaUlBQUBhIlFtgChEjNEsvIBRapMvjEa4aa8I9p1gzGPpIQUFB4XRAmQFKYqIJGk0E\nYq6A0OQ/MBBzpA2wIgk/TTThnlOsGag+SvZrTUFBIXTs+63YPzQjNjoR8lRoLtWjOTvy1PbHH3+c\niooKGhsbMZvNlJSUcOTIES644AKvgFRfPvzwQ+rq6rjooov48Y9/zBtvvMGcOXPYsmULKSnS5sOJ\nRBkAJSnBgkaT5YvJPkPtpZfpXy5FuOGnA0G45xRrBqKPBsO1pqCgEBr2/VZsG7o92+Ipp2c70kHQ\nAw88ALgcnI8dO8Z9993Hrl27vDK8pLj00ksBqK72DypOBpQBUJISqRYkkTjHqbChQbPbgdAiIuYI\n2GeoA4qF5UTVyUC45xRr+vcRJhPO7Iy499FguNYUFBRCw/6hdH6l/V/mqGaBpKisrOQ73/kOLS0t\nXHbZZSxbtowlS5aQk5NDe3s7V199NZWVldxyyy1++9bV1fHQQw9hsVhISUnhsccew+Fw8D//8z9k\nZWVx6aWXcuedd8a0vb4oA6AkZbBoQZzjVGGJg8MJPx0owj2nWOPuo4y8DDoS4L47WK41BQUFecRG\nadsOsSH2dh4Wi4U//vGPOBwOZs+ezbJlywD4xje+wbx583jrrbcC7vvEE0+wZMkSZs2axccff8xT\nTz3FvffeS2NjIxs3bkSni+1gTQplABRDqlr2cKjuPTp6aslMHcZ4maXIwXQXkloQixXB4SBtzcak\nnD1RGDyUt7Sxva6RerOFomH5XNXSyrQei9dzkkmbpeCivLWKvzccot7cQYE+kyuGjlccuBW8EPJU\niKf8BzvC0Nj/qBs7dqxnoKLR9A0nRo0aJbvvV199xZ/+9Cf+/Oc/I4qiZ//i4uKEDH5AGQDFDHcg\npRt3ICUgOQiS0134aUF6g0mdGQavYFJFp6EQLuUtbaw71ndPvjo9jdWiCLR5DYKSSZul4Br8rKnc\n7dn+/+3de3BU9d3H8c/Z3VyAsCTEpIAoQ0oAEXk0QrCMosUC6qA44lhLmxaZEaUwkUoZKBeFmuFS\n+jDSVsZ6K5oqlxn8gyo8ymVGrJegUC8gpE8VeTAXQ0gkJOSy2T3PHyErSXaT3exmLznv11/sL8nZ\nrz8i+eSc7znf0voa72tCEFo5Jie36QHyrt+SHPb38jfxvbNJ8K2ysrI0d+5c5eTk6Msvv9RHH7UM\nb7bZInf2nQAUJifL9vhcLy7b4zMAddV30b5fxnC7W8JPu8Gk9GkgWPvLzrZdSEyUp7+01zA0vvRb\nzi7GqLcrfP+bsa+imAAEr9Y+n+Z3G2RWeGRk2uS4JbS7wHrC0qVLtXr1ajU2NqqhoUErVqyIeA1M\ng/ehO8NQd338iKSOW2nIpvvGP9th3d+gURmGLs6ZFfLnRxvTo0PXU3v4+JFjPr+VbIb03zeODfv7\nRVtv+V5c9OkueXz+vRl6+r/u69H37i17GE1Mg489nAEKQmc9Ps4+Q1RTX9Lha/wNpPSkOvV/9Z/r\neP8v9J3jvFKbB+jaC2N0dZ/r/H5+V8+HCaQH6WL5R6o5tUeuujIl9Bss5/C7vE9q7gld1fTW6cN6\nq7RU1S6H0hKaNX3IEE0flttj9UAalJyksnb9PpI0qE/4T5EjfAYlO1Va37ExfXAyvVpAd/Ak6AC1\n9vi0hBzT2+NzpqrlumWwAym/zHbpvbQP9J2jJdR85ziv99I+0JfZLp+f39Vg0q7qk1rCz7nPn5er\ntkQyPXLVlujc58/rYvlHPo8dqq5qeuv0YW07XaEql0OmpCqXQ9tOV+ity/ocEH4/GZzhc/32QVdE\nuBIEY1qm738DpmaOinAlQO9AAApQZz0+Ukujc27WwxrQ50oZsmlAnyuVm/Ww37vAvtBH8vTvJ9Pe\n8oA9026Xp38/nZDvMOLOukqNt06UJ22AZBjypA1Q460TvX0aXdUnSTWnfH9Ozam9PtdD1VVNb5WW\n+vz4237WER45A1OVlzVUQ/omy2ZIQ/omKy9rqHIGpka7NHQiJ+0qzRmWqyv7DJDNMHRlnwGaMyyX\n/h+gm7gEFqCaet8/lGvqy7x/DmYgZU19qZSUKDMpsU3n0OXHa6+zZ+gEUp+rzvex/a2Hqquaql2+\nv/2q/KwjfHIGphJ44lBO2lUEHiBMOAMUIGefIX7Wfff4xOLxEvr5Pra/9VB1VVNaQseRE5I00M86\nAADhQgAKULA9PrF4POdw35/jHH5nt94z1JqmD/EdkKb5WQcAIFy41hCg1ktbxWV7VFNfJmefwRrV\nxZOeY+14rXd71Zzae9ldYHf22F1gXdXUcrfXYb1dWqoql0MDE5o1jbvAAAARwHOAfOCZF6FjD0PH\nHoYH+xg69jB0PAco9nAJDAAAWA6XwMLo8gGTg5KT9JPBGSHdaRPu40mdD2DtDluxR47DbhnnTJnp\nhppz7fJEcZI6AACBIACFSfsBk2X1jd7X3Qkt4T6e1PUA1mDZij1K2PP9HVtGpamEPc1yySH5ftYe\nAAAxgV/Vw6TDgMlLDpRXxsTxpM4HsHaH47A7qHUAAGIFAShMyhs6zlaSpPL6hpg4niTZvus4R6iz\n9a4Y53z3zxtVcddXDwCwGC6BBaGzwZ6BDJhs39MzXdLE//3aZz9OTwys9DlQtbFJhtutvlt3yZPq\nlDszXfaKcwH1CJnphozKjmHHHGh0u0YAACKBM0AB6mqwZ1cDJlt7esrqG2WaUtn5C3rlm3IdbWiQ\nTNPbj2P/6kxAx+uODgNVG5tku1DXMo/MNGUrP6uk947IVn7WZ03tNefag1oHACBWEIAC1NVgz64G\nTLbv6TEutlzK+p+Ufm3WW/txemJgZfuBqobbLU//flJSYktNly6vGe0us/nrEfKMssl1l0PmFYZk\nk8wrDLnucnAXGAAg5nEJLECBDBvtbMBk+54ew93SKFzmaPtXcHk/Tk8MrLx8oDMVwDQAABLKSURB\nVGrfrbuky56D2VqT4Xa3GdDaWY+QZ5RNTQQeAECcIQAFyNlnyKXLX+3XAxsk2r6nx7TbZbjdGtzc\ndvCnJ9UZWqFBaN8TZNrtMprdLZfEwlRTuJ87hPA4Wn1Gb1ecVHlDjQYlOzUtczRTxrvAngG9C7+6\nByjU4aXte3rMvi3NzHfU1rVZ79Cn04Pav5d5qcHabNdo3d2aWp87ZKs+H1BPESLjaPUZbT19WKX1\nNfKYUml9jbaePqyj1fy9+MOeAb0PZ4ACFOrw0tZLWQfKK1Ve36BBqU5NG9BfOfUNUkNTVM6OuLOu\nUqP0/RmaQRlyjRsd8F1gXensuUOcBYqetyt8/73sqyjmjIYf7BnQ+xCAgnDVwAndntYu+e7pabg2\nO9SyQnJ5T1ArV5iOHe7nDiE8yht873+Zn3WwZ0BvRABCj/H53CFFts8JHQ1Kdqq0vuMP7sHJ/L34\n01v3jL4mWBk9QOgx/nqHItnnhI6mZfre/6mZoyJcSfzojXtGXxOsjjNA6DEdeoy4CywmtP6Gv6+i\nWGUNNRqc7NTUzFH85t+J3rhn9DXB6ghA6FG+eowQfTlpV/FDLki9bc/oa4LVcQkMACxokJ/+pXjv\nawICxRkgtNF+YOtPBmeE/WnUAKJvWuZobT19uMN6PPc1AcEgAMGrdWBrq7L6Ru9rQhDQu/TGviYg\nGAQgeLUf2NrqQHklAQjohXpbXxMQDHqA4NV+YKt3vd10eAAA4h1ngOKYrdgjx2G3jHOmzHRDzbl2\neS6bzB7sINL2A1u96+1mgwEAEO84AxSnbMUeJexpllFpSqZkVJpK2NMsW7FHUvcGkbYf2Nrq9kFX\n9Mh/AwAA0UIAilOOw+5O1zsbROpPzsBU5WUN1ZC+ybIZ0pC+ycrLGkr/DwCg1+ESWJwyzpm+16ta\n1rs7iNTXwFYAAHobzgDFKTPd8L0+sGXd38BRBpECAEAAilvNufZO1xlECgCAf1wCi1OeUTa55Gi5\nC6zKlDmw7V1gDCIFAMA/AlAc84yyqWmU/5N4DCIFAMA3AlAImJsFAEB8IgB1E3OzAACIXzRBd1Nn\nc7MAAEBsIwB1E3OzAACIXwSgbhqUnOR7nblZAADEPAJQNzE3CwCA+EUTdDe1NjofKK9UeX2DBvVJ\n1u2DrqABGgCAOEAACgFzswAAiE9cAgMAAJYT0TNALpdLy5cvV0lJiZqamjR//nyNGDFCy5Ytk2EY\nys7O1pNPPimbjVwGxJKj1Wf0dsVJlTfUaFCyU9MyRysnjaeMA4hfEQ1Au3fvVmpqqjZu3KjvvvtO\n9957r0aPHq1FixZp4sSJeuKJJ3TgwAFNnTo1kmUB6MTR6jPaevqw93VpfY33NSEIQLyK6KmWO+64\nQ4899pgkyTRN2e12HT9+XLm5uZKkyZMn6/33349kSQC68HbFSZ/r+yqKI1wJAIRPRM8A9evXT5JU\nW1ur/Px8LVq0SBs2bJBhGN6PX7hwocvjpKX1lcNh79FaMzL69+jxrYA9DF0s7GHl8TolJHT8XanS\nXRcT9QUiXuqMZexh6NjD2BLxu8DKysq0YMECzZ49W3fffbc2btzo/VhdXZ2cTmeXx6iuvtiTJSoj\no7/Onu06iPVG9q/OKOGzk7J9VyNPqlOucaO7NVHeynsYLrGyh1c4+qm0vqbD+pV9YqO+rsTKPsYz\n9jB0we4hYannRfQSWGVlpebOnaslS5bo/vvvlySNGTNGRUVFkqRDhw5p/PjxkSwJl7F/dUZJ7xTJ\nVn1eMk3Zqs8r6Z0i2b86E+3SEEXTMkf7XJ+aOSrClQBA+ET0DNCzzz6rmpoabdmyRVu2bJEkrVix\nQgUFBdq0aZOysrI0ffr0SJaEyyR85rvXI+Gzk906C4TeobXReV9FscoaajQ42ampmaNogAYQ1wzT\nNM1oFxGsnj4Va9XTvX237pJ8fTsYhi7OmRXUsay6h+HEHoYH+xg69jB0XAKLPTxwB16eVN/9V/7W\nAQCIVwQgeLnG+e718LcOAEC8YhYYvNxZV6lRCstdYAAAxDICENpwZ11F4AEA9HpcAgMAAJZDAAIA\nAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZD\nAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIA\nAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZD\nAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIA\nAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZD\nAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIA\nAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZD\nAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJbjiHYBkuTxeLR69WoVFxcrMTFRBQUFGjZsWMTrOPifWh37\nSvI0NciW2KyxWdKUESkRrwMAAPSsmDgDtH//fjU1NWnHjh1avHix1q9fH/EaDv6nVp+ecMjd6JBk\nyN3o0KcnHDr4n9qI1wIAAHpWTASgI0eO6JZbbpEkXX/99Tp27FjEazj2lZ/1U5GtAwAA9LyYuARW\nW1urlJTvLzXZ7XY1NzfL4fBdXlpaXzkc9rDW4GlqkGEY3tetf/Y0OpSR0T+s72UV7Fvo2MPwYB9D\nxx6Gjj2MLTERgFJSUlRXV+d97fF4/IYfSaquvhj2GmyJzZcuf7WEH9M0JUn25GadPXsh7O/X22Vk\n9GffQsQehgf7GDr2MHTB7iFhqefFxCWwnJwcHTp0SJL0ySefaOTIkRGvYWyWn/Xhka0DAAD0vJg4\nAzR16lS99957evDBB2WaptauXRvxGlru9qrVsVMtl73syc0aO5y7wAAA6I1iIgDZbDb9/ve/j3YZ\nmjIiRVNGcLoXAIDeLiYugQEAAEQSAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgO\nAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgA\nAFgOAQgAAFgOAQgAAFiOYZqmGe0iAAAAIokzQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHII\nQAAAwHIIQAAAwHIc0S4gVng8Hq1evVrFxcVKTExUQUGBhg0bFu2y4oLL5dLy5ctVUlKipqYmzZ8/\nXyNGjNCyZctkGIays7P15JNPymYjb3fl3Llzuu+++/TSSy/J4XCwh0H661//qoMHD8rlculnP/uZ\ncnNz2cMguVwuLVu2TCUlJbLZbHrqqaf4XgzCp59+qj/+8Y8qLCzU6dOnfe7bzp07tX37djkcDs2f\nP18//vGPo122JfEdfMn+/fvV1NSkHTt2aPHixVq/fn20S4obu3fvVmpqql577TW98MILeuqpp7Ru\n3TotWrRIr732mkzT1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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Scatter Plot Method\n", "vis1 = sns.lmplot(data=movies, x='CriticRating', y='AudienceRating', \\\n", " fit_reg=False, hue='Genre', \\\n", " size=7, aspect=1)" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# KDE Plot\n", "k1 = sns.kdeplot(movies.CriticRating, movies.AudienceRating, \\\n", " shade=True, shade_lowest=False, cmap='Reds')" ] }, { "cell_type": "code", "execution_count": 110, "metadata": {}, "outputs": [ { "data": { "image/png": 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3yKwxtsXwi6fFiAi66yPc6EEIcaTJAZhDnAYAKWA1qtxdrRQTxPjfs9GAaDQm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\nLBNxA9BNBt0CDEsFCQORj7wiUV9fj6VLl6KpqQmcc4waNQp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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# KDE Plot (Smoother Chart)\n", "k1 = sns.kdeplot(movies.CriticRating, movies.AudienceRating, \\\n", " shade=True, shade_lowest=False, cmap='Reds')\n", "# TIP:\n", "k1b = sns.kdeplot(movies.CriticRating, movies.AudienceRating, \\\n", " cmap='Reds')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Subplots()\n", "[Table of Contents](#toc) | [Section](#visualization)" ] }, { "cell_type": "code", "execution_count": 121, "metadata": {}, "outputs": [ { "data": { "image/png": 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JBBh9WZP7nYfvINDsT0pEAjnFJ3tUs6i3SM9JB6B/wrlzLVpodjntz875EAgE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\n/4V/IAV7AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style('dark')\n", "k1 = sns.kdeplot(movies.BudgetMillions, movies.AudienceRating)" ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [ { "data": { "image/png": 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mTWOU0unoHdGRXuEdKXPWsrfueOj6qPg+AKwpU6qoDonrgVbWsLpEKYuRHpVC\nakQim/N3YQs4uFNjk+mV1o3sozkUVZXQElqNlofveIBrJ1zD8eLjPPjCIxSXFbdqrheboUOV/g1b\nt266yDMRCH6+XFAxSE9Px+v14vP5sFqtqNVqcnJyGDx4MACjRo1i/fr17T4Pk8lEQ4Mt9NpoUMon\nN9jtWIxKVnKd3UqEXnEQ1zqshGuV6zXO+lDZCavHHhrDFwj3VJ+iuU1LjIjpjoTEpsr9oXDRrLAO\nRGnD2Fl1CJfXjVGtp39MFwpsZRTYypAkiZEZA/H4PCFTEcDEfmMA+CF77SmfJ8syv5l2O7Ovu5Xy\nqgrmP/cA+w7ntnq+F4uUlA4YjSaOHTt6saciEPxsuaBiYDQaKSwsZMqUKTzxxBPMnDkzVKgNlEW6\nvr797dlmswWrtdFWbzYqYmBtsBJmVASgzlZHlFGpnlndUEuUTmkmU+WsQyOrMah01LkaBUUOOaFb\n3ysoQmuia1gKZc5ajjWUhcYZFNMVh9fF7hql6cyQuB4AbC7bC8CwjorpaP2xxvpDw7oNQq/R8cOu\nNSclt53ItCk3cM8tv8XaYOWRlx5n577s037+YiNJEh06pFJYWNDM1yMQCM4fF1QM/v3vfzNixAi+\n/fZbvvjiCx5++GHcbnfofZvNRljYubVcbA1hYeHU1dWGFk2LOXACsNYRaQ4IgK2WaFMkAOW2amIN\nii+gLJB8FqE1N3P+Bk1HwUij1jIoKhOA7OrGbmMDopVopOwqJfx0QExXAHZWKsXrUiMSSQyLY0fh\n3lAorF6rZ1i3QZTWlJOTv/+Mz506ejJP3v0YPr+PZ/66gNwf+QnBbDbj9XqFGAgE7cQFFYOwsLBQ\nGYjw8HA8Hg/du3dn0ybFFrx69WoGDhzY7vOIiIjA4/FgtSqnkAiLIgC1dbWEGZTcgMq6KiL0FrQq\nDWXWCmL1kciSTElDJaBUILV7ndgC+QfGgIO5wets01yS9FHE6MLYX19Ig0e5N9kYQ4TWzL7aPHx+\nP5E6Cx3NieRUH8HldSNJEgNTemJ3O9hbeig01qT+YwH4bMPXrXr24N6DePg3D+Byu3jy9WcoLC06\n800XiZ9gd1aB4CfFBRWD2bNnk5OTw4wZM5g1axbz58/nySefZOHChUyfPh23282kSZPafR4REcqO\nv7o6sMsPU3b91XU1SJJEdFgUFXVVSJJEnDma0vpK1LKKBEMUBbayUNgnQIldEQdTEwdzW5AkiV7h\nHfHh56Az9vOgAAAgAElEQVS1KHQtKywFm8dBqUMpnNczqhMun4fDdUppif4p3QHYWbQvNFaP1K50\nSe7M5v3bKaxsnXN4WP+hzJt5N9YGK3988znsDvuZb7oIVFVVYjAoLTQFAsH554KKgclk4rXXXuP9\n99/n448/5qqrriI9PZ1Fixbx0Ucf8dxzzzXLDG4vgp206uvrAIiOUBb2qlplYY+LiKXKWoPb4yYx\nLJZ6p416p40O5njq3Q3UuqwkGaIBKAqcFMxqPRJQ5277YtrFkgzA/rqC0LV0cxIAx+qV6KDuER0B\n2FdzDICeCZmoJJnsokbzjiRJ/OKyKfjx8+Wmb1v9/IkjJnD15VeSV5jH6+/+5Ue3C3e73Rw/nk9a\nWjqyfMmlxggEF4RL8m+W2az4JYJJTFHhysJeUa0s7PERSuP6stoKksLiACiqLSPVpHRGy7eWkmQM\nioFS80eWZMxqA/We5jWCWkOk1kyMNoy8hnK8gZyDjubAs2xKPkCXiFQADtQqRdsMGj1Zsekcqsij\nwdV4GhnWbRDRliiWZ6+hwdl6Ybr9l7fRrVNXVm1Zw4pNK9v8HdqTXbt24vV6yczscrGnEuLAgf3M\nmnUjr7/+Ek5n20yDAsGPkUtSDIIng2DzFL1OR5jZEirmlhChCEBJdRnJ4cqiXFhbSofAAn3cVkqC\nIRoJKAqYiUDJMahz20NJZG2hgzEGj99LaaCMdULw5BEYP1YfiUVj5Eh9o12/R0ImPr+f3LJG57Na\npWbygMuxu+ys3L2u1c/XqDU8cPv9GHQG3nz/Hz+qwnbLl38HwOjRYy/yTBTy8/N4/PEHKSsrZenS\nr7j//nsoLxetOgU/bS5JMQj6DGpqqkPXYqNiKatS/AEJkYoYFDcRg4LaElLNSpvMPGsJOpWGGF14\n6GQAEK4x4sdPfRv9BkDI7FQaiFbSqTRE68IosyuvJUki3ZJEcUMF9oCjuUdCZwBySg82G2ty/7Go\nZBVLti5vk8knITaBX0+7DZvdxhsf/L3N36E9KC4uYs2aVSQnd6B7954XezoAvP32m9TX13H33fcy\nZszlHDlyiO++W3LmGwWCHzGXpBgEu5w1FYP46DicLhe19bUkRimLflFlCSnhyr8X1JaSYopDQuJ4\noNFNojEam8dBfSD7OFyj5CsEs5HbQjBzuamQROnCqHXbQpnOqYGTSaFN2YV2i8sAaHYyAIiyRHJZ\nlwEcLc1jf+Fh2sLkkZPoldWTjTs3sX77xS//8M47/8DjcTNz5uxm5cIvFhUV5WzbtoUuXbpy5ZW/\nICNDEeTU1LSLPDOB4Ny4JMUgKirgMK5qNPHERSsLbUlFKcnRigAUVhUTZQzHoNFTUFOMTqUhwRAV\n6noWNOWU2JWIn+CCXutuTEZrLZYWspqDJbJrAvkMKSblxHI84Ecw60ykRSaRW3oYl6d5fsOUAeMA\n+GLT0jbNQ5Ik5s78LWq1mjc/+MdFLXu9ceN61qxZRdeu3Rk16sdhItq2bQs+nw+TyYzNZmXlSqV8\nSteu3S/yzASCc+OSFIPw8AhkWaaystHEkxinCEBxeQkWg5kwg5miyhIkSSIlPIGiunK8Pi8p5jjq\n3DbqXDbi9Yq5KZiIZlErtYzqzyKiSCtrAHA1qXdkCYhLMFw10ag4toO5DgB9k7rh9LrZW9aYbwDQ\nJ6MHnRI7snrPBg4WNT85nImUhBSun3gdlTWVfLTkkzZ/l/NBaWkJL730J7RaLfPm3f+jOBUADBs2\ngi5durF9+1ZuuOEqjhw5zKRJU4mNjbvYUxMIzolLUgxUKhVRUdFUVDQRg9igGCjx+ckxSZRUl+H2\nekiJSMDj81BSX9Fkd15GXCAruTRg1w+eDOrOIqJI00Lxu1DuQkBcGk8ijWLQL1nZke4o2NtsPFmS\nuX2C0gvgn8veb3O46PSpNxAdEc1n3/33glc4tVqtPPPME1it9dx11zzS0ztd0OefDosljD//+RVG\njRoDQJcuXbnrrnkXd1ICwXngkhQDgNjYOCorK0LlDZLjlLj+olJFDFKiE/H5fZRUl5IScCIX1ZaR\nbIwFoLihnBidIgaVTiUqyXyWiWcALe17g81zgiUuYg0RSEiU22tCn+mZkIlaVjdLPgvSJ70HAzP7\nsvvYXrYf3tWm+eh1en51/SzcHjf/+vQ/bbr3XGhoaOCJJx7iyJFDTJ16FZMmTb1gz24tOp2Ohx56\ngv/+dykvv/xXdDrdxZ6SQHDOXNJi4PV6qa5W7P1x0XGoVWoKSpUM3+RopdF9QUVxs4iiJJNiqimy\nVRCmMaKR1VQ4lOQ1o0qHhIT1LMQg1EmtiSwETwtB05FGVhOhNVPuaBQDvUZH9/hOHK48Tq395CJ/\nsy6fDsB/ln/U5tPB6MGj6JKexZqta9m9f0/bvtBZ4HA4ePrpR8nN3cu4cRO4++77fjTmoRORZRm9\nXi+S4AQ/Gy7Z/5Pj4pQFvqxMMYGoVCoSYxMoKi3E7/eTEqOIQWFloxgU1ZU12u3tSrmKKK2FKpci\nBpIkYVTp2lyfCJRuatC8e5oqUA7b2yRvIVofTqWzttnCHjQVtXQ6yEhIY1TPoRwuOdZiJ7TTIcsy\nc266A4B/fvJOu2Ymu1wunnnmcXbvzmbEiNHMn/+QWGgFggvIJfu3LT5e8RGUlDTW8ElOSMbaYKPO\nWkdytGI2KqwsJtESMA3VlROlC0MtqSgN2O0jtGZsHkfI1m9Ua0N5AG3BGbg/WP0Ump4SGhfhaH04\nbp8nFM4KjWKwvbC53yDIzaOvR5YkFq38BG8bO8l1Sc9i5MARHDh2kDVbW5/E1hZ8Ph/PP7+AHTu2\ncdllw3jooccvSFkSgUDQyCUrBgkJys6/qRikxCs1go4XF5AYFY8sSRRWFqPX6IgyhlNcr/QhjtVH\nhOz2waY3wd4GelmLw+du8y7aFfALNBODgBY0HatpX4UgGdEphOstbC/IafG5KTFJXN5nJHllx/l+\n56o2zQtg9rUzkWWZ//vfB6ETzPnks88Ws27danr16sMjjzwlitEJBBeBS1YMEhOVnX8zMUhQxKCg\ntBCNSk1seAyFlUqhuDhzNBXWKrw+L1H6cGpcVjw+LxZNIJw0kB+gPcHO31ocATHQy9rQteDCLjXp\nntaSGMiSTP/k7lTb6zha1Vjsrikzx05Dp9Hx7g+L21SzCCAxLpFxQ8dyvPg467ad30S0ffv28u9/\nv01kZBSPPvpUqEe1QCC4sFyyYhAXF48syxQXN9b6SQ6KQYmyoCZHJ1Bjq6XBaSfeHI3X76OyoZZo\nXRh+/NS46jEFcguCEUSh/sj+tu2gnV5FDHQqTeiaP+RUbiQyIAbVTcQAoH+K0g1tW0FOi+PHhEVx\nw7ArqbHV8r/Nra9oGuTGqdOQZZmPliw+b74Dr9fL66+/hM/n46GHHg+VCREIBBeeS1YMNBoNMTGx\nzcQgJT4FINTkJViwrqymPNT1rNJWHTIN1bps6APhn46A01gO7OLbWqwuaCbSNTETBdfcphFGUTol\nK7nK2TxyqH+y0k95e2HLYgDwi6FTMOtNfL5hCXZX2yKeEuMSGTlwBEcLjrEtZ3ub7j0VK1Z8z7Fj\nRxg/fhJ9+vQ7L2MKBIKz45IVA1BMRZWVFTgcysIYbgnDbDRTUKKElzYtWBdtDOQUNNQQpg3UIHLZ\n0Ad28o7Azv5seiFDUwey5rSfC+Y2VDQJLwUIN1joFNOBfaWHsbtbXuiNOiPXDJlMnd3Ksh0r2zQ/\ngBsmXQfAp9/+t833tsS33y5BlmVuvnnWeRlPIBCcPZe8GIBS+iBIQmwCZZVK9dIoS6AjmrWGCINi\nnqm112MMJJc1eByoJCXqxRswCwVFQG5jfLy/hftU8smhpbGG5iUwmtI3qRsen5fdxQdO+ZwrBk9A\no9Lw9ZZlbTb3dErNoHeXXmTn7uJYYV6b7j0Rl8tFbu4+MjI6hSK7BALBxaNVYRuPPPJIs9eSJKHX\n6+nUqRO//OUvf7JOv6AYFBcXkZbWEYCYiCgO5R2i3lYfEoOq+hqSEhV/Qq2jnrhA3oHd68SgUYQh\nuGAH/6mS2qazfk5emNUBofE08T+YNQaMaj1lgeJ4TRnUoTef7PqWTfnZDE7t3eJzwo1hjOwxhB92\nrWXXsb30Se/RpnleM/4qdu3fzZfL/8e8W+9p071NOXz4IB6Pmx49ep31GAKB4PzRqhVLpVJhtVoZ\nP34848ePx+l0UllZydGjR3nqqafae47tRlygOF0w8QwgMjxQ3rquhjCjYp+vt9dj1gWKxrnsaAKm\nHLfPE1rE5YBd3xmy/Z/e3HMiLRWqa/RHuJp9NsEQRam96qSdfde4DExaIzsK95121z+p/+UALDuL\nMNPBvQcRHx3Hik2rqLdZ23x/kGBdqMSAyAoEgotLq8Rg7969LFy4kHHjxjFu3DhefPFFCgsLefzx\nx8nJObXD8sdOfHzzLGSAiDClC1p1XQ0WQyCHwG4NnQDsbgfqwK7f4/M2MQsp1+xeF2pJ1SyTuDU0\n+h4aF35jqNZR81DQRGMMTq+7WXgpKGalPkldKLNWUlJ/6k5lPVK7kBydyLq9m7A62lZuWyWrmDpm\nCk6Xk2Xrvm/TvU0J9p+2WCxnPYZAIDh/tEoM7HZ7s7Z+lZWVob6vwUJvP0ViYhQHcUVF43cLC/RH\nrrdZMeuV00CD045OHSga53XTNNizad0gUEJMTeq2Fy4zq5vnKwCEBZrl1LqaL9hJgZIYwSY3TemV\nkAXAvtJTN7WRJIlxfUbi8rjZmLutzXOdNGICWo2Wr1YuOeskNJUq4A/5Cf//IxD8nGiVGMydO5fr\nrruOefPmcc8993DDDTcwb948Fi5cyLBhw9p7ju1GZGQkkiQ1a3JjNigLsLXBilYTMNO4HKGdvtfn\nxYfiF5AlCWdgJ69XafH5fVg9dixqY5vnEhUIV20aMhqhNaGSZCoCVVGDNO3FfCJZsekAHKg4etrn\njeg+BIC1eze1ea5h5jDGDBlNSXkJ23N2tPl+gIiIk7vNCQSCi0erHMhTp07lsssuY9u2bciyzDPP\nPENUVBSDBg0iIiKivefYbqjVaiyWsFDlUgCjMXAasDcgSzJatQan2xUyA3l93lB9H5Wkwh7IL9Cr\ntNS6G/Cj9EJuCbvXxeGGMjroo076jFGlw6DSUtIkZFSWZGJ0EZQE/APBCp5BMcizlnAi6VEpyJLE\nkcqWM5GDJEcn0jGuAzuP7MHhcqDX6k/7+ROZOnoy361dxjerv2NQr4Ftuhcaa0Pl559bVJJAIDg/\ntEoM6urqWLp0KTU1Nfj9fvbtU6pj3nNP26NJ/v73v/PDDz/gdru56aabGDx4MA8//DCSJJGZmclT\nTz11QatVhoWFUV/fuBvXaRUTj9OlLPIqWY3X521WGiJ4GtCpNJSFehkYqHIp4wTbVQaxe13stxWT\nayvG4/dxxF7OFbF9mkUcSZJEiiGGg9Yiat0NIbHoYIqltLKKSmctMXpFeFNN8chI5NWfLAZatYZ4\ncwyFtWduSDMosx/Hyr5k17G9DM7q34pfq5HMtM5kdEhn067NVNVUERXY6beW1NQ0zGYze/bsbtN9\nAoGgfWjVqnvvvfeyadMmfG2seHkimzZtYseOHXzwwQe89957lJSU8Nxzz3Hffffx/vtKN67ly5ef\n0zPaisUShtVaH1rsdRpFDFxuZcFXyTJeny/Ub0CWpMaIIZU21OLSrDFQGTDxBLOEAY7bK/lv6Tb2\nWAtRSyoStOHUeexsqjl8UsRPaqBxzrEm5p8Ogc5qR5ucArQqDcmmWI5Zi1vMdE4Kj6fWUY/Ndfoa\nRAMz+wCw9WD2aT/XEpIkMWXUJHw+H9+dhSNZlmV69epDSUkRBw/ub/P9AoHg/NIqMaioqOD1119n\n7ty53HPPPaE/bWXt2rVkZWVx9913M2fOHMaMGUNOTg6DBw8GYNSoUaxfv77N454Ler0Br9eL260s\n8MHSyR5vY4inBLi9jY7iYBtKk1pPnduGhNKvuDxwSojTKRFJfr+f7Prj+IFB4en8Iq4/Y6K7EqUx\nccReTq6tsUgeQGeLkvewv74wdC0zTCmRcaDueLPPZoQl0+BxUNpCvkGsWdmll1tPfq8pXVMyMWj1\n7Dx6do1rxg4Zg06r49s1353VRuGqq64FYOHCV4QjWSC4yLRKDLp160Zubu45P6y6upo9e/bw2muv\n8Yc//IHf//73zWzhJpOpmcnmQqDXK7Zyp1Mp4RAUA69XWdyCeQTuQLkJjUpNQ6AonUGto9Ztw6Ix\nopJkypy1qCSZyIAzuMJtpcbTQAd9JF1MiahlFWpJxeioruhlDdvqjnGkoTEiKEprJk4XzjFbKfaA\nKaqDKQ69SktubX6zk0SnMCU+/1Ddyb6B2GAdpYbTO2fVKjU907pRWFlMeW3laT/bEkaDkdGDR1Fa\nWcb2vW13JPfrN4CxY8dz8OB+3n//3TbfLxAIzh+tEoODBw9y7bXXMmLECMaNG8fll1/OuHHj2vyw\niIgIRowYgVarJSMjA51O12zxt9lshIWFtXncc0GjCVQZdSs7f+mEbsQ+nw+VrMLpCfgJ1DqsgfBP\nk8pAjctKuNaMz++jwllLjDYs5AvYH9j5Z5kSm41pUukYG9UNraRiY80hbE2a4fQIT8Pr95FTmw8o\nmczdw9OodNZRbG9csDuHdQDgYG3zEwMQKp1R00IbzBMJZiCf7elg6qjJAHyzuu2VUAHmzLmH+PgE\n3n//XTZvPr/lsQUCQetplRj85S9/4fvvv+ejjz7i3Xff5b333uPdd9u+kxswYABr1qzB7/dTWlqK\n3W5n6NChbNqkhDeuXr2agQPbHplyLqhUihh4A2agE8tCeLxeVCoVjsCCrddosQbMRCpZhdvnIUJr\npsplxeP3ERdw8jq8bvLtlYSrDcRrTxa4aK2ZgeHp+PCTXZ8fut4rPA0ZieyaI6GTQO+oTgDsrDoU\n+lynsGQkpJbFQK/4LGrsdSe9dyJ9M3oCsOvo2SUPZnbsTKfUDDZmK47kthIWFs7jj/8BjUbDCy88\ny/Hj+We+SSAQnHdOKwYrVqwAYMuWLS3+aStjx46lW7du3HDDDdx11108+eSTPPTQQyxcuJDp06fj\ndruZNGnS2X2Ts0SWlZNAcOH1+/yh636/H4/Xg0alxhFwKBvUulDLSbdfEZAIjfkkf8ERexk+/GQa\nE07Z1L2jIZYItZEj9nIqApFIJrWeLEsyZc5ajtuVLOJeERmoJRXbKhsL0BnVelLN8RyqKzgp8StM\nHyix7ThzuYi0uBQiTGFsP7yrzS0xQXEkTxoxEZ/Px/INK9p8P0DnzlnMnXs/VquV++77LStWnH1m\ns0AgODtOG1q6e/duxo4dG9q5n8gvfvGLNj/wwQcfPOnaokWL2jzO+eLEEj6+wMIqSzI+vw8/ftQq\nNY6An0Cn1mGz2TGp9aFIoghtoxjE6sLx+/0caihDRiI9kC3cErIkMSg8nWWVOWypPcqkmF7IksTA\nqExy6wvYUnWQVGMsBrWOHhHpZFcforChguTAmFnhqeRZS8izlpAR1ljjJ1Rh1XFmM5EsyVzWZSDf\nbP+BnPxcenfs3spfrpHRg0fx1uJ/8sPGFfxyyvVtvh9gwgTF3PTGG6/x/PML2L07m7vvvk/0QhYI\nLhCnFYN58+YBcOWVVzJ8+PBm73333XftN6sLyImtJYNVR2VZbowganoy0OiweeyY1Abq3UqZCCWS\nSFl4o3UWqj0N1HnspOqjz1iwLl4XTkdDDMfsFRywFdPVnESKIZoEfSQH6wupcdmI0JoYFNOF7OpD\nbK3IJTl1BABdI9JYVriZ3Jq8E8RAMRNVN9S2+MwTGdFjCN9s/4HVezaclRhYTGYG9hzAhp0byS8+\nTmpihzaPAYog9OjRiwULnmbp0q+oq6vjgQceRadre3kPgUDQNk5rJlqyZAmff/45TzzxBJ9//nno\nzyeffMILL7xwoebYrgRDIoPmouBrlUoVCi9Vq9SNiWZqLQ0eB8YmJwOLxki1y4pGUmFRG8gPOHrT\nDNGtmsPAsI5oJTU76vOxehxIksSgqEz8wNbqgwD0jMxAr9KypWJ/SMC6RXQEYF/NsWbjGTR6jBo9\nVa0Ug94dexBhCmfd3k3NQmrbwvABQwFYt+3cQoOTkpJ5/vlX6NmzN+vWreahh+bjcLStZ7NAIGg7\npxUDq9XKpk2bsNlsbNq0KfRn586dzJ8//0LNsV0JmYUCWc9BMZAkKRT7rlKpcAWiidSyCrvXhUGt\nC1UTNan11LpthGtNSJJEkbMaGYlkXet6+upVWgaEd8Tr97GrXnEIdwvrgFmtZ1fNUZxeN1pZTd/I\nzlS56jhiVaKUkk2xhGlM7Kk+OYEtxhRJua11Dl2VLDO651Dq7Fa2Hmp7Ahoopa1lWWbzrrb7kk7E\nZDKzYMELjBo1lv379/Hpp4vPeUyBQHB6TmsmmjZtGtOmTWPDhg0MHTr0Qs3pgtJ4MlCd8FoOOWZV\nkow7+O+yCp/fh06lCZWb1shqHD43ieoofH4/1e4GojSmk8pY231uDrqqiZB1pGjCmnU1yzDEss9a\nxFF7OT3MyYRrjPSP7MTq8hx21x5jYFQmA2O6sLFiL1sqculkSUKWZPpEZ7KmZCcFtnI6mONC48Vb\nYsivKcbqtGHWmc74O4zrO4ovNn3D9ztXcVmXAW3+Hc1GM906dWXfoVzqbfVYTOdWmlqr1XLvvb9n\n9+6dfPzxh0yefAXR0af2vwgEgnOjVaGlGo2Gu+66i1mzZnHrrbdyyy23cPnll7f33C4IvibRQ9AY\nWqo4kBv9CcETRDDeRi2rA+WsG/0OJrWeBq8TP34s6uaF35w+DzsdpVR57Rxx17DNXkyNt7FXsSRJ\n9LF0wA+h00G/iE6oJJmtVYfw+/10CU/FojGyvfJASKj6RSslq7dXNE8KTApThKGwtqxVv0OnhI6k\nx6ex+cAOam1nDkltif7d++Hz+9i9/+xyFk7EaDQybdoMnE4HmzaJHASBoD1plRg8/vjjjB8/Hq/X\ny80330xaWhrjx49v77ldIILmlebhn2fqD6xCDrWj9AYkQiursfuU04JR1dgK1O33sctZhtPvJUVt\nIVFtxuZ3s9NRykFnY8eyFH0UURoTeY5Kqt02jGod3cNSqXZbOWIrQSXJ9I/KxOqxkxsoT9E/pgsA\nWyv2NZtfWqRS2uJYdSGtZULfUXh9XlbsXtfqe5rSvXM3APYdOfds9SDBTmgNDQ3nbUyBQHAyrRID\nvV7P9ddfz+DBgwkLC+OPf/zjWeUZ/BQIlqr2+/0hM47f74PAv/tojOn3hfoeK4u5RlLjCJwW9HKj\nGBxz1WDzuUlSW+ikjaSLLpp++gSMkppCTz1lXiUqSTkdpAKwO3A6GBjZGYCtgYSzgTFdAdgcWPyj\n9eFkWJLZU3UkVCYDIC1SWUSPVJ6clHYqxvQajkpW8UP2mlbf05SsjpnIksz+owfO/OFWEjyReTzu\n8zamQCA4mVaJgU6no6amhvT0dLKzs5Ek6WezUws6jv3BRvZNmtioA9nJbq831MksmJTm9ntCwhFs\ndiNJ4AmMowm85/Z7KfZY0UkqOmsjQwlo4SodvfRxyEgcclbjDpwyknQRxGjM5DuqqHbbSDBEkmyI\n5oithGqXlQxzIrG6cLKrDoV8FkPiuuPxe9le0Vj9MyM6Bb1aR3ZR8xPD6Qg3hdGvUy8OlxyjsLL4\nzDecgEFvICE2gbzC/DOerFrLtm3KpqN7957nZTyBQNAyrRKD2bNnM3/+fMaOHcvnn3/OFVdcQc+e\nP4+/nKEqpR5lMVar1YHXHrTqQON7rzvU9jIYYeT2elBLyr1BIfH5/SGTUVAoyjwN+PCTrLY0cxgD\nGGQNHTXhuPFx2KUUlZMkid4WJU5/d71ShK5/ZKAcRc0RJEliSGx3XD4POyqVsNMhccp/i01ljSUl\nNCoNfZO6UlBbSlFd6/wGAKN6XAbAur2bW31PU9KSUqm31VNdV3PmD58Bh8PO+vVrsFjC6NGj1zmP\nJxAITk2rxGDKlCn861//wmw289lnn/HCCy/whz/8ob3ndkHQaAILfiCpLNjq0ul2odVokZBwuBwY\ntUqP4ga3A4NKh83jQB8UiMAu2OVzI9O8vEVDoPdBpKrlTmIpmjDMspYSj41qrxKqmqiLIFJt4rij\nkgavk66WFPSyht01x/D6fQwOmIq2VCq2+QxLEnH6SLaU78Xta8wTGJKm9CtYd3R7q3+PwVn9kSWJ\nzQfPrp1lUpxSlK+04szNdc7Exx9/SHV1NVOnXiUykQWCdua0YlBVVcVLL73E22+/HdoR6/V6duzY\nwcSJEy/IBNsbTWDxd7kCvYx1yqLtcNiRJRmDTo/NYccSCM+sd9owa5TsY2NggQ9G9ti9rlDF0uAJ\nIfhPtdTyTy1LEl20Sv+B/c4qvH4fkiSRZUrADxy0laKWVfQIT8PmdXLYWkyMPoIMcyL7a/OpcVmR\nJInL4nti8zjYVdlYzG5oWl/Usoq1R7e2+vewGMx065DF/oKD1DW0vZx4XLTSoKessvWnkZbIz8/j\nk08+JCoqmunTbz6nsQQCwZk5rRj8/ve/59ixY6xcuZK33nqLvXv3cvXVV/Ovf/2LRx555ELNsV0J\n9jy22wMJZIZAD2SH4hOxGMxY7VYiA/V+qu21RGgtVDvrsWiU04LD60RGwupxoA34Fpy+1mfyWlQ6\nUtQWHH4PJR7FmZxuiEEjqThiL8Pv99M7kG28u1bpGTw4ppuSoRzwEwyLV8wo60p3hcY160z0S+7O\n4crjFNSc3CLzVPTv1Buf38/uvNb7G4JERyhZ15VnUcE0iMvlYsGCp3C5XMyZMxeDwXDWYwkEgtZx\nWjHIz89n4cKF/O1vf+Prr7/mzjvv5Oqrr2bp0qVcddVVF2qO7YrRqOz4bTalwqfZqFT8rA+8DjeF\nUW2rJcqolKausFYTo4/A4/eiC0QMVbushGmM1LhsGALXgs1pgmYjH6d3qHbQKNVOiz3Kblwtq0gz\nRJTY5hYAACAASURBVGPzuihx1hKviyBWF86h+iIaPE76R2chSzJbAvkF3SI6EqULY2PZHjxNqpiO\n6aR0kVtxuOVigy3Rq6MSIrrr6N5W3xMkMlzJuq45B5/B+++/S35+HldeeQ0jR44+63EEAkHrOa0Y\nmM3m0D9ramp4/fXXueOOO9Bqtae77SeFxaLs+OvqlDo+arUak8FEbb3yOtIcgcfrQfL50ao0lNuq\niDcoC543sPsvd9QQqTVj8zpQBX5Sq1fpf6AJOJkdvtO3ddTJKqJVBqw+N7ZArkIno5I4dsRejiRJ\n9ApPw4ef3PoCzBoD3cPTON5QRrG9ElmSGRbfm3p3Q7OooiGpfdCrdaw8vLnVET5ZyZ3RqjXk5Le9\nN3GERRG1mvrW1UU6kR07trF48fvExydw2213nNUYAoGg7ZxWDJrW4Y+JiaFfv37tPqELTWTk/2fv\nvKPjKM++fc127a52pVXvzSouknvDnQ62Mb3FOEBIBwK8gSSEAIGAIfUFEspHeAnB4ADB9BLb2NiA\ney9ykdV712p7ne+P2V1JtiRLbjEw1zk+RxrNzo7W9vOb5y6/O/Qk29UzItJijqXDKn2fYJLCHm3d\nHSRHx9PY3UpaaEi9w+9EIShocnWQEJpjYPXZ0Ss0dIVmHkSHdgq2YM80s4FIVEm7lBa/9Np4dTRG\npZZadzv+YIBRJqkHYX8oVDQ5lEgOh4rOT5sMwH/qNkWuqVNrmZ49nmZbGwdbKob0maiVKgrS8qhu\nqcHpGV4JsckoiavNMfx8Q0dHO3/4w2MolUp+9asHIyE8GRmZ08+gYuBwONi2bRtbtmzB5XKxbdu2\nkxpuczYSGyslbzs7e2LclhgL3fZuPF4PSTFSQrSps4VUUyJOn5sYtbRjqrW3kKSLocHZFhGDRncn\nFo0RV9CLI+DBpJTsl62B44tBnDIKAWgLiYEgCGRHJeAXg9R5OolWR5GlT6DO1Y7V56AkNg+NQsXW\ntoOIokieKY18UwbbWg/Q5u4J08zLmwrA2iNDDxWNyiggKIocqC0b8mtAmousUqqGHSYKBAIsXfoI\nnZ2d3HrrDyksHDms18vIyJwcg4pBUlISTz31FM888wyJiYk89dRTPP300zz99NM888wzZ+oeTysx\nMdLOwGrtCWskxUlP/q0draTFJQNQ395IZsjiQeETERA40l1HpiEJT9CHNpQ4bnB1RMZcNnusaAQl\nRoWGrqA70pA2ECpBQaxSh0P04Q6FoLJDNtjVoaln4d3Bge5atEo14yz5tHmsHLFJthMXpU8liMhn\n9T0VRGNTC4mJMvFl5Ta8Q+zkHZkh2VyU1g6vm1gQBMzRJqz24fkbrVu3hn379nDOObO4/PITG5Bz\ntvDVV+u57767eOqpP7Ju3ZpIpZqMzNnMoK6lr776auRrv9+PSqXC5/Ph8/m+MVt4s1lKDPcOEyUn\nSALQ2NpEeqpk61DTVs/kEmk+c6O1mXRDAuXd9VyQMY3NbQfocHehU2qod7UxO9QE1uixkqtPxKLU\nYQ966Qy4SVAN/rnFKfV0BNx0BFykKqIxq/SYVVE0uLvwBwMUmtL5T9MOSq21TIsrYnrCaLa0HWBT\nayn5pnRmpYzj74feZ1X9Fq7JPReFoECpUHLeiGm8vXcl6yq2cEHBjEHvAWBkRj4CwgnlDczRZhpa\nGhFFccCRn70RRZF//es1lEolP/jBT4b0mrOV995bwfPPSw9Ke/fu5tNPPyIuLp477riHqVO/mc6/\nMt8MhtR09vHHH3PFFVcA0NjYyCWXXMLq1d+MObVGoxG1Wt0nTJSeLAlAXVM9ybFJaNVaqppryIuT\nnsqPtNVQFJONK+BBH8oJlNsaydQnYPU5ISiiU6hp9HQhiiLxSkkAWv3Hj7/HhHoXwo6mgiCQrrMQ\nIEiT10qUUkO2IYlmTxedXjv5pnQsmmh2dpThDfrRq3Sck1RMs6uD0s7KyHXnj5yLQhD4sHTtkBLJ\n0VFGspMyOVhbFpnlMFTiYuJwe9w4XUPLN+zYsZXa2mrmzDmXpKTkYb3X2YIoirz22is8//wzxMbG\n8swzL/DUU89z5ZXX0N1t5amn/ijvEGTOaoYkBs899xwvv/wyAJmZmaxYseIbEyYSBIHYWAttbW2R\nY+nJ6QDUNNaiVCjIScqgprWeBEMserWOsraqyJSxttCOoMxWR5Zeyi/UuFpJ08biDvpo99mJVmjQ\nCkraA85It/JA6AUVGkFJV9ATWbRTtdLupSGUBygySfd3yFYnzVGOL8Id8LKvU0oQn5sq7WDWNGyP\nXDcxOo5pWeMob68dciK5JHsUvoBv2HmDuBgpD9Pe1T6k8z/44D2Ar3V46O2332DZsn+QnJzCH//4\nDCNGFFBQUMj3v/8TFi68gs7ODrZskW24Zc5ehiQGPp+P+PiewSJxcXGnzIjsbCAhIZHOzg78filO\nn5aUikqporKuCoARKbkEggEqm2spSMihztpMlj4JgP1dlYyITpPKS9VSNVClo5k0nZSLqHd3IggC\niSoDAcSI5cRACIKASaHBKwbwhMzrEjTRqAQFTV4pr5FvTEUADtsagB4n0+3tUkin2JKHRWtiQ/Pe\nPvYUFxXOAmDNkZ5qo8GYkCc1sm0r2zWk88MkWEJdyB2txz3X4bCzffsWcnPzyM8vHNb7nC243S6W\nL1+G2RzDH/7wFKmpaX1+Pn68NCyotnboDrIyMmeaIYnBxIkTueeee1i7di1r167lvvvuY9y4caf7\n3s4YCQmJBINB2tul3YFapSYjJZ3q+ioCwQCF6ZKN9KG6MkYmSaZxHbZOLFoT+zoqKDJL4aMmZzsm\nVRSVjmaSNGYUCNS5QyWqoVBRS6jDeDCiFVIFki3Ub6AQFCRqTHT7XTgDXvQqLen6eOpd7Tj8blKj\n4kjSWdjXWYk74EUhKJiZNBaH38Wu9p4E8LjUkVj0ZtZXbMMXOH4iuSRnFFq1ls2HdwxL/JPipQR8\nc9vxLSm2bt2M3+9nxozZQ77+2caGDV/idDq49NKFxMcnHPPzhATpWNsQPg8Zmf8WQxKDhx56iNGj\nR/PGG2/w9ttvM2rUKB544IETftP29nbmzJlDeXk51dXV3HDDDdx444089NBDkbGTZ5Lk5JC5WnOP\nZUNeZh4er5e6xnpGpucDcKCujNHJkjCUNh+h2JJHl9eGRSOVmh6w1pBjTMYd8NLu7SZJa6bT78AR\n8BCt0KATlLQHXJEJagMR7k2wB3tizEkaqXS11StV6eQbpcqmcnsTgiAwPm4EPjHAQWsNADOSSwDY\n2NwzdUypUDArZxIOr5M9jcevEtKoNEzOH0d9eyNHGiuPe36YlATp82xsPb4Ndmmp5LQ6YcKkIV//\nbGPXLskIcKBuaY8nNB41ZIooI3M2MqgYtLZK2/y2tjYuueQSHnzwQe6//34uvPDCPjH24eDz+Xjw\nwQfR6aRE6dKlS7nrrrt4/fXXEUWRzz777ISuezKExaCxsWcqWEG2JACHq8pIjk0k1hjD/uqDFCbk\nolIo2dt4mBKLJAy1tmYsGhMHrNVkh8JH5fZG0o8KFcUrpVBRx3FCRXqFtGg4gj1P74laaaZwS0gM\nco1SorXCIQlYScjmek9HOQCFMVlYtCY2HhUqmpYl7eg2VQ8t9HPeWCm0tHrX+iGdD1KYDaQE/PEo\nLz+MQqEgJydvyNc/2zh4sJSoKD2Zmdn9/ryhQbIiT01NP4N3JSMzPAYVg/DT/+LFi7npppsif8Lf\nnwhPPvkk119/PYmJUihh//79TJki+efMnj2bDRs2nNB1T4aUFGnxamzseZItyAmLwWEEQWB0ZiEd\n9i66bF0UJGRT3l5DfrT0n3tvZwWjYrJwBTwokQZoVjqaSdP2iAEQKStt9NsHvR+toEQAPGLPIm5R\nG1Eg0OqVOnvjNSaiVVFUOZoRRZFMQxImtZ5SaxWiKKIMhYrsfhf7O3sSxqOS8jBo9OyoH5rv0IS8\nEizGGD7b/QUO99Cqg0xGE+ZoMzWNx4+RNzU1kZiYjFarHdK1z0ZaW1tITU0b0GZ7xw6p5yMvb8SZ\nvC0ZmWExqBi88MILAKxYsYLPPvss8mfNmjW88sorw36zFStWYLFYmDVrVuRY71p0g8GAzTZ8G4OT\nJZzwCz/BAeSkZ6NWqTlYISVlx2RJSdq91QcoTpa6c1ut7SToYtjXWU6hSRpIU26rJz0qngZXOwoE\nTKoomr1WAmIQk0KDSaGlPeCKlI72hyAIqAUlvl5NakpBQazaQJfPGbG5ztQn4Ap4afN0S1bY5ky6\nfU4aXVIVz+REqYt3a0uP+6hSoaQ4pYBmWxtNtuPv7lRKFQumXIjL6+I/O9YO6fMEachNU2sTLvfg\nuyCHw050dPSQr3s2IopiZGLe0XR1dfLVV1+QkJDIyJGjz/CdycgMnUHFoLGxkYaGBhYvXhz5uqGh\ngdraWm677bZhv9nbb7/Nhg0buOmmmzhw4AC/+MUv6Ojoqe93OByYTKbh/xYnSVxcPFqtjvr6nrCG\nWqVmRFYelXVVuD0exmRJC+v+moOMSSmQvm4qo9gyApvPiV6pRQAOddcyIjoFESmEk6qNwS8GafF2\nIwgCeRppt1DjG9zITY3imI7lOLWRICKdPikJnRXySKpxSuG8olB38iGr9EQ+OjYXrVLNzva++YGS\nFKlqZ98Q8gYAl046H51ay9sbPsTtHVjEepOTng1AVX31gOeIoojX6/3aGx/qdFF0dLQfk2R3Op08\n+OCvcDodXHHF1QMKhozM2cCg/zqffvppFi9eTFVVFd/5zndYvHgxixcv5nvf+x6zZw+/+uO1115j\n2bJlvPrqq4wcOZInn3yS2bNns3mz5Jmzfv16Jk0684lEQRBISUmlsbGhz3/owpwCgsEg5bXlZCak\no1VrOdJQSWFCLgpBwYGWckbF5gBQZW8gRR9Plb2JjCipeqTK0UK6Tqq5r3VJomdWajEptHQE3LiC\nA1f0KAUFfoJ97idcutoZMsFLC1lVNLila+eZpB1OhV0qOVUrVBSas6h1NGPz9oR4wmKwc4jzkaOj\njFw+7RK6HFbe37JySK8ZkSWFRI5UHxnwHEEQ0Ov1OBzHr7A6m5kwYRLt7W2Ul/f8rl6vl9/97kHK\nyg5xwQUXc/nlV/8X71BG5vgMKgZLly5lzZo13HnnnaxZsybyZ+XKldx///2n5AZ+8Ytf8Mwzz3Dd\nddfh8/m46KKLTsl1h0tqahoulxOrtcdgLS8jF4Dq+ppQ81kmNa31qBVKcizpHG6tpiAUHjrYVU1e\ndCq+oB9vwItOqaHG2UKixoRWoaLO3RFZ2NNCRndNg5SZKoVj5yDEqqWcQ1eokzlOE41GoaIxJDQJ\nWjPRaj1V9p6qqHBz3OFQlRFAVmwqFn0Mu+sPDLlk9MpzFhAdZeTfX76PzTV4zgMgPztUjls5eMOa\nyWTuYwXydWT69JkA3HHHD3jxxWd5443XeOihX7Fz53amTTuHn/3s519riw2ZbweDehO98cYbXHfd\ndXi9Xv76178e8/Pbb7/9hN+4t+/RsmXLTvg6p4qkJKkKqLm5KWJelxqqimlokZ60sxLSOVhXRn1H\nE3lxmZS31yD6AuiUGiq6G5iaVMwXQJ2zlVSdhQpHE+6AlySNiRp3B46AB6NKR5xSj0A7HQEXOcT0\nez/K0FCcACLhtKRJJU386vZLcXhBEIjXmmhydRIQgygFBWn6eA5aa3CHBCknWvodqu1NTEwoirxu\ndFIeX1Rup8nWRorp2Nr4ozHo9Fw9YyEvr17Ou5s+4aZ51wx6fnpSGoYoQyTnMhBZWdls2rSBzs6O\niIPs141zzpnJkiXf45//fIkVK96KHJ869Rx++csH5fnNMl8LBt0ZfJO6jI9H2BOnd69BeLh7Q4tU\nZZSRIIVhalvrybaEvu5qJDs6hRpHMymhsE2do5WUKGlha3R3khhyMQ2XhaoEBWaFFlvQi0/sf+iN\nIvRX07snQaNQoVOosfl7krLxGhNBRLq80tN6+B6aQruFrGjp96q29x17WZQo7XqGak0BsGDyBcQY\nTLy36RM67YPnPBQKBUW5BTS0NAxqZ52bK+0gDh8eviHe2YJSqeSGGxbz8suv89RTz/PII0/w298u\n5YEHfvu1rpKS+XYxqBhcf/31ANTX13P77bcf8+ebhMUi2W10dPT46ZiMJjRqDW2d0rHkWClh22Lt\neZputrWRbkgkKAYhtHC3erqI10gVMp1eWyTWb+21iIfnHNgHyBso+gkTARiVWpwBb0SozeFrh/II\n8aG5Ch0eSXiSoiwICLS6+oZickOme9Wdx+8FCKPT6LhhzlW4vG5eXfvmcc8fnS9Vz+wrG7iMddy4\nCQBs2TI0i4yzmeTkFAoKCpk8eSpTpkxDpRp04y0jc1YxpPKGw4cPf+2TfMejZ8hNz6IpCAKWGEvE\ncC3RLAlGq7WdRKP0BN5i7yA59DTe4enGqIqi3dNNTKgrudPrwBwK7/QWA0Ooy9gR7N/JcqDZyXql\nhiAi7pCIRKula9tD147Rht9XKtFVK1TEaqNpdfd9Og/PZqjubBj8gzmKSyaeS2ZCGit3fH7cruTi\nQsnKe8+hPQOeM2rUGEwmExs3fkkgMPhoUBkZmdPHkMRAoVAwb948rrvuOpYsWRL5800iXOtut/dN\njpqMpsgIR7MhNC/ZaSMmKvS1x05sqDvY6rVj0hiw+1wYVVKHtTPgQatQo0DAHehZ+HWh2cjeAcNE\nEkdbV+hC3cmeUFexPrTDcIWuHR1qbLP7ekpAYzRGrN6+v5dZZ8So0dPYfXwzud4oFUp+cPESRET+\n9uFLBAaxDynIzken1bHrwO6Br6dUMmvWXDo7O9i06cw3HMrIyEgcdx9rtVq59dZbiYuTnn5FUaS9\nvb2Pi+k3gago6QnbfVSTlF4Xhd/vx+fzYdBJC63D48Sgkc53eF0YVD1P53qllsZAG5rwoh3wIggC\nGoUqsoADqEJi4Btg+tlAYSJ1aKKaN3Qt7VHioFNKOw53rzGbBlUUroCHQDCAUtGTzEyKjqOuq2nI\nQ2jCjM8tZs6Yc1i3bwNf7N/I3OL+h+WoVWpKCovZsmcrze0tkQlyR7Nw4eV89NH7vP/+CmbMmNXv\nOTIyMqeXQXcGpaWlzJ8/H4PBwJQpU5gyZQobNmxg6dKl/5XmsNOJSiUtqv6jxkJq1NLi6vP70Kh6\nvlYplCgEBb6AD61Seq03IB0XASG0iIcbx5SCggC9OorDYaABkvThMJF4lBiERSR8XVVocfeHxEAT\nvpdewqML3bfnqPyERR+DJ+DD4R28S7g/bpp3DQICHxyn72DiGCknsG3vtgHPycrKYfz4SezZs4s9\ne4Znly0jI3NqGFQMnnzySf70pz/1aTC7++67efzxx3niiSdO+82dScTQ4np0l2g4USsIQuSc3j8T\nEKTkMZLVdE8FlhA6JkTODS/w0LPID/RALkTEou/x8N0dLRJ937UvEQEJ9g1JmXVSeKvbc/y+gaNJ\nsSQxMX8sB+vKKGsYuCJpSslkADbv3jro9ZYsuQWA3//+MZqaju92KiMjc2oZVAy6u7uZOnXqMcdn\nzZrVJ9H6TSA82Eap7Bs58wfCx5WRr1VKFf5gABERpUIZcQVVhb5W9BIIpSB9xP5QH0CYQGj5VvS7\nfPeIxECLfs/3IVEJf9/PTkMhhMtU+4pZtFaqRLJ5Tqw4YOHkCwH4aOuqAc9JikskJz2bXQd3DzoG\ns6hoFLfd9mPa29v4+c/vpLa2ZsBzZWRkTj2DioHf7+93vkAwGMTnO/5wlK8T4cSx0Wjsc9zhcqJW\nqdGoNdjd0qJp1BmwhxbQaK2B7pBXkEltwO53Y1BH4QpVCemVWgJiEK/ojyR/oSdxrBH6b0gSBhCJ\nwNEiE3raPzqXoOn1Xv7Qe6kUfYVOFwqBeYY54zjMhBElpFqS+HzvBrqdAxsMnjN+On6/ny17Bt8d\nXHXVtRFBuPfen/Wxd5CRkTm9DCoGkydP7rfz+Nlnn2XMmDGn7ab+G9hsUl2+0djXQdPusGE0SAJh\nDS140VFGrG5JPKJ1RrpCYRazxojN58So0uHwS9U8BpUuUukTpewxZPMEBxeDgYjkCkJiEF78w2IQ\nzgtoei38vXcuvdEqT04MFIKC+ZMvxBfwDepoOmPiOQB8uf2r417zqquu5Y477qa728rdd/+E55//\na5/eDxkZmdPDoNVE99xzDz/4wQ/44IMPKC4uRhRFSktLsVgsPPfcc2fqHs8IbW1SiWVcXE+VlCiK\ntHW2k5kqNWi1WqVFKcEcR6td6vBNNMRSH7KMNmkMuAIe8rSpdHql3UKM2hCxjwjbSQA4RWnR1iv6\nn34VTiwfvUMIL/bhXYYzVDWkDy3sjtB7GdU97+Xye1AgRCqPwihC4nAy0+XOHzebV9e8ycfbVnPl\nOQtQ9uPMmZWaSWZKBlv3bsfpcqKP0g96zUsvvQyzOZYXX3yW9957m08++YD58y9jwYLLj5kvLCMj\nc2oYdGdgNBp57bXXeOSRRxgzZgxjx47lscceY/ny5cTE9O+p83UlPNUtIaGn/LHb3o3X5yUhVhKI\nli7pnERzPM2hWQAJxjgane0oBEVk4Y7XmSNNXzEaY6TZrLcYhKeYDSQG4VyA4qhoUbjZLLywO/2S\nGESFO5p9ITFQ9RWDKJX2mPLRiBneSdiOGHUG5pXMpMXaxraynf2eIwgCs6fMwuf3sXHn0DqNZ8yY\nxYsv/pM77rgHszmGd975N7fddhOPP/4wlZXlJ3y/MjIy/XPcpjNBEJg+fTq33norN99883/FYvpM\nEB55GR6BCT2eRCmJkr9PXZv0fWpcMrVW6et0cxI19iZS9fG0eKSkenKUhRaP5N2ToDXR7pPCSJaQ\ndYQoitiCHrSCcsAwUSQcdNRfkSPgQSOoUIee6rtDDqamkKOpNbQjMWkMkdfYfE6i1QaOJhASAcXR\nijNMLpl0HgCf7f5iwHPmTZHmA6/Z/PmQr6tWq7n00oX8/e+vcu+995OXN4IvvljHT35yG08++Shd\nXQN7HsnIyAwPedpGiPr6WhQKRR8xqG+WBCI807e2Tfo+PS6F6s4GBAR0uigcfjfZ0Sk0OKVwUWpU\nPC3uLgxKHQaVjnavHbWgJFopdSV7xAA+MUi0YmATMx99cwMgiYgj4MGg7Hldt6+vGIQN68J2GKIo\n0u1zEK0+NjQTDOUtFMLJ/TPIS84mJTaJnRV7CQT776hOSUxhZF4Ruw/sidh7DBWNRsO5517A00+/\nwCOPPEF+fiGff76Gn/zkVlpamk/q3mVkZCRkMUBaMGtqakhJSe1jLlZeI9XPZ6ZmIooiVS21JMUk\noFFrONJWQ5o5ibrQlLGc6FRqHS0AxGqi6fa7SNbF4A74sAXcxGuiI2Ga7qAU2jEpBp7w5e0nwewK\nevGLQaJDVhcAXV4HWoU6kkNoD+1ILCGjPIffjS/oj1hm9CacWFYrT95QrSRnFE6Pi8rmgUtC502d\nS1AM8vnm9Sf0HoIgMHnyVP7yl7+xePHNdHZ28uSTv5M9jWRkTgGyGCDNqbXbbWRmZvU5fqjyMEql\nkhGZebTbOul22shJyqTe2ozL56YgIZvybmlucl50GrWOFhJ0MZGxlClRlohtdaKmZzG2hpK+ZuXA\nOwO36EeFok9vQjj3EDa+C4oinT47Fo0xIjRtHitGVRRRKunanSH30v7EwBPqttYqT37s5OhMaXra\n/uqDA54ze/JMVEoVqzd8dlL26EqlkhtvXMKsWXMoLd3Hm28uP+FrycjISMhiAJEGp4yMHjHw+Xwc\nqSknJy0brUbLoTqp5r0wbQSHW6sAyO8lBhadCWfAQ4Y+kcbQGMqUKAttoURygqbHvsMW9CAAxgHC\nRAExiFv0E3VUX0B43KU5HBLyOQiIwcguIBAM0ObpJl5njrwmbGVt0R5rHxIuKdWqTl4MitLzASgb\nxMnUZDRxzoTpVDfUsH8QW+uhIAgCd975c6Ki9KxZM7RRnDIyMgMjiwFQXS0tYFlZ2ZFjFXWV+P1+\nCnMLADhQJ41vLMrI53CrdH5BfDZHuuuk3UAoVp9pTKQhNFgmVWeJjKgMzzQIiiL2oA+DQhOp5jma\nzoAbEYhR6voeD+04wonotlBIKDG0+Ld7ugmKQZJ0sZHXtIWsq+O0Zo7GHa5EUuuO+dlwSbEkEaXR\nUdFYNeh58+dcAsBH6z456fc0Go2MGjWaurpaOZksI3OSyGJA751BZuTY4crDABTmSGJwqK4MhSBQ\nkJrL4dZqVAolMUYTXV47eaZ0ah1S7iDTkEiTuxOzWo9epcXqdxGlUKMNPeW7RT9BRIwDlJQCtIQE\nJF7ZN+nb7rOjEhSRRHSLWxKD8ECbptCOJCmqZ3xkW+icON2xYuAK2VzrTsHOQCEoyEpMp669cVBb\n6zEFo8lIyWDDjo3YncP3RDqarKwcAJqahjeXQUZGpi+yGNAjBunpPWJQVi3Vshdk5xMIBihvqiYz\nIR2VSk1VZx1ZsWmRhHFudCr1oURynNaMM+AhQWsmIAZxBjxE96r594SsIbRC/0lbvxikLeAkSlD1\nSTB7gn66/S7i1T2J6BaP9DScpJV6PppdPaWtYcI7gwTdsX0hzpBbqV4TdczPToTEmAQCwQAdtoF9\nqwRB4Lzp8/D5fXy57fgdycdHyj3Ic4ZlZE4OWQyA+vo64uMTIjMNAMprytFqtKQlp1HX1ojH5yE/\nNZe6riZ8AT95cZlU2qSn0RxTKg3ONsxqA+5QhU6cxiSNp0QaVRkmPPNYNUA5Z5PfThCRZJWxT5NY\nOPcQ3ysR3ezuIkqpiQzSCc89Too6NkwU348YOLwulIIiYnt9ssRHSyLUbusY9Lx5U6Weg/Xbvjzp\n93S7pd2NWn3yuxsZmW8z33ox8Hq9tLW19rE58Pv91DbWkZWWhVKhjJRL5iZnRcZEZlvSqAvtDJKj\n4ujw2kiOsmANxfVjNAbcwWM9iTSRoTbHlkMGRZFaXzcKBFLUfQ3zmkL5gaRQItjp99Dlc5CsMdGR\nQwAAIABJREFUi42IRrOrAwUCCdqehb/V3YVepcOgPvbp3+F1YtQahjXYZjB6Zj/4Bz0vwZLAiMw8\n9h3ej9M9sJPpUGhoCDcLJp/UdWRkvu2cUTHw+Xzce++93HjjjVx99dV89tlnVFdXc8MNN3DjjTfy\n0EMPnZRPzonQ0iJN+urbbNaAP+AnO02qLqpukcQgKzGD2i6p8zgzJoU6RwsqQRlp2kqMio00gZnV\netyB8DSynpCQLhQesvUz+7jJb8cjBkhWGY/pTG7yWqWFXi3tDJrcUigmJZQsFkWRZncn8TpzxJBO\nFEVa3V39hogAbB4nRu3gPkHDoWcGw/H/DicVT8Qf8LP30L6Tes+6ulri4uLR6U5NqEtG5tvKGRWD\n999/n5iYGF5//XX+/ve/8+ijj7J06VLuuusuXn/9dURR5LPPPjuTt9TryTI1cqy+RXr6z0hOl77v\naJK+j0+l0SblBlJNibS4ukjoJQAWTXTEoVSv1BIMdREren3MWkGJSaGlM+CO9BuAlBOo9HahQCBL\n3bcM1Bnw0ulzkKgxRRb6SMVSlDSO1OZz4vC7SQ59D5JpndPvJrFX2ChMIBjE5rETozu2/+BECYeH\nYo3H960amTcSgCPVJ+4z1NraSltbK/n5BSd8DRkZGYkzKgYXX3wxP/vZzwDpqVWpVLJ//36mTJkC\nwOzZs9mw4cwORa+trQUgIyMjcqwx7EmUIIUeGjua0aq1xBpjaLa1oRQUmKKMdHltJOjMWH1hC2tD\nZOi9doA4vCAI5GqkxbLM20FnwMUhTzubXQ34CJKlNvfZSQDUh6qE0nuVjIadUlNDyeJGV09vQ5ie\nHELPsTBWt42gKBITderGl9a3S6KZHJtw3HPzMqQqoMq6gfsSjsf+/XsBGD26+ISvISMjI3FGxcBg\nMGA0GrHb7dx5553cddddfYaxGwwGbLaBh6ScDpqbQ+ZzvXIGrZ2SI2liaIB7m7WdBHMcgiDQ6bQS\nqzdH5hXEaKJx+cO7AV1kgL1SUKAJhYS8Yt8YeoxSR7LKiD3oZbe7hUa/HY2gJF9jIfOoXYEoihxx\nSrmJdJ20qAfFIHWuNiwaI4ZQ8rjBKd1zqr7HgrvRIR1L6XUs8nuHXFeTouOO+dmJ0OWwcqD2MCNS\nciKzogcj1hyLUqmks/vE+wO2b98CQEnJ+BO+hoyMjMQZTyA3NjayZMkSFi1axMKFC/vMHHY4HJhM\np+5JdSi0tEgLbUJCUuRYR8hIzRJjwRfw0+2yYwmFPrrcNsw6I/aQNYRBHYU3PFBGqYrEzUWxJ3Ec\nDh31plBjYbQ2gVx1DMXaRKZGpZLWq2w0TKvXRrvPTroutqdqyN2FN+gnS99jtx32SErrtfCHy11T\n+xGDhm7p904xJR7zsxNh3d4NBMUgc4tnDOl8QRAwROmxO09s5GYwGGTbti3ExsYyYkT+CV1DRkam\nhzMqBm1tbdx6663ce++9XH311QCMGjWKzZs3A7B+/fozbpHd0dGOWq3uM+6y2y7tTsxGE3ZXyBJa\nH00gGMDj92LQ6PEG+vP1ESLW0p6gD6NSiwB0+Y6tmBEEgQSVnkyNmThVVL8VPaIostNWDcAoQ8/O\npdwu7WayDD0LeY2jGbVC1SckVGULJbuNPUIXpqI9FB4zn3wVzqH6Iyxf/w46tXbIYgDSgn6idUz7\n9++lq6uTKVOm93mgkJGROTHO6P+i559/nu7ubp599lluuukmbrrpJu666y6eeeYZrrvuOnw+Hxdd\ndNGZvCVstm5MJnOfxdjhcqDT6lAqlbhCjVlRmih8gbDLpzpitCbQM07SF/RHhsrY/W5UCiWxagPt\nPntkdvFwqHV30Oq1ka6zkNjLW+iIvREFAjkGaSF3B7w0ONvJMiT1Mbar6K4nWq0nQXdsAvlQayUK\nQcGIhOxh31eYoBhk1c7P+eU/HsXhdvDjS28h1nhsp3N/+Hw+7E4Hlphj8xlDYd26NQDMnj3vhF4v\nIyPTl5P3Lh4GDzzwAA888MAxx5ctW3Ymb6MPDoeD2Ni+i6Xb4yFKK4VkvCFnT41KHVnQFYIQKScN\niEF0kXCQp8dELuRVlKQx0+FzcNjRxEhjKkPFHfCxxVqBAoHx0T2d0Z1eO03uTrINSehCSepyWwMi\nIrnRPeWxVq+dRlc74+MKjtl12D0OylqryIvLPCEriqAYZMeRPSxfv4KDdUeI0uj41TV3MaVg6LH7\n2ibJ4C/BcmwI63h4vV7Wr/+cmJhYxo6V8wUyMqeCMyoGZyN+v++Y7tVAMBCZD9yb8NB5fzCAIWTu\n5vC5IoNkOj02cqKlBT/cBzDamEaFq4VdthrSdLF9Rl8OREAMsrHrCO6gj/HRWRGBAdjRKZViFpt7\nHFZLu6oAKOp9rFM6Njo295jrb6nZS0AMMj173HHvpTfdThuf7/2KD7euor5dCkHNGj2NW8+/gcSY\n41cQ9WbXgV0AlBSWDOt1AF99tR6brZtrrrlBtqGQkTlFyGLg96NS9V1QxGAw8jQd2QEEA6iUSgQE\nPH5PZIyk1eeIGMW1uLuI05jQKFRUO1sQRRGdUs1kcy5fdh5mbfsBLogfExle3x+dPgdfdZbR5XeS\nrDEzqtduwuF3s6urAoNSS1G01AMhiiJ7OsvRKtTkRfecu6dDstweGZN9zHtsqpEW4skZQyvJ9AX8\nfLhlJcvXrcDhcaJWqjl/3GwWTrmIESk5Q7pGb0RRZP1WyYpi3Mjhi8GHH74LwMUXzx/2a2VkZPrn\nWy8GSqXymElZarUat0MK8+i10pO8y+tGISgw64x0uWwYVDoMqiiane0kR1nQKTVU2BpQCAIjozPY\nba2k3NHECGMK2VHxdPkc7LPXs7p9PzNi8rGo+9pAeII+yhzN7LHVEkQkX5/ERFN2n3O+aN2PN+hn\nblJxJE9Rbqun3dPNlPiRkZ1LUAyyqWUvBlUUo2L7LtYdTiubq3eTY0knOzaN47H9yG7+36f/pK69\nEaPOwC3n38AF4+ZgNpx41deeQ3s5XFXGOeOnERczvNLW0tJ9lJbuZ+rUc/qUA8vIyJwc33oxUKnU\n+I/y0tFqtLR1SuWlRp0UorG5QrOF9WaabT0lm5W2BoKiSLYxmYPWGqxeOxMtI9htrWRj2wHyDMkI\ngsDY6EyCokipo4FP2vagEZTEaYz4ggHcQT/2QMhOWqFmeswI0o5K+tY529jVVUGcJppxvUI/X7ZI\njVfTEkZFjpV2VtLmtnJu6sSIaIT5qHQtATHIRYUzB/UkCopBXl3zJm9++T4KQWD+pAtYPO9qTPqT\n61gOBAK88s6rAFx98VXDfv0bb7wOwJVXXnNS9yEjI9OXb70YGAwGHI6+te7RhmjcHjc+nw+dRode\nG0V7yJY51ZRAVUcdHU4rI8zplHXXUmlroDgml4PWGnZ0lDEveTwFxlQO2xvYZ62mOEZ6wh9vysKi\nMdLg7qTVa6PRY400pqVoY4hXGyk0pEQSw2Gcfg/v1m8C4OKUiZGKoSZXB1vbDpEaFUeBqaeD+t1q\nacbwhenT+lynzdHJu/tWY9GbOT//nAE/E7fXzZ/efY4NB7aSakniV9fcRW5y1oDnD4d/f/o2BysO\nMXvyLIpyC4f12v3797Jly0bGjCmhuHjsKbkfGRkZiW+9GERHR0csKcKYo6UcQJetiwRLAgnmeFq6\n2hBFkYyYFGAnNV0NFJmz+KR2I6WdlcxNnci/q9expfUAc5PGcX7yOCrKm1nTsodsQxLRaqmXIDsq\nnuwoqYLGE/QhipKR3UBP6R1eO+/WbcTmdzEnYQyZeilRK4oi79Z8gYjIgoxzUIReX2VrZEtLKYXm\nTEb1yheIoshLm9/CE/Dxw4mL0Kn7H7lZ397I0reeorK5huKskdx/7V0nvRsIs23fdpZ9sJy4GAs/\n/c6PhvXaYDDISy+9AMAtt3z/lDmtysjISHzru3Usljg8HjcOR8/UrYRYabFuaZfCQelxKbi8Ltpt\nHYyIk56QD7ZUMjZO6nzd0rofs8ZAcWwO1Y5myrrrMKsNzE0sxhnwsKJ+Q79dyFqFGp1SPeDCtt9a\nw8uVq2j2dDEuJpfpcUWRn21qLWVPZwX50emMjc0DpAX/udIViIhcn3dBn+uuKtvAF5XbKUrM5bwR\n0/t9v8rmGu79v99S2VzDpRPP49GbfnXKhGDH/p08+rfHUSqU3Pf9nxNtGN51P/nkQw4c2M/MmXMY\nNWrMKbknGRmZHr71YpCQIHXxtrQ0R46lJIYM6lql8snsJKnOv6KphlFJ0sJb2lRGnM5MUUwW+zoq\n6PLYuChVMtz7pH4zoigyKXYEo02ZNLg6+HvFf9jbVRVpVhsIURSpdrTwbt1G3m+QOrMvS53KJSkT\n+8wteKv6c3RKDUtGXBQ5vqp+C6VdlUxPHMOkhJGRazbZ2nhx05sYNFHcN/c2lP107O6rPsivXvkd\nVmc3P51/Kz9d8D3UylOzcdywcxOP/O0xAB68/dcUFwxvMW9ubuKll17AYDDw4x/fcUruSUZGpi/f\n+jBRSopUkVJXV0dOjrTQp4esq6sbpDkG+alSRc7BujKmFIwnOzaNvU1lOL1uZiWP42BXNavqt3JN\n7rmMMmdRaq1mV8cRxsflMz91MnFaE1+1lfJh41bWtuxloiWPBK2ZOE00aoUKq8+J1eegxd1FaXct\ntpDvUbIulkVpU7H0mm7W5rbyzIF3cAe83DLiEuJCnck19ib+38F30at03Fa0KHK+y+fmd6uexeVz\nc/fsm0nsx5ju422ref6TVxBFkbsu+wEXjJ97Sj5bq83KS//+B6s3fIZWo+WBn/yKCaOG1yTmdDp5\n+OFf43I5ufvu+7BYTo2xnoyMTF++9WKQnZ0NQHV1JbNmSeMY8zKkap3ymgoARmcWohAU7KkqBWB6\n9niW7/yQrbV7OS9zEsvKPuXj2q+4InsO12TP47E9r/J65WqSomJJ1cczI34kY8xZrG/dR4W9ifWt\n+we8H61CzdiYHMaYssjQx/cJ9ZTbGnjx8Ad0+5xcljGDyfFS2Mjpd/PErlfxBHz8cuwNkfkFgWCA\nP617marOeuaPnMt5+X3DQ6Iosnz9O7z2+b8x6aP51TU/oyR7FCeL1+fl0/UrWfb+69iddnLTc7jn\n1rvIzRheT4Lf7+f3v3+MqqoK5s+/jAsuuPik701GRqZ/vvVikJ4uhYDq6nqSyPooPWlJaRyuKiMQ\nDKDX6ilIy+VQ3RGszm5m5kxk+c4PWXNkI3PyJnN+2mQ+qPmS/9RtYn7mDK7LmcdrFav58/43+XHR\nIvKi0zCr9SxMnYLD76be1U67x0aH14ZPDGBW6zGrDcSoDWTqE44pBw2IQT6p28Qn9ZJl87XZ85ib\nLHUPu/0eHt7+d2odzVyWOYsZyVITVyAY5M/rXmZT9S5KUgr5/rRr+1zT6XHxv++/wFelW0g0x/P4\nkl+TYjnW0G6ouNwutu3bzoYdG9mydxsut4soXRQ/vP77LJh76bA7hb1eL0uX/pbNmzcwfvxEfvSj\nO+SksYzMaeRbLwYJCYlotTpqa6v7HC8uGM2nX6ykvKaCgux8zimazMG6I2w6uJ2LJsxjZGIeO+pK\nqbc2c03uuaxp2M4rhz9mUsJIZiQWoxSULCtfydOlb7NkxEVMjJPKKA0qHQXRaTCE/Kk36Gdr20FW\nNWylxd2FRWPi5hEXM8IkhbYcPheP7fwHB7qqmJ08jluLFgJSj8CzG15jXcVWRiXl8cD5P+kjMI0d\nzTzyrz9S01pPcdZIfnnNncQYhmYwFwgEaGxtpLqhhuqGGqrqqqisq6ahpSGSD0mOT2LhvPlcfv5l\nxJiOP/XsaLq7rTz++G/ZvXsn48dP5MEHH0Wl+tb/U5WROa186/+HKRQKMjMzqaysxOfzoVZLNf4l\nhcV8+sVKduzfKYnBqCn83+rlfL73Ky6aMI+Fo+dxoKWcN3Z9zD1zbuH7RZfxv/ve4Ild/2TplJ8w\nLWEU0aooXiz7kJfKPmZ1w3ZmJpUwMa4gYmzXH06/myPd9RzsrmFr20EcfjdKQcGsxBIuz5xJlEoq\nCa20NbB01z9pdLYxPbGYu4tvQCko8AX8PPXFK3xevoW8uEwevvAO9Bpd5PqbD23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8AAAN\n+UlEQVSdbVTWVVFRU0F5bQUHyg/i8UqlqEqlksljJnLu9HOZUjJpQCdRn8/HqlWfsHz5MtraWtFq\ndSxadCVXXXUtJtPQppnJyMh8M5HF4CR57723ef75v2IymXn44ccZOXLgofEd1k4+Wfcpm3dvoby2\ngt4fr0qpIj42Dq0m1PkrCHg8bjq7O/F4vcdcKys1k7EjxzK2qJjigjEY9cYB39fr9bJ69ae8+eZy\nmpubIuGga665Qd4JyMjIALIYnBI+/fQjnnnmzygUCr773du44oqrjzuFq9vezZ5D+6iur6amsZaW\n9hbaOtvw+X2EP3WNWk2s2UKsKYa4GAvZadnkZuSQk549pEEyTqeTjz56j3feeYvOzk5UKjXz5y/k\n2mtvxGIZWqexjIzMtwNZDE4RO3Zs4w9/eJyurk4KC4v42c/uJScn979yL1VVlXz88fusXr0Sl8tJ\nVJSe+fMv44orrpZFQEZGpl9kMTiFWK1WXnjhr6xduzpUnjmLq666jsLC0zMHoDddXZ188cXnfP75\nGkpLJc+juLh45s9fxMKFl2M0DhxGkpGRkZHF4DSwdetmXnnlpUjj1qhRo5k79zymTJlOUlLyKXkP\nURSpqalm795dbN68kR07tkW8gsaPn8SCBYuYOnW6PDReRkZmSMhicJoQRZFdu3bwzjtvsXXr5sjx\nzMwsSkrGkZWVQ3Z2LllZ2RiNxgH7B0RRxG6309LSTHV1JTU11dTUVFFauh+rtStyXkFBEXPnnses\nWXOIj0847b+fjIzMNwtZDM4ALS3NbNmyia1bN7Fr1w68R1UHaTQazOYYzGYzSqWSYDBIIBDE6XTS\n0dF2zPkghYBKSsZRXDyWsWPHk5qadsw5MjIyMkNFFoMzjMfjoaamiqqqSqqqKmhubqalpRmrtQur\ntQtRFFEoFCgUSnQ6HXFx8cTFxYVsoLPIysomMzOLmJhY2SZCRkbmlCGLgYyMjIzMoGJwaoffysjI\nyMh8LZHFQEZGRkZGFgMZGRkZGVkMZGRkZGSQxUBGRkZGBlkMZGRkZGSQxUBGRkZGBlkMZGRkZGSQ\nxUBGRkZGBlkMZGRkZGSQxUBGRkZGBlkMZGRkZGSQxUBGRkZGBlCdyTez2Wzce++92O12fD4fv/zl\nLxk/fjy7du3iscceQ6lUMnPmTG6//fYzeVsyMjIy33rO6M7g5ZdfZtq0aSxbtoylS5fyyCOPAPDQ\nQw/xpz/9ieXLl7N7925KS0vP5G3JyMjIfOs5ozuDm2++GY1GA0AgEECr1WK32/F6vWRmZgIwc+ZM\nNmzYwKhRo87krcnIyMh8qzltYvDWW2/xyiuv9Dn2+OOPU1JSQmtrK/feey/3338/drsdo9EYOcdg\nMFBbW3u6bktGRkZGph9Omxhc8//bu+OYqOs/juPP80BsHA6cq1WGKSilNwrXqGHpYDI9BA4Ilo6y\nTXNAc2IkoiQqcroaubUpIW6uLefUG1GMFsPWMkpCGoUMUMrmEsRkaA0OA4X7/P5gfvPwuF+4ku/h\n+/EX970v3+/rPsC97/v98n1/0tJIS0u7a3l7ezs5OTls2bKFyMhIHA4H/f392vP9/f1Mnz79v4ol\nhBDCjft6zeDChQtkZ2ezb98+li5dCoDJZMLX15dLly6hlOK7777jueeeu5+xhBDigXdf50DOysqi\nvb2dxx9/HBgpBKWlpTQ1NbF3716Gh4d58cUXeeuttzxuR+ZAFkKI8fM0B/J9LQb/FikGQggxfp6K\ngdx0JoQQwjuPDIQQQvy75MhACCGEFAMhhBBSDIQQQiDFQAghBFIMhBBCIMVACCEE97lrqbdxOp3s\n2rWL9vZ2pk6dis1mY/bs2RMdy6Pk5GSt8d+sWbPIzMxk69atGAwG5s2bx86dO5kyRT+fAc6ePcv7\n77/PkSNH+O2339xmtdvtHD9+HB8fH7KysoiOjp7o2C6529rayMjI4MknnwRg9erVxMXF6S73rVu3\nyM/P5/Lly9y8eZOsrCxCQ0O9YszdZX/00Ud1P+7Dw8Ns376dixcvYjAYKCwsxM/PT59jrsSYampq\nVF5enlJKqZ9++kllZmZOcCLPBgYGlNVqdVmWkZGh6uvrlVJKFRQUqJMnT05ENLcOHTqk4uPjVVpa\nmlLKfdbu7m4VHx+vBgcHVW9vr/b1RBqd2263q8OHD7uso8fc5eXlymazKaWU+uOPP9TSpUu9Zszd\nZfeGcf/yyy/V1q1blVJK1dfXq8zMTN2OuX4+IupQY2MjL730EgDPPvssLS0tE5zIs/Pnz/PXX3+x\ndu1a1qxZQ1NTE62trURGRgKwZMkS6urqJjjl34KDg9m/f7/22F3W5uZmIiIimDp1KgEBAQQHB3P+\n/PmJigzcnbulpYVTp06Rnp6utWXXY+4VK1aQnZ0NgFIKo9HoNWPuLrs3jPuyZcsoKioCoKuri+nT\np+t2zKUYeDB6rgWj0cjQ0NAEJvJs2rRprFu3jsOHD1NYWMjmzZtRSmEwGICRuSL6+vTT12n58uX4\n+Px9ptJdVofDQUDA3/1U/P39cTgc9z3rnUbnDg8PZ8uWLRw9epQnnniCkpISXeb29/fHZDLhcDjY\nuHEjmzZt8poxd5fdW8bdx8eHvLw8ioqKSEhI0O2YSzHwwGQyucy14HQ6Xd4E9GbOnDkkJiZiMBiY\nM2cOgYGBXLt2TXte73NF3Hkt43bW0T+D/v5+lz8aPYiNjcVsNmtft7W16Tb3lStXWLNmDVarlYSE\nBK8a89HZvWnc33vvPWpqaigoKGBwcFBbrqcxl2LgwaJFi6itrQWgqamJ+fPnT3Aiz8rLy3n33XcB\nuHr1Kg6Hg8WLF3PmzBkAamtrdT1XxIIFC+7KGh4eTmNjI4ODg/T19fHrr7/q7uewbt06mpubAfj+\n++9ZuHChLnP39PSwdu1acnNzSU1NBbxnzN1l94Zx/+yzzygrKwPgoYcewmAwYDabdTnm0qjOg9v/\nTfTzzz+jlGLv3r2EhIRMdKwx3bx5k23bttHV1YXBYGDz5s0EBQVRUFDArVu3mDt3LjabDaPRONFR\nNZ2dneTk5GC327l48aLbrHa7nRMnTqCUIiMjg+XLl090bJfcra2tFBUV4evry8yZMykqKsJkMuku\nt81mo7q6mrlz52rL3nnnHWw2m+7H3F32TZs2UVxcrOtxv3HjBtu2baOnp4ehoSHWr19PSEiILn/P\npRgIIYSQ00RCCCGkGAghhECKgRBCCKQYCCGEQIqBEEIIpBiISeLMmTNERERgtVpJTEzEYrFQWlr6\nj7+/s7OTmJiYe9p3R0cH+fn52nbCwsLYsWOHyzrnzp0jLCyMiooKAKxWKwD79+/XWluEhYUBcOzY\nMY4dO3ZPWYS4V/q9nVaIcTKbzRw5cgQYuYMzLi6O2NhYQkND/9P9dnV10dHRoT0ODAzk22+/ZXh4\nWLun44svvmDGjBnaOpWVlWNub/Xq1f9dWCHGIEcGYlIaGBjAaDQSEBBATEwMnZ2dwMgRxGuvvQZA\nW1sbycnJJCcnU1JSon3v77//zquvvkpCQgJvv/02S5YsAUYKTF5eHikpKVitVj7//HNg5IaolpYW\nCgsLgZG+Mk8//TQ//PCDts3Tp08TFRWlPb59FODOnUcLX3/9tdZ+4c0336SnpweAmJgYPvjgA1JT\nU1m5cqXWRPGjjz4iMTGRpKSku45OhPBEioGYNFpaWrQ3zpiYGCIjI3n44YfHXD8vL4/c3Fw+/fRT\nZs2apS3fs2cPFouFqqoqVqxYwdWrVwEoLS1l4cKFVFRUcPToUQ4ePEhHRwfbt2/HbDazc+dObRsW\ni4WamhoAmpubCQsLw9fXd1yv59q1a+zYsYOSkhKqqqpYtGgRu3fv1p4PDAykvLycVatWUVZWxtDQ\nEGVlZXzyySdUVFRgMBi07EL8P1IMxKRhNpuprKykqqqKuro6Ll++zKFDh9yue/36dbq7u7VP6ykp\nKdpzp0+f1s7px8bGas396urqOH78OFarlfT0dG7cuMEvv/zidvvR0dHU1tbidDqprq7GYrGM+/U0\nNzcTHh6uFapXXnmF+vp67fnb7dXnzZvHn3/+iY+PDxEREaSmpnLgwAHS09N55JFHxr1f8WCSYiAm\nJX9/f5YtW8aPP/4IjLTHBrQW5AaDgTs7sdzZr8loNOKuS4vT6aS4uJjKykoqKyux2+3aG/JoJpOJ\np556isbGRurr611OEf1TTqfT5bFSyqWFup+fn/Zabvvwww/ZtWsXSineeOMNGhoaxr1f8WCSYiAm\npeHhYRoaGliwYAFBQUFcuHABgK+++gqAoKAgHnvsMU6dOgWgnf8HiIqKoqqqCoBvvvmG3t5eAF54\n4QXtv3y6u7tJTEzkypUrY85zYbFY2LdvH2az+Z5anz/zzDOcPXtWu95x4sQJnn/++THXv379OhaL\nhfnz55Odnc3ixYtpb28f937Fg0mKgZg0bl8zsFqtWCwWpk2bxvr169m4cSN79uzh5ZdfdukRX1xc\nzIEDB0hKSuLSpUva8vz8fE6ePElSUhLV1dXaaaINGzYwMDBAfHw8r7/+Orm5uQQHBxMSEkJfXx+5\nubkueaKjozl37hxxcXH39HpmzpzJ7t272bBhAytXrqShoUG7SO3OjBkzWLVqFampqaSkpNDb20ty\ncvI97Vs8eKRrqRCjfPzxx0RFRREaGkpraysFBQXa/QFCTFZyn4EQo8yePZucnBymTJmCn5+fNoet\nEJOZHBkIIYSQawZCCCGkGAghhECKgRBCCKQYCCGEQIqBEEIIpBgIIYQA/gdHIGBL/HhMCQAAAABJ\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k2 = sns.kdeplot(movies.BudgetMillions, movies.CriticRating)" ] }, { "cell_type": "code", "execution_count": 124, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Subplot Template\n", "f, axes = plt.subplots(1, 2, figsize=(12,6))" ] }, { "cell_type": "code", "execution_count": 125, "metadata": {}, "outputs": [ { "data": { "image/png": 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5+nbk1Vf/hbu7Bx9+uMxWgUQIIdqyrKxMoCGILigq4HTJaboFhgAQnaIE0ZFd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\nGAwGoxyBgB+ZjBuTkD3uoizJGXrWIPA8DNNwiuc4jnM2DkqcgBwV0d5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o62PcST8e4X24tilzyUpcHTlPHYzqT+0Ij0c0/+3//m0tbWynnnfVv93DU0NLqTUUQLgsCWLVvU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\nWsPTtzxOp7gLS6fYtGMzBr2Bti3bnPM1qamHyc3NoV+/gZIPL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xdemMNff60kPr4Vzzwz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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Subplot Example 1\n", "f, axes = plt.subplots(1, 2, figsize=(12,6))\n", "k1 = sns.kdeplot(movies.BudgetMillions, movies.AudienceRating, ax=axes[0])\n", "k2 = sns.kdeplot(movies.BudgetMillions, movies.CriticRating, ax=axes[1])" ] }, { "cell_type": "code", "execution_count": 126, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([,\n", " ], dtype=object)" ] }, "execution_count": 126, "metadata": {}, "output_type": "execute_result" } ], "source": [ "axes" ] }, { "cell_type": "code", "execution_count": 132, "metadata": {}, "outputs": [ { "data": { "image/png": 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J2EKIy9klH7BXr17NsmXLeOONN9iyZQtffvklVquVu+66i759+zJz5kySk5MZMWLEec9z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cAAAg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\nOuLq2hlnZxdZRy3EU0Z2chRCCCEegkqlQ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Subplot Example 2 (Multi-dimensional plot)\n", "f, axes = plt.subplots(2, 2, figsize=(12,6)) #More than one dimension\n", "# Need to specify row and column coordinates in the 'ax' parameter\n", "k1 = sns.kdeplot(movies.BudgetMillions, movies.AudienceRating, ax=axes[0,0])\n", "k2 = sns.kdeplot(movies.BudgetMillions, movies.CriticRating, ax=axes[1,1])\n" ] }, { "cell_type": "code", "execution_count": 136, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(-20, 160)]" ] }, "execution_count": 136, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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cI5jh0fMQi9NloTJlpFMI1sbmZNYXEFedjUphRIC1R5djFQoFw50G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\nPpz363wO53Xefs7nnCMiIiJiA020RURERER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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Subplot Example 3 (Make it prettier)\n", "f, axes = plt.subplots(1, 2, figsize=(12,6), sharex=True, sharey=True)\n", "k1 = sns.kdeplot(movies.BudgetMillions, movies.AudienceRating, ax=axes[0])\n", "k2 = sns.kdeplot(movies.BudgetMillions, movies.CriticRating, ax=axes[1])\n", "# Zoom in on the chart to a specific axis scale\n", "k1.set(xlim=(-20,160))\n", "#k2.set(xlim=(-20,200))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ViolinPlots vs BoxPlots\n", "[Table of Contents](#toc) | [Section](#visualization)" ] }, { "cell_type": "code", "execution_count": 140, "metadata": {}, "outputs": [ { "data": { "image/png": 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k4ptvvqFfv34A9O7dm9DQUDp16kTPnj0JCwujc+fOrr+Thpbztvj4eFasWOG6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\nS5Ty3gAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#BoxPlots\n", "w = sns.boxplot(data=movies, x='Genre', y='CriticRating')" ] }, { "cell_type": "code", "execution_count": 139, "metadata": {}, "outputs": [ { "data": { "image/png": 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D4pFIBB7PBMrNF9ZspMMTmcRgcGZG32BwCJ7IZFbjlCavOzycW1OiS84Y0Obq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\nECDEQCAQCATA/wdIeIE9yzad7wAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#ViolinPlots\n", "z = sns.violinplot(data=movies, x='Genre', y='CriticRating')" ] }, { "cell_type": "code", "execution_count": 142, "metadata": {}, "outputs": [ { "data": { "image/png": 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DjetO9vT0lMCVbc7ZsxOwOwB/Gw0xQqPA/CmtOHHfvsukr+3kSe22uwghzRgD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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Side by Side Comparison\n", "f, axes = plt.subplots(1, 2, figsize=(12,6), sharex=True, sharey=True)\n", "w = sns.boxplot(data=movies, x='Genre', y='CriticRating', ax=axes[0])\n", "z = sns.violinplot(data=movies, x='Genre', y='CriticRating', ax=axes[1])" ] }, { "cell_type": "code", "execution_count": 143, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Drill down to a specific genre\n", "# BoxPlot\n", "u = sns.boxplot(data=movies[movies.Genre=='Drama'], x='Year', y='CriticRating')" ] }, { "cell_type": "code", "execution_count": 144, "metadata": {}, "outputs": [ { "data": { "image/png": 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sZVnU1p5I6zRTi8VCREc/kbaWnGQ7bCOor69FUZTYQZ1KsoemphnR0XXGjGj7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\nfFlZWTz00KNEUFnj9aSkTUU8NIWCHAoOMnVqBbf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Ky5Nisz6ROGQCOUjGJLLuasZiy73m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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ViolinPlot\n", "v = sns.violinplot(data=movies[movies.Genre=='Drama'], x='Year', y='CriticRating')" ] }, { "cell_type": "code", "execution_count": 145, "metadata": {}, "outputs": [ { "data": { "image/png": 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qrEYDi0HaiNBkheFh/VAgHoZrIUsuuBU/hocHbXvB9B//8VNks1ncfN0FcFVx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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Side by Side Comparison\n", "f, axes = plt.subplots(1, 2, figsize=(12,6), sharex=True, sharey=True)\n", "u = sns.boxplot(data=movies[movies.Genre=='Drama'], x='Year', y='CriticRating', ax=axes[0])\n", "v = sns.violinplot(data=movies[movies.Genre=='Drama'], x='Year', y='CriticRating', ax=axes[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Analysis\n", "* ViolinPlots can sometimes provide a more visually intuitive way to identify concentration of observations\n", "* BoxPlots are preferred by executives because of the quartile displays\n", "* **NOTE: In a boxplot the shorter the quartile the denser the concentration of data points in that quartile**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Facet Grid\n", "[Table of Contents](#toc) | [Section](#visualization)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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Xc3WmnO+8804GBwfz9NNP54Ybbpi5f/fu3fnhD3+YgYGB/O3f/m3u\nvffeLl523nl+8IMf5JVXXkmS3HPPPfnqV7/a0zxzyXTmMX/zN3+TtWvX5qGHHrqgeV5//fXs2LEj\nSXLLLbdk69at6evru6CZnn/++bzyyivp6+vLl7/85axbt66nec44dOhQ/vEf/zEvvPDCWV9/7bXX\nsmPHjgwMDGT9+vV58MEHO3m9an2aS6aF7lS1Ps0l00J3Sp9mVeuUPp1/Jn2adbm/R1Xr01wynXmM\nn/nqdepy79NcMl3u71H6NHed9qnpyH/+5382//AP/9A0TdO89dZbzZe//OWZ+95///3mc5/7XHPq\n1Knm+PHjM//cS5+U57//+7+bL3zhC83k5GQzNTXVbNiwoXn77bd7mqct0xn/9E//1PzVX/1V86//\n+q8XNM8f/vCH5v7772/+93//t2mapvmXf/mXmX++UJl+//vfN/fcc09z6tSp5tixY82f/dmf9TxP\n0/zxf/vnPve55otf/OJZX5+YmGj+/M//vDl27Fhz6tSp5oEHHmjef//9Tl6zWp/aMl2ITlXrU1um\nC9EpfZpVrVP6dH6Z9GmW96h6fWrLdIaf+ep1Sp/aM3mP0qe56rpPrX/HxVxV+5U/n5TnU5/6VL7/\n/e+nv78/ixYtyuTkZK644oqe5mnLlCQ/+clP0tfXl8985jM9z9KW56233sqqVavyzDPP5OGHH87V\nV1+dq6666oJmWrJkSa677rqcPHkyJ0+e7PlyecbIyEieffbZj3z93XffzcjISFasWJHBwcHceeed\n2b9/fyevWa1PbZkuRKeq9akt04XolD7NqtYpfTq/TPo0y3tUvT61ZUr8zNeW6XJ6j6rWp7ZM3qP0\naa667lPrr0Odqy5+5U+XPinP4sWLc9VVV6VpmnzrW9/KLbfckhtvvLGnedoyHTlyJD/+8Y/zne98\nZ+bSoguZ58MPP8ybb76ZF198MUuXLs0jjzyS1atX9/z/p0/KlCTXXntt7r///kxNTeWxxx7raZYz\n7rvvvrz33nsfm7VXf66r9akt04XoVLU+tWW6EJ3Sp7Ofv1Kn9On8MunTLO9R9frUlsnPfO2Zksvn\nPapan9oyeY/Sp7nquk+dDRfVfuXPJ+VJklOnTuXrX/96li1blq1bt/Y0y1wyvfjii/nd736XL33p\nS/ntb3+bxYsX5/rrr+/pcvhJeYaHh3Pbbbdl5cqVSZK77rorb7/9ds9L90mZ9u7dm/fffz+vvvpq\nkmTz5s0ZHR3N7bff3tNMc83a5Z/ran1qy5QsfKeq9akt04XolD796ee/0J3Sp/PLpE/tLqf3qGp9\nasvkZ772TNU6dTn1qS1T4j1Kn7rNOtc/1519VKTar/z5pDxN0+QrX/lKPv3pT+cb3/hG+vv7e5pl\nLpkef/zx/Pu//3teeOGFfOELX8hf//Vf9/yHwk/Kc+utt+bIkSP54IMPMjk5mUOHDuXmm2/uaZ62\nTCtWrMiVV16ZwcHBXHHFFVm+fHmOHz/e80x/yk033ZSjR4/m2LFjmZiYyP79+3PHHXd08tzV+tSW\n6UJ0qlqf2jJdiE7p06xqndKn88ukT+0up/eoan1qy+RnvvZM1Tp1OfWpLZP3KH06X/PtU2dXXKxb\nty779u3Lxo0bZ37lz86dO2d+5c+mTZvy8MMPp2ma/N3f/V3PPwv1SXmmp6fzq1/9KhMTE/nFL36R\nJPna177W6Q/J55pp7dq1PX3t+eTZsmVLHn300STJZz/72QX5F2VbpjfeeCMPPvhgFi1alNHR0dx9\n9909z/R/vfzyyzlx4kQ2bNiQJ554Ips3b07TNFm/fn2uueaaTl6jWp/aMl2ITlXr01wyLXSn9GlW\ntU7p0/ln0qePdzm+R1XrU1smP/PNLVOFTl2OfWrL5D1Kn+brfPvU2a9DBQAAAOhaZx8VAQAAAOia\n4QIAAAAoy3ABAAAAlGW4AAAAAMoyXAAAAABlzWm4OHToUDZt2vSRr7/22mtZv359NmzYkN27d3ce\nDi5VOgXd0Sfojj5Bd/QJujPQ9oDvfe97eemll7JkyZKzvn769Ol885vfzI9+9KMsWbIkDz30UO69\n996sXLmyZ2HhUqBT0B19gu7oE3RHn6BbrVdcjIyM5Nlnn/3I1999992MjIxkxYoVGRwczJ133pn9\n+/f3JCRcSnQKuqNP0B19gu7oE3Sr9YqL++67L++9995Hvj42Npbly5fP3F62bFnGxsY+9jkmJ6fS\nNOeRsmP9/X2ZmqoTqFqepF6manmSZPHi/nl93/l2Sp/aVctULU9SL5M+zap2NvK0q5ZJn2ZVO5tq\neZJ6marlSebXKf8NtTCqZZKn3Xzfo1qHiz9laGgo4+PjM7fHx8fPKuH/r2mSY8dOzPelOjc8vFSe\nFtUyVcuTJCtXfvyf9/maa6f0qV21TNXyJPUy6dOsamcjT7tqmfRpVrWzqZYnqZepWp6k2075b6hu\nVcskT7v59mnev1XkpptuytGjR3Ps2LFMTExk//79ueOOO+b7dHDZ0ynojj5Bd/QJuqNPMD/nfMXF\nyy+/nBMnTmTDhg154oknsnnz5jRNk/Xr1+eaa67pRUa4pOkUdEefoDv6BN3RJzg/fU3T+09OnT49\nVeoSlWqXzFTLk9TLVC1P0v2luHOlT+2qZaqWJ6mXSZ9mVTsbedpVy6RPs6qdTbU8Sb1M1fIkOnVG\nxbOplkmedgv+UREAAACAXjNcAAAAAGUZLgAAAICyDBcAAABAWYYLAAAAoCzDBQAAAFCW4QIAAAAo\ny3ABAAAAlGW4AAAAAMoyXAAAAABlGS4AAACAsgwXAAAAQFmGCwAAAKAswwUAAABQluECAAAAKMtw\nAQAAAJRluAAAAADKMlwAAAAAZRkuAAAAgLIMFwAAAEBZhgsAAACgLMMFAAAAUJbhAgAAACjLcAEA\nAACUZbgAAAAAyjJcAAAAAGUZLgAAAICyDBcAAABAWYYLAAAAoCzDBQAAAFCW4QIAAAAoq3W4mJ6e\nzpNPPpkNGzZk06ZNOXr06Fn3P//883nggQeyfv36/OxnP+tZULgU6BN0R5+gO/oE3dIp6NZA2wP2\n7NmTiYmJ7Nq1KwcPHsz27dvz3HPPJUmOHz+eF154IT/96U9z8uTJfP7zn8+6det6HhouVvoE3dEn\n6I4+Qbd0CrrVesXFgQMHsmbNmiTJ6tWrc/jw4Zn7lixZkuuuuy4nT57MyZMn09fX17ukcAnQJ+iO\nPkF39Am6pVPQrdYrLsbGxjI0NDRzu7+/P5OTkxkY+OO3Xnvttbn//vszNTWVxx577GOfo7+/L8PD\nSzuKfP76+xfJ06Japmp55kufFka1TNXyJDUznatLsU9JvbORp13FTOdKnxZGtTxJvUzV8szXpdip\nimdTLZM8vdM6XAwNDWV8fHzm9vT09Ezh9u7dm/fffz+vvvpqkmTz5s0ZHR3N7bffftZzTE01OXbs\nRJe5z8vw8FJ5WlTLVC1Pkqxcufycv0efFka1TNXyJPUy6dOsamcjT7tqmfRpVrWzqZYnqZepWp5E\np86oeDbVMsnTbj59SubwUZHR0dHs3bs3SXLw4MGsWrVq5r4VK1bkyiuvzODgYK644oosX748x48f\nn1cQuBzoE3RHn6A7+gTd0inoVusVF+vWrcu+ffuycePGNE2Tbdu2ZefOnRkZGcnatWvzxhtv5MEH\nH8yiRYsyOjqau+++eyFyw0VJn6A7+gTd0Sfolk5Bt/qapml6/SKnT0+VukSl2iUz1fIk9TJVy5PM\n/zKn86VP7aplqpYnqZdJn2ZVOxt52lXLpE+zqp1NtTxJvUzV8iQ6dUbFs6mWSZ52PfuoCAAAAMCF\nYrgAAAAAyjJcAAAAAGUZLgAAAICyDBcAAABAWYYLAAAAoCzDBQAAAFCW4QIAAAAoy3ABAAAAlGW4\nAAAAAMoyXAAAAABlGS4AAACAsgwXAAAAQFmGCwAAAKAswwUAAABQluECAAAAKMtwAQAAAJRluAAA\nAADKMlwAAAAAZRkuAAAAgLIMFwAAAEBZhgsAAACgLMMFAAAAUJbhAgAAACjLcAEAAACUZbgAAAAA\nyjJcAAAAAGUZLgAAAICyDBcAAABAWYYLAAAAoCzDBQAAAFDWQNsDpqen89RTT+Wdd97J4OBgnn76\n6dxwww0z97/++uvZsWNHkuSWW27J1q1b09fX17vEcBHTJ+iOPkF39Am6pVPQrdYrLvbs2ZOJiYns\n2rUrW7Zsyfbt22fuGxsby7e//e1897vfze7du3P99dfnww8/7GlguJjpE3RHn6A7+gTd0inoVusV\nFwcOHMiaNWuSJKtXr87hw4dn7nvrrbeyatWqPPPMM/nNb36TL37xi7nqqqs+8hz9/X0ZHl7aYezz\n09+/SJ4W1TJVyzNf+rQwqmWqliepmelcXYp9SuqdjTztKmY6V/q0MKrlSeplqpZnvi7FTlU8m2qZ\n5Omd1uFibGwsQ0NDM7f7+/szOTmZgYGBfPjhh3nzzTfz4osvZunSpXnkkUeyevXq3HjjjWc9x9RU\nk2PHTnSffp6Gh5fK06Japmp5kmTlyuXn/D36tDCqZaqWJ6mXSZ9mVTsbedpVy6RPs6qdTbU8Sb1M\n1fIkOnVGxbOplkmedvPpUzKHj4oMDQ1lfHx85vb09HQGBv64dwwPD+e2227LypUrs2zZstx11115\n++235xUELgf6BN3RJ+iOPkG3dAq61TpcjI6OZu/evUmSgwcPZtWqVTP33XrrrTly5Eg++OCDTE5O\n5tChQ7n55pt7lxYucvoE3dEn6I4+Qbd0CrrV+lGRdevWZd++fdm4cWOapsm2bduyc+fOjIz8P/bu\nKMTO+s4f/3tyJpOaTHAIhtoKI9ISIbSSTHsn0S3ZoL/ai63ZNakluKCsXfFmDbjFCyMi2dTdhaKE\nLruWCMLWZHchWAV3N63b2BQqBmMJqAEvsq0XumyNdsaQycw8/4uSmX9W6zOZPGfySfJ6XeXMOXPO\nu35994xvnpMZzcaNG7N9+/bcc889SZJbb731rFICZ9Mn6I4+QXf0CbqlU9CtgaZpmn6/yOnT06U+\nW1Ptsz7V8iT1MlXLkyz881nnS5/aVctULU9SL5M+zal2NvK0q5ZJn+ZUO5tqeZJ6marlSXTqjIpn\nUy2TPO369ndcAAAAAFwohgsAAACgLMMFAAAAUJbhAgAAACjLcAEAAACUZbgAAAAAyjJcAAAAAGUZ\nLgAAAICyDBcAAABAWYYLAAAAoCzDBQAAAFCW4QIAAAAoy3ABAAAAlGW4AAAAAMoyXAAAAABlGS4A\nAACAsgwXAAAAQFmGCwAAAKAswwUAAABQluECAAAAKMtwAQAAAJRluAAAAADKMlwAAAAAZRkuAAAA\ngLIMFwAAAEBZhgsAAACgLMMFAAAAUJbhAgAAACjLcAEAAACUZbgAAAAAymodLmZmZvLwww9ny5Yt\n2bZtW44fP/6Jj7nnnnvyox/9qC8h4VKhT9AdfYLu6BN0S6egW63DxYEDBzI5OZm9e/dm+/bt2bVr\n18ce8/3vfz8ffPBBXwLCpUSfoDv6BN3RJ+iWTkG3WoeLw4cPZ8OGDUmSdevW5ejRo2fd/+KLL2Zg\nYCA33XRTfxLCJUSfoDv6BN3RJ+iWTkG3BtseMD4+nuHh4dnbvV4vU1NTGRwczLFjx/L888/niSee\nyO7du//gc/R6AxkZWd5N4g70ekvkaVEtU7U8C6VPi6Napmp5kpqZztWl2Kek3tnI065ipnOlT4uj\nWp6kXqZqeRbqUuxUxbOplkme/mkdLoaHhzMxMTF7e2ZmJoODv/+2/fv35913381dd92Vd955J0uX\nLs0111zzseVwerrJiRMfdRx94UZGlsvTolqmanmSZPXqlef8Pfq0OKplqpYnqZdJn+ZUOxt52lXL\npE9zqp1NtTxJvUzV8iQ6dUbFs6mWSZ52C+lTMo/hYmxsLC+99FK+/vWv58iRI1mzZs3sfQ8++ODs\nn5988slcddVVLneCT6FP0B19gu7oE3RLp6BbrcPFpk2bcujQoWzdujVN02Tnzp3Zs2dPRkdHs3Hj\nxsXICJcMfYLu6BN0R5+gWzoF3Rpomqbp94ucPj1d6hKVapfMVMuT1MtULU+y8Muczpc+tauWqVqe\npF4mfZpT7WzkaVctkz7NqXY21fIk9TJVy5Po1BkVz6ZaJnnaLbRPrb9VBAAAAOBCMVwAAAAAZRku\nAAAAgLIMFwAAAEBZhgsAAACgLMMFAAAAUJbhAgAAACjLcAEAAACUZbgAAAAAyjJcAAAAAGUZLgAA\nAICyDBcAAABAWYYLAAAAoCzDBQAAAFCW4QIAAAAoy3ABAAAAlGW4AAAAAMoyXAAAAABlGS4AAACA\nsgwXAAAAQFmGCwAAAKAswwUAAABQluECAAAAKMtwAQAAAJRluAAAAADKMlwAAAAAZRkuAAAAgLIM\nFwAAAEBZhgsAAACgLMMFAAAAUJbhAgAAAChrsO0BMzMzeeSRR/LWW29laGgojz32WK699trZ+59+\n+um88MILSZKbb745999/f//SwkVOn6A7+gTd0Sfolk5Bt1qvuDhw4EAmJyezd+/ebN++Pbt27Zq9\n79e//nWee+65PPvss9m7d29+/vOf58033+xrYLiY6RN0R5+gO/oE3dIp6FbrFReHDx/Ohg0bkiTr\n1q3L0aNHZ++7+uqr89RTT6XX6yVJpqamsmzZsj5FhYufPkF39Am6o0/QLZ2CbrUOF+Pj4xkeHp69\n3ev1MjU1lcHBwSxdujSrVq1K0zR5/PHHs3bt2lx33XUfe45ebyAjI8u7TX4eer0l8rSolqlanoXS\np8VRLVO1PEnNTOfqUuxTUu9s5GlXMdO50qfFUS1PUi9TtTwLdSl2quLZVMskT/+0DhfDw8OZmJiY\nvT0zM5PBwblvO3XqVB566KGsWLEiO3bs+MTnmJ5ucuLERx3E7cbIyHJ5WlTLVC1PkqxevfKcv0ef\nFke1TNXyJPUy6dOcamcjT7tqmfRpTrWzqZYnqZepWp5Ep86oeDbVMsnTbiF9Subxd1yMjY3l4MGD\nSZIjR45kzZo1s/c1TZP77rsv119/fR599NHZy52AT6ZP0B19gu7oE3RLp6BbrVdcbNq0KYcOHcrW\nrVvTNE127tyZPXv2ZHR0NDMzM3nllVcyOTmZl19+OUnywAMPZP369X0PDhcjfYLu6BN0R5+gWzoF\n3Rpomqbp94ucPj1d6hKVapfMVMuT1MtULU+y8Muczpc+tauWqVqepF4mfZpT7WzkaVctkz7NqXY2\n1fIk9TJVy5Po1BkVz6ZaJnna9e2jIgAAAAAXiuECAAAAKMtwAQAAAJRluAAAAADKMlwAAAAAZRku\nAAAAgLIMFwAAAEBZhgsAAACgLMMFAAAAUJbhAgAAACjLcAEAAACUZbgAAAAAyjJcAAAAAGUZLgAA\nAICyDBcAAABAWYYLAM0pRkUAACAASURBVAAAoCzDBQAAAFCW4QIAAAAoy3ABAAAAlGW4AAAAAMoy\nXAAAAABlGS4AAACAsgwXAAAAQFmGCwAAAKAswwUAAABQluECAAAAKMtwAQAAAJRluAAAAADKMlwA\nAAAAZRkuAAAAgLIMFwAAAEBZrcPFzMxMHn744WzZsiXbtm3L8ePHz7p/3759uf3223PHHXfkpZde\n6ltQuBToE3RHn6BbOgXd0Sfo1mDbAw4cOJDJycns3bs3R44cya5du/KDH/wgSfI///M/eeaZZ/Jv\n//ZvOXXqVO68887ceOONGRoa6ntwuBjpE3RHn6BbOgXd0SfoVutwcfjw4WzYsCFJsm7duhw9enT2\nvl/96ldZv359hoaGMjQ0lNHR0bz55pu54YYbznqOpUt7Wb16ZcfRz4887aplqpZnIfRp8VTLVC1P\nUjPTubhU+5TUOxt52lXMdK7Ot1P6ND/V8iT1MlXLsxCX6ntUtTxJvUzy9EfrR0XGx8czPDw8e7vX\n62Vqamr2vpUr5/5BrFixIuPj432ICZcGfYLu6BN0S6egO/oE3WodLoaHhzMxMTF7e2ZmJoODg594\n38TExFklBM6mT9AdfYJu6RR0R5+gW63DxdjYWA4ePJgkOXLkSNasWTN73w033JDDhw/n1KlT+d3v\nfpe33377rPuBs+kTdEefoFs6Bd3RJ+jWQNM0zac9YGZmJo888kiOHTuWpmmyc+fOHDx4MKOjo9m4\ncWP27duXvXv3pmma3HvvvbnlllsWKztcdPQJuqNP0C2dgu7oE3SrdbiYrzPlfOuttzI0NJTHHnss\n11577ez9+/bty7PPPpvBwcH85V/+Zb72ta918bILzvP000/nhRdeSJLcfPPNuf/++/uaZz6Zzjzm\nL/7iL7Jx48Z861vfuqB5fvazn2X37t1JkrVr12bHjh0ZGBi4oJl++MMf5oUXXsjAwEC+853vZNOm\nTX3Nc8brr7+ev/u7v8szzzxz1td/+tOfZvfu3RkcHMzmzZtzxx13dPJ61fo0n0yL3alqfZpPpsXu\nlD7NqdYpfTr/TPo053J/j6rWp/lkOvMYP/PV69Tl3qf5ZLrc36P0af467VPTkX//939v/vqv/7pp\nmqZ57bXXmu985zuz97333nvNN77xjebUqVPNhx9+OPvnfvq0PP/93//dfPOb32ympqaa6enpZsuW\nLc0bb7zR1zxtmc74+7//++ZP//RPm3/+53++oHl+97vfNbfddlvzv//7v03TNM0//uM/zv75QmX6\n4IMPmptvvrk5depUc+LEieaP/uiP+p6naX7/v/0b3/hG82d/9mdnfX1ycrL54z/+4+bEiRPNqVOn\nmttvv7157733OnnNan1qy3QhOlWtT22ZLkSn9GlOtU7p0/ll0qc53qPq9akt0xl+5qvXKX1qz+Q9\nSp/mq+s+tf4dF/M131/5s3Llytlf+dNPn5bn6quvzlNPPZVer5clS5Zkamoqy5Yt62uetkxJ8uKL\nL2ZgYCA33XRT37O05XnttdeyZs2afO9738udd96Zq666KqtWrbqgma644op8/vOfz8mTJ3Py5Mm+\nL5dnjI6O5sknn/zY199+++2Mjo7myiuvzNDQUL7yla/k1Vdf7eQ1q/WpLdOF6FS1PrVluhCd0qc5\n1TqlT+eXSZ/meI+q16e2TImf+doyXU7vUdX61JbJe5Q+zVfXfRrsKtgf+pU/g4ODF+RX/nxanqVL\nl2bVqlVpmiaPP/541q5dm+uuu66vedoyHTt2LM8//3yeeOKJ2UuLLmSe999/P7/85S+zf//+LF++\nPN/+9rezbt26vv9z+rRMSfK5z30ut912W6anp3Pvvff2NcsZt9xyS37zm998YtZ+/XtdrU9tmS5E\np6r1qS3TheiUPp39/JU6pU/nl0mf5niPqtentkx+5mvPlFw+71HV+tSWyXuUPs1X133qbLio9it/\nPi1Pkpw6dSoPPfRQVqxYkR07dvQ1y3wy7d+/P++++27uuuuuvPPOO1m6dGmuueaavi6Hn5ZnZGQk\nX/7yl7N69eokyVe/+tW88cYbfS/dp2U6ePBg3nvvvfzkJz9Jktx9990ZGxvLDTfc0NdM883a5b/X\n1frUlilZ/E5V61NbpgvRKX36w89/oTulT+eXSZ/aXU7vUdX61JbJz3ztmap16nLqU1umxHuUPnWb\ndb7/Xnf2UZFqv/Ln0/I0TZP77rsv119/fR599NH0er2+ZplPpgcffDD/8i//kmeeeSbf/OY38+d/\n/ud9/6Hw0/J86UtfyrFjx/Lb3/42U1NTef311/PFL36xr3naMl155ZX5zGc+k6GhoSxbtiwrV67M\nhx9+2PdMf8gXvvCFHD9+PCdOnMjk5GReffXVrF+/vpPnrtantkwXolPV+tSW6UJ0Sp/mVOuUPp1f\nJn1qdzm9R1XrU1smP/O1Z6rWqcupT22ZvEfp0/laaJ86u+Ji06ZNOXToULZu3Tr7K3/27Nkz+yt/\ntm3bljvvvDNN0+Sv/uqv+v5ZqE/LMzMzk1deeSWTk5N5+eWXkyQPPPBApz8kn2umjRs39vW1F5Jn\n+/btueeee5Ikt95666L8H2Vbpl/84he54447smTJkoyNjeXGG2/se6b/68c//nE++uijbNmyJd/9\n7ndz9913p2mabN68OZ/97Gc7eY1qfWrLdCE6Va1P88m02J3SpznVOqVP559Jnz7Z5fgeVa1PbZn8\nzDe/TBU6dTn2qS2T9yh9Wqjz7VNnvw4VAAAAoGudfVQEAAAAoGuGCwAAAKAswwUAAABQluECAAAA\nKMtwAQAAAJQ1r+Hi9ddfz7Zt2z729Z/+9KfZvHlztmzZkn379nUeDi5VOgXd0Sfojj5Bd/QJujPY\n9oB/+qd/ynPPPZcrrrjirK+fPn06f/M3f5N//dd/zRVXXJFvfetb+drXvpbVq1f3LSxcCnQKuqNP\n0B19gu7oE3SrdbgYHR3Nk08+mQcffPCsr7/99tsZHR3NlVdemST5yle+kldffTX/7//9v489x9TU\ndJqmo8Qd6PUGMj1dJ1C1PEm9TNXyJMnSpb0Ffd/5dkqf2lXLVC1PUi+TPs2pdjbytKuWSZ/mVDub\nanmSepmq5UkW1in/DbU4qmWSp91C36Nah4tbbrklv/nNbz729fHx8axcuXL29ooVKzI+Pv6Jz9E0\nyYkTHy0oYD+MjCyXp0W1TNXyJMnq1SvbH/QJzrdT+tSuWqZqeZJ6mfRpTrWzkaddtUz6NKfa2VTL\nk9TLVC1PsrBO+W+oxVEtkzztFvoeteC/nHN4eDgTExOztycmJs4qIXBudAq6o0/QHX2C7ugTLMyC\nh4svfOELOX78eE6cOJHJycm8+uqrWb9+fZfZ4LKiU9AdfYLu6BN0R59gYVo/KvJ//fjHP85HH32U\nLVu25Lvf/W7uvvvuNE2TzZs357Of/Ww/MsIlTaegO/oE3dEn6I4+wfkZaJr+/5Uvp09Pl/psTbXP\n+lTLk9TLVC1PsvDPZ50vfWpXLVO1PEm9TPo0p9rZyNOuWiZ9mlPtbKrlSeplqpYn0akzKp5NtUzy\ntFv0v+MCAAAAoN8MFwAAAEBZhgsAAACgLMMFAAAAUJbhAgAAACjLcAEAAACUZbgAAAAAyjJcAAAA\nAGUZLgAAAICyDBcAAABAWYYLAAAAoCzDBQAAAFCW4QIAAAAoy3ABAAAAlGW4AAAAAMoyXAAAAABl\nGS4AAACAsgwXAAAAQFmGCwAAAKAswwUAAABQluECAAAAKMtwAQAAAJRluAAAAADKMlwAAAAAZRku\nAAAAgLIMFwAAAEBZhgsAAACgLMMFAAAAUJbhAgAAACjLcAEAAACU1TpczMzM5OGHH86WLVuybdu2\nHD9+/Kz7f/jDH+b222/P5s2b85//+Z99CwqXAn2C7ugTdEefoFs6Bd0abHvAgQMHMjk5mb179+bI\nkSPZtWtXfvCDHyRJPvzwwzzzzDP5j//4j5w8eTJ/8id/kk2bNvU9NFys9Am6o0/QHX2CbukUdKv1\niovDhw9nw4YNSZJ169bl6NGjs/ddccUV+fznP5+TJ0/m5MmTGRgY6F9SuAToE3RHn6A7+gTd0ino\nVusVF+Pj4xkeHp693ev1MjU1lcHB33/r5z73udx2222Znp7Ovffe+4nP0esNZGRkeUeRz1+vt0Se\nFtUyVcuzUPq0OKplqpYnqZnpXF2KfUrqnY087SpmOlf6tDiq5UnqZaqWZ6EuxU5VPJtqmeTpn9bh\nYnh4OBMTE7O3Z2ZmZgt38ODBvPfee/nJT36SJLn77rszNjaWG2644aznmJ5ucuLER13mPi8jI8vl\naVEtU7U8SbJ69cpz/h59WhzVMlXLk9TLpE9zqp2NPO2qZdKnOdXOplqepF6mankSnTqj4tlUyyRP\nu4X0KZnHR0XGxsZy8ODBJMmRI0eyZs2a2fuuvPLKfOYzn8nQ0FCWLVuWlStX5sMPP1xQELgc6BN0\nR5+gO/oE3dIp6FbrFRebNm3KoUOHsnXr1jRNk507d2bPnj0ZHR3Nxo0b84tf/CJ33HFHlixZkrGx\nsdx4442LkRsuSvoE3dEn6I4+Qbd0Cro10DRN0+8XOX16utQlKtUumamWJ6mXqVqeZOGXOZ0vfWpX\nLVO1PEm9TPo0p9rZyNOuWiZ9mlPtbKrlSeplqpYn0akzKp5NtUzytOvbR0UAAAAALhTDBQAAAFCW\n4QIAAAAoy3ABAAAAlGW4AAAAAMoyXAAAAABlGS4AAACAsgwXAAAAQFmGCwAAAKAswwUAAABQluEC\nAAAAKMtwAQAAAJRluAAAAADKMlwAAAAAZRkuAAAAgLIMFwAAAEBZhgsAAACgLMMFAAAAUJbhAgAA\nACjLcAEAAACUZbgAAAAAyjJcAAAAAGUZLgAAAICyDBcAAABAWYYLAAAAoCzDBQAAAFCW4QIAAAAo\ny3ABAAAAlGW4AAAAAMoyXAAAAABlGS4AAACAsgbbHjAzM5NHHnkkb731VoaGhvLYY4/l2muvnb3/\nZz/7WXbv3p0kWbt2bXbs2JGBgYH+JYaLmD5Bd/QJuqNP0C2dgm61XnFx4MCBTE5OZu/evdm+fXt2\n7do1e9/4+Hj+9m//Nv/wD/+Qffv25Zprrsn777/f18BwMdMn6I4+QXf0CbqlU9Ct1uHi8OHD2bBh\nQ5Jk3bp1OXr06Ox9r732WtasWZPvfe97ufPOO3PVVVdl1apV/UsLFzl9gu7oE3RHn6BbOgXdav2o\nyPj4eIaHh2dv93q9TE1NZXBwMO+//35++ctfZv/+/Vm+fHm+/e1vZ926dbnuuuvOeo5ebyAjI8u7\nT79Avd4SeVpUy1Qtz0Lp0+KolqlanqRmpnN1KfYpqXc28rSrmOlc6dPiqJYnqZepWp6FuhQ7VfFs\nqmWSp39ah4vh4eFMTEzM3p6Zmcng4O+/bWRkJF/+8pezevXqJMlXv/rVvPHGGx8r3fR0kxMnPuoy\n93kZGVkuT4tqmarlSZLVq1ee8/fo0+KolqlanqReJn2aU+1s5GlXLZM+zal2NtXyJPUyVcuT6NQZ\nFc+mWiZ52i2kT8k8PioyNjaWgwcPJkmOHDmSNWvWzN73pS99KceOHctvf/vbTE1N5fXXX88Xv/jF\nBQWBy4E+QXf0CbqjT9AtnYJutV5xsWnTphw6dChbt25N0zTZuXNn9uzZk9HR0WzcuDHbt2/PPffc\nkyS59dZbzyolcDZ9gu7oE3RHn6BbOgXdGmiapun3i5w+PV3qEpVql8xUy5PUy1QtT7Lwy5zOlz61\nq5apWp6kXiZ9mlPtbORpVy2TPs2pdjbV8iT1MlXLk+jUGRXPplomedr17aMiAAAAABeK4QIAAAAo\ny3ABAAAAlGW4AAAAAMoyXAAAAABlGS4AAACAsgwXAAAAQFmGCwAAAKAswwUAAABQluECAAAAKMtw\nAQAAAJRluAAAAADKMlwAAAAAZRkuAAAAgLIMFwAAAEBZhgsAAACgLMMFAAAAUJbhAgAAACjLcAEA\nAACUZbgAAAAAyjJcAAAAAGUZLgAAAICyDBcAAABAWYYLAAAAoCzDBQAAAFCW4QIAAAAoy3ABAAAA\nlGW4AAAAAMoyXAAAAABlGS4AAACAsgwXAAAAQFmtw8XMzEwefvjhbNmyJdu2bcvx48c/8TH33HNP\nfvSjH/UlJFwq9Am6o0/QHX2CbukUdKt1uDhw4EAmJyezd+/ebN++Pbt27frYY77//e/ngw8+6EtA\nuJToE3RHn6A7+gTd0ino1mDbAw4fPpwNGzYkSdatW5ejR4+edf+LL76YgYGB3HTTTX/wOXq9gYyM\nLD/PqN3p9ZbI06Japmp5FkqfFke1TNXyJDUznatLsU9JvbORp13FTOdKnxZHtTxJvUzV8izUpdip\nimdTLZM8/dM6XIyPj2d4eHj2dq/Xy9TUVAYHB3Ps2LE8//zzeeKJJ7J79+4/+BzT001OnPiom8Qd\nGBlZLk+Lapmq5UmS1atXnvP36NPiqJapWp6kXiZ9mlPtbORpVy2TPs2pdjbV8iT1MlXLk+jUGRXP\nplomedotpE/JPIaL4eHhTExMzN6emZnJ4ODvv23//v159913c9ddd+Wdd97J0qVLc80113zqcgiX\nM32C7ugTdEefoFs6Bd1qHS7Gxsby0ksv5etf/3qOHDmSNWvWzN734IMPzv75ySefzFVXXaVw8Cn0\nCbqjT9AdfYJu6RR0q3W42LRpUw4dOpStW7emaZrs3Lkze/bsyejoaDZu3LgYGeGSoU/QHX2C7ugT\ndEunoFsDTdM0/X6R06enS322ptpnfarlSeplqpYnWfjns86XPrWrlqlanqReJn2aU+1s5GlXLZM+\nzal2NtXyJPUyVcuT6NQZFc+mWiZ52i20T62/DhUAAADgQjFcAAAAAGUZLgAAAICyDBcAAABAWYYL\nAAAAoCzDBQAAAFCW4QIAAAAoy3ABAAAAlGW4AAAAAMoyXAAAAABlGS4AAACAsgwXAAAAQFmGCwAA\nAKAswwUAAABQluECAAAAKMtwAQAAAJRluAAAAADKMlwAAAAAZRkuAAAAgLIMFwAAAEBZhgsAAACg\nLMMFAAAAUJbhAgAAACjLcAEAAACUZbgAAAAAyjJcAAAAAGUZLgAAAICyDBcAAABAWYYLAAAAoCzD\nBQAAAFDWYNsDZmZm8sgjj+Stt97K0NBQHnvssVx77bWz9z/99NN54YUXkiQ333xz7r///v6lhYuc\nPkF39Am6o0/QLZ2CbrVecXHgwIFMTk5m79692b59e3bt2jV7369//es899xzefbZZ7N37978/Oc/\nz5tvvtnXwHAx0yfojj5Bd/QJuqVT0K3WKy4OHz6cDRs2JEnWrVuXo0ePzt539dVX56mnnkqv10uS\nTE1NZdmyZX2KChc/fYLu6BN0R5+gWzoF3WodLsbHxzM8PDx7u9frZWpqKoODg1m6dGlWrVqVpmny\n+OOPZ+3atbnuuus+9hy93kBGRpZ3m/w89HpL5GlRLVO1PAulT4ujWqZqeZKamc7VpdinpN7ZyNOu\nYqZzpU+Lo1qepF6mankW6lLsVMWzqZZJnv5pHS6Gh4czMTExe3tmZiaDg3PfdurUqTz00ENZsWJF\nduzY8YnPMT3d5MSJjzqI242RkeXytKiWqVqeJFm9euU5f48+LY5qmarlSepl0qc51c5GnnbVMunT\nnGpnUy1PUi9TtTyJTp1R8WyqZZKn3UL6lMzj77gYGxvLwYMHkyRHjhzJmjVrZu9rmib33Xdfrr/+\n+jz66KOzlzsBn0yfoDv6BN3RJ+iWTkG3Wq+42LRpUw4dOpStW7emaZrs3Lkze/bsyejoaGZmZvLK\nK69kcnIyL7/8cpLkgQceyPr16/seHC5G+gTd0Sfojj5Bt3QKujXQNE3T7xc5fXq61CUq1S6ZqZYn\nqZepWp5k4Zc5nS99alctU7U8Sb1M+jSn2tnI065aJn2aU+1squVJ6mWqlifRqTMqnk21TPK069tH\nRQAAAAAuFMMFAAAAUJbhAgAAACjLcAEAAACUZbgAAAAAyjJcAAAAAGUZLgAAAICyDBcAAABAWYYL\nAAAAoCzDBQAAAFCW4QIAAAAoy3ABAAAAlGW4AAAAAMoyXAAAAABlGS4AAACAsgwXAAAAQFmGCwAA\nAKAswwUAAABQluECAAAAKMtwAQAAAJRluAAAAADKMlwAAAAAZRkuAAAAgLIMFwAAAEBZhgsAAACg\nLMMFAAAAUJbhAgAAACjLcAEAAACUZbgAAAAAyjJcAAAAAGUZLgAAAICyWoeLmZmZPPzww9myZUu2\nbduW48ePn3X/vn37cvvtt+eOO+7ISy+91LegcCnQJ+iOPkG3dAq6o0/QrcG2Bxw4cCCTk5PZu3dv\njhw5kl27duUHP/hBkuR//ud/8swzz+Tf/u3fcurUqdx555258cYbMzQ01PfgcDHSJ+iOPkG3dAq6\no0/QrdYrLg4fPpwNGzYkSdatW5ejR4/O3verX/0q69evz9DQUFauXJnR0dG8+eab/UsLFzl9gu7o\nE3RLp6A7+gTdar3iYnx8PMPDw7O3e71epqamMjg4mPHx8axcuXL2vhUrVmR8fPxjz7F0aS+rV6/8\n2NcvJHnaVctULc9C6NPiqZapWp6kZqZzcan2Kal3NvK0q5jpXJ1vp/RpfqrlSeplqpZnIS7V96hq\neZJ6meTpj9YrLoaHhzMxMTF7e2ZmJoODg59438TExFklBM6mT9AdfYJu6RR0R5+gW63DxdjYWA4e\nPJgkOXLkSNasWTN73w033JDDhw/n1KlT+d3vfpe33377rPuBs+kTdEefoFs6Bd3RJ+jWQNM0zac9\nYGZmJo888kiOHTuWpmmyc+fOHDx4MKOjo9m4cWP27duXvXv3pmma3HvvvbnlllsWKztcdPQJuqNP\n0C2dgu7oE3SrdbiYrzPlfOuttzI0NJTHHnss11577ez9+/bty7PPPpvBwcH85V/+Zb72ta918bIL\nzvP000/nhRdeSJLcfPPNuf/++/uaZz6ZzjzmL/7iL7Jx48Z861vfuqB5fvazn2X37t1JkrVr12bH\njh0ZGBi4oJl++MMf5oUXXsjAwEC+853vZNOmTX3Nc8brr7+ev/u7v8szzzxz1td/+tOfZvfu3Rkc\nHMzmzZtzxx13dPJ61fo0n0yL3alqfZpPpsXulD7NqdYpfTr/TPo053J/j6rWp/lkOvMYP/PV69Tl\n3qf5ZLrc36P0af467VPTkX//939v/vqv/7ppmqZ57bXXmu985zuz97333nvNN77xjebUqVPNhx9+\nOPvnfvq0PP/93//dfPOb32ympqaa6enpZsuWLc0bb7zR1zxtmc74+7//++ZP//RPm3/+53++oHl+\n97vfNbfddlvzv//7v03TNM0//uM/zv75QmX64IMPmptvvrk5depUc+LEieaP/uiP+p6naX7/v/0b\n3/hG82d/9mdnfX1ycrL54z/+4+bEiRPNqVOnmttvv7157733OnnNan1qy3QhOlWtT22ZLkSn9GlO\ntU7p0/ll0qc53qPq9akt0xl+5qvXKX1qz+Q9Sp/mq+s+tf4dF/NV7Vf+fFqeq6++Ok899VR6vV6W\nLFmSqampLFu2rK952jIlyYsvvpiBgYHcdNNNfc/Slue1117LmjVr8r3vfS933nlnrrrqqqxateqC\nZrriiivy+c9/PidPnszJkyf7vlyeMTo6mieffPJjX3/77bczOjqaK6+8MkNDQ/nKV76SV199tZPX\nrNantkwXolPV+tSW6UJ0Sp/mVOuUPp1fJn2a4z2qXp/aMiV+5mvLdDm9R1XrU1sm71H6NF9d96n1\n16HOVxe/8qdLn5Zn6dKlWbVqVZqmyeOPP561a9fmuuuu62uetkzHjh3L888/nyeeeGL20qILmef9\n99/PL3/5y+zfvz/Lly/Pt7/97axbt67v/5w+LVOSfO5zn8ttt92W6enp3HvvvX3NcsYtt9yS3/zm\nN5+YtV//XlfrU1umC9Gpan1qy3QhOqVPZz9/pU7p0/ll0qc53qPq9aktk5/52jMll897VLU+tWXy\nHqVP89V1nzobLqr9yp9Py5Mkp06dykMPPZQVK1Zkx44dfc0yn0z79+/Pu+++m7vuuivvvPNOli5d\nmmuuuaavy+Gn5RkZGcmXv/zlrF69Okny1a9+NW+88UbfS/dpmQ4ePJj33nsvP/nJT5Ikd999d8bG\nxnLDDTf0NdN8s3b573W1PrVlSha/U9X61JbpQnRKn/7w81/oTunT+WXSp3aX03tUtT61ZfIzX3um\nap26nPrUlinxHqVP3Wad77/XnX1UpNqv/Pm0PE3T5L777sv111+fRx99NL1er69Z5pPpwQcfzL/8\ny7/kmWeeyTe/+c38+Z//ed9/KPy0PF/60pdy7Nix/Pa3v83U1FRef/31fPGLX+xrnrZMV155ZT7z\nmc9kaGgoy5Yty8qVK/Phhx/2PdMf8oUvfCHHjx/PiRMnMjk5mVdffTXr16/v5Lmr9akt04XoVLU+\ntWW6EJ3SpznVOqVP55dJn9pdTu9R1frUlsnPfO2ZqnXqcupTWybvUfp0vhbap86uuNi0aVMOHTqU\nrVu3zv7Knz179sz+yp9t27blzjvvTNM0+au/+qu+fxbq0/LMzMzklVdeyeTkZF5++eUkyQMPPNDp\nD8nnmmnjxo19fe2F5Nm+fXvuueeeJMmtt966KP9H2ZbpF7/4Re64444sWbIkY2NjufHGG/ue6f/6\n8Y9/nI8++ihbtmzJd7/73dx9991pmiabN2/OZz/72U5eo1qf2jJdiE5V69N8Mi12p/RpTrVO6dP5\nZ9KnT3Y5vkdV61NbJj/zzS9ThU5djn1qy+Q9Sp8W6nz71NmvQwUAAADoWmcfFQEAAADomuECAAAA\nKMtwAQAAAJRluAAAAADKMlwAAAAAZc1ruHj99dezbdu2j339pz/9aTZv3pwtW7Zk3759nYeDS5VO\nQXf0CbqjT9Ada1hl1QAAIABJREFUfYLuDLY94J/+6Z/y3HPP5Yorrjjr66dPn87f/M3f5F//9V9z\nxRVX5Fvf+la+9rWvZfXq1X0LC5cCnYLu6BN0R5+gO/oE3Wq94mJ0dDRPPvnkx77+9ttvZ3R0NFde\neWWGhobyla98Ja+++mpfQsKlRKegO/oE3dEn6I4+Qbdar7i45ZZb8pvf/OZjXx8fH8/KlStnb69Y\nsSLj4+Of+BxTU9NpmvNI2bFebyDT03UCVcuT1MtULU+SLF3aW9D3nW+n9KldtUzV8iT1MunTnGpn\nI0+7apn0aU61s6mWJ6mXqVqeZGGd8t9Qi6NaJnnaLfQ9qnW4+EOGh4czMTExe3tiYuKsEv7/NU1y\n4sRHC32pzo2MLJenRbVM1fIkyerVn/zv+0LNt1P61K5apmp5knqZ9GlOtbORp121TPo0p9rZVMuT\n1MtULU/Sbaf8N1S3qmWSp91C+7Tg3yryhS98IcePH8+JEycyOTmZV199NevXr1/o08FlT6egO/oE\n3dEn6I4+wcKc8xUXP/7xj/PRRx9ly5Yt+e53v5u77747TdNk8+bN+exnP9uPjHBJ0ynojj5Bd/QJ\nuqNPcH4Gmqb/n5w6fXq61CUq1S6ZqZYnqZepWp6k+0tx50uf2lXLVC1PUi+TPs2pdjbytKuWSZ/m\nVDubanmSepmq5Ul06oyKZ1MtkzztFv2jIgAAAAD9ZrgAAAAAyjJcAAAAAGUZLgAAAICyDBcAAABA\nWYYLAAAAoCzDBQAAAFCW4QIAAAAoy3ABAAAAlGW4AAAAAMoyXAAAAABlGS4AAACAsgwXAAAAQFmG\nCwAAAKAswwUAAABQluECAAAAKMtwAQAAAJRluAAAAADKMlwAAAAAZRkuAAAAgLIMFwAAAEBZhgsA\nAACgLMMFAAAAUJbhAgAAACjLcAEAAACUZbgAAAAAyjJcAAAAAGUZLgAAAICyDBcAAABAWYYLAAAA\noCzDBQAAAFBW63AxMzOThx9+OFu2bMm2bdty/Pjxs+7/4Q9/mNtvvz2bN2/Of/7nf/YtKFwK9Am6\no0/QHX2CbukUdGuw7QEHDhzI5ORk9u7dmyNHjmTXrl35wQ9+kCT58MMP88wzz+Q//uM/cvLkyfzJ\nn/xJNm3a1PfQcLHSJ+iOPkF39Am6pVPQrdbh4vDhw9mwYUOSZN26dTl69OjsfVdccUU+//nP5+TJ\nkzl58mQGBgY+8Tl6vYGMjCzvKPL56/WWyNOiWqZqeRZKnxZHtUzV8iQ1M52rS7FPSb2zkaddxUzn\nSp8WR7U8Sb1M1fIs1KXYqYpnUy2TPP3TOlyMj49neHh49nav18vU1FQGB3//rZ/73Ody2223ZXp6\nOvfee+8nPsf0dJMTJz7qKPL5GxlZLk+Lapmq5UmS1atXnvP36NPiqJapWp6kXiZ9mlPtbORpVy2T\nPs2pdjbV8iT1MlXLk+jUGRXPplomedotpE/JPP6Oi+Hh4UxMTMzenpmZmS3cwYMH89577+UnP/lJ\n/uu//isHDhzIr371qwUFgcuBPkF39Am6o0/QLZ2CbrUOF2NjYzl48GCS5MiRI1mzZs3sfVdeeWU+\n85nPZGhoKMuWLcvKlSvz4Ycf9i8tXOT0CbqjT9AdfYJu6RR0q/WjIps2bcqhQ4eydevWNE2TnTt3\nZs+ePRkdHc3GjRvzi1/8InfccUeWLFmSsbGx3HjjjYuRGy5K+gTd0Sfojj5Bt3QKujXQNE3T7xc5\nfXq61Gdrqn3Wp1qepF6manmShX8+63zpU7tqmarlSepl0qc51c5GnnbVMunTnGpnUy1PUi9TtTyJ\nTp1R8WyqZZKnXd/+jgsAAACAC8VwAQAAAJRluAAAAADKMlwAAAAAZRkuAAAAgLIMFwAAAEBZhgsA\nAACgLMMFAAAAUJbhAgAAACjLcAEAAACUZbgAAAAAyjJcAAAAAGUZLgAAAICyDBcAAABAWYYLAAAA\noCzDBQAAAFCW4QIAAAAoy3ABAAAAlGW4AAAAAMoyXAAAAABlGS4AAACAsgwXAAAAQFmGCwAAAKAs\nwwUAAABQluECAAAAKMtwAQAAAJRluAAAAADKMlwAAAAAZRkuAAAAgLIMFwAAAEBZg20PmJmZySOP\nPJK33norQ0NDeeyxx3LttdfO3v+zn/0su3fvTpKsXbs2O3bsyMDAQP8Sw0VMn6A7+gTd0Sfolk5B\nt1qvuDhw4EAmJyezd+/ebN++Pbt27Zq9b3x8PH/7t3+bf/iHf8i+fftyzTXX5P333+9rYLiY6RN0\nR5+gO/oE3dIp6FbrcHH48OFs2LAhSbJu3bocPXp09r7XXnsta9asyfe+973ceeedueqqq7Jq1ar+\npYWLnD5Bd/QJuqNP0C2dgm61flRkfHw8w8PDs7d7vV6mpqYyODiY999/P7/85S+zf//+LF++PN/+\n9rezbt26XHfddWc9R683kJGR5d2nX6Beb4k8LaplqpZnofRpcVTLVC1PUjPTuboU+5TUOxt52lXM\ndK70aXFUy5PUy1Qtz0Jdip2qeDbVMsnTP63DxfDwcCYmJmZvz8zMZHDw9982MjKSL3/5y1m9enWS\n5Ktf/WreeOONj5VuerrJiRMfdZn7vIyMLJenRbVM1fIkyerVK8/5e/RpcVTLVC1PUi+TPs2pdjby\ntKuWSZ/mVDubanmSepmq5Ul06oyKZ1MtkzztFtKnZB4fFRkbG8vBgweTJEeOHMmaNWtm7/vSl76U\nY8eO5be//W2mpqby+uuv54tf/OKCgsDlQJ+gO/oE3dEn6JZOQbdar7jYtGlTDh06lK1bt6Zpmuzc\nuTN79uzJ6OhoNm7cmO3bt+eee+5Jktx6661nlRI4mz5Bd/QJuqNP0C2dgm4NNE3T9PtFTp+eLnWJ\nSrVLZqrlSeplqpYnWfhlTudLn9pVy1QtT1Ivkz7NqXY28rSrlkmf5lQ7m2p5knqZquVJdOqMimdT\nLZM87fr2UREAAACAC8VwAQAAAJRluAAAAADKMlwAAAAAZRkuAAAAgLIMFwAAAEBZhgsAAACgLMMF\nAAAAUJbhAgAAACjLcAEAAACUZbgAAAAAyjJcAAAAAGUZLgAAAICyDBcAAABAWYYLAAAAoCzDBQAA\nAFCW4QIAAAAoy3ABAAAAlGW4AAAAAMoyXAAAAABlGS4AAACAsgwXAAAAQFmGCwAAAKAswwUAAABQ\nluECAAAAKMtwAQAAAJRluAAAAADKMlwAAAAAZRkuAAAAgLIMFwAAAEBZhgsAAACgrNbhYmZmJg8/\n/HC2bNmSbdu25fjx45/4mHvuuSc/+tGP+hISLhX6BN3RJ+iOPkG3dAq61TpcHDhwIJOTk9m7d2+2\nb9+eXbt2fewx3//+9/PBBx/0JSBcSvQJuqNP0B19gm7pFHSrdbg4fPhwNmzYkCRZt25djh49etb9\nL774YgYGBnLTTTf1JyFcQvQJuqNP0B19gm7pFHRrsO0B4+PjGR4enr3d6/UyNTWVwcHBHDt2LM8/\n/3yeeOKJ7N69+w8+R683kJGR5d0k7kCvt0SeFtUyVcuzUPq0OKplqpYnqZnpXF2KfUrqnY087Spm\nOlf6tDiq5UnqZaqWZ6EuxU5VPJtqmeTpn9bhYnh4OBMTE7O3Z2ZmMjj4+2/bv39/3n333dx11115\n5513snTp0lxzzTUfWw6np5ucOPFRx9EXbmRkuTwtqmWqlidJVq9eec7fo0+Lo1qmanmSepn0aU61\ns5GnXbVM+jSn2tlUy5PUy1QtT6JTZ1Q8m2qZ5Gm3kD4l8xguxsbG8tJLL+XrX/96jhw5kjVr1sze\n9+CDD87++cknn8xVV13lcif4FPoE3dEn6I4+Qbd0CrrVOlxs2rQphw4dytatW9M0TXbu3Jk9e/Zk\ndHQ0GzduXIyMcMnQJ+iOPkF39Am6pVPQrYGmaZp+v8jp09OlLlGpdslMtTxJvUzV8iQLv8zpfOlT\nu2qZquVJ6mXSpznVzkaedtUy6dOcamdTLU9SL1O1PIlOnVHxbKplkqfdQvvU+ltFAAAAAC4UwwUA\nAABQluECAAAAKMtwAQAAAJRluAAAAADKMlwAAAAAZRkuAAAAgLIMFwAAAEBZhgsAAACgLMMFAAAA\nUJbhAgAAACjLcAEAAACUZbgAAAAAyjJcAAAAAGUZLgAAAICyDBcAAABAWYYLAAAAoCzDBQAAAFCW\n4QIAAAAoy3ABAAAAlGW4AAAAAMoyXAAAAABlGS4AAACAsgwXAAAAQFmGCwAAAKAswwUAAABQluEC\nAAAAKMtwAQAAAJRluAAAAADKMlwAAAAAZRkuAAAAgLIG2x4wMzOTRx55JG+99VaGhoby2GOP5dpr\nr529/+mnn84LL7yQJLn55ptz//339y8tXOT0CbqjT9AdfYJu6RR0q/WKiwMHDmRycjJ79+7N9u3b\ns2vXrtn7fv3rX+e5557Ls88+m7179+bnP/953nzzzb4GhouZPkF39Am6o0/QLZ2CbrVecXH48OFs\n2LAhSbJu3bocPXp09r6rr746Tz31VHq9XpJkamoqy5Yt61NUuPjpE3RHn6A7+gTd0inoVutwMT4+\nnuHh4dnbvV4vU1NTGRwczNKlS7Nq1ao0TZPHH388a9euzXXXXfex5+j1BjIysrzb5Oeh11siT4tq\nmarlWSh9WhzVMlXLk9TMdK4uxT4l9c5GnnYVM50rfVoc1fIk9TJVy7NQl2KnKp5NtUzy9E/rcDE8\nPJyJiYnZ2zMzMxkcnPu2U6dO5aGHHsqKFSuyY8eOT3yO6ekmJ0581EHcboyMLJenRbVM1fIkyerV\nK8/5e/RpcVTLVC1PUi+TPs2pdjbytKuWSZ/mVDubanmSepmq5Ul06oyKZ1MtkzztFtKnZB5/x8XY\n2FgOHjyYJDly5EjWrFkze1/TNLnvvvty/fXX59FHH5293An4ZPoE3dEn6I4+Qbd0CrrVesXFpk2b\ncujQoWzdujVN02Tnzp3Zs2dPRkdHMzMzk1deeSWTk5N5+eWXkyQPPPBA1q9f3/fgcDHSJ+iOPkF3\n9Am6pVPQrYGmaZp+v8jp09OlLlGpdslMtTxJvUzV8iQLv8zpfOlTu2qZquVJ6mXSpznVzkaedtUy\n6dOcamdTLU9SL1O1PIlOnVHxbKplkqdd3z4qAgAAAHChGC4AAACAsgwXAAAAQFmGCwAAAKAswwUA\nAABQluECAAAAKMtwAQAAAJRluAAAAADKMlwAAAAAZRkuAAAAgLIMFwAAAEBZhgsAAACgLMMFAAAA\nUJbhAgAAACjLcAEAAACUZbgAAAAAyjJcAAAAAGUZLgAAAICyDBcAAABAWYYLAAAAoCzDBQAAAFCW\n4QIAAAAoy3ABAAAAlGW4AAAAAMoyXAAAAABlGS4AAACAsgwXAAAAQFmGCwAAAKAswwUAAABQluEC\nAID/r737DbG6TvQH/h5nHFNHFEn6BxNRGEiJTj0La8OV4taDW+6qGdKCsbXRk01oowcZEV7r7sKl\nkC57CwNhb7p3QbaC9l6rm12DQkkXoRJ64N56kMvWZDPJjDPz/T1YnPl5K7/jzPfMfNTX65Fnzplz\n3tvX935Pb76nAwDFMlwAAAAAxaodLkZGRvLEE09k7dq12bBhQ44ePXra/bt27crdd9+dNWvW5O23\n325ZUDgf6BM0R5+gWToFzdEnaFZH3QP27NmTwcHB7Ny5MwcPHszWrVvzwgsvJEn++te/ZseOHfnD\nH/6QgYGBrF+/PjfddFM6OztbHhzORfoEzdEnaJZOQXP0CZpVO1wcOHAgK1asSJIsW7Yshw8fHr3v\nz3/+c5YvX57Ozs50dnamu7s7H3/8cZYuXXrac8yc2Z5Fi+Y1HH1y5KlXWqbS8kyEPk2d0jKVlicp\nM9PZOF/7lJR3bOSpV2KmszXZTunT+JSWJykvU2l5JuJ8PUeVlicpL5M8rVH7UZG+vr50dXWN3m5v\nb8/Q0NDoffPmjf2DmDt3bvr6+loQE84P+gTN0Sdolk5Bc/QJmlU7XHR1daW/v3/09sjISDo6Or73\nvv7+/tNKCJxOn6A5+gTN0ilojj5Bs2qHi56enuzduzdJcvDgwSxevHj0vqVLl+bAgQMZGBjIN998\nk08//fS0+4HT6RM0R5+gWToFzdEnaFZbVVXVmR4wMjKSJ598MkeOHElVVdmyZUv27t2b7u7urFy5\nMrt27crOnTtTVVUeeOCB3HbbbVOVHc45+gTN0Sdolk5Bc/QJmlU7XIzXqXJ+8skn6ezszNNPP50r\nr7xy9P5du3bllVdeSUdHR37xi1/k1ltvbeJlJ5zn5Zdfzuuvv54kueWWW/Lwww+3NM94Mp16zM9/\n/vOsXLky99xzz7Tmeeedd7Jt27YkyZIlS7J58+a0tbVNa6aXXnopr7/+etra2vLggw9m1apVLc1z\nyqFDh/LrX/86O3bsOO3nb731VrZt25aOjo6sXr06a9asaeT1SuvTeDJNdadK69N4Mk11p/RpTGmd\n0qfJZ9KnMRf6Oaq0Po0n06nHeM9XXqcu9D6NJ9OFfo7Sp/FrtE9VQ/70pz9Vv/rVr6qqqqoPP/yw\nevDBB0fvO3bsWHXnnXdWAwMD1fHjx0f/3EpnyvOXv/yluuuuu6qhoaFqeHi4Wrt2bfXRRx+1NE9d\nplN+85vfVD/5yU+q3/3ud9Oa55tvvqnuuOOO6m9/+1tVVVX129/+dvTP05Xp66+/rm655ZZqYGCg\n6u3trX70ox+1PE9V/f1/+5133ln99Kc/Pe3ng4OD1Y9//OOqt7e3GhgYqO6+++7q2LFjjbxmaX2q\nyzQdnSqtT3WZpqNT+jSmtE7p0+Qy6dMY56jy+lSX6RTv+crrlD7VZ3KO0qfxarpPtf+Ni/Ea71f+\nzJs3b/Qrf1rpTHkuvfTSvPjii2lvb8+MGTMyNDSUWbNmtTRPXaYkeeONN9LW1pabb7655Vnq8nz4\n4YdZvHhxnnnmmaxfvz4XX3xxFi5cOK2ZZs+encsvvzwnTpzIiRMnWr5cntLd3Z3nn3/+Oz//9NNP\n093dnfnz56ezszM33HBD9u/f38hrltanukzT0anS+lSXaTo6pU9jSuuUPk0ukz6NcY4qr091mRLv\n+eoyXUjnqNL6VJfJOUqfxqvpPnU0FeyHvvKno6NjWr7y50x5Zs6cmYULF6aqqjz77LNZsmRJrrrq\nqpbmqct05MiRvPbaa3nuuedGLy2azjxfffVV3n///ezevTtz5szJvffem2XLlrX8n9OZMiXJZZdd\nljvuuCPDw8N54IEHWprllNtuuy2fffbZ92Zt1d/r0vpUl2k6OlVan+oyTUen9On05y+pU/o0uUz6\nNMY5qrw+1WXynq8+U3LhnKNK61NdJucofRqvpvvU2HBR2lf+nClPkgwMDOTxxx/P3Llzs3nz5pZm\nGU+m3bt354svvsh9992Xzz//PDNnzswVV1zR0uXwTHkWLFiQ66+/PosWLUqS3Hjjjfnoo49aXroz\nZdq7d2+OHTuWN998M0mycePG9PT0ZOnSpS3NNN6sTf69Lq1PdZmSqe9UaX2qyzQdndKnH37+6e6U\nPk0ukz7Vu5DOUaX1qS6T93z1mUrr1IXUp7pMiXOUPjWbdbx/rxv7qEhpX/lzpjxVVeWhhx7Ktdde\nm6eeeirt7e0tzTKeTI8++mh+//vfZ8eOHbnrrrvys5/9rOVvCs+U57rrrsuRI0fy5ZdfZmhoKIcO\nHco111zT0jx1mebPn5+LLroonZ2dmTVrVubNm5fjx4+3PNMPufrqq3P06NH09vZmcHAw+/fvz/Ll\nyxt57tL6VJdpOjpVWp/qMk1Hp/RpTGmd0qfJZdKnehfSOaq0PtVl8p6vPlNpnbqQ+lSXyTlKnyZr\non1q7IqLVatWZd++fVm3bt3oV/5s37599Ct/NmzYkPXr16eqqvzyl79s+WehzpRnZGQkH3zwQQYH\nB/Puu+8mSR555JFG3ySfbaaVK1e29LUnkmfTpk25//77kyS33377lPwfZV2m9957L2vWrMmMGTPS\n09OTm266qeWZ/q9XX3013377bdauXZvHHnssGzduTFVVWb16dS655JJGXqO0PtVlmo5Oldan8WSa\n6k7p05jSOqVPk8+kT9/vQjxHldanukze840vUwmduhD7VJfJOUqfJmqyfWrs61ABAAAAmtbYR0UA\nAAAAmma4AAAAAIpluAAAAACKZbgAAAAAijWu4eLQoUPZsGHDd37+1ltvZfXq1Vm7dm127drVeDg4\nX+kUNEefoDn6BM3RJ2hO7deh/tu//Vv++Mc/Zvbs2af9/OTJk/mnf/qn/Md//Edmz56de+65J7fe\nemsWLVrUsrBwPtApaI4+QXP0CZqjT9Cs2isuuru78/zzz3/n559++mm6u7szf/78dHZ25oYbbsj+\n/ftbEhLOJzoFzdEnaI4+QXP0CZpVe8XFbbfdls8+++w7P+/r68u8efNGb8+dOzd9fX3f+xxDQ8Op\nqkmkbFh7e1uGh8sJVFqepLxMpeVJkpkz2yf0e5PtlD7VKy1TaXmS8jLp05jSjo089UrLpE9jSjs2\npeVJystUWp5kYp3y71BTo7RM8tSb6Dmqdrj4IV1dXenv7x+93d/ff1oJ/39VlfT2fjvRl2rcggVz\n5KlRWqbS8iTJokXf//d9osbbKX2qV1qm0vIk5WXSpzGlHRt56pWWSZ/GlHZsSsuTlJeptDxJs53y\n71DNKi2TPPUm2qcJf6vI1VdfnaNHj6a3tzeDg4PZv39/li9fPtGngwueTkFz9Amao0/QHH2CiTnr\nKy5effXVfPvtt1m7dm0ee+yxbNy4MVVVZfXq1bnkkktakRHOazoFzdEnaI4+QXP0CSanrapa/8mp\nkyeHi7pEpbRLZkrLk5SXqbQ8SfOX4o6XPtUrLVNpeZLyMunTmNKOjTz1SsukT2NKOzal5UnKy1Ra\nnkSnTinx2JSWSZ56U/5REQAAAIBWM1wAAAAAxTJcAAAAAMUyXAAAAADFMlwAAAAAxTJcAAAAAMUy\nXAAAAADFMlwAAAAAxTJcAAAAAMUyXAAAAADFMlwAAAAAxTJcAAAAAMUyXAAAAADFMlwAAAAAxTJc\nAAAAAMUyXAAAAADFMlwAAAAAxTJcAAAAAMUyXAAAAADFMlwAAAAAxTJcAAAAAMUyXAAAAADFMlwA\nAAAAxTJcAAAAAMUyXAAAAADFMlwAAAAAxTJcAAAAAMUyXAAAAADFMlwAAAAAxTJcAAAAAMUyXAAA\nAADFqh0uRkZG8sQTT2Tt2rXZsGFDjh49etr9L730Uu6+++6sXr06//Vf/9WyoHA+0Cdojj5Bc/QJ\nmqVT0KyOugfs2bMng4OD2blzZw4ePJitW7fmhRdeSJIcP348O3bsyH/+53/mxIkT+cd//MesWrWq\n5aHhXKVP0Bx9guboEzRLp6BZtVdcHDhwICtWrEiSLFu2LIcPHx69b/bs2bn88stz4sSJnDhxIm1t\nba1LCucBfYLm6BM0R5+gWToFzaq94qKvry9dXV2jt9vb2zM0NJSOjr//6mWXXZY77rgjw8PDeeCB\nB773Odrb27JgwZyGIk9ee/sMeWqUlqm0PBOlT1OjtEyl5UnKzHS2zsc+JeUdG3nqlZjpbOnT1Cgt\nT1JeptLyTNT52KkSj01pmeRpndrhoqurK/39/aO3R0ZGRgu3d+/eHDt2LG+++WaSZOPGjenp6cnS\npUtPe47h4Sq9vd82mXtSFiyYI0+N0jKVlidJFi2ad9a/o09To7RMpeVJysukT2NKOzby1Cstkz6N\nKe3YlJYnKS9TaXkSnTqlxGNTWiZ56k2kT8k4PirS09OTvXv3JkkOHjyYxYsXj943f/78XHTRRens\n7MysWbMyb968HD9+fEJB4EKgT9AcfYLm6BM0S6egWbVXXKxatSr79u3LunXrUlVVtmzZku3bt6e7\nuzsrV67Me++9lzVr1mTGjBnp6enJTTfdNBW54ZykT9AcfYLm6BM0S6egWW1VVVWtfpGTJ4eLukSl\ntEtmSsuTlJeptDzJxC9zmix9qldaptLyJOVl0qcxpR0beeqVlkmfxpR2bErLk5SXqbQ8iU6dUuKx\nKS2TPPVa9lERAAAAgOliuAAAAACKZbgAAAAAimW4AAAAAIpluAAAAACKZbgAAAAAimW4AAAAAIpl\nuAAAAACKZbgAAAAAimW4AAAAAIpluAAAAACKZbgAAAAAimW4AAAAAIpluAAAAACKZbgAAAAAimW4\nAAAAAIpluAAAAACKZbgAAAAAimW4AAAAAIpluAAAAACKZbgAAAAAimW4AAAAAIpluAAAAACKZbgA\nAAAAimW4AAAAAIpluAAAAACKZbgAAAAAimW4AAAAAIpluAAAAACKZbgAAAAAimW4AAAAAIrVUfeA\nkZGRPPnkk/nkk0/S2dmZp59+OldeeeXo/e+88062bduWJFmyZEk2b96ctra21iWGc5g+QXP0CZqj\nT9AsnYJm1V5xsWfPngwODmbnzp3ZtGlTtm7dOnpfX19f/vmf/zn/+q//ml27duWKK67IV1991dLA\ncC7TJ2iOPkFz9AmapVPQrNrh4sCBA1mxYkWSZNmyZTl8+PDofR9++GEWL16cZ555JuvXr8/FF1+c\nhQsXti4tnOP0CZqjT9AcfYJm6RQ0q/ajIn19fenq6hq93d7enqGhoXR0dOSrr77K+++/n927d2fO\nnDm59957s2zZslx11VWnPUd7e1sWLJjTfPoJam+fIU+N0jKVlmei9GlqlJaptDxJmZnO1vnYp6S8\nYyNPvRIznS19mhql5UnKy1Ranok6HztV4rEpLZM8rVM7XHR1daW/v3/09sjISDo6/v5rCxYsyPXX\nX59FixYlSW688cZ89NFH3ynd8HCV3t5vm8w9KQsWzJGnRmmZSsuTJIsWzTvr39GnqVFaptLyJOVl\n0qcxpR0beeqVlkmfxpR2bErLk5SXqbQ8iU6dUuKxKS2TPPUm0qdkHB8V6enpyd69e5MkBw8ezOLF\ni0fvu+6cet2BAAAgAElEQVS663LkyJF8+eWXGRoayqFDh3LNNddMKAhcCPQJmqNP0Bx9gmbpFDSr\n9oqLVatWZd++fVm3bl2qqsqWLVuyffv2dHd3Z+XKldm0aVPuv//+JMntt99+WimB0+kTNEefoDn6\nBM3SKWhWW1VVVatf5OTJ4aIuUSntkpnS8iTlZSotTzLxy5wmS5/qlZaptDxJeZn0aUxpx0aeeqVl\n0qcxpR2b0vIk5WUqLU+iU6eUeGxKyyRPvZZ9VAQAAABguhguAAAAgGIZLgAAAIBiGS4AAACAYhku\nAAAAgGIZLgAAAIBiGS4AAACAYhkuAAAAgGIZLgAAAIBiGS4AAACAYhkuAAAAgGIZLgAAAIBiGS4A\nAACAYhkuAAAAgGIZLgAAAIBiGS4AAACAYhkuAAAAgGIZLgAAAIBiGS4AAACAYhkuAAAAgGIZLgAA\nAIBiGS4AAACAYhkuAAAAgGIZLgAAAIBiGS4AAACAYhkuAAAAgGIZLgAAAIBiGS4AAACAYhkuAAAA\ngGIZLgAAAIBiGS4AAACAYtUOFyMjI3niiSeydu3abNiwIUePHv3ex9x///3593//95aEhPOFPkFz\n9Amao0/QLJ2CZtUOF3v27Mng4GB27tyZTZs2ZevWrd95zL/8y7/k66+/bklAOJ/oEzRHn6A5+gTN\n0iloVkfdAw4cOJAVK1YkSZYtW5bDhw+fdv8bb7yRtra23HzzzT/4HO3tbVmwYM4kozanvX2GPDVK\ny1RanonSp6lRWqbS8iRlZjpb52OfkvKOjTz1Ssx0tvRpapSWJykvU2l5Jup87FSJx6a0TPK0Tu1w\n0dfXl66urtHb7e3tGRoaSkdHR44cOZLXXnstzz33XLZt2/aDzzE8XKW399tmEjdgwYI58tQoLVNp\neZJk0aJ5Z/07+jQ1SstUWp6kvEz6NKa0YyNPvdIy6dOY0o5NaXmS8jKVlifRqVNKPDalZZKn3kT6\nlIxjuOjq6kp/f//o7ZGRkXR0/P3Xdu/enS+++CL33XdfPv/888ycOTNXXHHFGZdDuJDpEzRHn6A5\n+gTN0iloVu1w0dPTk7fffjv/8A//kIMHD2bx4sWj9z366KOjf37++edz8cUXKxycgT5Bc/QJmqNP\n0CydgmbVDherVq3Kvn37sm7dulRVlS1btmT79u3p7u7OypUrpyIjnDf0CZqjT9AcfYJm6RQ0q62q\nqqrVL3Ly5HBRn60p7bM+peVJystUWp5k4p/Pmix9qldaptLyJOVl0qcxpR0beeqVlkmfxpR2bErL\nk5SXqbQ8iU6dUuKxKS2TPPUm2qfar0MFAAAAmC6GCwAAAKBYhgsAAACgWIYLAAAAoFiGCwAAAKBY\nhgsAAACgWIYLAAAAoFiGCwAAAKBYhgsAAACgWIYLAAAAoFiGCwAAAKBYhgsAAACgWIYLAAAAoFiG\nCwAAAKBYhgsAAACgWIYLAAAAoFiGCwAAAKBYhgsAAACgWIYLAAAAoFiGCwAAAKBYhgsAAACgWIYL\nAAAAoFiGCwAAAKBYhgsAAACgWIYLAAAAoFiGCwAAAKBYhgsAAACgWIYLAAAAoFiGCwAAAKBYhgsA\nAACgWB11DxgZGcmTTz6ZTz75JJ2dnXn66adz5ZVXjt7/8ssv5/XXX0+S3HLLLXn44YdblxbOcfoE\nzdEnaI4+QbN0CppVe8XFnj17Mjg4mJ07d2bTpk3ZunXr6H3/+7//mz/+8Y955ZVXsnPnzvzP//xP\nPv7445YGhnOZPkFz9Amao0/QLJ2CZtVecXHgwIGsWLEiSbJs2bIcPnx49L5LL700L774Ytrb25Mk\nQ0NDmTVrVouiwrlPn6A5+gTN0Sdolk5Bs2qHi76+vnR1dY3ebm9vz9DQUDo6OjJz5swsXLgwVVXl\n2WefzZIlS3LVVVd95zna29uyYMGcZpNPQnv7DHlqlJaptDwTpU9To7RMpeVJysx0ts7HPiXlHRt5\n6pWY6Wzp09QoLU9SXqbS8kzU+dipEo9NaZnkaZ3a4aKrqyv9/f2jt0dGRtLRMfZrAwMDefzxxzN3\n7txs3rz5e59jeLhKb++3DcRtxoIFc+SpUVqm0vIkyaJF8876d/RpapSWqbQ8SXmZ9GlMacdGnnql\nZdKnMaUdm9LyJOVlKi1PolOnlHhsSsskT72J9CkZx3/joqenJ3v37k2SHDx4MIsXLx69r6qqPPTQ\nQ7n22mvz1FNPjV7uBHw/fYLm6BM0R5+gWToFzaq94mLVqlXZt29f1q1bl6qqsmXLlmzfvj3d3d0Z\nGRnJBx98kMHBwbz77rtJkkceeSTLly9veXA4F+kTNEefoDn6BM3SKWhWW1VVVatf5OTJ4aIuUSnt\nkpnS8iTlZSotTzLxy5wmS5/qlZaptDxJeZn0aUxpx0aeeqVl0qcxpR2b0vIk5WUqLU+iU6eUeGxK\nyyRPvZZ9VAQAAABguhguAAAAgGIZLgAAAIBiGS4AAACAYhkuAAAAgGIZLgAAAIBiGS4AAACAYhku\nAAAAgGIZLgAAAIBiGS4AAACAYhkuAAAAgGIZLgAAAIBiGS4AAACAYhkuAAAAgGIZLgAAAIBiGS4A\nAACAYhkuAAAAgGIZLgAAAIBiGS4AAACAYhkuAAAAgGIZLgAAAIBiGS4AAACAYhkuAAAAgGIZLgAA\nAIBiGS4AAACAYhkuAAAAgGIZLgAAAIBiGS4AAACAYhkuAAAAgGIZLgAAAIBiGS4AAACAYtUOFyMj\nI3niiSeydu3abNiwIUePHj3t/l27duXuu+/OmjVr8vbbb7csKJwP9Amao0/QLJ2C5ugTNKuj7gF7\n9uzJ4OBgdu7cmYMHD2br1q154YUXkiR//etfs2PHjvzhD3/IwMBA1q9fn5tuuimdnZ0tDw7nIn2C\n5ugTNEunoDn6BM2qveLiwIEDWbFiRZJk2bJlOXz48Oh9f/7zn7N8+fJ0dnZm3rx56e7uzscff9y6\ntHCO0ydojj5Bs3QKmqNP0KzaKy76+vrS1dU1eru9vT1DQ0Pp6OhIX19f5s2bN3rf3Llz09fX953n\nmDmzPYsWzfvOz6eTPPVKy1RanonQp6lTWqbS8iRlZjob52ufkvKOjTz1Ssx0tibbKX0an9LyJOVl\nKi3PRJyv56jS8iTlZZKnNWqvuOjq6kp/f//o7ZGRkXR0dHzvff39/aeVEDidPkFz9AmapVPQHH2C\nZtUOFz09Pdm7d2+S5ODBg1m8ePHofUuXLs2BAwcyMDCQb775Jp9++ulp9wOn0ydojj5Bs3QKmqNP\n0Ky2qqqqMz1gZGQkTz75ZI4cOZKqqrJly5bs3bs33d3dWblyZXbt2pWdO3emqqo88MADue2226Yq\nO5xz9Amao0/QLJ2C5ugTNKt2uBivU+X85JNP0tnZmaeffjpXXnnl6P27du3KK6+8ko6OjvziF7/I\nrbfe2sTLTjjPyy+/nNdffz1Jcsstt+Thhx9uaZ7xZDr1mJ///OdZuXJl7rnnnmnN884772Tbtm1J\nkiVLlmTz5s1pa2ub1kwvvfRSXn/99bS1teXBBx/MqlWrWprnlEOHDuXXv/51duzYcdrP33rrrWzb\nti0dHR1ZvXp11qxZ08jrldan8WSa6k6V1qfxZJrqTunTmNI6pU+Tz6RPYy70c1RpfRpPplOP8Z6v\nvE5d6H0aT6YL/RylT+PXaJ+qhvzpT3+qfvWrX1VVVVUffvhh9eCDD47ed+zYserOO++sBgYGquPH\nj4/+uZXOlOcvf/lLddddd1VDQ0PV8PBwtXbt2uqjjz5qaZ66TKf85je/qX7yk59Uv/vd76Y1zzff\nfFPdcccd1d/+9reqqqrqt7/97eifpyvT119/Xd1yyy3VwMBA1dvbW/3oRz9qeZ6q+vv/9jvvvLP6\n6U9/etrPBwcHqx//+MdVb29vNTAwUN19993VsWPHGnnN0vpUl2k6OlVan+oyTUen9GlMaZ3Sp8ll\n0qcxzlHl9aku0yne85XXKX2qz+QcpU/j1XSfav8bF+NV2lf+nCnPpZdemhdffDHt7e2ZMWNGhoaG\nMmvWrJbmqcuUJG+88Uba2tpy8803tzxLXZ4PP/wwixcvzjPPPJP169fn4osvzsKFC6c10+zZs3P5\n5ZfnxIkTOXHiRMuXy1O6u7vz/PPPf+fnn376abq7uzN//vx0dnbmhhtuyP79+xt5zdL6VJdpOjpV\nWp/qMk1Hp/RpTGmd0qfJZdKnMc5R5fWpLlPiPV9dpgvpHFVan+oyOUfp03g13afar0Mdrya+8qdJ\nZ8ozc+bMLFy4MFVV5dlnn82SJUty1VVXtTRPXaYjR47ktddey3PPPTd6adF05vnqq6/y/vvvZ/fu\n3ZkzZ07uvffeLFu2rOX/nM6UKUkuu+yy3HHHHRkeHs4DDzzQ0iyn3Hbbbfnss8++N2ur/l6X1qe6\nTNPRqdL6VJdpOjqlT6c/f0md0qfJZdKnMc5R5fWpLpP3fPWZkgvnHFVan+oyOUfp03g13afGhovS\nvvLnTHmSZGBgII8//njmzp2bzZs3tzTLeDLt3r07X3zxRe677758/vnnmTlzZq644oqWLodnyrNg\nwYJcf/31WbRoUZLkxhtvzEcffdTy0p0p0969e3Ps2LG8+eabSZKNGzemp6cnS5cubWmm8WZt8u91\naX2qy5RMfadK61NdpunolD798PNPd6f0aXKZ9KnehXSOKq1PdZm856vPVFqnLqQ+1WVKnKP0qdms\n4/173dhHRUr7yp8z5amqKg899FCuvfbaPPXUU2lvb29plvFkevTRR/P73/8+O3bsyF133ZWf/exn\nLX9TeKY81113XY4cOZIvv/wyQ0NDOXToUK655pqW5qnLNH/+/Fx00UXp7OzMrFmzMm/evBw/frzl\nmX7I1VdfnaNHj6a3tzeDg4PZv39/li9f3shzl9anukzT0anS+lSXaTo6pU9jSuuUPk0ukz7Vu5DO\nUaX1qS6T93z1mUrr1IXUp7pMzlH6NFkT7VNjV1ysWrUq+/bty7p160a/8mf79u2jX/mzYcOGrF+/\nPlVV5Ze//GXLPwt1pjwjIyP54IMPMjg4mHfffTdJ8sgjjzT6JvlsM61cubKlrz2RPJs2bcr999+f\nJLn99tun5P8o6zK99957WbNmTWbMmJGenp7cdNNNLc/0f7366qv59ttvs3bt2jz22GPZuHFjqqrK\n6tWrc8kllzTyGqX1qS7TdHSqtD6NJ9NUd0qfxpTWKX2afCZ9+n4X4jmqtD7VZfKeb3yZSujUhdin\nukzOUfo0UZPtU2NfhwoAAADQtMY+KgIAAADQNMMFAAAAUCzDBQAAAFAswwUAAABQLMMFAAAAUKxx\nDReHDh3Khg0bvvPzt956K6tXr87atWuza9euxsPB+UqnoDn6BM3RJ2iOPkFzOuoe8G//9m/54x//\nmNmzZ5/285MnT+af/umf8h//8R+ZPXt27rnnntx6661ZtGhRy8LC+UCnoDn6BM3RJ2iOPkGzaq+4\n6O7uzvPPP/+dn3/66afp7u7O/Pnz09nZmRtuuCH79+9vSUg4n+gUNEefoDn6BM3RJ2hW7RUXt912\nWz777LPv/Lyvry/z5s0bvT137tz09fV973MMDQ2nqiaRsmHt7W0ZHi4nUGl5kvIylZYnSWbObJ/Q\n7022U/pUr7RMpeVJysukT2NKOzby1Cstkz6NKe3YlJYnKS9TaXmSiXXKv0NNjdIyyVNvoueo2uHi\nh3R1daW/v3/0dn9//2kl/P9VVdLb++1EX6pxCxbMkadGaZlKy5MkixZ9/9/3iRpvp/SpXmmZSsuT\nlJdJn8aUdmzkqVdaJn0aU9qxKS1PUl6m0vIkzXbKv0M1q7RM8tSbaJ8m/K0iV199dY4ePZre3t4M\nDg5m//79Wb58+USfDi54OgXN0Sdojj5Bc/QJJuasr7h49dVX8+2332bt2rV57LHHsnHjxlRVldWr\nV+eSSy5pRUY4r+kUNEefoDn6BM3RJ5ictqpq/SenTp4cLuoSldIumSktT1JeptLyJM1fijte+lSv\ntEyl5UnKy6RPY0o7NvLUKy2TPo0p7diUlicpL1NpeRKdOqXEY1NaJnnqTflHRQAAAABazXABAAAA\nFMtwAQAAABTLcAEAAAAUy3ABAAAAFMtwAQAAABTLcAEAAAAUy3ABAAAAFMtwAQAAABTLcAEAAAAU\ny3ABAAAAFMtwAQAAABTLcAEAAAAUy3ABAAAAFMtwAQAAABTLcAEAAAAUy3ABAAAAFMtwAQAAABTL\ncAEAAAAUy3ABAAAAFMtwAQAAABTLcAEAAAAUy3ABAAAAFMtwAQAAABTLcAEAAAAUy3ABAAAAFMtw\nAQAAABTLcAEAAAAUy3ABAAAAFMtwAQAAABTLcAEAAAAUq3a4GBkZyRNPPJG1a9dmw4YNOXr06Gn3\nv/TSS7n77ruzevXq/Nd//VfLgsL5QJ+gOfoEzdEnaJZOQbM66h6wZ8+eDA4OZufOnTl48GC2bt2a\nF154IUly/Pjx7NixI//5n/+ZEydO5B//8R+zatWqloeGc5U+QXP0CZqjT9AsnYJm1Q4XBw4cyIoV\nK5Iky5Yty+HDh0fvmz17di6//PKcOHEiJ06cSFtb2/c+R3t7WxYsmNNQ5Mlrb58hT43SMpWWZ6L0\naWqUlqm0PEmZmc7W+dinpLxjI0+9EjOdLX2aGqXlScrLVFqeiTofO1XisSktkzytUztc9PX1paur\na/R2e3t7hoaG0tHx91+97LLLcscdd2R4eDgPPPDA9z7H8HCV3t5vG4o8eQsWzJGnRmmZSsuTJIsW\nzTvr39GnqVFaptLyJOVl0qcxpR0beeqVlkmfxpR2bErLk5SXqbQ8iU6dUuKxKS2TPPUm0qdkHP+N\ni66urvT394/eHhkZGS3c3r17c+zYsbz55pv57//+7+zZsyd//vOfJxQELgT6BM3RJ2iOPkGzdAqa\nVTtc9PT0ZO/evUmSgwcPZvHixaP3zZ8/PxdddFE6Ozsza9aszJs3L8ePH29dWjjH6RM0R5+gOfoE\nzdIpaFbtR0VWrVqVffv2Zd26damqKlu2bMn27dvT3d2dlStX5r333suaNWsyY8aM9PT05KabbpqK\n3HBO0idojj5Bc/QJmqVT0Ky2qqqqVr/IyZPDRX22prTP+pSWJykvU2l5kol/Pmuy9KleaZlKy5OU\nl0mfxpR2bOSpV1omfRpT2rEpLU9SXqbS8iQ6dUqJx6a0TPLUa9l/4wIAAABguhguAAAAgGIZLgAA\nAIBiGS4AAACAYhkuAAAAgGIZLgAAAIBiGS4AAACAYhkuAAAAgGIZLgAAAIBiGS4AAACAYhkuAAAA\ngGIZLgAAAIBiGS4AAACAYhkuAAAAgGIZLgAAAIBiGS4AAACAYhkuAAAAgGIZLgAAAIBiGS4AAACA\nYhkuAAAAgGIZLgAAAIBiGS4AAACAYhkuAAAAgGIZLgAAAIBiGS4AAACAYhkuAAAAgGIZLgAAAIBi\nGS4AAACAYhkuAAAAgGIZLgAAAIBiddQ9YGRkJE8++WQ++eSTdHZ25umnn86VV145ev8777yTbdu2\nJUmWLFmSzZs3p62trXWJ4RymT9AcfYLm6BM0S6egWbVXXOzZsyeDg4PZuXNnNm3alK1bt47e19fX\nl3/+53/Ov/7rv2bXrl254oor8tVXX7U0MJzL9Amao0/QHH2CZukUNKt2uDhw4EBWrFiRJFm2bFkO\nHz48et+HH36YxYsX55lnnsn69etz8cUXZ+HCha1LC+c4fYLm6BM0R5+gWToFzar9qEhfX1+6urpG\nb7e3t2doaCgdHR356quv8v7772f37t2ZM2dO7r333ixbtixXXXXVac/R3t6WBQvmNJ9+gtrbZ8hT\no7RMpeWZKH2aGqVlKi1PUmams3U+9ikp79jIU6/ETGdLn6ZGaXmS8jKVlmeizsdOlXhsSsskT+vU\nDhddXV3p7+8fvT0yMpKOjr//2oIFC3L99ddn0aJFSZIbb7wxH3300XdKNzxcpbf32yZzT8qCBXPk\nqVFaptLyJMmiRfPO+nf0aWqUlqm0PEl5mfRpTGnHRp56pWXSpzGlHZvS8iTlZSotT6JTp5R4bErL\nJE+9ifQpGcdHRXp6erJ3794kycGDB7N48eLR+6677rocOXIkX375ZYaGhnLo0KFcc801EwoCFwJ9\nguboEzRHn6BZOgXNqr3iYtWqVdm3b1/WrVuXqqqyZcuWbN++Pd3d3Vm5cmU2bdqU+++/P0ly++23\nn1ZK4HT6BM3RJ2iOPkGzdAqa1VZVVdXqFzl5crioS1RKu2SmtDxJeZlKy5NM/DKnydKneqVlKi1P\nUl4mfRpT2rGRp15pmfRpTGnHprQ8SXmZSsuT6NQpJR6b0jLJU69lHxUBAAAAmC6GCwAAAKBYhgsA\nAACgWIYLAAAAoFiGCwAAAKBYhgsAAACgWIYLAAAAoFiGCwAAAKBYhgsAAACgWIYLAAAAoFiGCwAA\nAKBYhgsAAACgWIYLAAAAoFiGCwAAAKBYhgsAAACgWIYLAAAAoFiGCwAAAKBYhgsAAACgWIYLAAAA\noFiGCwAAAKBYhgsAAACgWIYLAAAAoFiGCwAAAKBYhgsAAACgWIYLAAAAoFiGCwAAAKBYhgsAAACg\nWIYLAAAAoFiGCwAAAKBYhgsAAACgWIYLAAAAoFi1w8XIyEieeOKJrF27Nhs2bMjRo0e/9zH3339/\n/v3f/70lIeF8oU/QHH2C5ugTNEunoFm1w8WePXsyODiYnTt3ZtOmTdm6det3HvMv//Iv+frrr1sS\nEM4n+gTN0Sdojj5Bs3QKmlU7XBw4cCArVqxIkixbtiyHDx8+7f433ngjbW1tufnmm1uTEM4j+gTN\n0Sdojj5Bs3QKmtVR94C+vr50dXWN3m5vb8/Q0FA6Ojpy5MiRvPbaa3nuueeybdu2H3yO9va2LFgw\np5nEDWhvnyFPjdIylZZnovRpapSWqbQ8SZmZztb52KekvGMjT70SM50tfZoapeVJystUWp6JOh87\nVeKxKS2TPK1TO1x0dXWlv79/9PbIyEg6Ov7+a7t3784XX3yR++67L59//nlmzpyZK6644jvL4fBw\nld7ebxuOPnELFsyRp0ZpmUrLkySLFs0769/Rp6lRWqbS8iTlZdKnMaUdG3nqlZZJn8aUdmxKy5OU\nl6m0PIlOnVLisSktkzz1JtKnZBzDRU9PT95+++38wz/8Qw4ePJjFixeP3vfoo4+O/vn555/PxRdf\n7HInOAN9guboEzRHn6BZOgXNqh0uVq1alX379mXdunWpqipbtmzJ9u3b093dnZUrV05FRjhv6BM0\nR5+gOfoEzdIpaFZbVVVVq1/k5Mnhoi5RKe2SmdLyJOVlKi1PMvHLnCZLn+qVlqm0PEl5mfRpTGnH\nRp56pWXSpzGlHZvS8iTlZSotT6JTp5R4bErLJE+9ifap9ltFAAAAAKaL4QIAAAAoluECAAAAKJbh\nAgAAACiW4QIAAAAoluECAAAAKJbhAgAAACiW4QIAAAAoluECAAAAKJbhAgAAACiW4QIAAAAoluEC\nAAAAKJbhAgAAACiW4QIAAAAoluECAAAAKJbhAgAAACiW4QIAAAAoluECAAAAKJbhAgAAACiW4QIA\nAAAoluECAAAAKJbhAgAAACiW4QIAAAAoluECAAAAKJbhAgAAACiW4QIAAAAoluECAAAAKJbhAgAA\nACiW4QIAAAAoluECAAAAKJbhAgAAAChWR90DRkZG8uSTT+aTTz5JZ2dnnn766Vx55ZWj97/88st5\n/fXXkyS33HJLHn744dalhXOcPkFz9Amao0/QLJ2CZtVecbFnz54MDg5m586d2bRpU7Zu3Tp63//+\n7//mj3/8Y1555ZXs3Lkz//M//5OPP/64pYHhXKZP0Bx9guboEzRLp6BZtVdcHDhwICtWrEiSLFu2\nLIcPHx6979JLL82LL76Y9vb2JMnQ0FBmzZrVoqhw7tMnaI4+QXP0CZqlU9Cs2uGir68vXV1do7fb\n29szNDSUjo6OzJw5MwsXLkxVVXn22WezZMmSXHXVVd95jvb2tixYMKfZ5JPQ3j5DnhqlZSotz0Tp\n09QoLVNpeZIyM52t87FPSXnHRp56JWY6W/o0NUrLk5SXqbQ8E3U+dqrEY1NaJnlap3a46OrqSn9/\n/+jtkZGRdHSM/drAwEAef/zxzJ07N5s3b/7e5xgertLb+20DcZuxYMEceWqUlqm0PEmyaNG8s/4d\nfZoapWUqLU9SXiZ9GlPasZGnXmmZ9GlMacemtDxJeZlKy5Po1CklHpvSMslTbyJ9Ssbx37jo6enJ\n3r17kyQHDx7M4sWLR++rqioPPfRQrr322jz11FOjlzsB30+foDn6BM3RJ2iWTkGzaq+4WLVqVfbt\n25d169alqqps2bIl27dvT3d3d0ZGRvLBBx9kcHAw7777bpLkkUceyfLly1seHM5F+gTN0Sdojj5B\ns3QKmtVWVVXV6hc5eXK4qEtUSrtkprQ8SXmZSsuTTPwyp8nSp3qlZSotT1JeJn0aU9qxkadeaZn0\naUxpx6a0PEl5mUrLk+jUKSUem9IyyVOvZR8VAQAAAJguhgsAAACgWIYLAAAAoFiGCwAAAKBYhgsA\nAACgWIYLAAAAoFiGCwAAAKBYhgsAAACgWIYLAAAAoFiGCwAAAKBYhgsAAACgWIYLAAAAoFiGCwAA\nAKBYhgsAAACgWIYLAAAAoFiGCwAAAKBYhgsAAACgWIYLAAAAoFiGCwAAAKBYhgsAAACgWIYLAAAA\noFiGCwAAAKBYhgsAAACgWIYLAAAAoFiGCwAAAKBYhgsAAACgWIYLAAAAoFiGCwAAAKBYhgsAAACg\nWIYLAAAAoFiGCwAAAKBYtcPFyMhInnjiiaxduzYbNmzI0aNHT7t/165dufvuu7NmzZq8/fbbLQsK\n5wN9guboEzRLp6A5+gTN6qh7wJ49ezI4OJidO3fm4MGD2bp1a1544YUkyV//+tfs2LEjf/jDHzIw\nMEZsUzQAAAdPSURBVJD169fnpptuSmdnZ8uDw7lIn6A5+gTN0ilojj5Bs2qHiwMHDmTFihVJkmXL\nluXw4cOj9/35z3/O8uXL09nZmc7OznR3d+fjjz/O0qVLT3uOmTPbs2jRvIajT4489UrLVFqeidCn\nqVNaptLyJGVmOhvna5+S8o6NPPVKzHS2JtspfRqf0vIk5WUqLc9EnK/nqNLyJOVlkqc1aj8q0tfX\nl66urtHb7e3tGRoaGr1v3ryxfxBz585NX19fC2LC+UGfoDn6BM3SKWiOPkGzaoeLrq6u9Pf3j94e\nGRlJR0fH997X399/WgmB0+kTNEefoFk6Bc3RJ2hW7XDR09OTvXv3JkkOHjyYxYsXj963dOnSHDhw\nIAMDA/nmm2/y6aefnnY/cDp9guboEzRLp6A5+gTNaquqqjrTA0ZGRvLkk0/myJEjqaoqW7Zsyd69\ne9Pd3Z2VK1dm165d2blzZ6qqygMPPJDbbrttqrLDOUefoDn6BM3SKWiOPkGzaoeL8TpVzk8++SSd\nnZ15+umnc+WVV47ev2vXrrzyyivp6OjIL37xi9x6661NvOyE87z88st5/fXXkyS33HJLHn744Zbm\nGU+mU4/5+c9/npUrV+aee+6Z1jzvvPNOtm3bliRZsmRJNm/enLa2tmnN9NJLL+X1119PW1tbHnzw\nwaxataqleU45dOhQfv3rX2fHjh2n/fytt97Ktm3b0tHRkdWrV2fNmjWNvF5pfRpPpqnuVGl9Gk+m\nqe6UPo0prVP6NPlM+jTmQj9Hldan8WQ69Rjv+crr1IXep/FkutDPUfo0fo32qWrIn/70p+pXv/pV\nVVVV9eGHH1YPPvjg6H3Hjh2r7rzzzmpgYKA6fvz46J9b6Ux5/vKXv1R33XVXNTQ0VA0PD1dr166t\nPvroo5bmqct0ym9+85vqJz/5SfW73/1uWvN888031R133FH97W9/q6qqqn7729+O/nm6Mn399dfV\nLbfcUg0MDFS9vb3Vj370o5bnqaq//2+/8847q5/+9Ken/XxwcLD68Y9/XPX29lYDAwPV3XffXR07\ndqyR1yytT3WZpqNTpfWpLtN0dEqfxpTWKX2aXCZ9GuMcVV6f6jKd4j1feZ3Sp/pMzlH6NF5N96n2\nv3ExXuP9yp958+aNfuVPK50pz6WXXpoXX3wx7e3tmTFjRoaGhjJr1qyW5qnLlCRvvPFG2tracvPN\nN7c8S12eDz/8MIsXL84zzzyT9evX5+KLL87ChQunNdPs2bNz+eWX58SJEzlx4kTLl8tTuru78/zz\nz3/n559++mm6u7szf/78dHZ25oYbbsj+/fsbec3S+lSXaTo6VVqf6jJNR6f0aUxpndKnyWXSpzHO\nUeX1qS5T4j1fXaYL6RxVWp/qMjlH6dN4Nd2njqaC/dBX/nR0dEzLV/6cKc/MmTOzcOHCVFWVZ599\nNkuWLMlVV13V0jx1mY4cOZLXXnstzz333OilRdOZ56uvvsr777+f3bt3Z86cObn33nuzbNmylv9z\nOlOmJLnssstyxx13ZHh4OA888EBLs5xy22235bPPPvverK36e11an+oyTUenSutTXabp6JQ+nf78\nJXVKnyaXSZ/GOEeV16e6TN7z1WdKLpxzVGl9qsvkHKVP49V0nxobLkr7yp8z5UmSgYGBPP7445k7\nd242b97c0izjybR79+588cUXue+++/L5559n5syZueKKK1q6HJ4pz4IFC3L99ddn0aJFSZIbb7wx\nH330UctLd6ZMe/fuzbFjx/Lmm28mSTZu3Jienp4sXbq0pZnGm7XJv9el9akuUzL1nSqtT3WZpqNT\n+vTDzz/dndKnyWXSp3oX0jmqtD7VZfKerz5TaZ26kPpUlylxjtKnZrOO9+91Yx8VKe0rf86Up6qq\nPPTQQ7n22mvz1FNPpb29vaVZxpPp0Ucfze9///vs2LEjd911V372s5+1/E3hmfJcd911OXLkSL78\n8ssMDQ3l0KFDueaaa1qapy7T/Pnzc9FFF6WzszOzZs3KvHnzcvz48ZZn+iFXX311jh49mt7e3gwO\nDmb//v1Zvnx5I89dWp/qMk1Hp0rrU12m6eiUPo0prVP6NLlM+lTvQjpHldanukze89VnKq1TF1Kf\n6jI5R+nTZE20T41dcbFq1ars27cv69atG/3Kn+3bt49+5c+GDRuyfv36VFWVX/7yly3/LNSZ8oyM\njOSDDz7I4OBg3n333STJI4880uib5LPNtHLlypa+9kTybNq0Kffff3+S5Pbbb5+S/6Osy/Tee+9l\nzZo1mTFjRnp6enLTTTe1PNP/9eqrr+bbb7/N2rVr89hjj2Xjxo2pqiqrV6/OJZdc0shrlNanukzT\n0anS+jSeTFPdKX0aU1qn9GnymfTp+12I56jS+lSXyXu+8WUqoVMXYp/qMjlH6dNETbZPjX0dKgAA\nAEDTGvuoCAAAAEDTDBcAAABAsQwXAAAAQLEMFwAAAECxDBcAAABAsQwXAAAAQLEMFwAAAECx/h9j\n00SSrp6XXQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#g = sns.FacetGrid(movies, row='Genre', hue='Genre')\n", "g = sns.FacetGrid(movies, row='Genre', col='Year', hue='Genre')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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FTv+t7ENlAPlrZH3u0eISEncYKU+szz2y1wd4fqiuO5gl7cheHyB/jcySNmSvD5C/Rr3W\nxyypT/YaWZ97pL+EhIiIiIiIiIjIHWxgEBEREREREZH02MAgIiIiIiIiIulpMoknERERERGRJ+3I\nzMHqveeRU1CKphHBmNKnNQZ1bOrtsoikprfcsIFBRERERES6tiMzB8u+OIWSCjMAILugFMu+OAUA\nUn8ZI/ImPeaGl5AQERERaWRHZg7i1mUgJjUdcesysCMzx9slERnC6r3nLV/CqpVUmLF673nvFESk\nA3rMDUdgEBGRJvQ2RJFIbWqd6WKWiOrLKSh16XEi0mduOAKDiIg8rvqLW3ZBKQR+++LGs8/kS9Q4\n08UsEVnXNCLYpceJSJ+5YQODiIg8To9DFInUpsaZLmaJyLopfVojJKD2V5uQAD9M6dPaOwUR6YAe\nc8NLSMhlHLpKRK7S4xBFIrU1jQhGtpV13pUzXcwSkXXVx6I8RiVynh5zwwYGuUSPM9USkfep8cWN\nSO+m9Gldax8KuH6mi1kism1Qx6Y8HiVykd5yw0tIyCUcukpESuhxiCKR2gZ1bIqkh9qhWUQwTACa\nRQQj6aF2Lh04MktERKQFWe+axREY5BIOXSUiJfQ4RJHIE9w908UsERGRp8k86p4NDHIJh64SkVJ6\nG6JI5G225pxiloiISC3W9jX2Rt17e//DBga5RI3rd9VWN3S9om/C/rPXeGaKiIh0S+azX0REZAy2\n9jV1mxfVrI261/oGD2xgkEtkG7pqLXQfHsm2/J4HfEREpEcyn/0iIiJjsLWv8TMBZlH/7+uOuvdG\ns50NDHKZTENXrYWuLh7wERGR3nDOKSIi8jRb+xSzqBpl72jUvTea7bwLCemaswdyPOAjIiI9sTW3\nFOecIiIitdjap1TfJcvRXbO80WznCAzSNVuTilr7OyIiIr2Qcc4pIiIyFnv7GmdG3XvjBg9sYJCu\nWQtdXTzgI9lpPfkREclPtjmniLTwyZEspOw8YXOd5/6SyHX2cuPuvsYbzXY2MEjXrIWOdyEhPeGd\nBojIFpnmnCLytB2ZOVi26xRKyq3vD7m/JHKdM7lxZ1/jjWY7Gxg+yGjdax7gkZ7xTgNERET/2x+W\n294fcn9J5DotcqP1dzE2MHwMu9dEcuGdBojkJUPDX4YaiLTgaH/I/SXplTe340bMDe9C4mPsdeGI\nSHu80wCRnKob/tkFpRD4reG/IzPHp2og0oqj/SH3l6RH3t6OGzE3mo3AKC8vx/z583Hp0iX4+flh\nyZIlCAgIwPz582EymdCuXTssWrQIfn7sqXiSEbtwvoZZMhbeacC7mCeyRYbh6jLU4CxmiZSoeWY6\nItgfgf4mlFcKy+9r7g99ZX/JLBmLN7fjOzJzcKO8st7jes+NZg2MPXv2oKKiAlu2bMH+/fvxyiuv\noLy8HDNnzkSPHj2QnJyM3bt3o3///lqV5JO8casbUhezZCy804B3MU9kiwwNfxlqcBazRK6qe1nz\n9dJKBPgBjUICcL2kQvW7JegFs2Qs3tqOf3Iky+qdGhsG++PZfrfpOjeaNTDatGmDyspKmM1mFBYW\nIiAgAIcPH0ZMTAwAIDY2Fvv372cYPcxXutdGxiwZDyei9R7miWyRoeEvQw3OYpbIVdbOTFeYgQaB\n/vhy6n1Wn+ML+0tmyVhsbccFgLh1GR5rwqXuOlkvXwAQGhSg+wxp1sAIDQ3FpUuXMGjQIFy7dg2v\nv/46Dh48CJPJBAAICwtDQUFBveeFhwcjIMDfqWX4+/shMjJU1brV5u0ax/Zsg7DQYKTuOonL+SWI\nahSCxP7tMaRLc0t96RfybP7e27z9+TmiRX1KswQYK0++Xt8nR7Lcyqnsnx8gd56YJe14q745A27H\ngo+P1borQkigH+YMuL1ePZ6q0ZUa7GGWtCF7fYBcNdo7My1LjXUxS9qRvUZn67O2Ha+WXVCKZbtO\nISw0WPXvWpfzS6w+Lku+3Pnvq1kDY8OGDejduzcSExNx+fJlPPHEEygvL7f8vqioCA0bNqz3vMJC\n54fXREaGIi+vWJV6PUWGGmNbRSL2qZhaj1XXlH4hDwv+eczSscvKL8GCfx5DUXGpFN06GT4/e+zV\n16RJhCrLUJolwFh58uX66g67VZJT2T8/wHaNamUJ4L4JYH22xLaKRFL/dvWGq8e2iqxXj6dqdKUG\ne5glbcheHyBXjfZGGMlSY13MknZkr9HZ+mpux62t7yXlZqTsPIHYVpGq1hfVKARZVpoYsuTLne9M\nms3+0rBhQ0REVBXTqFEjVFRU4I477kBGRgYAID09Hd27d9eqHLLB2nAj3qVELswS8W5C6mGeyJ5B\nHZti26Qe+C4xFtsm9fBKI1+GGpzBLJGrpvRpjZCA2l9FQgJ5WTOzZDzV23GTjd97Yj6MxP7t6+fL\nINMGaDYC48knn0RSUhLi4+NRXl6OWbNm4c4778TChQuxcuVKREdHY8CAAVqVQzbYG25EcmCWSE8T\n+8nOyHlSct95b96rnvTNyFkiz7A2KeecAberfiZab5gl49JyXqMhXZqjqLjUkPt0kxBCOP4z77l6\n1fq1/NbIPtQIkL/GR9/8zupwo2YRwdg2qYcXKqpN9s9Pi0tI3GGkPPlyfXHrMqzuAF3JqeyfH6DN\nUF2lZM9S3cuMgKozL0kPtat38FJdnyvP0ZKe11VZMEvakL0+QP4a9Vofs6Q+2WtUUp+W+1k9f37S\nXEJC+mDk4UZERmFt2C0A3CivxI7MHC9URLJRcpkRL00iInfsyMxB3LoMxKSmI25dBvdHRHUM6tgU\nSQ+1Q7OIYJhQdeJJi5MERsumZpeQkD4YebgRkVFU53HF7tO4XlppeTy/pALLvjhV62/INym5zIiX\nJhGRUnXPLGcXlHJ/RGSF1rcCNmI22cDwEa5c1+wL99gm0rtBHZti9d7ztRoYQNUZ89SvzjDDPk7J\ndbZaXptLRMZibwQX90dE3mPEbPISEh9Q3XnLLiiFwG+dN70PHyKS2SdHsjw+XM/WmfH8kgrm28dZ\nnd3fweWASp5DRATIM4LLaEPlidwlSzbVxAaGD+B1zUTa2pGZgwUfH/N409DemXHm27cpuc7WW9fm\nEpH+2dofaTmCiyfsiOqTIZtq4yUkPsCInTciQN5bPq7eex4l5Z4frjelT2skf3bC6u9q5tva5zS2\nZxvV6iA5KbkcUOklhLJmkYi0MaVPa6t3V6g5gsvT2wkjDpUncpcz2dQbNjB8AK9rJiP65EiWtJMS\nadU0HNSxab2JPKtV59vW5E1hocGIbRWpaj3km4w4QRiRN6j1Bd8bDcXq17e1XC22EzxhZ2xslCvj\nKJt6xAaGDzBi540odddJac+0aNk0fLbfbXbzbeuMVOquk4h9Kkb1esj38KwnkfvU+oLvzYaivRFc\nWmwneMLOuNgod4/RbtDAOTB8AK9rJiO6nF9i9XFnz7R4cqKvKX1aIyRQm8kQHeXb1udh6/NzFSdM\nI571JHKfWvOVyTrvmRbbCU5EbFyyrtfkHRyB4SOM1nkjimoUgiwrX8KdOdPi6U7+oI5NERYajJSd\nJzQZrmcv37bOSEU1CnF7uTwjQgDPehKpQa0v+LI2FLXYThhxqDxVkXW9Ju9gA4OIdCmxf3ss+Ocx\nRZdGOTuU1Z3rLYd0aS7FHBO2LiFL7N/e7dfmpQME8DJFIjWo9QVf1oaiVtsJnrAzJlnXa/IONjBU\nwolliLQ1pEtzFBWXOp27mhkVNl6z7p07jDC6wNYZqSFdmiMvr9it1+YZEWNzdr+mx7Oe3GeTbNT6\ngm/tdQCgV/RNapSpmB63EyQPNsqpJjYwVGCULzpEeuPsmZa6GbWlZiffSKMLPHVGimdEjMvV/Zqe\nznpyn00yUusL/qCOTXHkUj4+PJJd6/Htx6+gyy2NvHoLbT1tJ0gubIBRTQ4bGAcPHqz9hIAAREVF\noVmzZh4rSm+M9EWHyIisZbSu6k5+9ZlZa1/MAeONLnDnTDTPiBiXkfdrRn5vpG9qfcHff/ZavcdK\nKsxYvOMEFn12gl/+SJdcOWnlC40OX3mf1jhsYLzyyiv45Zdf0KlTJ/z3v/9FYGAgysrKMHLkSDz1\n1FNa1Cg9DqN2jS8HjrzDXhZNgGU9BOBwpIaRRhe4eyaaZ0SMy8j7NSO/NyLA9rps/t/1k7KMOrJ2\nPOjNESKkf74yws5X3qctDhsYISEh+OSTTxAcHIyysjL88Y9/RFpaGsaNG8cGxv9wGLXzfD1w5B22\nMtosIhjbJvWw/By3LsNu88JoowvUOBPNIcHGZOT9mpHfGxFgex2vydujjmwdD4aFBksxATbpk6+M\nsPOV92mLn6M/uHbtGoKDq3bqQUFBuHbtGoKCgmA22x+O7Utkve/0jswcxK3LQExqOuLWZWBHZo5X\n6wF4H2fyDmczau8MbLOIYCQ91E7RjkGtLKqdaZ6JJltk3a+pwcjvjQiwvo5b481tva3jwdRdJ71U\nERmBrxzX+Mr7tMXhCIx+/fph7Nix6Ny5M3744Qf8/ve/x+bNm9GuXTst6tMFGYdRyzrSwdcDR97h\nbEadHanhCrWy6IlM80w02SLjfk0tRn5vRED9ddxk+u3ykZq8ua23ddx3Ob9E40rISHzluMZX3qct\nDhsYU6dORb9+/XD27FkMHz4c7du3R25uLsaOHatFfboh2zBqWYcW+XrgyHucyagnJqVUK4ueyDQn\n4SR7rGXGKHMYybbPJlJbzXXc2p24vL2tt3U8GNUoxAvVkFH4ynGNr7xPWxw2MC5fvoy9e/eitLQU\nZ8+exRdffIFp06ZpUZvPc+dAUdaRDr4eOJKbJ87MqpVFT2SaZ6LJFa6MAjJKo4PICGTc1ts6Hkzs\n395rNZH+ybiue4KvvE9bHDYwZsyYgZ49eyIqKkqLeuh/3B0uLutIB18PHMlP7TOzamXRU5nmmWhy\nlrOjgGS9hJHIl1Vv6yMjQ5GXV+ztcmweDw7p0lyK+ki/fOW4xlfepzUOGxhhYWGYNWuWFrVQDe4O\nF5d5pIMvB47kosVZYrWyOKVPayz5/CTKa1zIHOhnkiLT5BucHQUk6yWMRKQOtfadPB4kIiUcNjDa\ntWuH7du3o2PHjjCZTACANm14j2ZPc3e4OEc6ENmn1VliNbMohLD7M5EnNQwJQH5JhdXHa5L1EkYi\nch9HWBGRtzlsYGRmZiIzM9Pys8lkwjvvvOPRomSk9fW8agwXZ2ebyDZbZ4kX7zgBQP0mhruvt3rv\neVTU6VdUCPCsNmnGVsOs7uOyXsJIRO7jCCuSFede8h0OGxgbN25UbWFr167FV199hfLycowdOxYx\nMTGYP38+TCYT2rVrh0WLFsHPz/F9q7XmjW6zzJeAkPfpNUsysXU22Cwg5dkkntX2HObJOQWllU49\nbm//peQA85MjWUjZeYIHpTrALOmH0i973Bdpg1lyDUcG+Raba/706dMBAL179673PyUyMjLw/fff\n47333sPGjRuRnZ2N5cuXY+bMmdi8eTOEENi9e7eyd+Fh9rrNnjKoY1MkPdQOzSKCYQLQLCIYSQ+1\nYwhJ11mSib2zwZ7OtxK26uVZbfcwT85zdh20tf8CqpqD2QWlEPjtAHNHZo7NZe7IzMGCj4+59Bzy\nDmZJP6q/7CnJFfdFnscsuc4b39XIe2w2MFatWgUA+Pvf/459+/ZZ/vf2228rWtC+ffvQvn17TJ06\nFZMnT8YDDzyA48ePIyYmBgAQGxuLAwcOKHptT/NWt3lQx6bYNqkHvkuMxbZJPdi8IAD6zpJMpvRp\njZAA22cvZDubZK1eNUZl7cjMQdy6DMSkpiNuXYbPfTFknpznyjpobf+l5ABz9d7zKCnnQakeMEva\ncXe77c6XPU/ti+g3zJLrbB2zZReU+uSxjdHZvITk5MmTyMnJwYoVKzB37lwIIWA2m5GamoqPP/7Y\n5QVdu3YNWVlZeP311/Hzzz/jmWeegRDCMjFoWFgYCgoK6j0vPDwYAQH+Ti3D398PkZGhLtfmSFSj\nEGTll1h93NXleapGtbA+92hRn9IsAXLkSS3u1hcWGowGQf71DuKqKcl3TWp/fmN7tkFYaDBSd53E\n5fwSRDUKQWL/9hjSpbni+tIv5GHZrlOWL4jZBaVYtusUwkKDFb+ummTOky9myd110N7JAFvLV/Ic\nbzDKf2N3MEuere+TI1lI3XWy3vGoq9ttf38/t3Kl9r7IWn2++t+4GrNUxZUabX1XAzx3bCP7Z2jk\n+mw2MK5fv47PPvsMv/76Kz7R0NExAAAgAElEQVT99FMAVRN4xsfHK1pQZGQkoqOjERQUhOjoaAQH\nByM7O9vy+6KiIjRs2LDe8woLnT8L6ql7W0/u1crq9byTe7VyeXmy3H/bFtbnHnv1NWkSodIylGUJ\nkCNPanGnvrrXStalNN9q1WdLbKtIxD4VU+sxpcuIjAxFys4T9c9ul5uRsvMEYltFKq5TLbY+Q7Wy\nVLUM/e6b1OJKfe6sg/Ym97T1Gkqe4w16/W/MLKnLU/U52me5st2OjAx1O1dq7ous1afH/8bMkvpc\nqdHad7WaPHFsI/tnqOf6HOXJ5vjp7t27Y/ny5Vi7di2WL1+O5cuXY9myZRg9erSiIu+55x7s3bsX\nQgjk5OTgxo0b6NmzJzIyMgAA6enp6N69u6LX9jTOR0Ey0XOWZGFt+Gw1X8o3J2Pz7TxVD0Nvv/Bz\nTYbYKhl6PqVPa4QEcri6HvhylupS49K8mq+xeMcJm/usao622zXzfqO8EgGm2r+XMVe+eokjs+S6\nmt/VbPGlYxujc3gXkuzsbKxcuRLl5eUQQiAvLw/btm1zeUF9+/bFwYMHMWLECAghkJycjBYtWmDh\nwoVYuXIloqOjMWDAAEVvQgu8JSnJQu9ZkoGtnZgJwLZJPbQtxot4u0vfzZM3Zmyvfl1X7nwwqGNT\nhIUG8y4kOuCrWapLjWzVfQ0bdzCuJSLY9qUDdV8vv6QCgX4mNAzyQ0FppZS58uW7SjBLylR/V4tb\nl+HzxzZG57CB8de//hULFy7Eli1b0KNHD7cmjZk7d269xzZt2qT49fSM9yomdzBL7uEX9yq8XXMV\nX8yTvUn8PLkvUnIyYEiX5lJc0kSO+WKW6lIjW/ZGCdpSPT+Cs69Xbhb4v6AA7J7Wy6XlaMVb2yhZ\nMEvK8djG+Bw2MG666Sbcfffd2LJlC4YNG4aPPvpIi7oMTUlX2ZWGB5sjRPbpYeemRY4HdWyKI5fy\n8Y+j2TALwM8EPNzpZm4vfAAvHyLyDDWypSSH10sqLP+uu/+w1rBXuhytcBtF1Vw9HlIy2o/0xWED\nIzAwEAcPHkRFRQX27t2Lq1evalGXobnaVXal4eHLQ+6InCX7zk2rHO/IzMH241dg/t/wZLMAth+/\ngi63NJLmsyDP4CgkIs9QI1u2XsPPBMv22tbrW9t/2FuOrLiNIkD58RAv/Tc2m5N4Vnv++edRUVGB\nZ555Blu3bsWMGTO0qMvQXO0qu3K/bnfu7a0GX51wifRnUMem2DapB75LjMW2ST2k2tFplWNvby/I\ne5RMqKl33D+RFtTIlq3XWDzodrww+Ha7r+/s5Sey590Xt1FUH49TyBq7IzByc3MRERGBnj17AgBW\nrVqF9957T5PCjMzVrrIrDQ9vDrnj6A8idWiVYw7R9V2yj0JSG/dP5Ck1h7dHNQrB5F6tkPRQO7ey\n5Uw+bf3O3va7WUSwbvLua9soso7HKWSNzQbG2rVr8cEHH6CyshJLly5Fq1atMGvWLISHhyM+Pl7L\nGg3H1evvXWl4eHPIna9PuESkFq1yzCG6vq16iK3s94pXA/dP5Al1G2NZ+SVY9sUpJD3Uzu07Wtkb\nAm/vd7a2680igrFtUg9d5Z2XARCPU8gamw2M7du3Y/v27bh27Rpmz56NX375BX/4wx8wYsQILesz\nJFe7yq40PLw5OaEaXVJOQEqkXY71MJkpeY+Rtsc8i0eeIGNjzNntulr5NtJ2guSjl+MU5kBbNhsY\njRo1QlBQEJo2bYqcnBy8+uqr6NSpk5a1GZorXWVXGh7eHHLnbpeUQ3yJqmiVYw7RJVuMtj3mWTzy\nBBkbY85s19XKt9G2EyQfPRynMAfas9nAqHk/6aioKDYvvMzVhoc3AuNul1TGMxlE3qJVjjlEl6wx\n2vZYL2fxSF9kbYw52q6rlW+jbSdITrIfpzAH2rPZwMjJycH7778PIQSuXLmC999/3/K70aNHa1Ic\n6Yu7XVIZz2SQZ3CoHZG2XM2cre1udkEp4tZl2D2za2s53sy9s2eluV0iV2jdGFNrHVXreIvHbSQj\npTlR+jzmQHs2GxhxcXG4evVqvX8T2eNOl1TWMxmkLg61I9KWkszZ2h5XP9/a69hbDgCv597e/onb\nJVKibmOs+i4knlhn1FxH1Tre4nEbyUZpTtzJF3OgPZsNjGnTpln+ff78eVy4cAG33347mjbljpw8\ng0N8fQOH2hFpy5XMVZ+BstW8qKvm69hbTvW/nanBG7hdIqVqNsY8eYcPNddRtY63eNxGslGaE3fy\nxRxoz2YDo9qmTZuwa9cu5Ofn47HHHsOFCxeQnJysRW3kY/QwUQ+5j0PtiLTlbObqnoGqqZmdERnV\nr6Mk27Lkntslkp2a66hax1s8biPZKM2JO/liDrTnsIGxfft2bN68GePHj8cTTzyB4cOHa1EX+SjZ\nJ+oh93GoHZG2nM2ctTNQQFXzYtukHohbl2H3dRwtR+bcc7tEalN7ThW111G1jrd43Ebuqjnyz88E\nmAUs/98oJABCCBSUVjqVI6U5cTdfzIG2/Bz9gRACwG93JQkKCvJsRURkaFP6tEZIQO1Nj9Khdjsy\ncxC3LgMxqemIW5eBHZk5KlWpzzqIrJnSpzUCTLUfCzChXuYcnYFylF17v5/SpzUC/WoXEehnkmaI\nrZrbJaLq0UzZBaUQ+O16enf2DVxHyYhqZgWoalrU/P/8kgpcL610OkdKc+LsfpLk4HAExiOPPILH\nH38cWVlZ+MMf/oAHH3xQi7qIyKDUGmr3yZEsKSbdszXxU1hoMGJbRWpWB5E9JpMJ+N8JCcvPdTg6\nA+Uou/Z+vyMzx3JCpFrdn72JQ4BJTZ6YU4XrKBmRrZF/tjjKkTs5cWY/SXJw2MAYN24c7r33Xpw6\ndQrR0dG4/fbbtaiLiAxMjaF2qbtOSjHpnq0D1dRdJxH7VIxmdRDZsnrveZSbazcLys2iXlacmYjM\nUXZt/X713vOoqNOvqBCQapJMDgH2LZ68ba6n5lThOkqe5I1bSSvJhKPnKMmJs/tJkoPDBsbWrVtx\n+vRpJCUlYcKECRgyZAiGDh2qRW1ERDZdzi+x+rjWk+7ZWp6t+oi05uyXKU+e4eUkmSQDW3fZsTeC\nT8mXOs6pQnrjrVtJ27tlt73nqI37KH1xOAfGe++9h8TERADA2rVr8d5773m8KCIiR6IahVh9XOsD\nRFvLs1UfkdZsraPWHh/UsSm2TeqB7xJjsW1SD9UOXF2pgcgT6l5rX1fNW/5ae44rc1lwvgrSG0e3\nwfYUa1mxx1M54j5KXxyuMX5+fggOrvqPFxgYyOuBVMAJ/4jcl9i/vRQHiLYOVBP7t9e0DiJbZPgy\nJUMN5Nucuda+7tlWpV/qBnVsiqSH2qFZRDBMqLqTT9JD7TgUnaTlrREINbMCVN19pOb/NwoJQMNg\nf4/niPsofXF4CUm/fv0QHx+Pzp074/jx4/j973+vRV2GJcvEg0R6N6RLcxQVl3p9QjNbw+6HdGmO\nvLxiTWshskaGyf9kqIF8mzNfxOqebXXnSx3nqyA98eZlT7ayEhkZqtlxFPdR+uKwgTFlyhT07dsX\n586dw9ChQ9GhQwct6jIsWSYeJDICWQ4QZamDyBZX11FPTObGnJA3ObrW3tptfW09JyLYH3HrMvhF\nhwzDmUmc9c7Rfo37KP1w2MC4fPky9u3bh9LSUpw9exZffvklpk2bpkVthiTLxINERETWqDGZmzdm\nsyeyt95Z+4JWk7Xb+lp7ToAJuFFuxvXSquO2mvkY27ON2m+JSBNGH4HgrUlKyTMcNjBmzJiBnj17\nIioqSot6DC+qUQiyrDQxOEkMERHJwN51/84c6PFAkbzB0XpX8wuatVEV1m7ra+1L3Y3ySuSXVNR6\nbnU+2MAgPTPyCAR392skF4cNjLCwMMyaNUuLWrxOizNGif3bY8E/jxl6iBYREemXu5O58UCRvMHW\nepf61RnLelf9BS0mNR31x1tYX8frfqmLSU23unyOpCWSF2+TaiwOGxjt2rXD9u3b0bFjR8sdSNq0\nMV6HWaszRrJMPEikNQ4pJ9IHdydz44EieYOt9Su/pAI7MnNq7W/cWce9OdkhkdFodWzI3BqLw9uo\nZmZmYsuWLVi0aBGSk5OxaNEitxb466+/4v7778eZM2dw4cIFjB07FvHx8Vi0aBHMZvu3t/IkLe9/\nPKhjU2yb1APfJcZi26Qe/BJHisiaJWuqG4TZBaUQ+K1ByFsIkwz0lCUtuHs7OVsHhDxQ9A3eypO9\n9avusZw76zhvt0haMfq+SctjQ+bWWBw2MDZu3IjVq1djwYIFeP311/HOO+8oXlh5eTmSk5MREhIC\nAFi+fDlmzpyJzZs3QwiB3bt3K35td/GMEemJzFmyRssGIZEr9JYlLQzq2BRJD7VDs4hgmAA0iwhG\n0kPtnG62e/NAcUdmDuLWZSAmNR1x6zLYJNWYN/Nkb/2qeyznzjrubj6InOEL+yalx4ZKtvPMrbE4\nvIRk586dWLNmDSorKzFw4ECYTCZMmTJF0cJefvlljBkzBuvWrQMAHD9+HDExMQCA2NhY7N+/H/37\n96/1nPDwYAQE+Dv1+v7+foiMDFVUm63JNaMahSh+TWvcqVELrM89WtWnJEuAdnmqy16DUOkyuC64\nR/b6AG1q1FuWPMFafWN7tlE8IeHYnm0QFhqM1F0ncTm/BFGNQpDYvz2GdGmuWn3WfHIkC8t2nUJJ\neY1LQXedQlhosOJlq12jt8i8b1IrS2N7tsHKr88g70ZFvd9ZO5Zzdx239lzZ1wNA/hpZXxWZvzOp\nxdGxobUa3dnOu5N5a2T4DO0xcn0OGxh/+9vfsHXrVkycOBFTpkzB8OHDFTUwPvroIzRu3Bh9+vSx\nhFEIYZlXIywsDAUFBfWeV1jo/AiIyMhQ5OUVu1wbAEzu1crq/Y8n92ql+DWtcadGLbA+99irr0mT\nCFWWoTRLgHZ5qsvetYdKl6HndUEGstcH2K7Rl7PkCZ6oL7ZVJGKfiqn1mKeznrLzhOWgtlpJuRkp\nO08gtlWkomU7S6//jdXKEiDHcd7svm01OZZTWp8MZK9Rr/UZLUtacHRsaK1GLbbzzs7LIcNnaI+e\n63OUJ4cNDD8/PwQFBcFkMsFkMqFBgwaKivzwww9hMpnwzTffIDMzE/PmzUNubq7l90VFRWjYsKGi\n11aD0e9/TMYhe5asmdKntdWDSmeHlFvbmfB2deQuPWaJbOOloN4lQ554LEdGIEOW1GKvGaDk2NDT\n23neBlwfHDYwunfvjtmzZyMnJwfJycm46667FC3o3Xfftfw7ISEBixcvRkpKCjIyMtCjRw+kp6fj\n3nvvVfTaajHy/Y/JOPSQpbrcOai0tTMJCw32+FlVMjY9Zols4yzz3iVLnngsR3onS5bc5agZoOTY\n0NPbed4GXB8cTuI5e/ZsDB06FCNHjkTfvn0xf/581RY+b948pKWlYfTo0SgvL8eAAQNUe20iX6KH\nLNW8+86UPq2xeu95pyZgsrUzSd110tMlkw/SQ5bIOs4yLx8j5IkTw5IM9JglZybpdPXOjJ7eznMk\nnz7YHIHx9ddfo2/fvnj//fcBABEREbhy5Qref/99jB492q2Fbty40fLvTZs2ufVaRL5Mj1lydXie\nrZ3GZSuT7hIppccsUW28fEAeRskTh5OTt+k5S55oBnh6O8+RfPpgs4GRl5cHALh69apmxRCR8bk6\nPM/WziSqUYjHaiTSG2cnHTM6Xj5AauJwciLlPNUM8OR23t0520gbNhsYPXr0QFZWFoYNG6ZlPURk\ncK525G3tTBL7t/dIfUR6I+tZYjZVSO84nJxIOWeaAbLtJziSTx9sNjBmzZoFoGokRlFREdq3b49T\np06hSZMm+OijjzQrkIiMxdWOvK2dyZAuzaW+PRSRVmQ8SyxrU4XIFRxOTqSco2aArPsJjuSTn80G\nRvXcF1OnTsXLL7+M8PBwFBcXY/bs2ZoVR0T64WwXXcnwPO5MiGyT8SyxjE0VIlfpdTi5bGe1yXfZ\nO37jfoKUcngb1ezsbISHhwMAQkNDceXKFY8XRUT6UH2QVPcMlb0uOofnEalLxrPEMjZViFylx/2V\nrGe1yRjUbI5xP0FKOWxg9O7dG+PGjcOdd96Jo0eP4tFHH9WiLiKSXN2DpLrsddE5ooJIPTKeJZax\nqUKkhN72VzyrTZ6idnOM+wlSymEDY9asWTh16hROnTqFoUOHokOHDlrURUSSs3aQVBe76ESeJ+NZ\nYhmbKkS+gGe1yVPUbo5xP0FKOWxgvPbaa5Z/nz17Fl9++SWmTZvm0aKISH7OHAyxi06kDdnOEsvY\nVCHyBTyrTZ6idnOM+wlSymED43e/+x0AQAiB//73vzCb7Z9xJSLfYOsgqRq76ES+TbamCpEv4Flt\n8hRPNMe4nyAlHDYwxowZU+vnp556ymPFEJF+WDtIqtbMSheds6ITERF5Fs9qk6ewOUaycNjAOHfu\nnOXfV65cQXZ2tkcLIiJ9cOUgibOiExERaYNntckT2BwjWThsYCQnJ8NkMgEA/P39MWTIEI8XRUT6\n4OxBEmdFJ7JPyQilmrcx9jMBZmF99BMREZEa2BwjGThsYGzcuBFHjx7Fpk2bsH//frRp00aLuojI\nQDgrOpFtSkYo1X2OWcDmc3n5FhERERmFzQZGWVkZtm/fjs2bNyMwMBCFhYXYvXs3QkJCtKyPiAyA\ns6IT2aZkhJK92xjXfC4v3yIiIiIj8bP1i9///vc4ceIEUlJSsHnzZtx8881sXhCRIlP6tEZIQO3N\nDSd+IqqiZISSo9FL1b+31xwhIiIi0hubIzDGjx+PTz/9FJcuXcKIESMghNCyLiIyEE78RGSbkhFK\njm5jXP1cXr5FRERERmJzBMakSZPwySefICEhAZ9++imOHTuGlJQUnDx5Usv6iMggBnVsim2TeuC7\nxFhsm9SDzQui/1EyQsnac6w911YThJdvERERkR45nMQzJiYGMTExuH79Oj7++GPMnTsX//znP7Wo\njYiIyPCUjFCq+Rx7dyGZ0qd1rTkwAF6+RQRwclsiIr1y2MCo1rBhQyQkJCAhIcGT9RAREfkcJbem\nc+Y5vHyLqD5ObktEpF9ONzCIiIhIf5Q0R4iMTMmdf4iISA4258AgIiIiIjIaTm5LRKRfbGAQERER\nkc/g5LZERPrFBgYRERER+Qwld/4hIiI5cA4MIiIiIvIZnNyWiEi/NGtglJeXIykpCZcuXUJZWRme\neeYZ3HbbbZg/fz5MJhPatWuHRYsWwc+Pg0KI7GGWiNTBLBGpR2954uS2JCu9ZYlIa5o1MD755BNE\nRkYiJSUF165dw2OPPYYOHTpg5syZ6NGjB5KTk7F79270799fq5KIdIlZIlIHs0SkHiPkaUdmDkdl\nkNcZIUtEnqRZ627gwIGYMWOG5Wd/f38cP34cMTExAIDY2FgcOHBAq3KIdItZIlIHs0SkHr3naUdm\nDpZ9cQrZBaUQALILSrHsi1PYkZnj7dLIx+g9S0SeptkIjLCwMABAYWEhpk+fjpkzZ+Lll1+GyWSy\n/L6goKDe88LDgxEQ4O/UMvz9/RAZGape0R4ge42szz1a1Kc0S4Cx8sT63CN7fYDna2SWqrA+98le\no8z7Jlmy9Pr+CyipMNd6rKTCjNf3X8DYnm2ceg3Z1wNA/hpZn/6zpBbZa2R97nGnPk0n8bx8+TKm\nTp2K+Ph4xMXFISUlxfK7oqIiNGzYsN5zCgudvyd3ZGQo8vKKVanVU2SvkfW5x159TZpEqLYcJVkC\njJUn1uce2esDbNfILKmL9blP9hq1yBKg7+O8y/klNh93dpmyrweA/DXqtT5mSX2y18j63OPOdybN\nLiH55ZdfMGHCBMyZMwcjRowAANxxxx3IyMgAAKSnp6N79+5alUOkW8wSkTqYJSL16D1PTSOCXXqc\nyFP0niUiT9OsgfH666/j+vXrWL16NRISEpCQkICZM2ciLS0No0ePRnl5OQYMGKBVOUS6xSwRqYNZ\nIlKP3vM0pU9rhATUPiwOCfDDlD6tvVMQ+Sy9Z4nI00xCCOHtIuy5etX69cfWyD5UBpC/RtbnHq0u\nIVHKSHlife6RvT5Au6G6SjBL2pG9PkD+Gpkl57h7FxLZ1wNA/hr1Wh+zpD7Za2R97nHnO5Omc2AQ\nEREREcloUMemvG0qEZHkNLuEhIiIiIiIiIhIKTYwiIiIiIiIiEh6bGAQERERERERkfTYwCAiIiIi\nIiIi6bGBQURERERERETSYwODiIiIiIiIiKTHBgYRERERERERSY8NDCIiIiIiIiKSHhsYRERERERE\nRCQ9NjCIiIiIiIiISHpsYBARERERERGR9NjAICIiIiIiIiLpsYFBRERERERERNJjA4OIiIiIiIiI\npMcGBhERERERERFJjw0MIiIiIiIiIpIeGxhEREREREREJD02MIiIiIiIiIhIemxgEBEREREREZH0\n2MAgIiIiIiIiIumxgUFERERERERE0mMDg4iIiIiIiIikxwYGEREREREREUkvwNsFmM1mLF68GCdO\nnEBQUBBefPFFtGrVyttlEekOs0SkDmaJSB3MEpF6mCeiKl4fgfHll1+irKwM77//PhITE/HSSy95\nuyQiXWKWiNTBLBGpg1kiUg/zRFTF6w2MQ4cOoU+fPgCArl274tixY16uiEifmCUidTBLROpglojU\nwzwRVfH6JSSFhYUIDw+3/Ozv74+KigoEBFSVFh4ejIAAf6dey9/fD5GRoR6pUy2y18j63OPN+hxl\nCTBWnlife2SvD/BejcySXGSvD5C/RmZJG7LXB8hfI+uzjd+Z5ML63ONOfV5vYISHh6OoqMjys9ls\nrrVjKywsdfq1IiNDkZdXrGp9apO9RtbnHnv1NWkS4dFlO8oSYKw8sT73yF4fYLtGZkldrM99stfI\nLGlD9voA+WvUa32ezhLA70yyYX3ucec7k9cvIenWrRvS09MBAIcPH0b79u29XBGRPjFLROpglojU\nwSwRqYd5Iqri9REY/fv3x/79+zFmzBgIIbBs2TJvl0SkS8wSkTqYJSJ1MEtE6mGeiKp4vYHh5+eH\nF154wdtlEOkes0SkDmaJSB3MEpF6mCeiKl6/hISIiIiIiIiIyBE2MIiIiIiIiIhIemxgEBERERER\nEZH02MAgIiIiIiIiIumxgUFERERERERE0mMDg4iIiIiIiIikZxJCCG8XQURERERERERkD0dgEBER\nEREREZH02MAgIiIiIiIiIumxgUFERERERERE0gvwdgFqMJvNWLx4MU6cOIGgoCC8+OKLaNWqlVdr\nKi8vR1JSEi5duoSysjI888wzaNasGSZPnozWrVsDAMaOHYvBgwd7tc6hQ4ciIiICANCiRQuMHj0a\nS5cuhb+/P3r37o1p06Z5rbaPPvoI//jHPwAApaWlyMzMRGpqKv785z8jKioKAPDHP/4RMTExmtd2\n5MgRrFixAhs3bsSFCxcwf/58mEwmtGvXDosWLYKfnx9ee+01/Otf/0JAQACSkpLQuXNnzet0lYxZ\nAvSRJ2ZJOSPmiVlSTuYsAXLnyYhZAuTMkx6yBMidJ2ZJe8yScsySMh7JkjCAnTt3innz5gkhhPj+\n++/F5MmTvVyREB988IF48cUXhRBC5Obmivvvv19s3bpVrF+/3suV/aakpEQ8+uijtR4bMmSIuHDh\ngjCbzeKpp54Sx44d81J1tS1evFhs2bJFrFy5Unz++ederWXdunXikUceESNHjhRCCPH000+Lb7/9\nVgghxMKFC8UXX3whjh07JhISEoTZbBaXLl0Sw4YN82bJTpMxS0LInydmSTmj5olZUkZPWRJCrjwZ\nNUtCyJkn2bMkhL7yxCxpg1lShllSxlNZMsQlJIcOHUKfPn0AAF27dsWxY8e8XBEwcOBAzJgxw/Kz\nv78/jh07hn/96194/PHHkZSUhMLCQi9WCPz444+4ceMGJkyYgPHjx+PgwYMoKytDy5YtYTKZ0Lt3\nb3zzzTderREAfvjhB5w+fRqjR4/G8ePH8eGHHyI+Ph4vvfQSKioqNK+nZcuWSEtLs/x8/PhxS0cz\nNjYWBw4cwKFDh9C7d2+YTCY0b94clZWVyM3N1bxWV8mYJUD+PDFLyhk1T8ySMnrJEiBfnoyaJUDO\nPMmeJUA/eWKWtMMsKcMsKeOpLBmigVFYWIjw8HDLz/7+/l47GK8WFhaG8PBwFBYWYvr06Zg5cyY6\nd+6MuXPn4t1338Wtt96Kv/71r16tMSQkBBMnTsT69evx/PPP409/+hMaNGhg+X1YWBgKCgq8WGGV\ntWvXYurUqQCAXr16YeHChXj33XdRXFyMLVu2aF7PgAEDEBDw29VXQgiYTCYAv31mdddJWT5LR2TM\nEiB/npgl5YyaJ2ZJGb1kCZAvT0bNEiBnnmTPEqCfPDFL2mGWlGGWlPFUlgwxB0Z4eDiKioosP5vN\n5loflrdcvnwZU6dORXx8POLi4nD9+nU0bNgQANC/f38sWbLEq/W1adMGrVq1gslkQps2bRAREYG8\nvDzL74uKiiz1esv169dx9uxZ3HvvvQCA4cOHW2rq168fdu7c6c3yAAB+fr/1Aas/s7rrZFFRkeW6\nOZnJmiVA7jwxS+oxSp6YJWX0kCVAH3kySpYAefMkc5YAfeSJWdIWs6QMs6QOtbJkiBEY3bp1Q3p6\nOgDg8OHDaN++vZcrAn755RdMmDABc+bMwYgRIwAAEydOxNGjRwEA33zzDTp16uTNEvHBBx/gpZde\nAgDk5OTgxo0bCA0NxU8//QQhBPbt24fu3bt7tcaDBw/ivvvuA1DVtRsyZAiys7MByPEZAsAdd9yB\njIwMAEB6ejq6d++Obt26Yd++fTCbzcjKyoLZbEbjxo29XKljMmYJkD9PzJJ6jJInZkkZPWQJ0Eee\njJIlQM48yZ4lQB95Ypa0xSwpwyypQ60seb/lpoL+/ftj//79GDNmDIQQWLZsmbdLwuuvv47r169j\n9erVWL16NQBg/vz5WD6wqWMAACAASURBVLZsGQIDA/G73/3O693EESNG4E9/+hPGjh0Lk8mEZcuW\nwc/PD88++ywqKyvRu3dvdOnSxas1njt3Di1atAAAmEwmvPjii5g2bRpCQkLQtm1bjBo1yqv1AcC8\nefOwcOFCrFy5EtHR0RgwYAD8/f3RvXt3jB49GmazGcnJyd4u0ykyZgmQP0/MknqMkidmSRk9ZAnQ\nR56MkiVAzjzJniVAH3lilrTFLCnDLKlDrSyZhBBCg3qJiIiIiIiIiBQzxCUkRERERERERGRsbGAQ\nERERERERkfTYwCAiIiIiIiIi6bGBQURERERERETSYwODiIiIiIiIiKTHBgYRERERERERSY8NDCIi\nIiIiIiKSHhsYRERERERERCQ9NjCIiIiIiIiISHpsYBARERERERGR9NjAICIiIiIiIiLpsYFBRERE\nRERERNLziQbGxYsXMX36dIwaNQrjx4/HpEmTcOrUKW+XZfHZZ5+ha9euyMnJsfr79PR0zJ8/X5Vl\nHTx4ED/++KMqrwUAaWlpyMjIsPxcWVmJUaNGYfv27ZbHsrOz0a9fP5vvzxM+/fRTjBw5EmPGjEFy\ncjLMZjPMZjOSk5MxevRoJCQk4MKFCwCAw4cPW/72tddeAwB89NFHSEhIQEJCAkaNGoW77roL169f\n16x+WTFLv2GWnMtSeXk5EhMTMWbMGMTHx+PMmTOa1S4zZuk3zJJzWSorK0NiYiJGjRqFCRMm4Pz5\n85rVLjNm6TfMUv0sVdc9ffp0pKenWx577bXXMGLECIwZMwZHjx7VrHbZMU+/YZ6czxMAXLhwAY88\n8og2RQuDKy4uFg8//LD4z3/+Y3nsyJEjYty4cV6sqrYnn3xSpKSkiFWrVln9/Z49e8S8efNUWda8\nefPEnj17VHktIYRYtWqV+Pbbb2s9dvbsWXH//feLq1evCiGEmDhxovj8889VW6YjN27cEP369RPF\nxcVCCCFmzZolvvzyS7Fz507L5/j999+LyZMnCyGEGDJkiLhw4YIwm83iqaeeEseOHav1eosXLxZb\ntmzRrH5ZMUu1MUvOZWnXrl1i+vTpQggh9u3bJ6ZNm6ZZ/bJilmpjlpzL0saNG8Vzzz0nhBDizJkz\nYsKECZrVLytmqTZmqX6WLly4IMaMGSMeeOABy2dz7NgxkZCQIMxms7h06ZIYNmyYZvXLjHmqjXly\nLk9CCPGPf/xDPPbYY+K+++7TpO4Abdok3vP111/j3nvvxd133215rHPnznjnnXcAAJcvX8bChQtR\nWlqK4OBgLFmyBJWVlUhMTESzZs1w8eJF3HXXXXj++eeRlpaG77//HsXFxVi6dCkOHDiATz/9FCaT\nCYMHD8b48eNrLfvpp59GcXGx5ee2bdti8eLFtf7m4sWLyM/Px9NPP43HHnsMkydPRmBgIM6cOYOk\npCQ0aNAADRo0QKNGjbB79258+eWXWL58OQBg6NChWL9+Pb777jts2LABfn5+uOeee/Dss88iLS0N\nP//8M3799VdkZWXhT3/6E2666Sbs3bsXx48fx2233YaRI0di//79AIBZs2ZhzJgxuHTpEj788EOY\nzWZMnz4deXl59V7bkTZt2mDixIlYtmwZYmNjcfPNN2PAgAEAgO+++w5/+ctf4O/vj1tvvRUvvPAC\nSktLsWDBAhQUFODatWsYOXIk4uPjkZCQgJtuugnXr1/H+vXr4e/vDwD4y1/+gv/85z+1lrl+/XoE\nBQUBAIKCgrBlyxY0aNAAAFBRUYHg4GDs3bsXffr0AQB07doVx44dQ2FhIcrKytCyZUsAQO/evfHN\nN9+gU6dOAIAffvgBp0+fxqJFixy+b6NjlpglJVnq27cvKisrYTabUVhYiIAAw+92HGKWmCUlWfr5\n558RGxsLAIiOjuZoJjBLzJL9LAFAcXExXnzxRbzxxhuW1zt06BB69+4Nk8mE5s2bo7KyErm5uWjc\nuLHD929kzBPzpCRPANCoUSNs2rQJ/fv3d/ie1WD4I8mff/7ZchAAAM888wwKCwtx5coVvP3223j5\n5ZeRkJCA+++/H9988w1WrFiBWbNm4fz581i/fj0aNGiABx98EFevXgVQddDw3HPP4fTp0/jss8+w\nefNmmEwmPPnkk+jduzeio6Mty1q7dq3D+j744AMMHz4cERER6Nq1K3bt2oXBgwfj1VdfxfTp09Gr\nVy+sW7cOZ8+exQMPPICUlBQUFxfj9OnTaNmyJfz9/ZGWloYPP/wQDRo0wJw5cywBCwoKwptvvon9\n+/fjrbfewvr169GnTx8MHjwYzZs3t1lTw4YNsWbNGuTl5SE+Pr7ea/fq1cvh+xo3bhy++uorvP32\n29i0aRMAQAiBhQsXYvPmzfi///s/vPLKK/jHP/6BTp064eGHH8ZDDz2EnJwcJCQkID4+HgAQFxdX\nLwyzZs2yu2w/Pz/87ne/AwBs3LgRxcXF6NWrF3bs2IHw8HDL3/n7+6OwsLDWY2FhYbh48aLl57Vr\n12Lq1KkO368vYJaYJSVZCg0NxaVLlzBo0CBcu3YNr7/+usP3bHTMErOkJEsdO3bE119/jQcffBBH\njhxBTk4OKisrLQeqvohZYpbsZamiogIdOnSo9xqFhYWIjIy0/BwWFoaCggKfb2AwT8yTkjwBQN++\nfR2+TzUZvoHRrFkzS9cIANasWQMAGDVqFCoqKnDy5EmsXbsWb775JoQQCAwMBAC0bNnS8h+uSZMm\nKC0tBVDVKQOAkydPIisrC08++SQAID8/Hz/99FOtMDrqJlZWVmLbtm245ZZb8NVXXyE/Px+bNm3C\n4MGDcerUKXTu3BkA0K1bN5w9exb+/v4YMGAAvvjiC8v1sT/99BNyc3MxadIkAEBRUZHlC3jHjh0t\nn0FZWZndz0kIYfl39Xu099qOmEwmxMXF4ezZswgLCwMA5Obm4sqVK5g5cyYAoKSkBL169cL999+P\nt99+G1988QXCw8NRUVFRr5aaHHUTAcBsNiMlJQXnzp1DWloaTCYTwsPDUVRUVOtv6j5WVFSEhg0b\nAgCuX7+Os2fP4t5773XqPRsds8QsKcnShg0b0Lt3byQmJuLy5ct44oknsG3bNgQHBzv1/o2IWWKW\nlGRp+PDhOHPmDMaPH49u3bqhU6dOPt28AJil6s+AWbKeJVsj/qxlLCIiwqn3bmTME/OkJE/eIE8l\nHtKvXz+88cYbOHz4MLp27QqgapKR7OxsmEwmREdHY8KECejWrRvOnDmDgwcPAqhamazx86ua9zQ6\nOhq33XYb3nzzTZhMJmzYsAHt27ev9beOuol79uzBnXfeiVWrVlkeGzBgAH788UdER0fj+++/R2xs\nbK2NyYgRI7Bo0SJcu3YNycnJyMvLQ1RUFN566y0EBgbio48+QseOHfHll19afQ8mk8kSvIqKChQV\nFSEwMBCnT5+u9x5btGhh9bWVuummm9CsWTOsXr0aERER2L17N0JDQ/HWW2+ha9euiI+Px7fffos9\ne/bUqrcuR91EAEhOTkZQUBBWr15teT/dunXD119/jcGDB+Pw4cNo3749wsPDERgYiJ9++gm33nor\n9u3bh2nTpgGomrznvvvuU/x+jYZZqo1Zci5L+/btsxzkNGrUCBUVFaisrFT83o2AWaqNWXIuSz/8\n8APuueceJCUl4YcffsBPP/2k+H0bBbNUG7NUO0u2dOvWDSkpKZg4cSKys7NhNpt9fvQFwDzVxTw5\nlydvMHwDIywsDGvWrEFqaipWrFiBiooKBAQEYMmSJbjlllswb948LF68GKWlpSgpKcGCBQucet0O\nHTqgZ8+eGDt2LMrKytC5c2c0bdrUpdq2bt2KkSNH1npsxIgRePfdd7Fo0SLMmjUL69evR+PGjS1n\nK2+99VYAVRsZPz8/NG7cGE8++SQSEhJQWVmJW265BYMGDbK5zC5dumDFihVo0aIFxo8fj9GjR6NF\nixZWh0e5+tqO+Pn5YcGCBZg0aRKEEAgLC8Of//xnmEwmLF68GNu2bUNkZCT8/f0ddj/tOX78OD74\n4AN0794dTzzxBABg/Pjx6N+/P/bv348xY8ZACIFly5YBAJ5//nk8++yzqKysRO/evdGlSxcAwLlz\n59CiRQvFdRgNs1Qbs+Rclm677TYkJSUhPj4e5eXlmDVrFkJDQxXXZATMUm3MknNZys3Nxauvvoq3\n3noLERERWLp0qeJ6jIJZqo1Zqp8la+688050794do0ePttxtgZinupgn5/LkDSZRcxwMkYvS0tIQ\nExODHj16eLsUIl1jlojUwSwRqYNZIlIP86QeP28XQERERERERETkCEdgEBEREREREZH0OAKDiP4/\ne3ceHVV5+H/8M1lIyGbkWwTBpaSCFhSR5oBUpCJy8nUHBFlq0CqtKMoiCilfE7CgggtVQAVbWy0V\nUVvp15/wrRakRpZSDgUUqkKFooRVCZIEyDb390eaSEhmycydO8+deb/O8RwzSWY+Ge5nlmee57kA\nAAAAYDwGMAAAAAAAgPGMPwvJ4cNlQf9sRkaKyssrI5gmfKZnJF94/OVr2zb65xiPpT6RLzym55N8\nZ6RL9iJf+EzPSJecYXo+yfyMbs1Hl+xnekbyhSec90wRm4GxdetW5efnS6o7h/DIkSM1atQoTZ8+\nXV6vV5K0YMECDR06VCNGjNBHH30U9m0mJSWGfR2RZnpG8oUnUvnoU1PkC4/p+aTIZKRLTZEvfKZn\npEvOMD2fZH7GeMxHl5pnekbyhSecfBEZwPjVr36lhx9+WJWVdaMqjz/+uCZOnKglS5bIsiytWrVK\n27dv19///ne9+eabmjt3rh555JFIRAFcjz4B9qBLgD3oEmAPugS0XEQGMM477zzNnz+/4evt27er\nV69ekqR+/fpp3bp12rRpk/r27SuPx6MOHTqotrZWR44ciUQcwNXoE2APugTYgy4B9qBLQMtFZA+M\nvLw87d27t+Fry7Lk8XgkSenp6SorK1N5ebmys7Mbfqb+8jZt2jS6royMlKCnmCQmJig7O82GvyBy\nTM9IvvBEIh99ah75wmN6Psn+jHSpeeQLn+kZ6ZIzTM8nmZ8x3vLRJd9Mz0i+8ISTz5FNPBMSvp3o\nUVFRoaysLGVkZKiioqLR5ZmZTTfsaMnmI9nZaTp69Hh4YSPM9IzkC4+/fHZt8ESf6pAvPKbnk3xn\npEv2Il/4TM9Il5xhej7J/IxuzUeX7Gd6RvKFJ5z3TI6cRrVr167asGGDJKm4uFi5ubnq2bOn1qxZ\nI6/Xq3379snr9TYZSQTQFH0C7EGXAHvQJcAedAkIzJEZGFOnTlVhYaHmzp2rnJwc5eXlKTExUbm5\nuRo+fLi8Xq+KioqciAK4Hn0C7EGXAHvQJcAedAkIzGNZlhXtEP605JzGpk+VkczPSL7wOLGEJByx\n1Cfyhcf0fFLkp+qGgy45x/R8kvkZ6ZIzTM8nmZ/Rrfnokv1Mz0i+8Bi/hAQAAAAAACAcDGAAAAAA\nAADjMYABAAAAAACMxwAGAAAAAAAwHgMYAAAAAADAeAxgAAAAAAAA4zGAAQAAAAAAjMcABgAAAAAA\nMB4DGAAAAAAAwHgMYAAAAAAAAOMxgAEAAAAAAIzHAAYAAAAAADAeAxgAAAAAAMB4SdEOAAAAgDop\nO5Ypff1sJZTvkzejgyr6FKiyy+BoxwKigj4AOB0DGAAAAAZI2bFMmaunyFNzQpKUWF6izNVTJIk3\nbYg79AFAc1hCAlfxbHtTbV7pre88d67avNJbKTuWRTsSAAC2SF8/u+HNWj1PzQmlr58dpURA9ESj\nDyk7lvE6EzAcMzDgGik7limRkXgAQIxKKN/XosuBWOZ0H5jxAbgDMzDgGnwyBQCIZd6MDi26HIhl\nTveB15mAOzCAAdfgkykAQCyr6FMgK6l1o8uspNaq6FMQpURA9ES6D6cvF0koL2n253idCfjn9NIr\nlpDANbwZHZTYzJMLn0wBAGJB/TR1zroARLYPzS0XseSRZDX5WV5nAr5FY+kVAxhwjYo+BY0KIvHJ\nFAAgtlR2GcyABfAfkepDs8tFZMmSR55TBjF4nQn452/pVaSey1hCAteo7DJYtdc/o9qMjrLkkTf1\nTFmJKcr8y3h2igYAAEBQfC8LsRpeZ9ZmdFRZ/ycYUAT8iMYSf2ZgwFWsi4ep9Jzr2SkaAAAAIfG9\nLLmjjty+IQqJAHeKxhJ/ZmDAldgpGgAAAKFgw1zAHtHoEjMw4EqckQQAAAChYMNcwB7R6JJjAxjV\n1dUqKChQSUmJEhISNHPmTCUlJamgoEAej0edO3fW9OnTlZDApBAEFs9nJKFLgH3oE2APugS3MXXD\nXLoEt3G6S44d+R988IFqamq0dOlSjRs3Ts8884wef/xxTZw4UUuWLJFlWVq1apVTceBy8Tz1jy4B\n9qFPgD3oEmAPugT459gMjE6dOqm2tlZer1fl5eVKSkrSli1b1KtXL0lSv379tHbtWg0cOLDR72Vk\npCgpKTGo20hMTFB2dprt2e1kekbX5Ov1Y9WmtVLi6pnSsRIpq6Nq+xeq9cXD1Drw1UQ+XwSF2iUp\ntvpEvvCYnk8yu090yTmm55PMz0iXnGF6Psn8jOSjS/VMz0i+8ISTz7EBjLS0NJWUlOjaa69VaWmp\nFi5cqI0bN8rj8UiS0tPTVVZW1uT3yssrg76N7Ow0HT163LbMkWB6RlflO+d6Kf/6xj8Q5ez+7r+2\nbTNtuY1QuyTFVp/IFx7T80m+M9rVJYnnJol8djA9I11yhun5JPMzujUfXbKf6RlNzJeyY1nDXhTK\n6qgTvacauUxKCu89k2MDGC+//LL69u2ryZMna//+/br99ttVXV3d8P2KigplZWU5FQdwLboE2Ic+\nAfagS4A96BJCkbJjmTJXT/n2LI3H9ipz9RRJMnYQI1SO7YGRlZWlzMy60ZQzzjhDNTU16tq1qzZs\nqDvXcnFxsXJzc52KA7gWXQLsQ58Ae9AlwB50CaFIXz/728GL//DUnFD6+tlRShQ5HsuyLCduqKKi\nQtOmTdPhw4dVXV2t0aNH6+KLL1ZhYaGqq6uVk5OjWbNmKTGx8dqtw4ebnwrfHBOn8pzO9IzkC48T\nS0hC7ZIUW30iX3hMzyc5M1WX5yby2cH0jHTJGabnk8zP6NZ8dMl+pmc0Ld93njtXHjV9W2/Jo6/G\nfRmFRP6F857JsQGMUFFGZ5EvPE4MYIQjlvpEvvCYnk9y5oV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M9Izk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\nd/INSld6q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a4afjm+ikXw/GfOjFa/39pxWvPnO/2eOdaBUVNTo6lT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\nmsPPWaI9gZP8nCV8zeS21XQBy7KscD8wdOhQTZ8+X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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(movies, row='Genre', col='Year', hue='Genre')\n", "g = g.map(plt.scatter, 'CriticRating', 'AudienceRating')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Can populate with any type of chart\n", "g = sns.FacetGrid(movies, row='Genre', col='Year', hue='Genre')\n", "g = g.map(plt.hist, 'BudgetMillions')" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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aCF2dYRAREYl/blmPY8e+V6xpaCnf9o5IxcfHo7S0yqXn4w6F77A3tmn1yKfo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\nHhsYRERERERERCQ8NjCIiIiIiIiISHhsYBARERE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cYbioqKKvO9rqaJMTExOnDggLZv365OnTrJMAwtWrRIgYGBuuuuu/SPf/xDJSUl8vf31+bNmzVg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75i5M14zJDykmsmOjIygSOwxQQocr1Cm6W5OfVRKTkvT+2V1K5NbHDbic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\ngfWKgJbxVlaauygUF/oTZWVmMqo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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# More scatter plot examples\n", "g = sns.FacetGrid(movies, row='Genre', col='Year', hue='Genre')\n", "kws = dict(s=50, linewidth=0.5, edgecolor='black')\n", "g = g.map(plt.scatter, 'CriticRating', 'AudienceRating', **kws)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Coordinates and Diagonals\n", "[Table of Contents](#toc) | [Section](#visualization)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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hd7vHRIi9mNKklulZl+cIoEeKKBehYiGCgsOpIER4xd77anPON1tnkQVaC0IB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IjbRaLXbuTENhYT5iYqZi+PBRRrndpgdrnUrX8uvVaOGvDsT48dGY8sh0PthRu7q6RW57W1Pb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JGluPgOEhM3QKFQID5+Pry8vCXN0xrWUmNyen/aymLMYxJj5OkKly6dx/79uxEY2AfTpsU1\nGgEup/dK6jqydpZ5XQDJmrGWnL5z5zaSkjZAqXRAfPx8Dm20MHI4A25Mcj4jde7caRw+vB/VRUUo\n/P4HuFZVNVqWlatNmDc5b3uWRKfTYdu2ROTm5uCBBx5CePggo913S/MGffHuOwDfW7IwJSXFSExc\nD4XC5r6GEJExGeuYRK4uX76A/ft3IygoGNOmxcLWlof+1DxuGSSZzg5NdHNzQ69eQRg7NgZubpx4\nz9KEhIZh692Dn6bSnZ0x0wyv9W46gbZcJoj38/OH6tYtxO/aDS8bm/smq12TlCRpPuo8uW57lsTG\nxgY9evRGWNhAhIcPNNr9tjVv0MRP/4Mv3n2H7y3dp+nlhubC1dUVPXsGIjp6LDw9vaSOQ1bAUi+X\n8vX1Q//+AzFp0hQ2hAx048YNvP/++ygsLISjoyMcHR2xfPlyhIaa33FIa7h1kNm5c+c2PD094eDg\niIcemiV1HOoilji6QW5npG7eLICfXwBqamrhvOfn+obQPRoOOjMzM81q7jK6n9y2PUuiVtehvLwc\n3br5ICpqlNHvv61Rk7cLC/neUiNNLzfc2sWXxBhLcfEduLq6Q6lUYurUmVLHITJbDft3vr7dMXny\nNKnjmK3q6mo888wzWL16NYYPHw4AOH/+PP70pz/h66+/ljidcbEpRGaloCAfyck/IjS0PyZNelDq\nONTFLHV0gxzOSJ04cQQnThzBrFmz2zzoTLt+DSNHsSlkCeSw7d3LXEcyNKirq8PWrZtQWlqMxx57\nEkql0qD7ae11aO+oSbm9t1RPim28pcsNTb1IQ0ee+61bN7FlywYEBvbBgw9K2xAy988lsm4Nc0RO\nnToL/fqFcXvuhL1792L06NH6hhAARERE4KuvvkJBQQFWrVqF2tpaODg4YPXq1dBqtXjllVfg7++P\nGzduYMiQIXjrrbewZs0anDlzBiqVCu+88w4OHz6M5ORkKBQKzJgxA0uXLpXwWdZjU4jMRkFBHpKT\nf4SLiyuiokZLHYdMgKMbjE8IgRMnjuDkyaPo338gevUKghCKVg86o8P6mzwnWTZzHclwr7q6WiQn\nb8LNmwV48MEZBjWE2vM6WOKoSWsg1Tbe1uWG2dlZXb7NdPS537xZiOTkjVAqHTBq1PguzdYaS/hc\nIut25swJHDlyAH37hsHHxxerli7k9twJubm5CAwM1P/7mWeeQWVlJW7dugV/f3888cQTmDhxIo4c\nOYIPPvgAL730ErKysvCf//wHTk5OmDJlCm7fvg0ACAkJweuvv460tDRs27YN3377LRQKBR5//HGM\nHz8eISHGXa20o9gUIrOQn5+L5ORNcHV1RXz8fLi4uEodiUyIZ8CNQwiB48cP49SpYwgPH4RJkx6E\njY1NmwedwcHBslmdgiyDXEYyGKq2thbJyT/i9u2bmDp1Jvr2DTPoftr7OljqqElLJtU2LodFGjry\n3G/eLMCWLT/C0dER8fHzJZ0j0tw/l0jesrOzcPxINvx6BHVJDZ4+fRxHjx5Ev379MWXKdLzx+CJu\nz53k7++Pixcv6v/9ySefAAAWLFiAs2fPYu3atfj8888hhIC9vT0AIDAwEK6u9cepvr6+qK2tBQAE\nBwcDAK5fv478/Hw8/vjjAICysjLk5OSwKUTUFq1Wiz17dsDNzQ3x8fPh7OwidSQis3TrViFOnTqG\nAQMGY9KkB6FQKPS38aCTTEUOIxk66/Tp4/qGUEiIYZNNduR14KhJ8yLlNi71Ig0dee46nQ4///yT\nLBpClvC5RPLUdATaSSON2Ln3sjBXVxccPXoQoaHhmDx5GnJysrk9G8HkyZPx2Wef4ezZsxg2bBgA\nIDs7G4WFhYiIiMBLL72EyMhIpKen48SJEwDQaN/6XjZ35+0MCQlBv3798Pnnn0OhUOCLL75AWJhh\nJ5aMiU0hkj1bW1vMmPEwnJyc2BAi6gQ/vwDEx89Djx697/vS4kEnmYocRjJ0VnT0GPTpE4KAgJ4G\n34chrwNHTZoHKbdxqS837Mhzt7GxwbRpcbC3t4erq1uX5mqLJXwukTwZewRaS5c5Ll31Jvr2DYON\njQ23ZyNxcXHBJ598gr/97W/44IMPoNFoYGdnh9WrVyMkJARvvvkmamtrUVNTg9dee61d9xkeHo4x\nY8bg0UcfRV1dHSIiIuDnJ/28nWwKkWzduJGNwsJ8REWNRrduPlLHITJLQggcO3YIvXsHoWfP3ujZ\nM7DV3+dBJ3U1qUcyGKqmphqHDu3HuHET4ejo1KmGEGC+rwP9oqUJXKV+b6Uc+dnac79iZ4doJycU\nFOQhKysDo0ePh5eXd5dnag+p3zOyTF0xAq2hyeRua4srI6MQU1QMp7RUfLH6TX2Tiduz8fTq1Qt/\n//vfm73tP//5z30/S0hIuO//n3/++Ua/89RTT+Gpp54yYsrOY1OIZCknJwvbtyfC09MLw4ZF6a/T\nJKL2E0Lg0KH9OH/+NHQ6LXr27C11JCLJRzIYoqamGklJG1FcXITw8IFtNlfbwxxfB6rX1oTEUr+3\nUo78bO25XysqgvKDv+D0rybB08sbkZEj4eDgaJJcbZH6PSPLZOwROw1NJndbW1wcMgRXBg9C39RU\njCgsbNRk4vZMHWUjdQCiprKzM7F9eyK8vLwRHz+fDSEiAwghcPDgXpw/fxoREcMxZkyM1JGI9JZ/\ntBZf9AtFAoBTKhUSAHwp0zmsqqurkZi4ASUlRZgxI84oDaEG5vQ60C8aztQvABDp7IwFAB6/ezlI\nAzm8t0FBfTBp8oMmPwBs+ty/KynBZ0VFeHLIYNhOmgi3ikqk7t0nm4ZQAzm8Z2RZQkLDkNZMQwio\nH7ET3MERO5lpqeirUuHC0AhcGTwIwWnpiDx5CsAvTaYG3J6pIzhSiGQlKysDO3Zsgbd3N8TFzYWj\no5PUkYjMjhACBw78jIsXz2Ho0BEYOzamxYnviKRgLnNYVVerkJi4AWVlJZg+PR6BgX2Mev/m8jrQ\nL9p7OYg1v7cNz/3QoQPY9PzTWOziAvvevXEwZgJcqqowae/PqKqpld1kt9b8nlHXMPaIneB+odg2\ndgwwYABCUtMw4uRJNOzdNb0sjNszdQSbQiQranUdfH19MXPmHDg6yusMEpEpGGPJUiEEamtrMWxY\nFMaMmcCGEMmW3Oew0mq1AARmzHgYvXsHddnjyP11oF909HIQub63Lc2HZEx11dWYqlCgl1KJPDs7\nuJeXY8K+/XCsrZX1ZLdyfc/IPBlzjq+goD5QeXdD/2vXMeL0aX1DqLUmE7dnag82hUgWqqtVcHJy\nRmhouH7mfCJrYowlS4UQqKmpgZOTEyZPngaFQsGGEJEBamqqoVQ6wNXVDQsWLOF3EunJaQJXQxo7\nbc2HZEwhoWHY6uWFyNpa9MzLQ0B+PmyEAMDJbsl63Dti51ZhDsL9AzvcpKnfv6uGk5MzfvvySnzw\n/NO4AZh8InmyXG02hU6cONH4D+zsEBAQAH9//y4L9f/Zu+/4qOp08eOfSZj0CgQIhCSTHkKXKohA\n6C0U6QTY1eta8FruKvx21d1711UUlXXluoteFQEpiQIJhF4UEERABISQOgklDUjPpE7O74+QCCF1\n6pnk+369fL0wkznnycx55nznOd/zfIX2JSUlkSNH9jN16ix69OgpBt9Cu6TvkqWSJHHs2EEyM28x\nd+5ibGxsjR+0ILRBJSXFxMR8Q48eXjz++DhxThIeIIcGrvoUdgy9PHbTJKojZpD8/XECsrPrCkKi\n2a3QHvn4+NKvXy/y8zWtel5tj0i1OoW5c5fg6uombgtrBbVaTfy1BEJDglGpVOYOR7aaLQr94x//\n4M6dO4SFhXH16lWUSiUVFRXMnTtXdkupCZYnOTmRQ4fi6NrVEw+PLuYORxDMQt8lS6urqzl27CAJ\nCVcZNGgYSqWNkSMW2gtT3GIiJ8XFRcTGfkNJSTGBgSHmDkcwsvuPbze3Xi1+Xv3bQRJtbYl378jz\nK/+s0751XZK6tYUdYyyP3fi+anpEdvbowl5nF7plZ4tZDYJsyfVcV79H5P2tNcRtYU0rKCggcsVK\nrpXYU+jQHRfNAUIcS9m07l1cXfWfFfnpp5+yceNGjhw5gq1twxdiExISKCwsZPDgwbz88su8++67\n2NjIc4zebFHIzs6O2NhYbG1tqaio4IUXXuDjjz9myZIloigk6CUp6RqHD++jW7fuTJ06S7ZJIgjG\nps+SpdXV1Rw9eoDExHgGDx7O4MHDjRyt0B6Y8hYTuSguLiImJhqNRsO0abPx9Oxh7pAEI2no+N4Q\nFMjLaz9p0fFdezvIlSuXef+PLxGQe5eZWZl8/8yTbGsmT/TNLX0KO4ZeHrsxanUyBw7soVMnD6ZP\nn8OCBcvErAZBluR8rpMkie+/P8LVq5cYMGAQw4aJHpGtEbliJRc6jcG6hxN2QAW9uFBWTOSKlcRu\n+rfe29+9ezdTpkwhLi6O2bNnN/g7Bw8epHPnzgwePJi1a9fqvU9janZOdF5eXl31y8bGhry8PGxs\nbKiurjZ6cELblZ2dxeHD+/D07M60aaIgJJhfenoaxw4fJD09zeT71mfJ0nPnTpOYGM+QISNEQUgw\nmJYsuW3OnDG06upq9uzZiUajYfp0URBq6xo6vpfEX3vg+G6Jbe/+ndcL8vmDjU2jedKSfTf3nPvV\nFXYaUH9J6voaO9fcrKjgoCRhY6//iq+5uXc4cGAPnTt3ubeKbM3MBh8fX0aHjxcFIUFW9M1HY/rl\nl3NcvXqJgQOHiIJQK6WmpnKtxB5rO6cHfm5t58S1EnvUarVe2z9z5gze3t4sWLCAr7/+GoCLFy8y\nb9485s6dy4oVK8jOzmbnzp1s2LCBS5cuMXbsWMrLy7l58ybLli1j8eLFLFmyhGvXrgEwYcIEVq1a\nxfz583nuuefuLXRhOs3OFAoPD2fhwoX07duXy5cvM3bsWLZs2UJgoGgOJ+iuS5eujBgxmtDQ3iiV\nSnOHI7RjhYUF/PeTi/FITDLbVSJ9elT06TMQJycXevXqY4JIhfaguZkIV65cZtu7f2/wyqqbW8PF\nTbmzsrJi5MjRKJVKunb1NHc4ghEZ6hYqXbZjiH3r0+i6/rmmSKvl33fv4qVUMtHWll9WvsI+Pc9/\n7u6dGDlyNIGBoY3eUiEIcmDK2yl10atXH5RKG8LC+oqCUCtdS0ik0KE7Da1jXejgSUJCol79haKj\no5k7dy5+fn7Y2Nhw8eJF3njjDdauXYu/vz9ff/01d+7cYdasWXTu3Jm+ffvWPfe9994jMjKScePG\nER8fz5/+9Cd27NjBjRs3+Oqrr/D09GTBggVcvnyZ/v376xxjazU7U+j555/nL3/5C/369eOvf/0r\nzzzzDJMmTeLtt982RXxCG5OUdI38/DwUCgV9+w4QBSHB7Nas+ANL4q+Z/SrRq+vWsyEgkCjgvEZD\nFPBVI30XtFotv/xyDq1Wi729vSgICQbV3EyE/33tFdleWW2twsICEhKuAuDl5S3bglBbmpVlbvrM\ntNFlO/e/d4bYd11hp95V5HytlkyVX7NfYu8/17yXk8PTnTqx0N1d71xOSUkiN/cOCoWC3r37i4KQ\nIHuG+iwwpOrqan755TxVVZXY2trRu3c/URDSQWhIMC6ajAYfc9FkEhwcpPO2CwoKOH78OBs3buTJ\nJ5+kuLiYzZs3c/fuXfz9/QFYvHgxYWFhDT4/JSWFwYMH18QZGkpWVhYA7u7ueHrWjEE8PT0pLy/X\nOUZdNDtTKDMzkxMnTlBeXk5qaioHDx5kxYoVpohNkAlDNV+Lj/+VY8cOEhzci/DwSYYLUBB0JKer\nRC1dslSr1XLo0F5SU5NwcXHDzy/AJPEJ7UdTMxHOduhAaF5uozmjVqtxd+9qmkD1VFCQT0xMNJWV\nlfj4qLCz0//WGUOTc78LS2WoJeWb287j3brxxtIFD7x3CV27EWhvr/e+6ze6bk3z5tpzzQ8/nKTi\nlRUGOf8lJSVw+PBeVCp/Jk2a0aLnmIJcmwcL8mCozwJDub9HpL29PcHBLW9+LzxIpVIR4ljKhbLi\nB24h05YWEeJYqtcsodjYWObMmcPKlSsBKC0tJTw8HDs7O9LS0vD19eXTTz9FpVKhUCgearnj7+/P\nuXPnCA8PJz4+ns6dOwOYvfjXbFHoxRdfZPjw4XWVK6H9MORg9OrVS3z33WF69vTh8cfDjRSxILSO\nqZputkZTS5ZqtVoOHtyDWp3CiBGjRUFIMIqmbmdM7diRBTk5jeZMcmICg4fKvyh0f0FoxownZFkQ\nAlMvH94+GGpJ+ea2s+3dvz/83mXc4s8aDZMdHPTa9/0XEXRt3lxRqqFXVRU00NOxNee/xMR4jhzZ\nj6dnd9lc8BPFVKElDPVZYAjV1dUcObKfpKRrDBnyqCgIGcCmde/et/qYJy6azLrVx/QRHR3Ne++9\nV/f/9vb2TJgwgc6dO/OnP/0JKysrPDw8WL58OUqlkvfee69uBhHAa6+9xhtvvMEXX3xBVVUVf//7\n3/WKx1AUkiRJTf3C7373O7788ktTxfOQykptg1+OzMXNzaHdxPPG0gW/DWjuKdBq2RAQ2OBgtLFY\nfv31IsePH8HbW8WkSdPp0KHZWqRByO298vBwNuv+RS49LD09jbgl85jXwGNRwNTNUWa5utjQa6PV\nVnHgQBxpaSmMHDmGvn0HmDUeczF3HoG8cslY7839X6rqZiKo/Fiw8s98/8yTjebMwtjdspop5Obm\nwMWLVx+YLZCfn0dMTDRabRUzZsylc2cPk8XSmvcqLU3N3sj5Rvt8MncumTOPGjq+b7di9bGmtpOp\n8mP+a3/i+LNPNfjebdRqyejhhV9W5gPPqV+wMPbnbmvOf43FkpBwlaNHD9C9uxdTpsw0WUuA5l6b\n1o5f9dWec6khchozNBdL/Rw+16EDKR078l/vf0RYmOFvzW8onurqag4f3kdycgLDho1k4MAhBt9v\na+IxF2PlkVqtJiEhkeDgIL1mCLV1zX47DwwMJC4ujtDQ0LppTeIFbfsMdVtNdXU1iYnx+Pj4MWnS\nNKytTVMQEoSWkNNVouYUFBSQmXmTUaPG0ru36RrPCe1TUzMRtjWRMyqVSjYDzMaayM944UW0Wq1J\nC0K6kONMxraioeO7sRmard2Oj48vx1w5YMEAACAASURBVA4fbPS9CysvZ+AzK1AFBJp1iXZ9z3+S\nJJGQEE+PHj2ZPDlCNj0i5XRbuCB/tTl85cpl/ve1VwjNy2VBTg7fP/Mk20w0u6yoqJCbN68zfPhj\nDBgw2Kj7ao9UKpWoXbRAs9/Q4+PjiY+Pr/t/hULBxo0bjRqUYH6GGIxWV1djZWXFtGmzsLa2FgUh\nQZZeXbeetS8/h0diUqt7M5hCbR517NiJRYt+j70Blgw2NNG3oe3y8fF96D3Vp5+JKdW/9aq/QkFR\nchIbPv6IP63/0mS5VJsf/R/p16pZVHLrd9EWNXR8G2I7LXnvDLVvfeiay7XnpcmTa/oHyaUgBKKY\nKuhm27t/579q++WZ6Fbd6upqFAoFrq5uLFy4XFbjOzGua3+a/Za+adMmU8QhyIy+g9GLF8+TlpbK\nlCkzsbERK1AI8uXi4srab3dy8eJVs161bUhVVSX79sXSo0dPBg4cIqsBA4i+De2VIfqZGFv92QIF\nLi6cemwkQ07/iKc6lZycbKPHXD8/tjk6kuGranF+WNJMRuFBlvLe6ZLLV69eIj7+CtOnz5bl+E4U\nU4XWMsfsstoekR07dmbo0BGyGd+JcV371eiS9P/5n/8JwMiRIx/6T2j79Fny9JdfzvHDD99ja2uH\nlVWjh5ggyIqPjy+jw8fLZrBeWVnJ3r0x3LiRjr39w1c85aB2JkZbWJpcaD255cz97l9quMDVle/C\nx1KpVKKsrDTZUsP182OuJLU6P+5fPvy8RkMU8JUMZ2UJD7Ok966lufzrrxf57rvD98Z31k3+rrno\nM34V2idTL01f0yNyN2p1iuzGd2Jc1341OlPon//8J1DTYfv+lcdSUlJ03tn69es5evQolZWVLFy4\nkCFDhrBq1SoUCgWBgYH85S9/EUUEGdFlWvGFC2c5ffoE/v5BjBs3GWtreQ4aLJ3IpbatpiC0i1u3\nbjB27ERCQsLMHdJD2kLfBpFHlq+xKe61swX83Fz5fswYFNUSo48exaWoyCSzBQyVH5YwKwtELjXE\nUt67lrp8+RdOnDhqET0iLeUW14aIXDI9U84uq6qqYv/+3aSnq2XXI7ItjOsE3TX6qZKYmMiJEyd4\n5pln+OGHHzh58iTHjx/nlVde0WlHZ86c4cKFC2zdupVNmzaRlZXFO++8w0svvcSWLVuQJIkjR47o\n/IcIhlc7oJm6OQrb99YydXMUf9u4rdHpg2fP1hSEAgKCGT9+iigIGYnIpbZNkiSio7eTkXGT8PBJ\nsiwIgemvrBmayCPLVlhYwBtLFxC3ZB6VK18hbsk83li6gMLCAqBmtkBOaCjHxozBqrqaMUeO4FJU\nZLLZAobODznPyhK51DQ5v3ctdfFiTUHI19df9gUhaP34VS5ELpmHqWaXSZLEzp3fkp6u5vHHx8mq\nIASWP65rjFqt5uC+vajVanOHImuNFoUKCwvZu3cvd+/eZc+ePcTFxbF//34WLVqk045OnjxJUFAQ\nzz//PM888wyjR4/mypUrDBlSs+zeqFGjOHXqlG5/hWBULR3QqFQq+vTpz7hxk8VVDCMSudS2KRQK\nevUKIzx8EsHBvcwdTqP8AoNIbqCRJ9RcWVPJvG+DyCPL1pIp7i+99w8KCwspPXKUxJwck96+Y+n5\n0Roil9o+b28fwsL6MXGi/AtC97O0gpzIJfMxxe2eteO70aPHERbW12DbNZS2dt4qKCjg1aVTOLBy\nFI7RczmwchSvLp1CQUGBQbb/6aefMnLkSMrLyx96bOvWrXz88ccG2c+hQ4fIzs42yLaa0ugn+6BB\ngxg0aBBXrlwhLEz/K9V5eXlkZGTw73//m5s3b/Lss88iSVLdMveOjo4UFRU99DxrawVubvK539La\n2krEU09qagoqlR8dOjgxffo0s8ZyPzm8NsYgcsnw5BBLeXk5t2/fxsvLi0ceeQStttqs8dyvodfH\nza0XG4ICKYi/9lAj1duhIfTrJ9+CFuieRyCvXJLDsXs/U8STmppK9zR1g1Pcu6epSU2NJzg4BF/f\nHrz98TqSk1NITkxgSFCwyZaltfT8aA1xTjIOOcSjVqfi66uiQwcnIiKmmzWW+8nhtTEGkUuG19JY\n3Nwc+Dg2FrVabfDzRWVlJZmZmXh7e9OpU1/Zju/a2nnrrRcW8ifPk7jbK4AOjKCQvNKTvPXCQtZs\n3Kv39nfv3s2UKVOIi4tj9uzZ+gfciI0bN/LXv/6Vrl1bvnqpLpot92dlZfHhhx9SWVmJJEnk5+ez\ne/fuVu/Izc0NPz8/bGxs8PPzw9bWlqysrLrHS0pKcHFxeeh5Wq1Efn7DU9nMwc3NQcRzjyRJnD17\nmnPnfmTChKkMGjRAvDZN8PBwNsh2RC4ZnrljqagoZ8+endy9e4fIyCfp1q2TbF4baPz1eXntJw33\nbVj7idHiN3cegbxyyRjHrj5L0Zoily7+fAn/kpIGl5zubm/PwYMHiI9PYOrUmbi5OeDu3pXBQ2sG\nU6Z83+rnR6qjIxlGzo/WMHcuySmPwPzngfrMHU9tj8gxYyYwfPgQ8do0QeTSg+T0/rQ2FkOfL2p7\nRGZlZbBkyZP06NGlbrtyWPa9/utjjnFdLUPlEdRcPPIvu3yvIPQbd3sF/mWXUavVehX9zpw5g7e3\nNwsWLODVV19l9uzZnDt3jrfffhtXV1esrKzo378/GzdupLCwkBUrVlBRUcGMGTOIjY1l+/bt7Nmz\nB4VCwZQpU1i6dCmrVq3CxsaGW7dukZOTw+rVq7l9+zbx8fGsXLmSNWvWsHLlSqKiogCYN28eH374\nITt37uTChQtoNBr+/ve/c+rUqYe23RLN3uPzv//7v6xYsQJPT09mzZpFcHCwTi/eI488wokTJ5Ak\niezsbEpLSxk+fDhnzpwB4Pjx4wwaNEinbQumJ0kSP/10inPnfiQkJAx//yBzh9RuiFxqW8rLy9m9\newc5OVmMHTsROzt5LEvaEpbatwFEHjWkuT49ctHYFPe7nTpya/IkbG3tGDVqrBkie1D9/FgQE2sx\n+dEaIpfanvPnf6rrESnn25jbGpFLbUtlZSVxcTvJyLjJ6NHjcXR0AuR9rrXkcd39khOu0ccpt8HH\nejvlkpyQoNf2o6OjmTt3bl0R9+LFi7zzzjt88MEHfPnll3h5eQEQERHBvn376vqBjRkzhuvXr7N3\n7162bNnCli1bOHz4MKmpqQB0796dzz//nMjISLZv387o0aMJDQ3l3XffRalUNhqPn58f27ZtQ5Kk\nRrfdnGZnCrm7uzNgwAC2bdvG7Nmz2bFjR4s2XN+YMWM4e/YsTzzxBJIk8eabb+Ll5cUbb7zBhx9+\niJ+fHxMnTtRp24JpSZLEjz+e5MKFs/Tq1YfHHx9XN7VVMD6RSw+Sw5UWXZWXl7F79w7u3MlhwoRp\n+PkFmDsknfj4+Frcay/y6GG1fXpcra3h3kosBff69Pxt4zZzh1enrilobazAnU6d+H70aKqqtTzx\nxGKcnQ13xVFftfkhp6vnhtQWcik9PY2fTqfTtbuPxX2WGdq5cz/y00+nCAwMITx8kugRaUJtIZeE\nGpWVFcTF7SQzM4Pw8EkEBYXWPWYJ51pLHNfdLzAklAPFHRlB4UOP/VrckYk6TnKBml5Fx48fJzc3\nl02bNlFcXMzmzZvJzs6um300cOBArl+/jqurK6GhoZw/f56dO3eycuVKEhISyMjIYPny5XXbu379\nOgChoTXHSbdu3fj555+bjEOSpLp/1+43MTGxwW37+fk1+3c1WxRSKpWcPXuWqqoqTpw4we3bt5vd\naGNee+21h362efNmnbcnmEdu7h1++eUcYWF9GTUqXBSEzEDkUs2VltoprgEaDXEODmSq/Hh13XqL\nuaLx66+XuHMnh4kTp6NS+Zs7nHZH5NFvLG0p2vuXnPbTaEidMJ4qrZa5i5bLqiDUXlhqLtU/j5yz\nwPOIIRUU5HHu3BmCgkIZO3aiKAiZgaXmkvCg+PgrZGZmMG7cZAIDQ+p+npqaalHnWkulUqlIsetD\nXunJB24hyy2VSLHro9etY7GxscyZM4eVK1cCUFpaSnh4OHZ2dqSkpODv78/ly5dxda05h8ybN4+v\nvvqKsrIy/P39qaysJCAggP/7v/9DoVCwYcMGgoKC2L9/f4PfqRUKBZIkYWtry927d9FqtZSUlHDz\n5s2636n9rPbz82tw2y3RbFHov//7v0lNTeXZZ5/lo48+4sUXX2zRhs3NkmcPyF2nTh7MmbMID48u\noiAkmI0lXGlpzsCBg/H29sHDw7jN4wShOXVL0TZwW1btUrSGPJfqe46uneKenp6GOjmJcC8vevTw\nwslJFISEltPnPNIWx5muru7MmbOATp08dCoItcXXRBB00adPf7p1606XLg+O75ITEkx6rm3PXv94\nK2+9sBD/ssv0dsrl1+KOpNj14fWPt+q13ejoaN577726/7e3t2fChAl069aNlStX4ujoiKOjY11R\naMiQIbzxxhs8++yzAISEhDB8+HAWLlxIRUUFffv2bbKJ9IABA3jttdf44osvGDFiBE888QTe3t74\n+Pg89Lut3fb9FNL9c4/qyc3Nxc7ODod7B64kSWzdulXnZel1UVmpbdV06/pXfZINfNVHbtO/TRWP\nJEmcOnWcbt08G+0f1F5fm5YyZAM1XbQ2l4xNn/cnLU3N3sj5zGvgsShg6uaoVp1UTXmslJWVcuzY\nQUaOHIOzc8ONjOV27MopHnPnEcgrlwz13qSnpxG3ZJ7eOdVcPIY8R9+6dYOEhKuMHj2+0S+wcjp2\n5RQLmD+XzJ1Hup5HjD3OrGXK8d1PP53Czc290f5BpszrlhC59CBz51J9cnp/jBlL/SJoeXk5x44d\nYPjwx3B1dW/wOXl52WydMd1g41d9yem9MlYeqdXqmmJcsOlWILVEjV4GWL9+PfPnz2fatGmcPn2a\njIwMFixYwJEjR0wZX6vVXvWZBwx0cGAesPzeVR9BN5IkcfLkMS5ePE92dqa5wxGE32Y1NKD2Sosc\nlZZqiImJ5vr1NAoK8s0djiDUqevTo9U+8PN8rZZMlZ/BBqmGOkffunWduLidZGdnUlFRbpDYhPZF\n1/NIWxpn1vaIPH/+DFlZGTpvpy29JoLQnIYaRb/5u8Xs2hVFWloqeXl5jT5XpVKZ5Fwr/EalUjF+\n0iRREGpGo0WhuLg44uLi2Lp1K+vWreN3v/sdc+fO5fPPPzdlfK3Skp4IQutIksTx40e5fPkX+vV7\nhOHDR5k7JEFodPUhgBQHB1QBgSaOqHkaTU1BKD8/jylTZuLl5W3ukAThAa+uW8+GgECigPMaDVHA\nVwGBvLpuvUG2b6hz9I0b6cTF7cLFxZWIiLkWtWKfIB+6nEfa0jhTkiROnz7OhQtn63pE6sIQr0l6\nehrHDh+0qNdPaL/qF0EjbGwI8vPlzu1sJk6cjq9v0019jX2uFQRdNNpTyNXVFRsbG7p27Up2djYf\nffQRYWFhpoyt1UzdE6GtkySJ778/wtWrlxgwYBDDhj0meggJstDQ6kNw70pLQKDs8lyjKSEm5huK\nigqYOnWWKAgJslS/T89UA+eSIc7R16+nsW9fDK6u7kREPIG9fcNf6gWhObqcR9rKOLO2JcDFi+fp\n3bsfjz02VufxnT6vSVtYMEJoX+oXQcttbPh+zGiKXV1RnDiB1fQnmt2Gsc+1gqCLRmcK3X9y8PT0\nlH1BCCxz9oDcKZVKBg4cIgpCguxY0pUWKytr7OzsREFIkLXaq/UAo8PHG3yQaohztFKppEuXbkRE\nzBUFIUFvrT2PtJVxpkKhQKlU0qdPf70KQqDfayJuOxMsTf3bTq2qq7GpqGTEiZP4J6e0qn2Bj4+v\nUc61gqCLRmcKZWdns337diRJIicnh+3bt9c9Nn/+fJME11qWNntArqqrqykpKcHZ2ZlHH625XUwU\nhAS5sYQrLRpNCTY2ttjZ2TFz5jyRR4IsmepqvT7n6KKiQpydXfD07CFySTCY+88jOVnXCenm3eRx\naOnjTEmSKC4uwtnZhcGDhwP6j+90fU1actuZ3F9Pof3xCwwizsGBMBsbrLValFVVPH7sGArghIMD\nUy2kMCwI9TU6U2j69Oncvn2bO3fu1P279j85qX8fsiXNHpCj6upqjh07yDfffE1paSkKhUIMvgVZ\n0/dKS3p6Ggf37TN4L4Pi4iJ27tzOkSP7AVFYFfRjzJ4bprxar8s5Oi0tha+//pKkpGuAyCXB8Hx8\nfBk/cVKLziOWOs6s7REZFbWZ4uIig47vdHlNLHXBCKF98/HxJTswiCNjx3Jq5AgkQIFoFC1narWa\nvfv3olarzR2KrDU6U2jFihV1/05LSyM9PZ3g4OAWr3VvbE1d2ZT77AG5qq6u5ujRAyQmxjN48HDs\n7UXzTqHtqv8Zcs6AsyOKi4uIiYlGo9HQt+9AA0UstEdNnevy8vL46XQ6Xbv76Hyea+pqfZfkJLZv\n2cSwEY8Z7Dza2hl+anUyBw7soXNnD3r2NEwMgqAPS5ilWl9Nj8jDXL16mQEDBuHo6GTQ7evymtTO\nuGjoDJkiZlwIMqXRlBAUPpb83LsUX/iZnzUaUhwcyLSAwnB7U1BQwLL/WkaydTIaDw0OOx0I0Abw\n1Qdf4eqq3zg/KSmJNWvWUFpaikaj4fHHH+eFF14w2kWrrVu3cufOHV544QWjbB+aKArV2rx5M4cO\nHaKgoIBZs2aRnp7Om2++abSAWqr2yqartTXcO6kU3Luy+beN2/Dx8ZX9SVpOqqurOXJkH0lJCQwZ\nMoJBg4aaOyRBMKrmPkN0VVRUSExMNGVlpUyfPptu3bobLmih3WnsOH161DBGOTvrXdBsqklsUHk5\nv/79r8R17GTw28laco5OSUni0KE4PDy6MG3abGxt7Qyyb0EwBEsZZ0qSxHffHSI+/lcGDhzC0KEj\njPbFpTWviaXfiie0PzWLhkRTUlLMzNkLqJox12IKw+3Rsv9aRuLARKwdrXHEEQIhsSSRZf+1jF3/\nt0vn7RYWFvLKK6/w8ccf4+vri1ar5cUXX2Tbtm0sXLjQgH+BaTVbFIqLi2PLli0sXbqUZcuWMWfO\nHFPE1SRxH7LhXbhwlqSkBIYNG8nAgUPMHY4gGJWxPkMkSeLAgd2UlZUxffocunb1NFDEQnvU1HE6\noqqKRysq8NKzoNnU1fqkinLCnZzx0mP7uiooyL9XEOrK9OmzsbGxNcl+BaGtuXz5AvHxvzJo0FAG\nD35UVrdfvrpufd1MSH8x40KQuYMH4ygqKmLatNl07+4FIL5vylRqairJ1slYOz44frJ2tCbZOhm1\nWo1KpdJp20eOHGHo0KH4+vrWbNPamnfffRelUsnq1as5f/48ANOmTWPZsmWsWrWKDh06kJGRQUVF\nBVOmTOHYsWNkZmbyySef4O3tzQcffMDZs2eRJInly5czefJkzp07x9tvv42rqytWVlb079+f7du3\nk5aWxsqVK9FqtcycOZNvv/0WGxsbvV4vaEFRSJIk4Ld7+A2xU321lSVB5aRv34G4uLgSGBhi7lAE\nweiM9RmiUCgYPXo8Wm01Xbt2M0CkQnvW5CweW1uuV1bide+crGtBs6mr9TcqKvFy02/7unJ1dSM8\nfDI+PipZjDsEwVL16tUXW1s7goN7mTuUh1jirXhC+zVqVDjl5WV4evYwdyhCM64lXkPjoamZIVSP\nprOGhMQEnYtCOTk59OzZ84GfOTo6cuzYMW7evElUVBRVVVUsWrSIYcOGAdCjRw/eeust3nzzTW7e\nvMlnn33GP//5T44ePYpKpeLmzZts27aN8vJy5s2bx4gRI3jnnXf44IMPUKlU/OUvfwFg6tSpzJ49\nmz/+8Y+cOHGCoUOHGmyM1Gij6VrTpk1j8eLFXL9+nf/4j/9g3LhxBtmxPixlSVBjNgY1BK1Wy08/\nnaKiogKlUikKQkK7YejPkIKCfC5e/BmAzp27iIKQYBBNHadJFeV4K5UP/EzX5qz1m8Ruzs3ls7t3\neaZTJ4NsvzWSkhLIzLwFQGBgsCgICYIOqqurOXv2NGVlZXTo0EGWBaH7iaW5BbkqLi7i6NEDHD10\ngKKiIlEQshChwaE43G54/ORwx4HgoGCdt929e3eysrIe+NmNGze4cuUKgwYNQqFQoFQq6devHykp\nKQD06lXzGezi4kJAQEDdvysqKkhMTOTKlStERkby1FNPUVVVRUZGBtnZ2XWFq4EDa+ZzOzk5MXjw\nYE6ePMmOHTt44okndP476mt2ptCSJUsYNmwYSUlJ+Pn5ERys+4toKHK/D9lUy/vqQ6vVcvDgHtTq\nFDp27ERAgPnfV0EwFUN+hhQU5LFrVzRVVVUEBgbj4PDwVQlB0EVLZ/HU0rU56/1X68+c+oGSf6zh\n1QaKMcZu/pqQcJWjRw/g46MSA29B0NH9PSKdnJwJDe1t7pAEwSJlZt4ieutXdLCywmfnLuKqq2X3\nfU5omEqlIkAbQGJJ4gO3kFUVVxGsDdZ5lhDAmDFjWL9+PQsXLsTb25vKykpWr17N0KFDOXv2LMuX\nL6eyspILFy4wa9YsoOlVU/38/Bg6dCh/+9vfqK6u5pNPPsHLywsPDw9SUlLw9/fn8uXLdc2x582b\nx2effUZeXh4hIYab0NHsTKGoqCiioqKYPHky7777Lrt26d6YyZDkvCSoKZf31YVWW8WBA7tRq1N4\n7LExoiAktEuG+AzJz68pCGm1VUREzBUFIcHgGjpOX9doWOTm9sDvGWI5XB8fX+YtXExZcAgFWq3B\nt9+Ua9eucuTIfrp392L8+KlG2YcgtHVarZZDh/bW9YgUBSFB0E1hYQHRWzdiZ2VF+LHvGFpdLbvv\nc0LTvvrgK4J+DkI6JVGSWIJ0SiL4QjBfffCVXtt1cnJi9erVvP7660RGRjJ//nxCQkKIjIzEy8uL\n+fPnM3/+fCZOnEhYWFiz2xs7diwODg4sWrSI2bNn1+1jzZo1rFy5kmXLlpGRkVH3+/369SM9PZ3p\n06fr9XfUp5BqmwY1YtasWWzbtg1bW1sqKytZsmQJ27dvN2gQTams1JKfr2n08dr7kFUmmiHk5ubQ\nZDxpaWr2Rs5nXgOPRQFTN0cZNM7m4qmvqqqK/ft3c/26mlGjwundu5/ZYjE2ucXj4eFs1v03l0um\nJpf3Jz09jZys63Tp5t2q3MzLyyUmJhpJqmbGjCfo1MnDYDHJ5bWpJad4zJ1HYJ5cuv9c5+7u/nBz\nVgNevbx/tmtrt6/LsRIf/yvHjh3Ey8ubyZMjUNa7LU4fcjp25RQLmD+X2vs5KT09jdSkRPwCgxo8\n97Q2ntqCUGpqEsOHj2LAgEEGi1Vux67c4hG59CBjvz/N5Y6+sRQWFvDNN1soKyxg3LFjdMzNe+Bx\nfb7Pye3YlVM8xsojtVpNQmICwUH6zRCSi+rqahYuXMjnn3+Ok5OTwbbb7O1jVlZW2NrWrPqhVCpl\ntWoByG9JULk3wS4t1XD37m0ef3wcYWF9zRaHIMiFj48v/fr1avVJ8c6d2wBERMylY8fOxghNEOrU\nP9fV3u6Vk3WdkFYWNJtjyuavkiRx8+Z1evb0YfLkGXToYLiCkCDIkbFaDJSVlXLnTg4jRjxOv36P\nGDBiQZAHU7XnyM29Q2VlBV5799GxtPShx+XwfU5oOZVK1SaKQVDTu2jFihXMnz/foAUhaEFRKDw8\nnEWLFtG3b1+uXLnC2LFjDRpAW9PU8r7G7sfQFK22Cisra5ydXVi0aDlKpWjeKQi6qKqqokOHDgQG\nBuPrqxK5JJiNrgXN1mzfmIPe2lwKD59EdXU1HTo0OyQRBItX22LA1doa7o0XC+7dkvK3jdtavT2t\nVouVlRWOjk7Mnx8pzklCm2Xo3Kmv9pzk6+vPuHFTObD56wZ/z5zf54T2rWfPnsTExBhl2832FHru\nued444036Nu3L3/+8595+umnjRJIW1HXGNTE/RiaUllZSVzcLn744TsAMWAQBB3dvXubr7/+guvX\n0wCRS4Kgq19/vUhU1GY0Gg1WVlaiICS0C2lpajzVqQ80jgdwtbbGU53a6tVqtdqalgDffXcISZLE\nOUloswydO/Xl5+exdesGUlOTAfD3D5Dd9zlBMKZmi0KZmZmcPHmS1NRUDh8+zLp160wRl0WTUxPs\nyspK9u7dxc2b1+ncuavJ9y8IbcWdO7eJifkGkMSqE4Kgh8uXf+H48SO4ublhayu+xArtR12LgQbU\n3pLSUlVVVezbt5v09FQ8PLrKrr2DIBiSIXOnvry8XHbtiqKqqhJX198WcZDT9zlBMLZmL829+OKL\nDB8+HE9PT1PE0yaYsh9DU2pmCO0kM/MW4eGTCA7uZfIYBKEtuHMnh5iYb+jQoQMzZ87F1dXd3CEJ\ngkW6dOlnTp78DpXKnwkTpmFd76qvILRlhmoxULNoSCzXr6eJHpFCu2Cs9hy5uXeJjf0GSZIe6hEp\nl+9zgmAKzRaFHB0defnll00RS5tjzibYkiSxb19MXUEoKCjULHEIgqUrLCwgJiYapdKGiIi5D1xF\nEgSh5a5du3KvIBTAhAlTRUFIaHfqWgzU9kW5J1+rJbMVXzgPHYrj+vU0Ro8eT69efXSKpTUrOAmC\nuRkqd+6n0ZQQExONQqG4VxDq1Oi+G9q+yCHLoFarSYyPJyg0tM00nDaGZotCgYGBxMXFERoaWjc1\nVbyg8qdQKOjbdwChoX0IDAw2dziCYLGcnV3o3bs/oaG9TXLbWHp6Gj+dTqdrdx8xyBDaFG9vFf37\nD2Lo0BGiICS0W6+uW1+3gpK/RkOKgwOZrbwlpXfv/qhUAYSEhLV6/6ZawUkQDM0QuXM/e3sH+vTp\nj79/EO7uHVv8PJFDlqGgoIDXly7FIykJ/+ISzjg5cjswkLc2bsTVVff36cyZM7z00ksEBAQgSRJV\nVVUsXbqUKVOmGDB602u2KBQfH098fHzd/ysUCjZu3GjUoATdVVSUk5WVgbe3Cl9ff3OHIwgWKzs7\nCzs7O1xd3Rg6dITR91d/kHFOSDO5eQAAIABJREFUDDKENiI1NQkfHz8cHBx49NFR5g5HEMxK11tS\nKisruXXrBr6+fvTs6aPz/o29gpMgGIuhbue6c+c2VlZWdOzYiUGDhrX6+SKHLMPrS5ey+Gr8b+9T\ntUTB1XheX7qUj/VcwWvYsGGsXbsWgJKSEiIjI1GpVISGWu6dOc0WhTZt2kRRURG3bt2iZ8+eODo6\nmiIuQQfl5eXs2fMtd+7cZsmSJ3F0dDJ3SEI70Banz2ZlZbBnzw48PLoSETHXJPsUgwyhLTp//gxn\nzvzAyJFj6Nt3gLnDEQTZaE2LgcrKCuLidpGVlcGiRb/T+UJBS1ZwaivncaHt0qc9x507OcTGfoOL\niytz5ixqdYN2kUOWITU1FY+kpAbfJ4+kJNRqtcHufHJ0dGT+/Pn8z//8D1VVVSiVSubNm4ednR1f\nf/113e999NFHJCUl8emnn6JUKsnKymLBggX8+OOPXLt2jaVLl7Jo0SL279//0PM6dmz5TDZdNVsU\nOnDgAP/617/QarVMmjQJhULBc889Z/TAhNYpLy9j9+6agtDEidNEQUgwurY6fTYzs6YgZG9vz9ix\nk0yyTzHIENqic+d+5KefThEUFErv3v3MHY4gWKSKigri4naSlZXBuHGT9Tq/1q3g5ODw0GO1KziJ\nc43QVt2+nU1s7DcolTaMHz9VpxX7RA5ZhqRr1/AvLmnwffIrLiEpIcGg7XA6depEXl4eNjY2REdH\nA/Dvf/+bTz/9FHt7e958801OnjxJ165dycrKYteuXVy5coUXX3yRQ4cOkZ2dzYoVK1i0aBFpaWkP\nPW/GjBkGi7UxzS5J/+WXXxIVFYWbmxvPPfcchw8fNnpQQuuUlZUSG/std+7cYdKk6ahUAeYOSWgH\name2zAMGOjgwD1h+b2aLpcrMvMWePd/i4ODAzJnzcHZ2Nsl+jbnUqtC2pKencezwQdLT02QbhyRJ\n/PTTKX766RTBwb0YO3YiVlbNDjcEQainoqKcPXt2kJWVwfjxUwgMDNFre36BQSQ38CUJalZwUum4\ngpMgyF1OThaxsd9gY2PLzJnzdF40ROSQZQgKDSXFqeG7m1KdHAkMNmy/3YyMDGbMmPFAoalTp06s\nXLmS//f//h8JCQlUVVUBNf2alUolzs7OeHt7Y2Njg6urK+Xl5U0+z9ianSlkZWWFjY0NCoUChUKB\nvb29Xju8e/cus2fP5osvvqBDhw6sWrUKhUJBYGAgf/nLX8TAUQfJyQncvXuHyZOn4+PjZ+5wBBMx\nZy61xZktkiRx9uxpHB2diIiYa9LZdsZaalVonqWckxqbmffWpk2A0uxx3D9DsKSkmEuXfiYkJIzR\no8fL5jUUjMtScsmSpKamkJOTxYQJU/H3D9J7e8ZYwUkwPJFLhnf+/BlsbGyJiJir12w7kUOWQaVS\ncTswkILankL35Gu13A427CpkxcXFREdHs3jx4rrcLCoq4p///CffffcdAL/73e+QJAmgyRlqTT3P\n2Jr9VBk0aBCvvPIK2dnZvPnmm/Tpo9vSl1DTJO/NN9/Ezs4OgHfeeYeXXnqJLVu2IEkSR44c0Xnb\n7VlYWD/mz48UBaF2xNy51BZntigUCiZOnM7MmfNMfvtl3SBDq33g5/laLZkqPzHIMBJz51FrNDYz\n76+/Xy6LOO6fIejk5MwTTyxmzJgJ4stLO2FJuWRJQkJ6MX/+UoMUhGq9um49GwICiQLOazREAV/p\nsYKTYFgil4xj3LgpzJo13yDtDUQOWYa3Nm7k616hRFspOK/REG2lYEuvUN4ywIJZP/74I5GRkSxb\ntoxnnnmGF1544YFCk5OTEwMHDmTWrFksXrwYOzs7cnJymt2urs8zhGZnCr3yyiscP36cXr164e/v\nz5gxY3Te2bvvvsuCBQv49NNPAbhy5QpDhgwBYNSoUfzwww+MHz9e5+23J6WlGg4d2sukSZOwsXFq\n1VKKguUzdy61pZktN29e59Chi4wePQlbW1vA1ixxGHqpVaF55s6jlmpqZl6XpGSTzcxrbobggQN7\n8PHpSUhIP9zc3I0ejyAflpJLlqC8vIyDB+MYNy4ce3s3g4/vDLWCk2AcIpcMJzMzg/37zzJ27GRs\nbGxQKg0zq1bkkGVwdXXl45gY1Go1SQkJjAgONsgMoaFDh3L69OlGH4OaC80fffRRk7/j7+/Ppk2b\nAHBxcWH//v0AjT7P2BotCh07dowxY8awfft2AJydncnJyWH79u3Mnz+/1TvasWMHHTt25LHHHqv7\noJMkqW4KlaOjI0VFRQ89z9pagZtbw/dumoO1tZXZ4ykpKSE6+lvy8vIoKyulS5cuZo2nlhxem/vJ\nLR5DkUMuubn1YkNQIAXx1x6elhkaQr9+vZrdhhzeH7U6lb17d+Hu3hEHhw44OpovHjc3Bz6OjUWt\nVpOanMSQgECDTm/VhxzeK0PTNY/A9OelnMzrjTa29CspISfrerM5p1arSbp2jcCQEJ2Pq8bikADX\n3mGkpCTi7u6Cq6u9Tg08jUFOx66cYjEkOZyTDMFY709rcq+0tJQdO3Zy+3YOpaUaPD27GzyeWm5u\nvVp0rgb5Hbtyi8dQRC4Zzo0b14mL24GTkxP29tY4Oxs+ntbkUC05vDb3k1s8xqBSqWQznpazRotC\n+fn5ANy+fdsgO/r2229RKBScPn2a+Ph4Vq5cSW5ubt3jJSUluLi4PPQ8rVYiP7/h21TMwc3Nwazx\naDQlxMR8Q1FRAVOmzMTb20c2r48xXht9ljs393tVn4eHYZoWyyWXXl77ScMzW9Z+0qL9mPv9uX49\njX37YnBzc2fRosVUVipkcby4u3clfLyK/HyNLOIB879X9zN3HoHpz0tdu/twrpGZeamOjoR08240\nnvo9gLbqsUpgQ3FIwC8DBlAQEoyPjx/jx0+koKC0Vds1Jjkdu3KKBcyfS219fNfa3KtdNCQ39y6T\nJ0/Hzy9ANq+P3I5ducUjculB5n5/MjJusmfPTpycnFi8OBKt1lo2r4+5X5v65BSPofJI0E2jRaGh\nQ4eSkZHB7NmzDbKjr7/+uu7fkZGR/PWvf2XNmjWcOXOGoUOHcvz4cYYNG2aQfbVVGk0Ju3ZFU1xc\nyNSps+jRo6e5QzKatrrcuSHIJZcsefpsbUHI3b0j06c/gaOjo2xOioJpyCWPWqKpxpY5oSFN5l1t\nDyBXa2u4V9ApuNcD6G8bt+kdxy8DB5AUHExJZhZTnn1ZNjOEBNOxpFwypdbkXllZKTEx35Cfn8uU\nKTPw9hZXtdsjkUv6qykI7cDJyYWIiCdwdnYW4ztBaIFGi0Ivv/wyUDNjqKSkhKCgIJKSkvDw8GDH\njh0G2fnKlSt54403+PDDD/Hz82PixIkG2W5bZWNjg7t7R0aPHkf37l7mDseoDPlFpj0wZy75+Pia\ntRiky2wyR0cnunf3Yvz4KdjZ6beioiHiEeRBzuekxnpOvfXFBhpbmMIYqwQ+FEdBIcUZmfzh1T+L\ngpBQR865ZAqtzT2l0gY3N3eGD38Mb29fBKFWe8+l1nJwcKRbtx6MGzcJB4eGlyQXBOFhCqmZdc6e\nf/553n33XZycnNBoNLzyyiv8+9//NlV8VFZqZVXhNcc0u+LiIpRKJba2drKIpzGGiiUtTc3eyPnM\na+CxKGDq5qgWfZGR02sD5p8W2dZyqf5ssuQWzCbLzb2Lu3vHh768GuJY0SWexsjt2JVTPObOIzBv\nLtXOzFPdm5nX1Htz7PBBKle+wsAGehGd12iwfW8to8Nb37BUkiSuXLnMnezsujhqyelYAXnFI6dY\nwPy51NbOSfdrae5pNBoUCgX29g9fnJDT8SKnWEB+8YhcepA53h9jju8MScTTOHPnUXvX7FqxWVlZ\nODnVLM/s4OBgsmXRhBpFRUXs2hXFgQNx5g7FZNricueC4bVkaez7paYmExW1iStXLskiHkHQhY+P\nL6PDx7eoMO4XGERyA19KoWaVQJUOqwRKksT33x/m1KnvGDBosJgNJwgNaEnu1fSIjGbv3l00c31W\nEIQmXL+eRnT0Zn755Zy5QxFkSK1Ws2/fftRqtblDkbVmi0IjR45kyZIlrF69mkWLFhEREWGKuASg\nqKiQmJgoyspKGTJkuLnDMRljfJER2paWTM2/X0pKIgcP7sHDowuBgSFmj0cQTKGuB5BW+8DP87Va\nMlV+rS7oSJLEsWMHuXr1Mv36PdLu+7sJQmOay73OnTuza1c0RUUFDBs2Utx6KQg6Sk9X1/WIDAnp\nbe5wBBkpKCjg94ue5X+e/xeH1ifyP8//i98vepaCggK9tnvmzJm6Nju13n//fYO11zGXRnsK1Xr5\n5ZdJSkoiKSmJmTNnEhJi+C9UwsMKCwuIiYmmvLyc6dPn0LWrp7lDMpmmmqpmWlAzY8F46maTNVA8\nrJ1NVnucJCcncuhQHF26dGP69NnY2NiaNR5BMKXGehG9um59q7ZTXV3NsWMHSUi4yqBBwxg8eLj4\nIisITWgs955/70NiYqIpLi5m2rTZbb5HpCAYS1paKvv376Zjx07MmDHH4D0iBcv28rOrCLWdhIN3\n7W1pvdGUF/Hys6v4Ysu/zBqbHDVbFFq3bl3dv1NTUzl8+DArVqwwalACHD26n4qKcmbMmEOXLt3M\nHY7JGeqLjNA2+QUGEdfIEt0pDg5MvTebrKSkmCNH9tG1qyfTps3GxsbGrPEIgqkZapXAa9eukJBw\nlcGDhzN4cPuZuSoIumos9/bs2UlJSTHTp8/G07OHucMUBItUVlbKoUNxdOrUmenT52Bn93DfVaH9\nSk1NRcp3vq8gVMPB1hkp2xm1Wo1KZfhVHlevXs358+cBmDZtGsuWLWPVqlXk5+eTn5/Pk08+yaef\nfopSqWTevHl4eHjwj3/8A1tbW9zc3Hj77beJj4/n/fffr/udmTNnGjzOhjRbFOrcuTNQM2386tWr\nVFdXGz0oAcaOnUR5eTkeHl3MHYpZWPJy54LxtXQ2maOjE5MnR9CtW3ejFYRaE48gmIu+qwSGhIRh\nZ2ePn1+A4YIShHagfu6NHj2OkpLidjUDXBAMzc7OnsmTI/Dw6NLgQjxC+5aQkIi7TcOzMN2VPUhM\nSNSrKPTjjz8SGRlZ9/83btzgqaee4ubNm0RFRVFVVcWiRYsYNmwYAMOGDWP58uWcOXOG8vJyoqOj\nkSSJ8PBwtm7dSteuXfnqq6/417/+xejRo+t+x5SaLQotWLDggf9/6qmnjBZMe5efn8e1a1cYOnSE\n6NVwj7mXOxfkq6nZZAkJV1EqbfDzCzDZ8r5idpvQ1lRXV3P69An69RuIk5OzKAgJgo6Kigq5fPkC\nw4Y9hpOTM05OYpWdWunpaaQmJeIXGCTGe0KzUlISqa6uJjAwBC8vb3OHI8hUSEgwURVHgYf7TOVV\n3iIoeIZe2x82bBhr166t+//333+fsrIyBg0ahEKhQKlU0q9fP1JSUgAeKEDV/jsvLw8nJye6du0K\nwODBg/nwww8ZPXq0UWYxNafZotD9nbpzcnLIysoyakDtVV5eLrGx0Wi11YSF9cXZ2cXcIQmCrDU2\nm+zatSscPXoAb29fVCp/k/U9EbPbhLZEq9Vy+PA+UlIScXNzJyysr7lDEgSLVNsjsqKinF69+uLm\n5m7ukGShsLCg7kJKgEZDnIMDmSo/Xl23XlwYFRpU2yOyW7fuBAQEi752QqNUKhUKtyI05UU42P5W\nhC8pK0ThVmSUooudnR1nzpxh+fLlVFZWcuHCBWbNmgXwwLFqZVWzzpe7uzvFxcXk5OTQpUsXfvrp\nJ3x9fR/4HVNqtij05ptv1v0h1tbWzJihX2VNeFheXi4xMdFIUjUREXNFQUgQWuH+2WTx8b9y7NhB\nvLy8mThxulkGDGJ2m2DptFothw7tJTU1iUcfHSUKQoKgo4KCfGJioqmsrGD69CdEQeg+a1b8geW1\nt1zf68lXkJzEmhV/4G8bt5k7PEFmkpISOHx4L926dWfq1FmiICQ0a+2/VvPys6uQsp1xV/Ygr/IW\nCrci1v5rtVH25+DggJeXF/Pnz6eyspJJkyYRFhbW6O8rFAreeustXnjhBRQKBa6urrzzzjskJSUZ\nJb7mNFsU2rRpE5cuXWLz5s388MMPZpnO1Jbl5t4lJqbmnsGIiHl07NjJzBEJgmW6evUy3313iJ49\nfZg8eQYdOijNHZIgWBytVsvBg3Go1cmMGPE4/fo9Yu6QBMEi/VYQqmTGjLnttkdkQ9LS1HiqUx/o\nwQfgam2NpzqV9PQ0cXFFqJOYGM+RI/vx9KwpCCmVxusRKbQdrq6ufLHlX6jVahITEgkKnmGQOsbQ\noUMZOnToAz/74x//2Ojvr179WxGq/nMfffRRHn300Wa3bwqNFoUqKiqIi4tjy5YtKJVKiouLOXLk\niOjubmDFxUV06NCBadNm4+7e0dzhCILFys29i7e3L5MmzaBDh2br3YIgNKCyspKiogJGjhxN374N\nracnCEJLlJQUAxARMZfOnT3MHI28qJOTCNBowMHhocf8NRrUyUmiKCTUycvLxdOzx72CkLjgJ7SO\nSqUSk1paoNFvTmPHjmXatGmsWbMGX19fnnrqKVEQMqCKinJsbGzx9vZl0aLfYV3vaokgCC1Tm0sj\nRjxOdXW1yCVB0IFWWwXU3BM/Z84ikUeCoKPac1L37l4sXvx7kUsN8AsMIu7eLWP1pTg4MDUg0OQx\nCfJTm0tDhjwqxneCYGSNdjFaunQpp06d4oMPPuD7779HkiRTxtWm3blzm6+//pKkpAQA8SEnCDq6\nfPkCW7duoKioEIVCIXJJEHRQVVXFvn27OXBgD5IkiTwSBB3l5eWyZcsG4uN/BcT4rjE+Pr5kqvwo\n0Gof+Hm+Vkumyk/MEhKIj/+Vr7/+kvz8PDG+EwQTaLQo9PTTTxMbG0tkZCR79uzh119/Zc2aNSQm\nJpoyvjbn9u0cYmKisbKyoksXcX+5IOjq4sWfOXHiGF26dMPBwdHc4QiCRaqqqmL//liuX1fj4+Mn\nmncKgo5yc++ya1cUkiTRtaunucORvVfXrWdDQCBRwHmNhijgq4BAXl233tyhCWZ29epljh07SOfO\nHjg5OZk7HEFoF5ptvDFkyBCGDBlCYWEhMTExvPbaa+zatcsUsbU5OTnZ7N79DUqlDRERc3F1dTN3\nSIJgkX755TynTn2Pn18A48dPFVeQBEEHVVWV7N0by82b6YwePZ5evfqYOyRBsEh3794hNvYbFAoF\nERFzRY/IFnBxceVvG7eRnp6GOjmJqQGBYoaQwJUrl/j++8OiR6QgmFiLM83FxYXIyEgiIyONGU+b\nVVJSzO7d32BjY0tExFxcXFzNHZIgWKTExHhOnfoef/8gxo2b3C4LQunpaaQmJeIXGCQG0YLOjhw5\nwM2b6YwdO5GQkMaXTTUGcQwLbUVZWSmxsdEoFFaiIKQDHx9f8RkgAKBWJ/P994fx8VExadJ0rK1F\nQUjQn1qt5tq1a4SEhIiG000Q2WYijo5ODB48HF9ff1EQEgQ9+Pr6M2TIowwcOAQrq0bvgG2TCgsL\nWLPiD3iqUwnQaIhzcCBT5cer69aLzxWh1QYMGIxK5U9QUKjJ9imOYaGtsbOzZ/DgR/Hy8sbNzd3c\n4QiCxerZ04fBg4czcOBgURAS9FZQUMCLTz+F9nYmropqtkhWWHt48tGn/4erq+7jjTNnzvDSSy8R\nEBAAQElJCV5eXrz//vvY2NgYKnyTa1/fqMwgKyuD27ezAejbd6AY9AqCjq5du0plZQU2NjYMGjSs\n3RWEANas+APLk5OYBwx0cGAesDw5iTUr/mCwfaSnp3Hs8EHS09MMtk1BPiorK7h27SoAXbp0NWlB\nCExzDAuCKdy+nUNWVgYAvXv3EwUhQdBRYmI85eVldOigZPDg4aIgJBjEi08/hX9FIf093FB17kh/\nDzf8Kwp58emn9N72sGHD2LRpE5s2bWLHjh0olUqOHj1qgKjNR2SdEWVm3mLPnp107NiR2bMXigae\ngqCjs2dPc/bsaTSakQwcOMTc4ZhFWpoaT3UqrvVul3O1tsZTnUp6eppeU/CbmsHh5uagZ/SCHFRU\nVBAXt5OsrAy6dOlKx46dTLp/Yx/DgmAqtT0iHR2dmD9/qRjfCYKOfvnlHKdOHeeRR4YydOgIc4cj\ntBGpqalob2fi4PFg/14HGyXa25mo1WqD3UpWUVFBTk4Orq6urF69mvPnzwMwbdo0li1bxqpVq+jQ\noQMZGRlUVFQwZcoUjh07RmZmJp988gk9evTgzTffJCsri7y8PEaNGsVLL73EqlWrsLGx4datW+Tk\n5LB69WrCwsKIjo5m69atVFdXEx4ezgsvvMC+ffvYsGEDVlZWPPLII/zxj39s9d/R/i61m0hGxk12\n796Bg4MDEydOFwMGQdCBJEn89NMpzp49TXBwL/r3H2TukMxGnZxEgEbT4GP+Gg3q5CS9ti9mcLRt\nFRXl7Nmzg6ysDMaPn2LyghAY/xgWBFPIzs4iNramR+SUKTPF+E4QdHThwllOnTqOv38QgwYNM3c4\nQhuSkJCAq6K6wcdcqSYxIUGv7f/4449ERkYyZcoUZs+ezfjx4ykrK+PmzZtERUWxZcsW9uzZQ8K9\n/fTo0YMvvvgCPz8/bt68yWeffcaECRM4evQomZmZ9O/fn88//5ytW7eydevWuv10796dzz//nMjI\nSLZv387du3f57LPP2LJlCzt27KCoqIiMjAw+/vhjNmzYwNatW8nOzuaHH35o9d8kZgoZwa1bN4iL\n24WTkxMREXNxdBTLKQpCa9UWhM6fP0NISBijR49vl7eM1fILDCLOwYGBDTyW4uDA1IBAnbfd3AwO\ntVqNu3tXnbcvmFd5eU1B6PbtbCZMmIq/f5BZ4jDmMSwIppCdncnu3d9iZ2dPRMRcnJ1dzB2SIFik\n8+d/4syZkwQEBDNu3OR2Pb4TDC8kJIQtUsPHVAFWBAUH67X9YcOGsXbtWvLy8vj973+Pl5cXKSkp\nDBo0CIVCgVKppF+/fqSkpADQq1cvoGbhLj8/v7p/V1RU4ObmxuXLl/nxxx9xcnKioqKibj+hoTW3\n+Hfr1o2ff/6ZGzduEBgYiJ2dHQB/+tOfuHTpErm5uTz99NNATY+jGzdutPpvEhloBL/+ehFnZ2dm\nzpwnCkKCoKOyslLi438lNLQ3Y8ZMaPcDBh8fXzJVfhRotQ/8PF+rJVPlp9dtN83N4EhO1O+KimBe\nGRk3uXMnx6wFITDuMSwIpnDlyiVREBIEPZWXl3PlykUCA0NEQUgwCpVKhbWHJ5qKygd+rimvwNrD\n02C3jrm7u7NmzRpef/11OnfuXHfrWGVlJRcuXMDHxwegyRmlO3bswNnZmQ8++IDf//73lJWVIUlS\ng8/z9vYmNTW1rnD0n//5n3Tq1AlPT0+++OILNm3axJIlS+jXr1+r/xYxU8iAJElCoVAQHj6JysoK\n7O1FHw5BaK3aD0J7eweeeGIRjo5OYnr+Pa+uW1/X98dfoyHFwYHMgEBeXbder+02N4NjSJB+V1QE\n86g9J6lU/ixe/HucnJzNHZLRjmFBMKbaXHr88XGUl5fh4OBo7pAEwSJJkoStrS1z5izE3t5BFIQE\no/no0//7bfUxqingt9XHDCkgIIDIyEiOHj2Kl5cX8+fPp7KykkmTJhEWFtbs84cPH84rr7zC+fPn\nsbe3x8fHh5ycnAZ/t2PHjvzHf/wHS5YsQaFQMGbMGHr06MHy5cuJjIxEq9XSo0cPJk+e3Oq/QyHV\nfgOTqcpKLfn5DV/BNgc3N4cG47lxI52zZ08zZUoEdnb2Zo/HHOQUC8gvHg8P834hs4RckiSJU6eO\nI0kSI0Y8brJikNyOlebiSU9PQ52chCog0GCzK95YuoDlyUkP3EKWr9XyVUAgH8fGyub1MXcegbxy\nqbFjpayslL17Yxg0aBje3r5mj6c+YxzD+sRjCnKKBcyfS3LKI2j8/cnIuMnp08eZPDnCpMUgOR0v\ncooF5BePyKUHNTa+q1kwpITHHx8nxncyIad4jJVHarWaxIQEgoKDDTZDqC0SM4UM4Pr1NPbti8HN\nrSPyLrEJgnxJksQPP3zHpUsX6NOnv7nDkTUfH1+Df5EWMzjajrKyUmJjvyEvLxdJarjRorkZ4xgW\nBEPLyLjJnj07cXJyQubXUAVBtur3iKydeScIpqBSqUQxqAVEUUhP6elq9u+Pxd29EzNmzDHpLCFB\naCskSeLkyWNcvvwLffsONOksIaGGi4srf9u4rW4Gx1Qjz+AQjKO0tKYglJ+fy+TJESadJSQIbUnN\noiE7cXZ2ISJirrhlTBB0IEkSP/54kgsXztKrVx+TzhISBKHlRFFIDzUzhGLp1Kkz06fPFgUhQdDR\nDz98x+XLv9Cv3yM8+ugoMWAwIzGDw3KVl5cRExNNQUEeU6bMpGdPn//P3p2HRXXe7QO/h2HfFVE2\nWYbFBUVBRYmKG8EVMG5RE9I2b/vL1qQmaS7TJNbk1TZNm6Zt0qZN2zdNo9ncIuCuuKCiqLiCC8gm\nIir7vszy/P4gEI3gMsKcc5j7c125rgAD3MzMzRy/nPM8UkciUqRr165i69Zv4ezsgvj4BRwIERnp\n2LF0nDp1HKGhYYiOnsbjOyKZ4lDoIfTp44aAgEBMmhTTsTUcET04Ly8fWFpaYezY8TxgIDKStbUN\nvLy8MWHCZPj4+Eodh0ixXF37wM8vABMnToO9vfI2DSkqKkR+bg40wSEc8pOkPD29eAY4kQJwKGSE\nGzeuw929P5ycnDB9+hyp4xApkhACN26UYsAAT2g0wdBogqWORKRIjY0N0Ol0cHZ2QXT0NKnjECnW\nzZvX4ebmDnt7B0yfHid1nAdWW1vTsTZcUGMjttrbozRAg9f++gmcnV2kjkdm4tbjO1/fAPj6cj0X\nIrkz2VBIq9XijTfeQElJCVpbW/Hcc88hKCgIr7/+OlQqFYKDg7Fy5UrZb0148eIFbN78LSIjH0FE\nRKTUccgM9YYuGQwGbN0vmvCYAAAgAElEQVS6BefOncWiRYlwc+sndSQyM72hRwBQV1eHzZvXwcLC\nAosWJco+L/U+vaVLly9fxqZN6xEePhpjx46XOo5R/vDzZ77fRdLeHhEAai7n4g8/fwarPv9a6nh0\nD72hS0II7Nq1E5mZJzB//hIMGOApdSQycwUFBci5eAkhg7n72N2YbCiUnJwMV1dX/OEPf0BVVRUe\ne+wxDB48GMuWLcPYsWPx61//GqmpqXj00UdNFemBXb58Cbt3b8OAAZ4YNmyE1HHITCm9SwaDAfv2\n7cKlS+cxevQ49O3rJnUkMkNK7xEA1NfXYcuWjWhoqMfs2Y/J+h8K1Hv1hi4VFuZj584UuLn1w4gR\nEVLHMUphYQE8C/LbBkK3cFGr4VmQj6KiQl5KJnNK75IQAmlpe5GdfQYjRoxC//4eUkciM1ZTU4OV\nP/8VPBucEWLvi3WN+1HqUIt3/vouXFyMP3Pyd7/7HbKzs1FWVobm5mYMHDgQubm5iIqKwp/+9Kcu\nPy8tLQ2lpaUYP348XnnlFaxbtw5Tp07F9u3bYWNjY3Se7mKyodCMGTMwffr0jrfVajWys7MRGdl2\ntk10dDQOHz58xy86tVoFV1fpr+fOzs7G7t3b4OPjg0WLFsviwQMAtdpCFvcPIK8sgPzydBcld8lg\nMGDLlhRcunQekyZNwvjxEyXN005uzxXm6XnG9qjtttJ3qba2FikpG9DQ0IDFi5di4MCBkuZpJ7fn\nipzyyClLd1LyaxIA5ORcwo4dyfDw8MDjjy+BnZ08Ng150OfLzdIrCGpsBDpZAymwsRE3r1/BiBFD\nTZKlp8ktT3dRcpeEENixYzuys88gKuoRTJ48RRZrCMntucI8prPy57/CT93mwNXbCQAwBsNR3VyH\nlT//Ff685mOjv+7rr78OANi0aRPy8/Pxy1/+EhkZGfj667ufjRkdHQ0AuHr1qtHfuyeZbCjk4NC2\nc0N9fT1eeuklLFu2DO+9917HLwwHBwfU1dXd8Xl6vUB1daOpYnaqqakJ27ZtgaenFx5/fAkaG3Vo\napI2UztXV3vJ7592csoCyC+Pu7tTt3wdJXcpN/cSsrLOITJyPMaPnyh5nnZye64wT9ek7hEgjy7t\n3LmjYyDk6NhX8jzt5PRcAeSVR05ZAOm7JIcetba2ICUlBe7u/bF48VI0NxvQ0iKPx+hBny8DvPxw\n4rtLxn4oz94egz18jb6/5fbclVsedqntbLtTp04iIiISkydPQU1Nk6R52sntucI8XeuuHgFAfn4+\nPBucOwZC7VxtneDZ4IyCgoJuv5SsqKgIP/3pT1FZWYkpU6bgxRdfRGJiIvr06YPa2lrMnj0bRUVF\nWLx48R2fW1paihUrVqClpQU2NjZYtWoV9Ho9nnvuObi6uiI6Oho/+9nPujXvD5n0XPPS0lI89dRT\nSEhIQFxc3G2nujc0NMDZ2dmUce6bnZ0d4uMXYPbsebC2tpY6DpFiuxQUFIKEhAUYPXqs1FGIFNsj\nAJg0KQYJCYvg4+MjdRQixXbJ2toGcXHzMWfOfMXvIuvn54/SAA1q9Prb3l+t16M0QMNLxxRCqV3y\n99cgIWEBd5ElWci9lIMQ+853YQ22H4jcS7nd/j1bWlrw8ccf44svvsDatWs73h8XF4fPPvsM6h9c\n2nur9957D4mJiVizZg3+53/+B++//z4AoKysDP/3f//X4wMhwIRDofLycjz99NN47bXXsGDBAgDA\n0KFDkZGRAaDtOrvRo0ebKs59uXgxG9nZZwEAAwZ4wsrKSuJERMrrkl6vx4EDe1BZWQGVSgVvb26V\nTdJTWo+Atp2F9u7dCZ1OB1tbW7i795c6EpEiu3T58iWcOXMSANC//wDZLAnwsF776yf4LCgY6wBk\nNjZiHYD/BgXjtb9+InU0ug9K65LBYMDBg3tRVnYDAODt7cuBEMlCyOBByGm80unHchuLETyo+3c8\nDg4OhrW1Nezs7GBp+f3FWPdzRlJOTg4++eQTJCYm4m9/+xsqKysBAD4+PiY7IcVkl4/94x//QG1t\nLT7++GN8/HHbdXxvvvkmVq9ejQ8++AAajea262ilduFCFvbt24WBA/0wdOhw/pIj2VBSl/R6PXbv\n3ob8/Fy4ublzUWmSDSX1CABqaqqRlLQeWm0rRo4czS6RbCitS7m5F7Fnz3Z4eHhh+PCRvWqBdmdn\nF6z6/GsUFRWi4HIuZgcF8wwhBVFSlwwGA/bu3YmcnAtwdHSCu/sAqSMRdQgICECpQy2qm+vgavv9\nJWRVTbUodajtkV3IupoV3M8MQaPR4Omnn0ZERATy8vJw/PhxADDp65PJhkJvvfUW3nrrrTvef+vp\nVXJx/vxZ7N+/BwMH+mHmzHgOhEhWlNIlvV6PXbu2oKAgD+PHT+aOfSQrSukRANTUVGHz5vXQ6XSI\nj1/IgRDJipK6lJNzAampO+Dp6dWrd+zz8/PnMEiBlNIlg8GA1NQdyM29iMjI8QgPHyN1JKI7vPPX\ndzt2Hwu2H4jcxuKO3cfkZvny5Xj77bfR0tKC5uZmvPnmmybPoBJCCJN/1weg1epNugBWVtYZpKWl\nwtc3ADNmxN12+hcgrwW5AHnlkVMWQH55unMBNWOYskt6vQ47d25FYWEeJk6cguHDw++4jZweHzll\nAZjnbqTuEWDaLlVXVyEpaT30+raBUL9+7rd9XE6PDcA8dyOnLID0XTL18d2lS+exd+9OeHn5YNas\nuXcsCSC3x0dOeeSUBZBfHnPqksFgwJ4923H58iWMGzcBERGRd9xGTo+PnLIAzHM3PdWjgoIC5F7K\nRfCg4B45Q6i3MNmZQkqh1bbCz0+DGTPmQK3m3UNkDINBQKttRXT0VAwbNlLqOESKpdfrYG1tjUcf\nfeyOgRAR3b/W1lZ4ew/EzJkJXCOSyEhCGNDa2oqoqIk8Q4gUISAggMOg+8Cpx3eamhphZ2eP8PAx\nGDFiVK89pZioJ+l0OhgM+o4dXdgjIuM0NTXC1tYObm7uePzxp9glIiO1H98NHz4SoaFh7BKREfR6\nPbRaLWxtbTFrVgJ7RNTLsNEAzpw5iS+++A+qqtpW+uYvOqIHp9NpsX17ErZs+RYGg4E9IjJSZWUF\nvv76c5w+fQIAX5OIjHX+/FmsXfspystvAmCXiIzRvkZkSsoG6PV69oioFzL7Vp8+fQKHD++Hj48v\nnJ1dpI5DpEharRbbtiWhuLgIQ4YM4wEDkZEqKsqRlLQOKpUK/v6BUschUqysrDPYv38PPD294era\nV+o4RIrUtkZkCgoK8jB4cCjUarXUkYioB5j15WMnTx7D0aOHEBgYgpiYmfxFR2SEtoHQZpSUFGPq\n1OkYPDhU6khEilReXobk5A1Qqy2QkLAIrq59pI5EpEjnzp3GwYN7uUYk0UPQ6doGQkVFBYiOnsZd\nZIl6MbN9lczLy8HRo4cQFDQIMTEzeWYDkZH279+Na9euYtq0GRg0aKjUcYgUqbW1FSkpG6FWq5GQ\nsJADISIjXblSiIMH98LfPxDTp8/mQIjISIcO7UdRUQEmTYpBaGiY1HGIqAeZ7Sulv38gJkyYjGHD\nRnIgRPQQIiOjoNEEITAwROooRIplbW2N6Oip6NevP1xcXKWOQ6RYPj6+mDBhMkJDR/AMcKKHMGpU\nJLy8vBESMkTqKETUw8xuGpKVdQaNjY1Qq9UIC4vgQIjICK2trThzJhNCCLi49OFAiMhIN29eR2Fh\nPgAgMDCEAyEiI50/fw719XWwsLBAWFgEB0JERtBqtTh9+gQMBgOcnJw5ECIyE2YzERFC4Nixw0hL\nS0VW1mmp4xApVmtrC1JSNiI9Pa1jRxcienA3bpQiOXkj0tMPQK/XSx2HSLFOnjyG/ft348yZk1JH\nIVKs9jUi09PTcONGqdRxiMiEzOLyMSEEMjIO4+TJYxgyZBjGjImSOhKRIrW0tGDLlk0oK7uB2Ng5\ncHcfIHUkIkW6fv0atmzZBFtbO8TFzedZDURGyszMQEbGYQQFDUJU1ESp4xApklarxdat36K0tATT\nps2Ap6e31JGIyIR6/VBICIGjRw/h1KnjGDp0OCZNioFKpZI6FpHitLQ0IyVlE8rLbyI2dg40miCp\nIxEpUmlp20DIzs4OCQmL4OTkJHUkIkU6ceIojh1LR3DwYEybNoNLAhAZQattxZYt3+L69WuYNm0G\nLxkjMkO9fijU2tqKgoLLCA0dgejoqRwIERmpvLwMVVUVmDEjDv7+gVLHIVKsgoJc2NvbIyFhIRwd\nORAiMoZWq8XlyzkYNGgopkyJ5UCIyEiVlRUoLy9DTMwsBAcPkjoOEUmg1w6FhBAQQsDGxgbz5i2G\njY0tB0JERjAYDLCwsIC390AkJv4UtrZ2UkciUqT2LkVFRSMiIpJdIjJC+/GdlZUV5s5dBGtraw6E\niIzQ/po0YIAnEhP/h69JRGasV76KCiFw+PB+pKZuh8FggK2tHQdCREZobm7Cxo1fISfnAgDwgIHI\nSCUlxfj6689RU1MNlUrFLhEZoX2NyJ07U6DX62Fra8uBEJERWlpa8O233+D8+bMAeHxHZO563Sup\nEAIHD+7F2bOnYG/vwGEQkZGamhqRlLQelZXlPFggeghXr17B1q3fQqVSwcrKSuo4RIrUvkbkyZPH\nYGdnz2EQkZHa1ojcgLKyG7C1tZc6DhHJQK+6fEwIgbS0VGRnn8XIkaMQFRXNoRCRERobG5GcvB41\nNdWYNWsuBg70kzoSkSIVFxdh27bNcHFxRXz8Qtjb8wCc6EEJIXDkSBpOn87kGpFED6G5uQkpKZtQ\nUVHGNSKJqEOvGgodPnwA2dlnER4+BuPGTeABA5ERtNpWJCWtR11dDWbPfgw+Pr5SRyJSpNLSEmzb\nthmurn0QH78AdnYcCBEZ4/jxdJw+nYnhw0diwoQpPL4jMoJer0Ny8kZUVlZgxox4+PtrpI5ERDLR\nq4ZCGk0QbGxsMHr0OB4wEBnJ0tIKwcGD4OnpDW/vgVLHIVIsN7d+CAkZgnHjJsLOjpdgEhnLzy8Q\nBoPA2LHjeXxHZCS12hLBwYPh5uYGX98AqeMQkYwofihkMBhQUlKMgQP94OXlAy8vH6kjESlSQ0M9\nmpub4ObmjtGjx0kdh0ixSktL0K9ff1hb22DKlFip4xApkhACxcVF8PX1x4ABHhgwwEPqSESK1NTU\niPr6Ori7D0B4+Gip4xCRDCl6lT6DwYC9e3ciJWUjbty4LnUcIsWqr6/D5s3rsH17MvR6vdRxiBSr\nsDAPSUnrcfToQamjEClW2xqRe7FlyyaUlBRLHYdIsRob2zYN2bp1M3Q6rdRxiEimFDsUMhgMSE3d\ngZycC4iMfIR/QSIyUl1d20CosbER06bNhFqtljoSkSIVFFzGjh0p6NfPHZGRj0gdh0iRhBA4cGAP\nsrPPIDx8DM8AJzJSY2MDkpLWo7a2BjExM2Fpyd0viahzirx8rG0gtB25uZcwdux4jBo1VupIRIpU\nV1eLpKT1aG5uQlzcPHh4eEkdiUiR8vJysXv3Vri798ecOfNhY2MjdSQixRFCYP/+3bhwIQsREZFc\nQ4jISA0N9UhK2oD6+lrMnv0Y14gkortS5FCouLgQubmXMG7cBEREREodh0ixMjMz0NzcjLi4+Rgw\nwFPqOESKpNNpcejQPri7D0Bc3DxYW3MgRGSMa9eu4sKFLIwePRZjxjzCgRCRkU6fPoH6+jrMmTOP\nZ9sR0T0pcijk56fBggVPoH//AVJHIVK0CRMmIywsHH379pM6CpFiWVpaISFhIeztHWBtbS11HCLF\n8vYeyOM7om4wbtxEDBoUin793KWOQkQKoJg1hfR6PVJTd6C0tAQAeMBAZKSammps356MlpZmWFpa\ncSBEZKTc3Is4cuQghBBwde3DgRCREQwGA/bt24WrV68A4PEdkbHq6+uwfXsSmpoaoVarORAiovum\niKGQXq/Hrl1bcOnSeVRUlEkdh0ixamqqsHnzOpSWXkV9fb3UcYgU69Kl89izZztu3CiFwcAd+4iM\n0b5G5IULWSgruyF1HCLFqqurxebN61BSUoy6ulqp4xCRwkh++ZjBYMDbb7+NS5cuwdraGqtXr4af\nn1/Hx3U6HXbsSEFRUT4mTpyCYcNGSpiWSJ7u1SMAqKiowObN66DXGxAfvxBubjxDiOiH7qdL586d\nRWrqDnh7D8SsWXOhVkv+UkokO/fqkl6vx+7d25CXl4Nx4yYgPHyMhGmJ5Ol+XpOqq6uxefM6tLS0\nIC5uPvr3547MRPRgJD9TaM+ePWhtbcU333yDV199Fb/73e9u+/jGjRtQVJSP6OhpGD48XKKURPJ2\nrx4BwBdfrIHBYEBCwkKeUkzUhfvpUkpKMnx8fDFr1lxYWXGLX6LO3KtLSUmbkZeXg6ioaG4aQtSF\n+z2+a21tQXw8Nw0hIuOohBBCygDvvvsuwsLCMHv2bADAxIkTcfDgQSkjESkOe0TUPdglou7BLhE9\nPPaIiExB8jOF6uvr4ejo2PG2Wq2GTqeTMBGR8rBHRN2DXSLqHuwS0cNjj4jIFCQfCjk6OqKhoaHj\nbYPBAEtLrs9A9CDYI6LuwS4RdQ92iejhsUdEZAqSD4UiIiKQlpYGADh9+jRCQkIkTkSkPOwRUfdg\nl4i6B7tE9PDYIyIyBcnXFGpfVT8nJwdCCPz2t79FYGCglJGIFIc9Iuoe7BJR92CXiB4ee0REpiD5\nUKgr97MFY0/TarV44403UFJSgtbWVjz33HMICgrC66+/DpVKheDgYKxcuRIWFqY74aqiogLz5s3D\np59+CktLS0mzfPLJJ9i7dy+0Wi2WLFmCyMhIyfJotVq8/vrrKCkpgYWFBVatWiXZ/XPmzBm8//77\nWLNmDYqKijrN8Ne//hX79++HpaUl3njjDYSFhfVYHqm7JMceAexSV+TSJfboTuzSvcmlS3LpEcAu\ndUaOXWKPOscudU3qLsmxRwC71BW5dEluPaLvCJnauXOnWL58uRBCiFOnTolnn33W5Bk2bNggVq9e\nLYQQorKyUkyaNEk888wz4ujRo0IIIVasWCF27dplsjytra3i+eefF7GxseLy5cuSZjl69Kh45pln\nhF6vF/X19eLDDz+UNM/u3bvFSy+9JIQQ4tChQ+LnP/+5JHn++c9/ijlz5oiFCxcKIUSnGbKyskRi\nYqIwGAyipKREzJs3r0czSd0lufVICHbpbuTQJfaoc+zS3cmpS3LokRDsUlfk1iX2qGvsUtek7pLc\neiQEu3Q3cuiSHHtEbSRfU6grmZmZmDhxIgBg5MiRyMrKMnmGGTNm4Be/+EXH22q1GtnZ2YiMjAQA\nREdHIz093WR53nvvPSxevBj9+/cHAEmzHDp0CCEhIXjhhRfw7LPPYvLkyZLmCQgIgF6vh8FgQH19\nPSwtLSXJ4+vri48++qjj7c4yZGZmYsKECVCpVPDy8oJer0dlZWWPZZK6S3LrEcAu3Y0cusQedY5d\nujs5dUkOPQLYpa7IrUvsUdfYpa5J3SW59Qhgl+5GDl2SY4+ojWyHQnLYgtHBwQGOjo6or6/HSy+9\nhGXLlkEIAZVK1fHxuro6k2TZtGkT+vbt2/HLH4BkWQCgqqoKWVlZ+Mtf/oJ33nkHv/zlLyXNY29v\nj5KSEsycORMrVqxAYmKiJHmmT59+264QnWX44XO7p7NJ3SU59Qhgl+5FDl1ijzrHLt2dnLokhx4B\n7FJX5NQl9uju2KWuSd0lOfUIYJfuRQ5dkmOPqI1s9zSUyxaMpaWleOGFF7B06VLExcXhD3/4Q8fH\nGhoa4OzsbJIcGzduhEqlwpEjR3DhwgUsX778tqmpKbMAgKurKzQaDaytraHRaGBjY4Pr169Lluez\nzz7DhAkT8Oqrr6K0tBQ/+tGPoNVqJcvT7tbrctsz/PC53dDQACcnpx7LIIcuyaVHALt0L3LsEnv0\nPXapa3Lqkhx7BLBLt5JLl9iju2OXuiaHLsmlRwC7dC9y7JIcekRtZHumkBy2YCwvL8fTTz+N1157\nDQsWLAAADB06FBkZGQCAtLQ0jB492iRZvvjiC6xduxZr1qzBkCFD8N577yE6OlqSLAAwatQoHDx4\nEEII3LhxA01NTYiKipIsj7Ozc8cvDBcXF+h0Oskeq1t1liEiIgKHDh2CwWDAtWvXYDAY0Ldv3x7L\nIHWX5NQjgF26Fzl2iT1qwy7dnZy6JMceAexSOzl1iT26O3apa1J3SU49Atile5Fjl+TQI2oj+93H\npNyCcfXq1di+fTs0Gk3H+958802sXr0aWq0WGo0Gq1evhlqtNmmuxMREvP3227CwsMCKFSsky/L7\n3/8eGRkZEELg5Zdfho+Pj2R5Ghoa8MYbb6CsrAxarRZPPfUUhg0bJkmeq1ev4pVXXsG6detQUFDQ\naYaPPvoIaWlpMBgM+NWvftWjv4Sl7pJcewSwS52RS5fYozuxS/cmly7JpUcAu9QZuXaJPboTu9Q1\nqbsk1x4B7FJn5NIlufWI2sh2KERERERERERERD1HtpePERERERERERFRz+FQiIiIiIiIiIjIDHEo\nRERERERERERkhjgUIiIiIiIiIiIyQxwKERERERERERGZIQ6FiIiIiIiIiIjMEIdCRERERERERERm\niEMhIiIiIiIiIiIzxKEQEREREREREZEZ4lCIiIiIiIiIiMgMcShERERERERERGSGOBQiIiIiIiIi\nIjJDHAoBKC4uxksvvYRFixbhqaeewv/7f/8Pubm5UsfC1atXsWjRotve99VXX+Gjjz4yyfdPTEy8\n7e3r169j4sSJuHLlSsf79u7di8WLF0Ov15skEwC89957ePzxxzF//nysW7cOAFBZWYmnn34aS5cu\nxbJly9DU1AQAWLduHebNm4dFixZh3759AIDf/OY3SExMRGJiImbMmHHHfUzGY5c611u7dO3aNTz5\n5JN44okn8Pzzz3fclh4eu9S53tql4uJiPPHEE1i6dCl++ctfskvdhD3qXG/oUfvHYmNj0dLSAgBo\nbm7Giy++iKVLl+JnP/sZKisrTZa9t2OXOtdbu9Ru9+7dePXVV02WmyQkzFxjY6OYPXu2OHnyZMf7\nzpw5I5588kkJU7UpLi4WCxcuvO19X375pfjwww9N8v07uw++/fZb8cQTTwiDwSCqq6vF9OnTxZUr\nV0ySRwghjhw5Ip5//nkhhBAtLS0iJiZGVFdXi1WrVomNGzcKIYT45JNPxH/+8x9x8+ZNMWfOHNHS\n0iJqa2s7/r9da2urWLBggbh48aLJ8vdm7FLXemuXfvOb34i1a9cKIYT44IMPxOeff26y/L0Zu9S1\n3tqlF198USQnJwshhFi3bp3429/+ZrL8vRV71DWl90gIIdLS0kRCQoIIDw8Xzc3NQgghPv300477\ncMuWLWLVqlUmy9+bsUtd661dEkKIVatWienTp4tly5aZLDtJx1LqoZTU9u3bh3HjxiE8PLzjfWFh\nYfj8888BAKWlpVixYgVaWlpgY2ODVatWQa/X49VXX4WHhweKi4sxfPhwvPPOO/joo49w6tQpNDY2\n4je/+Q3S09OxZcsWqFQqzJo1C0899dRt3/uZZ55BY2Njx9uBgYF4++237zv7p59+iq1bt8LS0hKj\nR4/Ga6+9dkeGZcuWwdXVFdHR0Rg/fjxWrVoFtVrd8bMYDAY899xzHbf52c9+dtfvOXfuXKSmpuKb\nb77B2bNn8eyzz2LgwIEAgDVr1tzx8+bk5OB3v/sdDAYDamtr8dZbbyEiIgJTpkyBRqOBRqPBm2++\ned/3SXh4OIYMGdLxtl6vh6WlJTIzM/HMM88AAKKjo/HBBx9g4MCBCA8Ph7W1NaytreHr64uLFy8i\nLCwMALB27VqMHz8egwYNuu/7nLrGLplfl4YMGYLr168DAOrr6+Hh4XHf9zl1jV0yvy5dvnwZq1at\nAgBERETgt7/97X3f59Q59qj39ujHP/4xLCws8J///Afz58/v+JzMzEz89Kc/7bjtxx9/fN/3OXWN\nXTK/LgFtr0UxMTH45ptv7vv+JgWTeioltU8++UT897//7Xj72WefFU8++aSIjY0VpaWl4he/+IXY\nv3+/EEKI9PR08corr4ji4mIRGRkp6urqhE6nE5MnTxY3b94UH374YcdfJXJzc8XixYuFTqcTer1e\nJCYmiry8vAfKVlxcLMLDw8WTTz7Z8V9sbKz48MMPxcWLF8WCBQtEa2urMBgM4oUXXhB79+69LUNx\ncbEYO3Zsx9kxjz32mDh//rwQQojdu3eLF1988Y7b3KqrvwBUVFSImJgY8fLLL3e8r6ufd+vWrR1n\n4iQnJ4s333xTCCHEoEGDRGVl5QPdH7dqbW0VL7/8svjHP/4hhBAiJiZGNDU1CSGEuHLlili8eLHY\nvHmz+P3vf9/xOa+99po4fPiwEKJtch4bGytqa2uNzkC3Y5fMr0vp6eli/PjxYtasWSImJuahctD3\n2CXz69Irr7wiNm3aJIRoe/yXLFlidA5qwx713h7dasqUKR1nN/zoRz8Sly9fFkIIodfrxcSJE43O\nQd9jl8yvS+2OHj3KM4XMhNmfKeTh4YGsrKyOt//+978DABYtWgSdToecnBx88skn+Pe//w0hBKys\nrAAAvr6+cHR0BAC4u7t3XIMZEBAAAMjJycG1a9fw4x//GABQU1ODK1euQKPRdHyv+5l+BwUFYc2a\nNR1vf/XVVygvL0d+fj5GjBjRkWf06NEd1/a2ZwAAHx8fWFtbAwBu3rzZMTkeM2YM/vjHP95xm/vR\nt29fjBo1CrNmzep4X1c/b//+/fHxxx/D1tYWDQ0NHfdZnz590KdPnzu+9v3cJzU1NXjppZcQGRnZ\nMfF2dHREQ0NDx/dxdnbueF+7hoYGODk5AQCOHDmCMWPGdLxND49dMr8u/frXv8a7776LiRMnYv/+\n/Vi+fDn++c9/3vfPT51jl8yvS8uXL8eqVauwZcsWREVFdZqDHgx71Ht71JVb+3Wv29L9Y5fMr0tk\nfsx+KDRt2jT869/78fIAACAASURBVF//wunTpzFy5EgAQFFREa5fvw6VSgWNRoOnn34aERERyMvL\nw/HjxwEAKpWq069nYdG2drdGo0FQUBD+/e9/Q6VS4bPPPkNISMhtt/3kk0+Mzq3RaPCf//wHOp0O\narUax48fx9y5c3Hx4sWODLfmAYD+/fvj4sWLGDx4MI4fPw5/f/87bvMweTr7eV944QW8//77CAwM\nxIcffoiSkpK7fs973SfNzc348Y9/jJ/85CeIj4/veH9ERAQOHDiAefPmIS0tDaNGjUJYWBj+/Oc/\no6WlBa2trcjLy+t4DNLT0xEdHf3QPzd9j10yvy45Ozt3DFb79++P2trah/75iV364W0eJo9SurR9\n+3a88MILGDx4MD799FM88sgjD/3zmzv2qPf2qCvttw0LC7vnben+sUvm1yUyP2Y/FHJwcMDf//53\n/PGPf8T7778PnU4HS0tLrFq1Ct7e3li+fDnefvtttLS0oLm5+bZrOu9m8ODBiIqKwpIlS9Da2oqw\nsDAMGDCg23IPGjQIM2fOxJIlS2AwGDBq1CjExMTg4sWLXX7O6tWrsWrVKgghoFaru3XNgq5+3vj4\neDz//PNwc3ODh4cHqqqqHur7fP311yguLsb69euxfv16AMBvf/tbPPfcc1i+fDnWrVuHPn364I9/\n/CPs7e2RmJiIpUuXQgiBl19+GTY2NgCAgoICzJ0796F/bvoeu9Q9lNSlFStW4H//939hMBgghMCv\nf/3r7rgLzB671D2U1KWAgAC88cYbsLa2RnBwMLvUDdij7iHHHnVlyZIlWL58OZYsWQIrK6u73pbu\nH7vUPZTUJTI/KiGEkDoEyVNiYuJtp2MSkXHYJaLuwS4RPTz2iKh7sEvUWzz8uXBERERERERERKQ4\nPTYUOnPmDBITEwG0XXe6ZMkSLF26FCtXroTBYAAA/PWvf8WCBQuwePFinD17tqeikJE4+ZYHdkn5\n2CV5YJeUj12SHnukfOyRPLBLyscuUW/RI0Ohf/3rX3jrrbc6Vpl/9913sWzZMnz55ZcQQiA1NRXZ\n2dk4duwY1q9fjw8++ADvvPNOT0QhUjR2iah7sEtED489Iuoe7BIRyUmPDIV8fX3x0UcfdbydnZ2N\nyMhIAEB0dDTS09ORmZmJCRMmQKVSwcvLC3q9HpWVlT0Rh0ix2CWi7sEuET089oioe7BLRCQnPbL7\n2PTp03H16tWOt4UQHdsSOjg4oK6uDvX19XB1de24Tfv7+/bte9vX0un0kNNS2Gq1Cnq9fALJKY+c\nsgDyyFNeXo4vv1wLg0Hgtdd++cCfzy6ZhpyyAMzTmTNnTmPr1i1YuXKlUZ/fW7skh8fmVszTNTlk\n0ev1SErajIsXLxjVpd7aI0Aej8+t5JRHTlkAeeSprq7C2rVr0NraiuXLlz/w57NLpiGnLADzdOb8\n+WwkJW3mrpsSM8mW9BYW35+Q1NDQAGdnZzg6OqKhoeG29zs5Od3xuUIA1dWNpoh5X1xd7ZmnC3LK\nAkifp7KyAklJbVtBJiQs6JavyS71DDllAZjnh86fP4f9+3fDx8ev275mb+mS1I/NDzFP16TOotfr\nsXv3VuTnX8b48ZO65Wv2lh4B0j8+PySnPHLKAkifp6amGklJ66HVtiI+nsd3PyT143MrOWUBmOeH\ncnMvYs+e7fDw8JIsA7Uxye5jQ4cORUZGBgAgLS0No0ePRkREBA4dOgSDwYBr167BYDDcMfkmUrKT\nJ49BpVIhIWEh+vbt1y1fk10ic9Pa2opjx9Lh6+uPWbMSuu3rsktkbkpKipGffxkTJkzGiBGjuuVr\nskdkjk6fzoROp0VCwkK4uw/olq/JLpG50el0OHr0EDw9vTFnzmNSxzF7JjlTaPny5VixYgU++OAD\naDQaTJ8+HWq1GqNHj8bjjz8Og8HAU8ao15k8+VE0NNTDxcX13je+T+wSmRtra2s89tjjcHBwhKVl\n971ksUtkbnx9/bF48Y/Qt69bt31N9ojMUdtgNQKurn267WuyS2RuLC0tkZCwEHZ29rCyspI6jtlT\nCSGnq1DvpNXqeZrdXcgpj5yyANLkKS8vw9GjBxETMwu2tra3fczd/c5Tfk2JXeqanLIAzAMA586d\nQl1dHaKiJnasswBI3yNAXl3ic+Xu5JRHiiw6nQ6pqdsRGjoCPj6+t31M6i7JqUeAvJ4rgLzyyCkL\nIE2eqqpKHDy4D48+OhN2dva3fYxdup2cni9yygIwDwBcuJCFsrIbmDhxquyO78yZSS4fIzIH5eU3\nkZS0HhUV5WhpaZY6DpFinTlzEgcP7kNNTRVk/ncLItnS6XTYsSMZeXm5qK2tkToOkWJVVlZg8+Z1\nqKgoQ1NTk9RxiBTr/Plz2LdvF2pqqmEw6KWOQ7cwyeVjRL1dWdkNJCdvgJWVNRISFnbrJWNE5uT0\n6Uykpx9AQEAQYmNn37b4JhHdH51Oi23bknH1ahEmT34UQ4cOlzoSkSJVVpYjKWkDVCoV4uMXdOvl\nl0TmJDv7LA4c2ANfX3/MmBEPtZpjCDnho0H0kNoHQtbWNkhIWAhnZxepIxEp0unTJ5CenobAwGDE\nxMyCWq2WOhKR4uh0OmzbloSrV69g6tTpGDw4VOpIRIrUNhBaD5XKAgkJC9GnDxd5JjJGVtYZpKWl\nwtc3ADNmxHXrGpHUPfiIED0kW1s79OvXH1OmxHIgRPQQHB2dERw8GFOnTudAiMhIarUajo5OmDp1\nBgYPHip1HCLFsrGxRd++/TBpUky3LipNZG4cHZ2++4PfTJ4hJFN8VIiMVF1dBRcXVzg5OSMhYaHU\ncYgUq6qqEn369EVQUAiCgkKkjkOkSFptK1paWr4bCE2XOg6RYtXUVMPJyRkODo48viN6CO3Hd/7+\nGvj7a6SOQ3fBxRqIjFBaeg3r13+B48fTpY5CpGjHjx/BN998jhs3SqWOQqRYra2t2LLlWyQlrYde\nz8U7iYxVVnYDGzZ8gSNH0qSOQqRop09n4uuv/4uSkmKpo9B94FCI6AGVlpZgy5aNsLe3x9ChYVLH\nIVIkIQSOHUvH8eNHEBw8GO7uA6SORKRIra0t2LJlE65fv4axY8fz0ksiI928eb1jjcjhw8OljkOk\nWKdOHUd6+gFoNEHw8PCSOg7dB14+RvQArl27ii1bvoWjY9spxQ4OjlJHIlKc9oFQZmYGBg8OxeTJ\nj3KXMSIjtLS0DYTKym4gNnY2AgN5+SWRMW7cKEVKyibY2HDTEKKHcfLkMRw9eghBQYMQEzOTx3cK\nwaEQ0X3SaluxY0cynJyckJCwEPb2DlJHIlKkK1cKkZmZgSFDhmHy5EehUqmkjkSkSOnpBzoGQhpN\nsNRxiBRJp9Nhx44U2NraIiFhIZycnKWORKRI165dxdGjhxAcPBjTps3gQEhBOBQiuk9WVtaYPj0O\nffr05UCI6CH4+vpj+vQ50GiCORAieghRURMRFDQIAwf6SR2FSLEsLS0RGzsHTk5OcHR0kjoOkWJ5\nenpj+vQ5CAgI4kBIYfhoEd1DcXERLlzIAgB4ew/kQIjICEIInDhxFFVVlVCpVAgMDOFAiMgIzc1N\nOHz4APR6HWxt7TgQIjJSaWkJsrLOAAA8Pb04ECIyghACp04dR3l5WcfxHQdCysNHjOgurlwpxLZt\nm3Hu3Cnu6EJkJCEEDh8+gGPH0pGbe0HqOESK1dzchOTkDTh37jTKym5KHYdIsa5du4qUlE04e/YU\ndDqt1HGIFKl9jcgjRw7i0qVsqePQQ+DlY0RdKCoqwI4dyejTpy/i4xdwRxciIwghcOjQfpw7dwph\nYeEYM+YRqSMRKVJTU9tAqLq6ErNmxXNHFyIjlZQUY+vWb+Hk5IyEhIWwtLSSOhKR4gghkJFxGCdP\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bC5GRmpqaYGdnh+DgQQgMDGaXiIwghEBLSzNsbe0wdep0Ht8RGam5uRnW1tZwdHTCokWJ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\n/uIBN4Q6v9Zubtx6mwYHQRB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uBbdu3cDRowcREhKOoKC+Dx8lelq476g+r4iT+5Wip2m1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\nCkHfvv3FjkIkW0qlErGxc+Hg4Ai12qXjKxDRbfn6+mH27Pno3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uvnmO4UjHVRy5BTfcZm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\nRERERI8hLoWIiIiIiIi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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Controlling Axes and Adding Diagonals\n", "g = sns.FacetGrid(movies, row='Genre', col='Year', hue='Genre')\n", "kws = dict(s=50, linewidth=0.5, edgecolor='black')\n", "g = g.map(plt.scatter, 'CriticRating', 'AudienceRating', **kws)\n", "g.set(xlim=(0,100),ylim=(0,100)) #Not necessary in newer versions of Jupyter notebooks\n", "for ax in g.axes.flat:\n", " ax.plot((0, 100), (0, 100), c='gray', ls='--')\n", "g.add_legend()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Building Dashboards\n", "[Table of Contents](#toc) | [Section](#visualization)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "#Import Libraries\n", "from matplotlib import pyplot as plt\n", "import seaborn as sns\n", "%matplotlib inline\n", "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": 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3H8bGjWJIdBzmZuadlrOgIJ+UlIMkJx8iJeUgZWXn+z66urrRq1cEPXtG0KtX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\njZomNuclsjRzG+fqy/C39uC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T1XtqY2NL374DGDJkOHV1tWzatJ6VK3+lqOgcDg4O2Ns7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esbV1KBP+CntlH677Yst5guTw+OnoECriA9h1ZXBwGJ3rssg1XSyAXApDHENAKL9qUP1ml6KPCF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HqX28tWI+vmofXps8i+gm9uS5mKpUzu9W/oDBaGDi8AncNGoSHu6XN6W0oVRF9DZv3sAff2xH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\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7b3z5y1/e6jHuOCvpnd1En0AYiddVwuYQIknvjEu1WsVuMxtzms8nnpmr8X2/Y3qnQGhb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\nZzn+WgN102Hv7l1k6nqn2cIYD0QrCnv37g7IePn5BQBUNhwMyHjhrqL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4cDpPVaLTdf2c\n7Y4NDWYULBDccftdvPrq71Er96AlB6cQiGiqxXZkM+PHX0F6ei41NY1BmbftrPz0p7/kZy8+wysb\nSnmifz1925D4jWlH0td0fEvnnjoLP/zhj+jff0jYft/s9hhefOFlnvnJEzgXNeAb74M2dJFob9In\n9gqUjQqjRo3lrrvup7Y2DKrVnseoUePZtGkzc+fOIRODvrQtMR3Yxuedbh6wF4MH73+og/xuwnXX\n3cL+/Qf55pt5RNliKUzp16Ln5bch6dtVvpYdR1Zy5ZVTuOqq6037/qSktPFOiSRJkiRJzQr53qVB\ngwaxaNEiANavX0/37t2DNvf48VdQUFBExIFVoAWnIIKtdAU2m43bb78rKPMFQmxsHC+8+DIZWbm8\nsjGGrVXBu1fQpMH/2xDD7joLjz/+I0aMGB20udsqMzOLF57/JXbDjmWxBYJdZPEAKGsUBg68lEce\neSKk/R9b4p57vk9xt+7MFoLyEG3z3IjBEmDSpMlMmNCeNcfgEkLw/e//gP79B7Gm9CvK68wphHW4\nZi/r93/NpZcO4557vhd2q8aSJEmSJF1YyJO+iRMnYrPZmD59Oi+//DLPPPNM0OZWFIV77/0+uJ1Y\nD20wf77aA1hqyrj1lukkJCSaPl8gxcbG8eLPXiY1PZvfbohhR435iYRHg1c2xLCjxsojjzzJyJFj\nTJ8zUAoLi3j2Jz9DdamoS1Vo267Y1jsKlhUWuvfoyVNPPRN2RYLOx2q18vSPniMqJpa3hUJjkBO/\nwxh8JAQ9e/Ti7ru/F9S5A+FEq5XMzCy+3fsJDU2BPVBa56rk232fkpebz+OPPx32NxEkSZIkSTpX\nyJM+RVF46aWXePfdd5k1axZFRUVBnb9nz96MHj0O+5HN5rZw0HUiy1aQmprONdd0zLMwcEQPJQAA\nIABJREFUcXHxvPizl0lKzeC3G2IprTfv4k/T4U+bHGyrtvDww48zZsxlps1llt69+/LDx3+MqBIo\n3ypgdpHFGrAss5CRkcVPnnkRuz3C5AkDJzExiad//FNqFRHUwi6NGLwjFGLi4nnq6WfDoh9fW0RF\nRfGTn7yAxaqwdM9svFr7ztCe4PE1sXTPR0RE2vnxM88TEdFxfqYkSZIkSTol5ElfOLjzzruxWFRs\nZStNm8NydCs0VnP33fd12AtLgISERJ5/4VdExiTym/WxHGkM/I+QbsBftkWxtsLKPfc8wGWXTQj4\nHMEybNgI7r//IcRhgVgnMC2XcYFliYX4mAReeP4XxMR0vHNRPXr04r77HmQ3MD8I8+nHC7fUK4Kn\nf/xT4uMTgjCredLTM3jiyWeoc1WypuSrdlf0NAyDVSVzcLprefrpZ0lJSQ1QpJIkSZIkBZtM+vC3\ncJh6861Yqvah1B0K/ATeJiIOruWS/gPDtkVDa6SkpPL8C7/CsDr4zfo46jyBPd/z3u5Ilhy2M23a\n7UyefE1Axw6FSZMmc8MNU1H2KojdJpyF8oG6TMWqW3nu2ZdITk4J/BxBMnHiVVxxxZUsAraavNo3\nD9iDwX33P0RxcRvbr4SZ/v0HMn36HZRVbaOkcku7xtpzbD0Hq3cxc+Z36N27bdU+JUmSJEkKDzLp\nO+7aa28kMSmZiLKVEOCeV7aDa0H3cfd37+80BRCys3N49rmXqPFa+N3GGDxaYMZdeMjGp6URTJx4\nFbfccltgBg0Dt99+F5cOGYayQYEjARzYALFKQDX88PEfkZ9fEMDBQ+Peex+gqLAbs4Wg0qTEbzsG\ni4ErrriSK6640pQ5QuXGG2+hT+9+rCubR52rqk1j1DQeY8P+BQwYMKjDbkeXJEmSJOkUmfQdZ7fb\nuXPmdxHOCiwVuwM2rnDVYD26nYlXXElOTm7Axg0HxcU9ePTRp9hVo/LXbVHtzpW3VVv4+7ZoLrlk\nAPfe+0CnSZDBf3b1sUefIjc3D8sKCzgv/pyWELsEygGFmXd8lyFDhgdm0BCzWq08+dSzqJGRzBIC\nb4ATv2oM/iUEBXkF3HPP9wM6djhQVZXHHn8Ke4Sd1aVzWr3NUzd0VpfMIdoRzSNh3KBekiRJkqSW\nk3/NTzNq1FgKi4qxH1wNWmDKLdr2r8JutzN9+h0BGS/cjBgxmttum8myI3bmHbC3eZwat+BPm2NI\nS8/kySc7RtXJ1oqMjORHT/8Uu2pHXaG2v7BLJSibFIYOHc71198ckBjDRWpqKo8+9hSHDYMvAziu\nhsH7QoDdzpNPP4vNZgvg6OEjMTGJ7373PirqD7LnWOsqE+8qX0uV8wj33vsAcXHxJkUoSZIkSVIw\nyaTvNIqi8N3v3Otv4VDevvMwAEp9OZbqUm6+6ZZOffF00023MmjgYN7aFcW+utZX9NQNeHWLA5du\n5amnnyU62mFClOEhPT2Dhx58DCpBbGrHSqbH35ohOSmZhx9+vFOtip4wePBQpky5nhXAjgCt9i0A\n9hsG33/gEdLTMwIyZri67LIJ9Os3gE0HF+LyNrToOY3uOrYcWsLgwUMYOTL8e2J2drqu8/zzzzNt\n2jRmzpxJaak5fRglSZKkzk8mfWfp3bsvAwcOxn5kI/jaV/bcfmA1MbFxTJlyfYCiC0+KovCDR54g\nNi6BP22Owd3K832flkSwtcrCPfc+QG5uvikxhpORI8cwadJklJ0KVLRtDLFBgEvw5BM/6dRJ8h13\nfIe8nDxmCwVnOxO//RgsxJ8MjR49LjABhjEhBPff/yCarrH14PIWPWfzoaUg4N57H+yUNxI6mnnz\n5uHxeJg1axZPPPEEv/71r0MdkiRJktRByaTvPGbMuBPD68Z6ZFObx1BqD6LUHeaWqdO7RG+r2Ng4\nHn3sacobBf/aG9ni5x1yKszeF8nw4SOZMGGSiRGGlzvvvIfEpCQsayzQ2iI45aCUKNx4w9ROU3Wy\nOTabjUcff5omIfi8HeN4MZgtBImJiZ3yHF9zMjOzmDRpMnsrNlLfdOGiLjWNxyip2MLVV19Laqps\nzxAO1qxZw5gxYwAYMGAAmzdvDnFEkiRJUkfV+Q5OBUBhYTeGDR/JytWr8ab3BUsrz6oZBvaDa0lI\nTGbSpMnmBBmG+va9hAkTJvHF118xIs1DfuyFsxndgL9vd2CLiOx0hVsuJjIykocefIyf//yniG0C\no28LV7F8YFljIS0jo1NVN72QvLx8pt4ynVmz3qIfBj1p/c/JAuCYYfDcg48RFRUV8BjD2S23TOeb\nr+ey5eAyhhc13wJly8GlREZGctNNtwYxOulCGhoacDhOreSrqorP5zvjzLPDYcdiufi2elVViI/v\nXD/7ne01dbbXA/I1dQSd7fWAfE3NkUlfM269ZQYrvl2GtXwr3qyBrXquUn8Epb6cqfc90KEbsbfF\nnXfezepV3/KPnRo/HVzHhfK4leVWtlerPPDAfSQkJAYvyDAxYMAgxoy5jCXLFuIr9EELfpfFLoHh\nNHjwR4902iIk53PjjbewbOkiPj94kCJDx9qKxK8Cg6VCMG7seAYOHGxilOEpPj6BiZMm8/lnH9Po\nGUeULeacr2loquZgzW5uuukWYmLO/bwUGg6HA6fzVKlfXdfPKXLV0OBu0Vjx8VHU1DQGNL5Q62yv\nqbO9HpCvqSPobK8HOvdrSklp+99oub2zGfn5BQwYMAh7+VbQW1fJ03Z4I46YWMaPn2hSdOHL4Yjh\n1ml3sLNGZUNl8/cUfDq8vzea3JxcLr+8632fTpgx4y4UoSC2tCCJcYO6Q+XSS4fSp08/84MLI1ar\nlXvve5BqQ2dJK55nYPA5YLPbufPOu80KL+xNmXIdBga7y9ee9/O7yteiqgqTJze/EigF36BBg1i0\naBEA69evp3v37iGOSJIkSeqoZNJ3ATfddCuG14Xl2M4WP0c0VqHW7Ofaa67Hbm97C4OObMKESaSl\npvL+nuhme/ctPmyjvFEw4/bvdOk+YKmpqUy5+nqUEgVqL/y1YrsAH8yc+d3gBBdm+va9hJEjRrNY\nCOpbWNRlD7ALuHXa7cTHJ5gaXzhLTU1jyJDh7KvcjK6fue1a032UVG1h5MgxJCYmhShC6XwmTpyI\nzWZj+vTpvPzyyzzzzDOhDkmSJEnqoLru1XYL9O7d19+37+g2Wtp53Fq+FavVxpVXTjE5uvBltVq5\neeptlNYrbKs+d7XPMGDO/igKCwq49NKhIYgwvNx00y1YrVbErgus9nlA3acyZsxlZGfnBi+4MDPj\n9rvQECxqwdcaGMwXgqTEJCZPvtb02MLd+PETcHsbKa8vO+Pjh2v34vW5ueyyCSGKTGqOoii89NJL\nvPvuu8yaNYuioqJQhyRJkiR1UDLpuwAhBFddeTU0VqPUl1/8CZoHW+UeRo8e2+XPxYwePY4YRzRz\n95+72rm12sLBBsHkq6/vUsVbmhNzfCuwWqZC0/m/RuwTGF6Da6+9MbjBhZmMjEzGX34Fq4Sg7iKr\nfTuBA4bBrdNu73Jna89n4MBLiYqKpqxy6xkfL6vcRmxsHP369Q9RZJIkSZIkmU0mfRcxatRYIiKj\nsB7ddtGvtVTswdC8XapiZ3PsdjsTrpjM6gobte4zE7tvDtqJcUR3iV5pLXXNNddjaAZi33mSYAPU\nPSq9evehsFDe6b/55mnowLcX+bqlQpCUmChXsI6zWq0MHTqcI3X70A0dAF3XKK8rYfjwkajqxStA\nSpIkSZLUMcmk7yIiIiIYf9nlWKpLwHfhKmm2ip3k5OZ3+t5pLTVu3HgMA1YfO7XK4tFgXaWNESPH\ndqnqkxeTlZVNr169/at9Zy9gVYLhNJg0Ud5MAEhLS2fY0BGsFgqeZlb7DmOwzzC4esoN51Q77Mr6\n9x+I2+uipvEoAJXOw3g1D/37t65CsSRJkiRJHYtM+lpg7NjxoGtYqkub/RrRVIdoOMb4yy6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Dashboard Example 1\n", "sns.set_style('darkgrid')\n", "f, axes = plt.subplots(2, 2, figsize=(15,15))\n", "k1 = sns.kdeplot(movies.BudgetMillions, movies.AudienceRating, ax=axes[0,0])\n", "k2 = sns.kdeplot(movies.BudgetMillions, movies.CriticRating, ax=axes[0,1])\n", "k3 = sns.violinplot(data=movies, x='Year', y='BudgetMillions', ax=axes[1,0])\n", "\n", "#NOTE: a different charting approach for non-Seaborn (pyplot) charts \n", "#replace 'plt' prefix/object with chart location 'axes[x,y]\n", "\"\"\"\n", "Since the subplots() function is built in pyplot regular pyplot charts can be generated\n", "with the 'plt' prefix and chart location is assigned with the 'axes[row,col].' coordinates\n", "\"\"\"\n", "#axes[1,1].hist(movies.CriticRating, bins=15) \n", "\n", "k4 = sns.kdeplot(movies.CriticRating, movies.AudienceRating, \\\n", " shade=True, shade_lowest=False, cmap='Reds', \\\n", " ax=axes[1,1])\n", "# TIP:\n", "k1b = sns.kdeplot(movies.CriticRating, movies.AudienceRating, \\\n", " cmap='Reds', ax=axes[1,1])\n", "\n", "k1.set(xlim=(-20,160))\n", "k2.set(xlim=(-20,160))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Styling Tips\n", "[Table of Contents](#toc) | [Section](#visualization)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "#Import Libraries\n", "from matplotlib import pyplot as plt\n", "import seaborn as sns\n", "%matplotlib inline\n", "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "image/png": 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PE1dhKnKh3vIs2vb9VVr/WHSzRu6DF5N314WYDhWhXH8r6i+Lqm37QoiTJ6Gv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fhWNzL+uN/g/bSJ1H/vxTjp2HyHVKDAHoG+YhnJibl7akVTWzorWOcg+to6RV9ZpuiT4zE0v41Z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Ty74A59GTaRw6hoq8sT+NUQPYm8qxO/fiaCxFVP3ooozXkoLXkozPkozXnIzXkoK/NX9f8rux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\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T8YrspKyRLEFqAuQeg4BoUv17I2ncd2c3yhaipfx6980q9OypDOBYrQ/lUsvnipFeMkND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\nXmjkxf1dBdMcJVfmFNm5enkp15xXysXzgmiqTFd/jKf+8BuefvppNm3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p/RI3z+/swuv1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\nxNoV4A1JwCdJSfk6A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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Styling a dashboard\n", "#Set background to black without a grid\n", "sns.set_style('dark', {'axes.facecolor':'black'}) #white, whitegrid, dark, darkgrid, ticks\n", "f, axes = plt.subplots(2, 2, figsize=(15,15))\n", "#Plot [0,0]\n", "k1 = sns.kdeplot(movies.BudgetMillions, movies.AudienceRating, \\\n", " shade=True, shade_lowest=True, cmap='inferno', \\\n", " ax=axes[0,0])\n", "k1b = sns.kdeplot(movies.BudgetMillions, movies.AudienceRating, \\\n", " cmap='cool', ax=axes[0,0])\n", "#Plot [0,1]\n", "k2 = sns.kdeplot(movies.BudgetMillions, movies.CriticRating, \\\n", " shade=True, shade_lowest=True, cmap='inferno', \\\n", " ax=axes[0,1])\n", "k2 = sns.kdeplot(movies.BudgetMillions, movies.CriticRating, \\\n", " cmap='cool', ax=axes[0,1])\n", "\n", "#Plot [1,0]\n", "k3 = sns.violinplot(data=movies, x='Year', y='BudgetMillions', ax=axes[1,0], \\\n", " palette='YlOrRd')\n", "#Plot [1,1]\n", "k4 = sns.kdeplot(movies.CriticRating, movies.AudienceRating, \\\n", " shade=True, shade_lowest=False, cmap='Blues_r', \\\n", " ax=axes[1,1])\n", "k4b = sns.kdeplot(movies.CriticRating, movies.AudienceRating, \\\n", " cmap='gist_gray_r', ax=axes[1,1])\n", "\n", "k1.set(xlim=(-20,160))\n", "k2.set(xlim=(-20,160))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### More Styling Tips\n", "[Table of Contents](#toc) | [Section](#visualization)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Thematic Edits\n", "* Change background to 'whitegrid'\n", "* Add a chart into a plt.subplot() frame to change chart size\n", "* Include a chart title, and specify font size, color, and style\n", "* Add labels to x and y axes\n", "* Change the size of the chart ticks\n", "* Improve the legend appearance: change fontsize, backgroundcolor \n", "* OPTION: can specify actual color of the data\n" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "image/png": 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eS1RUAtHRiXTuvJnBg53p3bsa5cubExwcw+7d91mz5qaSvcbU1JA1a7phYCD9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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Thematic Edits\n", "list1 = list()\n", "mylabels = list()\n", "for gen in movies.Genre.cat.categories:\n", " list1.append((movies[movies.Genre==gen].BudgetMillions))\n", " mylabels.append(gen)\n", "\n", "sns.set_style('whitegrid')\n", "fig, ax = plt.subplots()\n", "fig.set_size_inches(12, 8)\n", "h = plt.hist(list1, bins=30, stacked=True, rwidth=1, label=mylabels, )\n", "plt.title('Movie Budget Distribution', fontsize=35, color='DarkBlue', fontname='Console')\n", "plt.ylabel('Number of Movies', fontsize=25, color='Red')\n", "plt.xlabel('Budget', fontsize=25, color='Green')\n", "plt.yticks(fontsize=20)\n", "plt.xticks(fontsize=20)\n", "plt.legend(frameon=True, fancybox=True, shadow=True, \\\n", " framealpha=1, prop={'size':20})\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Section Recap\n", "[Table of Contents](#toc) | [Section](#visualization)\n", "\n", "**In this section we learned:**\n", "1. [Category data type in Python](#convert)\n", "2. [Jointplots](#jointplots)\n", "3. [Histograms](#histograms)\n", "4. [Stacked Histograms](#stacked)\n", "5. [KDE Plot](#kdeplot)\n", "6. [Using the Subplots() function](#subplots)\n", "7. [Violinplots vs. Boxplots](#violin_box)\n", "8. [Creating a Facet Grid](#facetgrid)\n", "9. [Coordinates and Diagonals](#coordinates)\n", "10. [Building Dashboards](#dashboards)\n", "11. [Styling Tips](#styling)\n", "12. [Finishing Touches](#styling2)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }