{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "from bs4 import BeautifulSoup\n", "import requests\n", "import re\n", "import pandas as pd\n", "import csv\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from geopy.geocoders import Nominatim\n", "import string\n", "import numpy as np\n", "import scipy as sp\n", "from scipy import stats\n", "%pylab inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Pre-Steps:#\n", "\n", "###Step 1:\n", "Create a profile with only the basic and generic information. The identity setting is to distinguish it from the commonly seen 20-somethings US profiles. So we can learn later on wether the system is giving results just based on my preferences and search criteria, or it's still customizing the results based on my profile. \n", " \n", "* 46 year old man in China (Age, gender and location are requried for registrition) \n", "I'm looking for:\n", "* Everyone (not gender specific)\n", "* Ages 18-99\n", "* Located anywhere\n", "* For new friends, short-term dating, long-term dating or casual sex \n", "\n", "###Step 2:\n", "Open general browse page and set search criteria.\n", "\n", "**Straight Male:**\n", "* Man\n", "* Interested in woman\n", "* Ages 18 to 100 (*Okcupid users must be 18 or older*)\n", "* Located anywhere\n", "* Online in the last month (*active users*)\n", "* Order by special blend \n", " \n", "**Straight Female:**\n", "* Woman\n", "* Interested in man\n", "* Ages 18 to 100 (*Okcupid users must be 18 or older*)\n", "* Located anywhere\n", "* Online in the last month (*active users*)\n", "* Order by special blend \n", " \n", "**Bisexual All Gender:**\n", "* All genders\n", "* Interested in everyone\n", "* Ages 18 to 100 (*Okcupid users must be 18 or older*)\n", "* Located anywhere\n", "* Online in the last month (*active users*)\n", "* Order by special blend \n", "\n", "###Step 3\n", "Copy the search page URL, and login response cookies to the code." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# This function did not work for some reasons. I have to manually put my browser cookies.\n", "def getCookies():\n", "\treq = requests.post('https://www.okcupid.com/login',\\\n", "\t\t\tdata={'login_username': 'uhohcantletyouknow', 'login_password':'uhohcantletyouknow'})\n", "\tcookies = req.cookies\n", "\treturn cookies\n", "cookies = cookies" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# get a maximum of 30 usernames from one search\n", "def getUsernames():\n", "\turl = 'http://www.okcupid.com/match?filter1=0,48&filter2=2,100,18&filter3=5,26\\\n", " 78400&filter4=1,1&locid=0&timekey=1&matchOrderBy=SPECIAL_BLEND&custom_search=0&\\\n", " fromWhoOnline=0&mygender=m&update_prefs=1&sort_type=0&sa=1&using_saved_search=&count=30'\n", "\tpage = requests.get(url, cookies = cookies).text\n", "\tsoup = BeautifulSoup(page, 'html5lib')\n", "\tresult = soup.find_all('div', {'class':'match_card_wrapper user-not-hidden '})\n", "\troughnames = [i.get('id') for i in result]\n", "\tusernames = [re.findall('usr-(.*)-wrapper', i)[0] for i in roughnames]\n", "\treturn usernames\n", "\n", "# repeat the above search multiple times\n", "def getLotsUsernames():\n", "\tusernames = []\n", "\tfor i in range(1000):\n", " # 1000 pages * 30 usernames per page = about 30,000 usernames\n", "\t\tusernames += getUsernames()\n", "\t\tprint 'Scraped', i, 'of 1000 targeted pages.'\n", "\tunique = set(usernames)\n", "\tprint 'Downloaded %d usernames, of which %d are unique.' % (len(usernames), len(unique))\n", "\treturn unique" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Part I. Scrap usernames and save to files.\n", "\n", "###Why?\n", "\n", "The usernames are used to generate unique user profile URL. Scraping 300 pages (9,000 usernames not including duplicates) for each gender takes over an hour. Just to be safe, here I saved the scraped usernames into csv files.\n", "\n", "*Scraping part is done on my local server for speed purpose.*\n", "\n", "* Straight Male Users:\n", "Downloaded **30,000** usernames, of which **20,565** are unique.\n", "Unique percentage: **68.55%**\n", "\n", "* Straight Female Users:\n", "Downloaded **30,000** usernames, of which **24,195** are unique.\n", "Unique percentage: **80.65%**\n", "\n", "* Bisexual All Gender Users:\n", "Downloaded **300,000** usernames, of which **23,565** are unique.\n", "Unique percentage: **7.855%**" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%%time\n", "usernames = getLotsUsernames()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "usernames = list(usernames)\n", "for i in range(len(usernames)):\n", " usernames[i] = usernames[i].encode('utf-8')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# write usernames into new file\n", "def writeUsernames(usernames):\n", " string = ''\n", " for i in usernames:\n", " string += i+'\\n'\n", " with open('usernames.txt', 'w') as f:\n", " f.write(string)\n", " print len(usernames), 'of usernames have been written into usernames.txt.'\n", "\n", "# rewrite the file with unique usernames if redundancies are found after multiple scraping attempts\n", "def appendUsernames(usernames):\n", " string = ''\n", " for i in usernames:\n", " string += i+'\\n'\n", " with open('usernames.txt', 'a') as f:\n", " f.write(string)\n", " print len(usernames), 'of usernames have been added into usernames.txt.'" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "appendUsernames(usernames)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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xLVQcSKfwC09KNvWccLUxbtAoQ/yQYf6Jo0MUHc2kPhNVVVGXs6Oy9vCGXXUF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\njLyyssLuwcHn2ez27+4dN26CTkc9fsR3LN+//9D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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcParams['figure.figsize'] = 6,6\n", "a = {'Straight Male': 2054, 'Straight Female':2412, 'Bisexuel': 235}\n", "a = pd.Series(a.values(), index = a.keys())\n", "a.plot(kind = 'pie', colors=('dodgerblue','#F08080','mediumpurple'))\n", "plt.title('Gender Distribution of My Dataset', fontsize=25)\n", "figure(figsize=(8,8))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Part II. Scrap user information from unique profile page\n", "\n", "###1. Iterate though the usernames list, and generate unique user profile link.\n", "Number of total profiles scraped:\n", "\n", "Straight Male:\n", "2,054 \n", "\n", "Straight Female:\n", "2,412 \n", "\n", "Bisexual All Gender:\n", "782\n", "\n", "###2. Three groups of user infromation:\n", " \n", " --User basic information: gender, age, location, orientation, ethnicities, height, bodytype, diet, smoking, drinking, drugs, religion, sign, education, job, income, status, monogamous, children, pets, languages\n", " \n", " --User matching information: gender orientation, age range, location, single, purpose\n", " \n", " --User self-description: summary, what they are currently doing, what they are good at, noticeable facts, favourite books/movies, things they can’t live without, how to spend time, friday activities, private thing, message preference\n", "\n", "###3. Contents are stored in a dictionary, which is converted to a pandas DataFrame and then exported to a csv file." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def getProfile(num, username):\n", "\tresult = {}\n", "\tfor num in range(num):\n", "\t\turl = 'http://www.okcupid.com/profile/'+username[num]\n", "\t\ttest = requests.get(url, cookies = cookies)\n", "\t\tif test.status_code == 200:\n", "\t\t\tpage = requests.get(url, cookies=cookies).text\n", "\t\t\tsoup = BeautifulSoup(page)\n", "\n", "\t\t\t# user basic information\n", "\t\t\tresult.setdefault('username', [])\n", "\t\t\tresult.setdefault('gender', [])\n", "\t\t\tresult.setdefault('age', [])\n", "\t\t\tresult.setdefault('location', [])\n", "\t\t\tresult.setdefault('frequency', [])\n", "\t\t\tresult['username'].append(username[num])\n", "\t\t\tresult['gender'].append(soup.find_all('span',{'class':'ajax_gender'})[0].get_text())\n", "\t\t\tresult['age'].append(soup.find_all('span',{'id':'ajax_age'})[0].get_text())\n", "\t\t\tresult['location'].append(soup.find_all('span',{'id':'ajax_location'})[0].get_text())\n", "\t\t\tresult['frequency'].append(soup.find_all('div',{'class':'tooltip_text hidden'})[0].get_text())\n", " \n", "\t\t\tbasic = ['orientation','ethnicities','height','bodytype','diet','smoking',\\\n", "\t\t\t'drinking','drugs','religion','sign','education','job','income','status',\\\n", "\t\t\t'monogamous','children', 'pets','languages']\n", "\t\t\tfor i in basic:\n", "\t\t\t\tresult.setdefault(i, [])\n", "\t\t\t\tx = soup.find_all('dd', {'id':'ajax_'+i})\n", "\t\t\t\tif x == []:\n", "\t\t\t\t\tresult[i].append('')\n", "\t\t\t\telse:\n", "\t\t\t\t\tresult[i].append(x[0].get_text())\n", "\n", "\t\t\t# user matching information\n", "\t\t\tfind = ['gentation','ages','near','single','lookingfor']\n", "\t\t\tfor i in find:\n", "\t\t\t\tresult.setdefault(i, [])\n", "\t\t\t\tx = soup.find_all('li', {'id':'ajax_'+i})\n", "\t\t\t\tif x == []:\n", "\t\t\t\t\tresult[i].append('')\n", "\t\t\t\telse:\n", "\t\t\t\t\tresult[i].append(x[0].get_text())\n", "\n", "\t\t\t# user self description information\n", "\t\t\ttext = ['0','1','2','3','4','5','6','7','8','9']\n", "\t\t\tfor i in text:\n", "\t\t\t\tresult.setdefault(i, [])\n", "\t\t\t\tx = soup.find_all('div', {'id':'essay_text_'+i})\n", "\t\t\t\tif x == []:\n", "\t\t\t\t\tresult[i].append('')\n", "\t\t\t\telse:\n", "\t\t\t\t\tresult[i].append(x[0].get_text())\n", "\n", "\t\tprint num, 'of', len(username), test.status_code == 200\n", "\treturn result" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "l =[]\n", "with open('usernames.txt', 'r') as f:\n", " for line in f:\n", " l.append(line.rstrip('\\n'))\n", "s = set(l)\n", "print len(l), 'of usernames have been added to the usernames list.'\n", "print len(s), \"of them are unique.\"\n", "\n", "# rewrite the file if there were redundancies\n", "if len(l) != len(s):\n", " writeUsernames(s)\n", " print 'usernames.txt file has been rewrriten.'\n", " \n", "l = list(s)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Set the number of usernames to scrape\n", "result = getProfile(len(l), l)\n", "profile = pd.DataFrame(result)\n", "profile = profile.rename(columns = {'0':'0summary','1':'1doing','2':'2goodat','3':'3notice',\\\n", "\t'4':'4books','5':'5without','6':'6spendtime','7':'7friday','8':'8private','9':'9message'})\n", "profile = profile.set_index(['username'])\n", "print profile.columns" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Export the profiles to csv\n", "profile.to_csv('profile.csv',encoding='utf-8')\n", "!head -5 profile.csv" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "profile" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Part III. Data analysis\n", "\n", "###1. Upload saved straight male, straight female, and bisexual profile csv files to pandas datafram for data manipulation.\n", "\n", "###2. Demographics Analysis\n", "* How old are they? Age distribution of each group.\n", "* Where are they located? Top locations of each group.\n", "\n", "###3. Psychological Analysis\n", "* Who are pickier? Age ranges set by different groups of users compared to their own ages.\n", "* Who are possibly lying? Average height of different groups of users compared to CDC data.\n", "\n", "###4. Notes\n", "* The user age distributions observed are much older than other online reports. This is possibly affected by the login profile setting. I've set my robot profile as a 46 year old man located in China. From this we can learn that the system is still using my profile setting as a refrence, even if I've indicated that I'm open to people from all ages.