{ "cells": [ { "cell_type": "markdown", "id": "b89823f2-fe0b-4581-8ab2-d0be24cfcdf7", "metadata": {}, "source": [ "# Correlation Bewteen a T.V Show's Genre and Queer Female Character Deaths" ] }, { "cell_type": "markdown", "id": "674e2496-5300-4669-bae3-d36d610eae74", "metadata": {}, "source": [ "Author: Gabriela Zuno\n" ] }, { "cell_type": "markdown", "id": "cc5ecd13-28f8-405e-9ad1-4a4ce2acd94e", "metadata": {}, "source": [ "Course Project, UC Irvine, Math 10, Fall 2024\n" ] }, { "cell_type": "markdown", "id": "3acd1ca3-be3f-43fa-8d5a-9b688fc11f43", "metadata": {}, "source": [ "I would like to post my notebook on the course website : Yes" ] }, { "cell_type": "markdown", "id": "773312d5-2ee7-446f-a97a-32e798c1f29a", "metadata": {}, "source": [ "# Introduction" ] }, { "cell_type": "markdown", "id": "59983a3a-3a70-42c7-b848-f3678382cca9", "metadata": {}, "source": [ "My project will focus on queer female tv show characters. I am a big fan of tv shows, especially when they include characters that I can realte to, in this case queer and female. As much as the shows give representation, it is always sad when there is a character death. I want to figure out if there is a reason for why character deaths, especialy queer characters have become more common. Why do they not get a happy ending?\n", "\n", "The data I am using comes from a dataset consisting of TV shows that have queer female characters from kaggle. This data set includes info such as genre, # of episodes, # of gay characters, # of gay character deaths, show start date, show end date, and whether or not people die in the show. I aim to find a correlation between # of gay character deaths and the genre of the show. This all relates to a recurring and infuriating theme present in tv shows known as the \"bury your gays\" trope which in most media, is found more likely to be the death of a queer female rather than a queer male. \n", "\n", "For simplicity, the word \"gay\" will refer to queer female characters comprised in the dataset. " ] }, { "cell_type": "markdown", "id": "e8afaf11-a7db-4af4-a977-e05e59f88492", "metadata": {}, "source": [ "# Data Loading" ] }, { "cell_type": "code", "execution_count": 599, "id": "4f963286-515b-449f-a5ed-79ad6510eff8", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 600, "id": "6ae7ea9c-2119-4b67-942a-08979e273e5c", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Show Name# of Episodes# of Gay Deaths# of Gay CharactersGenreDo People Die?Show Start DateShow End Date
09117903DramaYes3/31/20154/25/2022
113 Reasons Why4913DramaYes3/31/20176/5/2020
21600 Penn1301SitcomNo12/17/20123/28/2013
319-23801Crime DramaYes1/29/20149/18/2017
4A Discovery of Witches2502FantasyYes9/14/20181/19/2022
\n", "
" ], "text/plain": [ " Show Name # of Episodes # of Gay Deaths \\\n", "0 911 79 0 \n", "1 13 Reasons Why 49 1 \n", "2 1600 Penn 13 0 \n", "3 19-2 38 0 \n", "4 A Discovery of Witches 25 0 \n", "\n", " # of Gay Characters Genre Do People Die? Show Start Date \\\n", "0 3 Drama Yes 3/31/2015 \n", "1 3 Drama Yes 3/31/2017 \n", "2 1 Sitcom No 12/17/2012 \n", "3 1 Crime Drama Yes 1/29/2014 \n", "4 2 Fantasy Yes 9/14/2018 \n", "\n", " Show End Date \n", "0 4/25/2022 \n", "1 6/5/2020 \n", "2 3/28/2013 \n", "3 9/18/2017 \n", "4 1/19/2022 " ] }, "execution_count": 600, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = pd.read_csv('Shows_with_Female_Queer_Characters.csv')\n", "data.head()" ] }, { "cell_type": "markdown", "id": "35d94235-6977-497b-9a1e-17b1fba52f4e", "metadata": {}, "source": [ "# Data Cleaning" ] }, { "cell_type": "code", "execution_count": 602, "id": "debd5c07-d16f-4600-a0a6-93b8e24172b8", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Show Name# of Gay Deaths# of Gay CharactersGenreDo People Die?Show Start DateShow End Date
091103DramaYes3/31/20154/25/2022
113 Reasons Why13DramaYes3/31/20176/5/2020
21600 Penn01SitcomNo12/17/20123/28/2013
319-201Crime DramaYes1/29/20149/18/2017
4A Discovery of Witches02FantasyYes9/14/20181/19/2022
\n", "
" ], "text/plain": [ " Show Name # of Gay Deaths # of Gay Characters Genre \\\n", "0 911 0 3 Drama \n", "1 13 Reasons Why 1 3 Drama \n", "2 1600 Penn 0 1 Sitcom \n", "3 19-2 0 1 Crime Drama \n", "4 A Discovery of Witches 0 2 Fantasy \n", "\n", " Do People Die? Show Start Date Show End Date \n", "0 Yes 3/31/2015 4/25/2022 \n", "1 Yes 3/31/2017 6/5/2020 \n", "2 No 12/17/2012 3/28/2013 \n", "3 Yes 1/29/2014 9/18/2017 \n", "4 Yes 9/14/2018 1/19/2022 " ] }, "execution_count": 602, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# we want to remove the \"# of episodes\" column as this data will not be used as it is irrelevant\n", "\n", "data.columns = data.columns.str.strip()\n", "data = data.drop(columns=[\"# of Episodes\"], errors='ignore')\n", "data.head()" ] }, { "cell_type": "markdown", "id": "5379bcaa-e7e4-4193-b5ee-1de0e7f64621", "metadata": {}, "source": [ "# Grouping Data" ] }, { "cell_type": "code", "execution_count": 604, "id": "bb3ea762-df7f-4e88-9fd3-c10f3a61d351", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " count\n", "Group \n", "more_than_zero 88\n", "zero_gay_deaths 161\n" ] } ], "source": [ "# Want to group data by shows with 0 gay deaths and shows with >0\n", "# make new column with groups\n", "data['Group'] = 'zero_gay_deaths'\n", "data.loc[data['# of Gay Deaths'] > 0, 'Group'] = 'more_than_zero' \n", "grouped = data.groupby('Group')\n", "Group = grouped['# of Gay Deaths'].agg(['count'])\n", "print(Group)" ] }, { "cell_type": "markdown", "id": "8d2ca5de-04f8-471a-8216-6efb4806f600", "metadata": {}, "source": [ "Slightly more than half of the tv shows in this set have gay character deaths" ] }, { "cell_type": "code", "execution_count": 606, "id": "6c5141e5-1607-4570-967f-a21a707babe0", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Show Name# of Gay Deaths# of Gay CharactersGenreDo People Die?Show Start DateShow End DateGroup
091103DramaYes3/31/20154/25/2022zero_gay_deaths
113 Reasons Why13DramaYes3/31/20176/5/2020more_than_zero
21600 Penn01SitcomNo12/17/20123/28/2013zero_gay_deaths
319-201Crime DramaYes1/29/20149/18/2017zero_gay_deaths
4A Discovery of Witches02FantasyYes9/14/20181/19/2022zero_gay_deaths
\n", "
" ], "text/plain": [ " Show Name # of Gay Deaths # of Gay Characters Genre \\\n", "0 911 0 3 Drama \n", "1 13 Reasons Why 1 3 Drama \n", "2 1600 Penn 0 1 Sitcom \n", "3 19-2 0 1 Crime Drama \n", "4 A Discovery of Witches 0 2 Fantasy \n", "\n", " Do People Die? Show Start Date Show End Date Group \n", "0 Yes 3/31/2015 4/25/2022 zero_gay_deaths \n", "1 Yes 3/31/2017 6/5/2020 more_than_zero \n", "2 No 12/17/2012 3/28/2013 zero_gay_deaths \n", "3 Yes 1/29/2014 9/18/2017 zero_gay_deaths \n", "4 Yes 9/14/2018 1/19/2022 zero_gay_deaths " ] }, "execution_count": 606, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head()" ] }, { "cell_type": "code", "execution_count": 607, "id": "6fa40095-90ac-4747-9dc2-b760f4847646", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Wentworth ['more_than_zero']\n", "Glee ['zero_gay_deaths']\n" ] } ], "source": [ "# Test groups\n", "show_name1 = 'Wentworth'\n", "show_group = data.loc[data['Show Name'] == show_name1, 'Group'].values\n", "print(show_name1, show_group)\n", "\n", "show_name2 = 'Glee'\n", "show_group = data.loc[data['Show Name']== show_name2, 'Group'].values\n", "print(show_name2, show_group)\n", "# show_name1 and show_name2 can be interchangeable with any other show that is in the dataset