SofaRiders EDA.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Step 1: Process Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import re\n",
    "import numpy as np\n",
    "\n",
    "def loginToHours(L):\n",
    "    if L[1]=='hours' or L[1]=='hour':\n",
    "        return int(L[0])\n",
    "    elif L[1]=='minutes' or L[1]=='minute':\n",
    "        return 0\n",
    "    elif L[1]=='days' or L[1]=='day':\n",
    "        return 24 * int(L[0])\n",
    "    elif L[1]=='weeks' or L[1]=='week':\n",
    "        return 7 * 24 * int(L[0])\n",
    "    elif L[1]=='months' or L[1]=='month':\n",
    "        return 30 * 24 * int(L[0])\n",
    "    elif L[1]=='years' or L[1]=='year':\n",
    "        return 365 * 24 * int(L[0])\n",
    "    else:\n",
    "        return 365 * 24 * 15\n",
    "\n",
    "def renameCountries(country):\n",
    "    if re.search('usa', country.lower()) or re.search('va', country.lower()) or re.search('californie', country.lower()):\n",
    "        return \"United States\"\n",
    "    elif re.search(\"united kingdom\", country.lower()) or re.search(\"uk\", country.lower()) or re.search(\"england\", country.lower()) or re.search('london', country.lower()):\n",
    "        return \"United Kingdom\"\n",
    "    elif re.search('edinburgh', country.lower()) or re.search('bristol', country.lower()) or re.search('scotland', country.lower()) or re.search('oxfordshire', country.lower()) or re.search('merseyside', country.lower()) or re.search('manchester', country.lower()):\n",
    "        return \"United Kingdom\"\n",
    "    elif re.search('cairo', country.lower()):\n",
    "        return \"Egypt\"\n",
    "    elif re.search('rabat', country.lower()) or re.search('maroc', country.lower()) or re.search('morroco', country.lower()):\n",
    "        return \"Morocco\"\n",
    "    elif re.search('malm', country.lower()):\n",
    "        return \"Sweden\"\n",
    "    elif re.search('tunis', country.lower()):\n",
    "        return \"Tunisia\"\n",
    "    elif re.search('tokyo', country.lower()):\n",
    "        return \"Japan\"\n",
    "    elif re.search('rennes', country.lower()) or re.search('nantes', country.lower()):\n",
    "        return \"France\"\n",
    "    elif re.search('united republic of', country.lower()):\n",
    "        return \"Tanzania\"\n",
    "    elif re.search('korea', country.lower()) or re.search('seoul', country.lower()) or re.search('republic of', country.lower()):\n",
    "        return \"South Korea\"\n",
    "    elif re.search('czechia', country.lower()):\n",
    "        return \"Czech Republic\"\n",
    "    elif re.search('russian federation', country.lower()):\n",
    "        return \"Russia\"\n",
    "    else:\n",
    "        return country"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load preliminary data about profiles:\n",
    "SearchResults = pd.read_csv('profileURLs.csv', header = None)\n",
    "SearchResults.columns = ['user_url', 'responseSpeed', 'refsandfriends', 'languages', 'couchstatus']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "Profiles = pd.read_csv('sofariders/sofarider_profiles.csv', index_col='user_url')\n",
    "Profiles.drop(index = 'user_url', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>nHosts</th>\n",
       "      <th>CityUrl</th>\n",
       "      <th>City</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6461</td>\n",
       "      <td>https://www.couchsurfing.com/places/africa/sou...</td>\n",
       "      <td>Johannesburg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>26719</td>\n",
       "      <td>https://www.couchsurfing.com/places/africa/egy...</td>\n",
       "      <td>Cairo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>13621</td>\n",
       "      <td>https://www.couchsurfing.com/places/africa/mor...</td>\n",
       "      <td>Marrakesh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10453</td>\n",
       "      <td>https://www.couchsurfing.com/places/africa/mor...</td>\n",
       "      <td>Rabat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>11040</td>\n",
       "      <td>https://www.couchsurfing.com/places/africa/sou...</td>\n",
       "      <td>Cape</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   nHosts                                            CityUrl          City\n",
       "0    6461  https://www.couchsurfing.com/places/africa/sou...  Johannesburg\n",
       "1   26719  https://www.couchsurfing.com/places/africa/egy...         Cairo\n",
       "2   13621  https://www.couchsurfing.com/places/africa/mor...     Marrakesh\n",
       "3   10453  https://www.couchsurfing.com/places/africa/mor...         Rabat\n",
       "4   11040  https://www.couchsurfing.com/places/africa/sou...          Cape"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "CityInfo = pd.read_csv('cityHostNumbers.csv')\n",
    "#CityInfo.columns = ['nHostsinCity','cityurl', 'city']\n",
    "CityInfo.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "50368 profiles before dropping duplicates\n",
      "49343 profiles after dropping duplicates\n"
     ]
    }
   ],
   "source": [
    "# Split data from refsandfriends into multiple columns\n",
    "SearchResults['refsandfriends'] = list(map(lambda x: x.split('\\n'), SearchResults.refsandfriends))\n",
    "SearchResults['nRefs'] = list(map(lambda x: int(x[0].split(' ')[0]), SearchResults.refsandfriends))\n",
    "SearchResults['nFriends'] = list(map(lambda x: re.findall(\"[0-9]+ Friends\", str(x)), SearchResults.refsandfriends))\n",
    "SearchResults['nFriends']  = list(map(lambda x: 0 if x==[] else int(x[0].split(' ')[0]), SearchResults.nFriends))\n",
    "SearchResults['languages'] = list(map(lambda x: re.sub(\"Speaks \",\"\", str(x)), SearchResults.languages))\n",
    "SearchResults['languages'] = list(map(lambda x: str(x).split(\", \"), SearchResults.languages))\n",
    "SearchResults['nLanguages'] = list(map(lambda x: 0 if x==['nan'] else len(x), SearchResults.languages))\n",
    "#SearchResults.drop('refsandfriends', axis=1, inplace=True)\n",
    "\n",
    "# Add profile data to search result data:\n",
    "\n",
    "uselessCols = ['friends','preferredGender','maxGuests','lastMinuteOkay','languages', 'refs_fromHosts_neg', 'refs_fromHosts_pos', 'refs_fromSurfers_neg', 'refs_fromSurfers_pos', 'responseRate']\n",
    "Profiles.drop(uselessCols,axis = 1, inplace=True)\n",
    "Profiles.profileCompletion = list(map(lambda x: int(re.findall(\"[0-9]+\", x)[0]), Profiles.profileCompletion))\n",
    "Profiles.joinDate = list(map(lambda x: int(re.findall(\"[0-9]+\", x)[0]), Profiles.joinDate))\n",
    "Profiles.lastLogin = list(map(lambda x: x.split(\" \")[-3:-1], Profiles.lastLogin))\n",
    "Profiles['hoursSinceLogin'] = list(map(loginToHours, Profiles.lastLogin))\n",
    "Profiles['currentCountry'] = list(map(lambda x: str(x).split(',')[-1].strip().title(),Profiles.location))\n",
    "#Profiles.drop(profiles.currentCountry==\"Republic Of\")\n",
    "Profiles['currentCity'] = list(map(lambda x: str(x).split(',')[0].title(),Profiles.location))\n",
    "\n",
    "# Make some minor tweaks for consistency:\n",
    "Profiles['currentCountry'] = list(map(renameCountries, Profiles.currentCountry))\n",
    "\n",
    "combined_df = pd.merge(SearchResults, Profiles, how='inner', on = 'user_url')\n",
    "combined_df = pd.merge(combined_df, CityInfo, how = 'left', left_on='currentCity', right_on='City')\n",
    "\n",
    "# Remove any duplicate profiles:\n",
    "print(str(len(combined_df)) + \" profiles before dropping duplicates\")\n",
    "combined_df.drop_duplicates(subset = 'user_url', inplace = True)\n",
    "print(str(len(combined_df)) + \" profiles after dropping duplicates\")\n",
    "\n",
    "combined_df.to_csv('ProcessedUserInfo.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Step 2: Load Processed Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set(style=\"darkgrid\")\n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = (10, 6)\n",
    "\n",
    "df = pd.read_csv('ProcessedUserInfo.csv', index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Remove entries for users who can't seem to spell their own country:\n",
    "df = df.groupby('currentCountry').filter(lambda x: len(x) > 2)\n",
    "\n",
    "# Set age for users with unreasonable ages to 0:\n",
    "df.loc[df.age > 122, 'age'] = np.nan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['joinAge'] = df.age - 2018 + df.joinDate"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Step 3: Start EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>nRefs</th>\n",
       "      <th>nFriends</th>\n",
       "      <th>nLanguages</th>\n",
       "      <th>age</th>\n",
       "      <th>joinDate</th>\n",
       "      <th>profileCompletion</th>\n",
       "      <th>hoursSinceLogin</th>\n",
       "      <th>nHosts</th>\n",
       "      <th>joinAge</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>49236.000000</td>\n",
       "      <td>49236.00000</td>\n",
       "      <td>49236.000000</td>\n",
       "      <td>49214.000000</td>\n",
       "      <td>49236.000000</td>\n",
       "      <td>49236.000000</td>\n",
       "      <td>49236.000000</td>\n",
       "      <td>36139.000000</td>\n",
       "      <td>49214.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1.143350</td>\n",
       "      <td>3.09816</td>\n",
       "      <td>0.625985</td>\n",
       "      <td>29.386699</td>\n",
       "      <td>2015.447295</td>\n",
       "      <td>34.010277</td>\n",
       "      <td>11014.629580</td>\n",
       "      <td>21719.069260</td>\n",
       "      <td>26.833726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>8.364289</td>\n",
       "      <td>20.13135</td>\n",
       "      <td>0.829847</td>\n",
       "      <td>9.691223</td>\n",
       "      <td>2.417172</td>\n",
       "      <td>32.221235</td>\n",
       "      <td>14429.441286</td>\n",
       "      <td>29314.752683</td>\n",
       "      <td>9.605381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2004.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5535.000000</td>\n",
       "      <td>-14.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>2014.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>1440.000000</td>\n",
       "      <td>9196.000000</td>\n",
       "      <td>22.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>2016.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>7200.000000</td>\n",
       "      <td>13619.000000</td>\n",
       "      <td>25.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>2017.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>17520.000000</td>\n",
       "      <td>22664.000000</td>\n",
       "      <td>30.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>980.000000</td>\n",
       "      <td>2171.00000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>120.000000</td>\n",
       "      <td>2018.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>131400.000000</td>\n",
       "      <td>163012.000000</td>\n",
       "      <td>118.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              nRefs     nFriends    nLanguages           age      joinDate  \\\n",
       "count  49236.000000  49236.00000  49236.000000  49214.000000  49236.000000   \n",
       "mean       1.143350      3.09816      0.625985     29.386699   2015.447295   \n",
       "std        8.364289     20.13135      0.829847      9.691223      2.417172   \n",
       "min        0.000000      0.00000      0.000000      0.000000   2004.000000   \n",
       "25%        0.000000      0.00000      0.000000     24.000000   2014.000000   \n",
       "50%        0.000000      0.00000      0.000000     28.000000   2016.000000   \n",
       "75%        0.000000      1.00000      1.000000     33.000000   2017.000000   \n",
       "max      980.000000   2171.00000      2.000000    120.000000   2018.000000   \n",
       "\n",
       "       profileCompletion  hoursSinceLogin         nHosts       joinAge  \n",
       "count       49236.000000     49236.000000   36139.000000  49214.000000  \n",
       "mean           34.010277     11014.629580   21719.069260     26.833726  \n",
       "std            32.221235     14429.441286   29314.752683      9.605381  \n",
       "min             5.000000         0.000000    5535.000000    -14.000000  \n",
       "25%            10.000000      1440.000000    9196.000000     22.000000  \n",
       "50%            15.000000      7200.000000   13619.000000     25.000000  \n",
       "75%            60.000000     17520.000000   22664.000000     30.000000  \n",
       "max           100.000000    131400.000000  163012.000000    118.000000  "
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df[(df.couchStatus==\"Accepting Guests\") | (df.couchStatus==\"Maybe Accepting Guests\")]\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## What is the breakdown of the subset of users we have data on?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['currentCountry'].value_counts().plot(kind='bar', figsize = (12,8))\n",
    "plt.title(\"Current Country\")\n",
    "#sns.catplot(x='currentCountry', data=df, kind='count', height = 10, color='steelblue')\n",
    "plt.tight_layout()\n",
    "plt.savefig('countryBar.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "58 percent male\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 630x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8.75,6))\n",
    "\n",
    "df['sex'].value_counts().plot(kind='pie')\n",
    "title = plt.title(\"Gender\")\n",
    "centre_circle = plt.Circle((0,0), 0.55, color='white', fc='white',linewidth=1.25)\n",
    "fig = plt.gcf()\n",
    "fig.gca().add_artist(centre_circle)\n",
    "plt.axis('equal')\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.savefig('HostGender.png')\n",
    "\n",
    "pctMale = 100 * len(df[df.sex=='Male'])/df.shape[0]\n",
    "print(str(round(pctMale)) + \" percent male\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Hours since last login')"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig5 = plt.hist(df.hoursSinceLogin, log = False, bins = 20)\n",
    "plt.title('Hours since last login')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### How did users spread across the globe? For each country, find the average account age."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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p8fJHOjbEednt7ncAFwPjiHrHREREpBeqqmZRVTUrdBgi0o2qqlnMnj07dBgZG7QFlrvXEN1PdaeZrSSa3v39vTjuVaKhggelrb6IqCdqpZk9CfweODDedhNwlZk9bmYn99D2j4GfACvM7B/Ao8B/9CKmZuBq4GEzqwFe7emY+Lh/AR8DfmtmfwF2pW0+Engozs3fgS+7+8u9aVdERESi6dk1RbvI4DVjxkxOPnmPX88Hpbz2ds0mnmMmAGsbGlpoawv33o8bV8LGjVuDnT8XKedhKO/Zp5xnn3L+71Kpavy55ykcVd7vbe98tQFgQNqW7u18tYEjDjPdg5VloT9f8vPzKC8vBpgI1PXmmMFwD5aIiIjIkFJZOWHA2m5qyqOgIJ/i4tEDdg7pyhgmTZoUOghJABVYIiIiIv1s/vwFA9p+6L/q5yrlXXpDBZaIiMggsGzZUtatqwsdRp8UFhawc+fu0GHkjKamRvVgBaLf9ewzm8KcOeeEDiMjKrBEREQGgXXr6vjn888zorgidCgyyO3YGj1yc0RJW+BIRAbWjpZNeg6WiIiI9N2I4goqjz0jdBgyyK179A4A/a7IkNfxu540g3aadhERERERkaQJ3oNlZoXAVcDZwE6iou8e4Ap339mP51kKPOLu3+7Fvu3Ak0A7kAdc6e539lcsXZzvQeA6d79rT9vM7IvAU+7+84GKRUT6T23tCkpKipg69YTQoYiIiCTOrte2sWVL8vqDghdYwBJgJHCsu2+NC67zgRFEBVcob3f3FjM7FfiFmY1x9109HjWA3P3qkOcXkczU1CynsLBABZaIiEgf7N6xjS1bQpYDfRO0wDKzKcCZwEHuvhUg7rW6Kd7+PeCt8e7FQLm7jzGz0cA3gKOAImA5cIm77zazA4EbgCnxcT9z9y/Hr48wsweANwEPAee5e09P230wPvcYYKOZDQe+BMwEhhP1dH0iLsaWEhWFE+Nz1ACfdPfXOvdSddFrdbKZXQYcBPzC3Rd3ka+lxL1wcRwp4BRgN7DG3c/s4VpERERERGQAhe7BOhp4zt23dLXR3T8O/zeM8A/At+JN3wBWuPtHzCwf+AlwAfADYBlwj7vPiY9Nn47pCOBkoA14PH79xx5iPBN4wN03xsuXA03ufnzc/leAzwH/HW8/AXg70Eo01PFjQI/DEoHD4niKgIfM7C9dDRlM8zlgEnBMXMBp2imRQaapqZHm5iZSqerQoeSUpE6jXF9fx6684aHDEBGRvRS6wMrr5X4/BJ509/+Jl08HjjezS+PlfYAXzayYqLh5V8eB7r4prZ073L0VwMweAybTfYH1FzMrAfYDqtLWnw6MNrO58fIIYGXa9p+7e0t8jluAOfSuwLolHoLYYma3Ae8A9lRgnQZc6u6vwb9dp4iIiIiIBBC6wHoMmBLf39RlL1Y8sUMp0X1ZHfKAM9x9Tad9i3s4X2va693s+fo77sG6DPiVmVlcnOUBF7r7Az2cqyPOjiGIu3jjrI1FvTxuT/uIyCBWWlpGRUU5ixZdFTqUnDJuXAkbN24NHUbGUqlq6jc0hg5DRET2UtBpOdz9OeBO4PtxbxFmVmBmnzGzYjNbALwbmOfu6U/TuxO4wswK4mMqzGxi3HP0F+Dijh37Yejc14FXgIVp577EzEbG7ZeY2VvS9j/LzEaZ2TBgPtH9YQCrgenxMYcB0zqd51wzG2Zmo4Cz0o7rzm+Bi+J7sfrjOkVEREREZC8NhnkPzwOeAx41s1VEk0a8CdgBfB7Yl2i43hNm9qf4mIuIeqBWmtmTwO+BA+Nt84H/MLNVZrYS+K+9CS6eBOMy4LNmVgRcSzQk8GEz+wdQC6QXWDXAHcBTwAvEE3YAXwHeY2aPxO093ulUjwH3AU8Ad/dw/xVxHHXAE2b2BPC9Pl2giAyYqqpZzJ49O3QYIiIiiVQwYh/GjBkTOoyM5bW39zQSTXork2dtBTQBWNvQ0EJbW7j3PqlDeJJMOQ9Dec++pOa8Y4hg5bFnhA5FBrl1j94BoN8VGfLWPXoHB78p7FD7/Pw8ysuLIZolvK43x4S+B0tERERiO1o2/d+XZ5Hu7NgazWul3xUZ6na0bALKQ4eRMRVY/cjdF4SOQUREkqmyckLoEPosqVPjJ1XTSCgoyKe4eHToUHKOftezrYxJkyaFDiJjKrBEREQGgfnzF4QOoc+SOiwzyZTzMJT37EtizlVgiYiIiCTIV796DY2Nm9WDFUBSe7AqKyck+o84SaMCS0RERCRBVq9+nu3bt1M8VhOVSc+2N28MHULOUYElIiIikjD5wwqZ8tYPhA5DEuC5v/46dAg5RwWWSA6orV1BSUkRU6eeEDoUERERkV5J6veXIVlgmdlZwGIgDygCHnP3eb089gngbe6+3cwuAn7q7v/qx9hOAq5z9+P6sc0FwGnuPre/2pShpaZmOYWFBYn7gBIREZHcldTvL0OuwDKz/YEbgWPc/QUzywOm9vZ4d5+WtngRcB/QLwWWmQ25fIuIiIiIyOuG4hf+8cBOoAHA3duBJ8xsIXCUu3/SzI4H/gYc7+4Pm9mNwBPufpOZtQMlwGeAA4DbzawVmAdcC1TG5xkLNLj70XFR961420jgZ+6eAjCzOuBHwDuANcCPOwKNC667iZ6gNhL4O7DQ3V+Le6XmAVuAI4BGYI67bzCz4fH5TgJeAp7tv/TJUNTU1EhzcxOpVHXoUHJOUmecSjLlPPuU8+zasaOVdvJDhyEJsXPHNurrtyTyO0B9fR3l5WNDh5GxofivcyVRobLOzG43s4vMrBy4H3hnvM87gYc6Ld+f3oi7fwl4GZjr7tPc/Wl3Pz3u4ZpJVPB8Md79VuAGdz8eOBY41czeldbc/u4+y93/q1Osu4F58XDBI4AC4IK07dOBy9z9cOBp4FPx+oXAxPiY04DjM8iPiIiIiIgMkCHXg+XubcAZZnYEUSF0BrAIOBIYaWYHERVUnwOuNLOfACPcfXVv2jezQuDXwBJ3/42ZjSLqSRpnZh27lQBvAf4YL9/aTXP5wGVmdipRcTUG2Ja2/c/u/kL8+q9AR9E2C7jF3XcCO81sGTCjN/FLbiotLaOiopxFi64KHUrOSeIDEpNOOc8+5Ty7Fi5cwI6du0KHIQlROGIfDtp3fxYvrg4dSsZSqWoKCwtCh5GxIVdgdXD3VcAq4Dtm9jRREfQA8F5gP3dfYWbfiZcfyKDpHwBPufv18XI+0A5MjwuerrR0s34eUWF0ortvNbPFwCFp21vTXu/m9fcrL4N4RUREREQkS4bcEEEzO9DM3pa2fBAwDlhLNAzwc8Cf481/Bq6g0/DANM1AaVpb1US9TBd1rHP3rcCf4nY69nuTmY3vRbhlwKa4uColKrh6437gXDMbZmYjMzhOclRV1Sxmz54dOgwRERGRXkvq95eh2IM1DPiCmb0Z2E5URF7p7o+b2SvAm3m9oLof+Bjd92DdACwxs21ERczngX8Cj8XDAd3dPwScA1xvZk/Gx20lupdqQw+x3gq838yeIpqs4k9Ek1305CbgKOAp4EVgBdE9WSJdmjFjpobwiIiISKIk9ftLXnt7e+gYJLsmAGsbGlpoawv33ifxH0vSKedhKO/Zp5xnn3KeXQsXLmD79u0Ujz0gdCiSANubNzLl4IMTeQ8WhP98yc/Po7y8GKLOjLreHDMUe7BEREREhqzJkw+msXEzxcWjQ4eScxL5SIJ9S6msnBA6ipyiAktEREQkQS6//Mrgf9XPVcq79MaQm+RCREREREQkFPVgiYiISE5atmwp69bVhQ4jY01NjRQU5GuIYABmU5gz55zQYcggpwJLREREctK6dXU8t3o1xaXjQoeSkZbGTQAUlwUOJMe0NG1M5ENvJftUYImIiEjOKi4dx1EzzwodRkb+seKXAImLO+k68i7SE92DJZKB2toV1NauCB2GiIiISK/ou0v2DYkeLDM7C1gM5AFFwGPuPm8v2psGHOLuv0hb1w6UuHtLL9v4KnARcKC7b0xbfwbwZaAVONvdvdNxpwMnuvuivsYvA6emZjkQPfhOREREZLDTd5fsS3yBZWb7AzcCx7j7C2aWB0zdy2anAacBv+hpx25iGgbMB2qBc4FvpG1eCFzt7v/Wz2xmw9z9TuDOvpxXRERERETCSnyBBYwHdgINAO7eDjzRsdHMTiHqMSoANgIL3f15M1sAnObuc+P9FhAVVQuBLwKjzewJoMbdPx0392kzOxMoBxa5+6+6iek9wGrgauB7xAWWmV0PnBi9tAvdfVbcM3Y58F7gT2a2ulNcFwCfidt9LY6xAbg7jmMk8Pf4ul7LPH2SiaamRhobG0mlqkOHkrFEPhxxCFDes085z76k5ry+vg4KRoQOQxLitdZXWbNmS+K+A9TX11FWphlRsmko3IO1kqjAWGdmt5vZRWZWDmBm+wI/Bs5x96OAnwI/2VNj7t5AVBjd5+7T0oorgGZ3n07UK3XDHpq5AFji7rXAcDM7Pm77YuAR4NPuPitt/3x3P8ndr0pvxMxOIhr6+G53nwrMApqA3cA8dz8OOIKoeLxgT9clIiIiIiIDL/E9WO7eBpxhZkcAM4EzgEVmdiRwArDS3Z+Od18C3GhmJX083W3xz78CB5hZkbu3pu8QF3UnERVhALcQFT9/30O7t3Sz/r3Are6+AaDj/i8zKwAuM7NTiYqrMcC2jK9GMlZaWkZpaRmLF1eHDiVjevp8GMp79inn2ZfUnKdS1azf1Bw6DEmI4UWjqNz/IBYtuqrnnQeRpPW4DQVDoQcLAHdf5e7fcfd3EfXynEQ06UV7N4fs4o3XX9SL07TG5+oYB9FVgfrheP2TZlYHfAL4kJmN3EO73U2ckdfN+nnADKLJMI4kugetN/GLiIiIiMgASnwPlpkdCFS6+0Px8kHAOGAt8CLwIzM71N2fBc4DHnf3rfG9TkeZ2QiiImwu0Bg32wyU9jGk84Ez3P2+tBj/AMwBlmXY1m/j+L/v7q+YWTHR/WZlwKb4OkqJCq5H+hivZKCqalbPO4mIiIgMEvrukn2JL7CIruELZvZmYDtRr9SV7v44gJmdC/w0ntlvI9Hsfrj7Q2Z2H7CKqBh7Btg/bvN+oiF4K4EVne7D6paZnUA0XO+BTpt+QjRMMKMCy91XmNmXgfvMrA3YAbwPuBV4v5k9BbwE/IlosgsZYJriVERERJJE312yL6+9vbsRdDJETQDWNjS00NYW7r1P6nj9JFPOw1Des085z76k5jyVqua51aspLh0XOpSMtDT+C4Disn0DR5JbWpo2ctihhyTuHqykC/35kp+fR3l5McBEoK43xwyFHiwRERGRjFVWTggdQp80FbZRUJBPcfHo0KHklorRTJo0KXQUkgAqsERERCQnzZ+/IHQIfRb6r/q5SnmX3lCBJSIiIjlp2bKlrFtXFzqMjDU1NTJ+/H5cfPHnQociIl1QgSUiIiI5ad26Op5fvZqSMcm6l2nLxvU0NzeFDkNEuqECS0RERHJWyZh9OeHks0OHkZH7fnlD6BBEZA9UYInIoFZbuwLQNLMiIh3a2nazc6dmgRYZrPJDB5AtZvZ7M1vYaV2ema01s6pQcfWGmZ1kZnqQsOSkmprl1NQsDx2GiMig0da2m127doUOQ0S6kTMFFnAzcH6ndScBu9y9JvvhiIiIiIjIUJNLQwTvAG40s8Pc/el43fnAEjMbDnwJmAkMB54EPuHuLWa2FGgFDgHeBDwEnOfu7WY2GvgGcBRQBCwHLgHKgXvTzl0J3AL8D/CIu1cAmNmETsvvAf47bus14GJ3/2v6RZjZMODu+Bwjgb8DC939tf5Ikshg09TUSGNjI6lUdehQ+qSwsICdO3eHDiOnKOfZl9Sc19fXkTesKHQYIjLE5EwPVlyA/BRYAGBmJcAZRIXP5UCTux/v7tOAl4H0uU+PAN4DHA4cC5wcr/8GsMLdjwemAfsCF7j7v9x9WtzW+UAj8O09xWdmk4GrgFPd/VjgI8Avuth1NzDP3Y+L4yoALsggFSIiIiIiMkByqQcL4EfA781sMfAhoNbdXzKz04HRZjY33m8EsDLtuDvcvRXAzB4DJgN/BE4HjjezS+P99gFe7DjIzN4E3A6c4+6r4x6r7rw7brfGzDrWDTOssdzjAAAgAElEQVSz/Trtlw9cZmanEhVXY4BtvU2ASNKUlpZRWlrG4sXVoUPpEz2UMvuU8+xLas5TqWpe2Zy8uEVkcMupAsvdV5rZeuAUop6l6+NNecCF7v5AN4e2pr3ezet5ywPOcPc1nQ+Ihw/eBXzW3R+KV+/ijb2G6eMS8oDfu/uHu2jrLWmL84AZwInuvjUuFg/pJm4REREREcminBkimOZmoJqoKLkzXncncImZjYRo+GCnoqY7dwJXmFlBfFyFmU2M75O6Hfixu9+etv8GoNDMDo6X56Vtuxc4xcwO71hhZtO7OGcZsCkurko7tSEy5FRVzaKqalboMEREBo38/AKGDcupv5GLJEou/uv8CfA14PtpE0NcS1R0PWxmbUA78AXgmR7augj4KrDSzNqBHfG6SuCdwL5mNr/jvO7+NTP7DPBHM6snmhQDAHd/Lt73R3GhNxz4M/Bwp3PeCrzfzJ4CXgL+RDTZhciQpOdfiYi8UX5+AYWFufgVTiQZ8trb9aC6HDMBWNvQ0EJbW7j3Pqnj9ZNMOQ9Dec8+5Tz7kprzVKqa51evpmTMvqFDyciWjS8yap99+O53l4QOJeck9Xc9yULnPD8/j/LyYoCJQF1vjtGfP0RERCQnVVZOCB1CnxQV7M/48Z3nwBKRwUIFloiIiOSk+fMXhA6hz0L/VV9EupeLk1yIiIiIiIgMCPVgiYiIiCTIsmVLWb/+BXbu3B06lIw1NTUC0TMOk8hsCnPmnBM6DBnkVGCJiIiIJMi6dXWsXrOa0rHJuw+rsaEBgJ3tyfsK2rT5FQoLC0KHIQmQvN9uERERkRxXOnY/Zr53fs87DjIr7l4GkOjYRXqiAkskB9TWrqCkpIipU08IHYqIiIhIryT1+4sKrDRmVgj8N/CfwC5gJ/A8cLW7Px0yNpG9UVOznMLCgsR9QImIiEjuSur3F80i+EZLgKOAE9z9cOBo4OfAW3rbgJmpaBURERERyVEqBmJmNgU4EzjI3RsB3L0d+GW8fTjwJWAmMBx4EviEu7eY2VJgKzAFGAcca2btwJXAGUA58FHgZOAUoBA4y92fMbPxwM+A0UARcLe7Xx6fsxowoBSYBKwGzgLagTXAMe6+Pt73BmCDu6cGKEWSYE1NjTQ3N5FKVYcOJecUFhYkcqavJFPOs085z676+joKhheFDiPntG5vYc2aBv2/NIvq6+soLx8bOoyMqQfrdUcDz7n7lm62Xw40ufvx7j4NeBn4XNr2twFz3P3YtHWN7j4d+Czwv0Ctux8N3Eo0FBGgEXhffNw04DgzOyWtjeOAeUS9aIXAOe6+HbgF+BiAmY0CzgZ+2LdLFxERERGR/qAerG6Y2WHAT4F9gN8RFVCjzWxuvMsIYGXaIbe7+6udmvl5/PMxoN3d746XHwU+EL8uAL5mZm8H8oDxRIXW7+Ptf+joUTOzvwGT4/XfAWrN7EvAucC97v6vvbhkGcJKS8uoqChn0aKrQoeSc8aNK2Hjxq2hw8gpynn2KefZlUpVs6mxJXQYOadoZDH7jztQ/y/NolSqOpFT46vAet3jwBQzK3P3xnhSi2lm9v8R9SLlARe6+wPdHN/VJ11r/HM3sCNt/W5ez/0lwBii+75azewmoqGCndvoOG4kgLu/YGYPA+8HLgQW9vI6RURERERkgGiIYMzdnyMaxvcDMytN2zQq/nkncImZjQQwsxIz6/XkF3tQBqyPi6sDiQqm3voW8E1gl7s/1A+xyBBVVTWL2bNnhw5DREREpNeS+v1FPVhvtAC4CnjYzHYCW4jutbqWaFKL6nhbG9FEE18AntnLc94A/NLMHgdeAO7v7YHuvsLMWoEb9zIGGeJmzJipITwiIiKSKEn9/pLX3t4eOgbpIzObCPwZONjdt/XysAnA2oaGFtrawr33SfzHknTKeRjKe/Yp59mnnGdXKlXN6jWrKR27X+hQMtbY8AoAZeXJi71p8yscaofoHqwsC/35kp+fR3l5McBEoK43x6gHK6HM7IvABcClGRRXIiIiknCVlRMSOzV+Yd4uAEpLiwNHkrmKsmImTZoUOgxJABVYCeXuVwNXh45DREREsmv+/AXB/6qfq5R36Q0VWCIiIiIJsmzZUtavfyGRPVhJ1tTUSEFBPsXFo0OHklPMpjBnzjmhw8iICiwRERGRBFm3ro7Va1YztmJ86FByyuaGBgB2tiXvuUxJtXnTBj0HS0REREQG3tiK8bz7zAWhw8gpf/jNUgDlPYs6cp40KrBEckBt7QpKSoqYOvWE0KGIiIiI9Mr2bS1syU/eUFgVWD0wszqgNf6vCPgTcKG779zDMUuBR9z92z20/XFgpLtf31/xinSlpmY5hYUFKrBEREQkMbZva2H3ztbQYWRMBVbvzHX3VWZWQFRgfQD4+d426u7f2+vIRERERERk0FCBlZmi+L8tZjYc+BIwExgOPAl8wt1b0g8ws1LgZuBw4KX4v3+5+2VmVg0Ud34dH9d526HAaOAQ4FHgWuDrwJuBX7v7ogG8bkm4pqZGmpubSKWqQ4eSc5L6rJokU86zTznPrvr6OgpHjAwdhoh0Iz90AAlxu5k9AWwA1rr7vcDlQJO7H+/u04CXgc91cezVwBZ3PxQ4CzixjzEcC/wnYETF1rXAqcBRwHlmNqWP7YqIiIiISD9RD1bvdAwRLAJ+ZWYXAacDo81sbrzPCGBlF8fOAj4F4O6bzeyOPsbwB3dvAjCzfwAr3X0HsMPMHJgMPNfHtmWIKy0to6KinEWLrgodSs7RQymzTznPPuU8u1KparY0vxo6DBHphgqsDLh7q5ndBZwG5BFNdvFAD4flAe29aH4Xb+xRLOq0Pf0Ov91dLOu9FBEREREJTEMEM2Bm+UT3XP0TuBO4xMxGxttKzOwtXRy2HDgv3mcM8P5uml8NHGtm+WZWQlTEifSLqqpZzJ49O3QYIiIiIr02cp9ixowZEzqMjKnXo3duN7NWosksVgFfBFqAauBhM2sj6qX6AvBMp2O/CCwxs6eAOuDPQFMX5/gV8EHgKeB5ooksRPrFjBkzNYRHREREEiUqsEaHDiNjee3tvRm9Jn1lZoVAQTy8cDRQC1zi7vcFCmkCsLahoYW2tnDvvb7sZ59yHobynn3KefYp59mVSlWzes1qxlaMDx1KTtm8aQOA8p5Fmzdt4FA7JOg95Pn5eZSXFwNMJOos6ZF6sAbeGOB38TO0ioCfBiyuREREJOEqKydoavwA8tvLKSjIp7h4VOhQcsaY0ZOZNGlS6DAypgJrgLn7v4imWBcRERHZa/PnL1CvYSDKe/YlMeea5EJERERERKSfqAdLREREJEGWLVvK+vUvaIhgljU1NcZDBJM36UJl5QTmz18QOoycoQJLREREJEHWratjzdo1VIzTZAvZ1NDQAEBbwr4+b9q4IXQIOSdZvyEiIiIiQsW48bz/7I+EDiOn/O9tPwRIXN474pbsUYElWVdbu4KSkiKmTj0hdCgiIiIiMkgl9TtjYia5MLN2MyvutG6TmU3oxbH3mNnk+PUCMzukjzFUm9l13Ww7y8weN7MnzOxZM/tpp+OG9/IcF5nZvn2JLylqapZz7733hg5DRERERAaxpH5nTEyBtTfc/T3uvjpeXAD0qcDqjpntD9wInO7u04C3AF9N2+XzQK8KLOAiYEgXWCIiIiIiQ9WQGSJoZnXArcC7gP2B69z922nbTgOmA8cBN5jZNcBl7n6fmV0OzCXKx0vAR919g5mVAj8CDgPWARuBV7o4/XhgJ9AA4O7twBPxub8T7/MXM2sDTgLeA3yG14uuy9z9fjP7b+AA4HYzawXmAc8DXwJmxvs/CXzC3VvM7GPAxcAOomL5g+7+bN8ymD1NTY00NzeRSlWHDiWn6KGUYSjv2aecZ59ynl319XWMKNondBiSENtebWFLw78S+b2rvr6O8vKxocPI2FDrwdrH3d9GVMRc23lIobsvAR4BPu3u0+Liaj5wMPBWdz8GuAf4enzI1UCzux8GzCcqcrqyEvg7sM7Mbo+H+ZXH5/xkvM/b43M2An+Iz3c0cDZwS7zvl4CXgbnxvk8DlwNN7n583Dv2MvC5uM2vAbPj9dOJikAREREREQlkKPRgtae9vg3A3evMbAtwENBTj87pRL1aj5kZRDlpirfNAj4Vt7nJzH7dVQPu3gacYWZHEBVhZwCLzOxId9/cxSGTgZ+Z2YFEPV/jzWy8u3c1j+bpwGgzmxsvjyAq6AAeAJaY2f8Cd7v7mh6udVAoLS2joqKcRYuuCh1KTknik9CHAuU9+5Tz7FPOsyuVqqa5ZVvoMCQh9hlVzPj99mXx4urQoWQslaqmsLAgdBgZS1KBtREoB1oAzGwYUBqv79Ca9no3vbu+POAad7+5m2295u6rgFXAd8zsaaKetK6Ksp8Bl7r7HWaWD2wDivYQ34Xu/kAX2z5A1HP1DmC5mX3c3X+XScwiIiIiItJ/kjRE8I/AwrTljwF/dfdM/4TTTFSYdbgTuNDMxgCY2Qgzmxpvux84P15fDpzZVYNmdqCZvS1t+SBgHLA2XrW10znL0rb9F1Gv1J7iu8TMRsZtl5jZW+ICc5K7/93drwXuBY7uxfUHV1U1i9mzZ4cOQ0REREQGsaR+Z0xSD9ZFwP+Y2T+ANuAF4Nw+tHMTcJ2ZXQYscvcfm1kFsCIeIphPNCPgSuD/ATfHvVF1REVMV4YBXzCzNwPb4zaudPfH4+1fBx4ws+1EvVoXAXeY2UvACuLJMWI3EA3720Y0ycW1QDXwcDxJRjvwBWANsNTMytLycUUf8pF1M2bM1HASEREREdmjpH5nzGtvb+95LxlKJgBrGxpaaGsL994n8R9L0innYSjv2aecZ59ynl2pVDVr1q6hYtz40KHklE3/Wg9Axb77B44kM5s2bmDSxEmJvAcLwn++5OfnUV5eDDCRqMOlR0nqwRIRERHJeZWVEzQ1fgDtu8spKMinuDhZU+SPLp5EZeWE0GHkFBVYIiIiIgkyf/6C4H/Vz1XKu/SGCiwRERHJScuWLWXdurrQYfSJerCyr6mpMe7BGh06lJxiNoU5c84JHUZGVGCJiIhITlq3ro61a9cwbr8DQociCdCwOX60af7wsIHkkI2vvKznYImIiIgkybj9DuDsD388dBiSALfd+j0A/b5kUUfOk0YFlmRdbe0KSkqKmDr1hNChiIiIiMgg9WrLVmh7LXQYGct6gWVm7UCJu7ekrdsEHOfudT0cew/wKXdfbWYLgL+4+z/7EEM1UOzul3WxrQ44zd1Xmdk+wG+Al4GPAN8HbnH3P2V6zj3EshR4xN2/3V9tDnY1NcspLCxQgSUiIiIi3Xr11a28tmNb6DAylqgeLHd/T9riAmATkHGB1RtmVgrcDTwKXOTu7URFloiIiIiISJcGXYEV9yDdCrwL2B+4rqN3p6N3CZgOHAfcYGbXAJe5+31mdjkwl+i6XgI+6u4b4mLpR8BhwDpgI/DKHsLYF/gx8Ft3vzottgfjeO6Ke55agUOANwEPAee5e7uZHRhfw3hgNZAH/MHdv522rQJYS9p7YGb7Ad8DJsfHfM3db0279mXAO4EDgSviOOcBY4Hz+7NnbSA1NTXS3NxEKlUdOpScohmnwlDes085z76k5ry+vo6ikaNChyEiQ0x+6AC6sY+7vw04CbjWzIrTN7r7EuAR4NPuPi0uruYDBwNvdfdjgHuAr8eHXA00u/thwHxgZg/n/wWdiqtuHAG8BzgcOBY4OV5/A7Dc3Q8HPtXpfDcANe4+Fbiki22r3P0oYDbwFTM7Im37iDgvc4AfADvd/XhgMfDlHmIVEREREZEBNph6sNrTXt8G4O51ZrYFOAh4tofjTyfq1XrMzCC6tqZ42yyiQgd332Rmv+6hrXuAD5nZd919/R72u8PdWwHM7DGinqc/xuf7dHy+ejO7P+2Y9G1rOm07Gbg03rbezO6O918Vb/95/PMxYJ+05UeJistEKC0to6KinEWLrgodSk7RwxHDUN6zTznPvqTmPJWqpmVba+gwRGSICVFgbQTKgRYAMxsGlMbrO6R/2u2md3HmAde4+83dbMvEV4H3AQ+a2Ul7KLL2FGc7fdP5uPTlVgB33x0XkR3n722ORERERERkAIUYIvhHYGHa8seAv7p7plOENBMVZh3uBC40szEAZjbCzKbG2+4Hzo/XlwNn9tS4u38ZuIWoyNo/w9geJJqEAzN7E/COtG0PpMUykeieqg73EeUDMxtPNPxweYbnHvSqqmYxe/bs0GGIiIiIyCA2alQJY8aMCR1GxkL0elwE/I+Z/QNoA14Azu1DOzcB15nZZcAid/+xmVUAK+LenXzgRmAl8P+Am83saaAOuLc3J3D3lJnlERVZszKI7TPArWb2IaKhjX/m9eGKHdvOApyo4OzwaeD7cW7ygCvc/akMzpsIM2bMTOxwEhERERHJjlHFJYwpTd5ENHnt7X0dySbdMbORRBNQ7Ip7vx4G3unuHjg0gAnA2oaGFtrawr33KrCyTzkPQ3nPPuU8+5Ka81SqmrVr1zBuvwNChyIJ8K9XXgZgX/2+ZM3GV17mkEOmBL1vPz8/j/LyYoCJRB01PdJ9OwNjClEvVR5QCHxhkBRXIiIiEqusnBA6hD5L6tT4SbZ77FgKCvIp3qcodCg5o3jiJCZNmhQ6jIypwBoA7v4PYFroOERERKR78+cvCB1CnyW11zDplPfsS2LOB+tzsERERERERBJHPVgiIiIiIj346levobFxM8XFo0OHkrHKygmJ7rFNGhVYIiIiIiI9WL36eVpbt1M5YUToUDKyYf1LoUPIOSqwRERERER6YfiIEZz/kU+FDiMjS374rdAh5BwVWJJ1tbUrKCkpYurUE0KHIiIiIjKktWzdymut20OHkVNUYO2BmdUBrcAOoAC4xt1vy7CNaiDl7q/1d3xp52gHSty9ZaDO0Z9qapZTWFigAktERERkgLW0NJOfp3ntsknZ7tlcd58KnAssMbOK3hxkZh3F6+eB4QMVnIiIiIiIDB7qweold3/czLYCk83sCuCUeNPvgc+6+24zWwpsJXrQ8Dgz+2u8z1/MrA04CbgDuM7d7wIwswc7ls3sMGAJMAp4AjiYqNfsLjO7FDib6D1rBT7h7k8M9HUPhKamRpqbm0ilqkOHklP0UMowlPfsU86zTznPPuU8+3bsaCU/vyB0GJIA6sHqJTObBRQB7yB6iPAx8X9HAx9L2/VtwBx3P9bdPxmve7u7T3P3xh5O82PgW+5+BPBNYHratlvdfbq7Hw1cBXxvry9KRERERET6lXqwena7mbUCzcAc4OPA0o57qsxsCXAm8N2O/d391UxPYmajgSOAnwK4+yNm9o+0XY41s8XAWKANOKSP1xNcaWkZFRXlLFp0VehQckoSn4Q+FCjv2aecZ59ynn3KefYtXLiAtva20GFIAqjA6tlcd1/VsWBmnwDaO+2TvtzTRBO7eGPPYVH8My9up3PbmNlw4Hagyt0fM7MDAD3UQERERERkkNEQwcz9EVhgZoVmVgicB9y3h/23AqVpy6uJh/7F91xNA3D3JuBp4D/jbccAR8bHFBEVwy/Eyxf2y5UEUlU1i9mzZ4cOQ0RERGTIKy4eTVlZWegwcop6sDJ3E9HkE4/Hy38AfrCH/b8OPGBm24kmufgK8EszOxX4R1o7AB8Gbo4ntHgUWAk0uXuzmV0NPGxm64Df9eP1ZN2MGTM1tEFEREQkC4pLShg5YkToMHJKXnv7v41Ik0DMbBSwzd3b496tBwFz9y39eJoJwNqGhhba2sK99yqwsk85D0N5zz7lPPuU8+xTzrNv4cIFtLZup3LCpNChZGTD+peYOGESixdXhw6lT0L/rufn51FeXgwwEajrzTHqwRpc/gP4mpnlxcsf7efiSkRERET6YPLkg2ls3Jy43qCJEyZRWTkhdBg5RQXWIOLu9wL3ho5DRERERN7o8suvDN6bIsmgAktEREQkQZYtW8r69S/oQcNZ1tTUSEFBPsXFo0OHkrHKygnMn78gdBg5QwWWiIiISIKsW1dHXd1aDjjwoNCh5JQtW6K7NoaPGBk4ksy8/NKLoUPIOSqwRERERBLmgAMP4uOfvDh0GDnle9+5HiBxee+IW7JHBZZIBmprVwDRVPMiIiIiMnBqa1dQUlLE1KknhA4lIyqwsszM6oBWYAdQAFzj7reFjEl6r6ZmOaACS0RERGSg1dQsp7CwIHEFVn7oAHLUXHefCpwLLDGzit4cZGb5aVO4i4iIiIjIIKMerIDc/XEz2wpMNLMLgLlE78lLRM/A2mBm1cDBQDEwGagys81Aibu3AJhZe/qyDJympkYaGxtJpapDh5KxwsICzTgVgPKefcp59inn2VVfX0dxSUnoMCQhtm5tpmXr1kR+d6mvr6O8fGzoMDKmHqyAzGwWUAQYURH1Vnc/BrgH+HrarlXAR9z9SD14WERERERk8FIPVhi3m1kr0AzMAT4KHAc8ZmYQvS9Nafvf4+6bsh6l/JvS0jJKS8tYvLg6dCgZ08MRw1Des085zz7lPLtSqWpe27kzdBiSECUloykfW57I7y6pVDWFhQWhw8iYCqww5rr7qo4FM/sY0WQXN3ezf+ehf7uJex/NrGhgQhQRERERkUypwBoc7gQ+Y2a/cfctZjYCONTdV3az/2pgOnA/MC9bQQpUVc0KHYKIiIhITqiqmkVJSfL6ElRgDQLu/uN4JsEV8RDBfOBGoLsC62Lg+2a2HrgrO1EKaHp2ERERkWyZMWNmIocgq8DKMnef0M3664F/e9S2u1d3se4eookwOnyln8ITERER+f/Zu/Pwuspy7+PfJE2b0qRJmtYW6UnTQr2PTAVkECyBHhXBgeOxqEgLluGoODG8FrDAORE0xwE9vqhMilRaJ8BLX0RAREtjVJBRQfRGoDuhEArUZqfFThneP9aKbGLS7JXuvVZW8vtc175ce037t58E27vPs55HRHaDCiwRERGRlHnu2fVc841/+ndZKaLnnl0PkLp2f+7Z9TQ0zE06xriiAktEREQkRerrG7T2WAJqa2spKytlYnl50lEiaWiYS319Q9IxxhUVWCIiIiIpsnTpslQ+lzIWqN0lHyqwRERERCQWq1evpL09k3SMEclmOykrK6WycmrSUcYVs/ksXrwk6RiRqMASERERkVi0t2doa1vH7Nn1SUeJrLNzEwCTJ09JOMn4sX59uxYaFhERERHZldmz6zn//1yYdIzIvvLlYNLmNGZPq/42TxsVWCIiIqNAa+taQOvtiYj06+rKsnVr+sqV0qQDpJWZZcysw8zKcvadbmZ9ZvbxEd7ztWa2pnApRUQkLVpa1tDSoj8CRET6dXVl2bRpU9IxIktfSTi6dABv45VFfz8IPDjSm7n7c8CiAuQSEREREZEEqMDaPSuBZcDtZjYX2AN4DMDMJgKfA44BJgKPAmcDfwfuBG5z9yvNbF/gDuBNBD+PB9x9eniPI4EvAVXh5y1397vM7DDgSmAK8DLwSXe/v+jfVkREiiab7aSzs5Pm5qako0SmNZnil9Y2b2vLMHWqZuGTsU1DBHfPGuBAM6slKLRuzDl2AZB198Pd/SDgOeDT7t4LLAXOM7OjgR8CH3X39bk3NrNpwI+BC9x9AXAIcH9YuP0IuNTdDwQuAX4U7hcRERERkQSpB2v39AE3AScD7yfohTo0PHYiMNXMTgrfTwL+AODuL5jZGcCvgCvd/WeD3PtI4HF3/214TQ+wycwOAHa4+93h/l+a2Q7ACHrJREQkhaqra6iurmHFiqako0SmxVfjl9Y2b25uoqcnfT1vIlGowNp9K4H7gLXuvtHM+veXEPRM/WqI6w4GXgJmD3G8ZBf7+wbZP9g+ERERERGJUd5DBM2srphB0srdnwYuBi4fcOhW4HwzmwxgZlVm9vpw+3Dg48ACYIaZfWSQW/8W2Dd8DgszKwuHIv4FmGRmi8L9i4By4ImCfzkREYlNY+MiGhs1z5GISL+pU6upra1NOkZkUXqwnjGzXwCrgFvdfUeRMqWOu183yO7PA00Ez031EvQwfcbMOoDvAcvCoYJLgHvN7F6gM+eefzOz9wBfMbMpQC/wKXe/28wWA1eG+18GTtLPQ0Qk3bT+lYjIq02dWk1FRfqmGSjp68tvZJmZzQA+AJwK7A3cAtzo7q3FiydF0ACs27hxC729yY0qTOvY8TRTmydD7R4/tXn81ObxS2ubNzc30da2jtmz65OOEtn69e0AqcyeVuvXt7PPPvuwfPmliWUoLS2hrq4SYC6QyeeavHuw3P1FgqnBr7TgQaNTgVVm1gesBq5397aooUVERERkfKivb0g6wojV1NRSVlZKWVlZ0lHGjTlz5jJv3rykY0Q20kkuZoWvqcBDwF7Aw2b2RXf/fKHCiYiIiMjYsXTpsqQj7Ja09hymWRrbPO8Cy8z2I1i/aQmwBfgOcKC7Pxsevxz4I8GzRyIiIiIiY0Zr61qqqipYsOCIpKPIKBelB6sF+D7BhAq/H3jQ3TNm9tWCJRMRERERGSVWrbqB0tISrr5aBZbsWl4FlpmVAdcCl7n7tqHOc/f/KlQwERERERGRtMlrHSx37wE+BGgqcBGRMa61dS2trWuTjiEiMqr09HSzc+fOpGNICkQZIngj8BHgqiJlGVXM7E7gx+5+bc6+EuBp4AZgs7v/7zD3OBaY6O53FTOriEghtbSsAbQuk4hIru7u7qQjSEpEKbAOBz5hZhcAzxAsnAuAuzcWOtgo8G3gfIKhkf2OBbrd/bI873EsUAmowBIRERERGQeiFFjfDF/jxU+Aq8xsX3d/PNx3OnCDmTUBle7+KYCw6DyJoD2fBf4TmEHQ41dqZm8BfhC+HiAo2t4O7AGc6e6tZjYB+BlQB0wGfg982N13mNky4BSgEzgw/IxPAF8C5gP3A0vdPbmVg0VkzMhmO+ns7KS5uSnpKCNSXohGOpQAACAASURBVF7Gzp09SccYV9Tm8VObx6+3t5eSkpKkY0gK5PUMVugv7v6dgS/gz8UKlyR33wF8D1gGYGZVwLsJpqf/BzNbCuwDvNHdDwFuB77s7o8C1wA3uvtBOeuD1QG/c/eDgcuAL4T7e4BT3P1QYH+gDDgj56MOA853938FtobZTgH2BQ4A3ly4by8iIiIiIiMRpQfrFwQLCw90JzCtMHFGneuBO81sBfB+oNXdnzWz3HNOBA4FHgr3TwCyu7jnFne/Ldy+F/hyuF0KfMrMTiAormqBv+dc9xt3Xx9uPwxk3D0LYGZ/ICjy7h7RtxQRyVFdXUN1dQ0rVjQlHWVE0rgoZdqpzeOnNo/fsmUnJx1BUmLYAsvMSoESoCSc5CG3b3RvYMw+8efufzCzDuB4guGBg01qUQJ81t2/nedtt+ds9/DKz+AUYCFwtLtvDou61+Wcu23AdQPfRymWRURERESkCPIZIthNMD37HuH2zpzX44z9WQW/DTQRFDu3DnL8VuCjZlYLYGaTzGxBeKwLqM7zc2qAl8Liqpqg4BIRiV1j4yIaGxclHUNEZFSZMGECEybo37NlePn8lswl6KVZC+TOFtgHvOjuW4sRbBT5LsFkEteGz2W9iruvMrPpwNpwiGApQdH5B+DHwKlm9givTHIxlBuBfzezPxFMYvFrgskuRERipenZRUT+WVnZBEpLNcmFDK+kr08Tz40zDcC6jRu30Nub3M9eY8fjpzZPhto9fmrz+KnN46c2j9+HP7yM0tISrr76hqSjjCtJ/66XlpZQV1cJQadTJp9r8u7nNLNpwKeAgwjWdvqHMboOloiIiIiISCRRBpJ+D5gE3MSrZ7cTERERERnTTj31dKqqKpKOISkQpcA6Cpjh7tuHPVNEREREZAxZuPCYxIerSTpEKbD+CMwGnipSFhEREZHYrF69kvb2TNIxRqS8vIydO3uSjjGuZLOdlJWVUlk52LKwUixm81m8eEnSMSKJUmD9imDR3RuA53MPRFgDSkRERGRUaG/P0N6eoaGhIekokfX09FCaz2I7UjDZbCcAU6eqwIpLJpOhvLws6RiRRSmwjgbWA28dsL+PYK0oERERkVRpaGjgsqbLko4hKfBfTf8FoN+XGPW3edrkXWC5u1adFEmp1ta1VFVVsGDBEUlHEREREclLZ2cnpSnsqo0yTfuQ387dewsTZ+wwswywLXxVECwc/FF331mAe58IHO3uy83sWOAKdz90d+8rY1dLyxrKy8tUYImIiEhqdHZ2UlKSvsWdowwR7CYYDjiY9A2OjMdJ7v6YmZURFFjvAX7YfzAsWvvcPdKKv+5+K3BrQZOKiIiIiMhui1JgzR3wfk/gIuCnhYszZlWEr01m1gTsQ7BY895Ao5ldDBwDTAReAs5w9zYzOwv4eHiPEuBAgoWeDwbe6e4nxfotJLWy2U66urI0NzclHWXc0Uxf8VObxy+tbd7WlqG2tibpGCIyxkR5BqttwK42M/sgcD9wfUFTjR23mNk2gkLqLne/y8yOAhqBQ9z9JQAz+7y7fyrcPgv4AnCyu38L+Fa4/3PAk8CjBAWWiIiIiIiMMlF6sAYzFZhRiCBjVP8QwQrgR2Z2brj/9v7iKnSCmX2MoFfrn34mZnYm8G/Av7l7r5kVPbiMLdXVNUyfXsfy5ZcmHWXc0aKU8VObxy+tbd7c3KSpzkWk4KJMcrGKVz+DtQdBT8zqQocaa9x9m5ndBryToMdvS/8xM5sD/C9wmLuvC3u4vpdz/DhgOcGkFlvjTS4iIiIiIlFE6cF6csD7l4Fr3P3uAuYZk8LJLI4Bnhjk8FRgB/B8eN5Hcq47ALgWeJu7vxhHVhmbGhsXUVVVkXQMERERkbzV1NSM7Wna3f0zxQwyRvU/gzUReAy4DDgn9wR3f9TMbgb+BLQDawl6BgHOJxg2eFPOsMD3x5BbxpiFC49J7RAeERERGZ9qamooK0vfZOUlfX35zxBuZqcDpwJ7Ac8Cq9z9hiJlk+JoANZt3LiF3t5Is8MXlP6yHz+1eTLU7vFTm8cvrW3e3NxEe3uGhoaGpKNICmQyGQD9vsQok8mw9957J/oMeWlpCXV1lRDMqJ7J55ooz2BdDJwGfBloA+YAF5jZa939c5HTioiIiCSovr4BgN7eZHOMRFqnxk+z6uoayspKU/n7klb19Q3Mmzcv6RiRRXkG6yzg2Nzp2s3s50ALoAJLREREUmXp0mVJRxixtPYapp3aPX5pbPMoBdYUYOBECxuByYWLIyIiIiJj1erVK2lvzyQdY0Sy2U5mzZrJeed9OukoMspFKbDuBL5rZhcRTMYwh6Dn6ufFCCYiIiIiY0t7e4Zn2jPMnTs36SiRbdjwPF1d2aRjSApEKbA+Dnwd+ANQDuwEbgY+UYRcIiIiIjIGzZ07l89dflnSMSL7wNJTk44gKRFlmvYu4DQzWwZMB15ydz3mJyIyhNbWtVRVVbBgwRFJRxEREUmdtP45OmyBZWb7Ae9w9y8ChEXVC+GxC4Cfuvufi5oyhcysHLgUOJmgt68UuB34C8HCwScNcs2JwNHuvjzOrCJSHC0taygvL0vdHwwiIiKjQVr/HM1naeT/Ap4Z4lhbeFz+2Q3AfsAb3H0/4EDAgUlDXeDut6q4EhERERFJr3yGCB4JfHCIYz8BrihcnLHBzOYD/wHMdvfNAO6+E7guHGI51cx+COwPdAKL3f358Ng73f0kMzsW+CpwH8HPoA842d3/bGazgO8DU4EK4GfufkGc31FEhpfNdtLVlaW5uSnpKOOK1geKn9o8fmlt87a2DNOm1SYdY0S6u7vp7u7W/6fHqK0tQ13dtKRjRJZPD9Y0YKj/gnuBdP5XUlwHA391901DHD8M+FTYs/U4Q08Ush9wjbsfCNwEXBLu7wTe5e5vAA4CDjWz4wuWXkRERERERiSfHqx1wFHA2kGOHQVkChlojCgZ5vhv3L1/2OW9wFuHOM/d/eGc894VbpcBXzKzo8LPmkVQaN058sgiUmjV1TVMn17H8uWXJh1lXEnjopRppzaPX1rbvLm5iQllw/01aXSaMGEC5eXlrFjRlHSUcaO5uYny8rKkY0SWTw/WN4Fvmdkbcnea2SHAdcC1xQiWcg8B881sqN69bTnbPQxd6A513vkEPYdHhL1bPyEYKigiIiIiIgkatgfL3a80s32A+8zsGaAD2BOYDVzl7l8rcsbUcfe/mtmtwLVmdqa7bzazMoK1xAoxYLoG6HD3bWa2F/DvwNUFuK+IFFBj4yKqqvRvHyIiIiOR1j9H81oHy90/aWZXAm8G6oCNwC/d/clihku5DwL/DTxoZjt4ZZp2L8C9rwRuNrOHCWZ4/GUB7ikiBbZw4TGpHcYjIiKStLT+OZr3QsPAJ939kwN3mtlX3f3cAmYaE9x9B3Bx+BromznnrQRWDrJ9D3Boznn/eO/ubcDhhU8tIiIiIiK7I0qBtQz4pwILOBVQgSUiIiIiw1q3bh0XX5q+ZVS3bdvG5MmTk44hKTBsgWVmZ/Sfm7Pdbx7wUsFTiYiIiMiYU1/fAEB3T1+yQUZg5sxZzJo1M+kYkgL59GCdGv7vxJxtCBa+3cDQixCLiIiIiPzD0qXLko6wW9L4PJDEL59ZBBcBmNln3f2S4c4XERERERlrVq9eSUfHM+zcWYgJoeOTzXYCwdqMaWQ2n8WLlyQdI5K8n8HqL67M7DVA5YBjTxc4l4iIiIjIqNHenqG9PcPcOXOSjhJJf4E1raY64STRrWtrS+VCw3kXWGb2NuDbBGtg5eoD0vfNRUREREQimDtnDp/77/9OOkYkF3/mMwCpyw2vZE+bKLMIXgVcDnzH3bcWKY+IFEFr61qqqipYsOCIpKOIiIiI5KWzs5OSsvT140QpsGqBa909fdO+jICZZYBJwGx37wn3nU7Qi/cJd/96culEomlpWUN5eZkKLBEREUmNTdksJSUlSceIrDTCudcDpxcryCjVAbwt5/0HgQej3MDMohSxIiIiIiKSYlH+8v9G4JNmdhHwfO4Bd28saKrRYyXBAsu3m9lcYA/gMQAzqwS+BhwWnrvK3b8QHrsH+C1wBLANeIeZnQYsJ3hm7Sngw+7+Qnj+p4FTgF7gZWChu/eG646dE95/B/BOd9+wq3uJDCab7aSrK0tzc1PSUcad8vKy1M04lXZq8/ipzeOnNo9fW1smlRNFSPyi9GB9C/gQ8DmC3qzc11i1BjjQzGoJCq0bc45dStB+BwBHAaeZ2Qk5x/cH3ubu7zCz/YHPA8e5+4EERdrXAMzsg8CJwJvcfQHwrrC4OhZYEd5jAbAIyO7qXiIiIiIikqwo07R/p5hBRqk+4CbgZOD9wJuAQ8NjbwHOCZ9J6zKz74f77giPf8/du8PtRcDt7t4Rvr8W+EO4/U7ganfvAnD3jeH+dwA3uvvz4f4tAGa2q3uJDKq6uobp0+tYvvzSpKOMO1qUMn5q8/ipzeOnNo9fc3MTZSXjYioC2U1RpmkvAc4CPgBMd/cDzawRmOXuNxUr4CiwErgPWOvuG82sf38JQQGWK/f9lpztXZ071JN7u9q/q88VEREREZGERBkieBlwJnAdUB/uWw9cWOhQo0m4iPLFBFPU5/oFcJaZlZhZFUEv191D3OaXwNvNbFb4/j9zzv0pcHZ4D8ysLmf/aWY2M9xfaWaThrmXyKAaGxdx3HHHJR1DREREJG+11dXU1tYmHSOyKJNcLAMOdveXzOzqcN86YF7BU40y7n7dILsvB74OPBq+X+Xudw5x/Z/CiSx+YWZ9wNPAh8PDNwJ7AfeaWTew2cwa3X2tmf0PcLeZ9QLbCZ7P2tW9RAa1cOExGk4iIiIiqVJTU0PphPRNyF3S15ff6DIzew6Y5+7bzOxv7j4t7HV53N3/pagppZAagHUbN26htze5kYX6y3781ObJULvHT20eP7V5/NTm8WtubqK9PcPcOXOSjhLJurY2gNTlhiD73nvvnegz5KWlJdTVVQLMBTL5XBOlJLwD+IqZnQf/eCbrcoKhbCIiIiIiY1Z9fUMqp8evrq4BoKcvfQv21tc3MG9e+gbLRSmwziMYzpYFygkmcbgLOK0IuURERERERo2lS5ep5zABaWzzvAqssLdqOnASMA2YAzzTP4W4iIiIiMhYtnr1Sjo6nkldD1Y220ld3XQuuOCSpKOMG3kVWO7eZ2aPAlXu/gLwQnFjiYiIiIiMHu3tGdrb1tFQn66pBzZseJ7Ozs6kY4wrUYYIPgy8DvhLkbKIiIiIiIxaDfX/QtMFFyQdI5JlH/+EFkyNWZQC6x7gTjNbCTxDzuK27v7twsYSEUm/1ta1VFVVsGDBEUlHERGRcaq7uxtK0jfBRZpFKbDeRLDu1TED9vcB46rAMrP7gEnARIJevcfCQw+7++kjuN9/AEe4+0W7OOdjQJm7XzmCyCKSgJaWNZSXl6nAEhGRxHT3pOuZsbEgyiQXZwLt7t5d3Eijn7sfAWBmDcAD7n7Qbt7vx8CPhznnG7vzGSIiIiIiUnyRJ7kocp5UM7OzgLe4+8kD34fbiwmmt98X+Buw2N1fGHDe64EbgMlAGfAtd/+qmX0WmODuF5nZQcDXgT0IetKucfevxfx1RWQY2WwnXV1Zmpubko4yrqRxnZq0U5vHT20ev7a2DLXVU5OOISlQGuHc/kkuZOQOB8519/2AJ4GPDXLOx4H/5+4L3H1/4DuDnPM08G/ufgjwRuDjZqafjYiIiIhIwjTJRbx+7e7Phtv3AkcPck4L8D9mNhlYQ9DuA00BrjGzA4BeYBZwIPBEwROLyIhVV9cwfXody5dfmnSUcSWNi1Kmndo8fmrz+DU3N1HaN+6flJE8ROnByp3kYilwavhaWoRcadXNq9u0YsDxbTnbPQxS4Lr7D4FGgra+mGC44ECfB9qBg9x9AfDgIJ8lIiIiIiIxy7sHy90XFTPIGPEUsMDMJgIlBM9cbYhyAzObDzzl7jeY2dPA1YOcVgP83t17zGwBQfGrXkSRUaaxcRFVVfq3DxERSc6EsjJN0x6zvAssMxuyt8vdewsTJ93c/ddm9muCadvXAX8Cpke8zcnAyWa2g2AY5rmDnHMZcKOZfZDgWa5fjzy1iBTLwoXHaBiPiIgkasKECfShAitOUZ7B6oYhF4IuK0CW1HH3DAMKKHc/a4hzvwV8a7D3A7YvBy4f5PpLcrYfBPbb7S8gIiIiIiIFFaXAmjvg/Z7ARcBPCxdHRERERGR0yrQ/Q9MXv5h0jEi2bd/OpEkarh6nKM9gtQ3Y1RYOUbsfuL6gqURERERERpH6+oZUrj82c+Ys6uqiPrEiuyNKD9ZgpgIzChFERERERGS0Wrp0mZ6rlbxEmeRiFa9+BmsPgunEv1voUCIiIiIio8nq1Svp6HgmdT1Y2WwndXXTueCCS4Y/WQoiSg/WkwPevwxc4+53FzCPiIiIiMio096eob1tHfV77ZV0lEg2bHiezs7OpGOMK1EKrDrgB+7+2/4dZnaUmX3V3QebSlxEREREZMyo32svLjnnE0nHiOQ/l1+YdIRxZ8i1rQbxAeCBAfseBE4pXBwRkVdrbV1La+vapGOIiIikUk9PDz093UnHGFei9GD18c/rXZURrUgbtcysHLiUYKHfnQTf63bgInffOcQ1K4EH3P3rBczRB1S5+5ZBjj0CHOnuWwv1eSKjXUvLGiBYtFdERESi6e7uhhItNBynKMXRr4HLzawUIPzfpnD/WHADweK9b3D3/YADAQcmJZoqh7sfpOJKRERERGT0itKDdQ5wG9BhZm1APdABvKsYweJkZvOB/wBmu/tmgLDX6jozKzOzK4Djw9PvBC50954B96gEvgYcFu5a5e5fCI/dQzCc8nCgAfi/wLPAJ4DXAsvd/eac233KzI4jeO5thbv/KLzPP3q3wkzHABOBl4AzBlmrTCT1stlOOjs7aW5uSjrKiKRxzZS0U5vHT20eP7V5/NraMtRUVSYdQ1Ig7x4sd18PHAL8O/Al4N0EvT3ri5QtTgcDf3X3TYMc+xBwEMF3PyQ890ODnHcpQXseABwFnGZmJ+Qcn01QEB0BXAbs7+5HAe8D/nfAvXrDYycSFHmvGeTzPu/uh7n7AuD7wBfy+qYiIiIiIlI0kRYadvde4N7wNZbsamDqW4CV7r4DwMxuIOjtunqQ885x9z6gy8y+H+67Izx+c9h+z5nZRuDH4f4Hgb3MrMLdt4X7rgdwdzezh4A3ArcO+LwTzOxjQCW7v2C0yKhVXV1DdXUNK1Y0JR1lRLQoZfzU5vFTm8dPbR6/5uYm6N6RdAxJgTExQUUBPATMN7PaQY6V8OoFlhnkfT7nbcvZ7ul/nzPUcKgi6Z/ua2ZzCHq9PuDu+wNnABVDXC8iIiIiIjFRgQW4+18JeoiuNbMqgPDZq3OANcAyMysPZxr8IDDY4sq/AM4ys5LwHicPcV4+Tg8zzCcYnnjfgONTgR3A8+FkIx8Z4eeIjHqNjYtobFyUdAwREZFUmjBhAhMmaLBTnFRgveKDwF+BB83sMeBR4F+A64A/Ag+Hrz8C3xzk+ssJepseBX5HMMnFnSPMst3MfkMwqciH3f2F3IPu/ihwM/An4FfAuhF+jsiot3DhMZqiXUREZITKysooK1OBFaeSvr7BRrvJGNYArNu4cQu9vcn97DV2PH5q82So3eOnNo+f2jx+avP4NTc30d62jvq99ko6SiRPPP00kyZVcO21K5OOMiJJ/66XlpZQV1cJMBfI5HONylkRERERkWHU1zekcnr8mTNnUVc3PekY44oKLBERERGRYSxduizx3hRJBxVYIiIiIimyevVKOjqeSV1PyliQxh6sbLYTCJY9SSOz+SxevCTpGJGowBIRERFJkfb2DG2Zp6nfc8+ko4w7O7YnnSC6zk1/A2BqxaSEk0TX3tFBeXlZ0jEiU4ElIiIikjL1e+7JBR86K+kYkgJfvO5bAKn8fenPnjYqsERkVGttXQugqdpFRETGmezmzUzYuTPpGJGpwBqGmWWAbeGr37vdPVPEzzwWuMLdDy3WZ4ikRUvLGkAFloiIyHiT3bKF0q1bk44RmQqs/Jzk7o8lHWJXzKwU6HN3LWwmIiIiIpIQFVgjZGZHAl8CqsJdy939LjPrA6rcfUt43j/em9l3AQMmAU8CZ7j7pvC8zwInA88Cvx/wWRcCp4Zv7wc+Ed6vCdgHqAT2BhqBTUX6yiKJyGY76ezspLm5KekoI5LGGafSTm0eP7V5vNraMlRP2SPpGCIyBBVY+bnFzPqHCHYDxwE/Bt7j7r81szJgah73OcfdX4J/FFQXAheZ2buAE4GDgK3AT/ovMLMTCIqro4DNwHeAS8NrISiqDum/r4iIiIiIJEcFVn5eNUTQzN4BPO7uvwVw9x7y6zk6zcyWABOBKcAT4f5FwA9zer2uBy4Jj70F+IG7d4XHrgP+b849b1dxJWNZdXUN1dU1rFjRlHSUEdGilPFTm8dPbR6v5uYm+ran77kUkfGiNOkAKVWyi2M9hO1qZhX9O83saOBs4Hh3P4CggOo/vqv7lQADn6vKfb8lz8wiIiIiIlJkKrBG5rfAvuFzWJhZmZnVhseeAg4Lt0/JuaYGyAIbzWwScEbOsV8C7zOzKeFww9Nzjv0CONnMqsysBDgLuLvg30hERERERHabhgjmJ/cZLAiKnPcAXzGzKUAv8CmCwuc84Foz6wBuy7nmDmAp8BdgPfAAcDiAu98WFmuPAM8Ba4C9wmN3mNmBwO/C+zwAfLYYX1JkNGpsXJR0BBEREUlAdWUlEyoqhj9xlFGBNQx3b9jF4SMHOf924PacXV/I2X7/Lj7nYuDinF1NOce+MOA+/fubBu4TGWu0/pWIiMj4VF1VxcTKyqRjRKYCS0RERCRl2js6+OJ130o6hqRAe0cHQCp/X9o7Othn/vykY0SmAktEREQkRerrG7T2WELS2O41tdMAKJk0OeEk0c1pmMe8efOSjhGZCiwRERGRFFm6dJmmxk+I2j1+aWxzFVgiIiIiKbJ69Uo6Op5JXU/KWJDGHqxsthMI1pVMI7P5LF68JOkYkajAEhEREUmR9vYMbeueYvasmUlHGXd6Uri+c+ffNgJQOTF9f+1f//wGysvLko4RWfpaWkRERGScmz1rJuefdmrSMSQFvnLjKoBU/r70Z08bFVgi40Br61qqqipYsOCIpKOIiIiI5KVryxa29vQmHSMyFVh5MrP3AiuAEqACeMjdTynwZzQAD7j79ELeV6SlZQ3l5WUqsERERCQ1ura8TOm27UnHiEwFVh7MbE/gKuAQd3/GzEqABQnHEhERERGRUUYFVn5mATuBjQDu3gc8YmYfBg5094+Z2eHAfcDh7n6/mV0FPOLu15nZEcDnganh/f7L3X8GYGYfA84DOoB7cj/UzN4OXEzQY7YDOM/d7zWzY4Gvhp93JNAHnOzufy5WA0i6ZbOddHVlaW5uSjrKuJPGGafSTm0eP7V5vNraMkzdoyLpGCIyhNKkA6TEH4DfA+1mdouZnWtmdcAvgTeH57wZ+N2A9780sxrgGuAUd38D8E7gWjOrMbMDCQqoN7n70UBd/wea2d7ApcAJ4XVnATflZNoPuMbdDwz3X1KMLy4iIiIiIvlTD1Ye3L0XeLeZ7Q8cA7wbWA4cAEw2s9kEBdWngUvM7LvAJHd/KuyFmgvcYWb9t+wD9gGOAn7m7hvC/dcB7wu33wbsDbTkXDfBzPrnZHV3fzjcvhd4V4G/towh1dU1TJ9ex/LllyYdZdxJ4wKJaac2j5/aPF7NzU30bN2SdAwRGYIKrAjc/THgMeAbZvY4cCzwK+AdwEx3X2tm3wjf/yq8rAT4o7s3Dryfmb1pFx9XAtzp7qcNct3rgW05u3rQz1JEREREJHEaIpgHM9vLzI7MeT8bmAGsIxgm+GngN+Hh3wAXhfsBfgvMN7NFOdcfFk6UsQZ4u5m9Jjx0Zs7H3gUcb2b75V5X0C8m40Zj4yKOO+64pGOIiIiI5G1q5RRqa2uTjhGZej3yMwH4jJnNAbYSFKaXuPvDZrYBmMMrBdUvgQ8R9mC5+yYzOxH4kpl9FZgIPA28y93/aGbNwG/M7HngZ/0f6O5/NbOlwPVmNjm87jfA/TF8XxljFi48RkN4REREJFWmVlZSMbU66RiRlfT19SWdQeLVAKzbuHELvb3J/ez1l/34qc2ToXaPn9o8fmrzeDU3N9G27ilmz5o5/Mky7q1/PnjUP42/L+uf38A+r3tdos+Ql5aWUFdXCcGcCpl8rlEPloiIiEiK1Nc3aGr8hKSx3WumdQNQNrky4STRzZlbybx585KOEZkKLBEREZEUWbp0mXoNE6J2j18a21wFloiIiIjIMFavXklHxzOp68HKZjuBYMmWNDKbz+LFS5KOEYkKLBERERGRYbS3Z2hb9yR7zZiRdJRINm18CYApZSUJJ4nu2RdfpLy8LOkYkanAEhERERHJw14zZvCJ956UdIxIvnbzLQCpyw2vZE8bFVgi40Br61qqqipYsOCIpKOIiIiI5KXr5b+zjfT1vKnAKiIzey+wAigBKoCH3P2UEd7rUOA8d0/XIFQZFVpa1lBeXqYCS0RERFKj6+WXKduxI+kYkanAKhIz2xO4CjjE3Z8xsxJgwUjv5+4PACquRERERERGMRVYxTML2AlsBHD3PuARADPrAz4DHAfUASvc/Ufhse8CBkwCngTOcPdNZnYscIW7H2pmDcADwLXA24E9gDPdvTW2byepks120tWVpbm5Keko404a10xJO7V5/NTm8VObx6+tLUNVxaSkY0gKlCYdYAz7A/B7oN3MbjGzc82sLud4r7sfBZwIXGdmrwn3n+Puh7r7AcCfgAuHuH8d8Dt3Pxi4DPhCcb6GiIiIiIjkSz1YReLuvcC7zWx/4Bjg3cByMzsgPOX68Dw3s4eANwK3AqeZ2RJgIjAFeGKIj9jiap2L1AAAIABJREFU7reF2/cCXy7ON5GxoLq6hunT61i+/NKko4w7aVwgMe3U5vFTm8dPbR6/5uYmurdkk44hKaAerCJz98fc/Rvu/lYgCxw7yGklQJ+ZHQ2cDRwf9mBdQjA5xmC252z3oGJZRERERCRxKrCKxMz2MrMjc97PBmYA68Jdp4f75wMHAfcBNQRF2EYzmwScEWtoERERERHZLer1KJ4JwGfMbA6wlaCYvcTdHzYzgO1m9htgOvBhd3/BzO4AlgJ/AdYTTGRxeCLpZUxpbFxEVdVQnaEiIiIio8/UKVOYOGVK0jEiU4FVJO7eRjBL4FCudvcvDbimG3j/EPe7Bzg03M4QFGYM9l5koIULj9F4fREREUmVqVP2YHJtbdIxIlOBJSIiIiKSh2dffJGv3XxL0jEiWf/CiwCpyw1Be+9TOy3pGJGpwEqAu5cknUFERERE8ldf35DK9cdqe/oAmFBZnXCS6OZUVjNv3rykY0SmAktEREREZBhLly7TcPsEpLHNVWCJiIiIpMjq1Svp6HgmdT0pY0Eae7Cy2U4gWBMzjczms3jxkqRjRKICS0RERCRF2tszZJ5+ktfW1SUdZdzZkXSAEdi0cSMAk+lLOEl0z23cSHl5WdIxIlOBJSIiIpIyr62r46MnvjPpGJICV916G0Aqf1/6s6eNCiyJXWvrWqqqKliw4Iiko4iIiIjIKLX5739nx6ZNSceIrDTpAIVgZhkze8zMSgfs23+Y6841s9fkvG8ysysKlKnPzCoLca/wfg1m9lKh7peklpY13HXXXUnHEBEREZFRbPPWrWxSgZWoSuDUiNecC7xm2LMiMDP1CoqIiIiIjFNjqRhoAprM7Pvu/o9nEM1sT+BrQD0wGfi+uzeb2cXAa4FbzGwbcEp4yV5mdjswD3gKeK+7/93MJgKfA44BJgKPAme7+xYzWwlsBuYDM4A35AYLe8X6r3sJOMPd28ysAXgAuBZ4O7AHcKa7t4bXfQw4D+gA7sm532uA7wEzw113u/t5I2+6eGWznXR1ZWlubko6yriSxpmPxgK1e/zU5vFTm8errS1D5cTypGOIyBDGUg/WA+Hr7AH7bwSudPfDCQqfE8zsre7+OeA54CR3P8jdHw/PP5Sg2Ho9UA70zwt5AZB198Pd/aDw2k/nfM6RwGJ3f1VxFfq8ux/m7guA7wNfyDlWB/zO3Q8GLus/ZmYHAhcDb3L3o8Pz+i0B2tz9AHc/ILxOREREREQSNpZ6sAAuAdaY2fXh+zLgWGCGmfWfU0VQPP1iiHv83N07AczsPmDvcP+JwFQzOyl8Pwn4Q851t7j7y0Pc84SwN6qSf27zLe7eP0XKvcCXw+1jgZ+5+4bw/XXA+3LOO9/MvgSsBX4+xOeOStXVNUyfXsfy5ZcmHWVcSeNCfWOB2j1+avP4qc3j1dzcxI5s+p5LERkvxlSB5e4eDu87P9zVC/QBh7n7zjxvsy1nu4dgWCFACfBRd//VENdtGWynmc0B/jfMsM7MjiIY3tdv+4DP6/+ZlAwV0N1/Z2YHAW8leO7sImDhUOeLiIiIiEg8xtIQwX5NwMcIeqr6gF8TFCAAmNm/mNms8G0XUJ3nfW8l6DWaHN6nysxen8d1UwnWpXs+nOXwI3l+3hrg7TmzHJ7Zf8DM5gJd7v4DgmLyDbkzKI52jY2LOO6445KOISIiIiKjWNXkydTW1iYdI7LU/KU8X+6+HlgFTAt3LQH2NbNHzexR4IdATXjsSuAGM3vEzPYd5tafJxgSeL+Z/RFoJRhqOFyeR4GbgT8BvwLW5fk9/gg0A78xs18Dz+YcPhZ42MweAe4APuLuvfncdzRYuPAY3vKWtyQdQ0RERERGsao99khlgVXS19eXdAaJVwOwbuPGLfT2Jvez13j9+KnNk6F2j5/aPH5q83g1NzeRefpJXltXN/zJMu49t3EjQCp/X57buJH5Zok+t19aWkJdXSXAXCCTzzVj6hksERERkbGuvr5BU+MnJI3tXhs+1j+xumaYM0efhupa5s2bl3SMyFRgiYiIiKTI0qXL1GuYELV7/NLY5iqwRERERCQWq1evpL09k3SMEUtjD1Y22wkEy+Skkdl8Fi9eMvyJo4gKLBERERGJRXt7hsxTf2XPFE5cAK9eWyctNm0K1kyr6OlOOEl0HZs2UV5elnSMyFRgiYiIiEhs9qyt5T+P02zCcfnmXXcDpLLN+7OnjQoskQhaW9cCwVTzIiIiIlI8m7duZWfYA5cmKrAiMrMMsC189Xu3u2cGObcBOM7dr9vNz3wt8F13X7Q795Hd19KyBlCBJSIiIlJsW7ZtY2tvapZ6/QcVWCNzkrs/lsd5DcCHgN0qsNz9OUDFlYiIiIjIKKcCqwDMbA/gO8B+wE7A3f19wDeAuWb2CPCku59kZocBVwJTgJeBT7r7/WFv1wPAtcDbgT2AM929tf+Yu08PP++7gAGTgCeBM9w9ff2nKZTNdtLZ2Ulzc1PSUSJL48xHY4HaPX5q8/ipzeOX1jZva8swZUL6Ji0QiUIF1sjcYmb9QwS7gc8Bte6+L4CZ9U+N8zHgCnc/NNw/EfgRQUF0t5m9GfiRme0Tnl8H/M7dLzazJcAXgDcN8vnnuPtL4T0/C1wIXFTwbykiIiIiIpGowBqZVw0RNLN5wL+a2TeAe4CfDXGdATvc/W4Ad/+lme0I928Gtrj7beG59wJfHuI+p4UF2ESCnrAndvP7SJ6qq2uorq5hxYqmpKNElsaF+sYCtXv81ObxU5vHL61t3tzcxPa/vZR0DJGiKk06wFjg7k8Drwd+AbwF+IOZVQxyagnQN8j+/n25yyv0MEgBbGZHA2cDx7v7AcAlwGCfJSIiIiIiMVOBVQBmNhvocfefAOcBM4BpQBdQnXPqX4BJZrYovG4RUE60HqgaIAtsNLNJwBm7/w1ERERERKQQNERwZHKfwYLguaqTzAygDPgfd3/OzF4A3MweA/4STnKxGLjSzPonuTjJ3XeE1+bjDmApQbG2nmBijMML8q1kWI2NmsxRREREJA6VFRVUVFcPf+IoowIrIndvGOLQ5YOc2w28c8C++4EjBzk3A0wf7P2A7W7g/SOILgWg9a9ERERE4lE1eTKVtbXDnzjKqMASERERkdh0bNrEN++6O+kY40bHpmAlnzS2ecemTcyfOTPpGJGpwBIRERGRWNTXNyQdYbekcf2x2rLgr/uTqmsSThJdw7TpzJs3L+kYkanAEhEREZFYLF26LOkIuyWt0+OnWRrbXAWWiIiIiMRi9eqVtLdnko4xYmnswcpmO4FgLc80MpvP4sVLko4RiQosEREREYlFe3uGzFNPMCuFM8MBbBv+lFHnb51ZACbt3D7MmaPP89ks5eVlSceITAWWiIiIiMRmVnU1pzcenXSMceOGll8DpLLN+7OnjQoskXGgtXUtVVUVLFhwRNJRRERERPKyZdt2usNZENNEBdZuMrMMQY/xdoJFhj/r7j/YxfkrgQfc/esFzHAPcIW731aoe8rY0tKyhvLyMhVYIiIikhqbt21jawoLrNKkA4wRJ7n7AuBU4AYzmz7cBSIiIiIiMvaoB6uA3P1hM9sM7G1mFwHHh4fuBC5091dNO2NmbwY+C1QQ/Cw+19/7FfZK3Q8cCbwWuMndLwqP7QvcAJQDj4fXiwwpm+2kqytLc3NT0lHGnTTOOJV2avP4qc3jl9Y2b2vLMKVM/74vY5t+wwvIzBYRFDv/BhwEHBK+DgY+NMglDwEL3f1g4C3AFWZWm3O8HmgMrz/LzOaH+1cBV7n7IcDXgcOK8HVERERERCQi9WAVxi1mtg3oAhYDHwFWuvsOADO7AfgP4OoB180Avh0WTt3ANMCAe8PjN7t7L5A1sz8T9IxtAPYnKLJw93vN7NGifjtJverqGqZPr2P58kuTjjLupHGBxLRTm8dPbR6/tLZ5c3MT217akHQMkaJSgVUYJ7n7Y/1vzOxsoG/AOQPfQ1Bw3Qq8x937zOwJXj3cL3e5hR5e+XkNdi8REREREUmYCqzi+AWwzMxuCt9/EPjRIOfVAJmwuHorsM9wN3b3LjN7DDgFWG1mhwMHFCi3jFGNjYuoqtKjeiIiIpIeVRUVVNTUJB0jMhVYxXEdQbH0cPj+58A3BznvIuCqcEKMP4avfJxGMFvh+cCDvDKkUGRQCxcek9rhJCIiIjI+VVZMoqq2dvgTR5mSvj6NNhtnGoB1Gzduobc3uZ+9/rIfP7V5MtTu8VObx09tHr+0tnlzcxOZp55gVnV10lHGjY7OLAB71qSvzZ/PZpn/r69P9Bny0tIS6uoqAeYCmXyuUQ+WiIiIiMSivr4h6Qi7JY3T408rnwRARXX6hto1TJ/JvHnzko4RmQosEREREYnF0qXLko6wW9Lac5hmaWxzFVgiIiIiEovVq1fS3p5JOsaIpbEHK5vtBIIlW9LIbD6LFy9JOkYkKrBEREREJBbt7RnWPfkEM6uqko4ybvxtc9D7U75ta8JJotuweTPl5WVJx4hMBZaIiIiIxGZmVRWnHn5o0jHGjVW/fwAglW3enz1tVGCJjAOtrWupqqpgwYIjko4iIiIikpct27fTu2lT0jEiU4G1G8wsA2wLXwBr3P28xAKJDKGlZQ3l5WUqsERERCQ1Xt6xg+0qsMalk9z9scEOmNkEd++OO5CIiIiIiCRDBVaBmdlKYDMwH5gBvMHMvgsYMAl4EjjD3TeZ2bHAV4H7gCOBPuBkd/9zeK8zgHPCW+8A3unuG8zs7cDFQEW4/zx3vzeebyhplM120tWVpbm5Keko404aZ5xKO7V5/NTm8Utrm7e1ZZhcknQKkeIqTTrAGHCLmT0Svt4W7jsSWOzubwjfn+Puh7r7AcCfgAtzrt8PuMbdDwRuAi4BCIuvFcDb3H0BsAjImtnewKXACeH9zwqvExERERGRhKkHa/e9aoigmX0AuMXdX8455zQzWwJMBKYAT+Qcc3d/ONy+F3hXuP0O4EZ3fz48aUt4/7cBewMtZtZ/jwlmNtPdNxT2q8lYUV1dw/TpdSxffmnSUcadNC6QmHZq8/ipzeOX1jZvbm7i7xs6ko4hUlQqsIpjS/+GmR0NnA0c5e4vmtkpwIdyzt2Ws93DKz+ToTrQS4A73f20AuYVEREREZEC0BDB4qsBssBGM5sEnJHndT8l6PmaCWBmleH1dwHHm9l+/Sea2WEFziwiIiIiIiOgHqziuwNYCvwFWA88ABw+3EXuvtbM/ge428x6ge3Au9z9r2a2FLjezCYTDDv8DXB/sb6ApF9j4yKqqiqSjiEiIiKStykTJ7JHbW3SMSJTgbUb3L1hkH3LBrzvBt4/xPX3AIfu4v31wPWDXHcXQU+WSF4WLjwmteP1RUREZHyqnDSJahVYIiIiIiJD27B5M6t+/0DSMcaNDZuDf1xNY5tv2LyZ6qRDjIAKLBERERGJRX19Q9IRdksa1x+bVjEZgD2qaxJOEt3cmXsyb968pGNEpgJLRERERGKxdOmypCPsFg23j18a21yzCIqIiIiIjFGtrWtpbV2bdIxxRT1YIiIiIiJj1KpVNwDBhFcSD/VgiYiIiIiIFIh6sERkVOsf1qB/eRMREYmup6c76QjjjnqwYmJmGTPbP+I195jZO8Ptb5nZ0cVJJzJ6tbSsoaVlTdIxREREUqm7u5vubhVZcVIPVkq4+1lJZxARERERkV1TgRUzM7sHuB84EngtcJO7XxQe2xe4ASgHHgcqBlx3hbvfZmanAOcAE8PDn3L3X8b1HUTilM120tnZSXNzU9JRRiSNa6akndo8fmrz+KnNk5HGdu/t7aWkpCTpGOOKhggmox5oBA4GzjKz+eH+VcBV7n4I8HXgsCGu/znwRnc/GDgZ+E6R84qIiIiISB7Ug5WMm929F8ia2Z+Bvc1sA7A/QZGFu99rZo8Ocf3ewPfNbC9gJzDLzGa5+/NxhBeJU3V1DdXVNaxY0ZR0lBFJ4wKJaac2j5/aPH5q82Sksd2XLTs56QjjjnqwkrEtZ7uHVwrdvjyv/z5BT9d+wCFANznDCUVEREREJBkqsEYJd+8CHgNOATCzw4EDhji9BlgXbp8JTCp6QJGENDYuorFxUdIxREREUmnChAlMmKBBa3FSa48upwE3mNn5wIPAvUOcdy7wEzN7FlgLbIwpn0jstP6ViIjIyJWV6a/7cVOLx8TdG8LNYwfsPzZn+3HgiCGuzz1vFeGzWqGLC5NSRERERER2hwosEREREZEx6tRTT086wrijAktEREREZIzSUPv4qcASERERkVisXr2S9vZM0jFGLI0LDWeznUCw7Ekamc1n8eIlSceIRAWWiIiIiMSivT3D0391ZkyenHSUcWPj3/8OQOnmroSTRPfi1q2Ul5clHSMyFVgiIiIiEpsZkyfz3tfNTzrGuHHzE38FSGWb92dPGxVYIjKqtbauBTSGXEREZLz5+86dlGzalHSMyLTQcBGZWcbM9k86h0iatbSsoaVlTdIxREREJGYv79zJJhVYIiIiIiIi45eGCMbAzP4PcDJBe28Dznb3R8JjfcBngOOAOmCFu/8oPPZdwIBJwJPAGe6+ycyOBb4K3AccCfQBJ7v7n+P8XiJxyGY76ezspLm5KekoI5LGGafSTm0eP7V5/NLa5m1tGSp605dbJAr1YMXjRnc/zN0PBi4FrhlwvNfdjwJOBK4zs9eE+89x90Pd/QDgT8CFOdfsB1zj7gcCNwGXFPcriIiIiIjIcNSDFY83mNkKYBrQC7xuwPHrAdzdzewh4I3ArcBpZrYEmAhMAZ7Iucbd/eFw+17gXUXML5KY6uoaqqtrWLGiKekoIzJjRhUvvrg56Rjjito8fmrz+KW1zZubm9i8vj3pGCJFpR6s4isFbgHOdff9geMJhvwNpQToM7OjgbOB48MerEuAipzztuVs96BiWUREREQkcSqw4jEBeCbc/uggx0/n/7d372F21eWhx78zuSoZEkjCTZ+AILxWkAQFRYVIqrZeaCsV8RZtinjDFosmR+wRTXlwaq22lno7Hor4GBUBtU9LhXJUIOLRA4o3LnkRZDJQbklIZowkIZOZ88de027STGb2zN57zcp8P88zT9Zel99+15udvfLO77d+C4iIo4El1O6tmgf0AZsiYhZwdhvilCRJkjQB9nq01nTgceDDwK0R0Qtcu4f9dkTED4AFwDsz89GIuBZYDqwDHgB+DDy/PWFLk8fSpcvKDkGSJJVgvxkz2O+AA8oOo2EWWC0SEYcCXcB/ZObHgY/Xbf7r3Xb/XGb+bf2KzBwAXr+ntjPzRuDEkV5L+xIfMCxJ0tT01BkzOMACSwARcR61oYArM3Nb2fFIkiRNFhu2beOqu39VdhhTxobHHweoZM43bNvGgWUHMQ4WWC2QmZcAl4xx344WhyNJkjQpLFp0RNkhTEgVnz822LcFgK6580qOpHFdwJFHHll2GA2zwJIkSVJbLF++ouwQJqSq0+NXWRVzboElSZJUIWvWXM5DD91fuZ6UfUEVe7D6ih6suRXswQKIOJrXvvbNZYfREAssSZKkCunt7eHXd69jwey9PVZTqtm0fQcAHX2bS46kcRu372DGjGllh9EwCyxJkqSKWTB7FmccvqjsMFQB31rfC1DJz8tw7FVjgSVNATfffBNdXbNZvPgFZYciSZI0Jo8PDNC5uXo9b51lBzBZRERPRBy327pvR8RRxfKKiDimbtuKiLi6jfFdGhGntuv9tG9Zu/YGrr/++rLDkCRJGrPHB3axuYIFlj1Ye5GZr6p7uQLYCNxdUiznlPG+kiRJksbOAmsvIqIHOB04CTgRuCQiLgZWFrvsHxFfB44DtgCvzcyHI2I1MCczVxbt/OfriHgpcDEwm1r+P5qZVxT73QjcCrwQOAy4MjMvqNv2icy8JiLeBLwXmFnEsTIzv9uiNGgf0Ne3hf7+Prq7V5cdypRTxRmnqs6ct585b6/163uYtWug7DAkjcAhgmOQmV8Efgycl5lLMvM7xaaTqBU3xwJ3An8+huZuA07JzBOAlwGfiIgD6rYvApYCJwDnRMTRe2jj34GTizbeAHxpPOclSZIkqbnswZqYH2Tm/cXyj4CXj+GYhcBlReE0ABwIRHE8wFWZOQj0RcRdwFHAr3Zr4yjgaxHxNGAncEhEHJKZD0/sdLSvmjt3HgsWzGfVqgvLDmXKqeIDEqvOnLefOW+v7u7V9PfeV3YYkkZgD9bEbK9b3sV/FawDPDm3s+uWPwfcCDwnM5cAD+y2faQ2630N+GzRc/bc4v1m72E/SZIkSW1kD9bY9QNzx7jvvcDLI6IT2I/afVzXFdvmAT2ZORQRLweeOY5Y5gHDv7p6G+CTBrVXS5cuo6vLGlySJFXHU6dPY84BB4y+4yRjgfVk34mI+rtGu+qWv0DtfqmVwKpR2vkGcBZwB3AP8JO6bRcAn42IC4BfFD+N+gvgnyPiP4CbgE3jaENTyCmnvMQhPJIkqVKeOn06B1SwwOoYGhoqOwa11xHAfZs2bWVwsLy/e/+z337mvBzmvf3MefuZ8/bq7l7Nr+9ex4LZDmDR6DZu3wFQyc/Lxu07iGOPLfUe8s7ODubPnwPwDKBnLMfYgyVJklQhixYd4dT4Jali3of6tgCw/9x5JUfSuP2BI488suwwGmaBJUmSVCHLl6+w17Ak5r39qphzCyxJkiS1xZo1l9Pb21N2GONWxR6sKuvr28IhhxzM+ed/sOxQGmKBJUmSpLbo7e3h13kX82fOLDsUVcDDO3bQ399XdhgNs8CSJElS28yfOZPTDzqo7DBUAV964IGyQxgXCyxJapGbb76Jrq7ZLF78grJDkSSpcnYNDcHOnWWH0TALrBaIiB5ge/Ez7DWZ2dPk9zkNmJmZ1zezXUnNsXbtDcyYMc0CS5KkcRgEhgYGRt1vsrHAap0zM/P2Fr/HacAcwAJLkiRJmgQssNooIl4LfBTYBlxVLHcB5wKLMvPPiv0OBn5B7YFm/wN4NrVC6nBgHXA2sAh4F9AZES8DrsjMj7X1hCRJkiQ9iQVW61wdEcNDBAeAVwFfAE7OzF9FxPl1+/5v4K6IuCAztwLvAL6amY9HBMCpwJLMfCQiLgMuzMyVEfF5YE5mrmzbWUkas76+LfT399HdvbrsUKYUp1FuP3PeflXN+fr1PczcVb24pUZ0lh3APuzMzFxS/JwInAzclpm/KrZfNrxjZm4G/gV4S0RMB94OfK6urWsy85Fi+Z+A3219+JIkSZIaZQ9W+3QAQ3vZfgnwVeBR4K7MvHuc7UiaJObOnceCBfNZterCskOZUhYu7GLDht+UHcaUYs7br6o57+5eTd9995YdhtRS9mC1z4+A50XEM4vXK+o3FhNibAI+BXxmt2NfHREL6467oVjuB+a2IlhJkiRJjbMHq3Xq78ECOIfapBT/FhEbgX8FdgKP1+1zKdAN/NtubX0XuCwijgQSeH+x/lvUhhX+DCe5kCadpUuX0dU1u+wwJEmqpE5g2vTqlSvVi7gCMvOIPa2PiMzMq4rlPwVuyczBul2WAZ/OzN3v/nwkM9+yh/e5DzihOVFLarZTTnlJZYfxSJJUtmkdHcyYMaPsMBpmgdVe50XE66jl/TFqk1kQEYdRG/b3MHBeeeFJkiS11qYnnuCaRx8tOwxVwM6hIapXXllgtVVmfpTas692X/8gECMcs7rFYUmSJLXFokVHlB3ChFR1evzK6tvCIYccXHYUDbPAkiRJUlssX76i7BAmxGHf7VfFnFtgSZIkqS3WrLmc3t6essMYN3uw2quv6ME6//wPlh1KQyywJEmS1Ba9vT3cm3dx4LRpZYeiCnh0YID+/r6yw2iYBZYkSZLa5sBp03jFvHllh6EK+OrGjWWHMC4WWJLUIjfffBNdXbNZvPgFZYciSVLlDAI7d+4sO4yGWWA1QUT0ANuBHcBM4JOZeWmT3+NnwAszc1sz25XUOmvX3sCMGdMssCRJGodBYGhgoOwwGtZZdgD7kDMzczHwOuCzxbOtmiYzl1hcSZIkSZObPVhNlpm3R8Rm4GkR8Q5gTmauBIiI1cOvI+KPgIuBXdT+Hv4sM2+MiI8Ab6TWIzYELMvMLRExBHRl5taI+ATwEmq9ZRuBszNzfZtPVdIo+vq20N/fR3f36rJDmVKc5av9zHn7VTXn69f3MGNwsOwwpJayB6vJIuLF1Iqen4+y60XAuZm5BFgM3BYRBwArgROK9UuBrXs49mOZeVLRY/Y14G+adgKSJEmSxs0erOa5OiI6gKOAMzLziYjY2/7fAz4ZEVcB1xY9X9OABNZExHXANZm5pyervTIi3gPMwb9DadKaO3ceCxbMZ9WqC8sOZUqp4kMpq86ct19Vc97dvZrN99xddhhSS9mD1TxnZmZQG963JiIOBgZ4co5nDy9k5vnA24AngKsi4u2ZuQs4GbgEeDrwk4g4vv5NIuJw4O+BN2bmccDZ9e1KkiRJKo+9H02WmVdFxFnABcAtwMsjohPYDzgduA4gIiIzfwn8MiLmACdFxBXU7tG6CbgpIl4IHAf8ou4t9qdWlD1ctPuudp2bpMYsXbqMri5//yFJ0nh0AtOmV69cqV7E1fBB4CfUeprOAu4A7inWDftYRBxNrZdrC7XerLnANyLiKdQ+U7cB36xvODN/WQwrvAPoBW6idq+WpEnmlFNeUtlhPJIkla0TmDFjRtlhNMwCqwky84jdXt9DrVgCOGOEY/a4HtjjA3Mys6Nu+b3Ae+s2f2SssUqSJJXpsV27uG7LlrLDUAUMUJsyu2ossCRJktQWixYdUXYIE1LV6fGrqrNvC4cccnDZYTTMAkuSJEltsXz5irJDmBCHfbdfFXNugSVJkiSNYs2ay3noofvtwWqjvqIH6/zzP1h2KA2xwJIkSZJG0dvbw73r7uSADp9y1C4bhgbp7+8rO4yGWWBJkiRJY3BARycvnTWr7DCmjKu3bys8OJI2AAAL9klEQVQ7hHGxwJKkFrn55pvo6prN4sV7nBxUkiTtxSCwc+fOssNo2D5RYEXE64C/BDqA2cBtmfmmCbS3BDgmM6+sWzcEdGXm1lGOXQGcnplnFq9PBz4P/HFm3jLemCRVz9q1NzBjxjQLLEmSxmEQGBoYKDuMhlV+EGlEHAp8FvjDzFwC/A7w8Qk2u4TaA4InGtsbgc8Av99IcRURnRHRMfqekiRJkiaTfaEH6xBgJ7AJIDOHgJ8Nb4yIVwB/DUwDNgDvzMx79tDTtAI4HXgncBGwf0T8DFibmecVzZ0XEWcA84FVmfmNkYKKiHcCq4BlmfnruvUfAN5SvLwV+PPM3BoRq4FnAnOAo4ClEXEQ8ClgAbXnrH0qM79YtPMVIIBZwD3A2Zm5ubHUSZIkSWqmfaHA+jlwC9AbETcCNwNfzsxNRYHyZeAlmXlnRLwN+Aow4nid4rgPU1d81enPzJMi4sXAlcBIBdYy4MXA8zLzweGVEfFKasXVi4DfAF8CLgQ+UOyyFHhuZm6MiOnAd4A3Z+a6iOgCfhwRP8zMdcB7M3Nj0e7FRRsXjJ4uSe3S17eF/v4+urtXlx3KlOKDQNvPnLefOW+/9et7mD40VHYYqoDKDxHMzMHMfA1wGnAD8GrgFxFxILVC6ueZeWex+xeBJUWxMh5XFH/+CDgsImaPsN864LfAG3db/zLgiszsL3ravlCsG/bt4aIJOIbacMcrip6071PrrfqdYvtbI+InEfFL4E3UhjVKkiRJKtG+0IMFQGbeDtwOfCYi7qRWcA0AI/2qYYAnF5gjFUv1thfvtSsiYOT8PQS8HrgxIsjMTxbrO/YQT/3r+gk0OoCNxX1lTxIRpwLvBl6UmRsi4k3AO8YQv6Q2mjt3HgsWzGfVqgvLDmVKWbiwiw0bflN2GFOKOW8/c95+3d2reSzXlR2GKqDyPVgR8bSIeGHd66cDC4H7gB9S67F6VrH5T4CfZuZvgHuB4yNiVkTMBOqHA/YDcycSV2Y+QG2o4LkR8f5i9f8B3hARXcUkFudQGwa4xyaAxyNi+H4tIuJZEbE/MA/oAzZFxCzg7InEKkmSJKk59oUerOnAX0XE4cA2akXjhzLzpwBFgfLV4p6mDcBygMz8YUR8h1qv133AXcChRZvfBVZGxM+Bm+omuWhIZt4fEadR15MVEcdTK/wAfgxcPMKxAxHxB8CnImIVtUk6HqE2u+G1xXmsAx4o2nn+eGKU1DpLly6jq2ssneOSJGl3ncC06dUrVzqGvFlvqjkCuG/Tpq0MDpb3d+/QhvYz5+Uw7+1nztvPnLefOW+/4SGCL501q+xQpoyrt29j5n778bnPfbG0GDo7O5g/fw7AM4CesRxTvZJQkiRJKsHmoUG+u2NH2WFMGQPUnlNUNRZYU880qFXjZZsMMUw15rwc5r39zHn7mfP2M+ftddxxz+GggxY4PX4bHfSbfhYuXFDqZ73uvaeN9RiHCE49p1Cb8l2SJEnS2JxK7Xm7o7LAmnpmASdRm0reX8FIkiRJI5tGbSK8W4ExjQ+1wJIkSZKkJqn8c7AkSZIkabKwwJIkSZKkJrHAkiRJkqQmscCSJEmSpCaxwJIkSZKkJrHAkiRJkqQmscCSJEmSpCaxwJIkSZKkJpledgCqvoiYD3wZOIraE67vAd6ZmRsi4mTgfwFPAXqA5Zn5aHHciNvq2r4M+FOgKzO3tuWEKqAVOY+IA4HPAM8DdgJfz8yL2nhak16L8n42cD6wCxgAzs/M77fxtCa1CeT8K8Ay4FB2+/4Yy3fPVNbsnEfEMcUxh1L7jN8KnJuZ29p5XpNZKz7ndW17HR1Bi75fvJbuRYtyPumuo/ZgqRmGgI9nZmTm8cC9wMciogNYA7wnM48B1gIfA9jbtmER8QdF2/rvWpHzy4H/l5nHZOax1L7k9GRNzXtxofkU8LLMXAJchHnfXcM5L/wTsGT3xsby3aPm5hx4AnhfZj4LOB54KrCylSdQQc3OOeB1dAxakffL8Vq6N83+Tp+U11ELLE1YZj6WmTfWrfoRcDhwIrA9M28u1n8eOKtY3tu24X8wHwHe18LQK6vZOY+Io6n9x+cf6t7jkZadQEW14LPeUfzZVfw5D3igBaFX1jhzTmZ+b4Reqb0ep+bnPDN7MvOnxfIgcEvRngot+Jx7HR2DZufda+noWvBZn5TXUQssNVVEdALvBv4FWASsH96WmRuBzqL7fG/boNa9vjoz+9oVe1U1KefPpvaFdGlE3BYR346IY9t4GpXTjLwXy+8GfhoRvUA3cG77zqJaGsj53oz3uCmpSTmvb+8pwNlFe9qDJubc62gDmpR3r6UNaEbOJ+t11AJLzfaPwFbg0+NtICJeBzyRmdc0Lap924RzTu1+zJOByzPzucCl+B+g0TTjs74/8B7gxMxcRO03zd8qhkrov2vGZ12NaVrOI2I6cAXwvcz0+2VkXkfL4bW0/fbZ66gFlpomIj4BHA28vhgG0kvdMJCIWAAMZeZjo2xbBvxuRPRERE+xyx0R8ey2nEiFNDHn64He4ZtCM/ObwKHFPtpNE/P+e8CWzEyAzLyS2o2/5n03DeZ8b8Z73JTTxJwTEdOArwCbgfNaE3H1NTHnXkcb0MS8ey0doybmfFJeRy2w1BQR8VFqM+a8JjN3FKt/AjwlIk4pXr8LuHK0bZl5bmY+PTOPyMwjiu3HZuadrT6PKmlmzottvx0eyhARS4HHgE2tPYvqaXLe7wNOiIiDiraXAf3AxtaeRbWMI+d7M97jppRm5rwYBnQ5tRm+3paZTrqwB83MudfRsWvB94vX0lE0OeeT8jraMTTk95wmpvgiuR24Gxiedve+zDwjIl5EbTaX2fzXlJuPFMeNuG239odwetknaUXOI+JE4LPALOBx4L2ZeUu7zqkKWpT39wFvpzbT2g5qs60N3+Q75U0g598Eng88DXgQuD0zf7/YNqbvnqmq2TmPiFcD1xRt7ira+0FmvqdNpzTpteJzvlv7Xkf3oEXfL15L96JFOZ9011ELLEmSJElqEocISpIkSVKTWGBJkiRJUpNYYEmSJElSk1hgSZIkSVKTWGBJkiRJUpNYYEmSNEYRcUdEnDbKPqdGRLYpJEnSJOM07ZIklaQo1r5H7Xk5AFuA/wv8bWbeOsY2VgPPzMzlrYhRktQYe7AkSSrXg5k5B+gCTgbWAd+PiJeWG5YkaTymlx2AJElVERE9wDnA94G/Ac4qNl0JfCAzdxS9Umsy8+l1x3waeCtwOHAd8CeZub2+7cwcAh4APhwRBxbtn1i08Q/AHwNzgV8Bf5GZ34+IVwB/CXRExGuAezNzcUTMBf4OeBUwCHwR+Ehm7mpySiRJu7EHS5Kkxv1Par1NS4DFwPOBD+1l/7OAVwDPAI4HVozS/jeB50bEfsXrW4v3OhD4KnBVRMzOzOuAbuDrmTknMxcX+38JGACeCZwA/B61wlCS1GIWWJIkNe7NwEWZ+WhmbgD+CnjLXva/JDMfzMzHgH+lViztzYNABzAPIDPXZOamzBzIzE8Cs4DY04ERcTDwSmq9XL/NzEeBvwfe0MD5SZLGySGCkiQ17jBgfd3r9cW6kTxct/z4KPsCPA0YojbpBRHxfmo9UIcV6/cHFoxw7OHADOChiP+swTqB+0d5T0lSE1hgSZLUuAepFTJ3FK8XFeua5Qzgtsz8bUScCnwAeClwR2YORsRmaj1cUCu46t0P7AAWZOZAE2OSJI2BBZYkSY37GvChiLiVWoHzYWDNRBqMiA5qPVTnFD9/WGzqonY/1QZgekRcQK0Ha9gjwMsjojMzBzPzoYi4HvhkRFwIbKV279fTM/OmicQoSRqd92BJktS4i4EfA78AfgncVqwbj8MiYiu1QuhW4DnAaZl5fbH934FrgbupDUXczpOH+11V/LkpIm4rlt8KzATuBDYDVwOHjjM+SVIDfNCwJEljFBG9wPLMXFt2LJKkyckeLEmSxiAiFgILgZ6SQ5EkTWIWWJIkjSIiTqL2gN9/zMzesuORJE1eDhGUJEmSpCaxB0uSJEmSmsQCS5IkSZKaxAJLkiRJkprEAkuSJEmSmsQCS5IkSZKa5P8DVK21b8yN6bYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ordering = df[df.currentCountry!=\"Nan\"].groupby('currentCountry').joinDate.median()\n",
    "ordering.sort_values()\n",
    "\n",
    "plt.figure(figsize=(12,8))\n",
    "\n",
    "sns.boxplot(x=\"joinDate\", y=\"currentCountry\",\n",
    "            data=df[df.currentCountry!=\"Nan\"],\n",
    "            whis=\"range\", palette=\"vlag\",\n",
    "            order=ordering.sort_values().index)\n",
    "plt.tight_layout()\n",
    "plt.savefig('csSpread.svg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## How much are these users engaging overall?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ratio of users with 5% or less of a profile: 0.2035096271021204\n",
      "Ratio of users with 10% or less of a profile: 0.44739621415224634\n",
      "Ratio of users with 15% or less of a profile: 0.5218742383621741\n",
      "Ratio of users with 40% or more of a profile: 0.36414412218701764\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 864x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#fig5 = plt.hist(df.profileCompletion, bins = 20)\n",
    "plt.figure(figsize=(12,8))\n",
    "sns.catplot(\"profileCompletion\", data=df, kind = 'count', color = 'steelblue', height = 5, aspect=2)\n",
    "#sns.color_palette(\"Reds\")\n",
    "plt.title('Profile Completion')\n",
    "plt.xlabel(\"Percent completion\")\n",
    "# Since filling in name and email address gives you 5%, anyone not exceeding this threshold hasn't done more than the minimum\n",
    "#plt.hist(df.profileCompletion[df.profileCompletion>5], bins = 19)\n",
    "print(\"Ratio of users with 5% or less of a profile: \" + str(sum(df.profileCompletion<=5)/len(df.profileCompletion)))\n",
    "print(\"Ratio of users with 10% or less of a profile: \" + str(sum(df.profileCompletion<=10)/len(df.profileCompletion)))\n",
    "print(\"Ratio of users with 15% or less of a profile: \" + str(sum(df.profileCompletion<=15)/len(df.profileCompletion)))\n",
    "print(\"Ratio of users with 40% or more of a profile: \" + str(sum(df.profileCompletion>=40)/len(df.profileCompletion)))\n",
    "plt.savefig('profileCompletion.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Give them a chance- maybe they haven't gotten around to filling out profiles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ratio of users with  5% or less of a profile: 0.1965212084223375\n",
      "Ratio of users with 10% or less of a profile: 0.4200996846709389\n",
      "Ratio of users with 15% or less of a profile: 0.492650798494558\n",
      "Ratio of users with 40% or more of a profile: 0.39088088699013324\n"
     ]
    },
    {
     "data": {
      "image/png": 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EuAl4CvBmYDAizqivej7wkfrna+c5JkmSJHVdz5eLzCQzJyNiI7AlIo6gPhXfQsYkSZK0uK1ceSSDg8u7XmfPnv1MTNw579v3XciuZ7Onfr4GOG2G681rTJIkSYvX4OBy1q7d3vU6o6MjTEzM//Y9Xy4iSZIkLTWGbEmSJKmwvlsuov6zWNY+SZIk9QtDtg5psax9kiRJ6hcuF5EkSZIKM2RLkiRJhRmyJUmSpMIM2ZIkSVJhhmxJkiSpMEO2JEmSVJghW5IkSSrMkC1JkiQVZsiWJEmSCjNkS5IkSYUZsiVJkqTCDNmSJElSYYZsSZIkqTBDtiRJklSYIVuSJEkqzJAtSZIkFWbIliRJkgozZEuSJEmFGbIlSZKkwgzZkiRJUmGGbEmSJKkwQ7YkSZJUmCFbkiRJKsyQLUmSJBVmyJYkSZIKM2RLkiRJhRmyJUmSpMIM2ZIkSVJhhmxJkiSpMEO2JEmSVJghW5IkSSrMkC1JkiQVZsiWJEmSCjNkS5IkSYWt6HUDETEEXAGcAuwDfgC8ODPHIuJ0YAswCGwHzsnMW+vbzWtMkiRJ6rZ+mMluAZdmZmTmQ4EfApdExABwJfCyzFwHfBm4BGC+Y5IkSVITeh6yM3N3Zn6xbdPXgZOARwJ7M3Nrvf0y4Oz65/mOSZIkSV3X8+Ui7SJiGfAS4BPAGmDH1Fhm3hYRyyLi6PmOZebuufYyNLRy4XeoQ8PDqxqv2U/1+6UHSZIkWFgu6auQDbwTmAA2Ac/oZSPj4xNMTrYaDX1jY3cctK3X9fulB0mSJOhdLum0bt+E7Ih4C/BA4KzMnIyIG6mWjUyNHwO0MnP3fMeaui8qa+XKIxkcXN71Onv27Gdi4s6u15EkSUtfX4TsiLgYeATwO5m5r958LTAYEWfU66vPBz6ywDEtQoODy1m7dnvX64yOjjAx0fUykiTpMNDzkB0RpwKvBrYB10QEwGhmPiMiNgJbIuII6lPxAdQz3R2PSZIkSU3oecjOzO8CAzOMXQOcVnJMkiRJ6raeh2xJ0uLg+yMkae4M2ZK0CPRDwPX9EZI0d4ZsSVoEDLiStLgYsiVJi0I/zOZL0lwZsqU5aOLF3Rd2aXbO5ktaTAzZ0hw08eLuC7vU/5xNlzRXhmxJkubI2XRJc7Ws1w1IkiRJS40hW5IkSSrM5SKSJC0SrgmXFg9DtiRJi4RrwqXFw+UikiRJUmGGbEmSJKkwl4tIkqQ5cU24NHeGbGkR8IVNUj9wTbg0d4ZsaRHwhU2SpMXFNdmSJElSYYZsSZIkqTBDtiRJklSYIVuSJEkqzDc+Sjokz24iSVJnDNmSDsmzm0iSpjjxMjeGbEmLQq+f1HtdX5Km9Pr5yImXuTFkS1oUev2k3uv6kvpDrwMu+Hy0WBiyJUmS5siAq7ny7CKSJElSYc5kS5KkRaMflmtIc2HIliRJi4bLNbRYuFxEkiRJKsyQLUmSJBVmyJYkSZIKM2RLkiRJhRmyJUmSpMIM2ZIkSVJhhmxJkiSpMEO2JEmSVJghW5IkSSrMkC1JkiQVtmQ/Vj0i1gGXA0PAOHBuZt7Q264kSZJ0OFjKM9mXAZszcx2wGdjS434kSZJ0mFiSM9kRcSywHjiz3nQVsCkihjNz7BA3Xw6wbNnAXRuOP76Z3dRes12v6/dDD72u31QPva4/Ww+9rt8PPRzu9fuhh17X74ceDvf6/dBDr+v3Qw+Haf0R4Cbgl3O57UCr1epCS70VEY8A3p+Zp7Zt+x5wTmZ+6xA3PwP4Sjf7kyRJ0qK0Ftg+lysuyZnsBfpX4PHAzcD+HvciSZKk/nHTXK+4VEP2TuD4iFiemfsjYjmwut5+KPuArV3tTpIkSUvaknzjY2beClwHbKg3bQC+PYf12JIkSdKCLck12QAR8SCqU/gdBdxOdQq/7G1XkiRJOhws2ZAtSZIk9cqSXC4iSZIk9ZIhW5IkSSrMkC1JkiQVZsiWJEmSCjNkS5IkSYUt1Q+j6YmI2A7srb8AXpmZn+livbcAzwJGgNMy8/p6+zqq0xcOAeNUpy+8oeEettPAvoiIIeAK4BSqDxL6AfDizByLiNOBLcAg1UegnlOfQ72p+i3g34DJ+uobM/PfStZv6+Nqqo96nQQmgJdn5nVNHQuz1N9Os4+JC4GLqI/FJo6BOfTQyHEw075uch/M0kNT++AI4K3Ak+oevpaZL2rwcTBT/e0083w4Alzdtun+wK9k5tFN7IND1N9OQ88FEfE04PXAANVk4kWZ+dEGj4OZ6m+nmePgd+r69wJ2A8/PzNGGs8FMPWynC/tgPnmoif1hyC7v2VP/uA24Gng78JUDtl8GbM7MKyPiHKoX2Cc23AM0sy9awKWZ+UWAiHgzcElEvBC4kuqBvTUiXgNcArygifrAH9Tjj83MicI1p3NeZv6s7uHpwPuA9TR3LMxUHxp6TETEeuB04Mb68gDNHAMz9tCmqePgHvu6F/vgwB7aNLEPLqV68V6Xma2I+NV6e1OPg5nqQwOPg8zcDjx86nJEvI27X+e7vg8OUR8a2Af1MX8F8Pj6P7kPBb5aTwR0fR8coj50eR9ExFFUwfGxmbmtvp9/BTyVhh4Hh+gBurMP5pOHur4/XC6yiGXm1sy8x0fFR8SxVOHmqnrTVcD6iBhuqocmZebuqYBb+zpwEvBIYG9mbq23Xwac3WD9Rk0F3Nr9gMkmj4Xp6peuMZuIuA+wGXgp1X98oKFj4BA99Fqj+6CXImIlcC5wQWa2ADLzlqYeBzPVL1mjw37uDTwPeF/TrwsH1u9WjVlMUj0PQTWbfjNwDM3tg4PqZ2ZTz4m/BtySmdvqy58GntLwMTBTD8d0oRbQeR5qan8Yssv7QER8JyLeFRH370H9E4EfZ+Z+gPr7rnp70xrdFxGxDHgJ8AlgDbBjaiwzbwOWRcTRDdWf8sWIuC4i3liHsK6JiPdExI3AxcB5NHwsTFN/ShPHweuAKzNztG1b08fAdD1Maeo4OHBfN/44mKaHKd3eB6dQ/cn3woj4ZkR8MSLOoLnHwUz1pzT92vC7VPf7W/TmdaG9/pSu74P6PzhnAx+PiB1UM5yNPR/OUn9Kt/fBNuC4iHhUffl59fcmj4GZelhTf2/qsTDbfW5kfxiyy3p8Zj4MeBTVWqxNPe6nl3qxL95JtR64V/v9wPprMvORwG8ADwEu6GbxzHxhZq4BXg28uZu1Oqjf9eMgIh5T//53lf7dhXpo6jjoh+efmXpoYh+sAE4Gvl3XeiXwUWBlF2rNuX5E/Aq9+bd5Ab2ZRZ6pfiP7ICJWAK8Cnp6ZJwFnAR+moeNgpvr1Xzq6vg/qvyo+B3hrRHwTOBb4Kc09Dmbr4Rf0x/NUYwzZBU39qSIz91G92D6uB23sBI6PiOUA9ffV9fbGNL0vonrTwwOB59R/lruRtmUb9Z+pWpm5u6H67fvg34H30NDxkJlXAE8AbqIHx8JU/YgYaug4+E3gQcDUm2pOAD5D9SfLpo6BaXuIiCc3dRzMsK8bfRzM9O/d0D7YAfyS+s+/mfkN4DZgD808Dmaqv64Hz4erqY7JD9SbGn1dmKZ+k68JDwdWZ+ZX63pfBX5OtVa+iX0wU/0HN7UPMvPzmXlG/Z+9Tdz9pufGjoEZevhRw4+F2Y77Rh4ThuxCIuK+EXG/+ucB4LnAdU33kdVZA64DNtSbNlDNrIw11UPT+yIiLgYeAfxe/cAFuBYYbPtz7fnAR5qqHxFHRcRg/fMK4Nl0aR9ExMqIOLHt8llU7+Zu5FiYpf7eJo6DzLwkM1dn5khmjlD95+IpVLPpjRwDs/Twr00cB7M85pp8HEzbQ1OPhXopzBeAM+ta66hm0LbRwONglvo39+C14fnAP2TmeN1b068L96jf8GvCTcAJERF1vQcDxwE30Mw+mKn+rqb2QUQcV39fBrwBuCwzd9DgMTBdD/Xlxh4Lsx33TT0mBlqtfnl/zuIWEScDfw8sr7++B/xRZt7cxZrvAJ5J9QC+DRjPzFMj4kFU7+w9Crid6rQ02VQPVH8ea2RfRMSpwPVUL6R76s2jmfmMiHgs1buFj+DuU5cVfSPSTPWpzjKwheoNcPcCrgH+W3bh7ApRncHg48B9gf1UAfcVmfmtJo6FmepT/Xmw0cdE3c924GlZvbO/68fAbD0Aq2jgOJjt+aepfTBTD1Sn1GrqsXAy1RKFIao/Tf95Zv5jU8+J09UHkuZfG7bVNf6pbVuTrwv3qN/062NEPA/4M+5+A/aFmXl1g8fBQfWB79Dc6+LUX4vuDXwW+OPM3NvwMXBQD1QzxV3ZB/PJQ03sD0O2JEmSVJjLRSRJkqTCDNmSJElSYYZsSZIkqTBDtiRJklSYIVuSJEkqbEWvG5AkHSwiHgf8LfAA4BzgxcCHMvPyiHg+8MLMPGPm39B/IuJvgZsy8zXzuO0aqlN+3S/rj0KWpH5myJak/vQ6YFNmvr2+fPV8f1FE/DpwEfBYqnP3/gD4q8z8m4U22S31ucZfmJmfB8jMG2nwo6ElaaFcLiJJDas/+fBQTgK+W6DWY4B/Br5E9VHzQ8BLgP+00N8tSZqZM9mSVEg9+7oF2Ei1zONqqkB7OnAl8E6qTz77HLAxIv4QeCVwNLAVOD8zd0XED4G1wCcjYj9VMP4McGVmvmeaug+qf/cjgDHggsyc+vj0NwOXZ+ab2m5yLXB22+2n7aMeawEvq/s+Dngb1TKWK4FTgX+i+hTJ/xcRv1VvfxfwJ8AE1acufmCG/fU04C+pPhXye3Xd70TEFcCatvv/OqqPgx8F7pWZv4yI1VQf1XwG1aeMvikz313/3ouAhwB7gWcANwLnZeY3p+tDkrrBmWxJKut5wFOAU4B1wNT64+OoQuxJwIsi4onAG6nC7gOAHcCHADLzFKpgeFZmrszMfTMVi4j7UoX2DwLHAhuAd0XEqRFxJPAY4O9muf2MfbR5KlWAPx34U+Cv6/t5IvAf6ppTjgOOAY4HzgP+OiJimrrrqT6C/MVU/4nYAnwiIu6TmRsPuP+XTtP6VcBNVB/V/GzgDRHx223jv1vfj/sDnwA2zbQPJKkbDNmSVNamzNyZmbuBi7k7gE4CF2bmvszcQxVS35eZ36pD9KuAx0TESIf1ngZsz8y/ycxfZua3gL+nCp5HUT3P3zzL7efSx5sy898z87vA9cBnM/NHmfkz4B+B/3jA77ygvp9fAv6BtlnzNn8IbMnMb2Tm/sy8HNhHFeRnFREnUs1gvzIz92bmdcB7qP6CMGVrZn66fpPkFcDDDvV7JakkQ7YklbWz7ecdVDOtAGOZubdtbHU9DkBmTgDjVDPAnTgJeHRE/HTqiyo4HwfcThXuHzDL7efSxy1tP++Z5nL7GxJvz8yft11u3wcH9v3fD+j7xBmuO13PuzPzjgPqtPf8k7af7wSOmONaeEkqwiccSSrrxLaf1wC76p9bB1xvF1XQBO5a9jEE/LjDejuBL2XmmdMNRsTXgGcBX5jh9qX6mHJURNy3LWivoZr9nq7vizPz4hl+z4H7q90u4OiIWNUWtNcw/54lqThDtiSV9bKI+BTV7OmrgQ/PcL0PAh+KiA8C3wfeAHwjM7d3WO9TwCURsZG711I/HJjIzO9TraH+bETsoFoWMh4RDwNelZnPLdhHu7+IiFcDj6ZaznLhNNd5N/CxiPg88C/AkcBvAV+ug/MtwMnT/fLM3BkR1wBvjIhXUK19/wOq84lLUl9wuYgklfVB4LPAj+qvv5zuSpn5v4ELqNZP30z1RsnndlqsDqRPrm+7i2qZxJuA+9Tj1wBPrL9+FBG7qd64+OmSfbT5CdUylV3AB6jOGPJ/p+n7m1TrsjfV1/8B8Py2q7wReE29lOQV09TZQHVWkl3Ax6jWu39uAX1LUlEDrdZsf5GTJM3VgR+gcriZOoVfZp7Q614kqdecyZYkSZIKM2RLkiRJhblcRJIkSSrMmWxJkiSpMEO2JEmSVJghW5IkSSrMkC1JkiQVZsiWJEmSCvv/7TcQtehi3a8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ZbTUUETsBZwKHABuBb2TmyyJiKXAhMB9YAxybmdc395nUOkmSJKmf2hzJPoMSrpdm5v7ASc3yc4CzM3MpcDZwbsd9JrtOkiRJ6ptWRrIjYg5wLLBHZg4BZOatEbErcCDw5GbTi4GzImIBMGMy6zJzVRuPSZIkSRpLW9NF9qFM6Tg5Ip4ArAdOBDYAN2XmZoDM3BwRK4E9KUF6MusmHLLnz59T6/FN2IIFc1tvcyrWIEmStD1rK2TPBvYGrsnMf4iIRwKfAv6ypfZHtWbNerZsGWo1dK5atW7U5VOhBkmSJI2u26zW1pzsFcAmyrQOMvNbwGrKSPbuETELoPm+ELih+ZrMOkmSJKmvWgnZmbka+DLNHOrmyiC7AtcB1wJHNpseSRntXpWZv5zMujYejyRJkjSe1i7hBxwPXBAR/wb8HjgmM38dEccDF0bEm4FfUU6Q7LzPZNZJkiRJfTNjaGio3zX0w2Jgeeec7MElS3rf6PLl487J7ncNkiRJGt2CBXNndLO9n/goSZIkVWbIliRJkiozZEuSJEmVGbIlSZKkygzZkiRJUmWGbEmSJKkyQ7YkSZJUmSFbkiRJqsyQLUmSJFVmyJYkSZIqM2RLkiRJlRmyJUmSpMoM2ZIkSVJlhmxJkiSpMkO2JEmSVJkhW5IkSarMkC1JkiRVZsiWJEmSKjNkS5IkSZUZsiVJkqTKDNmSJElSZYZsSZIkqTJDtiRJklSZIVuSJEmqbMIhOyL+fozlr6tXjiRJkjT9dTOS/eYxlp9YoxBJkiRpezF7axtExBObH2dFxBOAGR2r9wbW9aIwSZIkabraasgGzm++7wRc0LF8CLgFeFXtoiRJkqTpbKshOzOXAETE+zPz2N6XJEmSJE1vExnJBqAzYEfEzBHrttQsSpIkSZrOJhyyI+JA4GzgoZSpI1DmZw8Bs+qXJkmSJE1PEw7ZwIXAp4AXA7/tTTmSJEnS9NdNyN4LeFNmDvWqGEmSJGl70M11si8FntKrQiRJkqTtRTcj2TsBl0bElZRL9/2BVx2RJEmS7tRNyP5R8yVJkiRpHN1cwu8tvSxEkiRJ2l50cwm/J461LjP/u045kiRJ0vTXzXSR80fcXgDsCNwI7F2tIkmSJGma62a6yJLO2xExCzgRWFe7KEmSJGk66+YSfneRmZuB04B/rFeOJEmSNP1NOmQ3ngxsqVGIJEmStL3o5sTHG4DOT3v8I8q1s/+6dlGSJEnSdNbNiY9Hj7h9O3BdZt5WsR5JkiRp2uvmxMevAkTETOD+wK2Z6VQRSZIkaYQJz8mOiLkR8X5gA3ATsCEiLoyI+/asOkmSJGka6ubEx3cB9wb2Bwaa738EvLMHdUmSJEnTVjdzsp8G7J2Zv21uXxcRLwJ+Vr8sSZIkafrqZiR7I+VTHjvtAtxRrxxJkiRp+utmJPs84AsR8Q5gBbAX8Frgvb0oTJIkSZquugnZp1FOeDwKWAisBM7IzPN7UZgkSZI0XXUzXeQ/gMzMQzLzwZl5CPDjiPj3HtUmSZIkTUvdhOwjge+OWPY94K/qlSNJkiRNf92E7CFg1ohls7rchyRJkrTd6yYgfw14a/OJj8Of/HhKs1ySJElSo5sTH/8W+DRwc0SsABYBNwOHdtNgRJxMCef7Z+YPIuJRwLmUD7gZBI7OzF82205qnSRJktRPEx7JzswbgQOBw4B/AQ4HHt4sn5CIOBB4FPCL5vYM4CLglZm5FPgf4PRtWSdJkiT1Wzcj2WTmFuCbzVdXIuJewNmUEyW/3Cx+BLAxM69sbp9DGZV+8TaskyRJkvqqq5C9jU4FLsrM5RExvGwR5YNtAMjM1RExMyLmTXZdZq6daEHz58/Ztkc0CQsWzG29zalYgyRJ0vaslZAdEX8GHAS8vo32JmrNmvVs2TLUauhctWrdqMunQg2SJEkaXbdZra3L7z0O2BdYHhGDwB7A5cADKB/PDkBE7AIMNaPRv5jkOkmSJKmvWgnZmXl6Zi7MzMWZuRi4EXgq5QTKgYg4uNn0eODDzc/fm+Q6SZIkqa/6+kEyzYmUxwDviYjrKSPer9+WdZIkSVK/zRgaGup3Df2wGFjeOSd7cMmS3je6fPm4c7L7XYMkSZJGt2DB3BndbO9HokuSJEmVGbIlSZKkygzZkiRJUmWGbEmSJKkyQ7YkSZJUWZsfqy5JkiRtk3lzZjNrYKDn7WzesIG16zdN+v6GbEmSJE0bswYGWrvsMesnf9ljp4tIkiRJlRmyJUmSpMoM2ZIkSVJlhmxJkiSpMkO2JEmSVJkhW5IkSarMkC1JkiRVZsiWJEmSKjNkS5IkSZUZsiVJkqTKDNmSJElSZYZsSZIkqTJDtiRJklSZIVuSJEmqzJAtSZIkVWbIliRJkiozZEuSJEmVGbIlSZKkygzZkiRJUmWGbEmSJKkyQ7YkSZJUmSFbkiRJqsyQLUmSJFVmyJYkSZIqm93vAjQ1zJszm1kDA620tXnDBtau39RKW5IkSf1gyBYAswYGGFyypJW2Fi9fDuvXtdKWJElSPzhdRJIkSarMkC1JkiRVZsiWJEmSKjNkS5IkSZUZsiVJkqTKDNmSJElSZYZsSZIkqTJDtiRJklSZIVuSJEmqzJAtSZIkVWbIliRJkiozZEuSJEmVGbIlSZKkygzZkiRJUmWGbEmSJKkyQ7YkSZJUmSFbkiRJqsyQLUmSJFVmyJYkSZIqM2RLkiRJlRmyJUmSpMoM2ZIkSVJls9toJCLmA8uAfYA7gJ8CL8/MVRHxKOBcYAAYBI7OzF8295vUOkmSJKmf2hrJHgLOyMzIzIcCPwNOj4gZwEXAKzNzKfA/wOkAk10nSZIk9VsrITsz12bmVzoWfRPYC3gEsDEzr2yWnwMc0fw82XWSJElSX7UyXaRTRMwEXgF8ElgErBhel5mrI2JmRMyb7LrMXDvRWubPn7PtD6hLCxbMbb1Na5AkSeretuSV1kM28C5gPXAW8Kw+tP8Ha9asZ8uWoVYD36pV60Zd3u8a2g69Y/WDJEnSePqVmbptt9Wri0TEvwIPBJ6XmVuAX1CmjQyv3wUYakajJ7tOkiRJ6qvWQnZEnAY8HDg8M+9oFn8PGIiIg5vbxwMf3sZ1kiRJUl+1dQm//YA3AtcBX48IgOWZ+ayIOAY4NyJ2orkUH0BmbpnMOkmSJKnfWgnZmflDYMYY674O7F9znSRJktRPfuKjJEmSVJkhW5IkSarMkC1JkiRVZsiWJEmSKjNkS5IkSZUZsiVJkqTKDNmSJElSZYZsSZIkqTJDtiRJklSZIVuSJEmqrJWPVZcmYt6c2cwaGOh5O5s3bGDt+k09b0eSJN1zGbI1ZcwaGGBwyZKet7N4+XJYv67n7UiSpHsup4tIkiRJlRmyJUmSpMoM2ZIkSVJlzsmWpCmq3ycDt9X+eDVI0nRlyJY69DvUSJ36fTJwW+2PV4MkTVeGbKlDv0ONJEnaPhiyJUlT1lR4d2kq1CBp+jFkS5KmrKnw7tJUqEHS9GPIliRpinM0XZp+DNmSJE1xjqZL04/XyZYkSZIqM2RLkiRJlRmyJUmSpMoM2ZIkSVJlnvgoSZLG1dbVTcArnGj7YciWJEnjauvqJuAVTrT9MGRLU4zXw5UkafozZEtTjNfDlSRp+vPER0mSJKkyR7IlSZI0IZ4EO3GGbEmSJE2IJ8FOnCFb0l04SiFJ0rYzZEu6C0cpJGnq8gpU04chW5IkaZrwClTThyFb0pQzFUZqpkINkqYW/y6oG4ZsSVPOVBipmQo1SJpa/LugbnidbEmSJKkyR7IlSdKU51QNTTeGbEmSNOU5VUPTjdNFJEmSpMoM2ZIkSVJlhmxJkiSpMkO2JEmSVJkhW5IkSarMkC1JkiRVZsiWJEmSKjNkS5IkSZUZsiVJkqTKDNmSJElSZYZsSZIkqTJDtiRJklSZIVuSJEmqzJAtSZIkVTa73wVsi4hYClwIzAfWAMdm5vX9rUqSJEn3dNN9JPsc4OzMXAqcDZzb53okSZKk6TuSHRG7AgcCT24WXQycFRELMnPVVu4+C2DmzBl/WDB79917UebddLY5Ur9raKv9qVDDVP49TIUaPBasoe32p0INU/n3MBVq8Fiwhrbbnwo1jGh/MXAjsGki950xNDTUg5J6LyIeDrw/M/frWPYj4OjMvHordz8Y+Fov65MkSdJ2ZwkwOJENp+1I9jb6DvAY4GZgc59rkSRJ0vRw40Q3nM4h+wZg94iYlZmbI2IWsLBZvjV3AFf2tDpJkiTdY03bEx8z85fAtcCRzaIjgWsmMB9bkiRJ6qlpOycbICL2pVzC737AryiX8Mv+ViVJkqR7umkdsiVJkqSpaNpOF5EkSZKmKkO2JEmSVJkhW5IkSarMkC1JkiRVZsiWJEmSKpvOH0bTFxExCGxsvgBOyMzLe9zmvwLPARYD+2fmD5rlSymXMJwPrKFcwvD6lmsYpIX+iIj5wDJgH8qHCf0UeHlmroqIRwHnAgOUjzo9urmOeps1DAH/B2xpNj8mM/+vdg1NHZdRPtZ1C7AeeFVmXtvW8TBO+4O0/9w4GTiF5phs61jYSg1tHguDjNLnLT4nxmq/zT7YCTgTOKSp4xuZ+bKW/z6OVcMg7fx9XAxc1rFoZ+A+mTmvjX7YSvuDtPR3ISKeAbwVmEEZRDwlMz/e8rEwVg2DtHMs/EXT/g7AWuCFmbm85T4Yq4ZBetQHk8lJbfSJIXtynjv8C2zJZcB/AF8bsfwc4OzMvCgijqb8U31iyzVAO/0xBJyRmV8BiIh/AU6PiOOAiyhP4isj4kTgdODFbdUAvKRZ/+jMXN+Ddkd6QWb+pqnhMOAC4EDaOx7Gah9afG5ExIHAo4BfNLdn0N6xMGoNHdo6FmBEn/ehH8b6nbfVB2dQ/mkvzcyhiLh/s7zNv49j1QAtPCcycxA4YPh2RPw7d/5/73k/bKV9aKEPmuN+GfCY5sXuQ4GrmkGBVo6FrdQAPe6HiLgfJTQ+OjOvax7re4Cn0V4fjFcD9K4PJpOTet4nTheZBjLzysy8y8fFR8SulGBzcbPoYuDAiFjQVg1tysy1w+G28U1gL+ARwMbMvLJZfg5wRMs1tGo44DbuC2xp83gYrf3abWxNRNwLOBv4a8qLH2jxWBinhqmg1X7op4iYAxwLnJSZQwCZeWubz4exaqjdThf17AgcBVzQ9v+Jke33qo1xbKH8TYIymn4zsAvt9sHdasjMtv5GPgC4NTOva25/Fnhqy8fBWDXs0oO2/qDbnNRWnxiyJ+cDEfG/EfHuiNi5TzXsCdyUmZsBmu8rm+Vta7U/ImIm8Argk8AiYMXwusxcDcyMiHkt1jDsKxFxbUS8vQlgvWz/vIj4BXAa8AJaPh5GaX9YW8fCqcBFmbm8Y1nbx8JoNQxr7Vjg7n3edj+M9Ttvow/2obzNe3JEfDcivhIRB9Pu82GsGoa1/f/imZTHfjX9+T/R2f6wnvdB8wLnCOATEbGCMrLZ6t/GcWoY1ut+uA7YLSIOam4f1Xxv8zgYq4ZFzfc2nw/jPe5W+sSQ3b3HZObDgIMoc67O6nM9/daP/ngXZS5wP/t+ZA2LMvMRwGOBBwMn9bLxzDwuMxcBbwT+pZdtddF+K8dCRPxZ08a7e7H/CjW0eSz0++/RWO231Qezgb2Ba5r2TgA+DszpUXsTriEi7kN/fj8vpj+jyGO139bfhdnAG4DDMnMv4FDgQ7R4LIxVQ/NuR8/7oXmX8XnAmRHxXWBX4Ne02Afj1PB7+v/3qnWG7C4Nvx2RmXdQ/sH+vz6VcgOwe0TMAmi+L2yWt6bt/ohycsMDgec1b8H9go4pG81bUkOZubbFGjr74TbgPFo6LjJzGfAE4Eb6cDwMtx8R81s8Fh4H7AsMn0izB3A55W3Kto6FUWuIiKe0eSyM0eetPSfG+p232AcrgE00b/lm5reA1cAG2ns+jFXD0j78fVxIOTY/0Cxq9f/EKO23+T/iAGBhZl7VtHcVcDtlrnxbfTBWDQ9qqx8y84uZeXDzgu8s7jz5ubXjYIwaft6H/DTe8d/Kc8OQ3YWIuHdE3Lf5eQbwfODaftSS5UoB1wJHNouOpIykrGqrhrb7IyJOAx4OHN48SQG+Bwx0vD17PPDhNmuIiPtFxEDz82xTY1jNAAAG4klEQVTgufSoHyJiTkTs2XH7UMrZ260cD+O0v7GtYyEzT8/MhZm5ODMXU15gPJUyot7KsTBODd9p8VgY6/nXynNirPbbfD40U2G+DDy5aW8pZeTsOlr6+zhODTf34f/FC4HPZOaapra2/0/cpf2W/0fcCOwREdG09yBgN+B62uuDsWpY2VY/RMRuzfeZwNuAczJzBS0eB6PV0Nxu9fkw3vHf1nNjxtDQVDpfZ2qLiL2BjwGzmq8fAa/OzJt73O47gWdTnqyrgTWZuV9E7Es5i/d+wK8ol5/JtmqgvBXWSn9ExH7ADyj/PDc0i5dn5rMi4tGUs4J34s7LlVU/8WisGihXFjiXcvLbDsDXgddkD66sEOWqBZ8A7g1spgTcv8/Mq9s4HsZqn/J2YOvPjaamQeAZWc7mb+VYGKsGYC7tHQtj/j1qox/Gap9yCa1W+qCjjgsol+H6PfCmzPxcy38f71YDkLT8nIiI65o2Pt+xrM1+uEv7bf/PjIijgNdz58nYJ2fmZS33wd1qAP6X9v5XDr9ztCNwBfDazNzYch/crQbKKHHP+mAyOamNPjFkS5IkSZU5XUSSJEmqzJAtSZIkVWbIliRJkiozZEuSJEmVGbIlSZKkymb3uwBJ0j1LRCymXP5yh8zcNIn7n0P5SOS31q5NkmoxZEvSBDXXw74/5RrhtwOfBV7Vq2tAT0ZT43GZ+cU+l1JFRLyQ8niGP1yHzDy+fxVJ0sQ4XUSSunNoZs4BDgQOAk7sdgfNJyFKkrZj/qGXpEnIzJsi4nPAQ+APHxn8DuDplE97+y/KJ85tbkZjXwp8G3gB8G7gxIh4KfA6YA/gBsonM14dEQuBdwGPBdYDZ2bmO5t2TgEeDGwEngX8AnhBZn43IpYBi4BPRcRm4NTMPGNk7RFxGPAWYG9gFfDKzPx80+45wMGUT/P858x8b0e7+wF3AIdRPknyOc3Xa5vlL8nMK5rtvwJ8A3gSEMBXgBdl5tpR6hm174ClTT07RMR6YFNm7hwR7wNuzMwTm/u/FDgBmAdcCRyfmSubdUPAK4C/A3YBPgj8TWb6SWySesqRbEmahIjYkxIKr2kWXQhsAh4A/AnwFOC4jrs8Evg5sCtwWkT8JXAKcCxwH+CZwJqImAl8Cvg+sDslpL4mIp7asa9nApcAOwOfBM4CyMxjKKH70MycM0bA/lPg/cA/NPd/LCUwA1wM3Ej5COTnAm+LiCd13P1QYBnlY4ivAS6n/B/ZHTiV8nHqnY4FXtzsbxPwzpH1NEbtu8z8MXA88I3m8ew8yuN5IvB24Ajgj4EVTd90egblXYeHNds9FUnqMUeyJak7l0XEJuA3wGcoQfT+wJ8DO2fmBuD2iDgTeBl3Bs+Vmfmu5udNEXEccEZmfqdZ9lOAiHgksCAzT22W/zwi3gs8nxJqAa7MzM822y8DXtNF/S8BLsjMLzS3b2r2sydlBPsZmbkRuDYizgOOAb7UbPu1zLy82f4jwLOB05vR+kuA/4yInTPz1832yzLzB832JzX7fEFnMRPsu/Ec1Tyeq5v9vQH4VUQszszBZpvTm5p+HRFfBg4APj+x7pKkyTFkS1J3Dh95UmFE7A/sANwcEcOLZ1KmgAzr/BlgT+Bno+x/L2BhRPy6Y9ks4Gsdt2/p+Pm3wE4RMXuCV+rYk3LC5kgLgbWZua5j2QrgER23b+34eQOwOjM3d9wGmAMM1975mFdQ+miXEe3uxdb7bjwLgauHb2Tm+ohYQxldH2wWj+yvORPctyRNmiFbkrbdDZQ5ybuME3RHzgG+AdhnjH0tz8wHTrKWrc01HqvdlcC8iJjbEbQX0Yx0T9KeHT8vAn4PrB6xfGt9t7XHs5IS1AGIiHsD89m2uiVpmxmyJWkbZebNEXEF8G/NtIj1wBJgj8z86hh3Ow94R0RcSRmJ3YcSQr8N3BYRJ1DmMP8OeBAw0DG1ZDy3Uk5oHMv5wBUR8Wngy5R5zHMz8ycR8XXg7RHx95STDl8CHD2BNsdydES8nzKifCrw0WZqyR82mEDf3QrsERE7ZubvRmnjg8AlEfFB4MfA24BvdUwVkaS+8MRHSarjWGBH4EfAr4CPUgLsqDLzI8BplJC4DrgMmNdMvziUMm94OWXk9zzgvhOs4+2UK5f8ugnLI9v9NvAi4EzKvPKvcudI8JHAYsro8KWUq6N8YeQ+urAMeB9lusZOwKvH2G68vvtv4IfALRGxepTH8yXgJOBjwM2UFyvP34aaJamKGUNDXsVIklRXcwm/izLzvH7XIkn94Ei2JEmSVJkhW5IkSarM6SKSJElSZY5kS5IkSZUZsiVJkqTKDNmSJElSZYZsSZIkqTJDtiRJklTZ/wf8gt+aiWmFSgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Profile completion for users who created accounts in 2017 or earlier?\n",
    "oldUsers = df.loc[df.joinDate <= 2017,:]\n",
    "sns.catplot(\"profileCompletion\", data=df, kind = 'count', color = 'blue', aspect=2)\n",
    "sns.catplot(\"profileCompletion\", data=oldUsers, kind = 'count', color = 'red', aspect=2)\n",
    "# fig5 = plt.hist(oldUsers.profileCompletion, bins = 20)\n",
    "plt.title('Profile Completion for pre-2018 users')\n",
    "plt.xlabel(\"Percent completion\")\n",
    "print(\"Ratio of users with  5% or less of a profile: \" + str(sum(oldUsers.profileCompletion<=5)/len(oldUsers.profileCompletion)))\n",
    "print(\"Ratio of users with 10% or less of a profile: \" + str(sum(oldUsers.profileCompletion<=10)/len(oldUsers.profileCompletion)))\n",
    "print(\"Ratio of users with 15% or less of a profile: \" + str(sum(oldUsers.profileCompletion<=15)/len(oldUsers.profileCompletion)))\n",
    "print(\"Ratio of users with 40% or more of a profile: \" + str(sum(oldUsers.profileCompletion>=40)/len(oldUsers.profileCompletion)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Apparently there's not much of a difference. Most people join and never complete their profiles."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## From now on, let's only look at users who have 40% of a profile and have signed in within the last year, signaling they have a serious intention to use the service"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "Active_df = df.loc[(df.profileCompletion > 40) & (df.hoursSinceLogin < 8760), :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Percent of males accepting guests: 39%\n",
      "Percent of females accepting guests: 19%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 867.475x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.catplot(x = \"couchStatus\", hue = \"sex\", data=Active_df[(Active_df.couchStatus==\"Accepting Guests\") | (Active_df.couchStatus==\"Maybe Accepting Guests\")], kind='count', aspect=2)\n",
    "plt.title(\"Couch status of 'active' hosts\")\n",
    "\n",
    "totalMales = len(Active_df[Active_df.sex==\"Male\"])\n",
    "totalFemales = len(Active_df[Active_df.sex==\"Female\"])\n",
    "hostingMales = len(Active_df[(Active_df.sex==\"Male\") & (Active_df.couchStatus==\"Accepting Guests\")])\n",
    "hostingFemales = len(Active_df[(Active_df.sex==\"Female\") & (Active_df.couchStatus==\"Accepting Guests\")])\n",
    "\n",
    "\n",
    "print(\"Percent of males accepting guests: \" + str(round(100 * hostingMales/totalMales)) + \"%\")\n",
    "print(\"Percent of females accepting guests: \" + str(round(100 * hostingFemales/totalFemales)) + \"%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plt.figure(figsize=(12,8))\n",
    "plt.rcParams['figure.figsize']=(14,8)\n",
    "Active_df[Active_df.age < 70].groupby(['age','couchStatus']).size().unstack().plot(kind='bar',stacked=True)\n",
    "plt.title('Active User Age Distribution')\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"AgeDist.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ratio of users with zero references: 0.8556950199041352\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#g = sns.catplot(x='nRefs', data=df[df.nRefs>0], kind='count')\n",
    "fig2 = plt.hist(df.nRefs[(df.nRefs>0) & (df.nRefs < 100)], log = True, bins = 100)\n",
    "plt.title('Number of References')\n",
    "#plt.xlim(0,30)\n",
    "print(\"Ratio of users with zero references: \" + str(sum(df.nRefs==0)/len(df.nRefs)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-1.1042564913039885,\n",
       " 1.1002026932491875,\n",
       " -1.1071904319187589,\n",
       " 1.1065724144622933)"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Active_df['responseSpeed'].value_counts().plot(kind='pie')\n",
    "plt.title(\"Response Speed for all 'active' hosts\")\n",
    "\n",
    "centre_circle = plt.Circle((0,0), 0.55, color='white', fc='white',linewidth=1.25)\n",
    "fig = plt.gcf()\n",
    "fig.gca().add_artist(centre_circle)\n",
    "plt.axis('equal')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-1.1059889078483376,\n",
       " 1.100285186088016,\n",
       " -1.1062739783427897,\n",
       " 1.1055618229127846)"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Active_df[Active_df.couchStatus==\"Accepting Guests\"].responseSpeed.value_counts().plot(kind='pie')\n",
    "plt.title(\"Response Speed for 'active', accepting hosts\")\n",
    "\n",
    "centre_circle = plt.Circle((0,0), 0.55, color='white', fc='white',linewidth=1.25)\n",
    "fig = plt.gcf()\n",
    "fig.gca().add_artist(centre_circle)\n",
    "plt.axis('equal')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.groupby(['couchStatus','responseSpeed']).size().groupby(level=0).apply(\n",
    "    lambda x: 100 * x / x.sum()\n",
    ").unstack().plot(kind='bar',stacked=True, rot = 0)\n",
    "plt.title(\"Reply Speed of Active Users\")\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"ReplySpeed.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.countplot(x='joinDate', data = df, hue = 'couchStatus')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[(df.couchStatus==\"Accepting Guests\") | (df.couchStatus==\"Maybe Accepting Guests\")].groupby(['joinDate','couchStatus']).size().unstack().plot(kind='bar',stacked=True)\n",
    "plt.title(\"The Growth of Couchsurfing\")\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"CSGrowth.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "#g = sns.countplot(x='joinDate', data = Active_df, hue = 'couchStatus')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Fraction of active hosts')"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# For each year joined calculate the fraction of active hosts:\n",
    "nMaleHostsPerYear = df[(df.couchStatus=='Accepting Guests') & (df.sex==\"Male\")].groupby('joinDate').agg('count').iloc[:,1]\n",
    "nMaleUsersPerYear = df[df.sex==\"Male\"].groupby('joinDate').agg('count').iloc[:,0]\n",
    "g = sns.lineplot(x= nMaleHostsPerYear.index, y=nMaleHostsPerYear/nMaleUsersPerYear)\n",
    "\n",
    "nFemaleHostsPerYear = df[(df.couchStatus=='Accepting Guests') & (df.sex==\"Female\")].groupby('joinDate').agg('count').iloc[:,1]\n",
    "nFemaleUsersPerYear = df[df.sex==\"Female\"].groupby('joinDate').agg('count').iloc[:,0]\n",
    "g = sns.lineplot(x= nFemaleHostsPerYear.index, y=nFemaleHostsPerYear/nFemaleUsersPerYear)\n",
    "\n",
    "plt.ylabel(\"Fraction of active hosts\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## How many active users are there?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ratio of users with zero friends: 0.2792429885232196\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig3 = plt.hist(Active_df.nFriends[(Active_df.nFriends>0) & (Active_df.nFriends<500)], log = True, bins = 30)\n",
    "plt.title('Number of Friends')\n",
    "print(\"Ratio of users with zero friends: \" + str(sum(Active_df.nFriends==0)/len(Active_df.nFriends)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ratio of users with zero languages: 0.13384510146689976\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig4 = plt.hist(Active_df.nLanguages, log = True, bins = 30)\n",
    "plt.xlabel('Number of Languages Spoken')\n",
    "\n",
    "print(\"Ratio of users with zero languages: \" + str(sum(Active_df.nLanguages==0)/len(Active_df.nLanguages)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## How is the number of non-engaging users changing over time?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Let's consider very active users (those who have been active this month and have a reference)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "veryActive_df = df.loc[(df.nRefs > 0) & (df.hoursSinceLogin < 720), :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.countplot(x='joinDate', data = veryActive_df, hue = 'couchStatus')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ratio of users with zero references: 0.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig2 = plt.hist(veryActive_df.nRefs[(veryActive_df.nRefs>0) & (veryActive_df.nRefs < 100)], log = True, bins = 100)\n",
    "plt.title('Number of References')\n",
    "#plt.xlim(0,30)\n",
    "print(\"Ratio of users with zero references: \" + str(sum(veryActive_df.nRefs==0)/len(veryActive_df.nRefs)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Actionable insights?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The site relies on the impression that 15 million hosts are available worldwide, while the real number is painfully low in comparison."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}