\n", "* The factors contributing to the height differences could also be: 1) Biased data collection. 2) People who use Okcupid really are taller than the average!" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "gender\n", "Man 2053\n", "Man, Genderfluid, Genderqueer, Non-binary 1\n", "dtype: int64" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p = pd.read_table('profiles(male).csv', sep=',')\n", "p.groupby([p.gender]).size()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "gender\n", "Agender 1\n", "Cis Woman 1\n", "Genderfluid, Woman, Non-binary, Agender 1\n", "Non-binary 1\n", "Transfeminine, Woman, Transgender, Non-binary, Trans Woman 1\n", "Transgender 1\n", "Transgender, Transsexual, Woman 1\n", "Woman 2405\n", "dtype: int64" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p2 = pd.read_table('profiles(female).csv', sep=',')\n", "p2.groupby([p2.gender]).size()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "gender\n", "Agender 1\n", "Agender, Genderfluid 1\n", "Agender, Genderqueer 1\n", "Androgynous 1\n", "Androgynous, Non-binary 1\n", "Androgynous, Woman 1\n", "Cis Man 1\n", "Cis Woman 5\n", "Gender Nonconforming 2\n", "Genderfluid 3\n", "Genderfluid, Genderqueer 1\n", "Genderfluid, Man 1\n", "Genderqueer 4\n", "Genderqueer, Gender Nonconforming, Non-binary 1\n", "Genderqueer, Genderfluid 1\n", "Man 146\n", "Man, Agender 1\n", "Man, Cis Man 2\n", "Non-binary 6\n", "Non-binary, Androgynous, Genderfluid, Genderqueer 1\n", "Non-binary, Man 1\n", "Non-binary, Transfeminine 1\n", "Other 2\n", "Trans Man, Transmasculine, Transgender 1\n", "Trans Woman 5\n", "Trans Woman, Transgender 1\n", "Trans Woman, Transgender, Two Spirit 1\n", "Transfeminine, Transgender, Trans Woman 1\n", "Transgender, Genderfluid, Man 1\n", "Transgender, Man, Genderqueer, Genderfluid 1\n", "Transgender, Trans Woman 1\n", "Woman 575\n", "Woman, Cis Woman 3\n", "Woman, Gender Nonconforming 1\n", "Woman, Gender Nonconforming, Genderfluid 1\n", "Woman, Genderqueer 1\n", "Woman, Man 2\n", "Woman, Transgender 1\n", "Woman, Transsexual 1\n", "dtype: int64" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p3 = pd.read_table('profile.csv', sep=',')\n", "p3.groupby([p3.gender]).size()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n", "\n", "\n", "The average age of 2054 staright female users is 44.0\n" ] }, { "data": { "image/png": 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Xe93ygdg7RBBSIF6bkul0zWwj4ob9HY8Uxi0mzZ/Jrv3u3HCrNq1bE99XTZIaWG4ienuG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HMz8spXnbgmEHENpd/yBawciPtm4G53/98WxXLKF1A7rqH0Vb5SK8HrgB+VKwQAaVbH3wDvNLO1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\nlq2tUwl9AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%pylab inline\n", "plt.rcParams['figure.figsize'] = 12, 6\n", "sns.distplot(p.age, color = \"dodgerblue\")\n", "plt.xlabel('Age', fontsize = 20)\n", "plt.ylabel('Density', fontsize = 20)\n", "plt.xticks(np.arange(20,85,5), fontsize=20)\n", "plt.yticks(fontsize=20)\n", "plt.xlim(18,80)\n", "plt.title('Straight Male Users Age Density', fontsize = 25)\n", "plt.text(55, 0.035, '2056 users', fontsize = 20)\n", "plt.text(55, 0.03, 'Average age: 44', fontsize = 20)\n", "print '\\n\\n','The average age of', len(p), 'staright female users is', round(mean(p.age))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "The average age of 2412 staright female users is 35.0\n" ] }, { "data": { "image/png": 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aTmnrA5tZLyLf/jbAv4ChbX0MEREREZHO0tlNdyYTmXV6l1jeOy2fXGJ5i5jZ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcParams['figure.figsize'] = 12, 6\n", "sns.distplot(p2.age, color = '#FF4D4D')\n", "plt.xlabel('Age', fontsize = 20)\n", "plt.ylabel('Density', fontsize = 20)\n", "plt.xticks(np.arange(20,85,5), fontsize=20)\n", "plt.yticks(fontsize=20)\n", "plt.xlim(18,60)\n", "plt.title('Straight Female Users Age Density', fontsize = 25)\n", "plt.text(45, 0.10, '2412 users', fontsize = 20)\n", "plt.text(45, 0.08, 'Average age: 35', fontsize = 20)\n", "print '\\n\\n','The average age of', len(p2), 'staright female users is', round(mean(p2.age))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "The average age of 782 staright female users is 26.0\n" ] }, { "data": { "image/png": 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ze85zJWIt5svIqgldU5jqKB3HoqLXV0Sa4W9JY2Eq2ijpEJUO9LPBZVNKLM8e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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcParams['figure.figsize'] = 12, 6\n", "sns.distplot(p3.age, color = 'mediumpurple')\n", "plt.xlabel('Age', fontsize = 20)\n", "plt.ylabel('Density', fontsize = 20)\n", "plt.xticks(np.arange(20,85,5), fontsize=20)\n", "plt.yticks(fontsize=20)\n", "plt.xlim(18,50)\n", "plt.title('Bisexual Mixed Gender Users Age Density', fontsize = 25)\n", "plt.text(37, 0.09, '782 users', fontsize = 20)\n", "plt.text(37, 0.08, 'Average age: 26', fontsize = 20)\n", "print '\\n\\n','The average age of', len(p3), 'staright female users is', round(mean(p3.age))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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RI1q7dq38/f01f/58l2EM/fz89Mwzz6h79+7KycnRrFmzXLaTLo/oUrNmTZdtnn/+ebVt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\nevvtt9s5Yfu46aab5OPjo3feeUcvvviiunbtqqNHj8rf318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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def locationranks(df):\n", " ranks = {}\n", " for i in df.location:\n", " x = re.split(', ', i)[-1]\n", " ranks[x] = ranks.get(x, 0) + 1\n", " ranks = pd.Series(ranks.values(), index = ranks.keys())\n", " ranks = ranks.order(ascending=False)[:10]\n", " return ranks\n", "\n", "plt.rcParams['figure.figsize'] = 12,12\n", "locationranks(p).plot(kind='bar', fontsize = 14, legend=False, color = 'dodgerblue')\n", "plt.title('Top 10 Cities of Straight Male Users', fontsize=25)\n", "plt.xticks(fontsize=20)\n", "plt.yticks(fontsize=20)\n", "plt.style.use('ggplot')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(array([ 0., 50., 100., 150., 200., 250., 300., 350., 400.]),\n", " )" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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S43t8+PDhqlixonbt2qXXX3/d4ULr5ORkPfPMMzp79qwqV66sgQMHOtUXqew/\nb3DrKtVvt9nZ2Zo7d26h3/xOnTql0NBQNWrUSOPHjzfOVIWGhmrFihXasGGDunXrJinvjb5gwQL5\n+vpq6tSpxuT/TZs2ad68eVqxYkWB9T4BZ7355ps6ceKENm7cqJdeekk1a9ZUrVq1dOzYMeOiqcGD\nBxd5W+1GjRrpnXfe0cKFC+Xv76+EhARduHBBHh4emjp1apG3gC5Lzz//vH755Rdt27ZNffr0UYMG\nDZSZman4+HhZLBb17dtXjz32WKnrfeWVV1StWjVNmzZNq1ev1urVq1WjRg3VqlVLFy5cMFYEcHd3\n10svvaSnnnrKqXqrVq0qf39/JScn67nnntMdd9yhV155Re3atSvymHfeeUfPPPOMfvnlFz3++OO6\n7bbbVLVqVSUkJCgtLU0Wi0VDhw51uJvbE088Ydwh7+mnn1bNmjXl4+Ojs2fPGmdBO3bs6PQFQd26\nddOrr76q9957T7Nnz9aiRYtUv359paamGvXde++9RS5HVlp16tTRwoUL9dprr+m3335TSEiIxowZ\no9q1a8vT01OpqalGULz99tv1/vvvF1gNwn5mMikpSZ07d5aPj4++/PJLY39RZ22bNGmi7t27a+3a\ntfrkk0+0cuVK1a5dW+fOnVNSUpIqV66st956S5MmTVJ6enqJF6p6enrqgw8+0LBhw7RhwwZt2bJF\nDRo00MWLFxUfH6/bbrtNNWrU0OnTp00t91hYP5o2barDhw9r/vz5ioyMVLdu3fTss8+Wum5nubq6\nGreb3r9/v3r16qV69erJw8NDcXFxxtniUaNGFftaL4t2vPzyyxo/fry2b9+uBx98UPXq1TM+E6S8\nz4ywsDAlJycrJSWlyCXv7EaPHq3jx48rMjJSI0aMUM2aNeXr66ukpCSdPXtWFotF3bp1K3D7+JIM\nGDBAp0+f1pw5c/Thhx9q4cKFuu2221S5cmWdPXtWx44dk5Q3XW7KlCkF7sh61113aeTIkZoxY4am\nTZumefPmqXbt2rp8+bKOHTumnJwc1a1b1+HLmv298sorr2j16tVat26dGjRooKysLMXFxSknJ0cV\nK1bURx995PRF21LZf97g1lWqML1y5UodP35czZo10969ex32bdiwQbm5uQoODnb4yTc4OFhr1qxR\nRESEEaajoqJ06dIlDRgwwOEq2g4dOig8PFyRkZEaNGhQqZfZwf+Gks7Guru7a/bs2Vq7dq2WL1+u\n2NhYHTzvr4VOAAAgAElEQVR4UDVq1FDbtm01YMCAAtM7rq574sSJ2r17t0JDQ3X48GFVr15dXbt2\n1ZNPPun0BX8ltd+ZPsyfP1+ff/65Vq1aZczxbt68ufr163ddt68dOnSoOnTooNDQUOOW5AcOHFCF\nChWMZZ8GDBhQ6O3Mi2v3jBkz9O9//9tYpssezIvqb9WqVfXFF19o5cqV+uabb4z5xFWqVFH79u3V\nv39/4+dbu3Llymnu3LlasmSJvvvuOx09elQHDx5UlSpV1K5dO/Xu3Vu9evUq1XgMHz5cbdq00eLF\ni7Vr1y4dOnRIlStXVlBQkB555BHj7JSz41CSxo0bKzw8XKtXr9bmzZsVExOjM2fO6NixY6pWrZra\ntm2rjh07qk+fPoVOJ2rdurVCQkL0+eef69SpU8rKylJqaqoREopr2/Tp0xUUFKTQ0FAlJCTo6NGj\nql27tp5++mkNGzZM3t7emj9/vk6ePKnIyEiHsSys3ubNmys8PFxz587Vjz/+qCNHjsjb21uDBg3S\n888/r8cff1ynT592WK3B2bErrFxISIguXbqkbdu2KT4+vtBlzkpTnzPq1KmjsLAwLV26VOvWrdPR\no0d1+fJleXt768EHH9TgwYMLTLcq6bGc+Qy4dv/jjz+u+vXr6+OPP9aRI0d09OhR1ahRQ3//+981\nbNgwNWrUSPHx8UpJSVFkZKQeeuihYtvi7u6uefPmae3atVq5cqX27dunAwcOyNPTU23atFFwcHCh\nr31nvPDCC+rcubO+/vpr/fzzzzp58qSSk5NVrVo1tWjRQh06dFCfPn0KvbW3lPerYcOGDbVs2TLF\nxsbq8OHD8vDwUNOmTdWpUyc98cQTBVbgeOCBB7R69WotWrRIUVFRio+PV05OjmrXrq127drpySef\nNNb3LmqMr3UjPm9wa7LYnJx8Fh8fr1GjRunRRx9Venq61q5dq7fffts4SzJu3DgdPHhQixcvLrDk\n0aRJk/Trr79q0aJF8vDw0MyZMxUVFaXp06cXWCj9o48+0saNG/+wM4CAXePGjWWxWLR8+XKnpjYA\nKF6bNm107tw5ffnll7r77rv/7OYAwA3h1Knf3NxczZs3T35+fkUueH/ixAlVrVq10LVD7cve2K82\ntl/1XNhdg+xL65TmymQAwB9r5syZ6tmzpz766KNC9//66686d+6c3NzcbtgNjgDgZuBUmA4PD9fv\nv/+uZ599tsglstLS0opcnN6+3X5hYVpamtzc3Aq9y9O1ZQEAN5+mTZvqt99+09y5cwusOnPw4EH9\n3//9n6S8i7iKu3EJAPzVlThnOjk5WcuWLVPXrl3VsGHDIsvl5OQUeQtU+3b7lfLFlbWH9aysrJKa\nBpS5P2rJLeCv7qGHHlKnTp20YcMGDRs2TL6+vqpZs6bOnj1rXER5zz33aPTo0X9ySwHgxio2TNts\nNs2bN09Vq1YtcTkZd3f3Ite2tAdj+wUD7u7uBZbLsbPX8Ve41SxuPddzYRnwv2bmzJnauHGjvvzy\nS/3+++/GxZutW7dWr1691KdPH95TAG55xYbpdevW6eDBgxo1alSJ4dbT07PIqRn27faf+jw9PZWU\nlKTs7OwC00auLVucsr4hgBn25cDw1x+LiIgI49/X24+/+liUJcYi3604FgEBAZowYUKh+4q79uVW\nHAuzGIt8jEU+xiLfzTAWxd35uNgwvW3bNknS5MmTC90/fvx4SXkLmvv5+Wn//v3KysoqMIXj1KlT\ncnFxMdZL9fPz06FDh3Tq1Cn5+fk5lD158mSJjQYAAABuBsWG6fbt2xv3nr9adHS0jhw5ogcffFA+\nPj7y9PRUkyZNFBsbq/3796t58+ZG2czMTB06dEi1a9c2pnk0adJEmzdv1r59+wqE6X379qlixYoF\nlswDAAAAbjYlhunCpKen68iRI2rfvr2xznS7du0UFhamZcuWKSAgwJi+ERYWpoyMDHXq1Mk4vlWr\nVlq0aJHCw8PVpk0b4y5bEREROn78uB5++OGy6BsAAABwQ5XqDojF8ff318MPP6xVq1YpJCREgYGB\nSkxMVHR0tBo3bqyOHTsaZb28vDR48GDNnz9fISEhatOmjVJTU7Vt2zb5+/srODi4rJoFAAAA3DBl\nFqYlaeDAgapevbrWr1+vtWvXqlq1aurZs6f69u1b4ELDzp07y9PTU+Hh4Vq/fr0qVaqk9u3ba8CA\nAfL09CzLZgEAAAA3hKkwPXToUA0dOrTQfV27dlXXrl2dqicoKEhBQUFmmgAAAAD86Zy6AyIAAACA\nggjTAAAAgEllOmf6r8b1fKpsp09cVx1nE4+q3JUr11WHpYavsqt4X1cdAAAA+OP9T4dp2+kTyvzv\nG9dVR2YZtMP9zSkSYRoAAOAvh2keAAAAgEmEaQAAAMAkwjQAAABgEmEaAAAAMIkwDQAAAJhEmAYA\nAABMIkwDAAAAJhGmAQAAAJMI0wAAAIBJhGkAAADAJMI0AAAAYBJhGgAAADCJMA0AAACYRJgGAAAA\nTCJMAwAAACYRpgEAAACTCNMAAACASYRpAAAAwCTCNAAAAGASYRoAAAAwiTANAAAAmESYBgAAAEwi\nTAMAAAAmEaYBAAAAkwjTAAAAgEmEaQAAAMAkwjQAAABgEmEaAAAAMIkwDQAAAJhEmAYAAABMIkwD\nAAAAJhGmAQAAAJMI0wAAAIBJhGkAAADAJMI0AAAAYBJhGgAAADCJMA0AAACYRJgGAAAATCJMAwAA\nACYRpgEAAACTCNMAAACASYRpAAAAwCTCNAAAAGASYRoAAAAwiTANAAAAmESYBgAAAEwiTAMAAAAm\nEaYBAAAAkwjTAAAAgEmEaQAAAMAkwjQAAABgEmEaAAAAMIkwDQAAAJhEmAYAAABMIkwDAAAAJhGm\nAQAAAJMI0wAAAIBJhGkAAADAJMI0AAAAYBJhGgAAADCJMA0AAACYRJgGAAAATCJMAwAAACa5Olsw\nLS1Ny5YtU3R0tM6ePSsfHx+1b99evXr1kotLfiaPiIjQhx9+WGgdDRo00KRJkxy27d69WytWrFBi\nYqLc3d3VsmVLDRw4UJUrVzbZJQAAAOCP4VSYvnz5ssaNG6fk5GS1bNlSrVu31oEDB/TFF19o//79\neuONN4yycXFxkqRHHnlE7u7uDvV4e3s7/H9UVJRmzpwpX19fdenSRadOnVJkZKRiY2P13//+VxUr\nVrzO7gEAAAA3jlNhOiwsTMnJyRo2bJi6detmbJ8xY4a2bt2q3bt3KzAwUJKUkJAgLy8vDRw4sNg6\nMzIytGDBAvn6+mrq1KmqUKGCJGnTpk2aN2+eVqxYoSFDhpjtFwAAAHDDOTVn+vTp06pRo4a6dOni\nsD0oKEiSdPjwYWNbQkKCbr/99hLrjIqK0qVLl9SzZ08jSEtShw4d5O/vr8jISOXm5jrVCQAAAODP\n4NSZ6RdffLHQ7UlJSZKkKlWqSJLOnDmjixcvqm7duiXWuX//fklS06ZNC+xr0qSJNm7cqGPHjjlV\nFwAAAPBncPoCxKudP39e27ZtU2hoqGrUqKEHHnhAkhQfHy9Jys7O1tSpU3Xo0CFlZWWpUaNG6t+/\nvxo0aGDUceLECUmSr69vgfp9fHwkSSkpKYRpAAAA3LRKHaa//PJLhYWFSco7I/3WW28ZFwomJCRI\nkr7//nvdfffdeuihh5ScnKxdu3YpNjZWISEhatGihaS81UHc3Nzk5uZW4DHs9V26dMlcrwAAAIA/\nQKnDdK1atfTII48oOTlZO3fu1Ntvv63Ro0erfv36stlsqlmzpgYMGKB27doZx8TGxmrixImaM2eO\nZs+eLVdXV+Xk5BQapCXJ1TWvWVlZWSa7BQAAANx4pQ7T7du3N/69e/duTZkyRbNmzdL06dMVHBys\n4ODgAscEBASoXbt22rJli2JjY9W8eXO5u7vr/PnzhT5Gdna2JKl8+fKlbR4AAADwhzE1Z9ouMDBQ\nzZo10969e3X8+HHVqlWryLL169fXli1bdPLkSUmSp6enkpKSlJ2dbZyJtrNP7yhpnWl/f//rab7O\nJh5V5nXVUDbcy5dXtevsy83iep+TWwljkY+xyMdY5GMs8jEW+RiLfIxFvpt5LEoM07m5uYqJiZEk\nNW/evMD+GjVqSJLS09MVFxenS5cuKSAgoEC5zMy82Gqf2uHn56dDhw7p1KlT8vPzcyhrD9wlDVxy\ncnJJzS9WuStXruv4spJ55cp19+Vm4O/vf0v0oywwFvkYi3yMRT7GIh9jkY+xyMdY5LsZxqK4TFri\nOtM2m01TpkzRzJkzC133OT4+XhaLRTVr1tSUKVM0YcIEpaWlFSh34MABSdKdd94pKW/5O0nat29f\ngbL79u1TxYoVVbt27ZKaBwAAAPxpSgzT5cqVU+vWrXXhwgWFh4c77Fu/fr2OHj2qwMBAValSRa1b\nt5bNZtPSpUsdyv3000+Kjo5WQECAEZBbtWqlChUqKDw8XOnp6UbZiIgIHT9+XB07diyL/gEAAAA3\njFNzpgcPHqz9+/dr6dKlio2NVZ06dRQXF6eYmBj5+Pho+PDhkqQ+ffooOjpaGzduVHx8vKxWq5KT\nkxUdHa1q1appxIgRRp1eXl4aPHiw5s+fr5CQELVp00apqanatm2b/P39C72QEQAAALiZOBWmvb29\nNXnyZIWGhmrXrl3au3evvL291bNnTz366KPy8vKSlBeQJ02apGXLlmnHjh1au3atqlSpoo4dO6pf\nv36qWrWqQ72dO3eWp6enwsPDtX79elWqVEnt27fXgAED5OnpWfa9BQAAAMqQ06t5VK1a1TgDXRwv\nLy8NGzZMw4YNc6reoKAgBQUFOdsMAAAA4KZR4pxpAAAAAIUjTAMAAAAmEaYBAAAAkwjTAAAAgEmE\naQAAAMAkwjQAAABgEmEaAAAAMIkwDQAAAJhEmAYAAABMIkwDAAAAJhGmAQAAAJMI0wAAAIBJhGkA\nAADAJMI0AAAAYBJhGgAAADCJMA0AAACYRJgGAAAATCJMAwAAACYRpgEAAACTCNMAAACASYRpAAAA\nwCTCNAAAAGASYRoAAAAwiTANAAAAmESYBgAAAEwiTAMAAAAmEaYBAAAAkwjTAAAAgEmEaQAAAMAk\nwjQAAABgEmEaAAAAMIkwDQAAAJhEmAYAAABMIkwDAAAAJhGmAQAAAJMI0wAAAIBJhGkAAADAJMI0\nAAAAYBJhGgAAADCJMA0AAACYRJgGAAAATCJMAwAAACYRpgEAAACTCNMAAACASYRpAAAAwCTCNAAA\nAGASYRoAAAAwiTANAAAAmESYBgAAAEwiTAMAAAAmEaYBAAAAkwjTAAAAgEmEaQAAAMAkwjQAAABg\nEmEaAAAAMIkwDQAAAJhEmAYAAABMIkwDAAAAJhGmAQAAAJMI0wAAAIBJhGkAAADAJMI0AAAAYBJh\nGgAAADCJMA0AAACYRJgGAAAATCJMAwAAACYRpgEAAACTCNMAAACASa7OFkxLS9OyZcsUHR2ts2fP\nysfHR+3bt1evXr3k4uKYyTdv3qzVq1crJSVFXl5euu+++9SvXz9VqFChQL27d+/WihUrlJiYKHd3\nd7Vs2VIDBw5U5cqVr793AAAAwA3k1Jnpy5cva9y4cVq3bp3q1Kmjbt26qWLFivriiy80bdo0h7Jh\nYWGaM2eOJKl79+6qW7euVq9erUmTJik7O9uhbFRUlKZMmaK0tDR16dJFTZs2VWRkpMaMGaNLly6V\nURcBAACAG8OpM9NhYWFKTk7WsGHD1K1bN2P7jBkztHXrVu3evVuBgYE6deqUQkND1ahRI40fP944\nYx0aGqoVK1Zow4YNxvEZGRlasGCBfH19NXXqVOOs9aZNmzRv3jytWLFCQ4YMKev+AgAAAGXGqTPT\np0+fVo0aNdSlSxeH7UFBQZKkw4cPS5I2bNig3NxcBQcHO0z9CA4OloeHhyIiIoxtUVFRunTpknr2\n7Okw/aNDhw7y9/dXZGSkcnNzzfcMAAAAuMGcCtMvvviiZs+eXWBudFJSkiSpSpUqkqT9+/dLkpo2\nbepQzs3NTQ0bNlR8fLwuX75cbFlJatKkidLT03Xs2LHS9AUAAAD4Q5lazeP8+fNat26dQkNDVaNG\nDT3wwAOSpBMnTqhq1aoqX758gWNq1qwpSUpJSTHKSpKvr2+Bsj4+Pg5lAQAAgJuR06t52H355ZcK\nCwuTlHdG+q233lLFihUl5a34UVg4lmSUsV9YmJaWJjc3N7m5uZVYFgAAALgZlfrMdK1atfTII4+o\nVatWunDhgt5++239/vvvkqScnJxCw7EkY3tmZmaJZV1d8zJ+VlZWaZsHAAAA/GFKfWa6ffv2xr93\n796tKVOmaNasWZo+fbrc3d0LLH9nZw/G9osN3d3ddf78+ULL2usobLoIAAAAcLModZi+WmBgoO66\n6y7FxMTo+PHj8vT0LHJqhn27fQqHp6enkpKSlJ2dbZyJLqpsUfz9/a+n+TqbeFSZ11VD2XAvX17V\nrrMvN4vrfU5uJYxFPsYiH2ORj7HIx1jkYyzyMRb5buaxKDFM5+bmKiYmRpLUvHnzAvvtFxampaXJ\nz89P+/fvV1ZWVoEpHKdOnZKLi4tq1aolSfLz89OhQ4d06tQp+fn5OZQ9efKkpJIHLjk5uaTmF6vc\nlSvXdXxZybxy5br7cjPw9/e/JfpRFhiLfIxFPsYiH2ORj7HIx1jkYyzy3QxjUVwmLXHOtM1m05Qp\nUzRz5sxC132Oj4+XxWKRr6+vmjRpIpvNZix7Z5eZmalDhw6pdu3axjSPJk2aSJL27dtXoM59+/ap\nYsWKql27dknNAwAAAP40JYbpcuXKqXXr1rpw4YLCw8Md9q1fv15Hjx5VYGCgKleurHbt2snFxUXL\nli1zmDsdFhamjIwMderUydjWqlUrVahQQeHh4UpPTze2R0RE6Pjx4+rYsWNZ9A8AAAC4YZyaMz14\n8GDt379fS5cuVWxsrOrUqaO4uDjFxMTIx8dHw4cPl5R3Cvzhhx/WqlWrFBISosDAQCUmJio6OlqN\nGzd2CMheXl4aPHiw5s+fr5CQELVp00apqanatm2b/P39FRwcfGN6DAAAAJQRp8K0t7e3Jk+erNDQ\nUO3atUt79+6Vt7e3evbsqUcffVReXl5G2YEDB6p69epav3691q5dq2rVqqlnz57q27dvgQsNO3fu\nLE9PT4WHh2v9+vWqVKmS2rdvrwEDBsjT07NsewoAAACUMadX86hatapxBrokXbt2VdeuXZ0qGxQU\npKCgIGebAQAAANw0TN1OHAAAAABhGgAAADCNMA0AAACYRJgGAAAATCJMAwAAACYRpgEAAACTCNMA\nAACASYRpAAAAwCTCNAAAAGASYRoAAAAwiTANAAAAmESYBgAAAEwiTAMAAAAmEaYBAAAAkwjTAAAA\ngEmEaQAAAMAkwjQAAABgEmEaAAAAMIkwDQAAAJhEmAYAAABMIkwDAAAAJhGmAQAAAJMI0wAAAIBJ\nhGkAAADAJMI0AAAAYBJhGgAAADCJMA0AAACYRJgGAAAATCJMAwAAACYRpgEAAACTCNMAAACASYRp\nAAAAwCTCNAAAAGASYRoAAAAwiTANAAAAmESYBgAAAEwiTAMAAAAmEaYBAAAAkwjTAAAAgEmEaQAA\nAMAkwjQAAABgEmEaAAAAMIkwDQAAAJhEmAYAAABMIkwDAAAAJhGmAQAAAJMI0wAAAIBJhGkAAADA\nJMI0AAAAYBJhGgAAADCJMA0AAACYRJgGAAAATCJMAwAAACYRpgEAAACTCNMAAACASYRpAAAAwCTC\nNAAAAGASYRoAAAAwiTANAAAAmESYBgAAAEwiTAMAAAAmEaYBAAAAkwjTAAAAgEmEaQAAAMAkwjQA\nAABgEmEaAAAAMIkwDQAAAJhEmAYAAABMcnW24Llz5xQaGqro6GidP39eXl5eatasmfr37y8fHx+j\nXEREhD788MNC62jQoIEmTZrksG337t1asWKFEhMT5e7urpYtW2rgwIGqXLmyyS4BAAAAfwynwvS5\nc+c0atQopaamqnnz5mrbtq2Sk5MVFRWlPXv2aNKkSapVq5YkKS4uTpL0yCOPyN3d3aEeb29vh/+P\niorSzJkz5evrqy5duujUqVOKjIxUbGys/vvf/6pixYpl0EUAAADgxnAqTIeGhio1NVVPPPGEevbs\naWz/4YcfNGvWLC1evFghISGSpISEBHl5eWngwIHF1pmRkaEFCxbI19dXU6dOVYUKFSRJmzZt0rx5\n87RixQoNGTLEbL8AAACAG86pOdM7duxQ5cqVHYK0JN1///3y8fHRL7/8YmxLSEjQ7bffXmKdUVFR\nunTpknr27GkEaUnq0KGD/P39FRkZqdzcXGf7AQAAAPzhSgzTubm5Cg4OVt++fQvd7+bmpuzsbGVn\nZ+vMmTO6ePGi6tatW+ID79+/X5LUtGnTAvuaNGmi9PR0HTt2rMR6AAAAgD9LidM8XFxc1KNHj0L3\nJSUlKSkpSbVq1ZKrq6vi4+MlSdnZ2Zo6daoOHTqkrKwsNWrUSP3791eDBg2MY0+cOCFJ8vX1LVCv\n/YLGlJQUp4I5AAAA8GcwvTRebm6uFi5cKEnq2LGjpLwpHpL0/fffKycnRw899JCaNWummJgYvf32\n2w7TQdLS0uTm5iY3N7cCddsvPLx06ZLZ5gEAAAA3nNNL413NZrPpo48+UkxMjO68805jLrXNZlPN\nmjU1YMAAtWvXzigfGxuriRMnas6cOZo9e7ZcXV2Vk5NTaJCWJFfXvGZlZWWZaR4AAADwhyh1mM7J\nydGHH36ozZs3y9fXVyEhISpXrpwkKTg4WMHBwQWOCQgIULt27bRlyxbFxsaqefPmcnd31/nz5wt9\njOzsbElS+fLli22Lv79/aZvv4GziUWVeVw1lw718eVW7zr7cLK73ObmVMBb5GIt8jEU+xiIfY5GP\nscjHWOS7mceiVGH6ypUrevfdd7Vnzx75+flp7Nixqlq1qlPH1q9fX1u2bNHJkyclSZ6enkpKSlJ2\ndrZxJtrOPr2jpHWmk5OTS9P8AspduXJdx5eVzCtXrrsvNwN/f/9boh9lgbHIx1jkYyzyMRb5GIt8\njEU+xiLfzTAWxYV5p+dMp6ena8KECdqzZ4/q16+vCRMmqHr16g5l4uLijFU6rpWZmXcO2D61w8/P\nT5J06tSpAmXtgftm/hYCAAAAOBWmMzMzNWXKFB05ckQBAQH617/+VejtvqdMmaLx48crLS2twL4D\nBw5Iku68805JecvfSdK+ffsKlN23b58qVqyo2rVrO98TAAAA4A/mVJheunSpDh06pEaNGmn06NEO\nN1m5WuvWrWWz2bR06VKH7T/99JOio6MVEBBgBORWrVqpQoUKCg8PV3p6ulE2IiJCx48fN1YIAQAA\nAG5WJc6ZPnfunNatWydJuu222xQWFlZoueDgYPXp00fR0dHauHGj4uPjZbValZycrOjoaFWrVk0j\nRowwynt5eWnw4MGaP3++QkJC1KZNG6Wmpmrbtm3y9/cv9EJGAAAA4GZSYpg+dOiQcnJyJEmbNm0q\nslyvXr3k5eWlSZMmadmyZdqxY4fWrl2rKlWqqGPHjurXr1+BixU7d+4sT09PhYeHa/369apUqZLa\nt2+vAQMGyNPT8zq7BgAAANxYJYbpe++9V1999ZXTFXp5eWnYsGEaNmyYU+WDgoIUFBTkdP0AAADA\nzcL0HRABAACA/3WEaQAAAMAkwjQAAABgEmEaAAAAMIkwDQAAAJhEmAYAAABMIkwDAAAAJhGmAQAA\nAJMI0wAAAIBJhGkAAADAJMI0AAAAYBJhGgAAADCJMA0AAACYRJgGAAAATCJMAwAAACYRpgEAAACT\nCNMAAACASYRpAAAAwCTCNAAAAGASYRoAAAAwiTANAAAAmESYBgAAAEwiTAMAAAAmEaYBAAAAkwjT\nAAAAgEmEaQAAAMAkwjQAAABgEmEaAAAAMIkwDQAAAJhEmAYAAABMIkwDAAAAJhGmAQAAAJMI0wAA\nAIBJhGkAAADAJMI0AAAAYBJhGgAAADCJMA0AAACYRJgGAAAATCJMAwAAACYRpgEAAACTCNMAAACA\nSYRpAAAAwCTCNAAAAGASYRoAAAAwiTANAAAAmESYBgAAAExy/bMbgJuD6/lU2U6fuK46ziYeVbkr\nV66rDksNX2VX8b6uOgAAAP4ohGlIkmynTyjzv29cVx2ZZdAO9zenSIRpAADwF8E0DwAAAMAkwjQA\nAABgEmEaAAAAMIkwDQAAAJhEmAYAAABMIkwDAAAAJhGmAQAAAJMI0wAAAIBJhGkAAADAJMI0AAAA\nYBJhGgAAADCJMA0AAACYRJgGAAAATCJMAwAAACYRpgEAAACTCNMAAACASYRpAAAAwCTCNAAAAGAS\nYRoAAAAwydXZgufOnVNoaKiio6N1/vx5eXl5qVmzZurfv798fHwcym7evFmrV69WSkqKvLy8dN99\n96lfv36qUKFCgXp3796tFStWKDExUe7u7mrZsqUGDhyoypUrX3/vAAAAgBvIqTPT586d06hRo7Rx\n40bVrl1bPXr0UIMGDRQVFaVRo0bp+PHjRtmwsDDNmTNHktS9e3fVrVtXq1ev1qRJk5Sdne1Qb1RU\nlKZMmaK0tDR16dJFTZs2VWRkpMaMGaNLly6VYTcBAACAsufUmenQ0FClpqbqiSeeUM+ePY3tP/zw\ng2bNmqXFixcrJCREp06dUmhoqBo1aqTx48fLxcXFOH7FihXasGGDunXrJknKyMjQggUL5Ovrq6lT\npxpnrTdt2qR58+ZpxYoVGjJkSFn3FwAAACgzTp2Z3rFjhypXruwQpCXp/vv/v707j6uqzv84/ma7\nrC6ggJCKGyquqbkhKY6aW8swZppl6kzlmDPTtPxsmzJz1OxR/X4tWjMTNjZTKmampuaGipZbg8so\nEpmjRKCgiLLIfn9/+OAiIwgc7uXi5fX8q3vO95w+96vI+577Xe5UQECAjh49KrPZrO3bt6u0tFRR\nUVRD1QsAACAASURBVFGWIC1JUVFR8vT0VGxsrOXY3r17lZeXp/Hjx1cY/jF8+HAFBwdr165dKi0t\nrev7AwAAAGym2jBdFo4nTpxY6Xk3NzcVFxerpKREJ0+elCR17979hjahoaE6e/asrl69KklVtpWk\nsLAw5eTk6KeffqrduwEAAADqUbXDPJydnTVu3LhKz/3888/6+eef1apVK7m6uur8+fNq3ry53N3d\nb2jr7+8vSUpLS1OHDh10/vx5SVJgYOANbcsmNKalpSkkJKTm7wYAAACoR4aXxistLdWyZcskSSNG\njJAkZWdny8vLq9L2ZcfLJhZmZ2fLzc1Nbm5u1bYFAAAAGiJDYdpsNuuvf/2rjh8/ro4dO1rGUpeU\nlFQajiVZjhcWFlbb1tX12gPzoqIiI+UBAAAA9aLWYbqkpEQffPCBdu7cqcDAQM2ZM0cuLi6SJJPJ\ndMPyd2XKgnHZZMObtS07XtlwEQAAAKChqPGmLZJUUFCgt99+W0eOHFFQUJBefvllNW/e3HLe29u7\nyqEZZcfLhnB4e3vr559/VnFxseVJdFVtqxIcHFyb8m9wKeW0Cut0B+swubvLt47vpa7oC+ur699P\nR0JflKMvytEX5eiLcvRFOfqiXEPuixqH6ZycHC1atEinTp1S+/bt9eKLL96wS2FQUJASExNVVFR0\nwxCOjIwMOTs7q1WrVpa2SUlJysjIUFBQUIW26enpkqrvuNTU1JqWXymXgoI6XW8thQUFdX4vdUVf\nWFdwcLBDvA9roC/K0Rfl6Ity9EU5+qIcfVGuIfTFzTJpjYZ5FBYWavHixTp16pS6deumV199tdLt\nvsPCwlRaWmpZ9u7665OSktS6dWvLMI+wsDBJ0okTJ264z4kTJ+Tl5aXWrVvXpDwAAADALmoUples\nWKGkpCR17txZL774YoVNVq4XEREhZ2dnrV69usJ46LVr1yo/P18jR460HOvfv788PDy0fv165eTk\nWI7Hxsbq3LlzlhVCAAAAgIaq2mEeWVlZ2rJliyTptttu09q1ayttFxUVpeDgYN1zzz1at26d5syZ\no759+yolJUWHDx9W165dKwRkHx8fPfzww/roo480Z84cDRo0SJmZmdq/f7+Cg4MVFRVlpbcIAAAA\n2Ea1YTopKUklJSWSpJ07d1bZ7u6775abm5umTJmiFi1aaOvWrdq8ebN8fX01fvx4TZw48YaJhqNG\njZK3t7fWr1+vrVu3qkmTJoqMjNTkyZPl7e1dx7cGAAAA2Fa1YXrAgAFatWpVrW46evRojR49ukZt\nw8PDFR4eXqv7AwAAAA2B4R0QAQAAgMaOMA0AAAAYRJgGAAAADCJMAwAAAAYRpgEAAACDCNMAAACA\nQYRpAAAAwCDCNAAAAGAQYRoAAAAwiDANAAAAGESYBgAAAAwiTAMAAAAGEaYBAAAAgwjTAAAAgEGE\naQAAAMAgwjQAAABgEGEaAAAAMIgwDQAAABhEmAYAAAAMIkwDAAAABhGmAQAAAIMI0wAAAIBBhGkA\nAADAIMI0AAAAYBBhGgAAADCIMA0AAAAYRJgGAAAADCJMAwAAAAYRpgEAAACDCNMAAACAQYRpAAAA\nwCDCNAAAAGAQYRoAAAAwiDANAAAAGESYBgAAAAwiTAMAAAAGEaYBAAAAgwjTAAAAgEGEaQAAAMAg\nwjQAAABgEGEaAAAAMIgwDQAAABhEmAYAAAAMIkwDAAAABhGmAQAAAIMI0wAAAIBBhGkAAADAIMI0\nAAAAYBBhGgAAADCIMA0AAAAYRJgGAAAADCJMAwAAAAYRpgEAAACDCNMAAACAQYRpAAAAwCDCNAAA\nAGAQYRoAAAAwiDANAAAAGESYBgAAAAwiTAMAAAAGEaYBAAAAgwjTAAAAgEGEaQAAAMAgwjQAAABg\nEGEaAAAAMIgwDQAAABhEmAYAAAAMIkwDAAAABrnW9oLMzEw99dRTmjRpksaNG1fhXGxsrP7yl79U\nel2nTp20YMGCCsfi4+O1Zs0apaSkyGQyqV+/fpoyZYqaNm1a27IAAACAelerMJ2fn6+33npL+fn5\nlZ4/c+aMJOm+++6TyWSqcM7Pz6/C67179+q9995TYGCg7rrrLmVkZGjXrl1KSEjQ66+/Li8vr9qU\nBgAAANS7GofpjIwMvfnmm5bAXJnk5GT5+PhoypQpN71Xfn6+oqOjFRgYqDfeeEMeHh6SpJ07d+rD\nDz/UmjVrNHXq1JqWBgAAANhFjcZMb9y4Uc8++6ySk5PVo0ePKtslJyerbdu21d5v7969ysvL0/jx\n4y1BWpKGDx+u4OBg7dq1S6WlpTUpDQAAALCbGoXpTZs2KSAgQPPmzdOdd95ZaZuLFy8qNzdXISEh\n1d7v5MmTkqTu3bvfcC4sLEw5OTn66aefalIaAAAAYDc1GuYxc+ZM9ezZU05OTkpNTa20zdmzZyVJ\nxcXFeuONN5SUlKSioiJ17txZkyZNUqdOnSxtz58/L0kKDAy84T4BAQGSpLS0tBoFcwAAAMBeavRk\nulevXnJycrppm+TkZEnStm3bVFJSol/84hfq2bOnjh8/rrlz5+ro0aOWttnZ2XJzc5Obm9sN9ymb\neJiXl1fjNwEAAADYQ62XxquK2WyWv7+/Jk+erIiICMvxhIQEzZ8/X0uXLtWSJUvk6uqqkpKSSoO0\nJLm6XiupqKjIWqUBAAAANmG1TVuioqL0/vvvVwjSktStWzdFREQoKytLCQkJkiSTyaTi4uJK71N2\n3N3d3VqlAQAAADZhtSfTN9O+fXvFxcUpPT1dkuTt7a2ff/5ZxcXFlifRZcqGd9Rkneng4OA61XUp\n5bQK63QH6zC5u8u3ju+lruiLctlnflRxelqd7nEp5bQ861iHa0CQmrTrWMe7NAx1/Vl1JPRFOfqi\nHH1Rjr4oR1+Ua8h9YbUwfebMGV29elVhYWE3nCssvBbTyoZ2BAUFKSkpSRkZGQoKCqrQtixw16TT\nqpoMWVMuBQV1ut5aCgsK6vxe6oq+KOfy0xkVvv6cXWuQJNPzi5Vtqmskt7/g4GC7/5k2FPRFOfqi\nHH1Rjr4oR1+Uawh9cbNcarVhHosXL9a8efOUnZ19w7nExERJUseO156ylQXuEydO3ND2xIkT8vLy\nUuvWra1VGgAAAGATVgvTAwcOlNls1ooVKyoc37dvnw4fPqxu3bpZAnL//v3l4eGh9evXKycnx9I2\nNjZW586d04gRI6xVFgAAAGAzVhvmcf/99+vw4cPasWOHzp49qy5duig1NVWHDx+Wr6+vZs2aZWnr\n4+Ojhx9+WB999JHmzJmjQYMGKTMzU/v371dwcLCioqKsVRYAAABgM1YL0z4+PlqwYIFWr16tQ4cO\nafPmzWrWrJlGjBihBx54QM2bN6/QftSoUfL29tb69eu1detWNWnSRJGRkZo8ebK8vb2tVRYAAABg\nM7UO05GRkYqMjKz0nI+Pj2bMmKEZM2bU6F7h4eEKDw+vbQkAAABAg2C1MdMAAABAY0OYBgAAAAwi\nTAMAAAAGEaYBAAAAgwjTAAAAgEGEaQAAAMAgwjQAAABgEGEaAAAAMIgwDQAAABhEmAYAAAAMIkwD\nAAAABhGmAQAAAIMI0wAAAIBBhGkAAADAIMI0AAAAYBBhGgAAADCIMA0AAAAYRJgGAAAADCJMAwAA\nAAYRpgEAAACDCNMAAACAQYRpAAAAwCDCNAAAAGAQYRoAAAAwiDANAAAAGESYBgAAAAwiTAMAAAAG\nEaYBAAAAg1ztXQCAhsv1cqbMF87X6R6XUk7LpaDA8PVOLQNV3MyvTjUAAGArhGkAVTJfOK/C15+r\n0z0K61iD6fnFEmEaANBAMcwDAAAAMIgwDQAAABhEmAYAAAAMIkwDAAAABhGmAQAAAIMI0wAAAIBB\nhGkAAADAIMI0AAAAYBBhGgAAADCIMA0AAAAYRJgGAAAADCJMAwAAAAYRpgEAAACDCNMAAACAQYRp\nAAAAwCDCNAAAAGAQYRoAAAAwiDANAAAAGESYBgAAAAwiTAMAAAAGEaYBAAAAgwjTAAAAgEGEaQAA\nAMAgwjQAAABgEGEaAAAAMIgwDQAAABhEmAYAAAAMIkwDAAAABhGmAQAAAIMI0wAAAIBBhGkAAADA\nIMI0AAAAYBBhGgAAADCIMA0AAAAYRJgGAAAADCJMAwAAAAYRpgEAAACDCNMAAACAQa61vSAzM1NP\nPfWUJk2apHHjxt1wfvfu3dq4caPS0tLk4+OjwYMH64EHHpCHh8cNbePj47VmzRqlpKTIZDKpX79+\nmjJlipo2bWrs3QAAAAD1qFZPpvPz8/XWW28pPz+/0vNr167V0qVLJUljx45VSEiINm7cqAULFqi4\nuLhC271792rx4sXKzs7WXXfdpe7du2vXrl3605/+pLy8PINvBwAAAKg/NX4ynZGRoTfffFNnzpyp\n8nxMTIw6d+6sefPmydn5Wk6PiYnRmjVrtH37do0ZM0bStVAeHR2twMBAvfHGG5an1jt37tSHH36o\nNWvWaOrUqXV8awAAAIBt1ejJ9MaNG/Xss88qOTlZPXr0qLTN9u3bVVpaqqioKEuQlqSoqCh5enoq\nNjbWcmzv3r3Ky8vT+PHjKwz/GD58uIKDg7Vr1y6VlpYafU8AAABAvahRmN60aZMCAgI0b9483Xnn\nnZW2OXnypCSpe/fuFY67ubkpNDRUZ8+e1dWrV2/aVpLCwsKUk5Ojn376qebvAgAAALCDGg3zmDlz\npnr27CknJyelpqZW2ub8+fNq3ry53N3dbzjn7+8vSUpLS1OHDh10/vx5SVJgYOANbQMCAixtQ0JC\navYuAMDGXC9nynzhfJ3ucSnltFwKCgxf79QyUMXN/OpUAwDAumoUpnv16lVtm+zs7ErDsSR5eXlJ\nkmViYXZ2ttzc3OTm5lZtWwBoCMwXzqvw9efqdI/COtZgen6xRJgGgAbFautMl5SUVBqOJVmOFxYW\nVtvW1fVavi8qKrJWaQAAAIBNWC1Mm0ymG5a/K1MWjMsmG96sbdnxyoaLAAAAAA1JrTdtqYq3t3eV\nQzPKjpcN4fD29tbPP/+s4uJiy5PoqtreTHBwcF1K1qWU03X+2tUaTO7u8q3je6kr+qIcfVGuIfRF\nQ+gHib6whbr+G+5I6Ity9EU5+qJcQ+4Lq4XpoKAgJSYmqqio6IYhHBkZGXJ2dlarVq0sbZOSkpSR\nkaGgoKAKbdPT0yXVrNOqmgxZU3WZCGRNhQUFdX4vdUVflKMvyjWEvmgI/SDRF9ezxmRMk7u7CpmM\nKena77uG8OfaENAX5eiLcg2hL26WS60WpsPCwpSQkKCTJ09WmLBYWFiopKQktW7d2jLMIywsTLt3\n79aJEyduCNMnTpyQl5eXWrduba3SAABWxGRMAChntTHTERERcnZ21urVqyuMh167dq3y8/M1cuRI\ny7H+/fvLw8ND69evV05OjuV4bGyszp07pxEjRlirLAAAAMBmrPZkOjg4WPfcc4/WrVunOXPmqG/f\nvkpJSdHhw4fVtWvXCgHZx8dHDz/8sD766CPNmTNHgwYNUmZmpvbv36/g4GBFRUVZqywAAADAZqwW\npiVpypQpatGihbZu3arNmzfL19dX48eP18SJE2+YaDhq1Ch5e3tr/fr12rp1q5o0aaLIyEhNnjxZ\n3t7e1iwLAAAAsIlah+nIyEhFRkZWeX706NEaPXp0je4VHh6u8PDw2pYAAAAANAhWGzMNAAAANDaE\naQAAAMAgwjQAAABgEGEaAAAAMIgwDQAAABhEmAYAAAAMIkwDAAAABhGmAQAAAIMI0wAAAIBBhGkA\nAADAIMI0AAAAYBBhGgAAADCIMA0AAAAYRJgGAAAADCJMAwAAAAYRpgEAAACDCNMAAACAQYRpAAAA\nwCDCNAAAAGCQq70LAADgVuV6OVPmC+frdI9LKaflUlBg+HqnloEqbuZXpxoAGEeYBgDAIPOF8yp8\n/bk63aOwjjWYnl8sEaYBu2GYBwAAAGAQYRoAAAAwiDANAAAAGESYBgAAAAwiTAMAAAAGEaYBAAAA\ngwjTAAAAgEGEaQAAAMAgwjQAAABgEGEaAAAAMIgwDQAAABhEmAYAAAAMIkwDAAAABhGmAQAAAIMI\n0wAAAIBBhGkAAADAIMI0AAAAYBBhGgAAADCIMA0AAAAYRJgGAAAADCJMAwAAAAYRpgEAAACDCNMA\nAACAQYRpAAAAwCDCNAAAAGAQYRoAAAAwiDANAAAAGESYBgAAAAwiTAMAAAAGudq7AAAAcOtzvZwp\n84XzdbrHpZTTcikoMHy9U8tAFTfzq1MNQG0RpgEAQJ2ZL5xX4evP1ekehXWswfT8YokwjXrGMA8A\nAADAIMI0AAAAYBBhGgAAADCIMA0AAAAYRJgGAAAADCJMAwAAAAaxNB4AAIAVseZ240KYBgAAsCLW\n3G5cGOYBAAAAGESYBgAAAAwiTAMAAAAGEaYBAAAAgwjTAAAAgEGEaQAAAMAgwjQAAABgEGEaAAAA\nMMgmm7asXLlSa9eurfTc4MGD9cc//tHyevfu3dq4caPS0tLk4+OjwYMH64EHHpCHh4ctSgMAAACs\nxiZh+uzZs3J1dVVUVNQN59q0aWP577Vr12rlypUKCQnR2LFjlZycrI0bN+qHH37Q3Llz5erKBo0A\nAABouGySVpOTk9WmTRvdf//9VbbJyMhQTEyMOnfurHnz5snZ+dqIk5iYGK1Zs0bbt2/XmDFjbFEe\nAAAAYBVWHzOdl5enCxcuqG3btjdtt337dpWWlioqKsoSpCUpKipKnp6eio2NtXZpAAAAgFVZPUwn\nJydLkkJCQm7a7uTJk5Kk7t27Vzju5uam0NBQnT17VlevXrV2eQAAAIDVWH2Yx9mzZyVJly9f1vz5\n83X69GlJUs+ePTV58mQFBwdLks6fP6/mzZvL3d39hnv4+/tLktLS0tShQwdrlwgAAABYhdWfTJeF\n6Q0bNsjb21sjR45UaGioDhw4oJdeeklnzpyRJGVnZ8vLy6vSe5Qdz8vLs3Z5AAAAgNVY/cm0i4uL\n/P399cQTT6hbt26W43v37tV7772nDz74QIsXL1ZJSYnc3NwqvUfZ8cLCQmuXBwAAAFiN1cP0b37z\nm0qPR0REaNu2bUpMTFRqaqpMJpOKi4srbVtUVCRJ1a41XTZkxKhLKafVEOK6yd1dvnV8L3VFX5Sj\nL8o1hL5oCP0g0RfXoy/K0Rfl6Ity9EW57DM/qjg9rU73uJRyWp51uN41IEhN2nWsUw03vb/N7lyJ\n9u3bKzExUenp6fL29q5yGEfZ8aqGgZRJTU2tUz0uBQV1ut5aCgsK6vxe6oq+KEdflGsIfdEQ+kGi\nL65HX5SjL8rRF+Xoi3IuP51R4evP2bUG0/OLlW2qSxy/+QNcq46ZLi0t1enTp3Xq1KlKz5cN2zCZ\nTAoKClJWVpblKfT1MjIy5OzsrFatWlmzPAAAAMCqrBqmi4uL9dJLL2nhwoUqLS2tcM5sNispKUku\nLi5q166dwsLCZDabLUvklSksLFRSUpJat27NluIAAABo0Kwapk0mk/r27avc3Fx9+eWXFc5t2LBB\nP/30kyIiIuTl5aWIiAg5Oztr9erVFcZOr127Vvn5+Ro5cqQ1SwMAAACszupjph955BElJSVp1apV\nSkhIUNu2bfWf//xHCQkJat26tR555BFJ18ae3HPPPVq3bp3mzJmjvn37KiUlRYcPH1bXrl01YsQI\na5cGAAAAWJXVw3RgYKAWLVqkmJgYHT16VAkJCWrRooXuueceTZgwQZ6e5QPAp0yZohYtWmjr1q3a\nvHmzfH19NX78eE2cOFGurvU6NxIAAACoNZsk1pYtW+qJJ56oUdvRo0dr9OjRtigDAAAAsCmr74AI\nAAAANBaEaQAAAMAgwjQAAABgEGEaAAAAMIgwDQAAABhEmAYAAAAMIkwDAAAABhGmAQAAAIMI0wAA\nAIBBhGkAAADAIMI0AAAAYBBhGgAAADCIMA0AAAAYRJgGAAAADCJMAwAAAAYRpgEAAACDCNMAAACA\nQYRpAAAAwCDCNAAAAGAQYRoAAAAwiDANAAAAGESYBgAAAAwiTAMAAAAGEaYBAAAAgwjTAAAAgEGE\naQAAAMAgwjQAAABgEGEaAAAAMIgwDQAAABhEmAYAAAAMIkwDAAAABhGmAQAAAIMI0wAAAIBBhGkA\nAADAIMI0AAAAYBBhGgAAADCIMA0AAAAYRJgGAAAADCJMAwAAAAYRpgEAAACDCNMAAACAQYRpAAAA\nwCDCNAAAAGAQYRoAAAAwiDANAAAAGESYBgAAAAwiTAMAAAAGEaYBAAAAgwjTAAAAgEGEaQAAAMAg\nwjQAAABgEGEaAAAAMIgwDQAAABhEmAYAAAAMIkwDAAAABhGmAQAAAIMI0wAAAIBBhGkAAADAIMI0\nAAAAYBBhGgAAADCIMA0AAAAYRJgGAAAADCJMAwAAAAYRpgEAAACDCNMAAACAQYRpAAAAwCDCNAAA\nAGCQq70LKCkp0ebNm7Vjxw5lZGTI19dXkZGR+uUvfykXFxd7lwcAAABUye5PpqOjo/WPf/xDTZs2\n1bhx4+Tn56eYmBi988479i4NAAAAuCm7Ppn+/vvvtWPHDg0aNEhPPfWU5fiSJUsUFxen+Ph49e3b\n144VAgAAAFWz65PpLVu2SJImTpxY4fiUKVMkSTt27Kj3mgAAAICasmuYPnnypJo2barWrVtXOO7r\n66ugoCCdPHnSTpUBAAAA1bNbmC4qKlJmZqYCAwMrPe/v76/c3FxlZ2fXc2UAAABAzdgtTOfk5EiS\nvL29Kz3v5eUlScrLy6u3mgAAAIDasFuYLikpkSS5ulY+B9LNzU3StSfYAAAAQENktzBtMpkkScXF\nxZWeLwvR7u7u9VYTAAAAUBtOZrPZbI//cXFxsR566CF17txZ8+fPv+H8ggULdOzYMS1btqzKoSAA\nAACAPdntybSrq6v8/f2Vnp5e6fn09HQ1bdqUIA0AAIAGy65L43Xt2lVZWVlKS0urcDwzM1Pnzp1T\naGionSoDAAAAqmfXMD1s2DBJ0ooVK1Q22sRsNuuzzz6TJI0cOdJutQEAAADVsduY6TL/93//p337\n9qlTp07q1q2bkpKSlJiYeMMW4wAAAEBDY/cwXVJSoi+//FK7du1SZmam/P39NXToUN17771VLpsH\nAAAANAR2D9MAAADArcquY6YBAACAWxnjKADU2qZNmwxfO27cOCtWAgCAfRGmrcBsNuvIkSOKjY3V\nM888Y+9yrOr48ePq0aOHvctoEM6dO6dWrVrV6hqz2awNGzbo3nvvtVFV9rF8+XLD1xKmpZUrVyol\nJUXPPvusvUtpEFJTUxUcHGzvMuwiOztb//nPf+Tv76+goCB7l1NvsrKy9N133+nKlSsqLS21HDeb\nzSopKdGVK1d09OhRLVmyxI5VNgyvv/66vv/+e3388cf2LsWq5s2bV6N2JpNJTZo0UWhoqIYNGyYP\nDw8bV1Z7hOk6uHDhgmJjY7Vr1y5dvHjR3uXYxPz58zVy5EhNnTq1Qf4Frk9z587V3Llza/xL/+LF\ni3r//feVkJDgcGF61qxZ9i7hlpaYmKiTJ0/auwyrW7RokWbPnq2mTZvW+JqNGzdq5cqV+sc//mHD\nyhqGuLg4ff3113rttdfk6uqq48ePa/HixSosLJR0bbnY3/72t3J2duwRmGfOnNHcuXOVn59/03Zs\n2nZNfn6+8vLy7F2G1SUkJNSq/Z49e7Ru3Tr9+c9/lp+fn42qMoYwXUvFxcU6dOiQYmNj9e9//9uy\nPnarVq00fPhwO1dnfX5+ftq+fbuOHDmimTNnqlevXvYuyW6ysrI0b948vfLKK7rttttu2nbv3r2K\njo5WXl6efHx86qnC+hMZGWnvEtAAHTlyRM8884xmzZqlvn373rRtRkaGli5dqoSEBDk5OdVThfaz\nf/9+LVmyRK6ursrKylLLli0VHR2twsJCRUZG6sKFC9q9e7fat2+vsWPH2rtcm1q9erXy8/M1atQo\ndevWTf/4xz/UsWNHhYeHKyUlRZs3b1aXLl00Z84ce5cKG3rvvfdq1M5sNis3N1fx8fH6/PPP9emn\nn+r3v/+9jaurHcJ0DaWkpCg2NlZ79uzRlStXJEkeHh4aPHiwhg8fri5duti5Qtt4++23tXLlSn39\n9ddasGCBhg8frmnTpsnT09PepdW7iRMnavXq1ZZA3bp16xva5OXl6aOPPtI333wjSerXr58ef/zx\n+i7VboqLi3Xs2DGdOXNGubm5mjp1qpKTk+Xh4aGAgAB7lwcb+8Mf/qC//vWvWrx4sUaPHq2pU6fK\nzc3thnaxsbFavny58vPzFRQUpCeeeMIO1davzZs3q3nz5lq0aJH8/Px0+vRppaamauDAgZZvel54\n4QXt2rXL4cP0999/r7CwMD366KOSrn0IS01NVXh4uCRp4MCBevHFF3Xw4EENGjTInqXChmr7O6FD\nhw5KSUnRsWPHbFSRcYTpmygoKNC3336r2NhYJSUlSZKcnZ3Vq1cvHTt2TBEREXrsscfsXKVteXp6\nasaMGbrzzjv117/+VTt37tTRo0c1c+ZM3X777fYur17df//9cnd31z//+U/NmzdPL7/8stq2bWs5\nn5CQoPfff18XL16Ul5eXZsyYoaFDh9qx4vp1/PhxLVmyRJmZmZZjU6dO1b59+/Tll1/qwQcfdLjh\nLqhoyJAhCg0N1TvvvKMtW7boxIkTevLJJy0/J1lZWfrwww91+PBhSdfGzz/44IMymUz2LLtenDlz\nRpGRkZavp+Pj4yVJAwYMsLTp1q2btmzZYpf66lNubq46depked2mTRt9++23MpvNcnJyUkhIiPr2\n7avNmzcTplGBn59fgxzyQpiuxKlTpxQbG6tvvvnGMqarU6dOioiIUHh4uJo1a6ZJkyY1iq8my3Tq\n1Emvv/66Nm3apNWrV2vRokUaNmyYpk+fLi8vL3uXV2/uueceubu7Kzo6Wq+99ppefvll3Xbbe6DK\nbAAAHPhJREFUbVq5cqW++uormc1m9enTRzNnzpSvr6+9y603Z86c0euvvy53d3dFRUXp559/1sGD\nByVJXbp0UfPmzfXpp58qODhYd9xxh52rhS0FBATotdde06pVq7Ru3Tq9+OKLevDBB+Xr66vo6Gjl\n5OQoICBATzzxhMLCwuxdbr26/il92QeK64fOFRYWyt3dvd7rqm9eXl4qLi62vA4MDFRRUZHS0tIs\nc1KCgoJ09OhRe5WIBujKlSs6cOCAAgMD7V3KDQjTlXjppZckXQuQAwYM0ODBg/mKWteeyt99990a\nMmSIPv30U+3evVuHDh2qcpLI+++/X88V1o+77rpL7u7u+uCDD/Taa6/Jz89PycnJ8vLy0rRp0xrl\neOKYmBi5ublp0aJFCggIUExMjCVM33777Vq4cKGeffZZffXVV4TpRsDFxUVTpkzRHXfcoaVLl+qT\nTz6RJDk5OWnMmDGaMmVKowiN1wsKCtKJEydUWlqq8+fP68cff1THjh0tkzVzcnJ08ODBRrGiR8eO\nHXX48GFNmTJFJpPJMmQuMTHREqbPnz9f6RAhND7fffedvvrqK50+fVoFBQWW4UENCWG6Cm5ubmrS\npInc3NxUVFRk73IalJycHF2+fFnStTHCDfErF1sbNmyY3N3d9c477ygnJ0ehoaF6+umnG9wM4/py\n8uTJm37o9PX11eDBg7Vv3756rsz2li5dWutrUlNTbVBJw1NQUKDrN9n18vJSp06dGl2Qlq79m/H3\nv/9dTz31lC5fviyz2axRo0ZJknbv3q2VK1cqKytLDz30kJ0rtb3Ro0frjTfe0HPPPaeZM2eqa9eu\nateunT799FMVFxcrKytLBw8edMhlWWfPnl3rb7UvXbpko2puDcXFxTp58qRatmypKVOmWH5uGhLC\ndCX+/Oc/a/fu3dq3b5/lq7i2bdtqyJAhCg8Pb7RPqfPy8vTZZ59px44dKi0tVa9evfTYY4812v4Y\nNGiQTCaT3nrrLaWlpSkrK6vRhumioqJql050dna2LAHmSHbv3m3vEhqc/Px8ffLJJ9qxY4ckaeTI\nkQoNDdXy5cv1/vvva9++ffrtb39bqyX0bnVjx45VQUGBNmzYIGdnZ913332WFaDS0tKUnZ2tBx98\nsFHMs+jXr59mzJihFStWKCsrS5I0bdo0LVy4UNHR0ZKuffB68MEH7Vm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MM88oPT1dH374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\ngEGEaQAAAMCg/wcV7YMpIVYFawAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcParams['figure.figsize'] = 12,12\n", "locationranks(p2).plot(kind = 'bar', fontsize = 14, legend=False)\n", "plt.title('Top 10 Cities of Straight Female Users', fontsize=25)\n", "plt.xticks(fontsize=20)\n", "plt.yticks(fontsize=20)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(array([ 0., 20., 40., 60., 80., 100., 120., 140.]),\n", " )" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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h4WZfC8e5smLFimZzkJx+h/379+vw4cOWnsw5Arzj+Kpevbp69OihKVOmaMOG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\npk2XNnS3gEZTS5cubfNr3e2XjYyMDCUnJzs+gg4ODlZxcbG+/PJLrVu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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcParams['figure.figsize'] = 12,12\n", "locationranks(p3).plot(kind = 'bar', fontsize = 14, legend=False, color = 'mediumpurple')\n", "plt.title('Top 10 Cities of Mixed Gender Bisexual Users', fontsize=25)\n", "plt.xticks(fontsize=20)\n", "plt.yticks(fontsize=20)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2054\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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shyn2R2H3a1vBkZkW/FwKV0Iy21LoQCUvIjIEs4afpqp5rb+qOjYECCt2LctiQeblnv8M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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "young = []\n", "old = []\n", "for i in p.index:\n", " y = int(re.findall('(\\d\\d)–', p.ages[i])[0])\n", " o = int(re.findall('–(\\d\\d)', p.ages[i])[0])\n", " young.append(y)\n", " old.append(o)\n", "young = pd.Series(young)\n", "old = pd.Series(old)\n", "agerange = pd.DataFrame(p.age, columns=['age'])\n", "agerange['young'] = young\n", "agerange['old'] = old\n", "print len(agerange)\n", "\n", "plt.rcParams['figure.figsize'] = 12, 6\n", "plot = agerange.groupby(agerange.age).mean()\n", "plt.plot(plot.index, plot.index, color='blue', label = 'His age')\n", "plt.plot(plot.index, plot.young, color='dodgerblue', label = 'Her youngest age')\n", "plt.plot(plot.index, plot.old, color='dodgerblue', label = 'Her oldest age')\n", "plot.old[18] = 18\n", "plot.young[99] = 99\n", "plt.fill(plot.index, plot.old, color='dodgerblue', alpha = 0.3)\n", "plt.fill(plot.index, plot.young, color='dodgerblue', alpha = 0.3)\n", "plt.xlabel('His Age', fontsize = 20)\n", "plt.ylabel('Her Age Range', fontsize = 20)\n", "plt.xticks(np.arange(20,85,5), fontsize=20)\n", "plt.yticks(fontsize=20)\n", "plt.title('Age Preferences of Straight Men', fontsize = 25)\n", "plt.xlim(18,60)\n", "plt.legend(loc = 