to check what group they are in" ] }, { "cell_type": "markdown", "id": "40c37eaf-fc60-44ee-86d8-f26f6a4742c1", "metadata": {}, "source": [ "# Bar Graph" ] }, { "cell_type": "markdown", "id": "74010393-9e0c-47cf-85f2-2f2fec22e764", "metadata": {}, "source": [ "Now we want to see a graph representation of how many shows have zero gay deaths and how many shows do have them. " ] }, { "cell_type": "code", "execution_count": 610, "id": "309a90aa-cc75-4fc8-8968-3ceda94bd206", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, '# of shows with zero gay deaths vs more than zero gay deaths')" ] }, "execution_count": 610, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "group_counts = data['Group'].value_counts()\n", "\n", "sns.barplot(x = group_counts.index, y= group_counts.values)\n", "plt.xlabel('Group')\n", "plt.ylabel('# of shows') \n", "plt.title('# of shows with zero gay deaths vs more than zero gay deaths')" ] }, { "cell_type": "markdown", "id": "5a700148-39f2-4728-8f8a-dc90a86357b9", "metadata": {}, "source": [ "Here we can see that there is a significantly larger amount of television shows that have zero gay deaths than shows with gay deaths. This includes shows of all genres that are in the dataset. " ] }, { "cell_type": "markdown", "id": "c2767257-65c5-4613-8f24-120a8f7ffc4b", "metadata": {}, "source": [ "# Specifying by genre" ] }, { "cell_type": "code", "execution_count": 613, "id": "c5b4d837-1fe2-4de8-9736-01af87bb1bd9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 613, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "grouped_counts = data.groupby(['Genre', 'Group']).size().reset_index(name='Count') # genre and group\n", "\n", "zero_deaths = grouped_counts[grouped_counts['Group'] == 'zero_gay_deaths'] # variable for zero death\n", "\n", "more_than_zero = grouped_counts[grouped_counts['Group'] == 'more_than_zero'] #variable for more than zero\n", "\n", "plt.figure(figsize=(10, 6))\n", "plt.scatter(zero_deaths['Genre'], zero_deaths['Count'], label='zero gay deaths', color='red') # plot for zero\n", "plt.scatter(more_than_zero['Genre'], more_than_zero['Count'], label='more than zero gay deaths', color='blue') # plot for more\n", "\n", "plt.xticks(rotation=45, ha='right') # see genres better\n", "plt.xlabel('Genre')\n", "plt.ylabel('Count')\n", "plt.title('Zero gay deaths and more than zero gay deaths by genre')\n", "plt.legend()" ] }, { "cell_type": "markdown", "id": "b42c590e-d165-487d-90f1-c87bc51090e9", "metadata": {}, "source": [ "# Brief Analysis" ] }, { "cell_type": "markdown", "id": "fc928b46-b1ad-469b-ad5b-040a74ee779f", "metadata": {}, "source": [ "As we can see, the \"Drama\" genre has the most amount of shows with zero gay deaths but also has the most amount of gay deaths too. Genre with the least amount of shows with zero deaths is \"sci-fi\" and the genre with the least shows with deaths is \"action\". Sub categories of drama also appear to have the most amount of shows with no gay deaths. \"Horror/Thriller\" is the runner up for most shows with more than zero gay deaths. It is also interesting to see that the \"sitcom\" genre has no deaths at all, there are 8 shows that fall into the zero gay deaths group and no data for sitcom shows with gay deaths. We can see this more clearly when the scatterplot is seperated into two seperate graphs, one for deaths and the other for no deaths. (shown below)" ] }, { "cell_type": "code", "execution_count": 616, "id": "4aa3e80e-29af-40e5-ad44-dfc751d6e7b4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14],\n", " [Text(0, 0, 'Action'),\n", " Text(1, 0, 'Comedy'),\n", " Text(2, 0, 'Comedy Drama'),\n", " Text(3, 0, 'Crime Drama'),\n", " Text(4, 0, 'Drama'),\n", " Text(5, 0, 'Fantasy'),\n", " Text(6, 0, 'Horror/Thriller'),\n", " Text(7, 0, 'Legal Drama'),\n", " Text(8, 0, 'Medical Drama'),\n", " Text(9, 0, 'Period Drama'),\n", " Text(10, 0, 'Sci-Fi'),\n", " Text(11, 0, 'Sci-fi'),\n", " Text(12, 0, 'Sitcom'),\n", " Text(13, 0, 'Soap Opera'),\n", " Text(14, 0, 'Superhero Drama')])" ] }, "execution_count": 616, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(zero_deaths['Genre'], zero_deaths['Count'], label='zero gay deaths', color='red') \n", "plt.xticks(rotation=45, ha='right') \n" ] }, { "cell_type": "code", "execution_count": 617, "id": "9f6f2661-03d3-411a-9ad8-03e6cc3b098c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13],\n", " [Text(0, 0, 'Action'),\n", " Text(1, 0, 'Comedy'),\n", " Text(2, 0, 'Comedy Drama'),\n", " Text(3, 0, 'Crime Drama'),\n", " Text(4, 0, 'Drama'),\n", " Text(5, 0, 'Fantasy'),\n", " Text(6, 0, 'Horror/Thriller'),\n", " Text(7, 0, 'Legal Drama'),\n", " Text(8, 0, 'Medical Drama'),\n", " Text(9, 0, 'Period Drama'),\n", " Text(10, 0, 'Sci-Fi'),\n", " Text(11, 0, 'Sci-fi'),\n", " Text(12, 0, 'Soap Opera'),\n", " Text(13, 0, 'Superhero Drama')])" ] }, "execution_count": 617, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ISFMMH0RERKQphg8iIiLSFMMHERERaYrhg4iIiDTF8EFERESaYvggIiIiTTF8EBERkaYYPoiIiEhTDB9ERESkKYYPIiIi0tR7LyxHZAqJiSKHD4s8fCji7CxSrZqIuXlGl4qIiEyB4YMyXEiIyIABIvfv/2+bm5vI/PkiLVpkXLmIiMg02OxCGSokRKRVK+PgISISHp68PSQkY8pFRESmw/BBGSYxMbnGA0h9m37bwIHJ+xER0YeD4YMyzOHDqWs8DAEiYWHJ+xER0YeD4YMyzMOH6u5HRERZA8MHZRhnZ3X3IyKirIHhgzJMtWrJo1p0urRv1+lE3N2T9yMiog8HwwdlGHPz5OG0IqkDiP73efM43wcR0YeG4YMyVIsWIlu2iLi6Gm93c0veznk+iIg+PJxkjDJcixYiTZtyhlMiov8Khg/KFMzNRWrWzOhSEBGRFtjsQkRERJpi+CAiIiJNMXwQERGRphg+iIiISFMMH0RERKQphg8iIiLSFMMHERERaYrhg4iIiDTF8EFERESaYvggIiIiTTF8EBERkaZUDx9v376V0aNHS6FChcTKykoKFy4sEydOlKSkJLUPRURERFmQ6gvLTZ8+XRYvXixr1qyRkiVLyqlTp6Rr165iZ2cnAwYMUPtwRERElMWoHj6OHz8uTZs2laCgIBERKViwoGzcuFFOnTql9qGIiIgoC1K92aVq1aqyf/9+uX79uoiInD9/Xo4cOSINGzZMc/+4uDiJjo42+iEiIqIPl+o1H8OHD5eoqCgpXry4mJubS2JiokyZMkXat2+f5v7Tpk2TCRMmqF0MIiIiyqRUr/n47rvvZN26dbJhwwY5c+aMrFmzRmbNmiVr1qxJc//g4GCJiopSfsLCwtQuEhEREWUiOgBQ8wHd3d1lxIgR0rdvX2Xb5MmTZd26dXL16tW/vX90dLTY2dlJVFSU2Nraqlk0IiIiMpH3+fxWveYjNjZWzMyMH9bc3JxDbYmIiEhETNDno3HjxjJlyhTJnz+/lCxZUs6ePStz5syRbt26qX0oIiIiyoJUb3Z5+fKljBkzRrZt2yaRkZHi4uIi7du3l7Fjx8pHH330t/dnswsREVHW8z6f36qHj/Ri+CAiIsp6MrTPBxEREdFfYfggIiIiTTF8EBERkaYYPoiIiEhTDB9ERESkKYYPIiIi0hTDBxEREWmK4YOIiIg0xfBBREREmmL4ICIiIk0xfBAREZGmGD6IiIhIUwwfREREpCmGDyIiItIUwwcRERFpiuGDiIiINMXwQURERJpi+CAiIiJNMXwQERGRphg+iIiISFMMH0RERKQphg8iIiLSFMMHERERaYrhg4iIiDTF8EFERESaYvggIiIiTTF8EBERkaYYPoiIiEhTDB9ERESkKYYPIiIi0hTDBxEREWmK4YOIiIg0xfBBREREmrLI6AJQxklMFDl8WOThQxFnZ5Fq1UTMzTO6VERE6uA1LvMySc1HeHi4dOzYUfLmzSs5cuQQHx8fOX36tCkORf9SSIhIwYIitWqJdOiQ/G/BgsnbiYiyOl7jMjfVw8fz58+lSpUqki1bNtm9e7dcvnxZZs+eLbly5VL7UPQvhYSItGolcv++8fbw8OTtfHMSUVbGa1zmpwMANR9wxIgRcvToUTl8+PC/un90dLTY2dlJVFSU2Nraqlk0kuRqyIIFU78p9XQ6ETc3kdBQVk8SUdbDa1zGeZ/Pb9VrPnbs2CHly5eX1q1bi4ODg5QtW1aWLVv2zv3j4uIkOjra6IdM5/Dhd78pRUQAkbCw5P2IiLIaXuOyBtXDx+3bt+Wbb76RokWLys8//yy9e/eW/v37y7fffpvm/tOmTRM7Ozvlx93dXe0ikYGHD9Xdj4goM+E1LmtQPXwkJSWJr6+vTJ06VcqWLSuffvqp9OzZU7755ps09w8ODpaoqCjlJywsTO0ikQFnZ3X3IyLKTHiNyxpUDx/Ozs7i5eVltK1EiRJy7969NPe3tLQUW1tbox8ynWrVkts7dbq0b9fpRNzdk/cjIspqeI3LGlQPH1WqVJFr164Zbbt+/boUKFBA7UPRv2BuLjJ/fvL/U7459b/Pm8eOWESUNfEalzWoHj4GDRokJ06ckKlTp8rNmzdlw4YNsnTpUunbt6/ah6J/qUULkS1bRFxdjbe7uSVvb9EiY8pFRKQGXuMyP9WH2oqI/PjjjxIcHCw3btyQQoUKyeDBg6Vnz57/6L4caqsdzv5HRB8yXuO09T6f3yYJH+nB8EFERJT1ZOg8H0RERER/heGDiIiINMXwQURERJpi+CAiIiJNMXwQERGRphg+iIiISFMMH0RERKQphg8iIiLSFMMHERERaYrhg4iIiDRlkdEFICIiIm1klvVuGD6IiIj+A0JCRAYMELl//3/b3NxE5s/XfqVfNrsQERF94EJCRFq1Mg4eIiLh4cnbQ0K0LQ/DBxER0QcsMTG5xiOtNez12wYOTN5PKwwfREREH7DDh1PXeBgCRMLCkvfTCsMHERHRB+zhQ3X3UwPDBxER0QfM2Vnd/dTA8EFERPQBq1YteVSLTpf27TqdiLt78n5aYfggIiL6gJmbJw+nFUkdQPS/z5un7XwfDB9EREQfuBYtRLZsEXF1Nd7u5pa8Xet5PjjJGBER0X9AixYiTZtyhlMiIiLSkLm5SM2aGV0KNrsQERGRxhg+iIiISFMMH0RERKQphg8iIiLSFMMHERERaYrhg4iIiDTF8EFERESaYvggIiIiTTF8EBERkaYYPoiIiEhTDB9ERESkKZOHj2nTpolOp5OBAwea+lBERESUBZg0fJw8eVKWLl0qZcqUMeVhiIiIKAsxWfh49eqVfPzxx7Js2TLJnTu3qQ5DREREWYzJwkffvn0lKChI6tata6pDEBERURZkYYoH3bRpk5w5c0ZOnjz5t/vGxcVJXFyc8nt0dLQpikRERESZhOo1H2FhYTJgwABZt26dZM+e/W/3nzZtmtjZ2Sk/7u7uaheJiIiIMhEdAKj5gNu3b5fmzZuLubm5si0xMVF0Op2YmZlJXFyc0W1p1Xy4u7tLVFSU2Nraqlk0IiIiMpHo6Gixs7P7R5/fqje71KlTR/7880+jbV27dpXixYvL8OHDjYKHiIilpaVYWlqqXQwiIiLKpFQPHzY2NlKqVCmjbTlz5pS8efOm2k5ERET/PZzhlIiIiDRlktEuKR08eFCLwxAREVEWwJoPIiIi0hTDBxEREWmK4YOIiIg0xfBBREREmmL4ICIiIk0xfBAREZGmGD6IiIhIUwwfREREpCmGDyIiItIUwwcRERFpiuGDiIiINKXJ2i5E9P4SE0UOHxZ5+FDE2VmkWjURc/OMLhUZ4muUGp8T+icYPogyoZAQkQEDRO7f/982NzeR+fNFWrTIuHLR//A1So3PCf1TbHYhymRCQkRatTK+gIuIhIcnbw8JyZhy0f/wNUqNzwm9Dx0AZHQhDEVHR4udnZ1ERUWJra1tRheHSFOJiSIFC6a+gOvpdMnfJENDWZWdUfgapcbnhETe7/ObNR9Emcjhw+++gIuIACJhYcn7Ucbga5QanxN6XwwfRJnIw4fq7kfq42uUGp8Tel8MH0SZiLOzuvuR+vgapcbnhN4XwwdRJlKtWnLbuE6X9u06nYi7e/J+lDH4GqXG54TeF8MHUSZibp48LFEk9YVc//u8eey0l5H4GqXG54TeF8MHUSbTooXIli0irq7G293ckrdzvoSMx9coNT4n9D441JYok+JMkZkfX6PU+Jz8d73P5zfDBxEREaUb5/kgIiKiTIvhg4iIiDTF8EFERESaYvggIiIiTTF8EBERkaYYPoiIiEhTDB9ERESkKYYPIiIi0hTDBxEREWmK4YOIiIg0ZZHRBdBKZlpvIDOVhSir4fsnNT4nlNWoXvMxbdo08fPzExsbG3FwcJBmzZrJtWvX1D7MewkJESlYUKRWLZEOHZL/LVgweft/uSxEWQ3fP6nxOaGsSPXw8dtvv0nfvn3lxIkTsm/fPnn79q3Ur19fYmJi1D7UPxISItKqlcj9+8bbw8OTt2v5Bs1MZSHKavj+SY3PCWVVJl/V9vHjx+Lg4CC//fabVK9e/W/3V3NV28TE5G8AKd+YejqdiJubSGio6asoM1NZiLIavn9S43NCmU2mWtU2KipKRETy5MmT5u1xcXESHR1t9KOWw4ff/cYUEQFEwsKS9zO1zFQWoqyG75/U+JxQVmbS8AFABg8eLFWrVpVSpUqluc+0adPEzs5O+XF3d1ft+A8fqrtfemSmshBlNXz/pMbnhLIyk4aPfv36yYULF2Tjxo3v3Cc4OFiioqKUn7CwMNWO7+ys7n7pkZnKQpTV8P2TGp8TyspM1ufj888/l+3bt8uhQ4ekUKFC//h+pujzER6eXAWZUkb0+cgMZSHKavj+SY3PCWU2GdrnA4D069dPQkJC5Ndff32v4KE2c3OR+fOT/6/TGd+m/33ePG3emJmpLERZDd8/qfE5oaxM9fDRt29fWbdunWzYsEFsbGwkIiJCIiIi5PXr12of6h9p0UJkyxYRV1fj7W5uydtbtPhvloUoq+H7JzU+J5RVqd7soksZwf/fqlWrpEuXLn97fzWbXQxlphkAM1NZiLIavn9S43NCmcH7fH6bfJ6P92Wq8EFERESmk6nm+SAiIiIyxPBBREREmmL4ICIiIk0xfBAREZGmGD6IiIhIUwwfREREpCmGDyIiItIUwwcRERFpiuGDiIiINGWR0QVIST/hanR0dAaXhIiIiP4p/ef2P5k4PdOFj5cvX4qIiLu7ewaXhIiIiN7Xy5cvxc7O7i/3yXRruyQlJcmDBw/ExsbmnYvU/VvR0dHi7u4uYWFhGb5uTGYpS2YpB8uSucvBsmT+smSWcrAsmbscpiwLAHn58qW4uLiImdlf9+rIdDUfZmZm4ubmZtJj2NraZviLr5dZypJZyiHCsmTmcoiwLO+SWcqSWcohwrJk5nKImKYsf1fjoccOp0RERKQphg8iIiLS1H8qfFhaWsq4cePE0tIyo4uSacqSWcrBsmTucrAsmb8smaUcLEvmLkdmKUum63BKREREH7b/VM0HERERZTyGDyIiItIUwwcRERFpiuGDiIiINMXwQURERJpi+DAhDiQiog/FH3/8kdFFEBGR+fPny6xZszK6GJRODB8qShk2dDqd5gEkKSlJ0+PRv5PydcrIoJqYmJhhx9bjeZu5rVu3TkaNGiVPnz7N0HP18uXLcu/ePWnatGmGlUEvrecho56brPj+ydLzfABQffE5NSxbtkzu378vEyZM0PS4SUlJymI+R48elfDwcPH09BQ3NzfJly+fpmUR+d/rExMTI2/fvv3Hc/7/l2zevFnatGmTYcc3fA998cUX0rlzZ/H29ta0DIbn7eXLl+X58+dSrFgxyZUrl1hYaLv8lP75OH/+vFy7dk0sLCykbNmyUqhQIU3LYViWc+fOyfnz5yVHjhxSvHhxKV26tGZl0L82Fy5ckFy5ckn+/PklPDxcXF1dNSuDXu/evUWn08mMGTPExsZGjh49Kr/99puMHDlS87IYnrPh4eHy+vVr8fDw0LwcKcuyZ88euX//vuTKlUuqV68uDg4OGVKmfwRZVFJSEgDgyJEjWLhwIRYvXozXr1+nul1rsbGx6NatG5o2barpcQ3/3uHDh6NAgQIoVKgQSpUqhe7du+Py5csZUp6dO3ciKCgIBQoUQL9+/fDDDz9oWo6/k1HnCQCEhYXBxsYGixcvzpDjJyYmKv8fPXo0SpYsiRs3bmhaBsPnf+TIkShRogRsbGxQvXp1TJgwAa9evdK8LFu3bkW+fPlQqVIlODs7o3Hjxvj+++81K0fKsjg4OKBixYooWbIkatSogS1btmhSBv35cfr0aQQHByMuLg7nzp1DxYoVsWTJEk3KoLdjxw7kyZMHf/zxh7Jt4MCBKFGiBKZPn65pWQzfN+PHj0fp0qXh4OCASpUq4eeffzb6HDK1lNf9woULK+eJv78/7t27p1lZ3leWDR9A8glpYWGBypUrQ6fToUaNGjh+/LjygmTUB8upU6fw0UcfYceOHZofe8aMGXB1dcWhQ4cAJL9B7ezs0LRpU/z555+almXHjh3IkSMHxo0bh3Xr1iEwMBDlypXDqlWrNC0H8L9z4c6dO7h06RKuXbum3GZ4MdFSTEwMOnXqhF69ehmVUWu7du1C586d8csvv2TI8QFg8uTJcHJywt69exEbG4vWrVvD1dUVAwYMwMuXLzUrx4EDB+Dg4KAEwt27d8Pa2hp+fn749ttvNSsHABw8eBAODg5YtGgRAOCnn36CjY0NChcujDVr1pj02Pr3xLlz56DT6TBs2DAAwMWLF9GyZUtUq1ZN0/fx4sWLUaRIEQDApk2bMHfuXDx//hwDBw6Ev78/pk6dqllZ9MaNGwdnZ2ds2rQJkZGRKFOmDHx9fbF27VpNAwgAzJkzBy4uLjhx4gSA5M8BnU4HDw8P3Lp1S9Oy/FNZLnzoL9DPnj1Dy5YtsXLlSrx9+xaPHj2Cl5cXqlSpgiNHjmgSQOLj4995W69evfDJJ5/g1atXmn2o3L9/Hw0bNsT69esBJH+o2NraomvXrihVqhSaNm2qWQ3I9evX4e3tjW+++QZA8getg4MDSpQogXLlyml6Idc//9u2bYO3tzdcXFxQuXJl9OnTR9nH1AHkXY//888/w8LCQgmLWlu7di3c3NyQL18+HDt2DID2YezixYuoWLEidu3aBQD45ZdfkDNnTjRu3BjFihXDF198oUkNSFxcHIYOHYoBAwYAAEJDQ1G4cGE0b94cDRs2RMmSJbF582aTlwNIvrYMHjwYn3/+OQDg3r17KFSoEFq1aoX27dsjf/78JqsBMQweVlZWGDlypNHtoaGh6NixIypXrqxZALl79y5cXV1RsWJF6HQ6LF++HAAQERGBzz//XJMAYngdP3HiBHx9ffHzzz8DSA6t1tbWKFWqFNzd3bF+/XrExsaatDx6Dx8+ROvWrbFx40YAydd9a2trBAcHo3LlyvD09MyUNSBZLnwAyRengIAANGzYEFeuXFG2P378GKVKlULlypVx9OhRk33oT5o0CZGRkcrvU6dOxZw5c3DhwgVl27fffgt7e3vcvHkTgHYX9AMHDuDhw4c4efIk3Nzc8PXXXwMABg8eDGtra1StWhXXr183eTkePHiA0aNH49GjR7h//z48PDzQt29fXLlyBcWLF0fJkiWVb3Ra0H+DXbBgAW7duoXZs2dDp9OhQ4cOyj5avEZHjhxJ9U2kbdu26N27N968eWPyoJrW4w8bNgy5cuVCjx498OzZs3fuZypv3rzB+vXr8fz5cxw6dAhOTk5YunQpAKB+/fqwt7dH586dERMTY/KyXL9+HWfOnMHLly/h5+eHbt26AQB+++03WFtbo2jRoli7dq3JywEkB47Dhw/j1atX8PPzQ/fu3QEkX/+srKxga2trsrLcunUL2bJlw/jx4wH8772xcOFCnD59GtevX9c8gIwcORI6nQ5ly5Y12m4YQEzVBGN4bYiKisKdO3ewcuVKJCUl4ddff4W9vT1WrFgBAChRogR8fX2xePFivHnzxiTlSWn//v0IDQ3F2bNnUaBAAeXaOn36dOh0OlhbWyMsLEyTsvxTWTJ83Lx5EzY2NtDpdNi3bx+A/10snzx5Ah8fH3h5eSlVUGo6fPgwPD090bBhQzx58gRAclubm5sbKlSogE6dOiE0NBQA0K5dO7Rr184kF/J3fVDqT/axY8eidevWiIuLAwDMnDkTNWrUwOjRozX5kE1MTFSen379+qFDhw6IiooCAHTt2hXu7u5o3Lgxnj9/bvKyREREICgoCHPmzAEAREZGwt3dHQEBAXBxcUHbtm2Nyq0mw9f+7NmzMDMzQ9WqVTFw4EA8evQISUlJ2LBhA9zd3fH06dNU91HT27dvjcpl+NwPGTIE3t7emDJlivI6aXXeJiUlKd8SP/30U/Tt2xcJCQkAgP79+8PPzw+DBw826Wujp6/N3Lt3L8qWLau8l48dO4bq1aujX79+uHv3rqrleFdZ9A4ePIjy5cvj9u3bAJL7YAQEBGDUqFEmqVJPTEzEvHnzkDdvXowePVrZPmXKFNjZ2eG3334DAFy6dAkdO3ZE9erVlRpOU0hKSsKLFy/Qrl07DBkyBM7OzggKCjLaJyIiAgMHDoSnp6fyPlfz+Ho9evRA06ZN8fLlS0RGRiIxMRGtWrXCkCFDlPdXo0aNkCdPHnTp0kXVcgDG75+03g8LFy5EkyZNlKC+YcMGtG/fHuPGjTN6/2cGWTJ8AMlt9/b29qhdu3aqb/KRkZGoXLmycuFQU0JCAjZu3IgqVaogMDBQ+cC4efMmQkJC4O3tjXLlyqFhw4bo3r07atWqhQcPHgBQ72Ju+Dhr1qzB/PnzldStN3jwYPj7++P+/fsAgBYtWmDx4sXKfdW8kOsf8/79+wgLC1M+OPTq1atn1MTRu3dvzJ07F48ePVKtDH9nwYIFuHDhAh49eoSSJUuid+/eiI2NxdChQ6HT6VJdzNRg+Bzrqz3PnTuHNWvWoGDBgvDz88Mnn3yCy5cvo1SpUvjiiy9UL4Oe4YVn6NChCAoKQrly5TBmzBgloA4YMADly5fH1KlTlQCiJsPnY9euXdi2bRtOnjxptE+zZs3QsmVL5fc2bdpg3bp1qp+3+sfbv38/Jk6ciLFjx+LFixfK7T/99BNcXV3x008/AUjukNurVy+ThGV9WX755ReMGzcOo0aNUmqggOSmOVtbW6UswcHB+Pjjj00a3B89eoTp06fDy8sLEydOxOzZs5EvXz6lDPoyX758GU2bNkVAQIDR8/dvJSUlvfM6qf8ys3v3btjb26d6zz548ADDhw83yXUfAMLDw1G5cmUcPHhQ2RYXF4caNWpg4sSJyrbOnTvjzJkzJg3Ly5cvx9ChQ/HNN98ozwuQfJ7a29vj2bNniI+PR7NmzYwCZGYKIJk+fOif8NDQUPz++++4ffu20uRx/fp15M6dGwEBAUoAMcWHq55hH4/Vq1ejUqVKaNq0qdGLDwBbtmzBZ599BgsLC+h0OkyaNEn1sgDJJ5q1tTUqV66Mjz76CO3bt1cuSOvXr0e5cuVQqlQplClTBsWLF1dCgSm+0YaEhMDFxQXFihWDt7c3rl69CiD5zdmrVy8EBARg7ty5GDJkCBwcHDKsCvCbb75BYGCgEnyWLl2KChUqqN4zPGWP+EaNGuH48ePKtri4OCxfvhzNmzdHnjx54ODgAB8fH+VcMlXtR4sWLVC6dGksXLgQW7ZsgU6nw+DBg5XbBw4ciPLly2PEiBEm6zQXHByMnDlzonjx4rCwsMCCBQuQmJiIxMRETJgwAX5+fmjQoAGqVKkCLy8v5YKp9nt69+7dsLKyQo0aNZA/f37kz58fp0+fBgBcuXIFdevWhaenJ3x9fWFra4tz586penxDe/bswUcffYT69evDwcEBRYsWxYEDB/D27Vvcu3cPLVu2hLOzM8qXLw8bGxuTlkV/7j1+/BjTpk1D0aJFodPplBqPlB9gV69eRXh4uCrHTqtvT1JSUqrXfs+ePXB0dEwVQEz14TpnzhzUr18f7du3N3pfJCYmolGjRihdujSGDBmCatWqoWTJkkp5TfE5NHHiRFhbW6NRo0bQ6XRo0aIFjh49CgA4f/48KlasiLx586J06dIoUaKESa/76ZGpw4fhcLMCBQrA3d0dbm5uqFu3rvJkX79+HXny5EFQUJBR/w+1n2jDx5szZw7atWsHDw8P6HQ6NG7cOFUAAYCTJ09i0KBBqFq1qipVtfoTOSkpCTExMWjWrBn++OMPREdH48SJE7C3t0fjxo2NqtwmTpyIUaNGKSegKd6ct27dQpEiRTB37lxs3rwZgYGBsLe3x+HDhwEAx48fR5MmTVC8eHGUKVMGZ86cUb0MevrX6cKFC/jhhx9w9epVo9euX79+KFWqlPL70KFDMXr0aJN1aBw+fDicnJywadMmREREAEh9Qdq5cydGjhwJKysrzJ8/3yTlAJI/bEuWLKmci8uXL4eNjY3SdKnXqVMnjB07VrXjGnb+vnPnDqpUqYI//vgDoaGhWLBgAczMzDB58mQAQHR0NCZOnIjOnTujZ8+eJj1vx44di0WLFiEpKQmRkZFo3LgxHB0dlebakydP4uuvv8a4ceOMRkeZwrhx4/DVV18BSP5b69atCxcXF+zfvx9A8ofK0qVLMX78eFXL8q6aBv22yMhITJs2DZ6enhgxYoRyuylej/nz56N8+fJ4+/at0XtEfw7cvXsXQ4cORWRkJBISErBnzx64ubmhSpUqqpfFUGxsLKZOnQp7e3v4+voq2/U1hm/evEHTpk3RsGFDtGzZUvmSqlbwMHyct2/f4uOPP1aC4OXLl1GsWDE0adJEGYZ89uxZzJ49G7NmzTLp+ye9MlX4SKvW4ujRo8iRIwcWLFiAmzdvYtOmTWjZsiUKFy6s9M6/efMmdDodWrVq9ZcjUNQwY8YM2NjY4Mcff8SpU6cwduxY+Pr6omHDhkoTjGEZ/vjjDzg5OeHAgQPpOq7hc3Lz5k2cOnUKvXr1wsOHD5XtZ8+ehYODA4KCgtLsnKfmCWh4wYqMjDSq2ouLi0PLli2RN29eJYA8e/YMz58/V54jU9q+fTty5MgBDw8PmJubY+rUqbhz5w6A5G9MhQoVQmBgIDp27AgbGxuj0KqmAwcOwM3NTanxiI+Px8OHD3H48GGlI7JeYmIipkyZgjp16uD58+fpCs+xsbHo1KmT8jfrrVy5ErVr1waQ3Ek6d+7cSm/9W7duYc+ePakeK70h3vC8ffbsGS5evIihQ4caNc0tWbIEZmZm76whTNmM92/p/5bbt2/j8uXL6Nu3r/L3A8Dr16/RuHFjODg44Pfff1flmH9Xllu3buHixYsYPny4UVkAoG7duqpcO/7Ku0K34XP+6tUrTJs2DV5eXhgyZIiyXe1v9SdOnFBqsPXXUP2/oaGhcHJywueff648dwkJCdi5cyeKFStmslpLvUePHmHevHkwNzdHcHCwsl3fxy4pKcnouq/WOWtYlrNnz+LMmTPo06ePUc3xuXPnUKxYMTRu3NhoHhS9zBg8gEwWPvQp39D06dPRsGFDo21nzpxBs2bN0KRJE6VtNDQ01OTfTmJiYhAUFIQxY8Yo296+fYtVq1bBw8MDzZs3V5o9DE8+Hx8fLFy4UJUyDB06FAUKFICrqyvs7OyM2h+B5BPU2dkZlStXNkm7PfC/C+eePXvw+eefo2bNmmjYsKFRG7Q+gJj64mkoMTER0dHRCAgIwJIlS/D8+XPMmzcPzs7OGDZsGO7fv4/Xr19j1apVaNCgAVq2bGk0Qklte/bsQbly5fDgwQOcPn0aI0aMQJEiReDu7o5atWrh4sWLRvtv27YNnp6eadaivY+IiAjkzp0bVapUMbpI/fjjj/Dz88MXX3yB3LlzG4WN7777DgEBAUY1dGrWHo4cORIVKlSAi4sLSpcunSp8LVmyBNmyZcOIESNSdYxV05YtW5A3b154eXlBp9Nh5syZyjdYIPnDpHnz5rCwsMCpU6dUPXZK33//Pezt7VGoUCHodDqMHj06VVNXYGAgLC0tlfe5ms/HP6lpGDJkCKKiopQmGG9vb/Tu3Vu1MqTl+PHjKFasmFJT+OLFC7i4uKBbt26p/v6EhARVay1Tftjv27cPt2/fxuvXr5GUlISZM2fC1tbWqGYw5RdeU/TtGzx4MFxcXGBpaYns2bOnGmF04cIFlCxZElWqVMH58+dVOb6pZZrwsW/fPri4uODRo0dGF5/JkyfDw8MD0dHRRvuvWLECbm5uRt/8tdCwYUO0bt061faPP/4YOp0OlSpVMup4tXr1alhbW//r4a2Gb4aQkBAUL14ca9euxYYNG+Di4oKaNWsq/Sv0/vjjDzRq1Miko1r2798PCwsLNGzYEOXKlUO2bNmwceNGo6Fl8fHxqFevHjw8PEw65l3/Jo2OjkZcXByGDBli9KG7aNEiuLi4YOjQocoFDYCqfRrSmlfm7NmzyJYtG+rUqQNbW1t069YN69evx08//YSCBQummtRrxowZyJs377/uiJuQkKDUeN27dw/FihWDv7+/8lxcu3YNtWrVQs6cOY2GOT98+BDly5c36vuRXobn3po1a+Dm5oYZM2Zg2LBhSj+Tx48fG91nzpw5qFq1qsmaTK9fvw5fX1/Mnj0b+/fvR8uWLZErVy78+OOPRgHk9evXaN++vUm+zOjLcvPmTVSqVAlz5szB77//jiZNmqBo0aJYt25dqvdKs2bNTDI8/p/WNOhfyydPnmDMmDGoWLGiSTuLHz9+HN7e3ihTpoxynMOHD2s6DH3EiBEoWrQoChcujNKlS6NDhw64efMmXr58iTlz5iB37tzKMGRTl+XIkSMoU6YMfv75Z+zYsQMVK1ZE3bp1U80WferUKbRv3z7DJk18X5kmfDx+/Fj5YNAPKQOS+3sUK1YM33//vdGHxZkzZ1CkSBGTTZqV1guYmJiISZMmoVy5cjh27JhRSJo1axbq1auHYcOGGd334sWLqlzEdu7ciSFDhhgNI7t79y4cHBxQp06dVAHkr/6O9Hr48KHS01qvQ4cOyJUrF7Zt22Z0IY+Pj9ekc2lISAgqVaqEggULolChQqmGWX/zzTcoUKAA+vbta3R+qSFl08KbN2+Uc/Xo0aOYNm0afvjhByWUvn79GmXLlsWPP/4IIPlCExUVhVGjRv3rjoTx8fHw9fXFl19+qcwIahhA9B0C169fDx8fH9SqVQszZ87EzJkzUapUKTRq1Eh5LDUv8kePHsXgwYOVie+A5L5IOp0OQ4cOTRVATDU54IkTJzB16lT07NnTaHvLli2RJ08e7Ny50+RNtnqnT5/GkCFD8Mknnxgds1WrVihZsiTWrl2r2QRVwD+radD/+/Tp03TXzKWkf+wbN24oI1V+//13VKtWDSVKlFACiFbNB/Pnz4ejo6NS2/TZZ5/Bzs5OqcF99uwZ5s6dazTZmal8//33aN++vVFTz7lz51CnTh0EBAS8c7mKrBBAMk340Ltx4wasrKyMhi41btwYnp6e+O677/D48WO8ffsWQ4YMgZeXl0n6EBi+cL/88gu2bt2KHTt2ID4+Hq9evULZsmVRrVo17N27Fy9fvsSrV6/QvHlzTJ8+XXkjvX37VpULaFJSEp49ewZ3d3fodLpUVZ737t2Do6Mj6tevr8n06X/++Sc8PT1RtGhRow8UAGjfvj3s7Ozwww8/aDa5jr5MuXLlQnBwMPr27QsnJye0b98+VZPKnDlz4OXlpeq3NsNzZebMmahTpw78/f3RvXt3ZZizPozFxcXh+fPnCAwMhL+/f6qLaXo//AYNGgRLS0ssXLhQqSnUBxA/Pz+llnD79u3o06cPXFxc0Lx5c2Xq7JR/T3okJSXhzz//RPbs2ZEtW7ZUcy/oA8iIESNSvR6m+IbbqVMn6HQ6lClTxmgYK5AcQBwdHbFlyxZNAkiPHj1gY2MDLy+vVLVvrVq1gre3N5YtW6bZFN0ZVdMAGA8q8PT0VIbgJyUl4ejRo6hatapRAFGrL8W7ypKYmIi2bdtixowZAJK/9NnY2Chr2bx+/RqvX7/GixcvsGnTJpOWJzIyEk2bNkWePHmM5iIC/hdAGjZsiE2bNpmsDKaUYeFDf5EzfLPrE/WYMWOQN29eo+lymzZtihIlSsDR0RE1atRAnjx5TDpqAkgeqeDu7o5q1arByckJ9erVw5kzZ/Ds2TP4+/ujTJkycHd3R+nSpVGsWDGTDmkKDQ2Fv78/ypYtm2p0QlhYGHQ6Hfr376/6cdPSq1cvmJubY+DAgan6lXTs2BE6nU75Vm9qFy5cwPjx4zFu3Dhl25o1a1C+fHl07949VSAz1dwIwcHBcHBwwJIlS/D111/D19cX5cqVUwJIbGwsJk6ciMqVK8Pf318579P7bS4mJsZoCO/48eNhZmaGBQsWpAog5cuXN2qmTDkvgym+LW3btg1OTk5o1qxZqlrKTZs2QafTKbPwmtqAAQNgb2+PBQsWpDpv69Wrh8KFC2uyjkxCQgKGDBkCd3d3TJw4MVWTcv369VGpUiWT99nKLDUNP//8M6ysrLBw4cJUQfTo0aOoVq0aypQpY/Imdn34qFu3Lg4fPoz9+/fD2tpaWecnPj4eS5cuTdUxW+0O0YYuXbqETp06wc3NLVUty/nz5+Ht7a1qc6mWMrTm4+bNm5g8eTISEhLw3XffwdzcHM+ePcOjR48wdepU2NraKkPwgORZB7/++mssX77c5IvlLFu2DM7Ozkrv4blz5yJbtmzKJDsvX77Enj17MGPGDHz99deqDWn6qw+AGzduoEyZMggICEjViTNlXxlT69OnDwoWLIjFixen+hDr0aPHO5uB1BQREYGAgADkyZNHWQNDb9WqVfD19UWvXr2MmjJMEQx/+OEHlCpVSmnq2bFjB6ytrVGoUCF4enoqTR7Hjh3DpEmTlHMlvRetpKQk1KxZ0+g9AiSH93cFkIoVK6bZDKbmqJaUNm7cCFdXV/Tr1y9VE+S+fftU//ZoOGou5WN/8skn8PT0xNKlS1N96JuieVBflvj4eKPnKD4+Hp9++ikqVKiA6dOnpxqdZqqmyoysaUhr7ou4uDi0adMm1Rcnw+P+/vvvKFmyJCpWrIjExETV3sPvOmdbtWoFFxcX2NjYGC3gFxkZidq1a2PBggWqHP9dZdHXGuu3/fnnn+jYsSOqVKmSqqPpjRs3skQTS1oyNHwsWrQIOXPmRKtWrZA9e3asXLlSuS0yMlIJIFOmTNG8bAMGDFCGlX333Xews7NTOum9fPky1YULUDd4LFq0CH379kXz5s3xyy+/KBOrXbt2DaVLl0ZgYGCqkS5qlMGQ/k1+7do1HDlyRFnzQq979+7w8PDA4sWLTfYt7e9s3rwZVapUQeHChVONTvj2229RqFAh9O/f36gfitr279+vNF38+OOPyJs3LxYuXIhff/0VefLkga+vb6phr2q9ToZDDA1rFv4qgBQuXDhV00N6GJ63GzZswNSpUzF58mRcvnxZOYfWrVv3zgACqP/t8eeff0avXr1QtWpVLF261KgGrHPnzvD09MSKFStMet4ajgrr0aMHKleujIULFyo1tvHx8ejVqxf8/Pwwa9YsTRbPAzKmpkF/joSGhmLp0qVGtdYVKlTAhAkTAKR+X+hrDk+ePKnqzKUp++Vdv35deS/du3cPfn5+KFy4MJKSkvDq1Ss8fvwYDRo0QKVKlVT/kmdYlgULFqBt27Zo0qQJ5s6dq1xvz507pwSQtFY0zqzDaf9Khvf56NmzpzJRV8pv0PoAkjdvXqNqdVPS99UIDAzEkiVLcOrUKVhbWyudK9++fYv58+djw4YNJkucw4cPh729PQYPHozGjRujZMmSGD9+vPIN+vr16/Dx8UG5cuVM1vSkv3CGhITAzc0NXl5esLGxQd++fZUJ3oDkAFK8eHHMnTs3zUBmijKltG3bNtSqVQuNGzdOFUA2bNigagdTw2Fs8+fPV/qVRERE4M2bN6hdu7bSC16/IJg+YP/V3/BvGDZZjho1ChUqVDAKpGkFkNDQUKM+HmoaNmwY7O3t0apVKxQtWhS1atXCqlWrjAJI/vz50bFjR5Ousrlt2zZYW1ujd+/e+OKLL1C0aFF07NhRmXMGALp164Z8+fLh22+/NWnfhm3btiFHjhwYNGgQBgwYgMqVK6Nx48Y4cuQIgOTXsE+fPvDw8MBXX32lalkyS02D/vgXLlyAp6cnmjdvrtQgA0CNGjWMZirV73/v3j1Mnz5dCSBqMfx7hgwZgkKFCsHW1hYVKlRQhtD+/PPPKFy4MFxcXODj4wN/f3+UK1dOtebStAwfPhz58uXDpEmT8Nlnn6Fs2bLo2LGj8t49d+6cEpwNn7+sKkPCh+GLP3ToUHTs2BFubm4YNWpUqovSo0ePMGrUKLi5ueHJkyeqXyjeFSDmzJmDHDlywMLCAhs2bFC2R0dHo27duiYLQytXrkTBggWVaZ4PHDgAnU6H4sWLY+TIkcq3EX1boCmr3Pbu3YvcuXMrc5SsWLECOXPmROvWrY0+5Nq0aQNfX1+TrjWhf91///13zJs3D1999RV+/fVX5fbvvvsOdevWRaNGjZTnTm3nz5+Hj48Pxo0bhwEDBkCn0xlNUBYaGgpXV1dlsqiIiAi0adMG+/fvV/11Mny8w4cP4+7du/Dy8kKTJk1SBZBs2bJh4cKFqb7lq/leWrhwIfLnz6+EP31/jooVK2LZsmXKsZYuXYqmTZua7Lw9f/48ChcurKyKm5CQADs7O7i5uaFVq1bKxIRActNhyvlG1C5L0aJFsWzZMgDJNaa5cuWCh4cH6tevr4T4uLg4DBw4UNWQnNlqGq5cuYLcuXNjxIgRqaZi37lzJwoUKICBAwcabR82bBh8fHyMVhBPL8PzbuvWrXB3d8eePXuwY8cOfPnll0pQBJL7ac2dOxdfffUVNm7cqDxXpuhkunbtWnh6eiprHW3fvh2WlpYoUqQImjdvrtSAnDx5EhMmTMiSNR0paR4+9BehX3/91aiZZe7cuXB1dcWoUaOM2jv1H7Yph+SpwfBEPHToEHbv3q2sVBgREYGWLVvC1dUVJ0+eRFxcHEJDQxEYGIjy5curdgIankRxcXFYs2aN0tM6JCQEuXLlwpIlSzB48GDY2tpi9OjRqaZqN8WF/NWrV+jWrZsyxOvOnTsoUqSIst5FUFCQ0TdJ/eJ5pmDYTp07d24EBgbC19cXlSpVwqxZs5T99FO7V6tWDWfPnlW9HC9fvsTYsWPh6OgIa2trJeToz4VXr16hWrVqqFWrFnbs2IE6deqgdu3aqq/zYPg4bdq0QeHChQEkB9ISJUqgUaNGqQKI4QrQajA8b2NjYzF+/HjMmzcPQPLrlCtXLkybNg21a9dG0aJFsWLFilR/v9qLxMXHx+PkyZMYPnw44uPjcefOHRQsWBD9+vXDtm3bYGVlhTZt2qSaX0VN+rK8fv0aFy5cwGeffYa4uDjcuXMHhQsXRp8+fbB161bY29sjICAgzYkV0yuz1TTExsaiVatW6Nu3r9H2+Ph4RERE4OjRo5gxYwbKlCmjrBzcpk0b2NnZmeR9DCT3NerRo4fRrLqvX7/Gpk2bYGdn985O0Gp96KdcnXbr1q1Kx9EffvgBefLkwVdffYWvvvoKdnZ26NChQ6ovd1k9gGRIzceWLVuUJYcNv6XOnTsXbm5uGDlyJC5cuIBx48bBysrK5G2hQ4cOhaOjI3LkyIEKFSpg1apVSExMxB9//IGWLVvCwsICHh4e8Pb2RuXKlU1S9TZjxgwcPHgQd+7cwaNHj3D//n2ULVtWGaIYEREBe3t7uLm5KU1AppqM6cqVK3jy5AkOHjyIq1ev4vnz5/D29ka3bt0AJNfOWFtbv7PfiSkcOnQILi4uSs/z48ePw87ODq6urka1UGvXrkXz5s1Vr9bXXyw2bNiAvHnzomTJkhg3bpzRuZCUlISQkBBUqVJFCWpqr/Ng6Ndff0WnTp2Mvr1fvHhRCSD69R+A5EBgCmvWrMG1a9dw6dIlPHr0CNevX1ea4YDkCZJsbGxQsmRJhISEADBNp98tW7Zg/vz5ePDgAUJDQ5GYmIh27dqhS5cuypwZVapUQZ48edCzZ0/ExMSYrLll+/btmDJlCp48eYKwsDAkJSWhffv26Ny5s9KZsFatWnByckLr1q1NUpbMUtMAJIeMqlWrGnXU3LNnDwYOHAhra2uULFkSfn5+OHjwIDp37oygoCB0794dly5dUuX4hs9tYmIirly5Ak9PT+TMmVOp5dCLiYlBp06d0LlzZ2WxQ1OaOnWqMoolPDwcz549g5+fH7788ksAydf9QoUKIXfu3EofxMy2QNy/pXn4OH36NPLkyaNURaa0YMECFClSBCVLloSLi4tJ1lgwnDjn/Pnz8PPzw4kTJ3Djxg20bdsWfn5+WLhwoRIu9uzZg3Xr1mHfvn2qVb0ZntTffvstzM3Nce7cOaVsx44dQ9GiRZXkf+bMGXTu3Bnz5s0zaeINCQmBlZUVTp06pVTTr1u3DlWqVFEmIfruu+/g7e2NoKAg1b8lvcvMmTPRvXt3AFC+RbZv3x79+/eHg4ODUQ2Imn1PUl58bty4gStXrmDMmDGoUKECgoODU50LMTExuHv3rnJfU1TTzp07F15eXqhYsaIyPbb+OBcvXkSpUqXQuHHjVOuFpPdimnJeE3Nzc1y9elUJWZs3b0bZsmWVGsudO3eiVatWGD16tMmWGL958yYsLS2VphYg+TXw8/NTFmt78+YNunbtitmzZ6uyyOO7ynL58mXY2NgoX2AAKHMD6cvy+vVrdO7cGTNmzDBJjWFmq2mIiopC8eLF0bNnT1y5cgVTp05FsWLF0LJlS8ybNw/Lly9HsWLFTLr0e8r5W3788Ud4e3ujWLFiqUYODh8+HFWqVDHJnC+G74H169fD0dHRqJ/amTNn4O7urrwO165dQ5s2bbBly5YsO6rlXSxEYxcvXhQfHx/p2LGjJCUliZmZmSQmJoq5ubmIiPTr10/Kli0rsbGx4unpKQUKFFD1+PpjiogkJCSItbW1+Pj4iJ+fn5iZmcnKlSulX79+smbNGklKSpKePXtKQECA0WMkJiaKhUX6njp9GXbt2iWJiYmyfPly8fb2FgAiIhIbGys6nU6OHTsmOp1Oxo4dK/ny5ZMBAwYoZdA/Z2qJjY2V8+fPy5QpU6RcuXLK9pcvX0pUVJQ8ffpUHB0d5dy5c9KhQwf59NNPxc7OTtUy6AEQnU4nBw4cEHNzc+nbt69cuHBB3rx5Ix07dpQaNWrIypUr5fLly7J+/XoZPXq0vH79WkaPHi02NjaqlMHwXPn9998lZ86cYm1tLR4eHjJo0CBJSEiQ/fv3i5mZmUyaNEl0Op0MHz5cPvnkE/Hy8lIeI73nSlpy584tuXLlkosXL8r58+fF19dXdDqdvH37VkqWLCmbNm2SGjVqSM2aNaV+/frK/fR/z7+lv//58+fFyspKtmzZIsWKFZOkpCQREXn9+rXExcXJmTNnxN/fX5YuXSply5aVCRMmiIi6561Op5PDhw/L06dPZdCgQdKzZ08RST53oqOjJVu2bHLjxg355Zdf5NChQ3L48GGZNWuW5MmTR5XjpyzL8ePHJSwsTHr16iVdunRR3stxcXHi6Ogop0+fll9++UV+++03+f3332XmzJni4OCgelksLCwkIiJCatSooWz7+eefZc+ePbJ8+XIpUKCA5MiRQ7766itZuXKlhIaGipOTkxw7dkw5b9Vka2srX3/9tQQEBMjevXvl2bNnMnPmTKlTp454eHhIQkKCbN68We7cuaPcJ73nqd5PP/0ku3fvlsOHD4uDg4MULVpUvvzySwkKCpKPPvpIRo4cKQsWLJDExESpU6eOPH/+XI4dOyYFCxaUbNmyqVIGQ/q/a/fu3RIaGiojR46UcuXKKe8LGxsbyZUrl6xYsUK6du0qo0aNkpw5c0qLFi1Ep9OZ5LqfYUyRaP6qbXfatGlwdXVVxrUbViEZjqIwtYkTJ8Lf3x/FixdXVvrUi4mJQdeuXVG5cmWjeRnSK2V12a1bt2BmZgadTqd8czfc55NPPkGBAgXg4uICPz8/JYmbotrt5MmTyJMnD8qXL5/q2/LevXtRtGhRVK9eHbVr10bOnDlNNpuq4d924MAB5MiRA99//72y/cyZMyhTpoyyKNv169fRuHFjTJs2TdUOcob0ozjc3d3h5eWlTDL0/PlzBAcHw8/PDw0bNkRgYCAcHBxUnxvhXd8Ct23bhooVK6J+/fpKh8KkpCTl+KaqlTp69Ch0Oh2yZ8+OLVu2GN0WFhaGihUrokCBAnBzc4OPj49q523K+8fGxqJWrVrQ6XQIDAxMtf/y5ctRtGhRFCxYEAUKFFC1I7L+mqZfkj4hIQGVK1eGTqdD3bp1Uw3tXr58Ofz8/ODi4oLChQubrFM0kDlqGtJy7949nDp1KlX/vcTERLRu3RqjR49Wnk81LFu2DLlz50b37t0xdOhQ1K9fH7lz50aRIkWUz5offvgBZcuWhZ2dHWrUqIEWLVrA39/faLXa9Eq5aF9kZCR0Oh10Oh2GDx9utO+bN28wefJkFC9eHK6urkbN/B9azYfJml2uXLmCESNG4NatW0Yn9rZt21CoUCGEhIQo0wfr29ZatmypTGOrNsMXbtWqVbCzs8P06dOVZauHDh1qVM0WExODZs2aoWfPniZrY0tMTMTu3btRuHBhBAQEpDnr68mTJ43WkVFjYqq03L17F40bN4ZOp1M+UAyPtWXLFgwePBiffvqpam2xf+X+/fuYNWuW0iFMX+6zZ88iX758ShX7yJEj0aRJE1Wn2Td8jk6dOoWCBQviyJEj2L59Oz799FOYm5tj586dAJJnCf3666/RsWNHdOrUSbX+QGlV+S5atAjffPON0eirjRs3ok6dOmjcuLFSVaufqVFP7YtWTEwMZs+eDSsrK4waNUo5pv5vvn//Pnbs2IHvvvtOlfM2ZfkNn5tbt26hdevWyJ07txKIDY91+fJlXL58WbXmjZRlMXydX7x4gWbNmiFPnjxGs87q3bhxQ9Wy/BX9wo8FChSAjY0NFi9ejBs3bgBIfv7q16+Pjh07KvtnVD+CuLg4jB49Gi4uLqounrd7927kyZMH33//vbLt9evX2L9/P3x8fFCoUCGlL8zu3btRunRpVKxY0aijqSnnBrpy5QqcnJxQrly5VNfTN2/eICwsDKdOnTJp021GM0n4iIuLg5+fH3Q6HTw8PDBw4ECj+ecbN26MIkWKYNOmTXj69CmePn2KUaNGqX4CpmXnzp2YMmWK8gEbGxuL4OBgVKxYESNGjDB6kd+8eWP0DSc9Tp06hRUrVqB169bo0qUL9u3bp0wnv3v3buTOnRvt27dX9k/rw0etScxevXqFsLAw7Nu3z6i9MTw8HA0bNoS9vb0yQ6mplov+K7dv34ZOp4OdnZ3S8Urv0aNH6NmzJ5ycnFC8eHHkzp3bZD3i58+fj3Hjxhn1iH/48CH69OkDMzMzZQr5lBeG9F4oEhISUL16dXz22WfKtqCgIGW+Ff2iX3obNmxAvXr10KRJE9X7SF25cgU//PADhg8fjunTpyM0NFQ5J6ZOnZpqevS0ztH0nLf6czYsLAyrV69G69at0axZM8yePVv5ML1//z5q1qwJNzc3ZTI3U7bXh4WFYdmyZWjevDnq1auHGTNmKO8j/YinwoULK7VzGfXBrnVNw/tau3Yt+vfvD0dHR9XmK9L/Lf3790fXrl1TbU9MTMThw4fh5uaGhg0bKrf/+OOPqFSpEtq3b59qrqD0OHHiBGbOnImaNWsiKCgICxcuVGbn/vPPP2FjY4OmTZv+5TDrrD6q5V1MVvMxY8YMzJkzB/v27cO4ceNgZ2eH1q1bY+3atQCSF3Py9fWFtbU1/P394eTkZPK1Wk6ePImiRYvC1tbWaO2RqKgoJYCMHDky1YdHer85rl27FqVKlUK9evVQuXJllCxZEjqdDt26dVM+5Hfv3o1cuXKhQ4cOyv1MMeHQtWvX0Lp1a5QuXRrZs2eHTqdD06ZNsXv3bgDJvavr1asHJycnJQiaOnXHxMTg8ePHOHDggNJUsH79euh0OrRp0yZV7/vbt29jx44d+Prrr002T8Pjx4+VmiB9xz396/Hw4UN89tln+Oijj1KNIknPa2Y4TPPLL7+Ek5MTgoOD8eDBAwQEBODZs2cICwvDpk2bYGNjg48//li578aNG+Hj45NqAbf02LBhA/z8/ODr64siRYrAysoKjo6O+PLLL5VOvZMnT4ZOp1Nm/1WT4fTS3t7eaNCgAapVq6a8LhUrVsT27dsBpB1A1KzxMSxL6dKl0bhxY9StWxetWrWCmZkZypUrpyy0+OrVK1StWhVFihTRpJbwfZiqpuF9Xb16FTVr1kTz5s1VXZlcH6bKlSunjA5JeR68fv0agwYNgpubm1GN6Y4dO1C5cmUEBQUpy2qkx5o1a1C8eHE0adIE7dq1Q5UqVZA3b15UqVJFWfLh/PnzsLGxQbNmzVRfbTuzM1n4OHDgAOzs7JRJUx48eIDx48fD3Nwc9evXxzfffIMVK1Zg8+bN2L59u0l6oKf04sULzJs3D+7u7mjatKnRbdHR0Rg1ahQKFy5stFR8ei1ZsgQ5cuTA6tWrldEiADBhwgTY2tqiU6dOyrDQPXv2IF++fGm2X6eH/s13/vx5ODs7K3MNnD17FmvWrEG+fPlQpkwZpTYoPDwcAQEBcHNzM5pEyxSuXbuGzp07o3jx4siePTtsbGzQvn17hIeHIyQkBDqdDpMmTUo1+63a0goNZ8+eRceOHWFlZaXUKOj3i4iIQPv27VG1alXVj79t2zYcPnwYCxYsQN68eVGnTh1069ZN+Qb05s0bbNmyBba2tkYBJK2q/n9ryZIlymqet27dQlJSEiIiItCwYUPky5cPEydORGxsLBISEjBt2jRYWFhg5syZqh1ff86eO3cOtra2GDZsmNH8P4cPH0b+/Pnh6+urzNsRGhqKevXqIUeOHKoOtU5ZlqFDhxoNX927dy98fX1RunRpZYnzqKgo1K5dG7lz5zb5e+ifMkVNQ3o8evTIZO/runXrok6dOsp7xnCEI5A8dF8/SaBhONmyZQvq1KmT7v5SixcvRvbs2bFmzRqjgDN//nyULFkS5cuXV754/vnnn8idOzeqVaumSZNcZmHSobZDhgzBxx9/rPTtaNu2LYoXL45OnTqhXr16MDMzUyYmUtu7Or2+fPkSX3/9Nby8vJShm3pRUVFYvHixatVca9asgZmZGXbt2pVmmSZPngxzc3OsWLECQHINw/bt2xEYGKj6hFQXLlyAlZUVxowZk+qxz5w5g4IFC6J8+fLKuht3795FxYoVUaxYMZMtM64PQ71798bq1atx5coVDB8+HIUKFUKxYsVw7949Zen1qVOnmmwdjr/qIP3nn3+iZcuWcHBwUL4N6S9gT58+VeV1Mgweffv2Rc6cOREZGYmoqCgsXLgQrq6uqFGjhtF94uLisHXrVtjZ2aUKq+mtMVu9ejXMzc2V8zYl/TLf+inCX716hZEjR6JKlSqq1tZdunQJNjY2Sr8S/ftSfz6eOHECuXPnRps2bZT73Lx5E02aNFH9W/2VK1eQI0cOZU4ZfVn0//76669wd3dH8+bNlVqh58+fIygoSGkeykimqmnIbPTn39ChQ2Fvb49t27alOcnf2rVr4e/vr8whZXjepndl43Xr1kGn0xlNIGf4+IsXL4arqyuGDh2qzEFz7tw51KtX74PrVPpXTBo+vv/+e2Uhnu7du8PR0VFpB71x4wYWLlyo/K4mwxdw6dKl+Pzzz9G+fXuEhIQgMTERb968wcKFC1G6dGn06NEjzcdITwBJSkrCvXv3kC1bNjRo0MAo+absDBgYGAgfHx+ld/W7/o70uHv3LnLmzGl0kdav2aA/xu+//w6dTofp06cr+9y/f99kNVLnz59Hjhw50pwn47vvvkOZMmVQoUIFvHnzBosXL0a2bNkwZswY1QOI4XO8ePFifPzxx+jYsaMypTyQHNxat24NR0dHpSbvXY/xvgwvSoMHD4a9vb1Rm/PTp0+xYMECWFpaYujQoUb3jYuLw7p169CrV69/ffyUzp07B51OZ/S+0JfR8MPfxcXFqMNiXFxcqm+X6ZGQkIDatWsjV65cRs95yg+SpUuXQqfTGa1crHYzYVxcHJo2bQpHR0ejD5SUr/vixYthbm5utP5PZpoQypQ1DZnN06dPUaBAAZQuXRo//fST0TmRkJCAhg0bokOHDkavjxrnr35ySG9vb6X5z7C/iV6bNm3g6emZ5rn6XwkgJp9krHr16jAzM4OLi4vRBUILQ4YMgb29Pdq0aYNGjRrBzMwM/fv3R2RkJGJjY7FgwQL4+vqiZcuWJjn+4sWLUbBgQQwZMiRVe57+pJs6dSoKFy6s+qyChsLDw1G4cGE0atTIaD0Uw2mpAaBFixZo0qSJUlNlKvfu3UO+fPnQunVro7IYvhGXLl2KnDlzKqNapkyZgty5cyuddNVgWMU5fPhwuLi4oG/fvhgxYgQ++ugjZZEpIDmAtG3bNtV6LulheJGbMGGC0bclw9qmFy9e4KuvvkLu3LlTDc0zDMlqfdB16dIFJUuWTHO1Yv0IgJ49e6JGjRqploJX88P26tWr8PHxQYMGDYxm0jXsJHn69GlYWVmlmihKbSdPnkTdunXRoEED7Nixw6gs+tfgypUrsLa2/iAW/crK9K/H+fPn4erqivz586NPnz44cuQIVq9ejQYNGsDLy8tkUxesW7cO9evXR9OmTZWFJ1Nea/VLEISGhmaqgKolk4UP/RO6a9cueHp6Ytu2bUbbTe3gwYNwdnY26jj03XffIU+ePMp6JS9evMDUqVPxySefmKRzGpDcdu7i4oKhQ4caBRDDXtlNmjRR7djvKktoaCh8fHxQt27dd357q127Npo1a2aysuiFhobCz88PTZo0MVofBjA+P6pXr25UHjWXgZ83bx7y58+P2NhYbNiwAUWKFFH6TISEhMDc3Bw6nQ6ff/65cp/Tp09j9OjRqjTLGf6dAwcOhE6nQ6lSpfDZZ58ps4MaHuf58+dYsGAB8uXLhxEjRqT7+GkxPF737t3h4eGBJUuWKAHEsMxNmjRBp06dTFIOw7Jcu3YNpUqVQmBgoNF08frzduvWrShZsqRJZ9o1DDq1atVCgwYNlKHWhmXZtm0bvLy8NOm/Rv9MeHg4mjZtCnd3d5iZmcHPz89oSLzac/Lobdy4EbVr104zgADA6NGjUadOHdWOnRWZvOYjIiICHh4eRhPamMK5c+ewfft2pR16z549KFKkCB48eKCsuwEk98PIli2bUgsTGxubZrVYehmeaO8KIPqRJSmHk6pNfyHXB5B69eoZ1YC8ffsW4eHhaNSokdL/xNQh8fr16wgMDERAQIBRADE8bs2aNU0y+mfx4sWwtLRUhn8vWLAAs2fPBpA85C5XrlxYuHChUqVvWAOip1a/oAEDBiB37tw4f/48lixZgsqVK6Nbt2549OhRquPoA4hOp8N3332nyvFT+rsAAiSfR7Vr11bOFVPRl+X69esoXbp0qrWEkpKS8Nlnn6FNmzYmX//pnwSQvn37olWrVunuM0B/713XasNrhP78iYuLQ0xMDC5duoRXr14p+5hiFJ/h8fUBpFmzZkoAAZJH0gUGBppsZfSsQpO1XdauXYucOXOaZJ0WILmay8fHB02aNFFqNX755RdYWFgoEw/p+1Q8f/4cBQoUSDUzoyk+bNOqARkyZIjSaz8oKEjpE2Nq+mPcvn1bCSCGNSDBwcEoVaqUpt/aDAOIPjQCyc9bWFgYGjRogNWrVwNQ7/VZunQpPvroI6UmDki+OJ0/fx6vXr2Ct7e3Mmrj/PnzyJUrF3Q6naojOfTGjh0LOzs7o29G8+bN+8sA8vTpU+zdu1fVcqR8btMKIIsXL1Y6xwUFBaFmzZqqnbf6kSNpfaD8VQAZP348HBwcVO1A+VejZP4qgEyYMAEODg6Zbmjth8jwPLl9+zZCQ0OVcxN4d1Pku/6vtrQCSNOmTZXm2oYNG6JChQpK+GGziwnpx+AbDpVTy5o1a2BlZYWNGzcaLTmcmJiIpk2bwtvbW5nUBUjudFW0aFGjeT7SK+XJ867ZJZcsWQI3NzcMHz4c1apVg6enp0lWyH2XtALIiRMnMHbsWOTMmVPzPjnAu2tAhg8fDm9vb1XPmQMHDkCn02HChAlG27t164Zp06bhxIkTKFGihBLArl+/ju7du2P//v2qvz43btyAv78/vv32WwAw6mfzdwFELz01da1bt0a/fv2U3/8ugHh6emLp0qWoW7eu0Qio9D4v27dvh06nU5q80roQpwwgzZo1Q4cOHZA9e3ZVpynXD+3+q5WaUwaQ5s2bo1mzZqqXhf7esGHDUKJECeTMmRNBQUGYMWOGcltGd9pMGUDq1KmDFi1awM/PT9X3T1am2aq2pujEePHiRZQsWdJoNUvgfy/8wYMHERgYiEKFCmHDhg3YuHEjGjZsCF9fX5O86KtWrUpzWJ3hibhs2TLodDp4e3ubpN3x7xg2wZQvXx65cuWCtbW1qrP6vS/DAHLmzBlMnz4d1tbWqoeh69evo1q1amjSpIkygqJFixYoXrw4Hjx4gGvXrkGn02HGjBm4evUqGjRogCZNmpikmjYxMREdO3Y06uxs+Pj6ANK9e3clgKj1Dent27fKCBr9MNa0Ht/wPdKzZ0+TnLcRERFo06YNcuXKhRMnTqRZDsOyXL9+HQUKFICVlZXqM9vGx8ejZcuWcHR0NOpfkpLhOkNly5ZFvnz5MsW8GR86w0CxZs0auLq6IiQkBBs2bED//v1RoECBVB2ytSiLoXfVrmzatAnFihUzWqPrQ5wy/X1oFj5M4eeff0ahQoVw9erVd16Yz507hz59+iBv3rzw8fFBUFCQSVLn7du34e3tjeXLl6f52Ibl27dvn3LiqXkCGh4j5eOm1RZ6+/Zt1K1b16g9MqNcv34djRo1goODA7Jly2ayMKQPOkFBQahatSp8fX2VBekSExMxffp0mJubw8PDA+XLlzdJj3j9hevx48coWLCg0eyghhe1+fPno0qVKmjevLnqQ4zj4+OxatUqZMuWDSNHjlS2/1UA+eqrr0xy3kZGRqJ9+/awtrb+ywCif27u3r2r+myQhs97hw4dYG9vb9QUmJK+fJcuXVKGVJI2jhw5gs8//xwLFixQtkVGRuKrr75CkSJFjNY+MgXDc+XevXu4dOmSsj5ZyttTLpSp1hpdH4IsHT6mTp2KfPnyKb8bvtD6E+Dy5cu4ePEiYmJi8OLFC5N2Nvr444/h7+//zttTpmVTBI89e/agd+/eqFChAubMmfPOb3ApJ0nKDK5evYomTZqYZO4XQ9evX0fdunVhZ2eHzZs3G92WmJiI69ev49ixY6ov6pTW48yaNQvdunUzmgvG8DyZPHkyJk6cqMrx0yrPypUr3yuA6O+ntkePHr1XAFGb/nFPnDiBrVu3QqfToUiRIjh06NA77/NfbavPKElJSbh06RKsrKxgZmaWqiN4ZGQk6tWrh8GDB5u0DHqjRo1CqVKlYGVlpawNpu978lcLO2ama25GytLhY/PmzbCyskq1BLyhYcOGoWfPnkYveHovYCln/DRsyvD09MSaNWvS9fj/1rZt25AzZ04MHToUU6ZMQYUKFVCuXDll1tKswFSzqaZ08+ZNBAQEoEGDBkZ9Tf5qtlO19O7dW+l8durUKRQqVEjpAP1XI6/UWpLe8HFev379jwKIFh4+fPiPAoip6N8/Y8aMQffu3eHn5wd7e/u/DCCkvR07dsDJyQnVqlVL1fTWp08f1K9f3+Q1C19++SXy5s2LkJAQHDlyBIMGDUKlSpXQpUsXk8+T9KHI0uHj1q1bsLOzQ8uWLY1GaegvWFFRUWjZsiW++uorVY539OhRo9+3bt2K58+fKyfb8+fP0apVK3Tp0kWV472Phw8fwt/fX5mZ8/Xr18iVK5eyuBKlpm+CCQwM/Msq9vQyDL7Tp0+Hvb290eRC8+bNg5eXl9L8o6dm73zDMPPkyROjOVPevHmDFStWwMLCQpMAon/c0NBQ3Lhxw2hG0EePHqFdu3ZGAUSLzoNRUVEoW7asMloOSG4Wa968Oezt7VPNR0Om91ev+5YtW+Dq6oru3bsrczm9ePECFStWRM+ePVUvi2Fwf/XqFerUqYP58+crt7958waLFi2Cr6+vyYegfyiydPgAknsSW1pa4uOPPzZKweHh4WjQoAGqVKmiSgpetGgRcufOrcyvcOvWLdjY2KBUqVL45JNPlM6Rf/zxB6ysrJTFrrTy+PFjlClTBg8ePMDNmzfh6upq9CY8ePCg0WJYlOz69esICgpC+fLljT4ETWHJkiWYOnWqMgOm/oIWFhaG9u3bK/2F1P6wNXy8L7/8EhUrVoS3tzcCAgKUviQJCQlYsWIFPvroI5POyaP/m7dv3w4vLy8ULVoU9vb2GDNmjBLSIiMj0a5dO+TOndukodDQ8+fP4eHhgVWrVgH433P26NEjeHt7o0SJEkZz45BpGZ6z69evx+TJkzFhwgRcvHhRuW3Tpk1wdnZG/vz50aRJEzRv3hzly5dXplVQKzwbluXKlSuIjY1F5cqVUy13AAD16tUzWsaC3i3Lh4+3b99i2bJlyJYtG9zc3BAYGIj69evD39/fqGdxetvZTp48iZ49e8LLy0sJIAkJCZg/fz5at24NKysrfPrpp1i2bBl69eqFwYMHG3VCMgXDKvorV66gUKFC2L17N4oUKYLu3bsrx7569So6d+6s2YU8q7l8+bLyepnK8ePHYW1tDZ1Op8wNYRiKx44di7Jly6q6PkpKI0eOhJOTE5YsWYL9+/fD1dUVVatWVebJSEhIwKpVq6DT6bBkyRLVj6/3008/wcbGBosWLcKdO3fwzTffQKfTYdCgQcoHR2RkJIKCguDm5qZZNXadOnXQoEED5Xf9NO76afWLFCliNJ8Emd6wYcOUJTKKFSuGGjVqYMWKFcr1fNu2bcibNy8qVaqElStXKvfTLwOQXinXXqpbty5u3ryJdu3aoXbt2oiIiDDaZ+zYsWjYsCE7lP4DWT586J09exaff/45AgIC0L17dyxcuFC1nsX6k+vq1asYOHAgihcvjq1btxrt8/3336N///5wdnaGTqeDs7MzHj9+bHR/tbyr02ynTp2g0+mMZgUFkicQ8/HxMekU1B8KtQJIytf8xYsXWLduHVxdXdG0aVNlu+FFslKlShgwYIAqx09p//798Pb2Vjog79q1C7a2tnB1dYWnp6dRAPnxxx9NdvF8/Pgx2rRpoyxgeO/ePRQuXBj169dH9uzZ0bdvX2W9mMePH5vknDVcZ8MwTGzZsgU+Pj4YNmyY0f79+vXD3r17lWnvSRtff/018ufPr4x827x5M3Q6HSpUqGC0+viWLVvg7u6OPn36GM3ppKa7d++iatWqSv+f0NBQ5MqVC23btsXt27cRHx+P169fo2rVqqou9Pgh+2DCx7ukt8bD8MPo+++/R79+/ZAzZ07kz58/VQCJj49HWFgYRo0aBU9PTwwaNChdx06L/sL5888/o3Pnzhg6dKjS4TY0NBSBgYHIkycPvvvuOyxfvhz9+/eHjY1Nhkwg9l+V8pzT//769WusW7cOefLkMVoXRf/Nfu3atcrFLL1Shp8DBw5gzpw5AJLPnXz58mHx4sUIDw+Hs7MzqlWrlqrZyRQBJCoqSqnxiIyMRJkyZZQVdCdPngydToeePXumucqzGgzXnGrTpg1Kly6NL774Art27QIATJs2DaVLl0atWrUwe/ZsdO7cGXZ2dib7UKO0vX79GuPHj8e8efMA/G8htunTp6NevXooUqQIli5dqpyj33//PQoWLIiOHTvi+vXrqpZl2rRpqFOnDpo0aWK0KvDZs2dhb28PHx8f+Pr6olKlSihZsqTJFqz70HxQ4cOUL/bQoUPh4uKC2bNnY+TIkShfvjyKFStmNFRTf9LFx8dj0qRJqF27tmrVf4YOHDiA7Nmzo2PHjihcuDCqVq2KWbNmAUju69KtWzcUKlQI3t7eaNy4scn7MtD/GAaPkSNHon379qhSpQrWrl2LiIgIAMnLATg7O+OTTz4xuu+DBw8wa9asdM/pYfg+MJwhNiwsDHFxcahXr54yudiLFy9QqVIl6HQ6o1WG1aIvy59//qmsIqxf+2TRokWoWbOm8rwsXLgQZcuWhYuLi9GKw2qVQW/Hjh2wtLTEwIEDMWTIEFSvXh0+Pj5KR8GdO3cq/YBq1qzJ4K4xfXPXlStXEBERgRs3bqBEiRKYO3cugOQmTBsbG5QoUQLff/+9cr9169ahZMmSqtdQbd26FTlz5oSzs7PyxUD/pTQiIgJff/01Ro0ahdmzZ5tkHpwP1QcVPkzlxo0bKFasGH744Qdl2++//47OnTvDw8PDaIlt/Ul3/vx52NvbK2vLqGnBggVK2Hjw4AH69esHPz8/pSobAO7cuYM3b96YfMEtSlvTpk3h6emJwYMHK5NW9e7dGzdv3kRiYiLWr18PV1dXNG7cGMC7m9LeV8qOek2aNFGmLgeSR0V5enpi+/btAICYmBh06tQJV65cUb3Pi/5vCgkJQf78+fH5558bnY/9+vVD1apVld+HDh2KRYsWqdrHI+Xf9OLFC9StWxeTJ09Wtt26dQvDhg1D2bJljTqKx8bGctikBlK+RimHm2/evBk+Pj5KIN21axdat26NsWPHprpvdHS0qmXR2717N6ysrNCjRw/lnHhXrTrn8fhnLIT+loWFhTx48EBiY2OVbRUqVJDExETZt2+fDBgwQKKioqRjx45iYZH8lO7atUssLCzE3t4+3ccHIDqdTi5evCgJCQkSGhoqpUuXFhERZ2dnGTVqlEydOlW2bt0qSUlJMmLECClQoICIiFhaWqb7+PR+tm3bJhcuXJAjR46Ii4uLiIisW7dOvvzyS7Gzs5Mvv/xSGjVqJDExMXLx4kUREdHpdCIiyvnzbyQlJYmZmZmIiBw9elT27NkjR44ckblz58rw4cPF19dXnJycxMrKSqZPny4vXryQ1atXS0xMjHh6eoqZmZkkJiaKubn5vy6D/lzV/0179+6VDh06yKJFi6ROnTqSM2dOZd+goCD55ptvpHXr1vL27Vs5cOCAHD16VLJnz/6vj29o9uzZcunSJVm5cqVSLktLS3nw4IHRfoULF5ZPP/1UDh48KIcPH5Y6deqIiIiVlZUq5aB3Mzxnly1bJn/++ac8ffpUWrduLbVr1xZbW1uJj4+XN2/eyOnTp6VixYqyePFi8fb2lgkTJoiISGJiopiZmYlOpxNra2tVynLo0CEJDw+XvHnzipeXlwQGBsrGjRulbdu2kj17dpk1a5ZybTW8n4ik6/3zn5LB4SfTSavp5vHjx6hduzaCg4ONFq8Dklf49PLyUtrw9fcfM2aMqmtPbN68Gbly5UKePHlgZWWFjh07Gt0eERGBgQMHolixYkrbPmkj5TedTZs2wcPDAxEREUa3LV68GDly5FCm4zZsklOzyXDQoEEoUqQIBg8ejI4dO8LGxgZt27ZV5qm5fPkyypcvj3LlyiEgIEBpLlS75uPt27fo2bOnsoBdWjPGbty4EfXq1UOHDh1UbR7Uj9y5evWq0fbnz5+jQYMG6Nu3L16/fm30vPfo0QO1atVilXkGGDJkiDKqpVGjRjAzM8OgQYMQERGBR48eoXLlyihQoABcXV3h4+Nj0n4Vw4YNg4eHB0qVKoW6devCw8NDWa14586dsLKyQv/+/Vkrlk4MHwYML74PHjww6rj01VdfIVeuXFi6dKkyQdOLFy/QsmVLrFu37i9npvy39I/58uVL1K5dGytWrMAff/yB4OBgFCpUKNU48wcPHmD48OGpJqsibbRq1QqHDh3C5s2bYW1trZw/+ovUkydP4OTkhD179pisDEeOHIGDg4PRhHibN29G6dKl0bJlS6MF0B4+fKhac8+kSZOURfIMR5P4+vris88+U/Yz/LDQ922JjY01ycy2+mMdPXoUbdq0UY6xcuVKmJmZ4ZtvvjH6AGnXrh169eqV4Sui/tf89ttvcHZ2ViYLA4DvvvsOefLkwYgRIwAk91fauXMnvv/+e5Ouj7J06VI4ODgoTZXTp0+HTqdDSEiIss/OnTuh0+n4JS+dGD7+X8qx2r6+vnB0dESlSpXwzTffAPjfPAnNmjVDv379ULlyZfj5+SlvBjUuWpGRkUa/HzhwAM2aNUOnTp3w5MkTAMkfYtOmTYOXl1eqGUzZ3qgdw9d79erVcHFxUWbaDQgIgIeHh9GaLRcvXkTBggVNOt/KiRMn4OTklGphvo0bN8LMzAxt27bFsWPH3vl3vK+kpCQkJCRg586dyrdDvTdv3qB79+5o1aqVsjKv/j5Xr15Fr169lM6matP/TU+ePMGiRYtQokQJfPzxx0oAmTp1KszMzNCtWzcMGTIEffr0gbW1tUn6aJGxlCOZ9uzZgyJFiuDBgwd4+/atci1es2YNsmXLlmYNsqmuc59//jnGjRsHIHkiPGtra2XV9JcvXyrX4CNHjrCGLJ3M/r5h5r9B3049depUWbJkiYwbN05u374tZmZmMmPGDLl27ZpMmTJFZsyYIa6urnL16lUpUaKEHD16VMzNzVO1+/0bS5cuFX9/f4mPj5ekpCRJTEyU0NBQOX78uBw4cEDy5s0rIiJ58+aVHj16SKdOnWTfvn3Sp08f5THY3qgNAMrrPWnSJLl9+7ZMnz5d8ufPLyIi06dPF0dHRylRooTMmjVL5s6dK+3atZOyZctKlSpVVCuD4b/6/799+1bCw8NFRCQhIUFERNq1ayfFixeXixcvyurVq5XbRSRd5+3du3fFwsJCGjRoIF5eXvLbb79JgwYNRCS5v1HlypVl165dsnbtWomIiFDut3HjRjly5IgkJib+62P/FTMzM9mwYYP06dNH6tatK4MHD5arV69Kp06dJCEhQYKDg2XNmjUSExMjR48elcePH8vRo0elVKlSJikPJdu7d68sWLBATp8+rWyzsLCQu3fvytOnT8Xc3Fzi4+NFRKRJkybi4uIit27dSvU4prrOvXjxQnLlyiU//vijdOzYUWbOnCk9e/aUpKQk+f7772Xz5s0SHx8vVapUEQsLC3n79q1JyvGfkLHZJ/NISkrC8+fPUaNGDWzcuBEA8MsvvxglX0OGyVutBBweHq7MJ6AfFfD06VOsWbMGNjY26Nq1q9H+T548wZgxY1CxYkWjb5ZkWoav/YkTJ+Dj4wOdTqdMj67/5vbgwQP07dsXZcuWRbVq1dC3b1/lfumtJTO8f1RUlNH8A71790auXLmMmlgeP36Mzp07Y+bMmbCzszMaufVv7dq1CzqdThkhkpCQgJCQEDg4OCijeIDk+Tvy5cuHRo0aoV27dmjdujXs7OxU7ROlp3/uo6Oj4evrq1SNv3nzBkuXLkW5cuXQpk0bpb/Nq1evkJSUxPZ7DaxcuRKurq7o06cPTp48qWxPTExE06ZN4e3tbTSfyqNHj1C0aFH8+OOPqpflXe+/IUOGwN3dHba2tkqNN5B8rQ0ICMDUqVNVL8t/FcOHgSdPnsDLywsvXrzA7t27YW1trZyAsbGxWL58OW7evGl0H1N0eDp79ixy5cqlVAG/ePECq1atgoODQ6pFk54+fapUBZLpGb7en3zyCcaOHYsff/wR5cqVQ8mSJZUPNcOLW3R0tFFVc3qDh2EZvvzyS1SvXh1lypRB3bp1cenSJTx58gStW7dGzpw5MWnSJMyfPx916tRB9erVAQC+vr7o3bt3usoAJAeaLl26wNraWgkgMTEx+OGHH1CkSBEEBAQo+27cuBEjR45UljxP2USjpj179qBfv37o0qWL0Xvj9evXSgDp0KGDSebgobRt3LgROXLkwHfffZfmPDZHjx5F3bp1UahQIWzcuBEbN25Ew4YN4evrq3oTi+Hj7d+/H7/99psShhISElCpUiU4ODjgzJkziIiIwN27dxEYGIgKFSqwqUVF/9nw8a7QULp0aTRo0AC2trZYtmyZsv327duoUaMGtm3bZtLyXLp0CefOnUO9evXg4uKiTHutDyCOjo6qfHDQ+zO8aC1duhRly5ZVRrTs378fJUuWRMWKFZWgof9wU3N1WkOjR4+Go6MjVq5cifPnz8PJyQmVKlVS1pvQ14qVKVMGjRs3Vr7dV6pUSZmwKb1evXqFzz77DJaWlsrU07Gxsdi2bVuqAAIk//2mXu9Iv1aMk5OTssSB/kPj9evXWL58ubL+EZneo0ePUL16dWXFbb2XL1/i+PHjSv+k27dv45NPPoG9vT3Kli2LoKAg1dbmAoCPP/7Y6Jo+ePBg5M2bF25ubsifP78ym+qDBw9QpkwZFC5cGPny5UPFihXh7++valnoPxo+DC9+9+7dQ1RUlLJt3bp1cHFxQWBgoLLPq1ev0LBhQ9SuXdukJ94PP/wADw8PHD58GPfu3UPDhg1hb29vFEDWrFkDCwsLk60BQn9v6dKl6N69u3KxApIvSL/88gt8fHxQuXLlNGtA1HTv3j2UK1dOWSF37969qaqKgeTaPMMmhdGjR8PFxQU3btxI1/H1f9fhw4eVhR3t7Oxw4MABAMYBxLAJRguxsbFYuXIlsmXLhuDgYGW7/r0bGxuLNWvWqDKNPf29R48eoUSJEkZf3BYtWoRWrVopIbF27drKbffv30dUVJRqI7GA5PdB9+7dYWdnh40bN+LRo0fw8vLC6dOncezYMUyZMgU6nQ4zZ85U7rNz506sX78eBw4cMOkIm/+q/2T40Bs1ahS8vb3h7u6OWbNm4c6dO4iJicHYsWORN29e1K5dG23btkW1atVQpkwZkyRf/Rvs2bNnaNu2rdEHWlhYWKoA8uzZM6xfvx7Xrl1TrQz0zz169AguLi7Q6XTK/BV6hgHEw8PDpBeqP//8EwULFgSQ3PfC2toaixcvBpDczJMyhFy7dg29evWCo6OjUV+Q9AgJCYGdnR1Gjx6N3r17w9/fH9mzZ1eaYGJjY/HDDz8gd+7caNu2rSrHTEn//gkLC8P58+cRFhamLEy3cOFCmJmZYdKkScr+/NaqvUePHsHV1RU9evTA/v370bJlS5QqVQq9e/fG3r178f3336NQoUKYOHEiAOPXSM3wHhYWhsGDB8POzg59+/bF4MGDldtevHihDKs1nCnaEM8ddf1nw8fmzZuRP39+fPfdd+jfvz9KlCiBHj164Pbt20hMTMTBgwfRtm1b9O3bF19++aVqc/anVe2+f/9+VKlSBbVq1Uo1RFIfQFxcXJQ+IFywSDtpXfzu3LmDChUqoHTp0qnm7Hj79i1+/PFHZe0UU3nx4gX8/f3x2WefwcbGxqhT9OXLl1G5cmUcPHhQ2fb8+XPs27dPtQXSoqOj4e/vr8zDACQvbNi5c2dkz55dqQGJiYnBrl270l3TkhbD6dtLlCiBIkWKwNfXF61atVKO980338Dc3BxTpkxR/fj0z/3yyy+ws7ND4cKF4e3tjf379ytNYs+ePYOPj48yxFVthqFh7969mDhxImxsbIxWlwaSO27PmDEDFhYWGD9+vEnKQv/znwkfKT9ENm/ejBkzZii/r1q1Cr6+vujWrZtSy5CSWivkRkZG4uTJkzh9+jSA5NlJnZycoNPpjBaq07t//z6qVq0KDw8PxMXFMXxoxPD1joiIQHR0tNJZ7saNGyhTpgzq16+vfNDqmaKPh+H5m5SUhFevXqF3796wsbFRVoUFkvs0NGrUCEFBQSbtW/H06VMUKFAAixYtMirXrVu34OPjg3z58mHfvn0mO77ewYMHYW1tjQULFuDt27eYN28edDqdUgsUFxeHxYsXp6pSJ+1FRkam2dT17NkzVKtWDUuWLDHp8YODg9GsWTMcO3YMQ4YMgU6nw9q1a432iYqKwpgxY1ClShVeZ03sPxE+DE+iZcuWYcSIEWjTpk2qTnerVq1CuXLl0LNnT6MaCDVOQv0HwaVLl1ClShUEBgaiRYsWRrNfFixYEOXLl09zoqPw8HDcu3cv3eWgf8bwg7tnz57w9/eHh4cHmjRpokzSde3aNZQuXRqBgYGpAogafvnlF6Mmg5Rh4sqVKwgICFBC85gxY1CjRg2ULl3aZFOmG2rdujUCAwONhvkCQOfOnfHRRx/B0dFRGcqaXmk9xtu3bxEcHIw+ffoASO4oWKBAAaMZVfVNMCtWrHjnlwrKOJGRkQgKCoK/v7/qzRqG58zx48dRoUIFZRbV+/fvY9CgQbCxscH69euN7hcTE6PclwHEdD748GF48R05ciRsbGxQvXp15MiRA8WLFzea0hdInlXP3d0d06ZNU60M+hP44sWLyJUrF0aOHIm7d++mWutC3zZarVo1kw5FpNTeVVvRtm1bFC9eHFu3bsWMGTPQokUL5MiRQwkb169fh7e3N8qVK4crV66oVp43b96gV69eKF26tFENnf6c0Zfx2rVrmDVrFipVqoTmzZtj0KBBqi/rrT/WixcvEBERoQTmzZs3w9fXF2PHjjVaTbRPnz7YuHGjUq2eXoazlV64cMFojoguXbpg+vTpePDgAVxdXdGrVy+lvDt37sS6des4XXom9PjxY0ybNg1BQUHw8/Mz6UiSpUuXokePHujYsWOqwQaDBw+Gra2tMreTIQYP0/rgw4fexYsX0b9/f/z+++8AktuJa9eujSZNmqTqZ/HTTz+p/iZ4+vQpqlatis8//9xoe8oe3REREXB1dUWtWrVUXWiL/hn9MNnExERcvnwZpUqVwokTJ5Tbw8PD0bVrVzg5OSmLll27ds0kfTzCw8MxYMAA+Pv748svv1S2JyYmGl0Y4+PjU10o1Tp/9Y+7fft21KxZE66urmjWrJky2dL48ePh5+eHGjVqYMqUKejYsSPy5cunWh8P/YfFn3/+CX9/f7i6uiJ37txo1KgRAGDcuHHw8vJCgQIFjIagv3nzBl26dEFwcDDn88iEzp49i0aNGmHAgAGqh+WUPvvsM+h0OpQoUQIPHjwwuu3evXtKE8zevXtNcnxK238ifISEhMDFxQVlypRBeHi4sn3r1q2oW7cuGjVqlCqAAOqm8EuXLqFIkSI4ePBgmt/EkpKSlAv9w4cPYWlpiYYNG/LCqaEVK1bA2dlZWTjw+PHj0Ol0RuEDSA6y3t7e2LBhQ6rHUPvb0sOHD9GvX780AwiQHFbbtWuHb7/91iTHB4Ddu3fDysoKs2fPxtmzZ9GvXz+YmZkptT8bNmxAp06d4O3tjfr166s2c6n+bzx37hxy5syJgQMH4qeffsK4ceNgb2+P3r17Izo6GuXLl0e+fPnw+PFjJCYmIj4+HiNHjoSbmxtHhWViz58/V85Xta6176rlGj9+PPLkyYNJkyalWj8rNDQUX331FYfRauw/ET52796Npk2bIkeOHMpqhXohISEICAhApUqVVK02T2n9+vWwsLD4y9VvY2JilP4Ejx49MlpVl0zvzz//RJkyZVCmTBklgPj7+2PUqFFGszImJCSgZMmSRmHAlAwDiGFz4IMHD1ClShUULVpUlQtnyqanxMREvH79Gh07dsSECRMAJHcOdHV1xeeff57qHE45k6sabty4gezZs2P06NHKtvj4eHTs2BGenp54+fIljh49ioIFC6Jo0aKoWrUqgoKCYG9vr9qQYjItU3TKPnr0KA4ePKjMgwMAw4cPR/78+TF79ux3NgkygGjHIqPXllFbWgu8BQYGirW1tcTGxkqvXr1k2bJl4u/vLyIizZs3l9evX8sff/whnp6eJitXwYIFxcLCQkJCQqRly5ZpLua1cuVK2bFjh2zfvl0cHBzEwcHBZOWh1EqVKiXr16+XHj16SLVq1eTIkSPSoEEDCQkJEXd3d+nSpYtYWlpKRESEJCYmiouLiyblcnJyklGjRsmUKVNk+/btYm5uLt26dZOPP/5Ynj9/LpcuXRILCwtJTEz81wtu6d83T548EQsLC8mVK5fodDrJnj27PHjwQFq0aCH379+XihUrSlBQkHz11VciIvLDDz+Ira2t1KpVS2xsbNT8syUpKUlWrlwpNjY2Ym9vr2zPli2b+Pn5yblz5yQhIUEqV64sFy9elHnz5snLly/Fzc1N5s+fL0WKFFG1PGQa+kU900t/TQ0ODpbt27eLTqeTN2/eSNGiRWXr1q3y5ZdfCgBZsGCBmJmZSYcOHVJdYy0sPriPxMwro9OPmgyT7969e7F9+3Zs2rRJ2Xb06FE0bdoUZcuWVfp+/NVjqOn+/ftwcHBAkyZNcOfOHWW7Yer/4osvMGLECHZ0ygCG/Sj+/PNP6HQ61KlTBy9evMDAgQPh5eUFPz8/9OzZEx4eHggKCtK8jA8fPsTnn38Of39/2NnZoUSJEkpHPTW+sd24cQOFChXCp59+qnwzfPnyJerVq4dPP/0URYoUQY8ePZTn6enTp+jcuTOWLFlisveNYb8X/VwdkZGRsLW1xeTJkwGYdkQPZS1z585F3rx5lYEEc+bMgU6nMxqNNnToUFhaWqbZyZS080GFD70vvvgCzs7O8PT0hI2NDSpWrIjDhw8DSJ4Ounnz5ihfvryyTStbt26FpaUlOnXqZDSaJSYmBsHBwShQoADbqDW0ceNG/PrrrwCgfIgDgJ+fH6pXr44SJUqgYsWKePHiBX766Sf07dsXXbt2VT70AO0/+B4+fIjOnTujQYMGqgaPxMREjBkzRgld/fv3R0REBIDkGVQtLS1Rrlw5o/uMGjUKRYoUUW3isnfRNztVrlwZQ4cOhZubm1HH7ZRhneH9v6tXr17K3DNbt26FnZ2d0cy/egsXLuSMpRnsgwsfK1euhL29Pc6ePYuIiAg8fPgQFSpUQNmyZXHhwgUAyTOKVq9ePdUS9aaWmJiIxYsXw8LCAsWKFUPXrl3Rp08fNGnSRFlFkbTx9OlTVKpUCXXr1lVmAn379i3KlSuHwMBAREVF4dq1ayhTpgzKly+v9AEx1dTP7+PZs2ephmmrQb+acp06dRAQEIABAwYoAWT+/PnQ6XRo164dunTpgk6dOsHOzk6zc/bBgwfo168fnJ2dUb58eWU72+hJLz4+HmXKlME333yDX3/91WhV8rdv32L8+PFYt26d0X0YQDJO6o4HWRQAERG5ceOGVKpUSXx8fCRv3rzi5OQkv/32m8TFxcnIkSNFRKR27doyb948Wb58uaZlNDMzk08//VSOHj0qpUuXlnPnzsmff/4pJUqUkCNHjkjZsmU1Lc9/WZ48eWT16tViaWkps2bNkkOHDkm1atUkX758snHjRrG1tRVPT0/ZtGmTJCUlSdGiRSU2NtaoT0Va/Xa0kDt3bjEzM5OkpKR/3Uatf7/o/5+YmCg+Pj7y+eefi4+Pj1SoUEGOHDki06dPl6dPn0r//v1lz549AkBevHghTk5OcuLECc3OWWdnZxk9erS0atVKzM3NZfr06SKS3EaflJSkSRko80jrNc+WLZs0b95cNm7cKI0aNZI5c+ZI7969RUTk+fPncvLkSYmMjDS6z7/tI0UqyNjskz7nzp3D9u3bceTIEWVbt27dUKVKFeX32NhYAMlzdzg6OuLmzZtGj5FR317ZTp05XL9+HYGBgcidO7dRs4Lh63PhwgWMGTMmI4pnEvq/7enTp3j06BGA/zVVLF++HP7+/nj58iXmzZuHcuXKYeDAgUoNiH6CsYw6f/VNMFWqVMHYsWMzpAyUsQzPvStXruDixYtKE+SJEyeQP39+VK5cWVm+Qr8+VsWKFVnTkYlk2ZqP9evXS5cuXWTlypWya9cuZXvXrl3l/PnzMm/ePBERsbKyEhGRhIQEyZcvX6oe+Rn17dWwhzcMvoWStooWLSoLFiwQX19fyZ07txw/flxERKlZEBEpXbq0TJw4UUTS/saV1ZiZmcmNGzekQoUKUrt2bdm5c6dcv35dRES6d+8uOXLkkEmTJsmAAQOkWbNmcuzYMZk5c6Y8evRIsmfPLiLqjVB4X/qRP0WLFpVjx47J06dPM6QclHEMR7XUqlVLatWqJQULFpR58+aJj4+PrFq1Sl6+fCnt27eXYsWKSYsWLeTx48dy6NAhMTc3l8TExAz+C0hEsmbNx5o1a2BlZYWNGzfi+fPnRre9ePECY8eOReHChTFt2jS8ePECoaGhaNSoEQICAtgZjdKkrwEJCAgwqkn7ECUmJmLkyJHImTMnnJ2d4evri9atW6NPnz6IiorC8uXL0bVrV2WCu8mTJ8PT0xMjR47MNDV2ERERSm0M/TcYnns//PADHB0d8cMPP+Ds2bMYOnQoihUrhuHDhwNIrhHZuXMnZsyYgR07dig1HuwjlHnogKz1tfvSpUvStm1bGTBggPTs2VPZDkD5Nnbv3j3ZuHGjTJ06VaysrMTGxkZy584tR48elWzZsqU5FwjRjRs3ZOD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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(more_than_zero['Genre'], more_than_zero['Count'], label='more than zero gay deaths', color='blue') # plot for more\n", "plt.xticks(rotation=45, ha='right')" ] }, { "cell_type": "markdown", "id": "5185ee38-3cc8-445c-a938-a2cae0d35b5a", "metadata": {}, "source": [ "Clearly we can see that there does exist a sort of relashionship between the genre of a show and whether it has gay character deaths. " ] }, { "cell_type": "markdown", "id": "2ae0e073-1b38-4057-946d-a9bbdc2320ac", "metadata": {}, "source": [ "# Calculating Averages" ] }, { "cell_type": "code", "execution_count": 620, "id": "1c4e2204-78a0-4387-a45f-ef368bb5f32b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "55.42168674698795\n" ] } ], "source": [ "# want to find the average amount of shows that would have a gay character death\n", "\n", "average_gay_deaths = df['# of Gay Deaths'].mean() *100 # calculates mean and *100 converts it into percentage\n", "print(average_gay_deaths) " ] }, { "cell_type": "markdown", "id": "afd867de-6086-476e-a7d6-cdd08ed4e3e4", "metadata": {}, "source": [ "55% of the shows in the data set on average, will have gay character death. " ] }, { "cell_type": "code", "execution_count": 622, "id": "1dcd1a25-3309-49ae-8958-b82e9ad07680", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "64.65863453815261\n" ] } ], "source": [ "zero_gay_deaths = df[df['# of Gay Deaths'] == 0]\n", "average_no_deaths = zero_gay_deaths.shape[0]/data.shape[0] *100 # calculates mean and converts into percentage\n", "print(average_no_deaths)" ] }, { "cell_type": "markdown", "id": "ce5f2b56-b8f1-4a65-9232-079ee843cd58", "metadata": {}, "source": [ "### 64% of the shows in the data set on avereage have zero character deaths. " ] }, { "cell_type": "markdown", "id": "69d2d324-4f46-4b64-85fe-d8e809f9e2ed", "metadata": {}, "source": [ "We can see that on average, it is more likely for a tv show with gay characters to have zero gay character deaths. " ] }, { "cell_type": "markdown", "id": "18615448-1185-4a5c-9db2-3c1380fc74ba", "metadata": {}, "source": [ "# Applying A Linear Regression Model" ] }, { "cell_type": "markdown", "id": "09f77c86-75fd-4816-a870-2f377908d94b", "metadata": {}, "source": [ "Next, I will apply a linear regression model onto this data set in order to see which variables from the data will more correlate with gay character deaths, in this case queer female character deaths. " ] }, { "cell_type": "code", "execution_count": 627, "id": "1f34f92e-63c4-43e2-82a6-e6987f39fa7b", "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.metrics import mean_squared_error, r2_score" ] }, { "cell_type": "code", "execution_count": 628, "id": "a9d32f99-6eae-4059-b5da-9ae301deb7ad", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Show Name# of Episodes# of Gay Deaths# of Gay CharactersGenreDo People Die?Show Start DateShow End Date
09117903DramaYes3/31/20154/25/2022
113 Reasons Why4913DramaYes3/31/20176/5/2020
21600 Penn1301SitcomNo12/17/20123/28/2013
319-23801Crime DramaYes1/29/20149/18/2017
4A Discovery of Witches2502FantasyYes9/14/20181/19/2022
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" ], "text/plain": [ " Show Name # of Episodes # of Gay Deaths \\\n", "0 911 79 0 \n", "1 13 Reasons Why 49 1 \n", "2 1600 Penn 13 0 \n", "3 19-2 38 0 \n", "4 A Discovery of Witches 25 0 \n", "\n", " # of Gay Characters Genre Do People Die? Show Start Date \\\n", "0 3 Drama Yes 3/31/2015 \n", "1 3 Drama Yes 3/31/2017 \n", "2 1 Sitcom No 12/17/2012 \n", "3 1 Crime Drama Yes 1/29/2014 \n", "4 2 Fantasy Yes 9/14/2018 \n", "\n", " Show End Date \n", "0 4/25/2022 \n", "1 6/5/2020 \n", "2 3/28/2013 \n", "3 9/18/2017 \n", "4 1/19/2022 " ] }, "execution_count": 628, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# we will start by cleaning the dataset, we will use the original/raw set (no revisions)\n", "df = pd.read_csv('Shows_with_Female_Queer_Characters.csv')\n", "df.head()\n", "df = df.dropna()\n", "df.head()\n" ] }, { "cell_type": "code", "execution_count": 629, "id": "220c5f5a-be90-44cb-9206-2dac50694875", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Squared Error: 0.5835647763435687\n", "R2 Score: -0.13163379379610674\n" ] } ], "source": [ "# I will use the variables \"# of Gay Deaths\", \"Genre\", and \"# of Gay Characters\"\n", "\n", "# making features and target\n", "X = df[['# of Gay Characters', 'Genre']] \n", "y = df['# of Gay Deaths'] \n", "\n", "from sklearn.preprocessing import OneHotEncoder\n", "X = pd.get_dummies(X, columns=['Genre'], drop_first=True)\n", "# splitting data into training and testing\n", "X_train, X_test, y_train, y_test = train_test_split(X, y)\n", "\n", "# creating model\n", "model = LinearRegression()\n", "model.fit(X_train, y_train)\n", "\n", "# prediction code\n", "y_prediction = model.predict(X_test)\n", "\n", "# evaluating mse and r2\n", "mse_value = mean_squared_error(y_test, y_prediction)\n", "r2_value = r2_score(y_test, y_pred)\n", "\n", "# printing values\n", "print(f\"Mean Squared Error: {mse_value}\")\n", "print(f\"R2 Score: {r2_value}\")\n" ] }, { "cell_type": "markdown", "id": "c2025b78-3b30-4e2f-9cf4-d6350879af57", "metadata": {}, "source": [ "### SMALL ANALYSIS: \n", "MSE is .44 meaning, this model seems like a good fit for the dataset. On average about 44% of these shows will have gay character deaths. On the otherhand, based on the R2 score of -0.1498, this model might not be a good fit for this given dataset. " ] }, { "cell_type": "markdown", "id": "35498505-c456-4993-8763-7da292c7ab21", "metadata": {}, "source": [ "# Conclusion" ] }, { "cell_type": "markdown", "id": "2b1de63d-dffd-4636-b202-e327af24a0f0", "metadata": {}, "source": [ "Based on the data that has been analyzed, there does seem to be a slight correlation between genre and gay character deaths. When dividing the data based on \"zero gay deaths\" and \"more than zero deaths\", the difference in numbers is quite obvious. Some genres have a lot of shows with gay deaths and other may not have as many shows without those deaths. The \"Drama\" genre showed high amounts of both shows with gay character deaths and no gay character deaths. \n", "\n", "Based on the linear regression model, it seems like there is not much of a correlation between a show's genre and whether or not there are gay character deaths. The very low R2 score is very telling in this case, where as the MSE is kind of close to the average value for deaths that I had found. " ] }, { "cell_type": "markdown", "id": "5cf99fc0-b4de-4089-9037-8a1beea6fdce", "metadata": {}, "source": [ "# References" ] }, { "cell_type": "markdown", "id": "00d158f6-14ce-4f50-b2dc-1683ac07afe9", "metadata": {}, "source": [ "Shows with female queer characters csv was obtained from Kaggle.\n", "https://www.kaggle.com/datasets/carlyscolvin/tv-shows-with-female-queer-characters\n", "\n", "One-Hot Encoding was obtained from chatGPT in order to allow for \"Genre\" to be fitted into the linear regression model.\n", "\n", "Math 10 Class Notes" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 5 }