4)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2412\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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xq4wfv67zY1cZP36V8ePXdX7sKuPHr84aoUd9ASIyBtgFuDQJ0mOHAn2A05Ig\nPXYa8EvgYKDiQD0KYQlgc2AL4FvAKGBAmZtpj0KYTVYA33ettWh9/fW+qXS6tdI2Ouecc8653q3h\nAnURGYAF3l8Ax+U8PBo7uxubfaeqzhGRp4D/E5FBqjq91P1FITQBK2MB+bew4HxdOs4gM8B44HGg\nX3xfv5y/FqB/ntvsZZZtff11gJ8Al5TaPuecc845t3BquEAdOAIYAhyvqp/nPDYM+ERVZ+VZb1J8\nOxx4rtDGoxD6AOsxf2C+UtYiX2EnAk9gwflTqXQ6ikJoAXYF5pb5fBJL0Lfv32ltPSUK4fpUOl3y\nyYRzzjnnnFv4NFSgLiJ9sBSWL4GL8iyyFDCxwOpRfJsqtP0ohHuxlJZBWXd/CvwTC8qfAF5IpdP5\nBqS2UFme1hcta67JvFdeWRo4Fsupd84555xzLq+GCtSxHushwNmq+mWex1uwwZz5JPcXyyXfAVAs\nKE/+JuYZ9JlPf6CUUpIF9bVAfRpwdBTCJal0enIl23POOeecc71XowXq+8e3lxZ4/Cs68sRz9Y9v\ni9VSXzSVTudLmynFQKCt06WKaOrbF+Ba7KrBKcCPK9mec84555zrvRqmPGM8iHQKMEFVRxRYZjKA\nqq6U57G/YVVhNlLVFwvs5hVgna60r23aNNo/+6wrq84n097O7PvuIxNFLHbYYfRZbrmKt+mcc845\n5xpOxaUtG6lHfSus1/rWIsu8CWwpIv1VNTcFZlWsx/utIuuv29XGzfjrXwUbqNplA/fa686vbr55\nV2AEcPKMSy55CNiuxNQb5/VcK+XHr+v82FXGj19l/Ph1nR+7yvjxq7Pmejcgy6bx7eNFlnkMq6M+\nOvvOuDd+U+BVVS2W+lKJap7UvIhVptkG2LGK23XOOeecc71EIwXqG2Jnbs8XWeZ6rNf8JBHJzlU/\nHqvkUii3vRqqffXhKmxw6p+jEBrpyoZzzjnnnGsAjRSoDwO+KlDtBQBVVeDPwGbACyJyhojcDfwe\n64m/rIbta6ny9t4DHgDWwiZBcs4555xz7muNFKh/g45a6AWp6nHAkVjv+y+AtYFzgJ1VNV/982qp\nRa/39cBs4JQohEGdLeycc8455xYeDZNyoaorlrHsReSfEKmWqt2jDvA5NtnSPvgkSM4555xzLksj\n9ag3ulqd1NwOJJMgLVB20jnnnHPOLZw8UC9dLXrUwWZUvRZYBJsEyTnnnHPOOQ/Uy9Cnhtt+GJgE\nHBCFkHf0trBsAAAgAElEQVSyJ+ecc845t3DxQL10tepRByvTeCU2qcDZUQg+uYBzzjnn3ELOA/US\nxIFzrQfevojVkPdJkJxzzjnnnAfqJWqhe6bQvRKfBMk555xzzuGBeqn60j2Buk+C5JxzzjnnAA/U\nSzUA6+nuDj4JknPOOeec80C9RAOBtm7aVzIJ0tLYJEjOOeecc24h5IF6afrRfT3q4JMgOeecc84t\n9DxQL00tSzPm45MgOeecc84t5DxQL009KrD4JEjOOeeccwsxD9RL09096uCTIDnnnHPOLdQ8UC9N\nPQJ18EmQnHPOOecWWh6ol6ZPHfftkyA555xzzi2EPFAvTb161MEnQXLOOeecK0sUQt8ohH71bkel\nPFAvTb17spNJkE6OQhhQ57Y455xzzjWsKIT1gHeAp6IQ+te7PZXwQL009exRB5sE6R5gGWDfOrfF\nOeecc64hRSGMBh4HVgI2BI6vb4sq44F6aerdow5wFzY76q+jEPx1c84555zLEoXwfeB+bEb5C4Gp\nwHFRCOvWtWEV8ICvNPXuUQebqfRRLFf9O3Vui3POOedcw4hC+ClwK5ABTgbuw4L1FuCKKIR6Fgbp\nMg/UOxHXL2+EHnWAO+LbX9e1Fc4555xzDSAKoSkK4RTgIuBL4DisvDXAs1gn5yjgF/VpYWU8UO9c\nI/SmJ94BxgPb+mylzjnnnFuYxWWrLwN+D3wMHANMzFnsUmA6cGoUwqrd28LKeaDeuRZsdtBGcXt8\n673qzjnnnFsoRSEMBP6Jla6eCByLBeu5vsSC9YHApT1tpncP1DvXHxvE2SieByYDe0chrFjvxjjn\nnHPOdacohKWAB4FdsDSX44EviqzyCPAcsB1wQM0bWEUeqHduIDYzaKPIYL3qfYGf17ktzjnnnHPd\nJgphZeAxYDMsAD8Z+KqEVS/E5qQ5Nwph2dq1sLo8UO9cfxorUAcYC0TA4VEIi9W5Lc4555xzNRdP\nZPQUVgHvduAcoLXE1acA1wBLAH+tSQNrwAP1zjVKxZds87AJkFLAQd2xwyiExXxWVOecc87VQ9ZE\nRssDVwJXYVkG5fg38DrwwyiE3arbwtrwQL1zjRiog73Z5gJH1bo2aBTCEsCrwCvxv51zzjnnukXO\nREZn01GuulwZ4HysF/7inhDTeKDeuUYqz5jtS+AhYCiwe433dSawMjAMuLynjZh2zjnnXM+UZyKj\nRyrc5AfAjcByWHzT0DxQ71yjBuoA/4pva1aqMQphG+AQYBLWq74HcHit9uecc84518lERpX6J/Au\ncEgUwtZV2mZNeKDeuUZNfQE7K3wG2CwKYbNqbzyuUXo5Npj2fODP2KQB50YhrF/t/TnnnHPOlTiR\nUSVasbimHcsUGFjFbVdVQwXqIjJGRJ4WkZki8qGI3Coikme5/UXkBRGZISLvi8jZIrJojZrVyD3q\n0DEB0tE12PbJwKpYLtgEYCpwHlYJ56YohFodc+ecc84thMqYyKhSbwF3Ymm9J9Vg+1XRMIG6iJwK\nXAssjtW6HAt8DxgnIqtmLXcccHX83/OBl4CjgPtFpBZBdU0HalbBK9gbefcohNWqtdEohFHYcf0I\nuD7roWewlJs1gQuqtT/nnHPOLdy6MJFRpa7DTgKOjkLYuIb76bKGCNRFZBT2YowFNlDVY1V1H2Av\nrN7lifFyq2C9vE8Cm6jq8ar6XeAUrPD9oTVoXqP3qIP1qjcDv6rGxqIQ+mGlj5qxWqNzcxa5Buth\nPzAKYd9q7NM555xzC68KJjKqxBys07EZuCIKoeFivoYI1IGfYXlCh6rqnOROVb0NuBR4M77rUKyH\n+zRVbcta/zRsoMHBNWhbI+eoJ57A0lJ+EoWwZBW29ztgHeBerMc+Vys2Uvor4G9RCMOrsE/nnHPO\nLYQqnMioUuOBB4ANgN900z5L1ihB6I7Ay6o6IfcBVc2uMDIaK88zNmeZOSLyFPB/IjJIVadXsW0t\nNN7MpLnasDyrHwOHAX/q6oaiENbBBm9MpSPFKJ+Psd72Y7F89c1S6fTsru7XOeecayRRCIdjlUb2\nT6XTlZYE7BHiHuUtsNSTXZqWXJLM55/vCdySSqfLnVyo1H2OBu7CUp+vpOs10itxJbAJkI5C+Gcq\nndY6tCGvuveoi8gywGDgVRFZU0T+KSJfxH83i8jQrMWHAZ+o6qw8m5oU31atdzcKoZnGz1FP3A/M\nBn4Rp66ULZ446XLs5OQiIN9xzvY4cB8wAjirK/t0zjnnGk0UwpZYSsTKwF29udJZFMKSUQh7RyFc\nD3wGPIyVfV45E0UANwEPRCGsVYN9V2sio0rNBC7BimVcFsd/DaERGrJCfLsS8D/sQ3E5ls7xA+Ap\nEVk5XmYpCg8qiOLbVBXb1pfGOEalmIkFzcsDP+riNo4ENgUexQaNluIy4D3gyCiEWk+85JxzztVU\nFMLywC1AE1Z9ZBBwXxTC0Do2q6qiEIZHIRwdhTAWC86vB/YG5mEzn58E7DNgxx0BngW2BcZHIZwR\nhbBYldpQ7YmMKvVk/Lcllp3QEBohCE1K/I3GPhAjVfU3qroz8AtgGawkIFhP75wFNwFZ9w+oYtsa\nblBBJ+7C0nSOLnf20CiEVbFc/+nYuIBSzcXy1ecCV0UhrFLOfp1zzrlGEad+3AQsC1yFpYBegc1i\neV8UwuD6ta7rohD6RiFsHYXw5yiENwHF5kYZjVWO+wcWcx0E/A14HpjXPGgQWBB9KjANS3fVKIQ9\nuzpLeY0nMqrUJVjH55lRCCvVuzHQGIF6kv/dChylqtk5UBcC7wA7icgi2ODFQmkd/ePbmVVs2wAs\n/7un+BQ7G9wA2KbUleIP26XYpadLsQ9OOd7D3twp4PpGHDXtnHPOleB0rEf1CTpm//4X1pE4HLi7\np8whEoWwWFZKyxQspeVoLHPhKazE9QHYAMqb6Ughzudp4AjgRmBp7GTmwXLTYbphIqNKfY7lqy8G\nXNzVkxEAmppW7nyhzjVCoJ6krExS1fnSWuKgfTzWs70ydgALpbYk90cFHu+KgfSsQB26NgHSgcB2\n2OWtrl56egBLmdkcCF3chnPOOVcXUQg/wH47P8CC2GzXYIHuN4GbG7lDKu6x3gurmJc3pQW7gv4g\n5dUonxtv70gsXtiGMtJhunEio0o9gMWe36WcVOKmphaamramqensTFPTW8C71WhMI1R9eRvrVS/U\nU558GGZhb7rRItI/u4xjbFUsqH6ryL5ewcoOlmSxn/+c9s8+K3Xxkgzca687q7rBPGY/+CDtU6bs\n2PbZZ5k+Sy9ddNn26dOhf39oa2PAjjtu0rzool1uX2bePGbfdx+ZGTOOmzdx4nEtw4Z1dVNFd1OL\njS5E/Ph1nR+7yvjxq4wfv67r9Ni1TZkCLS2QyTBg++1XbE6lblpgI+3tzHn0Udo//ninlhEj5mYy\nGZqaut7hWgttn35Kn6FDaZs0CZqb6StC35VXpmmJJQY3NTXtBOxU7jbzxS2ZTIa2Dz9k3nPP9c3M\nmnVs06BBx8599VVa1l477zFpnzWLPiutRNvkyTQvuyz9v/WtYU0tLX/v0pPsBu3TpzP73ntp6t//\nhvZZs25oHjgw/4Kffw7/+Q/cdReZJZag6Yv4vGeRRWgfPboqveFNmUz9P/siMg47S11DVSdm3d8X\nS33pj+WHnYRdLtlBVR/IWm4A8AnwjqqOqFa7ohDWBNao1vYG7rXXnbNuvHHXam2viE2xCaSuSKXT\nRWvLRyHcBnwfuBj4TxX2vTqWs/45sH4qna7m2XIGG9zjusaPX9f5sauMH7/K+PHruk6PXdwb/DRW\nw/ssbNKdQgZgvdGrA6en0unjq9TOikQhDMImh/wV1gn7DJZiUtFvcAlxSz+s8MceWMfqQ8CRqXT6\n9ay2rYzNy7IWVl77fLqvRnoldsfKXl+bSqf3//repiYBdslYj/u3muLqgJmWls/av/GNp1uHDn1m\nzpZbvp5ZbLGHUun0lEob0Qg96mB50d8EzheR76lq8gIeDawInKOq7SJyHTbo4CQReURVkxkzj8dG\nZZczCLIUjXJ8yvU09uHcLwrhhFQ6/Um+haIQ9sCC9NewD1E1TMAG3xwMXBuFsEMqnW70OvTOOecW\nQnEO8mVYEHkXxYN0sDLIAeuQOi4K4aNUOv3X2raysLj9P8ImCFoe67S8lNIrt1UqSYd5GDiEjnSY\nc7FZ44fSUZHudiw+qH8PcWn+hY1X2G/W9773ysA771w2A7s22UkaQCYzcOBbbUsv/fS8ddZ5eu4m\nm0yi+es+9JnVCNKhQQJRVb1KRHYBdgNeFJHkzGtHbGRyiJdTEfkz8FvgBRG5G0tl2Qmr6X1ZlZvW\nEMenC9qxWqSHY7O+npi7QBTCN7AR1/Ows9tqfnDuxAa0bofNcnpaFbftnHPOVcvPgb2AN7AqL6WI\nsN/Vs4C/RCF8kkqnb65R+wo3IoS1sVrv38Z+y28AbsOC5+72EVYdZhRW2vAYYAw2KLOeExl1SfNH\nHy3a/8knN6a1NfrqBz+gdbXVzsj06wetrbPbBw0a17biik/PGTXqubahQ/Pl+Ddjad1V0UiB6A+x\nD8zBWHA5Bav6cmL2TKOqepyIvI+NPv4F9uY4BwiqOq/KbWrYwSIl+C+wL/CzKITTU+n0VzmPn42V\nvrwG+LAG+z8POwE4OQrhkVQ6/UQN9uGcc851SRTCFthvYYTN6F1OOsYnWDru6djV489S6fTDVW9k\nHrVKc6mSp7FSi0k6TBN2jOtdI71TLS++uGK/8eNHNX/yyaimmTPXaooLrrQ9/fScuZtt1n/GoYf+\nL9O//5mZQYM6izXnUKWBpNBAgbqqtmHB3XklLHsR1htcaw1zfLpgDjbCe09gf6x8IgBRCNtjlV4m\n0lElptqmY70NpwE3RiFskEqnp9VoX84551zJohCWxSY1agbOwGqEl+tt4I9YwH5nFMKWqXS6ZvXA\nGyDNpVRJOsz92BjDD+rbnAJmz+7T//HH126ZOHFk89Sp32yaO3d5sPSCzBJLfDBvyJA356277put\nw4dPBQ5rHzx4FLAalulRzHupdLpqWQplB6IiMhgL/kYAS6rqD0XkW0Czqj5arYY1iJ7cow5wD5aD\nfnQUwmWpdLo9HjRzGZYecz4ddexr4TXsUtwY4IoohO9X883rnHPOlSuu5X0jFuxejVWE66rxWOB8\nDHBvFMJmqXT6nYobmSNPmsv1WKnDeqS5lKoqOdrV1OfDDxfrN27cRn0mTx7V/OWXGze1tS0KkOnT\nZ17bcsu90braam/O3XDDCe1LL507J89dWAfnL7FsjkJXX5qwCoVVU1agLiJjsJ7ZpE5NEnTtBPxO\nRC4GjsyZtKgn68k96mCVVx7Bpv7dGXujnQqsgvUkVP3LJI9bgPWw8Qc/w75onHPOuXr5I7A1MA4L\ndiv1OLAEcChwfxTC5ql0uiq1nfOkuTyNdbblLRLhFlQopaV9wIAvW1dZ5ZnW4cPfmjtixCQGDCg2\nb8772JWLkVhn9fUFlvsglU5XtaJNyYGoiGyN5TO/jV0m2gybahYsfeI7wE+xN9E11WxkHfX0HnWw\nUcvbYr3qU7AzwQ+x3oTu0I7lp10A/DEK4R+pdLqcCRacc871IFEI/bHSxmsBKwH/SaXTb9S3VSYK\nYXdsop0Pgb9UcdN3A0thedn3RCFsk0qnZ3RlQ1EIy2GDMkdikwM1cppL40lSWiZMGNU8bdqoIikt\nn1JeHfyHAMHGVD7BgnnofYHXc1eqVDk9xr8HPgM2VdVpIjIkeUBVnxGR0Viqw0/pPYF6T+9RB5sS\n+EVgK6x3uwn7cqr2wNtiPgduxeqR/grL53POOdeDxamUawJrY0H5WlgltlWJa0vHzolC+A82Bu2B\neqVARiEMB/6OjeE6DZtIsZquwXrWtwVuiULYNZVOF/2tjUJYHNiYjsD8m9jJTaLe1Vx6hApSWsox\nF0sp3hsrfnIs86cPf5JKp6v9niorEB0JXKOqeQdcqOoMEbkdG7jYW/Sltjnc3eV2bEzBitibrOpn\nfCX4N9bTcFQUwnk9qVc9/iIdC1ydSqdzp5V2zrleLQphMB2B+FpYYL428weUiRlYju778d8MYHus\n3PKOwOtxje1/5KlGVjNRCItiaS6LYVd536vRri7AgvXvAJdHIRyYnJhEIfQD1seC8lFYUC7MPyHT\nF1hmwpvx31tAJcFlr1WllJZyTcDGNKwL7IJlLYDFi1XNTU+UE6j36XwR+tM70kWIQmjGnnNvCNRf\nwD7sg7DehHqYg31JHogNxgh1akdX/BDYEFgzCuGfqXR6cr0b5JxztRaF8D2sTPKKeR6ehl2tnUxH\nUP4+Vuow13+xSWJ2xSaQuRQ4PQrhYuCiVDr9UfVb3yGulnIJ1tt/D7UtFdiGlXr8I9ZxmYlCmI4F\n5iOwmTwTs7GgLwnI36QBB2A2jNqltJTrPmAYVgL7KSwtKarWBEe5ygnUxwM7i8ixqjo790ERGYQN\nKn2pWo2rs770rimbf4c9n3peOvs3VoXmqCiEv/SgXvUx8e0i2GDcA+vXFOecq624Ksop2O/GXCwv\nOjsYn0z5aSMTsOooV2Oxwk5YSu1voxBuBM5LpdPPV6P9eRyBfY+/CVxRo31km4N1Rp0FHBDf14ql\nomYH5R/QOzoDa6abUlrKNQubzX134EggTRUnOMpVTqB+LnATcI+IHEN8VigifYCN4sdXAo6rdiPr\npIXeFah3Z056IbOxNJwDsEGtJ9e3OZ2LQhiCVQd4HQvUD4hCOL+GPyjOOVc3cX3xG7AygB9judyT\nqriLacA/gJvjfXwP2A/YLwrhUSyWuCuVTlclXaF18mTibX5J+ZMaVWI6cDywCXb83qExfocbXgkp\nLW/OHTHi3SqntJTrFayi3QbAaGxG9pooOVBX1VtEZD3sDPjZrIe+ytrO+ap6XRXbV0+LYJewXHUl\ntd1/Hfeq57tM2kj2xk7YHsJ+tE4Bzo5H9PeWMqTOOZfM1HkrsBx2Sf8v1C4/ei6WQnA/llq4Kxbw\njAbeiUL4C3BVKp3+spM2N2G/10vEf6msfy/RNGgQWBrrmXR/Wsk07Pm5YhonpaVc92AFVA7Brp7U\nZGbYsqqaqOqJInI3VpZxY+yDMANLd7laVcdWvYX144F6bczGctWTXvVT6tucTu2H9cA8jv1gPYv1\nsO9CDc+gnXOuu8TB7q+wYLYZuIrazVqdKwM8H/8Nwb5bt8EqxJwahXAt9t27RIG/FEXGxmWmTwfr\nwR9fs2fgytagKS3l+hLrxPsO8FdsPFvVNWUy3imYTxTCMGxUe9UM3GuvO2fdeOOu1dxmD7UIcDl2\nIjS0jF71DN2YjhSFsD52EjoOOD2+ewj2gZwArNtZ6a0G063Hr5fxY1cZP36VqdnxiyfUuRL4AVZx\n5Ewqm6mzGgZhwc93gSXzPD4XC95nYZ2FM+L/Z983E5jZf7vtjpnz4IP+u9tF1YxbiqW0tK2wgrYO\nH/7m3A03fJf+/XtSJ+nnWI/6WsDuqXT6jmrvoDfUCa+VXlG9pkF9hfXW7I/VIj21vs0pKBlEml0h\n4H3scu2OwGH4TKvOuR4qCmEdrD63YPOgnImla9TbdGzej9uxiZNa6QjEZ1JGnnmfwYOPqUUDXQl6\nbkpLqfpgMcH5WAfexVEIY6tdKKOcmUnbseObrSnnvnbsbPZ94GEgqGpPLTXkJzG1leSqHx0Pziya\nh9jd4vKcY7D3c+5McNdj6S/BZ1p1zvVEUQj7YFPRD8QC4r/TeOmerdRn3g/XRUVTWpZf/o3WVVft\nCSktpfoCq/DzATbb+77Yye6h1dxJOcHolVje2NC4cS9hU/Aujo1qXhY7C34LG4jyM2BXEdm4hwbr\n3qNeW18Bd2Bv7COxygKNZDRWO/gBFhypH2G9Pftjo/qP7d6mOedc18ST7pyNfe9+hVVCebKujXI9\nWklVWnpeSktn+mAxcOI24FvAIVEIN6TS6YertaNyAvV/YVPA/xnrKf/6bCgu0XgcVkvyBFV9UET2\nBK4D/oBNcNPTeI967d0F7Ab8Jgrhr6l0enq9G5Rl3/i20IftTiz95ZdRCBen0ul3uqdZzjnXNXG5\n2VuwGTHfwzpIPiy6knO5LKVlrZaJE0c1T536zV6Y0lKKWdhg0kQblgLzZ2xG2vVS6XS5cw3kVU4w\nmgbGquoCvYeq2gacKiLbYB/8B1X1ZhHZBxsM4oG6yye3V/304ot3jyiEAcCewFTg1QKLzcUuFR+N\ntXuv7mmdc86VLwphe6w++lJYB8RF2GV75zrV/NFHi/Z/8smNF5KUls40k78U4wSsU3t34CSqdLW9\nnGB0bSxZvpgXsJSXxOvADuU2qkF46kv3uBvrVT8mCuGCBulV3xmrOnAbC47LyPYoNlnHj6IQzkul\n0091R+Occ65U8Xib47EJ5tqAi4H/1LVRrkdoeemlFZpnzWLQhRee1jRz5toLSUpLKeYBnxZ47Dpg\nM2z83U2pdPq5SndWTqD+KbB5J8uMZP4R49/AStf0RN6j3j1mYWegY7CTvD/VtzlAR9rL2E6Wy2Bl\nJv8EnBOFsIVPguScaxRRCMtgNdF3Aj7DvqveqmujXOMqnNKy7kKU0lKKQkE62NX2C7BqdlcAIyrd\nWTnB6E3AMSLyF+D3qvp1z6eI9MO6+b+FXU5DRFbFqnr8r9JG1on3qHefJFc96VWfUa+GRCF8A+tR\nnwS8W8Iqr2F11jfD6hDfUrPGOedciaIQfgD8DUt1eQHLnW2EK5augRRNaVluuTfa9ttvzTmzZp2z\nkKS0lKKZzsd1jMcKUWxfjR2WE6ifAmyF1b0+UEQUy9FZHDtjWBz7Mvi9iCyKnbU3YV8OPZH3qHef\npFd9H6xX/Yw6tuUH2Ena2DLWuRq7mnRmFMKdqXTa8z6dc3URdzZcAOyN9e5djnWG+NU+B8xXpWVk\nwZSWESPeZcCAtn5bbvmH9sce8yC9wxSsFHkhLVhqzDnA6tXYYcnBqKrOEJHRWKB+AFaSMfEWdknt\nXFWdIyJDgXuBv6nq2Go0tA5aaLyasr1Z0qt+bBTChXXsVd8X+0F7tIx1PsLqwn8PGxR7dg3a5Zxz\nRUUh7IwF5ssBCpyH1Xh2C7Nk4qGJE0cuxFVaqqEPMDnPfWBp39Ow3vbPU+l0Jp7hvmJl9Rqr6lws\nCDlbRAZgl9Smq+qXOctNwqq99Ejx4JtmPFDvTjOxCjD7AEdgkwZ0qyiEVYAtgZexs+Zy3ARsC/wh\nCuHqVDo9tdrtc865fKIQUlgP3kHYJEHXYJMYFev5c72YV2mpiS+w3vK+2Hwq07DMkk9T6fQCn7Vq\njVnrcnqHqs6m956pt2BpO6575faqd/cXyD7x7dgurDsDC9Z/ApxIzyxJ6pzrYaIQtsMGjK4EvA2c\nS2nja1wvs5BOPNQdWrBSps9jJRg/SKXTrd2187ICdRE5GAtEVgH6UyCYVdVvVN60uvJAvT5mYrnq\ne2O96md1146jEJqA/bCz5a7O0ncPNhD1iPhE481qtc8557JFISyGjec5Aus5vwG4Gb8SvPDwiYdq\nJQnMv4z/pgJRKp1+qB6NKTlQF5HDsPqrYF3+X5J/cEpvGLAyAP+yq5c7sVzvY6MQLurGXvURwFrA\nE9gJQ1e0YgNLf4f9gO5elZY551yWKIRvYektq2EzjJ4LTKxro1y36KxKS+tqq3lKS/n6Yr/f0+O/\nKcw/GVgzdrWqLsrpUf85FqDvpKrjatSeRjEQD9TrZSYWrO8F/JTuqxo0Jr4dW+F2nsRKNu4WhbBV\nKp1+pMLtOeccAFEIi2AV2H6NdYrdBlyPXQl0vVTLSy+t0PLSS6P6WEpL0Sot9W5rD9EH+/zMoCMw\nn1Vk+TnUMZ2snEB9deCyhSBIB+hH77gy0FP9C9gV61W/uNa96lEIfbBAfQZQ8Sxi2CQHZwNnRyGM\nyjfIxDnnyhGFMArrRV8TqyxxLlbZxfU2ntJSbc1YOvNMLDD/HOt4LtV79ZzMsNyZSft0ulTv4DXU\n62smNrD0R8Dh1L7c4bexcmb3Ype/KvUWVt5xNDZA9R9V2KZzbiEUhdCv/5Zbgl2t64N9N16D1Uh3\nvYSntFRVE/ZZmYUF5hEWnHel06wJqOt4s3IC0n8AB4vIH1S1t5ee80C9/pJe9d/GverFLktVqlpp\nL9muwWYrPT0K4bZUOv1VFbftnOvF4qt8I4EdgL3mPPYYWCm487Dysa4XaHnxxRVbxo8fWSSl5a25\nI0ZM8pSWkrQAs+kIzKdSnRTmbq3wkk85Aek12HSoT4vIldgZRt4ZGFX1ziq0rZ5a6t0Axwys52hP\nrFf9nFrsJAphIDYb6WfA61Xc9GdYrv0ewFHAaVXctnOul4lCWBELzL+D/dYuET/U3nfYMFonTjwS\n8BP+nsxTWqqpL3ZVaQZW3GQK1R+r0ZfqxgVdbkSpsht7SpHlMvT8FBnvUW8M/wJ2wXrV/5ZKp2ux\nj12AxYB/U/1xCbdgP7jHRyFckUqnP6ny9p1zPVQUwgBsgrUdgB2BtbMe/gxLxXseGN9v5MgbWydO\n9CC9B/KUlqpJKrPMiP+mUPsT109qfDW/JOUEpCeXuFxvGITpPeqNYTodveqH1WgfSdpLLaqzzMIq\nMhwOhPjWObcQiudqECww3wHYGlgkfnguNpD9+fivt04muFDImnhoZMEqLT7xUGea49tkAOi0+La7\n9KXOuemJkgN1VT2phu1ARE4BTijw8E2qunfWsvtj6QRrYAMEbgZOVNVqnZF6oN44vs5Vz8ybR1NL\n9V6aKITBWE/W28D7Vdvw/O4FvgscEoXwFHZlajLwcSqd9i/pHiAKYblFDziAmddc01TPkf+u54h7\ny1eI/1YGtsJSWlbOWuw9LDh/AXgVL7HYc1lKy9otEyeO9JSWLksqsyQDQJPKLPX6zo1S6fSUOu17\nPlVP8RCRVVX1nS6sugGW8356nsdeydr+ccAfgZeA84H1saB9UxHZWlWr8WXnqS+NI+lV/+HcZ56h\n/4b87zwAACAASURBVOabV3Pbe2Kv9cPV3GiOduBK4ERsmu9EaxTCR9iP9ftZf5Oz/v2Zl3asnyiE\nJYFjgV/OvOYagLOiEI7xYH3hFQ/yXBYLwFekIxhP/r1SfLtkntVnAI9jPeYvYIPdXA/V58MPF+s3\nbtxGeVNall/+jdZVV/WUls61YIH5DDoGgDbCb15dJzjKVVZAKiI7Y+Xmlsby0JNTwybsgA/Germ7\nkqO+PvCqqhZMsRGRVbAUnCeBrVS1Lb4/AH8ADgUu7MK+c3mg3ljuAHaa/eCDi85+4IG9U+n0DVXa\n7hjsbP2xKm2vkGeB32JzEQzGPj+D47/NgC0KrDc3CuEDLJifBJyZSqdfq3FbF3pRCIsCv8BesxQw\nrWmxxRbJzJhxNLBkFMJh9a4C4EoThbAS8EMsgG7Gfpty/0q5f2ksAF+Wjkvy+czCgo1349tp8d8E\nrGxrIwQhrouyUlpGNc2cuZantJStBeuQ/TL+m0p1SiJXW10nOMpVckAqIt8Hbu1ksc+w3s+yiMji\n2CXBhzpZ9FDsS/O0JEiPnQb8EjgYD9R7o+nASfTtexbz5l0XhbBYKp2+rJINRiGsBmyOXZmZVo1G\nduJ18o8eb8Z637ID+KWy/r00MJT40nkUwqapdHpSN7S3IUQhjMQC5m8D92NXJf5bi7ShKIR+wCHY\n1Y9lsF6eq4B7Bmy33a1f3XHHROAgYIkohH1S6XTeqleuvqIQlsCqLY3B8sCrkWswD7sU/wb2fTG1\nwK2/J3qTJKVlwoRRzdOmjcqb0rLeem+2rrGGp7TklwwAnU7HDKA94TNS1wmOcpUTkP4aO+BjsIF3\n92I9hb/HRqufhb1/f9SFdqwf347vZLnR8T7GZt+pqnNE5Cng/0RkkKpWOuCgherU33TVowO22YbZ\n9903Hbg0DtbPrWB7ySDSWqa9lKId+5GfSuFZBvsCO2EnovdHIWzeKLlztRAPutsO+B2wTXz3DGCv\n+G9yFMLVwNWpdHpiFfaXzEx7MrAKVov3JuB24mmlmwYMADgeu3L3feDuKITdU+n0jEr33+jiaeuX\nx96HLfFf3wK3ee8buOeezLr55uVT6fRHNWpjf+wzMgYbE9I/fug17PdiIvad3p7zl4lvO3vMJxda\nSJSU0rLRRm+1Dx5c92ogDagP9rmZQUdg3tOOU90nOMpVTqC+HnCHqt4CICKPA9uq6qfApyKyAxZo\n/AIL2suRBOrLiMgDwCbYi/1f4ARVTQ7aMOATVc33wk+Kb4dTwTTwUQjJ5U4P1BtM85JLggVvpwLn\nRCEsBpxa7plvHAjui/34jqt2O2ugFavJviTWU3h3FMK2qXS6V+U+xgHzHthrvGF890tYmcvx2NTp\n22El7X4P/D4K4VGs1/vWcoPm+H3wPWzMy9p0HOdbyD+99FfASVje+nbAg1EIO6XS6e64ItNtohCG\nYFebNsdSszakwquMs26+GeDDKIR3sdTFcfHfS6l0ukvjiuLv6i2x4HxPLE0JbHzHWKxD6dNK2u0W\nDp7S0mXJANCkMksyALQnq/sER7nK+fIdgOXYJd4AjhCR/qo6R1Wnici/gP3peqD+G6zKxyXY4NI9\ngO3iQaIvYSkBhXrQkjdHqsDjpWqhOpdKXW1MxlIhTsV6QAdFIfy2zGB9Y+yE7jF61gQi12DB+jbA\nzVEIu3U1yGkkcYWMA7AAeDXsJP1x4Dbm/7y/Ef9dhgWR22FX2UYDF0Qh3IwF7Y939n6IQtgWS5kb\nhfWaPgjcgKXvFTMXG/D+Cywd57EohO1T6fSHpT7fRhKn+4ygIyjfAhsYmWjFXoMP4n+3YserFevM\naCtyX/Lvtpb11jt63ssvP4OdbO0d/wF8FYXwLB2B+7jO5huIQlgPC87HYLnnYGknt2MBeleKGbiF\nSSlVWjylJZ8mrCMzqcwSYcF5bxl70RATHOUqJ1D/FMuXTUzEzqbWwUaxg13mWL0L7WjFesQPVNVH\nkztFZB/gH1jVjI3pGIiQT3L/gC7sP5uXZmx8n9ARrB+DBes/K6NCyr7x7dgatK3W/orNWLgT8Lco\nhIMbKZeuHFEIKeCnWNWmZbDvgXuxgKtYisQcLGXpYWxw3zZY0P7j+G9iFMJVwDWpdHpyzj5HYQH6\ntvFdT2LfMfMt14k2bCr3mViaxRNRCNtVIw2n1qIQlsEC8s2w4Hwk839nRljAnJwUTaAKZQNb1lnn\n6Hkvv5xMlLcCFrAnf1tgPeNJG99h/l738Vjqzd7YZ3e9eNFZ2AnWWKwyWG8JFlwNFJ14yFNaCmtv\nB/vOSwLzqfTejIOGmOAoVzmB+lhgDxE5W1UVuySdAXajI1DfHAvWy6KqRxa4/3oROQz4logMx3o/\n+xXYTJKTWGk6wCL03jdhbzINOA7rVT8cWDQK4aDOLllFIfTFfvCn0/G+7UnagD9hweZBwIdY3nSP\nEYWwPPArLEgfhAVct2FpJ5+XublPsJ7wG7EAblss8DsVOCUK4QGsl12x47R7vN4LwLVYINoVGeBS\nrHLBPliwvn0qnX65i9srKu75XgQLqgv9FXt8Vey4DMvabDtWUeg1LCh/HTuetfZh/JcUD1gEqxa2\nJrAWNilQ0mMO9r0/AOvNawX+h/0ePYPnjrsiWl56aYXmWbMYdOGFp/nEQyXri32uZgBf9llhBeiZ\nv5XlapgJjnI1ZTKldcaJyLrA09hljzGqequI3IH1KN2G9WyNBq5W1YOq1UARORer6LIjcAWAqq6U\nZ7m/YVVhNlLVFwts7hXsCkBBbV98QdvHH9Pkl7t6hMzcucx+5BEyU6fSd801GbjHHjT1LXz+OW/C\nBGZddx19V1+dfpts0o0tra7M7NnMfvBBMjNmMGCnneg/cmS9m9SptqlTmfvkk8x96SVoa4MBA2gR\noe+wYTT1K3T+Xb7M3Lm0vfce8955h8zU+UtVNy21FP3WX58+yy5btf3NU2XeCy9A//4sOmYMfYcM\nqcp2M3PnMu/ll5nz7LO0f/xx5RtsaaF5qaXoM3gwzYMH07zUUlWdQKxaMpkMmenTaZ8yhbYpU2if\nOpWmfv3os8oq9B0yhKb+/TvfiFs4zZtH0/PP0/TwwzQ9/DDN71qFvUxTE+1rrkn7ZpvRtummZFZb\nDU9pibW3Q3Mz9OtHU79+NA8c2JDfCzXX0kLLaqvVYssVv9FKDtT/n707j3Orrho//kkymc50IV2h\nC1AotKfQAqXQAg9bQR/ZQUBl8REUFRQVBQUEl0tEBRV5HlER5PcoPuyLKJuyyVaksreFQr/daO2+\nN+20nTX5/XHuJel0lmQmM9nO+/W6r3SSm5tvLkPm5HvP9xwAEZmKzmDe7Jx7RkT2BJ4kHfy+Dpzh\nnMt6VkZEImg+esQ590YbjwcB+HGAh34Z6Oeca2i139PoJfCB3elQmojH90VndfKu77nnPrbt/vtP\n74ljV4IOzl8NOlt6AJo6cXZ7l68S8fhd6OXzq9BZxFK2G3ATsAvwqZjnPdLJ/il6cf2FPwu8PzAZ\n/aJ9tv/6q9Av98/T890Yd0dn2fcEnkY/o3KWxf+7x6ETCvXAmTHPe6YrrwOQiMcPRK8SfQ7oj858\nv49eeWhEz1lw29Dq58ZWW3BfAk3vKUialH32dY+dv/Z1lNKSHDZsYcvnPje+Ydu2m63x0EeCPgDB\nAtAN/m2bKuR3L4wubF9c6IG0JaeV/M6519E2yMHP/xaRA9HFoPXAPOdcrn8IouilzM0iMsw591Ge\noYiE0HSaJvRS9XS0Lu4xwLMZ+9UAh6MNk7r7P2MFfpUsefVAHK0WciLw90Q8flrM8zZn7uQ3sjkT\nvbxf6kE66Pu4Dl3ceG8iHv9EzPNe7vgpPcNfEHoAGpRPRis3TWTHVLWFaC+GGfRePvEydBFuT3sB\nDaSvQqvynB/zvM76TnzEL4H4KTQd6Aj/7vXo4vpn6Z1a/8aUhIwqLVM6S2mpPvroHySnT6/kID2o\nzBIsAA0qs5Tk2qYeUlQNjlrrdmMfPzCfBSAiVSJypXPuhhyeXy8iT6Bl0r6L5t4Gvo3+sf+Tc26z\niNyL1jK+TkRecs4F+YnXormuv+/u+6FrXVVN4TWivztXoF/knkvE4ye2Kp13BtCPLjTlKmIL0fft\nAY8n4vGjeipPOuB/4TmIHYPy/djx8yRYIL7AH+N8iqglcw95Df3i9APgAb+D6f/r6AmJeHwccAm6\nCHYQ+sfzLeDvaJ8KWyBpTDZVWiZOnNc8bpxVaVFRNDCvI70A1D5L2ldUDY5a6zRQF5H/RFNKatCA\n/B7n3E6Xq0XkcDRQnoDO8OXi2+jM+Y9FZBq6yv8QtBvjHDT4wjnnROQmtOLHO36APwGtgPEKWrat\nu/KXLGt6WzOaCtKApju86C/wC1KxgmovLxVicD1oJlqF5NvAU4l4/IiY5/07XwdPxOMj0Tbsh6L/\nXwo7tlFvJB2QB7dLqcxF2e+iEwdx4I5EPD4o5nk7lKv1U4LOQNNbgoZOCbR++zP0zoJOY4paVlVa\nDj54gaW0AOmKeJv9bT3699BkpygXkQbaDdT9dJI/o7mlma4RkROcc4v9/foBP0f/6ITowuUD59wi\nETkUzX8/AQ3Ql6FB1/WZnUadc9eIyFLgUrSW8UrgZiDe1heILrAZ9dKWBG5BK0WcCrySiMePRz/E\nPoEGkssLN7we8xI6I3sRGqwf1Z1GPH4zoGno/2efJP1ZsR2tDhIE5EGNbZutSVuATiZcD/w8EY8P\nRoP3PYEv+9uu/r7vAX8D/oX9YTUVzhoPZa0K/bzYQroDaHulq03HVhRbg6PWOppRvxIN0lejDYjW\novm/p6B1zY8XkfFoDuVYdPbsV8APuzIQ59xS9PJvNvveCtzaldfJguWol76gdN52dCb4n+iXzgia\nS1yu/oo2BTsDeMy/mpBTQ6dEPD4QbT70FbRcHmgKy9/QK2qrsNzGbCxD89V/jKb0nYKm8QVd/B5F\nFz6X45dGY7JjKS3ZiqCnpY50YF509b5LUFE2OGqto0D9LPQSymTnXNB85Lci8kvgcj9F5UFgKJpT\n+SW/e2ips0C9fNyFBusXoHW7k+iC5HL2B3Rm/RjgvkQ8/qlsZgsS8fhkdPb8fLSudTP6peZvaA1y\nk7u16Mx6HF1oOw/NPZ+O1f82FarDlJbhw+c2jxljKS3pBaBBZZZgAajJr6JscNRaR4H6XsCjGUF6\n4HdoJ8H70YAgDvzYOVcul6K6vcDWFJWH0aowF6NfKDcVdjg9LoXmq8fQmfXfJuLxr7S1UMavNPIZ\nNECf6t+9GngA7fi4ufVzTM42Ad9BJzQ66rZqTNmKzpo1Mjpr1tSIprS0XaVl0qQl1NSUSxyRqxA6\nax5UZkmgwbmlFPacom1w1FpHQeku6CXv1oJFakOBs5xzj+V7UAVmM+rl5wk0bWN9ZzuWiWa0EsyN\n6BeU5ej6D+CjXgFfAb4IDET/GLyOzva+jaW25FsTFqSbSqIpLftFFy6caikt7Yqik0hBYL6eylyA\nXyiJmOetK/QgstFRoB6ijV8a51yjiAA8UYZBOthi0nK1tNAD6GXb0ZKNNwHxRDy+pu8557DtgQee\nRhfVgv5xeBBtBLS2MMM0xpQDS2npVBWa8laHXq1cR883fDNtC1NC5YK7k+YxM2+jKC5R7FutKQ+b\n0MXdPwd+t+2BB0CD9Dlo7vkMrNKIMaaLojNnjorOnj2lg5SW+Y2TJi2u0JSWoDJLnb+tQydQTOEV\ndYOj1roTqJdd7lQiHo+gHzSV+KFiytMKdB3J16v23Xfv5gULvk46fc0YY7JnKS0dCXpLBAtAN/i3\npvgUdYOj1mzh5I6q0JQfY8rJfOCb1Yce+ljzggUWpBtjsmYpLe0KKrMEC0CDyiwlEwBWsJKqZNZZ\noH6diHi5PuacK9U8b1tIaowxpqJlNB6a0m6VlspsPBRFA/M60gtAyy67oMytiHleSf3edhSod3Xm\nrZS/TfbF/qczxhhTSazxUHuiaD7zZn9bj63rKWUl0eCotXYDdefcXr04jmIRNHoxxhhjypaltLQp\nWAC6hXQH0IaCjsjkU0k0OGrNctR3ZKkvxhhjylJGSsvU0Nat+1njISLohYM60oF5yQVyJisl0+Co\nNQvUd2SBujHGmPIQpLQsWDA1vGHDVEtp+WgBaFCZJVgAaspfyTQ4as0C9R3Z+TDGGFOyIitW9K+e\nMWOypbQAECKZBG00FHQA3YitRas0JdXgqDULTHdkM+rGGGNKSnspLamams1No0e/6ae0VErjoShQ\njx+YR0aNAphV0BGZQiupBketWaC+IzsfxhhjiptVaclUhc6Y16GVWdYBTcGDoXC4naeZClJSDY5a\ns8B0RzajbowxpuhYlZaPBJVZ6vxtHbC9oCMyxa6kGhy11uVAXURGAoOcc3NEJOqca+r0ScXPvrgY\nY4wpCtGZM0dFZ8+eEnnySfq/8cY9bVRpmV8BKS3BlHiwAHSDf2t63pimBQsABPgQvXJRzKqBQcBg\nfxsEvFpqDY5ayykwFZG+gAd8HhiGXmmLAN8SkZOAS51zc/M9yF5kgboxxpjC0JSW/aILF07dIaXl\nww9JDRy4skJSWoLKLNvYsTJLyaYulKAQcCZwQdObbwL8Al2AuwyYDywEFqALNHsjeM8MwIewYzCe\nufVr47lfTMTj22Ke91AvjLNHZB2Yikh/4CXgYPQ/1iJgjP9wH2AaMF1EpjjnFud3mL3GUl+MMcb0\nmmxSWpKXX35645w5fyj0WHtQFA3M69CgfD1WmaVQBgCXA4cCq2pOPHF4/VNP/cr/+WBgT+Bj/r7d\nDd6rSc98txWAB/e1FYBn2oguFl0OrABW+rf1wC+B+xLxOKUarOcyg/x99D/SN4HfAj/0N5xzPxaR\nD4E/+fddlOdx9habUTfGGNOjsmo8dPDBS+jTpwWgevDg0ws74ryLopU4NvvbeqwreDHYD7gKDZCf\nAT7X57DDVvc57LBvASTi8QiaBnNIxjaZjoP3TaSD8cwAfDDQt5PxtBeAB7crgFUxz6tv7wCJePw9\n4GlKOFjPJTD9DPC0c+7XACKyw4POuXtE5DPozHqpimIfFsYYY/LJqrQEC0C3kO4A2lDQEZlMH6W6\n+D9/D7gx5nk7XNXwc73f97e7oN3gvfXMe2sbgcVoAJ4ZdGcG4is7CsCzFfO8GYl4/ARKOFjPJVAf\nCdzfyT4OOKHrwykc/5etLD8hjTHG9K4OU1pGjJjbvPfe5VylJYJ+D6kjHZhvK+iITHt2SHUBzol5\n3svZPrmD4H2cf8yB9EAAnotSD9ZzCdTXoZdFOjIBWNv14RRUFAvUjTHGdFGuKS1lJFgAGlRmCRaA\nmuK2U6pLzPPWdPegfvD+gb8VhVIO1nMJ1B8DLhGRk5xzf2/9oIicDZwE3JGvwfUyW0hqjDEme9mk\ntBxwwLzmsWPLLaUlhM6aB5VZEmhwbgtAS0NWqS7lplSD9VwC9R8BpwGPi8jfgKEAInIdMAUN0tcC\n1+d5jL2lL1BusxzGGGPyKKuUlsmT5yeHDi23VI8oWkUjCMzXY38zS1G3Ul1KXSkG61kH6s65VSJy\nJPA74NSMh37o374MXOycW5bH8fWmWuxDxxhjTCsZKS1TQlu37l8hKS1VaJm9OrQyyzqgHBobVrIe\nSXUpNaUWrOdUjtA592/gFBEZgZbkGYj+TzzbOfdhD4yvN1nqizHGmPYbD1HWVVqCyix1/rYO2F7Q\nEZl8qchUl46UUrDepbrhzrmVwJN5HkuhWaBujDEVKpvGQ2VWpSXs3wYLQDf4t6a8VHSqS0dKJVjP\npTOpR+ctfFvQxSVLgVecc6u6MbbeFin0AIwxxvSeLFJa5jdOmrSYmppySGkJKrMEC0CDyiyd/V03\npUuA71LhqS4dKYVgPZcZdS/HYzeJiOecuzHH5xWKzagbY0w5q7yUligamNeRXgBasekOFeZjwNfQ\nL2gVn+rSkWIP1nMJ1A8EHgV2AW4GXkUL2O8CHIYuUOiL/mL0929/IiLznHOP5HPQPaRLaUDGGGOK\nV4U1HoqiHT83+9t6rNt2pQkDnwc+iX45+1TM854r6IhKQDEH67kEp18HYsDBzrmlrR57S0QeA94B\njnbOXSYi96Odqr4BlEKgbjPqxhhTBiqoSkuwAHQL6Q6gDQUdkSmkvuik6WRgLnB6zPPmF3ZIpaNY\ng/VcAvWzgPvaCNIBcM4tE5FHgHOBy5xz20XkCeD8XAclIjcBVwDTnHMvt3rsAnRhxFg0x+5B4IfO\nue7OhtiMujHGlKJsGg+VR0pLBH1bdaQD83Kr1266ZgRaLnsU8BRwbszzrDtsjooxWM8lOO0D1HSy\nTwTol/HzNv95WRORqcC3aGOBi4hcA/wEmAXcgqbjXA4cLiLTnHPdqfFqgboxxpSIyIoV/atnzJjc\nYZWW0m88pAtAq6pAGwoGC0CNyTQJuBqNv34JXB3zvFK/WlQwxRas5xKcvgOcJSI3OucWtn5QRPZC\n63TOzrh7CrAk2xcQkWrgD6TLRmU+NhrtjvoqcKxzrsW/Pw78ALgY+G22r9UGS30xxpgilpHSMjW0\ndet+baa0TJq0pISrtITQCa+gMksC2Fi12240wuJCDswUrVOBL6EpUF+Ied6dhR1OeSimYD2XQP1H\naHmf10TkN8DraE3OYDHpZWgDpJ8AiMgfgGn+87L1PWBf4Dng460euxj9APtpEKT7fgp8E/1F7U6g\nbjPqxhhTTIKUlgULpoY3bJhapiktUaCedGC+HuuSbTpXBVwCnIBebflkzPNeLeyQykuxBOtZB6fO\nuedF5DPArWgeVGsbgPOdc0+IyCh01fHraIWYTonIgWi9z58Ag9g5UD8G/Xx+sdW4GkTkX8AnRGSA\nc66rDRui2Op4Y4wpKD+l5ZDIsmVTwonEoaFksi+UVeOhKqARzTPfjOaZdydt01SeXYBrgAnATOCM\nmOf9u7BDKk/FEKznNIvsnHtERJ5Gv8FNAYaiHzRvAo8654JcwM3AVOAt51ynzRREJAL8LzAPuAH4\nRRu77QOszniNTIv923HAW1m/IV8iHo+glxyNMcb0svZSWlI1NZubRo58009pKdXGQ0Flljp/Wwds\nL+iITCkbjab77go8DHw+5nml+qW1JBQ6WM853cOvrvIIbZRcFJH9gC86576DBu/Z+g5wMHCkc65J\nRNraZwiwU268L1hcE8vhNTNFsUDdGGN6R3lXaQnWWG1F01k2+LfGdNdhwLfRwh7XAddbE6PeUchg\nvdt52SLSFzgHzRE/Av2s/U4Ozx+H/sL91jn3Wge7Bo0c2hLc31lVmvZUd/F5xhhjstBh46HSTmnR\nyizpBaBBZZZOryYbk4NPA/+FXo35dMzzHi7weCpOoYL1LgfqIjIFDc7PBQb4d28B7svhGCE05WUV\nmm/Vke20H1AHJSC7+gFfiy3eMcaYvIrOnDkqOnv2lMiTT9L/jTfuaaNKy/wSTWmJooF5HekFoDaz\naXpCNVqs4xhgGXBazPNmFnZIlasQwXoolcr+S7+IDAQ+B3wRrWEOOmvwPPBH4BHnXH0Ox/s6Wg/9\nZOfcUxn3/w/6i3mcc+4l/75lAM653ds4zm1oVZjJzrmOfoHfQxdf7KBl40ZaVq8mVHqXWI0xpng0\nNRF6+21CL7xA6IUXCC/R6rypUIjk+PEkjziClsMPJzVmDCWV0pJMQiRCqE8f3fr2JRTeqYqwMXmV\n3L6dhpdfJrVxI5Hdd6fvOecQ7t+/0MMyQPPSpWy9+25oaqLv2WcTnbBTaBno9gddVoG6iByHzp6f\nSTq9ZD7aHfQO59wlXXlxEXkR/ZbYmb3RLwLHAP2cczukwPgLXI8HBnalQ2kiHh8LjM/1ebnqe+65\nj227//7Te/p1ypWdv+6x89d1du7a11FKS3LYsIXNY8bMS15++emNc+ZcX+ix5iBYALqFdAfQ9lIv\ne5z9/nVdCZ+7vdEKe0OAO4GvxDyvEL+DKWwNX5sS8fgR6Mx6X+C8nppZbzf1RUSGA18ALkIrrgCs\nBO4H7nXOvSUiSbqXMvJHdDa+tZPQRRN3ohVdNgHT0brsxwDPZoyzBjgcmNOVIN1nzY6MMSZLGVVa\npoS2bt2/zcZDBx+8hD59WgCqBw8u9kApggYkdaQD81LuaGpK2xTgSjSt9yrgppjn2ZqHItNbaTAd\n5agvRT+8VgG3AQ8A051zecvDc879qa37RWQwfqDunHvZv+9e4FrgOhF5yTnX6O9+LZoj//tuDMWa\nHRljTHuyqdJywAHzmseOLZUqLcEC0KAyS7AA1JSXqpYVK0BnpdcXeCzZCjqNNgCfinneThX2TPHo\njWC9owA1aGP8F7Qj6Tv5DNJz5ZxzInITcDXwjog8geabnwy8AtzRjcNboG6MMRk6rNIyYsTc5r33\nntc4efL85NChpTDzHCL9Ny3oALoRWwBazkLAlQ0vvwx69X41uk7tPWAOOglZTMJogH4qOtbTYp73\nRmGHZLLR08F6RwHqecAFwJeBrwKNfi74fWhzo55s2JCijdJWzrlrRGQpcCm62HQl2vk07pzrTmc3\nC9SNMRWvvcZD7aW0FLkoUE86MF+PVfeqJJ8DjgiPHElyxYrH0LTZj/kbaH37zMB9aUFGqWrRVJdD\n/bGcbJ1GS0tPBuvtBqjOuQeAB0RkN+B8NGg/zd+2isjj+RhAO699OXB5O4/dCtya55e0HHVjTOUp\nr5SWKqARzTPfjOaZd2cCx5SujwGfAhb0+6//2jdcW3tGIh4PAxPRgP0Y4NiMf4P+zswhHbgvpneu\nuAxFF43uBTwFnBPzvM298Lomz3oqWO90Jtk5txr4b+C/RWQicCEauJ/r73KeiFQB9wSlFEuQzagb\nYypCGaW0BJVZ6vxtHdpvw1S2CcDX0CIUp4Rrax2A38Fztr/9JhGPh4BxpIP1aWjTxiP842wD3gfe\nBV7wj5dv+6BB+iDgd8BlMc9r7oHXMb2kdbAO9Hygnsk59x5wpYhcDXwcnWU/E82r+pKflnKvXvbk\nkgAAIABJREFUc66z5kXFxmbUjTFlK9cqLUUqKFweLADd4N8aExiBFpgAOCvmefPa29GvouL87Q6A\nRDw+mvRM+7FoKsqhaBrNq8ATwNw8jfUwtIt7NZpB8Cur7FIeMoL1v+fjeF2aSfYXlT4DPCMi/dFL\nTBeg30ivovMuo8XGAnVjTPnQlJb9ogsXTm03pWXixHnN48YVc0pLUJklWAAaVGaxYMa0pR86Oz0A\n+HLM817I9QAxz1sC/J+/kYjHR6CTkV8nPfO+EA3Yp6OpVl1xBlr6ejvwyZjnPdbF45gi5Qfre+Tj\nWN1O+XDO1aH1zu8UkT2A/+ruMQsgUugBGGNMd3SY0jJ8+NzmMWPmNR588ILksGFd7TfRG6JoYF5H\negGoVWYxnYkA3wVGoTXH/18+DhrzvJXArYl4/HfoROTXgU8C30Q7tD+NzpquyfKQYeAStFfMSuDU\nmOe9nY+xmuIT87y8XPHLa262c24pcEM+j9lLomiuozHGlIysUlomTVpCTU2xprRE0XrRm/1tPfZZ\nbHJ3CXAQ8BgasOeVn5LyAvBCIh7f03+9S4CzgbOA14EngZkdHKYWLS89GZiFBunL8j1WU34qfhFl\nIh6vwtrjGmNKQemntAQLQLeQ7gBaiLbopnycBpyIBr+fjXlej34p9csmfi8Rj18PfBr4Bppvfhiw\nHE2LeZ4dFzYPAzxgTzSgPy9fs62m/FV8oI7O6BTlXzRjjCnxlJYIkKK6GrSJyzo0tcWYfDgUTUEJ\nGgTV9dYLxzyvHrgLuCsRj09FK82ci860Xwj8Aw3Ka4EfAAOBW4ArevrLhCkvFqjbQlJjTJEp4Sot\nwQLQoDLLRiBRNWwYjWANXEw+jUaLVzSiQXrBGhbFPO914PVEPH4lWgXvUuAUf2tB/5+4LOZ5vy7U\nGE3p6nag7tdQ3wtY5S8sLTV9sW51xphCKt2UlhA6ax5UZkmgwbktADU9aSBa4aUG+EzM894o8HgA\niHneGuCniXj858DpaFrMAcCFMc97sqCDMyUrp0BdRI5Fvyme75xrEZGD0HysUUC9iPzMORfvgXH2\npBosUDfG9LISTmmJAvWkA/P12GdouemP1iQfDgwG3qF4rohUA99D876/n6827fnkNy16BHgkEY+H\nrD666Y6sA3UROR4tRRRBVy4vRpsEjEJXQ48APBFZ4Jy7J/9D7TGW+mKM6RXRWbNGRmfNmhpZvXpq\nCVVpqULTC+rQyizrgKaCjsh0VxgNwINgvPVtvzaeMwt4FHiLwtayvwwQ4G7gpwUcR1YsSDfdlcuM\n+lXoB/XHnXOLRWQ/dCHHM865E0WkGi1N9DXAAnVjjCnNlJagMkudv61jxwoWpnRUoakXe5AOxEcA\nu9L23/8G4ENgAbAIbe6TQBdHHoeWQFyBlkH8B71fsedctOnQP4EvWRBsKkEugfoU4H7n3Fv+z6f6\ntw8COOcaReQp4Mt5HF9vsAW1xpi8KcGUlrB/GywA3eDfmtIUQQPqo4Ej0HVYmTagqSwLW22LgBUx\nz2trfcGfEvH4JLTRz/nAV4DPAU+hlU3W5f9t7OQY/7WXAGfGPM/KepqKkEuQ2gfYlPHzSf7tsxn3\nhSm9ZhU2o26M6ZYsUlrmN06atLhIUlqCyizBAtCN6KypzU7mTxVaM3tv/3YT8D4aEPfE38gwMAEN\nzo8EBvj3LwN+B7zmv/bCmOcluvICMc+bCXwhEY9fgwbqX0Mb/pyJznA/BrhuvIeOCPoloQ44JeZ5\na3vodYwpOrkE6ovQgv6IyG7oh8EcvxspfurLyehls1JiM+rGmNyUXkpLFA3M60gvALXKLPmxCzAG\nDcr3AvZB125F2ti3EQ1m3/e3uXQ9rSiEBrBHA0cBg/z7VwN/BB4A/tXODHmXxTxvFXBdIh6/ETgP\n+JY/hqOBecBfgRnkb4HxMOD76Pn8dMzz5uTpuMaUhFyC1D+ji0VfQGcIouiHASJyCnA9sC+60KOU\nWKBujOlUiaW0RNH84c3+tp7Su9pZbMJofncQlO/t/3tQq/22oi3lZ6Hrtt5D/2YehQazE9G8cdAv\nS0uAOaSD9w2djGMMmgZyNBrE4j/ndjQ4f7k3Gur4DX/+mIjH70Tz17+FpsRehf6+PY4WoMjm/4cq\ndAFrX7TiTF//537AGUAM+EbM857K77swpvjlEqT+BF2McrH/8/1oly3QD41J6AfFbXkbXe+wQN0Y\n06aPGg89+ST933jjniKu0hIsAN3ib+vo/YV+5SIM7IbOiu+OLsQcjc6WV7fadxma9jETDcxnoekl\nrWex/wncB5CIxweiuePBTPhUNOgP1n2tRgP2IHhflkwkAD6L/q0d4e+3BfgT+rf4HzHPK0glHn9B\n5/PA84l4fCw6WfcF4PPojPvL6JWczOA7c+vLzue1tVtjnvebnhi/McUu6yDVOdcMfFVErgbCzrnM\nfPU/ALc550ot7QUsR90YE9CUlv2jCxdO2SGl5cMPSQ0cuLKIUloiaKZNHenAfFshB1SCakkH45nb\nSHb+29iEBs3vkA7IZ8U8r7PZ753EPG8T8Hd/IxGP9wEOQYP2YNb9OH8DqK//+98BzkH/G9/vb0/7\ns9pFI+Z584FvJOLxHwBfRPPK/7ONXRvRFKy1pJtkJfxtU6vb5WgJaGMqUs6zyc65zW3c11MLSHqD\nBerGVLBsUlqSl19+euOcOX8o5DDRnOSgMksQ2JjODURnw1sH5IPb2HcL8DaaO+4ybufHPK+xJwbn\nVy951d9+nojHw8B+pAP3qVUi45qdOwd4MuZ5xZBa1SH/y8gvE/H4r9ArBs2kA+9EsX3BMKaYtRuo\ni8hfgPuccw9m/JxVVQDn3Fn5GV6vsNQXYyrMRyktWqVlvzZTWg4+eAl9+rQAVA8efHovDzGEzpoH\nlVmCWUdbANq5WjQPfBJapnDPNvZZCryJBuKZ26pC1+b202bm+Nvt/t0p/FLIpcTv0PlqocdhTCnr\nKEg9A827y/y5HAW5ncaYctVeSgtFVaUlCtSTDszXk7/KGeWsChiPBuUHAeNI14bfji5ofA34AJ0d\nn1cKs9LGGAMdB+pj0BmczJ/LSiIeryL9gW6MKSMdprSMGDG3ee+9C12lpQrNfd6CVmZZ5/9sOhZC\nF18ehM6aTyC9GLEFDcqfQztn/ssa4xhjSlm7gbpzbnFHP5cJy083pozkmtLSy4Krd3X+to6u19Cu\nNCNIz5gfSLqhD2iKyHP+9nLM83ZaR2WMMaWq0vOzOysJZYwpZtmktBxwwLzmsWMLkdISXK0LFoBu\n8G9NdkYAxwLT0EosgaXAw2hg/rzfgMcYY8pSR4tJP6SLLaWdc6WSJlOL5acbU1KySmmZPHl+cujQ\n3i5XGFRmCRaABpVZCro4scQMQCudHIfmnYOezz+TnjVfWOgFn8YY01s6mlEf3WujKJxarIqCMUUv\nI6VlSmjr1v2LKKUligaSdaQXgNpnSm6q0BJ+x6H1xKvQc/gscBfwl5jn1RVueMYYUzgd5ai3uchS\nRK4Dftje4yXGctSNKUaa0rJfdOHCqUVWpSWKdvzc7G/rsatyXRFCa4VPQxv89PPvn40G5/fGPG9F\nYYZmjDHFo9Jz1Cv9/RtTNLJpPFSAKi26ALS6GmAFugDUqoh03UjSXTd39e9bCdwK3B3zvNmFGpgx\nxhSjSg9UK/39G1NQWaW0TJq0hJqa3kppiaAT93Vonvk6YFvVsGE0aitzk5taYFDTvHkAN6E1zkEX\n2P4fOnv+QszzrF68Mca0odIDVUt9MaY3FV/joWABaFCZJVgAatrXBxgIDGrjtvV91QBNb78NsC/w\nFBqcP2pNh4wxpnOVHqhX+vs3pscVWeOhEDprHlRmSaDBuS0AbdtYNE1lH9LBd00nz2kGVgPvoWkt\nq2tOOOGi+qefHmWlFI0xJjeVHqjajLoxPaDIGg9FgXrSgfl6tIOladuu6CLP44BR/n1JYC0wDw2+\nV6HB+KpW/14NbIx5XusvPhf1OfxwC9KNMSZHRROoi8gQwANOQRtdfAjcCdzsnGtpte8FwOXobM9G\n4EG0Ek2uM3JF8/6NKWnFVaWlCmhCA/PNaJ55U0+/aInrCxwJHA9M8O+rBx5AU1WeiXmenUNjjOll\nHTU88mi7Ucex/uM/bO+5zrkf5TIIERkAvAII8Bjade5o4Gf+7ekZ+14D/ASYBdyCtpO+HDhcRKY5\n53L5Y2KBujFdVERVWrQyiy4ArUMD8+09/JrlIAJMRmfODyN9hfElNDh/OOZ5lq9vjDEF1FGg6nXy\n3OvauT8F5BSoA9egQfplzrnfBHeKyD3AeSJysnPubyIy2j/2q8CxwUy7iMSBHwAXA7/N4XUt9cWY\nHERnzRoZnTVrakRTWgpVpSXo4RAsAN3g35rsBHnnRwMx/765aHB+T8zzlhRqYMYYY3bUUaB+UReP\n2ZXWzqOBf6O1dDM9AJwHHA78DQ3EI8BPW6XD/BT4JvAlcgvUbUbdmI4UR0pLUJklWAAaVGaxNvLZ\nG0a6fnmQd74OvSp5F/BWzPPsfBpjTJHpqDPpnb01COfcZ9t5aLx/u9q/PQb94/xiq+c3iMi/gE+I\nyADnXLaza1Esd9WYHRRJSksUDczrSC8Atcos2Ymgkx9j/W0csJf/WAO6pucu4GnLOzfGmOJWlDPK\nIrIr8CkgDiwB7vYf2gdY7Zzb1sbTFvu344C3OnuNRDxehc7SGVPxojNnjorOnj2lg5SW+Y2TJi3u\nwZSWKBpEZlZmae6h1yonIbTbZ2ZQvjd+/XJfPfACcA+Wd26MMSWl6AJ1Ebke+J7/42rgBOdc8Idl\nCLCwnacG+8Taeby1KBaom0pV+JSWYAHoFtIdQBt64oXKzFA0GA8C833Rii2BFuBd4I2MbY7NnBtj\nTGkqukAdDcRvRBeXngFMF5ETnXPvkJ51a0twf2fNOAJ9sBxXU0kSCWr//OdjCpTSEkH/f6sjHZi3\ndWWsHEXRVJRoxlbVyb9b3zcEDdBbT0TMA14nHZTPjHmeVbwxxpgyUXSBemZuvIicgpZr/D/gALTk\nWnXbz6SPf5ttkFGLXVo3ZS6j8dCU0PXXE2pp+Q70SuOhYAFoUJklWABaScJoXfLPooF2dy0FniMd\nlL9laSzGGFPeQqlUcU8qi8iz6B+7cWh9X5xzu7ex321oVZjJzrmZ7RzuPfxmHi0bN5Jcs6ZHxmxM\nwTQ1EXrrLUIvvkjohRcIL9FKe6lQiOT48SSPOIKWww8nNWYMeU1pSaV0i0YJVVcTqqkhVFtLqOeb\nGxWdVCpFcuVKGmfNIpVIQCRC9KCDCPfrB5EIoUgEqqra/XcoEgF/CwWP1dbq840xxpSSbv8RLPiM\nuohE0JJhOOeea2OXJegbHYpe5j1GRPo451qnwOyN5mfO7+DlJgb/qLvllnFoek2v6XvuuY9tu//+\n0zvf07TFzl/bIitW9K+eMWNyOyktC4OUlqqzzrqicfr061mxAlasyMdLR9GFipkLQHuyfnrB5PC7\nNxb4AvpZkwTupKXF63vaact6dIDFL4WtCeoOO39dZ+eue+z8FVjBA3X0F+BxYLOIjHDOtS7BdhD6\nB28RMB2YhpZpfDbYQURq0Frrc5xz2aa+WLMj01v6AvuhQWwiY+tyUJuR0jI1tHXrfr3UeKgKLWe6\nBdiM5pnbIkU1HLgAOMr/+UnguzHPe69wQzLGGFPqCh6oO+eaReTPwPnAlcDPgsdE5KvAIcDjzrm1\nInIvcC1wnYi85Jxr9He9FhgA/D6Hly74ezdlbTT6u3soGqRH2tgnqBG+Edjk/zvzNv3v+vrGPq+8\nsn90wYKp4Q0bpvZSlZagMkudv61D14mYtF2Ac4GT0P/GbwBXxTzvxUIOyhhjTHkolmD1KnSW/AYR\nmYbmkh+M5qYvAi4BcM45EbkJuBp4R0SeQHPOTwZeAe7I4TWL5b2b8lALHIgG5oey4+LBFWg1oxZ0\ndr0f0N+/HUy6U2T7QiHCmzcTWbWqJ6u0hP3bYAHoBv/W7KwPWpXqbPS//UJ0wuAh6/BpjDEmX4oi\nWHXOrRCRKcCPgFOBjwHLgf8Gfuyc25ix7zUishS4FLgMWAncDMSdc7lchi+K925K2h6kZ80nkJ41\nr0e/bC5AA7jOyhCG8AP40Nq1I6pWrhwTqqsbRTI5KNWvH6l+/WgePTq1/YwzUk0if2veZ5/ZeUpp\nCSqzbGPHyiwWaLYvDHwcreQyCM3Lvxq4PeZ5jR090RhjjMlV0QSrzrnV+DPnWex7K3BrN1/SctRN\nrvqw46z5sIzHVqILmReiXzKzC3abmsLVs2btUeXcuMjy5ePC27YNRp+cSvXtOy85bNjrTRMmvM7Y\nsSMIha5pnjBhCjC7S6PXCk9RNDAP0m7Wo2tATAf86lhTgc8Du6MpQD8Bfh7zvM2FG5kxxphyVjSB\negFU8ns3uRkCfBWYTPr3ph6YQ3rWPOv0k9CmTTXVb721b9WiReMiq1fvE2purgFIhcMNyVhsRsuo\nUa83TJ36Vstee23KeNpi4CngRPSK0zNZvlzQJGxLeOBA0OY41j8gezHgwIZ//APg++iXmjuA62Ke\nl5fSOcYYY0x7KjlYtRl1k42JaGpDDFiNzpovAJaRQ4pI5MMPB1fPnj0usmTJuPDGjXuGUqkQQCoa\nXdey227/aN5rrzcajjrq3dSAAR2lb/2vP57D0C8HC9vYJ1gAuoV0B9AGgHD//mBBemdq0DSmg4BJ\nwF4AyXXrQJuvXRPzvPcLNThjjDGVpZID9Up+7yY7pwFf9P/9FFrRIztNTeHo7Nl7ROfObTOlpUVT\nWt5oPPTQxYTDnR0t0ADc5G9nALejM/spNJUlCMw7y4k3aRG0mVoQmAvptQYNwD+A5/pfcskNkeHD\nzyjMEI0xxlSqSg5Wo9iiOdO2auAbwLFoSsvDwL87e1IXU1pytRi4C22qcyJwA5prbrI3Gg3MDwIO\nQGfRQdNa3gKeQwP0V2OeF5SjvKG3B2mMMcZUcqAewdIAzM52A76HpjwsAx5CZ6vbFFm0aEj17Nnj\nIv/+99g2U1r23vv1hqOPfjfVr19Xf9dC6P+nm9FyiWvQZjqjgE8ARwNPdPHYlaAWGAHsgwbmBwID\nMx6fhwbmzwEvxjxv405HMMYYYwqkIgP1RDweJV0z2pjAZLTpVj90ZvUpWldE6aRKSxdTWlqrRmfy\n1wNrgeUxz9shdz0Rj18IvAtchJaCXNzVFysDUTQYH+lvo/xtJDsG5QCrgLvxZ81jnresF8dpjDHG\n5KQiA3X0feetfaMpeSHg02ht7CTwODDzowc7SmkZOPDVlpEj3+hmSktQmWW9vy2NeV59R0+Ied6q\nRDz+eXQ2/UrgcqCc63iH0asdmcF4cDuUnf9/TqLpSq+hs+ZzgReBD6whkTHGmFJRqYF6Hyw/3aha\n4Aq0kspm4EFgZUZKy7jwxo175DmlJQo0oQ2GNgDLulKLO+Z5Tybi8V+j+fQXAbd1YSzFaiCwP7Cf\nv42h7c+rlcBLaDA+P+N2UczzGnpnqMYYY0zPqNRAvS+Wn260cc33gFGkUouj7777WvTddydGli8/\nK88pLUEVkSAwXwFsyNPM7lXA8cDJwNtonfRSE0K7vAaB+f7o7HmgCXgH+AANxINgfEHM89pdP2CM\nMcaUukoN1Ptg3Rgr3RGkUlcQCvWpev/9dbV//evwcGPjOdCqSsthh73ZMnp0rlVVwv6WQAPzVcCa\nmOfl/Xcu5nn1iXj8XOBN4Jvo7PqGfL9OnlWjJRGDwHw8ui4gsAldMPtPf3sjo/qKMcYYUzEqNVC3\nZkcVqmrWrN1TAwZ8pWXMmANpaqL20UepnjNn6A4pLUce+V4njYfaUo3WMd9AegFor1y1iXnee4l4\n/NvAb9Bc9R9SXKld/dCKK8Fs+RjSVxlAGze9Qjown9sTX2qMMcaYUmOBuilv9fWRPq+8sl904cKp\nbNt2eP3ppw9vGTOG8Pr11DzxxIehZPKf208++fUupLRUo42FgsB8WczzCrmY81a0rvqpwCeBvxRw\nLKALPA9Hc/8nkg7Mm9DZ/yAo/2fM81YXZITGGGNMkavUQL1S33dFCK9c2a/Pq68eElm2bGp48+ZD\nSCb7tYwaxbYvfIHUwIGENm78kO3bf7btwgtX5HDYKFpVZQNamWVZzPO29sgb6IKY56US8fhFaMnG\nC4DZ6Ex1bxqDBuaHA3tn3P8W8BhadcXSWIwxxpgsVWrAajPqZaZq1qw9IsuWTQs1NU0hGh3dMnJk\nqGniRFqGDk2mBg5MEYkE5fvuTQ0a9EBq0KDOUkOq0HUMG0kH5kXdATTmeWsT8fjngGfQko3fAjos\n89hNVehs+WH+NtS/vwl4GngUeNxqlRtjjDFdU6mBeqTzXUyxSbW0QFA/u6VlVCiR2C/U1DQmVV09\ntHnixEjzQQe18aTUdkKhFWgZv3+g1UPaEiwA3YQG5quAtaVWczvmec8m4vGbgO8AXwZ+neeX6Acc\nggbmh6AVlEAXzt6DBudPd6XcpDHGGGN2VKmBus2ol5bdgG9vf+ghgN8BEImQGjyYFBDaupXw+vVb\ngGXJAQPep7b2QzQwX0ko1F75vhD6+78ZTWdZA6yMeV5Lz76VXvE94GPAf6IlG//ZjWOF0dKJB7Bz\nvvm/gb+iwfn01t1TjTHGGNM9lRqoV+r7Ljnh5cuPS+6666VEo30iS5cSXruW8IYNhOvqNqdCoVmp\nXXaZ3jh16pvJXXfNpsJKNbAVnTEPKrOUXXAZ87zGRDx+Hhqkfx1wwLosn16Llk4MGg0J6Vlz/GMG\nwfm7pXbFwRhjjCkllRqw2ox6sdIqLftHFy6c0jRmzHENxx8fA6h57LFUtKUllNy06a6mCRPe2H78\n8dlUaYkCDWhgvh5YGvO8nszZLhoxz3OJePybwB1oGsy17ew6jHRQvj8wGp1FD8wnXaHlKcs3N8YY\nY3pPpQbqlfq+i1JkxYr+1TNmTP6oSksq1a/+pJNonDIF6uubq2fO/EvTgQc+Hv7ud/9v2/33P9TB\noaLoQsagA+iyCs+V/l+0ZOPZwKdSySTAWNJNhvYHBmfs3wC8igblrwIzYp63tjcHbIwxxpi0Sg1Y\noxRXQ5iKE505c1T17NlTw6tXTw1t3bpfyJ/FbR40aMv2z352S3Lo0AGkUkuoqflR4+GHtxcsVqH/\nHYPAfAWwwdIxlF+y8WK0XOL52//8Z4BfZuyyBniEdGD+doFrwRtjjDEmQ0UF6ol4fAFwOvq+yy43\nuagFKS0LFkwNb9gwNdTYOAI0yk4NHLi8aY895jVMnbo2ufvunyAUGgi8Sij0P2SUF/RnhKvQCiMb\n0Mosa6yLZftinrchEY+fDzwaHjJkYHLNmttIB+Yf2pcaY4wxpnhVVKAO7AM8BVyPBnmmB7VOaQm1\ntPQDSEUiTS3Dh89tHjNmXuPBBy9IDhu2FV3AeCa64PM+4H40jq8GtgAbIiNGgNblzmbhqPHFPO9l\nYBB6Pr9a4OEYY4wxJkuVFqhfA9wAfB+4Gq0AYvKovZSWVE3N5qbRo99sHjduXuOkSYupqcksg3gU\ncBza+fOXaL3zDWilkqWZ6RgWpBtjjDGmUlRaoP4ztLX5xWitaQ9LgemejCot4fXrD2srpaVp4sR5\nzePGrSEUav3sKuAMdFHjGuAS4NmY59kXKGOMMcZUvIoK1P3FddejTVv+A7gC+AXaKt5kKbxyZb8+\nr756SJYpLa1F0Dg+DHwW2BPNlz4r5nmre+1NGGOMMcYUuYoK1H3VaHrFLsCRaMWQ3xd0RCUgOmvW\nyOisWVMjmtKyf5DSkqyp2dw8evQbzePGzW8jpQV0vxCaZrQFPd/D0breg4A/Al+NeV5D770bY4wx\nxpjiV4mBelBr+ydovvqpaDOcPxdyUEVHU1r2iy5cODXHlJYQOmu+DQ3ME2hwHly1OA7tlhkBLgd+\nZZVHjDHGGGN2VomBevCetwLXATcBF6LB5PMFGlNvCdNBmk83UlqiaBnFIDBfD7Q1s34BcBawGfhM\nzPOezs/bMsYYY4wpP5UcqINWFvkh8HPgMjTIfKsQg+phuwFXoV0ptwN1/raF+vqW8Pr1/SJr1w4O\nr18/JNWnT6hl5EhaRozYlozF3m8ZOXJ+87hxi+jTZyvpcokD0RnxZjQgbwJiaEpLX6DW3zL/PRTY\nHZgHnBbzvHm99u6NMcYYY0pQJQbq0VY/L0Prql8PfBfNnZ7f24PqQZPQUpT9gBWkUlW0tPQHhlBV\nFaamhuSoUSRHjWr9vL5oNZb98zSOBuAvwEUxz9uUp2MaY4wxxpStSgzU23rPH6DVX65BZ9ivAlb2\n5qB6yNnABaRSyciiRW/XPP98n8jq1fuEmptrAJJVVQ3JXXed3bzvvu83HnTQ4tSQIaABfcy/rUJn\n0Kv9n0No2sqWjNv2/p153xZrTW+MMcYYk5tKDNRbz6gHXgNuAy4FfgRcCZTqzG8N9fXfpaZmcmjr\n1pa+994brlq+fDJAKhpd17Lrrs8377336w1HHfVuasCAJjR/PIym/mxAu7auiXmela00xhhjjCmQ\nognURWQ4urjzFGBXNGB8Dvihc+7DVvtegFYMGYsuAn3Q3y+bRjkdveengMHAuWgzpGvRnO7i51dp\nCScSxzUce+xxyaFDqyKLF1P70EPhUCo1v3n06NebJkx4vfHQQxcTDoPOkteh53ktsNy6fhpjjDHG\nFI+iCNT9IP11dLHhM8C9wHjgfOAkETncObfA3/catLTiLOAW4EA0aD9cRKY55zrrNNrejHrgXjRY\n/wSaCvMjdNFk0WldpaV5zJh+284+G2pqqJozZ2X0gw8e3v7pT7/Rstdem9DAfBsamK8Dllo6ijHG\nGGNM8SqKQB2dSd8duMI59z/BnSLyWeAutEHRGSIyGg2cXwWOdc61+PvFgR8AFwO/7eS1IlmM51a0\nsslUtBrMf6MVTwqurcZDqVCI+o99rKHxyCMhlWqmqenW5gkTXmqeMKERDczXA8tinpeHutzGAAAg\nAElEQVTNFQdjjDHGGFMEiiVQPxNYkxmkAzjn7vGD8E+ISAgNxCPAT4Mg3fdT4JvAl+g8UI/SedCd\nREs2/gSYhga7d2b1TvKtk8ZDjfvss7D+4x/fk9ravYB1hELXEA7PQAPzREHGbIwxxhhjuq3ggbqI\nhNGAuL00jAY0bSMKHIPGqC9m7uCcaxCRf6EB/QDn3Ja2DpSIx0Poe+4sPQZ/PD9CA/az0GD9sSye\n121ZNh5alBw2rNYf2zDgFeCsmOet7Y0xGmOMMcaYnlXwQN05l0RzzXciIuPRXPWFzrlGEdkHWO2c\n29bG7ov923G037SoCq1ukq0t6KLSn6Oz9Q3AHP822BrJQ1pMdObMUdHZs6dkprQAJGtqNjePHv1G\n87hxCxonTVpKTU1Q8nAM2umzFk0N+q4tBjXGGGOMKR8FD9Tb48+0/wat3f17/+4hwMJ2nhKkecQ6\nOGzUP14u1qA59DcCX2tnnybSQXsQwNezY0Df0PjOOwAnAStpbFxdPX360OoFC6a0ldLStMce85oO\nOGBR8777LiUc3uK/v/VoWs55aGWa7cD5Mc+7L8f3ZIwxxhhjilxRBup+PvrtwPHAG0CQux5Fg962\nBPfXdHDoPmjL+1wlgHuAA/wxdLTtgp7XKK1m75udA/gqANXVNE6bRvNBBxHeuDFFU9PGVE3NiuSw\nYXNTAwbMB/4NrGbHNJ1+wLeBQ9ErCJ+Med6sLrwfY4wxxhhT5IouUBeRKuAO4EJ09vwM51yQ0rEd\nzVdvSx//tqPKJn3JPVDfCxiONgFaleNzw+ElS3aNzp0rkdWr96GpaVRq4ECSQ4bQsuuuDcnhw+uT\ngwZVJ4cOrQUG+dsE/7lJdDZ/BdoldTU6Gz8CLWF5XszzNuQ4HmOMMcYYUyKKKlAXkb7AQ2hAOg/4\nuHMuMzjeSPupLcH97VY66X/ppc8nN2wYl81Yks3NpNatI9ncTCiUQ7ZMczPh994jPGMGkRkzCC9f\nDkAqFCJ1wAGkjjuO0AknUHXwwX3CAwb0CfXtC/X1tGzcSHL9epIbNpDUf4eTGzYMT23bNjzz8H2O\nPJI+xx//iVA4vD77QZWVoiiTWcLs/HWdnbvusfPXPXb+us7OXffY+eu6XNOtd1I0gbqIDAL+jtYu\nfxs40Tm3rtVu84CjRaSPc651Csze6Gz5/PZeo+7WW09HF5t2ZgiwD1n+coY2baqpfuutfasWLRoX\nWb16n1Bzcw1AKhxuSA4c+E7Lrru+3HTAAU/X/PGP/6i7+eZI7KSTkjscoLaWqtpaGDlyp2Mn4vFd\ngH39bVnNxz/+ajZjKlMp8vBLX8Hs/HWdnbvusfPXPXb+us7OXffY+SuwogjURaQGeAIN0l8ETnfO\n1bWx63S0rvkxwLOtnn84MMc511HqSzbvdwywK52kyEQWLRpS/e67YyNLlowLb9y4ZyiVCgGkotF1\nLcOGPdOy227PNh5xxDMto0Ytinlec9AONeZ5yQ4Ou5OY521Gv7i8ncvzjDHGGGM6IyLTgEucc+dl\n3Hcj8IHTtXWmgIoiUEcbFh2Bdhw9qY3Z8sC9wLXAdSLyknMuqL1+LTCAdHWY9nT0fmsAob0Fp83N\noeisWXtG584dF1m+fFx427bBAClIpWprXTIWe7FlxIjHG4466rkBt9zSGKH9ZHpjjDHGmCLRVvaA\npbsUiYIH6iIynHTZw7nANSLS1q43OOeciNwEXA28IyJPoIsvT0Yb/tzRycu1FzsPRWfSU2T8cnaY\n0tK//0upAQOeTg4YcH/UuQ9BW6ZacG6MMcaYLgmFfgF8Os9HfYhU6sqOXrWj+0TkBuAoNMy52Tn3\nsIi8iBa5GAyc4PfEQUQmor1dImhs9VXn3AwR+SIa621AS1k/gFbTux1N7Q0D33fOvdSdN1qOCh6o\noykrUTRAvqidfVLAzUCDc+4aEVkKXApchlZEuRmIO+c66zgaafVzCA3Qh+HPoreb0lJVtTY5YMBf\niEQeDm/a9LfQli31bR3QGGOMMabEHC8iL2T8PAb44UsvvQSwl3PuaD/NeIaIPIvGZfc65x5tdZz9\ngW87594TkfOAL4jIPOAq4CA0SA9e58vAWufcF0VkCPASMLGn3mCpKnig7pz7K7l1C8U5dytwaxde\nLprx7xpgPE1NfaKzZ+/eVkoL1dXvJauqngjV198fam5+N7R5s10KMsYYY0zP0Jnvjma/e8rzrXLU\nbwCYP38+wCEZQXwVWrYaoK0E9hXAD0RkO5qSvBmdMX/fOVfvHzsoijERLRBymP9zREQGO+es9HSG\nggfqvawKILx27ejou+8eX7Vw4Y4pLaFQfaq6+u80Nz8cSiafpKFhtS11NsYYY0wlGjNmDMALzrlL\n/D4315LuEN9WcYxfAZ91zs0VkevQoH4BMN6fkW9EC4fM9bdlzrkbRGQXtKHjxh58OyWpogL1fnfe\neV5406bjQ4nEmI9SWsLhFalQ6NFQKvVYKJV6kYaG+kKP0xhjjDGml+ywPi/z/uOPPx6gTkReBvoD\njzjn6tpZSwhwN/CQn6L8JjDCObdeRH6GVu7bANSiAfvtwB1+vvsuwG+dc5a50EoolaqgcxIKpVKQ\nIhR6I5RKPQY8DrxL750Eq0faPXb+usfOX9fZueseO3/dY+ev6+zcdU+3z5+IRICrnXM/FZEQmot+\nrXPulXwMsNxVWqD+KWA6qdTqAo3APjC6x85f99j56zo7d91j56977Px1nZ277snL+RORnwAnojPp\n/3LOXd7dY1aKygrUC88+MLrHzl/32PnrOjt33WPnr3vs/HWdnbvusfNXYDlVWzHGGGOMMcb0DgvU\njTHGGGOMKUIWqBtjjDHGGFOELFA3xhhjjDGmCFmgbowxxhhToURkmojc1+q+G0Xkwrlz5yIiPyjU\n2PJBRM4UkRGFHkdXWaBujDHGGFO52mx2BDB+/Hicc9f38njy7TK0oVJJqqjOpMYYY4wxxSoRj/8C\n+HSeD/tQzPOu7ODxtsovhgBee+01Lrjggvucc+eJyB+BfdDOor9yzt0d7CwiXwbGOueu8hscvQNM\nAb4OnAM0Ay87574rItcBK51zt4vIeOB3zrnjRGQ28CJwIPpF4QxgC/Bb4BBgFbA3cBqQRDub1gLb\ngYuBdcCDaFDeF/geEAUmAX8SkaOdc03+eHcB7gAGAiPRrqi3ichU4Df+664B6p1zXxCRbwDn+eO6\n3zn3645Pef7YjLoxxhhjTGU7XkReCDY0KCUU0hheRPoDRwNnoo2LWlo9/z7gkyIS9h9/HhiLfuk4\nwjn3H8BYETmFtmfwAQYA9zrnpgHLgZOA04HBzrnDgC8Ce/j73gTc4pw7DvglcCMwBhiCBvLnAVXO\nub8BM4ELgiDdtw8acJ8AnABc4d9/G3Chc+5jwEIgJSL7AZ8BjgSO8d/nuE7OZ97YjLoxxhhjTBHw\nZ747mv3uKc87584LfhCRGzIfdM7Vici30FnoXYC723j8JTTo/TwQB8ajXUiDoH46MKHV67aezX/H\nv10K1AB7ATP811gnInP9xycC14rI1f4xGp1z74vI7eiXhihwSwfvdw3wLRE5C9hMOh4e4Zz7IGO8\n5/qvNRr98gE6C78vMK+D4+eNzagbY4wxxph2ichw4BDn3FnAqcDP/dnzTHcAXwaGOefeA+YCh4lI\nRERC6Gy0A+qBYHHn5FbHaD3b/h5whD+GQUAwkz0XuNqfUf868ICITAQGOOdORb8sBOkpSSDS6rhX\nADOcc58DHiYdDy/1Z9AJXtcf8xzn3HH+690FzG7jNPUIC9SNMcYYYypXig4WlAIp59wqYLiI/BN4\nBviFcy6ZubNz7nU0peQe/+f30JzxfwKvAR865x4FHgBO9lNsDm7ntYPXfRJY57/u/wO2AY3AdwBP\nRF4E/hcN6OcD0/yZ/QeBoFrNq8D/icjAjGM/DnxNRJ5GU2W2iEgUuBT4g4g8i+bYNzrnZgP/EJFX\nRORNNMVmRTtjzrtQKtXe+TE9IEXbizZMduz8dY+dv66zc9c9dv66x85f19m5656sz58/wz4dOME5\nV5ePFxcRASY55x4QkSFoQL5nq3zzvBGRS4EH/TSb64EG59yPe+K1smU56sYYY4wxpstEZG/gEeAP\n+QrSfUuBn/n58RHgqp4K0n2rgWdEpA7YBFzYg6+VFZtR7132zb577Px1j52/rrNz1z12/rrHzl/X\n2bnrHjt/BWY56sYYY4wxxhQhC9SNMcYYY4wpQhaoG2OMMcYYU4QsUDfGGGOMMaYIWaBujDHGGFOh\nRGSaiNzX6r4bReTCuXPnIiI/aO+5WRz7OhG5pI373+3Csc4UkRGd71leLFA3xhhjjKlc7TY7Gj9+\nPM656/N87K66DNglj8crCVZH3RhjjDGmCCTi8V8An87zYR+Ked6VHTzeVvnFEMBrr73GBRdccJ9z\n7jwR+SPaebQW+JVz7u7MJ4jIt4FzgGbgZefcdzMeCwG3AweitdF38e/fw7+/FtgOXAysQzuL7gL0\nBb4HRIFJwJ9E5OiglrqI7ALcAQwERgK/dc7dJiJTgd8AW4A1QL1z7gsi8g3gPPQLxP3OuV93evYK\nzGbUjTHGGGMq2/Ei8kKwocEsoZDG8CLSHzgaOBM4EWjJfLKIHIB+wTjCOfcfwFgROSVjlzOBvs65\nw4GvAjH//puAW5xzxwG/BG4ExgBDgNP8cVQ55/4GzAQuaNXwaB804D4BOAG4wr//NuBC59zHgIVA\nSkT2Az4DHAkcA3xSRMZ19YT1FptRN8YYY4wpAv7Md0ez3z3leefcecEPInJD5oPOuTq/O+gd6Ez3\n3a2eL8C/nHNBAD8dmNDq8Tf8Y60TkQ/8+w8ArhWRq9FZ/Ebn3PsicjtwHzqTfksH414DfEtEzgI2\nk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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "young = []\n", "old = []\n", "for i in p2.index:\n", " y = int(re.findall('(\\d\\d)–', p2.ages[i])[0])\n", " o = int(re.findall('–(\\d\\d)', p2.ages[i])[0])\n", " young.append(y)\n", " old.append(o)\n", "young = pd.Series(young)\n", "old = pd.Series(old)\n", "agerange = pd.DataFrame(p2.age, columns=['age'])\n", "agerange['young'] = young\n", "agerange['old'] = old\n", "print len(agerange)\n", "plot = agerange.groupby(agerange.age).mean()\n", "plot = plot.loc[plot.index <= 60,]\n", "\n", "plt.rcParams['figure.figsize'] = 12, 6\n", "plt.plot(plot.index, plot.index, color='red', label = 'Her age')\n", "plt.plot(plot.index, plot.young, color='#F08080', label = 'His youngest age')\n", "plt.plot(plot.index, plot.old, color='#F08080', label = 'His oldest age')\n", "plot.loc[18] = 18\n", "plot.young[60] = 60\n", "plt.fill(plot.index, plot.old, color='#F08080', alpha = 0.3)\n", "plt.fill(plot.index, plot.young, color='#F08080', alpha = 0.3)\n", "plt.xlabel('Her Age', fontsize = 20)\n", "plt.ylabel('His Age Range', fontsize = 20)\n", "plt.xticks(np.arange(20,85,5), fontsize=20)\n", "plt.yticks(fontsize=20)\n", "plt.title('Age Preferences of Straight Women', fontsize = 25)\n", "plt.xlim(18,60)\n", "plt.legend(loc = 4)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "782\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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//jLsuEzHvq/SXYx9/nthFzo9oPDPcch13xa7y/Qudl5eATt+38HuUBd0vgx5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\n9pbOtf5J/H4zanu5dKb+9LtvX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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "young = []\n", "old = []\n", "for i in p3.index:\n", " y = int(re.findall('(\\d\\d)–', p3.ages[i])[0])\n", " o = int(re.findall('–(\\d\\d)', p3.ages[i])[0])\n", " young.append(y)\n", " old.append(o)\n", "young = pd.Series(young)\n", "old = pd.Series(old)\n", "agerange = pd.DataFrame(p3.age, columns=['age'])\n", "agerange['young'] = young\n", "agerange['old'] = old\n", "print len(agerange)\n", "plot = agerange.groupby(agerange.age).mean()\n", "plot = plot.loc[plot.index <= 60,]\n", "\n", "plt.rcParams['figure.figsize'] = 12, 6\n", "plt.plot(plot.index, plot.index, color='purple', label = 'His/Her age')\n", "plt.plot(plot.index, plot.young, color='mediumpurple', label = 'His/Her youngest age')\n", "plt.plot(plot.index, plot.old, color='mediumpurple', label = 'His/Her oldest age')\n", "plot.loc[18] = 18\n", "plot.old[57] = 57\n", "plot.young[57] = 57\n", "plt.fill(plot.index, plot.old, color='mediumpurple', alpha = 0.3)\n", "plt.fill(plot.index, plot.young, color='mediumpurple', alpha = 0.3)\n", "plt.xlabel('His/Her Age', fontsize = 20)\n", "plt.ylabel('His/Her Age Range', fontsize = 20)\n", "plt.xticks(np.arange(20,85,5), fontsize=20)\n", "plt.yticks(fontsize=20)\n", "plt.title('Age Preferences of Bisexual Mixed Gender Users', fontsize = 25)\n", "plt.xlim(18,60)\n", "plt.legend(loc = 4)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n", "1239\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING: pylab import has clobbered these variables: ['plot']\n", "`%matplotlib` prevents importing * from pylab and numpy\n" ] }, { "data": { "text/plain": [ "(145, 210)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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3jTNc2XeaEiKyaBjSfVks008htg/L6gKaM4mIfCIir0v6ZFAL9flxHMepB9Eo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N9b9UNhnFCYI0Jh3gB+Aa5DlqB/FhnINiGJxVNK/UlJa/+ioS8ffPGNG7Ny5+20Nv+oB16+8IUP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\nmK8jleyP1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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%pylab inline\n", "man = p[(p.gender == 'Man') & (p.age >= 20)]\n", "lst=[]\n", "count = 0\n", "for i in man.height:\n", " if type(i) == str:\n", " lst.append(int(float(re.findall('(\\d.\\d\\d)m', i)[0])*100))\n", " count += 1\n", "print count\n", "lst = pd.Series(lst)\n", "\n", "plt.rcParams['figure.figsize'] = 12, 6\n", "sns.kdeplot(lst, shade=True, label='Self-reported Height on Okcupid (20 years and older)', color = 'dodgerblue')\n", "seq = np.linspace(130,220,100)\n", "plt.plot(seq, stats.norm.pdf(seq, loc =175.9, scale = np.sqrt(5647)*0.2/2), color='red', label = 'Average Height from CDC (20 years and older)')\n", "plt.legend(loc = 1)\n", "plt.xticks(np.arange(140,220,5), fontsize=15)\n", "plt.yticks(fontsize=20)\n", "plt.xlabel('Height(cm)', fontsize = 20)\n", "plt.ylabel('Density', fontsize = 20)\n", "plt.title('Average Height of Men Compared to Reality', fontsize = 25)\n", "plt.xlim(18,60)\n", "plt.legend(loc = 1)\n", "plt.xlim(145, 210)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1670\n" ] }, { "data": { "text/plain": [ "(140, 210)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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pSBbJWB0bjvoo+Gj+E1sVdRrm9jEwDKs5ToMJE9M+Az4B9lPV7wok2zlsa5vQ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P43YYaVLvhCewnYEzss6IRwI1JKdWQ1Rx45f80ZZ4xqLCubRl3d9oXvvz+2y9ixN+TPmbNNyKF9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\nhgaP/w72b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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "woman = p2[(p2.gender == 'Woman') & (p2.age >= 20)]\n", "lst=[]\n", "count = 0\n", "for i in woman.height:\n", " if type(i) == str:\n", " lst.append(int(float(re.findall('(\\d.\\d\\d)m', i)[0])*100))\n", " count += 1\n", "print count\n", "lst = pd.Series(lst)\n", "\n", "plt.rcParams['figure.figsize'] = 12, 6\n", "sns.kdeplot(lst, shade=True, label='Self-reported Height on Okcupid (20 years and older)', color = '#F08080')\n", "seq = np.linspace(130,220,100)\n", "plt.plot(seq, stats.norm.pdf(seq, loc =162.1, scale = np.sqrt(5971)*0.14/1.5), color='red', label = 'Average Height from CDC (20 years and older)')\n", "plt.legend(loc = 1)\n", "plt.xticks(np.arange(140,220,5), fontsize=15)\n", "plt.yticks(fontsize=20)\n", "plt.xlabel('Height(cm)', fontsize = 20)\n", "plt.ylabel('Density', fontsize = 20)\n", "plt.title('Average Height of Women Compared to Reality', fontsize = 25)\n", "plt.xlim(18,60)\n", "plt.legend(loc = 1)\n", "plt.xlim(140, 210)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Add latitude and longitude information on each profile based on the city location\n", "%time\n", "latitude = []\n", "longitude = []\n", "for i in p2.index:\n", " print i, 'of', len(p2.index), 'finished.'\n", " geolocator = Nominatim()\n", " try:\n", " location = geolocator.geocode(p2.location[i])\n", " latitude.append(location.latitude)\n", " longitude.append(location.longitude)\n", " except:\n", " latitude.append(0)\n", " longitude.append(0)\n", "p2['latitude'] = latitude\n", "p2['longitude'] = longitude\n", "p2.head()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": true }, "outputs": [], "source": [ "p2.to_csv('profile(female)geo.csv',encoding='utf-8')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Below are word count functions that I keep it here for later text analysis\n", "def wordCount(raw, punctuation='\\n', ignoreCase = True):\n", " raw = raw.lower()\n", " for i in string.punctuation:\n", " raw = raw.replace(i, '')\n", " if punctuation != None:\n", " for i in punctuation:\n", " raw = raw.replace(i, ' ')\n", " raw_list = raw.split()\n", " result = {}\n", " for word in raw_list:\n", " result[word] = result.get(word, 0) + 1\n", " return result\n", " \n", "def wordCountSort(raw, descend = True, punctuation='\\n', ignoreCase = True):\n", " result = wordCount(raw, punctuation=punctuation, ignoreCase = ignoreCase)\n", " result = sorted(result.items(), key = lambda x: x[1] , reverse = descend)\n", " return result\n", " \n", "def mostCommonWord(raw, num=5, punctuation='\\n', descend = True, ignoreCase = True):\n", " result = wordCountSort(raw, punctuation=punctuation, ignoreCase = ignoreCase, descend = descend)\n", " if num > len(result):\n", " Warning('There are only %s words'%len(result))\n", " return result\n", " else:\n", " return result[:num]" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }