{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sami Almuallim"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Research question/interests\n",
    "\n",
    "**How are the different metrics of pride represented in this data set correlated?** Answering this question will provide a foundation upon which we can work to answer the more complicated questions that follow.\n",
    "\n",
    "- This will probably be the simplest research question, requiring only the data contained in our original data set. To explore this topic, we will use different visualization methods discussed in class to develop a better understanding of the data.\n",
    "\n",
    "**Is there a positive or a negative correlation between taxes paid and the pride of a given queer neighbourhood?** Taxes are influenced by a variety of socio-economic factors and we hope that in analyzing both tax data and our quantification of queerness on a geographic level, we'll be able to gleam insight into the question of how queerness and class are interrelated.\n",
    "\n",
    "- Similar again to the first research question posed, we'll need to find another data set containing geographically located tax data, which should be easy to acquire from the US government (for example, [in our cursory research, we found this data set from the IRS](https://www.irs.gov/statistics/soi-tax-stats-individual-income-tax-statistics-2018-zip-code-data-soi)).\n",
    "- This would bring the number of data sets used in this project up to three, which might present some challenges in terms of the amount of data wrangling necessary to bring it all together.\n",
    "- To measure this, we would rank the neighbourhoods presented in the gaybourhoods data set by pride (an open question which we will explore in a separate research question)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GEOID10</th>\n",
       "      <th>Tax_Mjoint</th>\n",
       "      <th>Mjoint_MF</th>\n",
       "      <th>Mjoint_SS</th>\n",
       "      <th>Mjoint_FF</th>\n",
       "      <th>Mjoint_MM</th>\n",
       "      <th>TaxRate_SS</th>\n",
       "      <th>TaxRate_FF</th>\n",
       "      <th>TaxRate_MM</th>\n",
       "      <th>Cns_TotHH</th>\n",
       "      <th>...</th>\n",
       "      <th>FF_Cns</th>\n",
       "      <th>FF_Index</th>\n",
       "      <th>MM_Tax</th>\n",
       "      <th>MM_Cns</th>\n",
       "      <th>MM_Index</th>\n",
       "      <th>SS_Index</th>\n",
       "      <th>SS_Index_Weight</th>\n",
       "      <th>Parade_Weight</th>\n",
       "      <th>Bars_Weight</th>\n",
       "      <th>TOTINDEX</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>90069</td>\n",
       "      <td>2120</td>\n",
       "      <td>1689</td>\n",
       "      <td>431</td>\n",
       "      <td>61</td>\n",
       "      <td>370</td>\n",
       "      <td>203.301887</td>\n",
       "      <td>28.773585</td>\n",
       "      <td>174.528302</td>\n",
       "      <td>12551</td>\n",
       "      <td>...</td>\n",
       "      <td>1.847099</td>\n",
       "      <td>6.724415</td>\n",
       "      <td>29.583721</td>\n",
       "      <td>18.704533</td>\n",
       "      <td>48.288254</td>\n",
       "      <td>55.012669</td>\n",
       "      <td>39.429995</td>\n",
       "      <td>10</td>\n",
       "      <td>17.647059</td>\n",
       "      <td>67.077054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>94114</td>\n",
       "      <td>5080</td>\n",
       "      <td>4036</td>\n",
       "      <td>1044</td>\n",
       "      <td>170</td>\n",
       "      <td>874</td>\n",
       "      <td>205.511811</td>\n",
       "      <td>33.464567</td>\n",
       "      <td>172.047244</td>\n",
       "      <td>16456</td>\n",
       "      <td>...</td>\n",
       "      <td>4.161579</td>\n",
       "      <td>9.834048</td>\n",
       "      <td>29.163165</td>\n",
       "      <td>19.415304</td>\n",
       "      <td>48.578469</td>\n",
       "      <td>58.412517</td>\n",
       "      <td>41.866815</td>\n",
       "      <td>0</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>61.866815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10011</td>\n",
       "      <td>5790</td>\n",
       "      <td>5166</td>\n",
       "      <td>624</td>\n",
       "      <td>97</td>\n",
       "      <td>527</td>\n",
       "      <td>107.772021</td>\n",
       "      <td>16.753022</td>\n",
       "      <td>91.018998</td>\n",
       "      <td>29762</td>\n",
       "      <td>...</td>\n",
       "      <td>1.531029</td>\n",
       "      <td>4.370779</td>\n",
       "      <td>15.428332</td>\n",
       "      <td>10.932081</td>\n",
       "      <td>26.360413</td>\n",
       "      <td>30.731192</td>\n",
       "      <td>22.026394</td>\n",
       "      <td>10</td>\n",
       "      <td>5.882353</td>\n",
       "      <td>37.908747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10014</td>\n",
       "      <td>3510</td>\n",
       "      <td>3229</td>\n",
       "      <td>281</td>\n",
       "      <td>74</td>\n",
       "      <td>207</td>\n",
       "      <td>80.056980</td>\n",
       "      <td>21.082621</td>\n",
       "      <td>58.974359</td>\n",
       "      <td>18786</td>\n",
       "      <td>...</td>\n",
       "      <td>2.482293</td>\n",
       "      <td>6.055939</td>\n",
       "      <td>9.996551</td>\n",
       "      <td>5.943318</td>\n",
       "      <td>15.939869</td>\n",
       "      <td>21.995808</td>\n",
       "      <td>15.765361</td>\n",
       "      <td>10</td>\n",
       "      <td>11.764706</td>\n",
       "      <td>37.530067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>94103</td>\n",
       "      <td>2660</td>\n",
       "      <td>2417</td>\n",
       "      <td>243</td>\n",
       "      <td>34</td>\n",
       "      <td>209</td>\n",
       "      <td>91.353383</td>\n",
       "      <td>12.781955</td>\n",
       "      <td>78.571429</td>\n",
       "      <td>12728</td>\n",
       "      <td>...</td>\n",
       "      <td>0.837431</td>\n",
       "      <td>3.004058</td>\n",
       "      <td>13.318386</td>\n",
       "      <td>4.961779</td>\n",
       "      <td>18.280165</td>\n",
       "      <td>21.284224</td>\n",
       "      <td>15.255337</td>\n",
       "      <td>10</td>\n",
       "      <td>10.588235</td>\n",
       "      <td>35.843573</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   GEOID10  Tax_Mjoint  Mjoint_MF  Mjoint_SS  Mjoint_FF  Mjoint_MM  \\\n",
       "0    90069        2120       1689        431         61        370   \n",
       "1    94114        5080       4036       1044        170        874   \n",
       "2    10011        5790       5166        624         97        527   \n",
       "3    10014        3510       3229        281         74        207   \n",
       "4    94103        2660       2417        243         34        209   \n",
       "\n",
       "   TaxRate_SS  TaxRate_FF  TaxRate_MM  Cns_TotHH  ...    FF_Cns  FF_Index  \\\n",
       "0  203.301887   28.773585  174.528302      12551  ...  1.847099  6.724415   \n",
       "1  205.511811   33.464567  172.047244      16456  ...  4.161579  9.834048   \n",
       "2  107.772021   16.753022   91.018998      29762  ...  1.531029  4.370779   \n",
       "3   80.056980   21.082621   58.974359      18786  ...  2.482293  6.055939   \n",
       "4   91.353383   12.781955   78.571429      12728  ...  0.837431  3.004058   \n",
       "\n",
       "      MM_Tax     MM_Cns   MM_Index   SS_Index  SS_Index_Weight  Parade_Weight  \\\n",
       "0  29.583721  18.704533  48.288254  55.012669        39.429995             10   \n",
       "1  29.163165  19.415304  48.578469  58.412517        41.866815              0   \n",
       "2  15.428332  10.932081  26.360413  30.731192        22.026394             10   \n",
       "3   9.996551   5.943318  15.939869  21.995808        15.765361             10   \n",
       "4  13.318386   4.961779  18.280165  21.284224        15.255337             10   \n",
       "\n",
       "   Bars_Weight   TOTINDEX  \n",
       "0    17.647059  67.077054  \n",
       "1    20.000000  61.866815  \n",
       "2     5.882353  37.908747  \n",
       "3    11.764706  37.530067  \n",
       "4    10.588235  35.843573  \n",
       "\n",
       "[5 rows x 29 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "\n",
    "gaybourhoods = pd.read_csv(\"../data/raw/gaybourhoods.csv\")\n",
    "gaybourhoods.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data wrangling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# NOTE: This cell will not work unless this file is in the repository. The source\n",
    "# can be found linked in the references section of the readme, however, it is too\n",
    "# big for GitHub to handle.\n",
    "\n",
    "#irs = pd.read_csv(\"../data/raw/irs_2015.csv\")\n",
    "\n",
    "# Naively splitting the IRS data set in two. More formal data wrangling will\n",
    "# come later\n",
    "#irs1 = irs.head(int(irs.shape[0] / 2))\n",
    "#irs2 = irs.tail(int(irs.shape[0] / 2))\n",
    "\n",
    "#irs1.to_csv(\"../data/processed/irs_2015_1\", index=False)\n",
    "#irs2.to_csv(\"../data/processed/irs_2015_2\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Now these two datasets can be joined and worked with\n",
    "irs = pd.concat([\n",
    "    pd.read_csv(\"../data/processed/irs_2015_1\"),\n",
    "    pd.read_csv(\"../data/processed/irs_2015_2\")\n",
    "])\n",
    "# irs.head()\n",
    "\n",
    "\n",
    "#selected data: ZIPCODE - this will be used in conjunction with the rest of the set\n",
    "            #   N2 - population of zip code\n",
    "            \n",
    "            #data of intrest\n",
    "                #     A11900\tTotal overpayments amount\n",
    "                #   AGI_STUB - metric for income\n",
    "\n",
    "# print(irs.loc[irs['zipcode']==90069])\n",
    "# df = {irs['zipcode'], irs['N2']}\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>zip</th>\n",
       "      <th>population</th>\n",
       "      <th>income</th>\n",
       "      <th>overall tax paid</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>166698.000000</td>\n",
       "      <td>1.666980e+05</td>\n",
       "      <td>166698.00000</td>\n",
       "      <td>1.666980e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>48877.636432</td>\n",
       "      <td>3.432536e+03</td>\n",
       "      <td>3.50000</td>\n",
       "      <td>1.844871e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>27146.337114</td>\n",
       "      <td>6.676873e+04</td>\n",
       "      <td>1.70783</td>\n",
       "      <td>5.785610e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>27040.000000</td>\n",
       "      <td>1.400000e+02</td>\n",
       "      <td>2.00000</td>\n",
       "      <td>1.600000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>48879.000000</td>\n",
       "      <td>5.100000e+02</td>\n",
       "      <td>3.50000</td>\n",
       "      <td>1.440000e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>70607.000000</td>\n",
       "      <td>2.000000e+03</td>\n",
       "      <td>5.00000</td>\n",
       "      <td>6.310000e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>99999.000000</td>\n",
       "      <td>9.566490e+06</td>\n",
       "      <td>6.00000</td>\n",
       "      <td>1.557123e+07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 zip    population        income  overall tax paid\n",
       "count  166698.000000  1.666980e+05  166698.00000      1.666980e+05\n",
       "mean    48877.636432  3.432536e+03       3.50000      1.844871e+03\n",
       "std     27146.337114  6.676873e+04       1.70783      5.785610e+04\n",
       "min         0.000000  0.000000e+00       1.00000      0.000000e+00\n",
       "25%     27040.000000  1.400000e+02       2.00000      1.600000e+01\n",
       "50%     48879.000000  5.100000e+02       3.50000      1.440000e+02\n",
       "75%     70607.000000  2.000000e+03       5.00000      6.310000e+02\n",
       "max     99999.000000  9.566490e+06       6.00000      1.557123e+07"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#wrangle tax\n",
    "taxdf = pd.DataFrame(zip(irs['zipcode'], irs['N2'], irs['agi_stub'], irs['A11901']))\n",
    "taxdf.columns=('zip', 'population', 'income', 'overall tax paid')\n",
    "taxdf.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>zip</th>\n",
       "      <th>gay tax rate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2328.000000</td>\n",
       "      <td>2328.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>48616.478522</td>\n",
       "      <td>4103.440722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>35481.240641</td>\n",
       "      <td>3140.699446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1730.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>11362.750000</td>\n",
       "      <td>1767.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>46351.000000</td>\n",
       "      <td>3635.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>80234.250000</td>\n",
       "      <td>5745.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>98686.000000</td>\n",
       "      <td>24560.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                zip  gay tax rate\n",
       "count   2328.000000   2328.000000\n",
       "mean   48616.478522   4103.440722\n",
       "std    35481.240641   3140.699446\n",
       "min     1730.000000      0.000000\n",
       "25%    11362.750000   1767.500000\n",
       "50%    46351.000000   3635.000000\n",
       "75%    80234.250000   5745.000000\n",
       "max    98686.000000  24560.000000"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#wrangle gay\n",
    "gaydf = pd.DataFrame(zip(gaybourhoods['GEOID10'], gaybourhoods['Tax_Mjoint']))\n",
    "gaydf.columns=(('zip', 'gay tax rate'))\n",
    "\n",
    "gaydf.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>zip</th>\n",
       "      <th>population</th>\n",
       "      <th>gay tax rate</th>\n",
       "      <th>overall tax paid</th>\n",
       "      <th>income</th>\n",
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       "  <tbody>\n",
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       "      <th>count</th>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       zip  population  gay tax rate  overall tax paid  income\n",
       "count  0.0         0.0           0.0               0.0     0.0\n",
       "mean   NaN         NaN           NaN               NaN     NaN\n",
       "std    NaN         NaN           NaN               NaN     NaN\n",
       "min    NaN         NaN           NaN               NaN     NaN\n",
       "25%    NaN         NaN           NaN               NaN     NaN\n",
       "50%    NaN         NaN           NaN               NaN     NaN\n",
       "75%    NaN         NaN           NaN               NaN     NaN\n",
       "max    NaN         NaN           NaN               NaN     NaN"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#merge\n",
    "df = pd.merge(taxdf, gaydf)\n",
    "\n",
    "# print(df)\n",
    "\n",
    "df2 = df.groupby(df['zip']).aggregate({ 'zip':'first',\n",
    "                                        'population': 'sum',\n",
    "                                        'gay tax rate':'first',\n",
    "                                        'overall tax paid':'first',\n",
    "                                        'income':'first'\n",
    "                                                                })\n",
    "\n",
    "df2.to_csv(\"../data/processed/tax_and_gay.csv\")\n",
    "df2.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>zip</th>\n",
       "      <th>population</th>\n",
       "      <th>gay tax rate</th>\n",
       "      <th>overall tax paid</th>\n",
       "      <th>income</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>zip</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1730</th>\n",
       "      <td>1730</td>\n",
       "      <td>13570.0</td>\n",
       "      <td>3260</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1731</th>\n",
       "      <td>1731</td>\n",
       "      <td>2450.0</td>\n",
       "      <td>550</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1742</th>\n",
       "      <td>1742</td>\n",
       "      <td>17170.0</td>\n",
       "      <td>4220</td>\n",
       "      <td>297.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1760</th>\n",
       "      <td>1760</td>\n",
       "      <td>34350.0</td>\n",
       "      <td>7880</td>\n",
       "      <td>468.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1770</th>\n",
       "      <td>1770</td>\n",
       "      <td>4310.0</td>\n",
       "      <td>1060</td>\n",
       "      <td>46.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98682</th>\n",
       "      <td>98682</td>\n",
       "      <td>57010.0</td>\n",
       "      <td>11080</td>\n",
       "      <td>703.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98683</th>\n",
       "      <td>98683</td>\n",
       "      <td>30700.0</td>\n",
       "      <td>6470</td>\n",
       "      <td>358.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98684</th>\n",
       "      <td>98684</td>\n",
       "      <td>27630.0</td>\n",
       "      <td>5390</td>\n",
       "      <td>371.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98685</th>\n",
       "      <td>98685</td>\n",
       "      <td>27540.0</td>\n",
       "      <td>6490</td>\n",
       "      <td>298.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98686</th>\n",
       "      <td>98686</td>\n",
       "      <td>17800.0</td>\n",
       "      <td>4120</td>\n",
       "      <td>215.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2184 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         zip  population  gay tax rate  overall tax paid  income\n",
       "zip                                                             \n",
       "1730    1730     13570.0          3260             150.0       1\n",
       "1731    1731      2450.0           550               0.0       1\n",
       "1742    1742     17170.0          4220             297.0       1\n",
       "1760    1760     34350.0          7880             468.0       1\n",
       "1770    1770      4310.0          1060              46.0       1\n",
       "...      ...         ...           ...               ...     ...\n",
       "98682  98682     57010.0         11080             703.0       1\n",
       "98683  98683     30700.0          6470             358.0       1\n",
       "98684  98684     27630.0          5390             371.0       1\n",
       "98685  98685     27540.0          6490             298.0       1\n",
       "98686  98686     17800.0          4120             215.0       1\n",
       "\n",
       "[2184 rows x 5 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\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>zip</th>\n",
       "      <th>population</th>\n",
       "      <th>gay tax rate</th>\n",
       "      <th>overall tax paid</th>\n",
       "      <th>income</th>\n",
       "      <th>lat</th>\n",
       "      <th>long</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2184.000000</td>\n",
       "      <td>2184.000000</td>\n",
       "      <td>2184.000000</td>\n",
       "      <td>2184.000000</td>\n",
       "      <td>2184.0</td>\n",
       "      <td>2184.000000</td>\n",
       "      <td>2184.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>48935.203297</td>\n",
       "      <td>26691.730769</td>\n",
       "      <td>4373.997253</td>\n",
       "      <td>596.719322</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.016518</td>\n",
       "      <td>-91.296804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>35451.335807</td>\n",
       "      <td>17960.713867</td>\n",
       "      <td>3054.620840</td>\n",
       "      <td>615.174358</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.210272</td>\n",
       "      <td>18.476699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1730.000000</td>\n",
       "      <td>160.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>25.572213</td>\n",
       "      <td>-123.118977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>11360.750000</td>\n",
       "      <td>13337.500000</td>\n",
       "      <td>2110.000000</td>\n",
       "      <td>217.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>33.997027</td>\n",
       "      <td>-105.037767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>60023.500000</td>\n",
       "      <td>24070.000000</td>\n",
       "      <td>3900.000000</td>\n",
       "      <td>434.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>39.930150</td>\n",
       "      <td>-87.603617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>80227.250000</td>\n",
       "      <td>35640.000000</td>\n",
       "      <td>5902.500000</td>\n",
       "      <td>777.250000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>40.960828</td>\n",
       "      <td>-74.310179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>98686.000000</td>\n",
       "      <td>114420.000000</td>\n",
       "      <td>24560.000000</td>\n",
       "      <td>9166.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>47.916786</td>\n",
       "      <td>-70.758184</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                zip     population  gay tax rate  overall tax paid  income  \\\n",
       "count   2184.000000    2184.000000   2184.000000       2184.000000  2184.0   \n",
       "mean   48935.203297   26691.730769   4373.997253        596.719322     1.0   \n",
       "std    35451.335807   17960.713867   3054.620840        615.174358     0.0   \n",
       "min     1730.000000     160.000000      0.000000          0.000000     1.0   \n",
       "25%    11360.750000   13337.500000   2110.000000        217.000000     1.0   \n",
       "50%    60023.500000   24070.000000   3900.000000        434.000000     1.0   \n",
       "75%    80227.250000   35640.000000   5902.500000        777.250000     1.0   \n",
       "max    98686.000000  114420.000000  24560.000000       9166.000000     1.0   \n",
       "\n",
       "               lat         long  \n",
       "count  2184.000000  2184.000000  \n",
       "mean     38.016518   -91.296804  \n",
       "std       5.210272    18.476699  \n",
       "min      25.572213  -123.118977  \n",
       "25%      33.997027  -105.037767  \n",
       "50%      39.930150   -87.603617  \n",
       "75%      40.960828   -74.310179  \n",
       "max      47.916786   -70.758184  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## take the dataset & add long/lat\n",
    "## props to Nat for creating the backbone I used to zipcode -> long/lat\n",
    "\n",
    "cords = pd.read_csv(\"../data/raw/zip_lat_long.csv\")\n",
    "gaydf = pd.read_csv(\"../data/processed/tax_and_gay.csv\")\n",
    "\n",
    "# Let's add long/lat columns to gb\n",
    "gaydf = gaydf.merge(cords, left_on=\"zip\", right_on=\"ZIP\")\n",
    "\n",
    "# // unneded was already filtered out\n",
    "\n",
    "# There's a lot of info baked into some of these columns. Especially the composite indexes.\n",
    "# We'll leave their names as is for easy reference even if they're a little ugly.\n",
    "gaydf = gaydf.rename({\n",
    "    \"LAT\": \"lat\",\n",
    "    \"LNG\": \"long\",\n",
    "}, axis=\"columns\")\n",
    "\n",
    "# gb.to_csv(\"../data/processed/gaybourhoods-nat.csv\")\n",
    "# gb.head()\n",
    "\n",
    "# unperson unneccesary zip codes\n",
    "del gaydf['zip.1']\n",
    "del gaydf['ZIP']\n",
    "\n",
    "gaydf.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pride parade index</th>\n",
       "      <th>gay bars index</th>\n",
       "      <th>lat</th>\n",
       "      <th>long</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>34.093828</td>\n",
       "      <td>-118.381697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>37.758057</td>\n",
       "      <td>-122.435410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>40.742039</td>\n",
       "      <td>-74.000620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>40.734012</td>\n",
       "      <td>-74.006746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>37.773134</td>\n",
       "      <td>-122.411167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2323</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>45.528666</td>\n",
       "      <td>-122.678981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2324</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>47.606211</td>\n",
       "      <td>-122.333792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2325</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>47.449678</td>\n",
       "      <td>-122.307657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2326</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>47.604569</td>\n",
       "      <td>-122.335359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2327</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>47.649339</td>\n",
       "      <td>-122.310294</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2328 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      pride parade index  gay bars index        lat        long\n",
       "0                      1              15  34.093828 -118.381697\n",
       "1                      0              17  37.758057 -122.435410\n",
       "2                      1               5  40.742039  -74.000620\n",
       "3                      1              10  40.734012  -74.006746\n",
       "4                      1               9  37.773134 -122.411167\n",
       "...                  ...             ...        ...         ...\n",
       "2323                   0               0  45.528666 -122.678981\n",
       "2324                   0               0  47.606211 -122.333792\n",
       "2325                   0               0  47.449678 -122.307657\n",
       "2326                   0               0  47.604569 -122.335359\n",
       "2327                   0               0  47.649339 -122.310294\n",
       "\n",
       "[2328 rows x 4 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gaydf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "#compare taxes paid by queers to taxes paid by general\n",
    "\n",
    "plot1 = sns.scatterplot(data=gaydf, x=\"long\", y=\"lat\")\n",
    "_ = plot1.set(xlabel=\"Long\", ylabel=\"Lat\", title=\"t plot\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The next step is to compare the gay data to the typical data, so the following models are used to compare the taxes each group paid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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x1q1bx7hx4xg0aBCPPPIIhYWFOBwO3n//fR599NFmnd9CoVCsc926devw+/2xfg5NZX/+858zadKkFo/XdL9+8ODBrF69mnfffZeZM2fy73//m6eeeoq77747Nnx0f5imycknn8zOnTu57bbbGDRoEB6Ph61bt3LppZd2SKe+fZGens7pp5/Oyy+/zN13380bb7xBKBTa46iyAQMGYLPZWLp0aatlQqEQq1ev5sgjj4xt0zQNpVSzsqZpxj23LIucnJxYgrWrpk6lTdfxH//4B3l5ec3K7TpKxul0ouuJ+3/KMIy92r7rtdqf17eWmJqm2eLr2xrTvrIsC03T+OCDD1o8VnJycuznP//5z1x66aX897//5aOPPuLaa6/lgQce4Kuvvtqnfh8ddW5tqdeyLE4++eRW+40dcsghuz2Gy+VqNmCgSVOLVWt925KSkjjuuOM47rjjyMrK4t577+WDDz5o9fNStEwSGRHnnXfeIRQK8fbbb8f9N9PSLQFoHGmzcuVK/vSnP3Hbbbdx++2388QTTwDERviYphn772Z3PB4PEydOZOLEiYTDYc4++2zuv/9+7rjjjlY/CJo0tQQ0UUrx/fffxxKlZcuWsWbNGl588UUuueSSWLlZs2btMa6ioiIsy2LdunVx/+2vXr16j6/dmxibXHLJJZx55pnMnz+fl19+mUMPPTTWMbE1SUlJjBs3jo8//piNGzdSVFTUrMzrr79OKBSKjfSAxsSppeb7XVsu+vXrx8cff8wxxxwTd4tuV02tVjk5OW36nbdVdnY2Xq+X5cuX77ZcUVFRi7+XVatWxfZ3Funp6dTU1DTbvnHjRvr27dsux9ibmXv79euHUoo+ffrs8csbYPjw4QwfPpy77rqLuXPncswxx/C3v/2N3//+9/sT8l5pj5mJ+/XrR0NDwz6/X4uKiprdsmzS9F5sy/uu6ZZpWVnZPsVxMJNbSyJO038wP/6Ppba2lhdeeKFZ2a+//po//elPXH/99dx0003ccsstPPnkk3z++eexus455xz+/e9/t/gF9ONhxjt27Ijb53A4GDJkCEopIpHIHuN+6aWX4m6rvPHGG5SVlXHqqae2el5KKR5//PE91t1UR1OC1mRvRzPsKcYfHy8rK4s//vGPfP75522e4+euu+5CKcWll17a7D/E0tJSbr31VgoLC/nFL34R296vXz9WrVoV97tYsmRJs9t6559/PqZp8rvf/a7ZcaPRaOwLuaSkBK/Xyx/+8IcWf28tDS1vC13XOeuss3jnnXdYsGBBs/1Nv9fTTjuNb775hnnz5sX2+Xw+nn32WXr37s2QIUP26fgdoV+/fnz11VdxQ8fffffddp2Bual1tKWEaVdnn302hmFw7733NmsJUUrF/kbr6uqa9RUaPnw4uq43G6Le0ZrmHGrL+bXm/PPPZ968eXz44YfN9tXU1DQ7112ddtppbNmyhbfeeitueygU4u9//zs5OTkcdthhse2zZ89usZ6mvnJ7e8taSIuM2MUpp5yCw+HgjDPO4Je//CUNDQ0899xz5OTkxP2nEAwGmTRpEgMGDOD+++8HGueqeOedd7jssstYtmwZHo+HBx98kE8//ZQxY8Zw5ZVXMmTIEHbu3Mm3337Lxx9/zM6dO2PHzcvL45hjjiE3N5eVK1fy5JNPMmHChD12YAXIyMjg2GOP5bLLLqOiooLHHnuM/v37c+WVVwIwaNAg+vXrx80338zWrVvxer38+9//btM9+FGjRnHhhRfy1FNPUVtby9FHH83s2bObzeGxvzE2sdvtXHDBBTz55JMYhsGFF17YpvqPPfZYHn30Ua6//npGjBjBpZdeSn5+PqtWreK5555D13XeeuutuMnwLr/8ch555BFKSkqYPHkylZWV/O1vf2Po0KHU1dXFyh1//PH88pe/5IEHHmDx4sWccsop2O121q5dy4wZM3j88cc599xz8Xq9PP300/ziF7/gsMMO44ILLiA7O5tNmzbx3nvvccwxx/Dkk0/u1XVr8oc//IGPPvqI448/nilTpjB48GDKysqYMWMG//vf/0hLS+P222/nX//6F6eeeirXXnstGRkZvPjii5SWlvLvf/87obexdnXFFVfwxhtv8JOf/ITzzz+fdevW8c9//rNZX6z94Xa7GTJkCK+99hqHHHIIGRkZDBs2rMW+Rv369eP3v/89d9xxBxs2bOCss84iJSWF0tJS3nzzTaZMmcLNN9/MJ598wtVXX815553HIYccQjQa5R//+EfsH5cDadSoURiGwR//+Edqa2txOp2xObDa6pZbbuHtt9/m9NNPjw3N9vl8LFu2jDfeeIMNGzaQlZXV6uunTJnC888/z3nnncfll1/OoYceyo4dO3jttddYvnw5L730Ulwn7TPPPJM+ffpwxhln0K9fP3w+Hx9//DHvvPMORxxxBGecccZ+XZOD0oEcIiU6n5aGX7/99ttqxIgRyuVyqd69e6s//vGP6vnnn48bPnrDDTcowzDU119/HffaBQsWKJvNpq666qrYtoqKCjV16lRVWFio7Ha7ysvLU+PGjVPPPvtsrMwzzzyjxo4dqzIzM5XT6VT9+vVTt9xyi6qtrd1t/E1DU//1r3+pO+64Q+Xk5Ci3260mTJgQN6RaKaW+++47NX78eJWcnKyysrLUlVdeqZYsWdJseOSuw1KVUioQCKhrr71WZWZmKo/Ho8444wy1efPmvRp+3ZYYm3zzzTcKUKeccspu627JF198oc4880yVlZWlNE1TgMrJyVFlZWUtlv/nP/+p+vbtqxwOhxo1apT68MMPmw2TbfLss8+q0aNHK7fbrVJSUtTw4cPVrbfeqrZt29bsnEtKSlRqaqpyuVyqX79+6tJLL1ULFiyIlZk0aZLyeDx7dW4bN25Ul1xyicrOzlZOp1P17dtXTZ06NW5Y8rp169S5556r0tLSlMvlUkceeaR69913m8VHC0OIX3jhBQU0G+Ld9J6oqqqKbQPU1KlT48o1DSd++OGH23S8P//5z6pHjx7K6XSqY445Ri1YsKDV4de7vrbpWD9+77b0e5s7d64aPXq0cjgcce/Xlt7nSin173//Wx177LHK4/Eoj8ejBg0apKZOnapWr16tlFJq/fr16vLLL1f9+vVTLpdLZWRkqBNPPFF9/PHHzeraVWvDr3e9XkqpNv1tKaXUc889p/r27asMw4gbit3asOiWphyor69Xd9xxh+rfv79yOBwqKytLHX300epPf/pT3PD81lRXV6sbbrhB9enTR9ntduX1etWJJ56oPvjgg2Zl//Wvf6kLLrhA9evXT7ndbuVyudSQIUPUnXfeGTdkX7SdplQ79RQTIgE+++wzTjzxRGbMmMG5556b6HDazZIlSxg1ahQvvfRS3K2gffG73/2Ou+++mzvvvPOA9l8QQogDQW4tCdEJPffccyQnJ8dmY90fv/3tb9m2bRv3338/vXr1YsqUKe0QoRBCdA6SyAjRibzzzjt89913PPvss1x99dXttoDi008/3Wy9LCGE6A4kkRGiE7nmmmuoqKjgtNNOa5f5c4QQoruTPjJCCCGE6LI6z1hEIYQQQoi9JImMEEIIIbqsbt9HxrIstm3bRkpKSrtMZy2EEEKIjqeUor6+noKCgt1OZtntE5lt27Y1W4lWCCGEEF3D5s2bd7sYabdPZJqmt9+8eTNerzfB0QghhBCiLerq6igsLNzjMjXdPpFpup3k9XolkRFCCCG6mD11C5HOvkIIIYTosiSREUIIIUSXJYmMEEIIIbosSWSEEEII0WVJIiOEEEKILksSGSGEEEJ0WZLICCGEEKLLkkRGCCGEEF2WJDJCCCGE6LK6/cy+iRANhcC00Gw2DIc90eEIIYQQ3ZYkMu0oGgwR2lHNzhWrUKZFcu9C3Lk5aIYNV6on0eEJIYQQ3Y4kMu0kGggQ9fuxzDDZo0cAUPntSmq/30xq/yJQ2bjSZK0nIYQQoj1JH5l2EK6rJ+oPoRk2nGlpaDaDQEUZWSMOIVC1k22ff8PmD78gVNeQ6FCFEEKIbkUSmf0UqvcBEN5ZTsP6VdR/v5LAto14evTADDSQPXpIY7nqOmrXbkQplchwhRBCiG5FEpn9EAkE0TVFw4Y1ROprY9vNQID6datxZWbi7d0jtr1m9XoiPn8iQhVCCCG6JUlk9oMZCBCuqUZFoy3uD1RsQzOM2HNlWSjTPFDhCSGEEN2eJDL7KOLz49tahhlqvYUl6vOh6zqarTGZSend80CFJ4QQQhwUJJHZRyoaJbSjBk1vfeCXbrehlIWKmtiS3KT264mmgSWtMkIIIUS7kERmH0UCIYLbd2JLbn1ItTM7j1Ctj6xRg+nz05MI19YQrg+Aph3ASIUQQojuSxKZfWSFI6T0KaS+dDOu3IJm+x3pmZhR0HSN9MF9UcrCmZ6JGQ5jhVvuUyOEEEKIvSOJzD6ye9y4c3MI7qihfkMZSYV9ceUW4MrOJ6X/IDRnMqGdddjcLrZ/uxxlmtSu34QzzUs0GEx0+EIIIUS3IInMPtKdDioXriC5qBdJBXnUb9hKqC6IZndTseA7dixdQ1JuJpF6H/UbtqDpOp78XML+AMq0Eh2+EEII0S3IEgX7yJHsIWPoALZ+Mg/D6cCZnooVrSC4vRqAXj8ZizLDBKt2ouk6mmHD7k1m5+qNZA3tl+DohRBCiO5BWmT2gyc/m5S+hZihMP7yqlgSkzF0AIZdw57koXr193j79kJZimggjDMtGUeyO8GRCyGEEN2DtMjsB7snidwxI8kafgh1G7aiaRrJPXMBE8Plwl9VjW63kzFiEA1VtTiSXKQWFaDpkj8KIYQQ7UESmf3kSPYQBby98jGcdqxIFGWBGTHRbAZ5x46hfFkp2YOKcKWnoP9opl8hhBBC7B9JZPaTpmnYU5Ix3C4ivgDh+iCRUITkHA92uwNlKfJHDcCRnJToUIUQQohuRxKZdqLbbDhTU7AlJxGpb1y2wHDYsLtcaIbcShJCCCE6giQy7cwwDIy0lESHIYQQQhwUpKlACCGEEF2WJDJCCCGE6LIkkRFCCCFElyWJjBBCCCG6LElkhBBCCNFlSSIjhBBCiC5LEhkhhBBCdFmSyAghhBCiy5JERgghhBBdliQyQgghhOiyJJERQgghRJcliYwQQgghuixZNLIdRIMhrFAIpRRoOmg69iQnuk0urxBCCNGR5Jt2H0UDAaLBIFY4Qn3pJpIK8jDsdqKhEI5kD3U7akjKTseRnJToUIUQQohuSxKZfRANBFDRCJqmoRk2vH2LqFm9lkhtPbYkN6mDBuDO9GIGg0RsBnaXM9EhCyGEEN2S9JHZS9FgkGBlOWYohNIMonX1VHwxj1DldqxQiHB1DVXz5uPfug1sNlQkmuiQhRBCiG5LEpm9YEXCmAE/4eqdGC4XKhym5rtVLZatXbkGQ9cIVtcRqNyOMq0DHK0QQgjR/UkisxesaJTQ9kpc2TlYpsIKhTFDoZYLK0Wkrh5bkovKb74l4vcf2GCFEEKIg4AkMnvBDIWwolF0hxN0DTRt9y/QNDRlYfN4qC/d2DiqSQghhBDtRhKZvaHrONIysRSggWbo2FOSWyyqGQZoGlYkijJNgturUaZ5YOMVQgghujlJZPaCYXdg93oJB8NYpsLwJJE2dHBj0rKLzNGj2Ll8FYbLSaByO47UFGmREUIIIdqZDL/eC5qmEfaHcaan4dteR2puGraUFHKPOxr/1jIidbXYPB48RYVUf7cWw52EZTaOWvIUFmCFwhh2e4LPQgghhOg+pEVmL2h2O9FgCF2BzeUk0uDHUiaa04EzJ5ukXr2Ihk02fzQHw+kkY+hAti9YQv7YYurWlRKuq0v0KQghhBDdirTI7AXdMLB73ESDITQzgu5yU/qfj0g9pDdZwwdj2W2k9O6Jt19vdLsNMxIm9+gjQCmC5RV4+xQl+hSEEEKIbqXTtMg8+OCDaJrG9ddfH9t2wgknNM6e+6PHr371q8QFCThSktAUGLqOUorU/r2pWbme719/j40ffE753EVs/ugLSt/+GMNmR5lRti9aApqGPSUlobELIYQQ3U2naJGZP38+zzzzDCNGjGi278orr+S+++6LPU9KSuzaRYbdjs3jpn7DFqwfEplwXT3+sirMYAgzGEJ3Ouh1ynFYkTD+bWVEamrJPHQkhixVIIQQQrSrhCcyDQ0NXHzxxTz33HP8/ve/b7Y/KSmJvLy8BETWOkdyEilFBdSt34RSFtmHDQcU4Xof9iRX45BsHerXrkdZJnljj8HhTUFvYXSTEEIIIfZdwm8tTZ06lQkTJjB+/PgW97/88stkZWUxbNgw7rjjDvydZIZcw2HH26cXht2GskzQQDdAs9uoK9tJxB/Gme4lKT8He0oyuoxWEkIIIdpdQltkXn31Vb799lvmz5/f4v6LLrqIoqIiCgoKWLp0KbfddhurV6/mP//5T6t1hkIhQj9aNqCug0YKGU4nCoVlRbEafGiGjuF0oukGKTlesKLYcnPR7XZJYoQQQogOkrBEZvPmzVx33XXMmjULl8vVYpkpU6bEfh4+fDj5+fmMGzeOdevW0a9fvxZf88ADD3Dvvfd2SMy7sjldGHYHht2BFQ6jLAvD6cRwu+Q2khBCCHEAaCpB082+9dZb/OxnP8P40Re+aZpomoau64RCobh9AD6fj+TkZGbOnElJSUmL9bbUIlNYWEhtbS1er7djTkYIIYQQ7aquro7U1NQ9fn8nrEVm3LhxLFu2LG7bZZddxqBBg7jtttuaJTEAixcvBiA/P7/Vep1OJ06njA4SQgghDgYJS2RSUlIYNmxY3DaPx0NmZibDhg1j3bp1vPLKK5x22mlkZmaydOlSbrjhBsaOHdviMG0hhBBCHHwSPvy6NQ6Hg48//pjHHnsMn89HYWEh55xzDnfddVeiQxNCCCFEJ5GwPjIHSlvvsQkhhBCi82jr93fC55ERQgghhNhXksgIIYQQosuSREYIIYQQXZYkMkIIIYTosiSREUIIIUSXJYmMEEIIIbosSWSEEEII0WVJIiOEEEKILksSGSGEEEJ0WZLICCGEEKLLkkRGCCGEEF2WJDJCCCGE6LIkkRFCCCFElyWJjBBCCCG6LElkhBBCCNFlSSIjhBBCiC5LEhkhhBBCdFmSyAghhBCiy5JERgghhBBdliQyQgghhOiyJJERQgghRJcliYwQQgghuixJZIQQQgjRZUkiI4QQQoguSxIZIYQQQnRZksgIIYQQosuyJToAIYQQQnR+ZihMNBhEmRZKN9A1UJaJioYwnC4MlxvD4TjgcUmLjBBCCCF2K+LzU736ezSbDcPhwNAh6vNTtfA7ateXYZnQsHkjZjh0wGOTREYIIYQQrYoEAkQDQbz9+4BSWNEIAHZvClkjB5KUn0Ppfz/GmZZFcMd2lFIHND5JZIQQQgjRoojPjzItbG4XRCKYAT/KNAls30GouhrD5cRw2OlxUjHlXy9BM+xYkfABjVESGSGEEEI0o5TCDIfRDB3fls2YoSAqEsEM+HCleXGmeqkr3YQ92Y0r3UukvgHd5oAD2yAjnX2FEOJgoywLZVlohoGmaYkOR3RSViSC4XTi37YNR0oKtd+tQFlWbL87v4CU3j1RERMjyUXPk48FQDOMAxqnJDJCCNHNmeEoIX8ATItoIAQa2D1uor4Ado8LpzcZTZcGehFPKQWWiTM1leplS2GXvi+Bsm04UlOxlI7hdmI4HaAUuu3AphbyzhVCiG4sUNOAr7oOQ9ewu+24Mzw4k90QjWBPcqLbDcINvkSHKTojy0IBoZ07myUxTRo2bcThTUYBhqFjhQ9s/xiQREYIIbqtUIMfZUVxexwEyzZRu3IZVjiCFY1iRaKNhZSGbrcR9vkTG6zofJRCNwysUOtDqs1gEE3XsIJhzGiUuu/XYR7gZEZuLQkhRHdlRrE7bdSuXI6m6aT0G8yW2XMJVdfGiiQX9SBvzCiU3FoSu7IZKFNh93oJVlW2WMSenAKAb+MGnFlZGA4HViR6QCfGk3euEEJ0Q0opoqEQoe1VqGgUT58BbP7oi8YkRtdxeJOxedw0bNxK1aIVYJnSKiPiaIAyozizstBa6feS3KcP6Dq+zVvwb9mK4XY3vvAAkhYZIYTohqxwBLvTga+iBnQdKxIlXO8jc+QQHOmpNJTvxOZy4M7wUrtmPVYohJHkTnTYohPRbXbCdQ0YbhcZI0dRt2Y1kfr6xn0OB8l9+2G43FTO/eqHF2joDvsBX6ZAEhkhhOiONEA3wLCRMnAooaoa8o45nG3frqV6/XwyBxbhSHJRuWw9uSP7Y5lgHOAZWUXnpuk69uQkwjX16E4HqYOHYIUjKKUwnA6ikQjln34WK5/cqxe25OQDPmpJEhkhhOiGDIeDiD+IO68Aw+nEnualZvl63Okp9PpFCZHanRhOJ7nDClGaHc1moKIRzEgUwy5fDaKR4XRh9yqi9Q3Ub9lMSp8+1K75nkB5OfxoThlXTja2ZA92T9IBj1HerUII0U3pNhua7iDqD4CmEQkEyeydjaFb2POyidTXgRnG4XWjO2xEAz5snuREhy06EU3TsCclNa6xtDVC9bJlpA4ahCs7E//WMjRdJ7moEFtyMnaPJyExSiIjhBDdlBWJojts7Fy6kozhQ8kZ2gebQye0sxKzvCFWLrSjEkdmDu7cPLAszGgEw2ZPYOSis7F7PKQNGUK4poa6779HdzhI6dsHW7IHzTCwOZ0Ji00SGSGE6KYcXg+RBj+Byh3oDhs0mKhoFNPX0KxseEclrqxsLDQwQdcNme1XxLG5XNjy8nBlZaF+mMG3MyxxIe9SIYTopnTDAA1sLifKNHGkeAjt3N5q+WBlOdoPE6Ad6EnNRNeh22wYdnunSGJAEhkhhOjWDKeD9KED8W3a2jgs1jJbLassE1D4y8t/+FmIzk8SGSGE6MZsTifunCwigQBKgd2b1mpZZ0YWKLD8DQd6TjMh9pkkMkII0d1pkDqgLxoKV24+mmE0K6I7XRhuDwqFZVrQSW4bCLEnksgIIUQ3Z9jt6LrG+rdmE6xpIHXgMBwZmaDpaIaBKzcf74BBgMKKRHHn5qHZD+zsrELsKxm1JIQQ3ZzhdBANR+j1k7Fs+XQeZjhM1qghJPcd2DgLq65jRSJodjvB8nI8PXpgHODZWcX+U0oRDQbhxzM06zp2lytxQR0A8k4VQoiDgDPFQ1jT6PWTsY3TzFsWmm6g2Qw0XcOyHKhIhKT8HthcsuZSVxPx+1GWha5rjUmprqPZbFimSdjnQ9d0bN10LS1JZIQQ4iDhSG6cPt6MRLCiUVAWaBANRRrnjTFs2Lvpl113FgkEwLIIVVUQKN8W2647HHgHDkGzNyapEb+/cZbebkYSGSGEOMgYdjuGvXHmXisSxbA7DvhCf6J9mNEoyjSJ1tfGJTHunoW4s/PAMlFmFM3QQdOJBoLY3N3rVpO8c4UQ4iCmywKRXZqKRtE0Df/WzbFtaaNGoyuINDSgohZmOILhsGO4nBjO7rf0hLyDhRBCiC5M08CKREgddijoBjoQCQQJ7mxAsxlYERMrqvBX7iSlMB/DpTrNrLztQRIZIYQQoguK+P1YoQiGy07aqMOxIiY2m46KRDBDEbbMW0bD1qpY+YyBRTi8KWg2A0dK91nlXOaREUIIIbqYaCBIw4YtbHr/YzBsmBEz1soSDZuse39uXBIDsHP1RiqXrcOKdq/lJySREUIIIbqYaCCAaZoUnXUqlmWh2ww0mw66TjQYxl+5s8XXbV8hiYwQQgghEkgphRlVJBXk46sPomkauqZBJIx/y0bC9b7WX2sprIgkMkIIIYRIkHCDH7vbgW63YZkWGqApi7o13xGtr4vNF9QSTde63Ug1SWSEEEKILkXh27SRoD+MzdE4e2+gYlvj0gSWheGwk5Sd3uIrMwf3obstbS6JjBBCCNGJRf0BIn4/ZihEJPDDraQkN8qyqNpYAZYi6msAwIqE0Ww6vU8+kuT8rLh6Mg4pImtIH3Rb89XPu7Lu1b4khBBCdBPRUISwP4imTDQ0TMNE08CMKmwpGeg2g5ryanoO6onucGIG/ACY9TUEdvrIGtqHnscdihWNYthtNGypIFznw9unR4LPrH1JIiOEEEJ0MsF6P1bUxNAUVjRMNOAH3cCWlIxhc/DlE2+RnJfBwJ+MwYyYuHILiNRWN762YispPfsSrgtQ9uW3hGrqcaV7yTtqJCmFud1uZXNNqR+v99391NXVkZqaSm1tLV6vN9HhCLFPLNPECoeINPiwud2gLCIN9eh2O/ZkL7rdjmZ0r+ZiIQ5Wwdp6AttrScpMIVC+CSscitvvzivE5klhxdtz2bpgDUdfczZJ2V7Mumr8Wzc19pUBjCQP7oIiNN0ATcPmdmF0oY6+bf3+7jpnJMRByopECFRWUr+hlMxDD8W/cT1R/4+HV2ok9x2Aw5sqyYwQXVzYF2DzZwvx9srFZgs1S2IAAuVbSOk/mENOGoVSihVvzmHUL07B0tykDhmJFQwAYLjdKE0HpbC7u++q5p2ms++DDz6Ipmlcf/31sW3BYJCpU6eSmZlJcnIy55xzDhUVFYkLUogDLOIPEvH7qVu7hozhIwhVVeySxAAoGtavwYpEEhKjEKL9BHfUsnNlKRkDConU1rRSSmEGGti+9DsGn3okNZsqQSncKS6UUujuJBq2bKHqq3mEd2zH5upeq13vqlMkMvPnz+eZZ55hxIgRcdtvuOEG3nnnHWbMmMHnn3/Otm3bOPvssxMUpRAHjrIs/FU7Gx9bt+IdeAgok9DO7a2+JlJfewAjFEK0N6UUVUvX4spMRZkm0HrPD2WaqIiJb2s5mYf0RNM0zKAfTSnqS0uJ1FST0rcfrqzsbrVAZEsSnsg0NDRw8cUX89xzz5Ge/n/j3mtra/l//+//8cgjj3DSSScxevRoXnjhBebOnctXX32VwIiF6Hjhej+YJq60FJLy8rC5PY0fbJbV6mvMcPgARiiE6AiWaWLY7ViRCLqz9ZYUW1IywZ3VBLfvpNeRg7G57OhON0opknv2IHP0EbjzCzCczgMYfWIkPJGZOnUqEyZMYPz48XHbFy5cSCQSids+aNAgevXqxbx581qtLxQKUVdXF/cQoiuJBgLUfLeKncu+IxoM0bChFBWNYIZCGK7W73PbU6QzuxBdmaZpZA/rT7C6lmgoiiszt8VyRlIymmFDRaK4MtLJ6FeAbjNQpoVSGrrdjuF0YjgcB/gMEiOhicyrr77Kt99+ywMPPNBsX3l5OQ6Hg7S0tLjtubm5lJeXt1rnAw88QGpqauxRWFjY3mEL0WGUUtRv3EJ96SZs3mQ0TRGuqcEMBgnX1uDKa3n+B8Plxujm98GFOBi40lNwZ2fg315DcEc1ST16Y7gblxzQDANHRjZJ+T0J7qhGMwySexVgc9rAsnCmpuD0JmNzJ6F3syHWu5OwRGbz5s1cd911vPzyy7ja8QP4jjvuoLa2NvbYvHlzu9UtREczA0GUaVE4YTyZwwejfrhd5N+yFVdmFpHaajy9+/1fy4ym4cjIIrnfIahoNIGRCyHaQzTgp/DYESg0jKQUAhU70A037rxCXNk9sLmTUZaicuFyep5yHLrT3tgHpnvPpLJbCUvZFi5cSGVlJYcddlhsm2mazJkzhyeffJIPP/yQcDhMTU1NXKtMRUUFeXl5rdbrdDpxHgT3BEX3ZEVNXFnpRP31aJqB4W5M8qN+H4HKKtx5uYSrd+LMzEZ3OtHtdtAMoj4/kfpaPD17HVT/iQnR3diT3Gz9+HPcuTnYCnNxpqWgobBME03X0Ww2IvUN9Bg7Bhx20HWigSB2T+sLRXZ3CfvEGzduHMuWLYvbdtlllzFo0CBuu+02CgsLsdvtzJ49m3POOQeA1atXs2nTJoqLixMRshAdygyHqVlbSnLPHKxQlJ2LF5FTfAS63YEVCROsqCBcU0NSjx6N98cthULHt3ELjnQPZjjU2CFYEhkhuizd6cSZmUGgopJARSVoGq7cbAybDXtKMoZDI1JXQ8qAIeiGjopE0Gw2DLs90aEnTMI+8VJSUhg2bFjcNo/HQ2ZmZmz75MmTufHGG8nIyMDr9XLNNddQXFzMUUcdlYiQhehQ0UAIh9eDbujs+G41ANXLV5Ixchi1K7/DikSwQiEa1q/HlpyM95BBlH0+j/xjx2AGG1DhSLdb1VaIg409yU32EYeyc+kK/NvKQSlCldtJ6VuEKyuNwLbNePsPAsMAyyLqC+JIO7g7+nfqf90effRRdF3nnHPOIRQKUVJSwlNPPZXosIToECoaxXDYUZbC+qFvTKS+gZ1LlpM66BCgcbsjNZWIP0jdug3kjz2qcfKsQUU40kx0+8ExSkGI7szmcpI25BAyhg/BikZ/uF2sAIV30DCUrqPTOFQ7EgiTlHtw/93LWktCdBLhugZq1qzH26cHFV80n2JAt9vRHQ4yRg3DDIZQZhR7WgZr/vUB/c8+CWe6F8Mh/cOE6A7MYKjxdrFS6C4XuqYRCQTAjGJzuwk1BCibu5Re44/C4emeyw+09fs74fPICCEaGW4nZjiMbrNj96Y0229FGueS0W12QlXbcWVmsXHml5ihcOPwa0lihOg2DJcTw+VC03QiNXWYwRC6YaOhooZ1b39BaGc9vcaN6bZJzN7o1LeWhDiYGHY7WSOHULdpK5mHjqBy7jfx6ydpGpmHjkB32PH0KWLH6o34y7eT3DMXw3nwdvQTorOLhEJoSsEPSwUYDkeblg0wHI7Gh8uJipqga3h75ZPWtxCb8+C+nfRjksgI0YnYPUmk9MjFDIfJHXs0oaodBHfswJacjCszA6UsQg0Btn22AF9ZFWgaBccdhs0lrTFCdDbRQBA0MIMRosEwyrIw7Aa2pMZ+L7Y2ThViOBwgeUurJJERopMxnE7827YR2LYVW3LjLJ2mvwFfoAF3QS++f+MjVNQkKT+LHscdjiszLdEhCyF2EQ0GscwoVsQkUF1POBAiGgzj39FAVr98kjIbbx+3NZkRrZNERohORtN1HN4UXFkjCe3YjrIsPDk9UMoiXLeDQ84dj2Z3oHSdpHTpwC5EZ6MsCzMQwl9ZhSszA3d6MklZqaBpRGvrMDweoqEomi1C2DRxJB28k9m1B+nsK0Qno9lsKGVRX7oWpUw0HXxbNuHbWEqkegcqGsSRmiJJjBCdVLi+AQDNsDd22nXY0HUNw2bgyMqgbt06bE4bVtRE13XMiCwvsj8kkRGik9E0DVdWNppuEKmtIVxTjYo2dvrVbHZc2TkYNiPBUQohWmJFoyhLUb2mFE9uBmCB0rBMCzMSRVOKjGGDadi0CU1r/Apu+vsW+0ZuLQnRCRlOF2lDhxPYtoXgju0AuDKySOpRiOGUVa6F6KysSJRQdS1ZwwdgWfwwI3eQaCiEFTExQyGSC/PxDuiPFQyjoHGuO7HPJJERopOyudx4evclqUcvADS7DV2XlhghOjOFIlRTjzsnAysUofyrRQTKqwCwedxkjRpK9cp1ZAzuh2Y3sIIh0HUs00Q35O97X8itJSE6MV03MJxODKdTkhghugKl4c7NwIpE2fzhnFgSAxD1BSj/cgHurAx8ZVXoDgfKjGKFItC9J9nvUJLICCGEEO3EMk2cqV6ClTsb55Fpwc7lq1GWhYpEQdNB44f1lMS+kERGCCGEaCfKtNANG/6KqlbLBHdUY09uHHJdV7oFTW4p7RdJZIQQQoh2YnM7MSNhHC2slxYrk+TCcDYuO+DKzECTUYj7RRIZIYQQop3YnA6UqUgp6hFbW2lX6YMHYCS5iPgChGrrpJPvfpJERgghhGhHhsuBaSl6jjum2W0jb78iUnr3gKiJr7wKb1G+LAC5n6R3kRBCCNGO7G4XZiiMnpZC75+OJ1LfgBmO4spIxTItdEPHMi2SC7PR7XbpI7OfpEVGCCGEaGfO1BQ0TSdc78dwu3HlpKPZbNhSkjAjESJ1tdicLgyHLBq5v/Y5kVm3bh133XUXF154IZWVlQB88MEHrFixot2C64qUzAUghBAHPU3TcHqT8RYV4PAmYzicaIaGikbRNB1nRiY2txvdLjdG9tc+JTKff/45w4cP5+uvv+Y///kPDQ2NC2QtWbKEe+65p10D7AqUUkT8fvzlFdSXllL7/feE6xuIBlueQ0AIIcTBw+ZyYne7cCQn40xJwZmWit2ThG63Jzq0bmGfEpnbb7+d3//+98yaNQuH4/86KZ100kl89dVX7RZcVxFp8BHasQP/li2Ed9Zgc7oI79hBuLaWUF1Dq5MiCSGEEGL/7FOb1rJly3jllVeabc/JyWH79u37HVRXoSyLaCBAzbJlhHZWY09JQbPZqPluJfZUL0k9eoARRimF0jTsLrkXKoQQQrSnfUpk0tLSKCsro0+fPnHbFy1aRI8ePdolsK7ADIcI7axGs9vJHnMEEV8DKhrB1q8PVjgCloWhga+qhuT8zESHK4QQQnQ7+3Rr6YILLuC2226jvLwcTdOwLIsvv/ySm2++mUsuuaS9Y+yUrGgUKxwmUldHUkEeNStX4Nu0Af+2rdStWUmgqgx7SjIYOlVL16JMK9EhCyGEEN3OPiUyf/jDHxg0aBCFhYU0NDQwZMgQxo4dy9FHH81dd93V3jF2SsqMgq6TlJdL/brvgfjRSqbPR3B7JbrDjsPrabwN5Q8kJlghhBCim9LUfowX3rRpE8uXL6ehoYFDDz2UAQMGtGds7aKuro7U1FRqa2vxer3tVq8ZDmGZJqHt22koXddiGU3XyTjscGpKy0ktykO327A5pZ+MEEIIsSdt/f7erwHsvXr1olevXvtTRZelGTZUOIyKRlotoywLFCTnZ6IZGmYkgmbYMGSBMCGEEKJdtDmRufHGG9tc6SOPPLJPwXQlumFg2O3YU9Nh86YWy9g8HhRgOOxoaKhQCEu3SyIjhBBCtJM2JzKLFi2Ke/7tt98SjUYZOHAgAGvWrMEwDEaPHt2+EXZihtOFsixsnmSivoZm+1P69EPTdVQ0gkJHs9kA6fQrhBBCtJc2JzKffvpp7OdHHnmElJQUXnzxRdLT0wGorq7msssu47jjjmv/KDsxpTTSBg/Ft3UzgYpysCxsSR5S+vVHs9nBMtHsDvxbt+HOzUUWMBBCCCHazz519u3RowcfffQRQ4cOjdu+fPlyTjnlFLZt29ZuAe6vjurs2yTsC4CliAaD2D0uVDTaOO20pqGUon7DRiLVNWSMHI4ZNbElubHJtNRCCCHEbrX1+3ufhl/X1dVRVVXVbHtVVRX19fX7UmWXZXM6UFhYEZNt36wAw8AMhahft566td/jzsokY8RwfBXb0dAkiRFCCCHa0T4lMj/72c+47LLL+M9//sOWLVvYsmUL//73v5k8eTJnn312e8fYqek2Aw0N3W4juKOOcI0PNB13Xj7u3DxCNT4iDT7sHg+GQ5IYIYQQoj3t0/Drv/3tb9x8881cdNFFRCKNw49tNhuTJ0/m4YcfbtcAuwJHigfLtOhx9Eg2fTqfgjHDUFYUTWlYZpRoOII7KwOb25XoUIUQQohuZb8mxPP5fKxb1zgZXL9+/fB4PO0WWHvp6D4yTZRShGobMENhQtX1hP1BkrJScXqTsSW7MWz7NWWPEEIIcVA5IBPieTweRowYsT9VdBuapuFKS8GMRLB5XCSjYThsGA5HokMTQgghuq19SmROPPFENE1rdf8nn3yyzwF1dYbdjiEdeoUQQogDYp8SmVGjRsU9j0QiLF68mOXLlzNp0qT2iEsIIYQQYo/2KZF59NFHW9w+bdo0Ghqaz3ArhBBCCNER9mn4dWt+/vOf8/zzz7dnlUIIIYQQrWrXRGbevHm4XDLEWAghhBAHxj7dWtp10julFGVlZSxYsIDf/va37RKYEEIIIcSe7FMi4/V640Yt6brOwIEDue+++zjllFPaLTghhBBCiN3Zp0Rm+vTp7RyGEEIIIcTe26c+Mn379mXHjh3NttfU1NC3b9/9DkoIIYQQoi32KZHZsGEDpmk22x4Khdi6det+ByWEEEII0RZ7dWvp7bffjv384YcfkpqaGntumiazZ8+md+/e7RacEEIIIcTu7FUic9ZZZwGN6wrtOoOv3W6nd+/e/PnPf2634IQQQgghdmevEhnLsgDo06cP8+fPJysrq0OCEkIIIYRoi30atVRaWtrecQghhBBC7LU2JzJPPPEEU6ZMweVy8cQTT+y27LXXXrvfgQkhhBBC7ImmlFJtKdinTx8WLFhAZmYmffr0ab1CTWP9+vXtFuD+qqurIzU1ldraWrxeb6LDEUIIIUQbtPX7u80tMj++nSS3loQQQgjRGezTPDL33Xcffr+/2fZAIMB9992330EJIYQQQrRFm28t/ZhhGJSVlZGTkxO3fceOHeTk5LQ4WV6iyK0lIYQQoutp6/f3PrXIKKXiFo1ssmTJEjIyMvalSiGEEEKIvbZXw6/T09PRNA1N0zjkkEPikhnTNGloaOBXv/pVuwcphBBCCNGSvUpkHnvsMZRSXH755dx7771xSxQ4HA569+5NcXFxuwcphBBCCNGSvUpkmpYl6NOnD0cffTR2u71DghJCCCGEaIt9mtn3+OOPj/0cDAYJh8Nx+6VTrRBCCCEOhH3q7Ov3+7n66qvJycnB4/GQnp4e9xBCCCGEOBD2KZG55ZZb+OSTT3j66adxOp38/e9/595776WgoICXXnqpvWMUQgghhGjRPt1aeuedd3jppZc44YQTuOyyyzjuuOPo378/RUVFvPzyy1x88cXtHacQQgghRDP71CKzc+dO+vbtCzT2h9m5cycAxx57LHPmzGm/6IQQQgghdmOfEpm+ffvG1lsaNGgQr7/+OtDYUvPjIdlCCCGEEB1pnxKZyy67jCVLlgBw++2389e//hWXy8UNN9zArbfe2uZ6nn76aUaMGIHX68Xr9VJcXMwHH3wQ23/CCSfEJuBresiEe0IIIYRosk99ZG644YbYz+PHj2fVqlUsXLiQrKws/vnPf7a5np49e/Lggw8yYMAAlFK8+OKLnHnmmSxatIihQ4cCcOWVV8YtRJmUlLQvIQshhBCiG9qnRSNbs2TJEg477LD9WjQyIyODhx9+mMmTJ3PCCScwatQoHnvssX2uTxaNFEIIIbqeDl00siOYpsmrr76Kz+eLW+bg5ZdfJisri2HDhnHHHXfg9/t3W08oFKKuri7uIYQQQojuaZ9uLbWnZcuWUVxcTDAYJDk5mTfffJMhQ4YAcNFFF1FUVERBQQFLly7ltttuY/Xq1fznP/9ptb4HHniAe++990CFL4QQQogESvitpXA4zKZNm6itreWNN97g73//O59//nksmfmxTz75hHHjxvH999/Tr1+/FusLhUKEQqHY87q6OgoLC+XWkhBCCNGFtPXW0l61yJx99tm73V9TU7M31QGNq2b3798fgNGjRzN//nwef/xxnnnmmWZlx4wZA7DbRMbpdOJ0Ovc6ju5GWRZmOIJm6BiyuKcQQohuaq8SmT3NEZOamsoll1yyXwFZlhXXovJjixcvBiA/P3+/jtFdmeEwZigCyqJh42b85RXoDjuph/THlZ6O4ZIETwghRPeyV4nMCy+80K4Hv+OOOzj11FPp1asX9fX1vPLKK3z22Wd8+OGHrFu3jldeeYXTTjuNzMxMli5dyg033MDYsWMZMWJEu8bRHUR8frZ/u5TU/n2o+mYhmqGTPnQQNk8SaBqRQACFwuZyJTpUIYQQot0ktLNvZWUll1xyCWVlZaSmpjJixAg+/PBDTj75ZDZv3szHH3/MY489hs/no7CwkHPOOYe77rorkSF3StFgkPIvvsaVmU7d+lI0XSdnzOGE6moJ+8OUL1pLuM6Pt1cOOSMPwZWWgqZ3mgFrQgghxD5r186+ndHBMI9MaGcNWz/+nNzjjyEajuLwuAjvqKJhe4CNnyyIK6s7bAy/ZAKe3MwERSuEEELsWZebR0bsu7DPT+axR7OzvJa1X69FWRZGUgobP13YrKwVjrLu/S+J+IMJiFQIIYRoXwmfR0bsP+V0M/uv71CxZis2p53+R/QltLMeWmlsa9i2nWgghD1J+ssIIYTo2qRFpouLhiMsfX8+FWu2Nj4PRcCwoZS129cpa/f7hRBCiK5AWmS6OF91Ays/XRK3bePiUvqN7tvqa5Ky09HtNqKhMDano6NDFEIc5PzV9UTDEaxwBMNmYNht6G4nLo870aGJbkBaZLowKxrFippEw9G47d/M+IJIVFFw1LBmr9F0nb4/KUY3dOknI4ToUNFwhNqyHdRt245umrg8ThxuOzanDYIh/DX1mJHonisSYjckkenCzHAEw6aTmpcetz0ajjLjzhexZWUw6PzxpBTm4kxLIWtoX4ZedArRhjqiwRC6TRrkhBAdx7ejDssySe+ZCdEQpt+Hf+sW/Fu3gDKx2TTCvt0vBCzEnkgi05VZFg6nwZjzj2u2y4yYfPnyZxgpyeQNL6LouGF4czxUfTWfmpVr0HQN6NYj74UQCeTbUUfEF8ST4sb0B/BXbKNh00ZCO3fg37qFnUsWESgrw2a3EQ6FEx2u6MLkX/IuTLfZCGyvJqcoi5OvPoOvXp1D/fZadEOnX/FgDj+zmOqvviYaCGBPTgalUKaJpmtomoYypUlXCNH+wv4gDWVVpPbMwjKjaA6D1H79MENBNMNAM2w0bNiAb9NG3Dk5YFog/fXEPpJEpgszXE7sHhegkd83k5/+5nxMU4GycDhtlH/6BSl9e+POyyGwvRpN03BnphPx+9FsNqxW1rQSQoj9YYXCaEEfmi0PQ9fwb9tEtKHu/wpoOsm9i2jYqOMvKyOpR8/EBSu6PElkujhbsodovY9oIIQ7Kxl0DdBAKbJGj6J+ayXlb38a95q84lEoy0KzyarYQoj2ZQZDVM5fTP6xh2OGI4T9dfFJDICy8G/ZQErvvvi2bkMBSik0TUtIzKJrkz4yXZzd7cae4mmc3E7TwFJouobudKDZbOxcvrbZa8rnLSbqC6BJZ18hRDuLBkNkDB2IpmvYHHZCOypbLqgUZihAUkEBmqYR9QUObKCi25BEphuwud24cnIakxeHHSxFcHs1Vd+ubPU125etRrcbBzBKIcTBwDJNQv4gZiCA+qFfXmtUNIrN7cYyo3ucxFOI1kgi003ouo7N4YCoCbqG4XQQ8bf+H07UF0AacYUQ7U5pJGWmohk2rEgE3dn6Uij2lFTQNDSloRnydST2jbxzuiEFGA47SXlZrZbx9MjDcEgfGSFE+9LsNix/PUpB1OfHlZPfYjnd4Wy8Ha7rKE2X/jFin0kniR+YpkkkEkl0GPstEjVRkTCaoeMd2o+aLdtQZvx8MZrNwNO3J6Fw4uZusNvtGIbc2hKiu7E5bQQ27cDuTSNQuQN3fgZJPYsIVpRhRRo/c2wpqbiycjEjERQa0WAUZ0r6HmoWomUHfSKjlKK8vJyamppEh9JulKVomuzOOHwQZjAcWyRSM3RsTidbd1TCjgQGCaSlpZGXlyf/iQnRjWi6ji05BTQINzSQbMsnWLEVV05+bIBBpK6Who3r8R4ymHC9/4dBCnKDQOybgz6RaUpicnJySEpK6lZfqsqyUApA0fiD1jgZXoI/MJRS+P1+KisbRzPk57fc9CyE6Hp0ux17ahpmwE/m8CFUf7ea1P69CVSWYfp9ADjS0vEOGIQyLcoXrqHHMSMTHLXoyg7qRMY0zVgSk5mZmehwDipud+Oqt5WVleTk5MhtJiG6CU3TsHuSCddUgw4ZQwcTrK7B7s0iKb8Q3elsbC+2FBs/X0L+4YNxpiQlOmzRhR3UbXlNfWKSkuSPKBGarnt36JskhPg/htOJ3ZuKr3Q90UAD7pxMbCkeMHSsSARN02ioqqVn8TA8OdI3RuyfgzqRadKdbid1JXLdhei+bG43qYMGo6ImtSuWEdi8kWhdPZrNhjJNUvIzcaV7Ex2m6AYO6ltLQgghOo7hdOHp2RNXTg4ohW63J7yPnuh+JJERQgjRoQyHrGwtOo6kxp3MpZdeyllnnZXoMHZr2rRpjBo1KtFhCCGEEJLIiP8TTuAEeUIIIcS+kESmFfX19Vx88cV4PB7y8/N59NFHOeGEE7j++utjZf7xj39w+OGHk5KSQl5eHhdddFFsbhSlFP379+dPf/pTXL2LFy9G0zS+//77ZsecNm0aL774Iv/973/RNA1N0/jss88AuO222zjkkENISkqib9++/Pa3v42N9lFKMX78eEpKSlCNE8ewc+dOevbsyd13393qOfbu3Zvf/e53XHLJJXi9XqZMmbLHY02fPp17772XJUuWxGKcPn06ADU1NVxxxRVkZ2fj9Xo56aSTWLJkyd5ffCGEEKKNJJFpxY033siXX37J22+/zaxZs/jiiy/49ttv48pEIhF+97vfsWTJEt566y02bNjApZdeCjSOyLn88st54YUX4l7zwgsvMHbsWPr379/smDfffDPnn38+P/nJTygrK6OsrIyjjz4agJSUFKZPn853333H448/znPPPcejjz4aO9aLL77I/PnzeeKJJwD41a9+RY8ePXabyAD86U9/YuTIkSxatIjf/va3ezzWxIkTuemmmxg6dGgsxokTJwJw3nnnUVlZyQcffMDChQs57LDDGDduHDt37tybSy+EEEK0nermamtrFaBqa2ub7QsEAuq7775TgUAgbntdXZ2y2+1qxowZsW01NTUqKSlJXXfdda0ea/78+QpQ9fX1Simltm7dqgzDUF9//bVSSqlwOKyysrLU9OnTW61j0qRJ6swzz9zjeT388MNq9OjRcdtef/115XK51O233648Ho9as2bNbusoKipSZ5111l4f65577lEjR46MK/PFF18or9ergsFg3PZ+/fqpZ555psV6W7v+QgghxO6+v39MRi21YP369UQiEY488sjYttTUVAYOHBhXbuHChUybNo0lS5ZQXV2N9cN6Rps2bWLIkCEUFBQwYcIEnn/+eY488kjeeecdQqEQ55133l7H9Nprr/HEE0+wbt06GhoaiEajeL3xczCcd955vPnmmzz44IM8/fTTDBgwYI/1Hn744ft0rF0tWbKEhoaGZjMkBwIB1q1b14YzFEIIIfae3FraRz6fj5KSErxeLy+//DLz58/nzTffBOI7zV5xxRW8+uqrBAIBXnjhBSZOnLjXMwnPmzePiy++mNNOO413332XRYsWceeddzbrnOv3+1m4cCGGYbB27do21e3xePbpWLtqaGggPz+fxYsXxz1Wr17NLbfcslfnK4QQQrSVtMi0oG/fvtjtdubPn0+vXr0AqK2tZc2aNYwdOxaAVatWsWPHDh588EEKCwsBWLBgQbO6TjvtNDweD08//TQzZ85kzpw5uz22w+HANM24bXPnzqWoqIg777wztm3jxo3NXnvTTTeh6zoffPABp512GhMmTOCkk07aq3Nvy7FaivGwww6jvLwcm81G79699+qYQgghxL6SFpkWpKSkMGnSJG655RY+/fRTVqxYweTJk9F1PTatfq9evXA4HPzlL39h/fr1vP322/zud79rVpdhGFx66aXccccdDBgwgOLi4t0eu3fv3ixdupTVq1ezfft2IpEIAwYMYNOmTbz66qusW7eOJ554Itb60+S9997j+eef5+WXX+bkk0/mlltuYdKkSVRXV+/VubflWL1796a0tJTFixezfft2QqEQ48ePp7i4mLPOOouPPvqIDRs2MHfuXO68884WEzwhhBCiXRygPjsJsy+dfZVq7PB70UUXqaSkJJWXl6ceeeQRdeSRR6rbb789VuaVV15RvXv3Vk6nUxUXF6u3335bAWrRokVxda1bt04B6qGHHtpjvJWVlerkk09WycnJClCffvqpUkqpW265RWVmZqrk5GQ1ceJE9eijj6rU1NTYa3Jzc9Uf/vCHWD3hcFiNHj1anX/++a0eq6ioSD366KPNtu/uWEopFQwG1TnnnKPS0tIUoF544YXYNbvmmmtUQUGBstvtqrCwUF188cVq06ZNLR5fOvsKIYRoTVs7+2pK/TDxSDdVV1dHamoqtbW1zTqsBoNBSktL6dOnDy6Xa7f1+Hw+evTowZ///GcmT568VzF88cUXjBs3js2bN5Obm7vX59Bd7c31F0IIcXDZ3ff3j0kfmVYsWrSIVatWceSRR1JbW8t9990HwJlnntnmOkKhEFVVVUybNo3zzjtPkhghhBCinUkfmd1omixu/Pjx+Hw+vvjiC7Kystr8+n/9618UFRVRU1PDQw891IGRCiGEEAcnubUktzYSRq6/EEKI1rT11pK0yAghhBCiy5JERgghhBBdliQyQgghhOiyJJERQgghRJcliYwQQgghuixJZIQQQgjRZUkiI4QQQoguSxKZLu6vf/0rvXv3xuVyMWbMGL755ptEhySEEEIcMJLItBOlFJGGOkLVO4g01HEg5hl87bXXuPHGG7nnnnv49ttvGTlyJCUlJVRWVnb4sYUQQojOQBKZdhCuraZm1VLq16/Bt7mU+vVrqFm1lHBtdYce95FHHuHKK6/ksssuY8iQIfztb38jKSmJ559/vkOPK4QQQnQWksjsp3BtNQ0b16EikbjtKhKhYeO6DktmwuEwCxcuZPz48bFtuq4zfvx45s2b1yHHFEIIITobSWT2g1IK37ZNuy3j27apQ24zbd++HdM0m62onZubS3l5ebsfTwghhOiMJJHZD1FffbOWmF2pSISor/4ARSSEEEIcXCSR2Q/WHpKYvS23N7KysjAMg4qKirjtFRUV5OXltfvxhBBCiM5IEpn9oNvt7VpubzgcDkaPHs3s2bNj2yzLYvbs2RQXF7f78YQQQojOyJboALoymycFzW7f7e0lzW7H5knpkOPfeOONTJo0icMPP5wjjzySxx57DJ/Px2WXXdYhxxNCCCE6G0lk9oOmaXgKetGwcV2rZTwFvdA0rUOOP3HiRKqqqrj77rspLy9n1KhRzJw5s1kHYCGEEKK7kkRmPzlS00ku6tc4OulHLTOa3Y6noBeO1PQOPf7VV1/N1Vdf3aHHECIRzFAIaLw1q+lyF1wI0TJJZNqBIzUduzeNqK8eKxJB/+F2Uke1xAjRnZnBIMGq7TRs3IgyTZzZOXh6FKCUhu6wYXM60QxJbIQQjeTToJ1omoY92YszPRN7sleSGCH2klKKiM9HuLYOzWbDnZeHFTWJ+hrwl5WhGRpRX4BA1XaigWCiwxVCdBLSIiOESDgrEiFQUcXOZcuxQmEAvIMGkTryUEINfsyISaAugGEzQGlEAwGsSBh7irR8CnGwk0RGCJFwoZpati/4Ft1hJ6V/X5y5edicdjRNw7B50DQNTdOIBKNEwiZRvx+724lus2FLSkp0+AeUFY2ilEI3DOk7JASSyAghEswMhalZsQp3fh4pvXsRrqvF7nZihqNEGvw0bKvCkeLBk5+FzW3H5rYTDTiwOQwiDQ0YbneLrTJmOAyWhabr6A5HAs6sfZmhENGGBho2b8KKRHBlZuLOL8BwuaRVShzUJJERQiSUskwsyyS1Vw/q16/DO3Qo0WCY9e/OIVD5f4uuajaD/meegDsnA8tSmOEINocdZVlohhErZ4XDhGqqadhQihkIYPN4SO7dB1uSBzNiokwTw2FHs9vQfiivLAvd7sBwOuLq6iyigQANmzeholHcObkopQhWVeLbsoXM0Ydj93gSHaIQCSPtkkKIxNI0Uvv3pX79elIHDwELyr9eHpfEAKioyff//QwzEMKZ4kZzOlA/vL6JFY3i27aV2u9WYPr9oBTRhgZqli8jtGM7mg6aoWEpCxUJE66rw7dlC1VffUP5nC9o2LylsSWnEzHDIcxQEFdWNlbUIlC1HWUqkgp6knnoaOo3lBIJBDpkKRQhugJJZIQQCWVzubCnpGC43ShLYUVNdq4sbbGsipr4yqrAsoiELYIV21GWFdtvRSL4Nm5o8bUNG0obE5t6H2aD/4ekoBIzFCRz9KHYPB5qlq8gtHNnR5zmPrPCETRNp2bFSpJy8zADEarmL6H8f99Qs/p7kguLwDIJVFZgdbIkTIgDQRIZIUTC6fbG4db1pZvQIC452VXEFwAFOiaByipUJBrbZ4VCoFSLr1OmiYqaWJYGhp3Azhrc2blohk7Nd8tJGzwQNI3alatjk/F1BlYkgm/TZlIPGUDF3PnUl27CCoexQmHq1pZS9tlclKWwezxEfA2JDleIA04SGSFE4uk6htuNMzMd3WbDkdJ6n4+k3EyUUtjsBkqp+MRlD6N4LMtkzRuzWP36h1hRhdIM3HmFJPcZgFIa3kP6E/X5dptIHWiarmNGo/i2lmMGmydYUZ8f/7ZKIgE/4doarGi0hVqE6L4Smsg8/fTTjBgxAq/Xi9frpbi4mA8++CC2PxgMMnXqVDIzM0lOTuacc86hoqIigRF3HtOmTYsNSW16DBo0KLa/Lddu06ZNTJgwgaSkJHJycrjllluI7vIh+Nlnn3HYYYfhdDrp378/06dPPxCnJw4yZjCE4XTi8HrBptPzhNEtlvPkZeFISUJ32NENA8PhiEtedLu91dXmDbcbm8vFIRefRu4RQ7G7nZR9+iUb3/2YLR9/yeaZn2NGFCkD+neKUUCRQIhgdS2azY4jNRV/WWWrZX2btqBpGrrN1pjcCXEQSWgi07NnTx588EEWLlzIggULOOmkkzjzzDNZsWIFADfccAPvvPMOM2bM4PPPP2fbtm2cffbZiQy5VcpS+CuqqN+wGX9FFcrq+A+ToUOHUlZWFnv873//i+3b07UzTZMJEyYQDoeZO3cuL774ItOnT+fuu++OlSktLWXChAmceOKJLF68mOuvv54rrriCDz/8sMPPTRxcNJtBNBAAXWPTzP+R3COHvmccjyM1ObY/a3h/epcUY3M7QFlY4QjJfYriOrkqpUgdPLRZy4xmGKT07U/t2jXYbBrpA4rY9tlcIg3+WBkrGqXy68UYbg+Gy3VgTrwV0WAIM+DDcNhAB7vHg25rfTSVZjPQDAPN4UTvhKOuhOhImupk6XtGRgYPP/ww5557LtnZ2bzyyiuce+65AKxatYrBgwczb948jjrqqDbVV1dXR2pqKrW1tXi93rh9wWCQ0tJS+vTpg2s/PrgaNm2lauESov5AbJstyU326JEk9+qxz/XuzrRp03jrrbdYvHhxs321tbV7vHYffPABp59+Otu2bYutlv23v/2N2267jaqqKhwOB7fddhvvvfcey5cvj9V9wQUXUFNTw8yZM/f7HNrr+ouuL1LfQN26daT060/ZV0vIHNoXpzeFaCiCMk3QNHSbgW63ga6h6zpmIECgaieurExcGWkA+MvLGueMsRSRulrMYBBbSgqO1HSiwSDBijI8RX2o37CZUHUtKT/8fTZsKae+dBPKtHBmplN4ylhsLmfCrke4thYMG7qhE6yqxJmVjX9LGdsXLm2xfO5xY35oqXJic7sPcLRCdIzdfX//WKfpI2OaJq+++io+n4/i4mIWLlxIJBJh/PjxsTKDBg2iV69ezJs3r9V6QqEQdXV1cY+O1LBpK2VffBWXxABE/QHKvviKhk1bO+zYa9eupaCggL59+3LxxRezadMmgDZdu3nz5jF8+PBYEgNQUlJCXV1drEVs3rx5cXU0ldnd9RdiX0T9fgJl5VjRCDmHDaH0nc+pK92Cze3A5nZgd9mxuRxYpiJSXQNaY3+XqM/fmNz8QLfZUJEoNatWYk9NJ9QQoWbNZrZ9/g1bZ88jGmrs9JvSMx9PTiqBLaUEtpTiznBTWDIWuzeZcG1dY/KUIFYkQjQYBBRRXwO2JA/b5y/AnZ+LKze7WfmkngU4Ur3oDmfCW5KESISET4i3bNkyiouLCQaDJCcn8+abbzJkyBAWL16Mw+EgLS0trnxubi7l5eWt1vfAAw9w7733dnDUjZSlqFq4ZLdlqhYuwdOzAE1v33vuY8aMYfr06QwcOJCysjLuvfdejjvuOJYvX055efker115eXlcEtO0v2nf7srU1dURCARwy39+op1oNgNlWTSUlpLcrz99zxzHjuVrKf9mOc60FLy9e+JI92Jz2XCmelHhMIbdjoK4lhObJ5lowE9y776ULfoOKyeLBcu/p6yskkMPG0pWQQ6G3Ub1siUYDifOnDwAIrXVhGtWk3/M4VR8vTihU/9bponhapytOOr3E6zagenzU/X1N2SMHIE1qD8NGzaBppPSuxDdYUN32LE5E9eCJEQiJTyRGThwIIsXL6a2tpY33niDSZMm8fnnn+9zfXfccQc33nhj7HldXR2FhYXtEWozgartzVpidhX1N67Wm9TCf1L749RTT439PGLECMaMGUNRURGvv/66JBiiy7ElJaHZbATKyjHDYVIHDSZr1CC8fQuxolEMuw3doHHpgkjj0gO63UH6wP5xnXt1hx0tZGBpBlssxXVnT6WgRy6Tr7yAnOxMPKnJmKEwaUOGEg2E0HSdUJ0PW0oWjhQ3kboaco4cmcAr0UgDUArd4SS8s3FiQBUOs2P+AnSHA0dGOigIVJSROnAgVigIksiIg1TCby05HA769+/P6NGjeeCBBxg5ciSPP/44eXl5hMNhampq4spXVFSQl5fXan1OpzM2Cqrp0VHMQLBdy+2PtLQ0DjnkEL7//vs2Xbu8vLxmo5ianu+pjNfrlWRJtCvD6STrsENB1wnv2EnVl1/SsG4trjQPKQVZ2JOcmBGTiK8eotHGRMbhwJa0y/tQgaZp1PiD3Hj1fYw/+Vge+9NvKKwJU5CZBqZFw7rv2bFwIQ0b1uPbtAGzvhpPQQ4167dhS/Gi222Ea+sTch2AxpmKdQ0rGkUzmq8TZYXDBMsrCFZUoBk2LMskUlvdSmVCdH8JT2R2ZVkWoVCI0aNHY7fbmT17dmzf6tWr2bRpE8XFxQmM8P8Y7rbdj25ruf3R0NDAunXryM/Pb9O1Ky4uZtmyZVRW/t+QzlmzZuH1ehkyZEiszI/raCrTWa6/6D40XceelkrWEUeQ3KcP7oJ8HOkZROr9rHnjY1a98gGRhgAaiuD27RhOF0ZLLRBKEfXXs2btBjzJSfzyygvY9t5X6HYbSdlp1K1ZDYZB+vARuHPzsKd4cefmYoaCZAzui4pahHZWE6lLXCKjqcbZjUHD7vGQ1LP1AQNJBfmYDQ1otpaHnAtxMEjoraU77riDU089lV69elFfX88rr7zCZ599xocffkhqaiqTJ0/mxhtvJCMjA6/XyzXXXENxcXGbRyx1NHd2FrYk925vL9mS3Lizs9r92DfffDNnnHEGRUVFbNu2jXvuuQfDMLjwwgvbdO1OOeUUhgwZwi9+8QseeughysvLueuuu5g6dSrOH74gfvWrX/Hkk09y6623cvnll/PJJ5/w+uuv895777X7+Qhh/DAHzPZVW9ANnVDtRoI7agFwpqbgyc/EsOlYUYXeyorXyowS2rGdmuo6Lrj4TOoXf48nJ52BZx5DNBIFTSMpL58dixbFTaRn83jIGDmKaCAIlsKelnzAzntXusNBeMsW3Hl5WJbCnZtLeOdOglXb48p5D2m8rebbtomU/oNaqU2I7i+hiUxlZSWXXHIJZWVlpKamMmLECD788ENOPvlkAB599FF0Xeecc84hFApRUlLCU089lciQ42i6RvbokZR98VWrZbJHj2z3jr4AW7Zs4cILL2THjh1kZ2dz7LHH8tVXX5Gd3dgXZ0/XzjAM3n33Xa666iqKi4vxeDxMmjSJ++67L1amT58+vPfee9xwww08/vjj9OzZk7///e+UlJS0+/kIAeDwJlN40pFUfLOchq0V2NxOMob0I2vYAJQZJhoMkVRQgNHKpHfRQAArHGLwkH7szEynYf5ahpx/EqFQFOUP4insxc4lS5otYxD1+agvXY9md+PKTMeenLjVpDVdx9OzJ9XLl5Pctx+600nq0CGkhMIEt1ehGzacmRloukbD5g248vLRHdIiIw5enW4emfbWXeeR6Q5kHhnRGisaJRponI5fd9jAskDTMJzO3c66G66roX7tKsLJGWzcsgPjuy0M/OlR1AfB4TRw6xFqV65q+cWaRvZRxY23uRKYyDSJBgOEa+sAneDOOoLVdWSNOARNh0htDSgLR1omusOBbkv4uA0h2l1b55GRd387SO7VA0/PAgJV2zEDQQy3C3d2Voe0xAhxMGhcb2nvP54Mpxs0HYevmn4Di/AnJWFLchOq2kH59zUMGLSb27xKYYVDGElJ+xF5+7G53Gi6QaiqAkeyDbszGf+WUqxohOTe/RvnjbHbO8VyCkIkUqfr7NtVabpGUm42Kb0LScrNliRGiATQ7XZS+vZvHLpcsYmsPvkYNjser4tPXv4Umzet1dcaLhdWJNTY+tNJGA4HrpxcnBmZ2FNScOfm4+0/CMPlxuZwSBIjBNIiI4ToRjRdx56SSurg4QSrKrECdUStZMztVRw6biTfLy4lPy2N8C5TEwCk9OtLsKIcW1LiOvq2RLc70O0O7J7OFZcQnYW0yAghuhXNMLAleXDl5GFZNjSbjeDWrQw/og8KSBk0mKSePdF+WFzRSEoibdhQzGCQqM8nHWeF6GKkRUYI0S3Z3G6Se/YgGgxiS0rCt3o1mWmphOt9OFK9uLKyGieeC4cJVpZj+v04c3LR7Y49Vy6E6DSkRUYI0W0ZTjvO1BRyjx2D4XIRrqll+1fzAZ1IXS31a1fj27AeMxDAlVdAcmGRjAASoouRv1ghRLfnTPXSY9xYIj4fkQY/utOFPSUZV04O0NhJGJsdwyGtMUJ0NZLICCEOCrYk9w8zbTc+tywLTBPNMBK62rUQYv9IIiOEOCjpug6SwAjR5clfsRBCCCG6LElkurA5c+ZwxhlnUFBQgKZpvPXWW3H7lVLcfffd5Ofn43a7GT9+PGvXro0rs3PnTi6++GK8Xi9paWlMnjyZhoaGuDJLly7luOOOw+VyUVhYyEMPPdQslhkzZjBo0CBcLhfDhw/n/fffb/fzFUIIIXYliUw7UZZF9fqtlC9eS/X6ragDMDuoz+dj5MiR/PWvf21x/0MPPcQTTzzB3/72N77++ms8Hg8lJSUEg8FYmYsvvpgVK1Ywa9Ys3n33XebMmcOUKVNi++vq6jjllFMoKipi4cKFPPzww0ybNo1nn302Vmbu3LlceOGFTJ48mUWLFnHWWWdx1llnsXz58o47eSGEEAJZNLJdFi2sXL6eNe9+SajWF9vmTPVwyOnHkDOs7z7Xuzc0TePNN9/krLPOAhpbYwoKCrjpppu4+eabAaitrSU3N5fp06dzwQUXsHLlSoYMGcL8+fM5/PDDAZg5cyannXYaW7ZsoaCggKeffpo777yT8vJyHD+M6Lj99tt56623WLWqcfG9iRMn4vP5ePfdd2PxHHXUUYwaNYq//e1vrcYsi0YKIYRoTVsXjZQWmf1UuXw9y17+KC6JAQjV+lj28kdULl+fkLhKS0spLy9n/PjxsW2pqamMGTOGefPmATBv3jzS0tJiSQzA+PHj0XWdr7/+OlZm7NixsSQGoKSkhNWrV1NdXR0r8+PjNJVpOo4QQgjRUSSR2Q/Ksljz7pe7LbPm3S8PyG2mXZWXlwOQm5sbtz03Nze2r7y8nJwf5tFoYrPZyMjIiCvTUh0/PkZrZZr2CyGEEB1FEpn9ULOhrFlLzK5CtT5qNpQdoIiEEEKIg4skMvshVOdv13LtKS8vD4CKioq47RUVFbF9eXl5VFZWxu2PRqPs3LkzrkxLdfz4GK2VadovhBBCdBRJZPaD05vUruXaU58+fcjLy2P27NmxbXV1dXz99dcUFxcDUFxcTE1NDQsXLoyV+eSTT7AsizFjxsTKzJkzh0gkEisza9YsBg4cSHp6eqzMj4/TVKbpOEIIIURHkURmP6T1zseZ6tltGWeqh7Te+R1y/IaGBhYvXszixYuBxg6+ixcvZtOmTWiaxvXXX8/vf/973n77bZYtW8Yll1xCQUFBbGTT4MGD+clPfsKVV17JN998w5dffsnVV1/NBRdcQEFBAQAXXXQRDoeDyZMns2LFCl577TUef/xxbrzxxlgc1113HTNnzuTPf/4zq1atYtq0aSxYsICrr766Q85bCCGEaCKJzH7QdJ1DTj9mt2UOOf2YDlvHZcGCBRx66KEceuihANx4440ceuih3H333QDceuutXHPNNUyZMoUjjjiChoYGZs6cGTfU+eWXX2bQoEGMGzeO0047jWOPPTZujpjU1FQ++ugjSktLGT16NDfddBN333133FwzRx99NK+88grPPvssI0eO5I033uCtt95i2LBhHXLeQgghRBOZR6abzCPTFck8MkIIIVrT1nlkZNHIdpAzrC/ZQ3o3jmKq8+P0JpHWO19W1BVCCCE6mCQy7UTTddL79kh0GEIIIcRBRZoMhBBCCNFlSSIjhBBCiC5LEhkhhBBCdFmSyAghhBCiy5JERgghhBBdliQyQgghhOiyJJERQgghRJcliUwXNmfOHM444wwKCgrQNI233norbv+ll16Kpmlxj5/85CdxZXbu3MnFF1+M1+slLS2NyZMn09DQEFdm6dKlHHfccbhcLgoLC3nooYeaxTJjxgwGDRqEy+Vi+PDhvP/+++1+vkIIIcSuJJHpwnw+HyNHjuSvf/1rq2V+8pOfUFZWFnv861//itt/8cUXs2LFCmbNmsW7777LnDlz4tZRqqur45RTTqGoqIiFCxfy8MMPM23atLj1mObOncuFF17I5MmTWbRoEWeddRZnnXUWy5cvb/+TFkIIIX5E1lpqp7V+LNNi26pN+Kob8KQnUzCoF7px4PJETdN48803YytbQ2OLTE1NTbOWmiYrV65kyJAhzJ8/n8MPPxyAmTNnctppp7FlyxYKCgp4+umnufPOOykvL8fhcABw++2389Zbb7Fq1SoAJk6ciM/n4913343VfdRRRzFq1Cj+9re/tRqzrLUkhBCiNbLW0gH0/der+PyFD2nYUR/blpyZwvGXldB/zKAERgafffYZOTk5pKenc9JJJ/H73/+ezMxMAObNm0daWlosiQEYP348uq7z9ddf87Of/Yx58+YxduzYWBIDUFJSwh//+Eeqq6tJT09n3rx53HjjjXHHLSkpaTWBEkIIIdqL3FraT99/vYr3/vRGXBID0LCjnvf+9Abff70qQZE13lZ66aWXmD17Nn/84x/5/PPPOfXUUzFNE4Dy8nJycnLiXmOz2cjIyKC8vDxWJjc3N65M0/M9lWnaL4QQQnQUaZHZD5Zp8fkLH+62zOcvfETfww85oLeZmlxwwQWxn4cPH86IESPo168fn332GePGjTvg8QghhBDtTVpk9sO2VZuatcTsqmFHHdtWbTpAEe1e3759ycrK4vvvvwcgLy+PysrKuDLRaJSdO3eSl5cXK1NRURFXpun5nso07RdCCCE6iiQy+8FX3bDnQntRrqNt2bKFHTt2kJ+fD0BxcTE1NTUsXLgwVuaTTz7BsizGjBkTKzNnzhwikUiszKxZsxg4cCDp6emxMrNnz4471qxZsyguLu7oUxJCCHGQk0RmP3jSk9u13N5qaGhg8eLFLF68GIDS0lIWL17Mpk2baGho4JZbbuGrr75iw4YNzJ49mzPPPJP+/ftTUlICwODBg/nJT37ClVdeyTfffMOXX37J1VdfzQUXXEBBQQEAF110EQ6Hg8mTJ7NixQpee+01Hn/88bjOvddddx0zZ87kz3/+M6tWrWLatGksWLCAq6++ukPOWwghhGgiicx+KBjUi+TMlN2WSc70UjCoV4ccf8GCBRx66KEceuihANx4440ceuih3H333RiGwdKlS/npT3/KIYccwuTJkxk9ejRffPEFTqczVsfLL7/MoEGDGDduHKeddhrHHnts3BwxqampfPTRR5SWljJ69Ghuuukm7r777ri5Zo4++mheeeUVnn32WUaOHMkbb7zBW2+9xbBhwzrkvIUQQogmMo/Mfs5j0jRqqTUTbj434UOwOyuZR0YIIURr2jqPjLTI7Kf+YwYx4eZzm7XMJGd6JYkRQgghOpgMv24H/ccMou/hhyR0Zl8hhBDiYCSJTDvRDZ2eQ3snOgwhhBDioCJNBkIIIYTosiSREUIIIUSXJYmMEEIIIbosSWSEEEII0WVJIiOEEOKgpJTCNE2UZSU6FLEfZNSSEEKIg0q4wYdlWhgOO1iKqGmCUtg9bnSbfC12NfIbE0IIcdAI1TWg6YBp4t+2AywLdANXVjqRQAh7koZuGIkOU+wFubXURT3wwAMcccQRpKSkkJOTw1lnncXq1avjygSDQaZOnUpmZibJycmcc845VFRUxJXZtGkTEyZMICkpiZycHG655Rai0Whcmc8++4zDDjsMp9NJ//79mT59erN4/vrXv9K7d29cLhdjxozhm2++afdzFkKI/RGq96HpGlF/ECsUwPTXEq3bgYoGsEIhVCSCFYkkOkyxlySR6aI+//xzpk6dyldffcWsWbOIRCKccsop+Hy+WJkbbriBd955hxkzZvD555+zbds2zj777Nh+0zSZMGEC4XCYuXPn8uKLLzJ9+nTuvvvuWJnS0lImTJjAiSeeyOLFi7n++uu54oor+PDDD2NlXnvtNW688Ubuuecevv32W0aOHElJSQmVlZUH5mIIIcQeRINBADQN7EkuDJcL3e4gUl9PsGwbdau/Q5kRzKiZ4EjFXlPdXG1trQJUbW1ts32BQEB99913KhAI7PdxzKipvluwSs2d+bX6bsEqZUbN/a5zb1RWVipAff7550oppWpqapTdblczZsyIlVm5cqUC1Lx585RSSr3//vtK13VVXl4eK/P0008rr9erQqGQUkqpW2+9VQ0dOjTuWBMnTlQlJSWx50ceeaSaOnVq7LlpmqqgoEA98MADu425Pa+/EELsTqi+QYV9PhXx+VS4oUEFa+tUYMcOFaqrU+Vf/k+VfTpbVS34RoXq6hMdqvjB7r6/f0xaZNrB/E+/5YazfsMffv0IT939//jDrx/hhrN+w/xPvz1gMdTW1gKQkZEBwMKFC4lEIowfPz5WZtCgQfTq1Yt58+YBMG/ePIYPH05ubm6sTElJCXV1daxYsSJW5sd1NJVpqiMcDrNw4cK4MrquM378+FgZIYRIJCsaRUWCBCu2EaqpJVxbjxUKozucqKhF+vARAETr6wGV2GDFXpNEZj/N//Rbnrj9GXZWVsdt31lZzRO3P3NAkhnLsrj++us55phjGDZsGADl5eU4HA7S0tLiyubm5lJeXh4r8+Mkpml/077dlamrqyMQCLB9+3ZM02yxTFMdQgiRKEopwjU7iQbD1G6pZc1/PmPVqx+x5j+fUPP9ZqyoiTIVzqxsADRNS3DEYm9JIrMfLNPin4+8vtsy/3z0dSyzY+comDp1KsuXL+fVV1/t0OMIIURXY0XCRHwBKhauoWL+CqxwY2feqC/A5k++oaZ0K6Dh7tETW3IyyIilLkcSmf2wevHaZi0xu9pZUc3qxWs7LIarr76ad999l08//ZSePXvGtufl5REOh6mpqYkrX1FRQV5eXqzMrqOYmp7vqYzX68XtdpOVlYVhGC2WaapDCCESRUWj6A4X1Ws2tri//OtlmOHG20zeAQMbewOLLkUSmf1Qs722XcvtDaUUV199NW+++SaffPIJffr0ids/evRo7HY7s2fPjm1bvXo1mzZtori4GIDi4mKWLVsWN7po1qxZeL1ehgwZEivz4zqayjTV4XA4GD16dFwZy7KYPXt2rIwQQiSMphOu87W624pEMSNRVDgMdjuazPLb5ciEePshLSu1XcvtjalTp/LKK6/w3//+l5SUlFh/lNTUVNxuN6mpqUyePJkbb7yRjIwMvF4v11xzDcXFxRx11FEAnHLKKQwZMoRf/OIXPPTQQ5SXl3PXXXcxdepUnE4nAL/61a948sknufXWW7n88sv55JNPeP3113nvvfdisdx4441MmjSJww8/nCOPPJLHHnsMn8/HZZdd1u7nLYQQe0O32bC5XbstY9htBCorSerZA93tPkCRifYiicx+GDhqABk56bu9vZSRm87AUQPa/dhPP/00ACeccELc9hdeeIFLL70UgEcffRRd1znnnHMIhUKUlJTw1FNPxcoahsG7777LVVddRXFxMR6Ph0mTJnHffffFyvTp04f33nuPG264gccff5yePXvy97//nZKSkliZiRMnUlVVxd133015eTmjRo1i5syZzToACyHEgabb7ThSU7B53ER9gWb7PQXZmAE/mmGg223outyo6Go0pVS3HmtWV1dHamoqtbW1eL3euH3BYJDS0lL69OmDy7X7jL01TaOWWnPtg7/kiBMP26e6u7v2uP5CCLEnSin8FTtY++9ZmKH/m7nX4fXQ76cnUL14EdlHHYljl+8IkVi7+/7+MWmR2U9HnHgY1z74S/75yOtxLTMZuen8/IbzJYkRQogE0zSNpNxMBl08AX/5doI19SRlpWE4bNQsXYKnqBeG3FLqsiSRaQdHnHgYo8eOYvXitdRsryUtK5WBowagG9JEKYQQnYGmabjSvNicdpwpLvzl5UR1nczDDsWW7MGw2xMdothHCf2mbcvChyeccAKapsU9fvWrXyUo4tbphs7g0QMpLjmSwaMHShIjhBCdkM3tJqkgn8xRI8kcOQJnRjqGw5HosMR+SOi3bVsWPgS48sorKSsriz0eeuihBEUshBCiq9M0Dd0w0KRjb7eQ0FtLM2fOjHs+ffp0cnJyWLhwIWPHjo1tT0pKksnVhBBCCNFMp0pHd134sMnLL79MVlYWw4YN44477sDv97frcbv5wK1OS667EEKI/dVpOvu2tPAhwEUXXURRUREFBQUsXbqU2267jdWrV/Of//ynxXpCoRChUCj2vK6urtVj2n/o3OX3+3FLj/UDrikhtUsnOyGEEPuo0yQyTQsf/u9//4vbPmXKlNjPw4cPJz8/n3HjxrFu3Tr69evXrJ4HHniAe++9t03HNAyDtLS02BT9SUlJsvLpAaCUwu/3U1lZSVpaGoYs0iaEEGIfdYoJ8a6++mr++9//MmfOnGZrBu3K5/ORnJzMzJkz42aXbdJSi0xhYWGrE+oopSgvL2+2uKLoeGlpaeTl5UnyKIQQopkuMSGeUoprrrmGN998k88++2yPSQzA4sWLAcjPz29xv9PpjK0T1BaappGfn09OTg6RSGTPLxDtwm63S0uMEEKI/ZbQRGZPCx+uW7eOV155hdNOO43MzEyWLl3KDTfcwNixYxkxYkS7xmIYhnyxCiGEEF1MQm8ttXZLoWnhw82bN/Pzn/+c5cuX4/P5KCws5Gc/+xl33XXXbpuZfqytTVNCCCGE6Dy6zK2l3SksLOTzzz8/QNEIIYQQoqvpVPPICCGEEELsjU4z/LqjNLX67G4+GSGEEEJ0Lk3f23u6e9PtE5n6+nqg8TaVEEIIIbqW+vp6UlNTW93fKeaR6UiWZbFt2zZSUlK67HwlTXPhbN68WTostyO5rh1DrmvHkWvbMeS6doz9va5KKerr6ykoKEDfzQKf3b5FRtd1evbsmegw2oXX65U/sg4g17VjyHXtOHJtO4Zc146xP9d1dy0xTaSzrxBCCCG6LElkhBBCCNFlSSLTBTidTu655569WnpB7Jlc144h17XjyLXtGHJdO8aBuq7dvrOvEEIIIbovaZERQgghRJcliYwQQgghuixJZIQQQgjRZUkiI4QQQoguSxKZTub+++/n6KOPJikpibS0tGb7lyxZwoUXXkhhYSFut5vBgwfz+OOPNyv32Wefcdhhh+F0Ounfvz/Tp0/v+OA7sT1dV4Brr72W0aNH43Q6GTVqVItlli5dynHHHYfL5aKwsJCHHnqo44LuAtpyXTdt2sSECRNISkoiJyeHW265hWg0GldG3q+79+2333LyySeTlpZGZmYmU6ZMoaGhIa5MW66ziLdmzRrOPPNMsrKy8Hq9HHvssXz66adxZeS67r3PPvsMTdNafMyfPz9Wrr0+TyWR6WTC4TDnnXceV111VYv7Fy5cSE5ODv/85z9ZsWIFd955J3fccQdPPvlkrExpaSkTJkzgxBNPZPHixVx//fVcccUVfPjhhwfqNDqdPV3XJpdffjkTJ05scV9dXR2nnHIKRUVFLFy4kIcffphp06bx7LPPdkTIXcKerqtpmkyYMIFwOMzcuXN58cUXmT59OnfffXesjLxfd2/btm2MHz+e/v378/XXXzNz5kxWrFjBpZdeGivTlussmjv99NOJRqN88sknLFy4kJEjR3L66adTXl4OyHXdV0cffTRlZWVxjyuuuII+ffpw+OGHA+38eapEp/TCCy+o1NTUNpX99a9/rU488cTY81tvvVUNHTo0rszEiRNVSUlJe4bYJbXlut5zzz1q5MiRzbY/9dRTKj09XYVCodi22267TQ0cOLCdo+x6Wruu77//vtJ1XZWXl8e2Pf3008rr9cauo7xfd++ZZ55ROTk5yjTN2LalS5cqQK1du1Yp1bbrLOJVVVUpQM2ZMye2ra6uTgFq1qxZSim5ru0lHA6r7Oxsdd9998W2tefnqbTIdAO1tbVkZGTEns+bN4/x48fHlSkpKWHevHkHOrRuZd68eYwdOxaHwxHbVlJSwurVq6murk5gZJ3XvHnzGD58OLm5ubFtJSUl1NXVsWLFilgZeb+2LhQK4XA44hbNc7vdAPzvf/8D2nadRbzMzEwGDhzISy+9hM/nIxqN8swzz5CTk8Po0aMBua7t5e2332bHjh1cdtllsW3t+XkqiUwXN3fuXF577TWmTJkS21ZeXh73hweQm5tLXV0dgUDgQIfYbbR2XZv2iebacs3k/bp7J510EuXl5Tz88MOEw2Gqq6u5/fbbASgrKwPkvbkvNE3j448/ZtGiRaSkpOByuXjkkUeYOXMm6enpgFzX9vL//t//o6SkJG4B5/a8tpLIHAC33357qx2fmh6rVq3a63qXL1/OmWeeyT333MMpp5zSAZF3bh11XQ92cl0PjLZe56FDh/Liiy/y5z//maSkJPLy8ujTpw+5ublxrTSiUVuvq1KKqVOnkpOTwxdffME333zDWWedxRlnnBFLEEW8ffls2LJlCx9++CGTJ0/usLhsHVaziLnpppviOua1pG/fvntV53fffce4ceOYMmUKd911V9y+vLw8Kioq4rZVVFTg9XpjTdLdQUdc191p7bo27esu2vO65uXl8c0338Rt2/WaHSzv113tzXW+6KKLuOiii6ioqMDj8aBpGo888khsf1uu88Girdf1k08+4d1336W6uhqv1wvAU089xaxZs3jxxRe5/fbb5bruYl8+G1544QUyMzP56U9/Gre9PT9PJZE5ALKzs8nOzm63+lasWMFJJ53EpEmTuP/++5vtLy4u5v3334/bNmvWLIqLi9sths6gva/rnhQXF3PnnXcSiUSw2+1A43UdOHBgrCm6O2jP61pcXMz9999PZWUlOTk5QOM183q9DBkyJFbmYHi/7mpfrnNT0/vzzz+Py+Xi5JNPBtp2nQ8Wbb2ufr8foFmrlq7rWJYFyHXd1d6+Z5VSvPDCC1xyySWxz8wm7fp52g4dkkU72rhxo1q0aJG69957VXJyslq0aJFatGiRqq+vV0optWzZMpWdna1+/vOfq7KystijsrIyVsf69etVUlKSuuWWW9TKlSvVX//6V2UYhpo5c2aiTivh9nRdlVJq7dq1atGiReqXv/ylOuSQQ2JlmnrV19TUqNzcXPWLX/xCLV++XL366qsqKSlJPfPMM4k6rYTb03WNRqNq2LBh6pRTTlGLFy9WM2fOVNnZ2eqOO+6I1SHv1z37y1/+ohYuXKhWr16tnnzySeV2u9Xjjz8e29+W6yziVVVVqczMTHX22WerxYsXq9WrV6ubb75Z2e12tXjxYqWUXNf99fHHHytArVy5stm+9vw8lUSmk5k0aZICmj0+/fRTpVTj0OCW9hcVFcXV8+mnn6pRo0Yph8Oh+vbtq1544YUDfi6dyZ6uq1JKHX/88S2WKS0tjZVZsmSJOvbYY5XT6VQ9evRQDz744IE/mU6kLdd1w4YN6tRTT1Vut1tlZWWpm266SUUikbh65P26e7/4xS9URkaGcjgcasSIEeqll15qVqYt11nEmz9/vjrllFNURkaGSklJUUcddZR6//3348rIdd13F154oTr66KNb3d9en6eaUkrtXRuOEEIIIUTnIF3ehRBCCNFlSSIjhBBCiC5LEhkhhBBCdFmSyAghhBCiy5JERgghhBD/v707CW1qi+M4/r0N1lIbSUMHo6YKpWpFHGmgWJxonKGhCzcuUmgRF1rBhako1qkuBEGhqIgiIi66KK0ggrRCNAaMbhpdGDGlwVSDunEIWKymbyHkeZ++Z7Xpa4O/D9zFnc7537vJL+ccuFlLQUZERESyloKMiIiIZC0FGRHJWrFYDMMw6OvrG5f2DcOgu7t7XNoWkcxQkBGR39bQ0IDH45mw/p1OJ4lEgkWLFgHg9/sxDIO3b99OWE0i8v/SRyNFJGtZLJY/8ivEIvI3jciIyLi4c+cOLpeLqVOn4nA4aGlp4fPnz+nza9asobm5mX379mG325kxYwaHDx82tRGJRKipqSEvL4+FCxfS29trmu75dmopFouxdu1aAAoLCzEMg4aGBgDmzp3L6dOnTW0vXbrU1N+zZ89YtWpVuq+enp7vnikej7Nt2zZsNht2u526ujpisdhYX5WIjIGCjIhk3IsXL9i8eTNVVVWEw2HOnTvHpUuXOH78uOm6K1euMG3aNEKhECdPnuTo0aPpAPHlyxc8Hg/5+fmEQiEuXLjAgQMH/rVPp9NJZ2cnAE+fPiWRSHDmzJlR1ZtKpaivryc3N5dQKMT58+fx+Xyma4aHh9mwYQNWq5VAIEAwGKSgoICNGzfy6dOnX3k9IpJBmloSkYw7e/YsTqeT9vZ2DMNgwYIFvHz5Ep/Px6FDh8jJ+fofavHixbS2tgJQUVFBe3s7t2/fxu1209PTQ39/P36/Pz191NbWhtvt/mGfFosFu90OQElJCTabbdT19vb2EolEuHXrFjNnzgTgxIkTbNq0KX1NR0cHqVSKixcvYhgGAJcvX8Zms+H3+1m/fv2vvSQRyQgFGRHJuCdPnlBdXZ3+wQdYuXIlyWSSwcFBysrKgK9B5lsOh4PXr18DX0dVnE6naQ2My+Uat3qdTmc6xABUV1ebrgmHw0SjUaxWq+n40NAQ/f3941KXiPycgoyITJgpU6aY9g3DIJVKZbyfnJwcRkZGTMeGh4d/qY1kMsmKFSu4du3ad+eKi4vHVJ+I/D4FGRHJuMrKSjo7OxkZGUmPygSDQaxWK7Nnzx5VG/Pnzycej/Pq1StKS0sBePjw4X/ek5ubC3xdX/Ot4uJiEolEev/9+/cMDAyY6o3H4yQSCRwOBwD37983tbF8+XI6OjooKSlh+vTpo3oGERl/WuwrImPy7t07+vr6TNuOHTuIx+Ps3r2bSCTC9evXaW1tZe/even1MT/jdrspLy/H6/Xy6NEjgsEgBw8eBDBNWX1rzpw5GIbBjRs3ePPmDclkEoB169Zx9epVAoEAjx8/xuv1YrFY0vfV1tYyb948vF4v4XCYQCDw3cLi7du3U1RURF1dHYFAgIGBAfx+P83NzQwODv7OqxORDFCQEZEx8fv9LFu2zLQdO3aMmzdv8uDBA5YsWcLOnTtpbGxMB5HRsFgsdHd3k0wmqaqqoqmpKR0u8vLyfnjPrFmzOHLkCC0tLZSWlrJr1y4A9u/fz+rVq9m6dStbtmzB4/FQXl6evi8nJ4euri4+fvyIy+WiqamJtrY2U9v5+fncvXuXsrIy6uvrqayspLGxkaGhIY3QiEwgY+SfE8ciIpNUMBikpqaGaDRqCiIi8udSkBGRSaurq4uCggIqKiqIRqPs2bOHwsJC7t27N9GlicgkocW+IjJpffjwAZ/Px/PnzykqKqK2tpZTp05NdFkiMoloREZERESylhb7ioiISNZSkBEREZGspSAjIiIiWUtBRkRERLKWgoyIiIhkLQUZERERyVoKMiIiIpK1FGREREQkaynIiIiISNb6C36fO4HXO7gUAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "gaydfgaytaxplot = gaydf.copy()\n",
    "\n",
    "# gaydf.head()\n",
    "\n",
    "del gaydfgaytaxplot['zip']\n",
    "del gaydfgaytaxplot['population']\n",
    "del gaydfgaytaxplot['overall tax paid']\n",
    "del gaydfgaytaxplot['income']\n",
    "# del gaydfgaytaxplot['gay tax rate']\n",
    "\n",
    "plot2 = sns.scatterplot(data=gaydfgaytaxplot, x=\"long\", y=\"lat\", hue='gay tax rate')\n",
    "_ = plot2.set(xlabel=\"Longitude\", ylabel=\"Latitude\", title=\"Taxes paid by Queer communities in the US\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gaydfgentaxplot = gaydf.copy()\n",
    "\n",
    "# gaydf.head()\n",
    "\n",
    "del gaydfgentaxplot['zip']\n",
    "del gaydfgentaxplot['population']\n",
    "# del gaydfgentaxplot['overall tax paid']\n",
    "del gaydfgentaxplot['income']\n",
    "# del gaydfgaytaxplot['gay tax rate']\n",
    "\n",
    "plot2 = sns.scatterplot(data=gaydfgentaxplot, x=\"long\", y=\"lat\", hue='overall tax paid')\n",
    "_ = plot2.set(xlabel=\"Longitude\", ylabel=\"Latitude\", title=\"Taxes paid by typical communities in the US\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>gay tax rate</th>\n",
       "      <th>overall tax paid</th>\n",
       "      <th>lat</th>\n",
       "      <th>long</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2184.000000</td>\n",
       "      <td>2184.000000</td>\n",
       "      <td>2184.000000</td>\n",
       "      <td>2184.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>4373.997253</td>\n",
       "      <td>596.719322</td>\n",
       "      <td>38.016518</td>\n",
       "      <td>-91.296804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3054.620840</td>\n",
       "      <td>615.174358</td>\n",
       "      <td>5.210272</td>\n",
       "      <td>18.476699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>25.572213</td>\n",
       "      <td>-123.118977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2110.000000</td>\n",
       "      <td>217.000000</td>\n",
       "      <td>33.997027</td>\n",
       "      <td>-105.037767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3900.000000</td>\n",
       "      <td>434.000000</td>\n",
       "      <td>39.930150</td>\n",
       "      <td>-87.603617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>5902.500000</td>\n",
       "      <td>777.250000</td>\n",
       "      <td>40.960828</td>\n",
       "      <td>-74.310179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>24560.000000</td>\n",
       "      <td>9166.000000</td>\n",
       "      <td>47.916786</td>\n",
       "      <td>-70.758184</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       gay tax rate  overall tax paid          lat         long\n",
       "count   2184.000000       2184.000000  2184.000000  2184.000000\n",
       "mean    4373.997253        596.719322    38.016518   -91.296804\n",
       "std     3054.620840        615.174358     5.210272    18.476699\n",
       "min        0.000000          0.000000    25.572213  -123.118977\n",
       "25%     2110.000000        217.000000    33.997027  -105.037767\n",
       "50%     3900.000000        434.000000    39.930150   -87.603617\n",
       "75%     5902.500000        777.250000    40.960828   -74.310179\n",
       "max    24560.000000       9166.000000    47.916786   -70.758184"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gaydfhybridplot = pd.merge(gaydfgentaxplot, gaydfgaytaxplot)\n",
    "\n",
    "gaydfhybridplot.describe()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt = sns.pairplot(gaydfhybridplot)\n",
    "_ = plt.figure.suptitle(\"Complete Decomposition of Taxation Statistics in Queer Communities\")\n",
    "plt.figure.subplots_adjust(top=0.925)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gaydflight = gaydfhybridplot.copy()\n",
    "\n",
    "del gaydflight['lat']; del gaydflight['long']\n",
    "\n",
    "plt = sns.pairplot(gaydflight)\n",
    "_ = plt.figure.suptitle(\"Decomposition of Taxation Statistics in Queer Communities\")\n",
    "plt.figure.subplots_adjust(top=0.925)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can infer by taking the first derivative of the corelation line of this graph, queer communities pay significantly more taxes then typical neighborhoods. An explanation for this is queer people through one mechanism or another (queer folk being more likely to be politically progressive, live in cities, or get educations for example) end up corelating strongly with demographics who pay more tax\n",
    "\n",
    "Do note that the analysis is severely limited by severe sampling bias as only hyper urban geographical stratum have been surveyed by gayborhoods"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**How are the different metrics of pride represented in this data set correlated?**\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "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>GEOID10</th>\n",
       "      <th>Tax_Mjoint</th>\n",
       "      <th>Mjoint_MF</th>\n",
       "      <th>Mjoint_SS</th>\n",
       "      <th>Mjoint_FF</th>\n",
       "      <th>Mjoint_MM</th>\n",
       "      <th>TaxRate_SS</th>\n",
       "      <th>TaxRate_FF</th>\n",
       "      <th>TaxRate_MM</th>\n",
       "      <th>Cns_TotHH</th>\n",
       "      <th>...</th>\n",
       "      <th>FF_Cns</th>\n",
       "      <th>FF_Index</th>\n",
       "      <th>MM_Tax</th>\n",
       "      <th>MM_Cns</th>\n",
       "      <th>MM_Index</th>\n",
       "      <th>SS_Index</th>\n",
       "      <th>SS_Index_Weight</th>\n",
       "      <th>Parade_Weight</th>\n",
       "      <th>Bars_Weight</th>\n",
       "      <th>TOTINDEX</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>90069</td>\n",
       "      <td>2120</td>\n",
       "      <td>1689</td>\n",
       "      <td>431</td>\n",
       "      <td>61</td>\n",
       "      <td>370</td>\n",
       "      <td>203.301887</td>\n",
       "      <td>28.773585</td>\n",
       "      <td>174.528302</td>\n",
       "      <td>12551</td>\n",
       "      <td>...</td>\n",
       "      <td>1.847099</td>\n",
       "      <td>6.724415</td>\n",
       "      <td>29.583721</td>\n",
       "      <td>18.704533</td>\n",
       "      <td>48.288254</td>\n",
       "      <td>55.012669</td>\n",
       "      <td>39.429995</td>\n",
       "      <td>10</td>\n",
       "      <td>17.647059</td>\n",
       "      <td>67.077054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>94114</td>\n",
       "      <td>5080</td>\n",
       "      <td>4036</td>\n",
       "      <td>1044</td>\n",
       "      <td>170</td>\n",
       "      <td>874</td>\n",
       "      <td>205.511811</td>\n",
       "      <td>33.464567</td>\n",
       "      <td>172.047244</td>\n",
       "      <td>16456</td>\n",
       "      <td>...</td>\n",
       "      <td>4.161579</td>\n",
       "      <td>9.834048</td>\n",
       "      <td>29.163165</td>\n",
       "      <td>19.415304</td>\n",
       "      <td>48.578469</td>\n",
       "      <td>58.412517</td>\n",
       "      <td>41.866815</td>\n",
       "      <td>0</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>61.866815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10011</td>\n",
       "      <td>5790</td>\n",
       "      <td>5166</td>\n",
       "      <td>624</td>\n",
       "      <td>97</td>\n",
       "      <td>527</td>\n",
       "      <td>107.772021</td>\n",
       "      <td>16.753022</td>\n",
       "      <td>91.018998</td>\n",
       "      <td>29762</td>\n",
       "      <td>...</td>\n",
       "      <td>1.531029</td>\n",
       "      <td>4.370779</td>\n",
       "      <td>15.428332</td>\n",
       "      <td>10.932081</td>\n",
       "      <td>26.360413</td>\n",
       "      <td>30.731192</td>\n",
       "      <td>22.026394</td>\n",
       "      <td>10</td>\n",
       "      <td>5.882353</td>\n",
       "      <td>37.908747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10014</td>\n",
       "      <td>3510</td>\n",
       "      <td>3229</td>\n",
       "      <td>281</td>\n",
       "      <td>74</td>\n",
       "      <td>207</td>\n",
       "      <td>80.056980</td>\n",
       "      <td>21.082621</td>\n",
       "      <td>58.974359</td>\n",
       "      <td>18786</td>\n",
       "      <td>...</td>\n",
       "      <td>2.482293</td>\n",
       "      <td>6.055939</td>\n",
       "      <td>9.996551</td>\n",
       "      <td>5.943318</td>\n",
       "      <td>15.939869</td>\n",
       "      <td>21.995808</td>\n",
       "      <td>15.765361</td>\n",
       "      <td>10</td>\n",
       "      <td>11.764706</td>\n",
       "      <td>37.530067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>94103</td>\n",
       "      <td>2660</td>\n",
       "      <td>2417</td>\n",
       "      <td>243</td>\n",
       "      <td>34</td>\n",
       "      <td>209</td>\n",
       "      <td>91.353383</td>\n",
       "      <td>12.781955</td>\n",
       "      <td>78.571429</td>\n",
       "      <td>12728</td>\n",
       "      <td>...</td>\n",
       "      <td>0.837431</td>\n",
       "      <td>3.004058</td>\n",
       "      <td>13.318386</td>\n",
       "      <td>4.961779</td>\n",
       "      <td>18.280165</td>\n",
       "      <td>21.284224</td>\n",
       "      <td>15.255337</td>\n",
       "      <td>10</td>\n",
       "      <td>10.588235</td>\n",
       "      <td>35.843573</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   GEOID10  Tax_Mjoint  Mjoint_MF  Mjoint_SS  Mjoint_FF  Mjoint_MM  \\\n",
       "0    90069        2120       1689        431         61        370   \n",
       "1    94114        5080       4036       1044        170        874   \n",
       "2    10011        5790       5166        624         97        527   \n",
       "3    10014        3510       3229        281         74        207   \n",
       "4    94103        2660       2417        243         34        209   \n",
       "\n",
       "   TaxRate_SS  TaxRate_FF  TaxRate_MM  Cns_TotHH  ...    FF_Cns  FF_Index  \\\n",
       "0  203.301887   28.773585  174.528302      12551  ...  1.847099  6.724415   \n",
       "1  205.511811   33.464567  172.047244      16456  ...  4.161579  9.834048   \n",
       "2  107.772021   16.753022   91.018998      29762  ...  1.531029  4.370779   \n",
       "3   80.056980   21.082621   58.974359      18786  ...  2.482293  6.055939   \n",
       "4   91.353383   12.781955   78.571429      12728  ...  0.837431  3.004058   \n",
       "\n",
       "      MM_Tax     MM_Cns   MM_Index   SS_Index  SS_Index_Weight  Parade_Weight  \\\n",
       "0  29.583721  18.704533  48.288254  55.012669        39.429995             10   \n",
       "1  29.163165  19.415304  48.578469  58.412517        41.866815              0   \n",
       "2  15.428332  10.932081  26.360413  30.731192        22.026394             10   \n",
       "3   9.996551   5.943318  15.939869  21.995808        15.765361             10   \n",
       "4  13.318386   4.961779  18.280165  21.284224        15.255337             10   \n",
       "\n",
       "   Bars_Weight   TOTINDEX  \n",
       "0    17.647059  67.077054  \n",
       "1    20.000000  61.866815  \n",
       "2     5.882353  37.908747  \n",
       "3    11.764706  37.530067  \n",
       "4    10.588235  35.843573  \n",
       "\n",
       "[5 rows x 29 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "\n",
    "gaybourhoods = pd.read_csv(\"../data/raw/gaybourhoods.csv\")\n",
    "gaybourhoods.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "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>pride parade index</th>\n",
       "      <th>gay bars index</th>\n",
       "      <th>lat</th>\n",
       "      <th>long</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2328.000000</td>\n",
       "      <td>2328.000000</td>\n",
       "      <td>2328.000000</td>\n",
       "      <td>2328.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.017612</td>\n",
       "      <td>0.118127</td>\n",
       "      <td>38.044304</td>\n",
       "      <td>-91.221236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.131563</td>\n",
       "      <td>0.861863</td>\n",
       "      <td>5.148365</td>\n",
       "      <td>18.533499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>25.572213</td>\n",
       "      <td>-123.118977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>34.021932</td>\n",
       "      <td>-105.049099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>39.899977</td>\n",
       "      <td>-87.494097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>40.912413</td>\n",
       "      <td>-74.288743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>47.916786</td>\n",
       "      <td>-70.758184</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       pride parade index  gay bars index          lat         long\n",
       "count         2328.000000     2328.000000  2328.000000  2328.000000\n",
       "mean             0.017612        0.118127    38.044304   -91.221236\n",
       "std              0.131563        0.861863     5.148365    18.533499\n",
       "min              0.000000        0.000000    25.572213  -123.118977\n",
       "25%              0.000000        0.000000    34.021932  -105.049099\n",
       "50%              0.000000        0.000000    39.899977   -87.494097\n",
       "75%              0.000000        0.000000    40.912413   -74.288743\n",
       "max              1.000000       17.000000    47.916786   -70.758184"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#wrangle gay\n",
    "# gaydf = pd.DataFrame(zip(gaybourhoods['GEOID10'], gaybourhoods['Parade_Weight'], gaybourhoods['Bars_Weight']))\n",
    "\n",
    "\n",
    "# print(gaydf.describe())\n",
    "# print(gaydf)\n",
    "\n",
    "cords = pd.read_csv(\"../data/raw/zip_lat_long.csv\")\n",
    "\n",
    "# gaydf = pd.DataFrame(zip(gaybourhoods['GEOID10'], gaybourhoods['ParadeFlag'], gaybourhoods['CountBars']))\n",
    "# gaydf.columns=(('zip', 'pride parade index', 'gay bars index'))\n",
    "# gaydf = gaydf.merge(cords, left_on=\"zip\", right_on=\"ZIP\")\n",
    "\n",
    "\n",
    "def loadprideindexes(secdf):\n",
    "    gaydf = pd.DataFrame(zip(gaybourhoods['GEOID10'], gaybourhoods['ParadeFlag'], gaybourhoods['CountBars']))\n",
    "    gaydf.columns=(('zip', 'pride parade index', 'gay bars index'))\n",
    "    gaydf = gaydf.merge(secdf, left_on=\"zip\", right_on=\"ZIP\")\n",
    "    \n",
    "    return gaydf\n",
    "    \n",
    "    # gaydf = (\n",
    "    #     pd.DataFrame(zip(gaybourhoods['GEOID10'], gaybourhoods['ParadeFlag'], gaybourhoods['CountBars']))\n",
    "    #     .columns=(('zip', 'pride parade index', 'gay bars index'))\n",
    "    #     # .merge(cords, left_on=\"zip\", right_on=\"ZIP\")\n",
    "    # )\n",
    "\n",
    "gaydf = loadprideindexes(cords)\n",
    "\n",
    "def notzip(dat):\n",
    "    del dat['zip']\n",
    "    del dat['ZIP']\n",
    "\n",
    "notzip(gaydf)\n",
    "\n",
    "# // unneded was already filtered out\n",
    "\n",
    "# There's a lot of info baked into some of these columns. Especially the composite indexes.\n",
    "# We'll leave their names as is for easy reference even if they're a little ugly.\n",
    "gaydf = gaydf.rename({\n",
    "    \"LAT\": \"lat\",\n",
    "    \"LNG\": \"long\",\n",
    "}, axis=\"columns\")\n",
    "\n",
    "# unperson unneccesary zip codes\n",
    "# del gaydf['zip.1']\n",
    "# del gaydf['ZIP']\n",
    "\n",
    "\n",
    "gaydf.to_csv(\"../data/processed/gay_pride\", index=False)\n",
    "\n",
    "gaydf.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "gaydf = pd.read_csv(\"../data/processed/gay_pride\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gaydfprideplot = gaydf.copy()\n",
    "\n",
    "plot3 = sns.scatterplot(data=gaydfprideplot, x=\"long\", y=\"lat\", hue=\"pride parade index\")\n",
    "_ = plot3.set(xlabel=\"long\", ylabel=\"lat\", title = \"heatmap of pride index\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It seemed that most communities did not have a pride parade, but a number of them still did"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gaydfgaybarsplot = gaydf.copy()\n",
    "\n",
    "plot4 = sns.scatterplot(data=gaydfprideplot, x=\"long\", y=\"lat\", hue=\"gay bars index\")\n",
    "_ = plot4.set(xlabel=\"long\", ylabel=\"lat\", title = \"heatmap of gay bars index\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "it looks like certain communities had large numbers of bars but most didn't\n",
    "\n",
    "the next step is to find the distribution of gay bars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot5 = sns.histplot(gaydfgaybarsplot[\"gay bars index\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "looks like the hypothesis was right - most communities with gay bars had multiple"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "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>pride parade index</th>\n",
       "      <th>gay bars index</th>\n",
       "      <th>lat</th>\n",
       "      <th>long</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2328.000000</td>\n",
       "      <td>2328.000000</td>\n",
       "      <td>2328.000000</td>\n",
       "      <td>2328.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.017612</td>\n",
       "      <td>0.118127</td>\n",
       "      <td>38.044304</td>\n",
       "      <td>-91.221236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.131563</td>\n",
       "      <td>0.861863</td>\n",
       "      <td>5.148365</td>\n",
       "      <td>18.533499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>25.572213</td>\n",
       "      <td>-123.118977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>34.021932</td>\n",
       "      <td>-105.049099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>39.899977</td>\n",
       "      <td>-87.494097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>40.912413</td>\n",
       "      <td>-74.288743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>47.916786</td>\n",
       "      <td>-70.758184</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       pride parade index  gay bars index          lat         long\n",
       "count         2328.000000     2328.000000  2328.000000  2328.000000\n",
       "mean             0.017612        0.118127    38.044304   -91.221236\n",
       "std              0.131563        0.861863     5.148365    18.533499\n",
       "min              0.000000        0.000000    25.572213  -123.118977\n",
       "25%              0.000000        0.000000    34.021932  -105.049099\n",
       "50%              0.000000        0.000000    39.899977   -87.494097\n",
       "75%              0.000000        0.000000    40.912413   -74.288743\n",
       "max              1.000000       17.000000    47.916786   -70.758184"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gaydfhybridplot2 = pd.merge(gaydfprideplot, gaydfgaybarsplot)\n",
    "\n",
    "gaydfhybridplot2.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x7fa91e10fca0>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# del gaydfhybridplot2['zip']; del gaydfhybridplot2['ZIP']\n",
    "\n",
    "sns.pairplot(gaydfhybridplot2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x7fa91e12c940>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gaydflight2 = gaydfhybridplot2.copy()\n",
    "\n",
    "del gaydflight2['lat']; del gaydflight2['long']\n",
    "\n",
    "sns.pairplot(gaydflight2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "to find a correlation we remove the zero value & find correlation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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cOXMG7733Hh4/foxVq1bhrbfegrOzM2bPng0hRLHbEnjW/yT3XnlOTg4ePXqErKwstGrVqtDtoovcvh8//fRTsfHraseOHZDJZNKtqbxyPyONvcznCRO4DlJSUqR7mFeuXIEQAlOnTtX6EHZycpJ2wtyOTnFxcWjWrFmxbV+/fh3e3t4FOtE0btxYmp5X7dq1td7nJnMPD49Cyx8/fqxVXr9+/QL3tBo0aAAA0n3q69evo2HDhgVizR/TxIkTYWtri9atW8Pb2xsffPCBTvf3dJW7nMJiadSoUYFtk3v/LK9q1aoV2Aa6Lkcul6Nu3boFlqOL3P0l7+M+uX766Sfs378fCxcuLDAtISEBgwcPRvXq1aX7+B07dgQAJCUlSfW6dOkCNzc3bNmyBcCzD+hvv/0WvXr1KvR+e2Fat26NoKAgBAUFYcCAAdi1axeaNGmCsLAwaDQaqd7OnTvx4osvQqlUonr16nByckJkZKRWPLnq1KlToGzkyJFo0KABQkJCUKtWLQwdOlS6N57Xrl270L179wLlSqVS+qJx+PBh3LhxA0ePHkXdunWldV+8eDG8vb2hUCjg6OgIJycnnD17VucYdW3j+vXrhR5D+fed2NhYAM++LOT/nFi3bh2ePn1aaGx5ubm5ITIyEnfu3MGlS5ewbNkyODk5Ydq0afjyyy+LnTfXpk2b4OvrC6VSiRo1asDJyQm7du0qcdlF6devH9q2bYvhw4fDxcUFb775Jv773/+WOrHGxcXB3d0d1atXL7dlPk/YC70EN2/eRFJSEurXrw8A0k4zbtw4BAcHFzpPbt2yUFSP7qLKdfmmXlqNGzfGpUuXsHPnTuzduxc7duzAypUrMW3aNMycObPMllsUXXu7l4f69evDwsIC586dKzAtNyHn7yyWnZ2NLl264NGjR5g4cSIaNWoEGxsb3Lp1C4MHD9b6wDI3N8dbb72FtWvXYuXKlTh69Chu376t1VtbX2ZmZujUqROWLl2K2NhYNG3aFEeOHEHPnj3RoUMHrFy5Em5ubrC0tMSGDRu0OivmKqzzmbOzM06fPo19+/Zhz5492LNnDzZs2IBBgwZJnTXj4+Nx8eJFREZGFpjf3NwcQUFBRcY9d+5cTJ06FUOHDsXs2bNRvXp1mJmZ4cMPPyz0Q76wGPVtoyS583z++efw8/MrtE5hV2cKI5PJ0KBBAzRo0ADdu3eHt7c3tmzZguHDhxc739dff43Bgwejd+/eGD9+PJydnWFubo558+YhLi5Or/XJZWVlhcOHD+PgwYPYtWsX9u7di23btuHll1/Gr7/+WibHYEUs01QwgZdg8+bNACAl69xv/ZaWlsV+qABAvXr1Cv0Az8vT0xNnz55FTk6O1ln4xYsXpenGlHsFIe8ZxOXLlwFAunTp6emJS5cuFZi3sJhsbGzQr18/9OvXDxqNBq+99hrmzJmDyZMnF/n4kK4jO+Uu59KlS1qPFeWWGWvb5F1O7v8XeNaLNz4+vsT/c2FsbGzw0ksv4dChQ7h16xZq1qxZ4jz//PMPLl++jE2bNmHQoEFSeVGXngcNGoRFixbhl19+wZ49e+Dk5FTkl0pdZWVlAfjflYMdO3ZAqVRi3759UCgUUr0NGzbo1a5cLkePHj3Qo0cP5OTkYOTIkVi9ejWmTp2K+vXrY9euXVCpVFq3bXS1fft2dOrUqcBZ6ZMnT+Do6GjUNjw9PXHu3LkCx1D+46VevXoAnt2iKs3+U5S6deuiWrVquHPnjlRW1PG0fft21K1bF99//71WnfyXq/Udac3MzAydO3dG586dERERgblz5+KTTz7BwYMHERQUpFd79erVw759+/Do0aNiz8JLWmZVxUvoxfj9998xe/Zs1KlTBwMGDADw7GzipZdewurVq7UOolwPHjyQ/u7bty/OnDkj3avLK/fMuFu3brh79y62bdsmTcvKysLy5ctha2srna0Zy+3bt7XiUavV+Oqrr+Dn5wdXV1cpphMnTiA6Olqql5qaijVr1sDLy0u6x/nw4UOttuVyOZo0aQIhBDIzM4uMwcbGRuvxrKK0atUKzs7OWLVqldZjOnv27MGFCxcKvdxaGkFBQZDL5Vi2bJnWFYsvv/wSSUlJpV7OtGnTkJ2djbfffrvQS+n5r47knknkLRdCFPq4FQD4+vrC19cX69atw44dO/Dmm28a9MxuZmYmfv31V8jlcul2ibm5OWQymdajeNeuXcOPP/6oc7v59xMzMzP4+voCgPR/3b17N1555ZVSxW9ubl5gW3733Xd6PUqnaxvdunXD7du3tR6jS0tLKzAin7+/P+rVq4eFCxcW+r/P+zlRmOPHjyM1NbVA+YkTJ/Dw4UOtS/Y2NjaFXhIvbH86fvy41nENPLuHD0CnYzL/o6kApCsMuf9LGxsbndvr27cvhBCFXrHLjVuXZVZVPAP/f3v27MHFixeRlZWFe/fu4ffff8f+/fvh6emJn3/+WetscsWKFWjXrh18fHwwYsQI1K1bF/fu3UN0dDRu3rwpPTs6fvx4bN++HW+88QaGDh0Kf39/PHr0CD///DNWrVqF5s2b45133sHq1asxePBgnDx5El5eXti+fTuOHj2KJUuW6Hw/U1cNGjTAsGHD8Ndff8HFxQXr16/HvXv3tM6oJk2ahG+//RYhISEYPXo0qlevjk2bNiE+Ph47duyQrhS88sorcHV1Rdu2beHi4oILFy7giy++QPfu3YuN29/fH5GRkfj0009Rv359ODs7FzjDBp5d5ViwYAGGDBmCjh07on///rh37x6WLl0KLy8vjB071ijbxMnJCZMnT8bMmTPRtWtX9OzZE5cuXcLKlSvxwgsvlPqydPv27fHFF19g1KhR8Pb2xoABA9CoUSNoNBpcvnwZW7ZsgVwul744NWrUCPXq1cO4ceNw69Yt2NvbY8eOHcXewx80aBDGjRsHAHrHmbvPA8/6bXzzzTeIjY3FpEmTYG9vD+BZh8GIiAh07doVb731Fu7fv48VK1agfv36OHv2rE7LGT58OB49eoSXX34ZtWrVwvXr17F8+XL4+fmhcePGSE9Px8GDB7Fq1Sq94s/16quvYtasWRgyZAjatGmDf/75B1u2bNG6mmKsNkaMGIEvvvgCgwYNwsmTJ+Hm5obNmzdLSTCXmZkZ1q1bh5CQEDRt2hRDhgxBzZo1cevWLRw8eBD29vb45Zdfioxn8+bN2LJlC/r06QN/f3/I5XJcuHAB69evh1Kp1HoG2t/fH9u2bUN4eDheeOEF2NraokePHnj11Vfx/fffo0+fPujevTvi4+OxatUqNGnSROtLhZWVFZo0aYJt27ahQYMGqF69Opo1a1Zo/51Zs2bh8OHD6N69Ozw9PXH//n2sXLkStWrVkq6e1KtXDw4ODli1ahXs7OxgY2ODgICAQvsedOrUCQMHDsSyZcsQGxuLrl27IicnB0eOHEGnTp0QFham0zKrrHLv917J5H+kRi6XC1dXV9GlSxexdOlS6TGu/OLi4sSgQYOEq6ursLS0FDVr1hSvvvqq2L59u1a9hw8firCwMFGzZk0hl8tFrVq1RGhoqEhMTJTq3Lt3TwwZMkQ4OjoKuVwufHx8CjyCkfsY2eeff65VnvtozHfffVfoeuV9PM7T01N0795d7Nu3T/j6+gqFQiEaNWpUYN7c9Xv99deFg4ODUCqVonXr1gWe+129erXo0KGDqFGjhlAoFKJevXpi/PjxIikpqUAceR8Nunv3rujevbuws7MTAKRHyooajnLbtm2iRYsWQqFQiOrVq4sBAwaImzdvatUp6nnh/I/BFOeLL74QjRo1EpaWlsLFxUW8//77Ws+a521Pn0daYmJixKBBg0Tt2rWFXC4XNjY2wtfXV3z00UfiypUrWnXPnz8vgoKChK2trXB0dBQjRoyQHkkr7LGcO3fuCHNzc9GgQQOd4ynsMTKlUin8/PxEZGSk1mNPQgjx5ZdfCm9vb2l/2bBhQ6HbFYD44IMPCixv+/bt4pVXXhHOzs5CLpeL2rVri3fffVfcuXNHCPHssUCZTCbu3btXYN6i/q95ZWRkiI8++ki4ubkJKysr0bZtWxEdHS06duyo9bhiUceKPm0IIcT169dFz549hbW1tXB0dBRjxowRe/fuLXTfjYmJEa+99pp0jHh6eor//Oc/4sCBA8Wu09mzZ8X48eNFy5YtRfXq1YWFhYVwc3MTb7zxhjh16pRW3ZSUFPHWW28JBwcHAUB6TCsnJ0fMnTtXeHp6CoVCIVq0aCF27txZ6LPYx44dE/7+/kIul2s9Upb//3zgwAHRq1cv4e7uLuRyuXB3dxf9+/cXly9f1mrvp59+Ek2aNBEWFhZa+25hy87KyhKff/65aNSokZDL5cLJyUmEhISIkydP6rXMqkgmRBn2cqJKxcvLC82aNcPOnTsrOhQyksTERLi5uWHatGmYOnVqRYdTKiNHjsTff/+NEydOVHQoRCaFl9CJTNjGjRuRnZ2NgQMHVnQopebn54cePXpUdBhEJocJnMgE/f777zh//jzmzJmD3r17m/RvLOcfBIWIdMMETmSCZs2ahWPHjqFt27ZYvnx5RYdDRBWA98CJiIhMEJ8DJyIiMkFM4ERERCaICZyIiMgEMYETERGZICZwIiIiE8QETkREZIKYwImIiExQlUvgQgio1eoCPx1IRMbH442o7FS5BJ6cnAyVSoXk5OSKDoXoucfjjajsVLkETkRE9DxgAiciIjJBTOBEREQmiAmciIjIBFXoz4kePnwYn3/+OU6ePIk7d+7ghx9+QO/evYudJyoqCuHh4fj333/h4eGBKVOmYPDgweUSLxEZ183HaUjOyII6PRMqK0vYKi1Qq5q10erfepwGdZ76dkoL1CyiflKaBokpGqgzMmFvZQlHGzlU1nKjxVKW9Ildn22ib9umzBTXs0ITeGpqKpo3b46hQ4fitddeK7F+fHw8unfvjvfeew9btmzBgQMHMHz4cLi5uSE4OLgcIiYiY7n+MBUf//APjl55KJW1q18Dc/r4wLOGTbnWv/0kHRN3nMWR2ESprIO3I+b39YW7g5XBsZQlfWLXN259t4upMtX1rDS/By6TyUo8A584cSJ27dqFc+fOSWVvvvkmnjx5gr179+q0HLVaDZVKhaSkJNjb2xsaNhEVo6jj7ebjNEzccVYrkeRqV78G5vf11Tqb1bf+rcdpmFBM/QV9faWzzqQ0DcK+jdH68M7VwdsRy/u30DoT0zeWsqRP7PpsE33bNmWmvJ4mdQ88OjoaQUFBWmXBwcGIjo4ucp6nT59CrVZrvYiobOh6vCVnZBWaSADgjysPkZyRZVB9dQn11XnqJ6ZoCv3wBoDDsYlITNEYFEtZ0id2fbaJvm2bMlNezwq9hK6vu3fvwsXFRavMxcUFarUa6enpsLIqeKlj3rx5mDlzZqmWl5CQgMTEwv+xhnJ0dETt2rXLpG2iiqLr8aZOzyx2enKG9vSyrK/OKNtYypI+seu9DfXcLqbKlNfTpBJ4aUyePBnh4eHSe7VaDQ8PjxLnS0hIQKNGjZGenlYmcVlZWePixQtM4vRc0fV4s7eyLLYdO6X29LKsb68s21jKkj6x670N9dwupsqU19OkErirqyvu3bunVXbv3j3Y29sXevYNAAqFAgqFQu9lJSYmIj09DQFDp8Pezas04RZJfecajq+ficTERCZweq7oerzZKS3Qrn4N/FHE/Vg7pYVB9e1LqG+fp76jrRwdvB1xuIh7oI622vc/9Y2lLOkTuz7bRN+2TZkpr6dJ3QMPDAzEgQMHtMr279+PwMDAMlumvZsXqtduaNSXsb8QEJmaWtWsMaePD9rVr6FVntsjOn8nMH3r1yyhft7OWiprOeb39UUHb0etuh28HbGgr2+BDkz6xlKW9Ildn22ib9umzJTXs0J7oaekpODKlSsAgBYtWiAiIgKdOnVC9erVUbt2bUyePBm3bt3CV199BeDZY2TNmjXDBx98gKFDh+L333/H6NGjsWvXLp0fI9O1F/qpU6fg7++PLp9sQPXaDQ1f2TweJVzC/jlDcPLkSbRs2dKobRNVJiUdb7nPUidnZMJO+eyZZF2eA9e1fu4zz7n17XV4Djy3rqOtbs+B6xpLWdIndn22ib5tmzJTXM8KvYT+999/o1OnTtL73HtnoaGh2LhxI+7cuYOEhARpep06dbBr1y6MHTsWS5cuRa1atbBu3To+A05kovRNePrWr1nNGjV1rKuy1u8Du6KSdWH0iV2fbaJv26bMFNezQhP4Sy+9VOzvBG/cuLHQeWJiYsowKiIiosrPpO6BExER0TNM4ERERCaICZyIiMgEMYETERGZICZwIiIiE8QETkREZIKYwImIiEwQEzgREZEJYgInIiIyQUzgREREJogJnIiIyAQxgRMREZkgJnAiIiITxARORERkgpjAiYiITBATOBERkQliAiciIjJBTOBEREQmSO8EnpGRUeS0O3fuGBQMERER6UbvBN6yZUucPn26QPmOHTvg6+trjJiIiIioBHon8JdeegkvvvgiFixYAABITU3F4MGDMXDgQHz88cdGD5CIiIgKstB3hpUrV6J79+4YPnw4du7ciTt37sDW1hYnTpxAs2bNyiJGIiIiykfvBA4AISEheO211xAZGQkLCwv88ssvTN5ERETlSO9L6HFxcQgMDMTOnTuxb98+TJgwAT179sSECROQmZlZFjESERFRPnoncD8/P9SpUwdnzpxBly5d8Omnn+LgwYP4/vvv0bp167KIkYiIiPLRO4GvXLkSW7duhYODg1TWpk0bxMTEoGXLlnoHsGLFCnh5eUGpVCIgIAAnTpwotv6SJUvQsGFDWFlZwcPDA2PHji320TYiIqLnkd4JfODAgQAAjUaDS5cuISsrCwBgZ2eHL7/8Uq+2tm3bhvDwcEyfPh2nTp1C8+bNERwcjPv37xda/5tvvsGkSZMwffp0XLhwAV9++SW2bdvG3u9ERFTl6J3A09PTMWzYMFhbW6Np06ZISEgAAIwaNUp6tExXERERGDFiBIYMGYImTZpg1apVsLa2xvr16wutf+zYMbRt2xZvvfUWvLy88Morr6B///4lnrUTERE9b/RO4JMmTcKZM2cQFRUFpVIplQcFBWHr1q06t6PRaHDy5EkEBQX9LxgzMwQFBSE6OrrQedq0aYOTJ09KCfvq1avYvXs3unXrVuRynj59CrVarfUiorLB442o/Oj9GNmPP/6Ibdu24cUXX4RMJpPKmzZtiri4OJ3bSUxMRHZ2NlxcXLTKXVxccPHixULneeutt5CYmIh27dpBCIGsrCy89957xV5CnzdvHmbOnKlzXERUejzeiMqP3mfgDx48gLOzc4Hy1NRUrYReFqKiojB37lysXLkSp06dwvfff49du3Zh9uzZRc4zefJkJCUlSa8bN26UaYxEVRmPN6Lyo/cZeKtWrbBr1y6MGjUKAKSkvW7dOgQGBurcjqOjI8zNzXHv3j2t8nv37sHV1bXQeaZOnYqBAwdi+PDhAAAfHx+kpqbinXfewSeffAIzs4LfRxQKBRQKhc5xEVHp8XgjKj96J/C5c+ciJCQE58+fR1ZWFpYuXYrz58/j2LFjOHTokM7tyOVy+Pv748CBA+jduzcAICcnBwcOHEBYWFih86SlpRVI0ubm5gAAIYS+q0JERGSy9L6E3q5dO5w+fRpZWVnw8fHBr7/+CmdnZ0RHR8Pf31+vtsLDw7F27Vps2rQJFy5cwPvvv4/U1FQMGTIEADBo0CBMnjxZqt+jRw9ERkZi69atiI+Px/79+zF16lT06NFDSuRERERVQanGQq9Xrx7Wrl1r8ML79euHBw8eYNq0abh79y78/Pywd+9eqWNbQkKC1hn3lClTIJPJMGXKFNy6dQtOTk7o0aMH5syZY3AsREREpkSnBK7PoyD29vZ6BRAWFlbkJfOoqCit9xYWFpg+fTqmT5+u1zKIiIieNzolcAcHB517mGdnZxsUEBEREZVMpwR+8OBB6e9r165h0qRJGDx4sNTrPDo6Gps2bcK8efPKJkoiIiLSolMC79ixo/T3rFmzEBERgf79+0tlPXv2hI+PD9asWYPQ0FDjR0lERERa9O6FHh0djVatWhUob9WqFcckJyIiKid6J3APD49Ce6CvW7cOHh4eRgmKiIiIiqf3Y2SLFy9G3759sWfPHgQEBAAATpw4gdjYWOzYscPoARIREVFBep+Bd+vWDbGxsejRowcePXqER48eoUePHrh8+XKxvwpGRERExlOqgVxq1aqFuXPnGjsWIiIi0lGpEviTJ09w4sQJ3L9/Hzk5OVrTBg0aZJTAiIiIqGh6J/BffvkFAwYMQEpKCuzt7bUGeJHJZEzgRERE5UDve+AfffQRhg4dipSUFDx58gSPHz+WXo8ePSqLGImIiCgfvRP4rVu3MHr0aFhbW5dFPERERKQDvRN4cHAw/v7777KIhYiIiHSk9z3w7t27Y/z48Th//jx8fHxgaWmpNb1nz55GC46IiIgKp3cCHzFiBIBnY6LnJ5PJ+GtkRERE5UDvBJ7/sTEiIiIqf3rfAyciIqKKp9MZ+LJly/DOO+9AqVRi2bJlxdYdPXq0UQIjIiKioumUwBcvXowBAwZAqVRi8eLFRdaTyWRM4EREROVApwQeHx9f6N9ERERUMXgPnIiIyAQxgRMREZkgJnAiIiITxARORERkgpjAiYiITFCpEviRI0fw9ttvIzAwELdu3QIAbN68GX/88Yfeba1YsQJeXl5QKpUICAjAiRMniq3/5MkTfPDBB3Bzc4NCoUCDBg2we/fu0qwGERGRydI7ge/YsQPBwcGwsrJCTEwMnj59CgBISkrC3Llz9Wpr27ZtCA8Px/Tp03Hq1Ck0b94cwcHBuH//fqH1NRoNunTpgmvXrmH79u24dOkS1q5di5o1a+q7GkRERCZN7wT+6aefYtWqVVi7dq3WL5G1bdsWp06d0qutiIgIjBgxAkOGDEGTJk2watUqWFtbY/369YXWX79+PR49eoQff/wRbdu2hZeXFzp27IjmzZvruxpEREQmTe8EfunSJXTo0KFAuUqlwpMnT3RuR6PR4OTJkwgKCvpfMGZmCAoKQnR0dKHz/PzzzwgMDMQHH3wAFxcXNGvWDHPnzi32F9CePn0KtVqt9SKissHjjaj86J3AXV1dceXKlQLlf/zxB+rWratzO4mJicjOzoaLi4tWuYuLC+7evVvoPFevXsX27duRnZ2N3bt3Y+rUqVi0aBE+/fTTIpczb948qFQq6eXh4aFzjESkHx5vROVH7wQ+YsQIjBkzBsePH4dMJsPt27exZcsWjBs3Du+//35ZxCjJycmBs7Mz1qxZA39/f/Tr1w+ffPIJVq1aVeQ8kydPRlJSkvS6ceNGmcZIVJXxeCMqP3r/HvikSZOQk5ODzp07Iy0tDR06dIBCocC4ceMwatQondtxdHSEubk57t27p1V+7949uLq6FjqPm5sbLC0tYW5uLpU1btwYd+/ehUajgVwuLzCPQqGAQqHQOS4iKj0eb0TlR+8zcJlMhk8++QSPHj3CuXPn8Oeff+LBgweYPXu2Xu3I5XL4+/vjwIEDUllOTg4OHDiAwMDAQudp27Ytrly5gpycHKns8uXLcHNzKzR5ExERPa9KPZCLXC5HkyZN0Lp1a9ja2paqjfDwcKxduxabNm3ChQsX8P777yM1NRVDhgwBAAwaNAiTJ0+W6r///vt49OgRxowZg8uXL2PXrl2YO3cuPvjgg9KuBhERkUnS6RL6a6+9pnOD33//vc51+/XrhwcPHmDatGm4e/cu/Pz8sHfvXqljW0JCAszM/vcdw8PDA/v27cPYsWPh6+uLmjVrYsyYMZg4caLOyyQiInoe6JTAVSqV9LcQAj/88ANUKhVatWoFADh58iSePHmiV6LPFRYWhrCwsEKnRUVFFSgLDAzEn3/+qfdyiIiInic6JfANGzZIf0+cOBH/+c9/sGrVKqkzWXZ2NkaOHAl7e/uyiZKIiIi06H0PfP369Rg3bpxWT3Bzc3OEh4cXOYIaERERGZfeCTwrKwsXL14sUH7x4kWt3uFERERUdvR+DnzIkCEYNmwY4uLi0Lp1awDA8ePHMX/+fKn3OBEREZUtvRP4woUL4erqikWLFuHOnTsAng2wMn78eHz00UdGD5CIiIgK0juBm5mZYcKECZgwYYL0QwXsvEZERFS+9E7geTFxExERVYxSJfDt27fjv//9LxISEqDRaLSm6fub4ERERKQ/vXuhL1u2DEOGDIGLiwtiYmLQunVr1KhRA1evXkVISEhZxEhERET56J3AV65ciTVr1mD58uWQy+WYMGEC9u/fj9GjRyMpKaksYiQiIqJ89E7gCQkJaNOmDQDAysoKycnJAICBAwfi22+/NW50REREVCi9E7irqysePXoEAKhdu7Y0Lnl8fDyEEMaNjoiIiAqldwJ/+eWX8fPPPwN4NqjL2LFj0aVLF/Tr1w99+vQxeoBERERUkN690NesWSMNmfrBBx+gRo0aOHbsGHr27Il3333X6AESERFRQXol8KysLMydOxdDhw5FrVq1AABvvvkm3nzzzTIJjoiIiAqn1yV0CwsLfPbZZ8jKyiqreIiIiEgHet8D79y5Mw4dOlQWsRAREZGO9L4HHhISgkmTJuGff/6Bv78/bGxstKb37NnTaMERERFR4fRO4CNHjgQAREREFJgmk8mQnZ1teFRERERULL0TeG4PdCIiIqo4et8DJyIioopXql8jS01NxaFDhwr9NbLRo0cbJTAi+p+EhAQkJiaWSduOjo6oXbt2mbRNRGVH7wQeExODbt26IS0tDampqahevToSExNhbW0NZ2dnJnAiI0tISECjRo2Rnp5WJu1bWVnj4sULTOJEJkbvBD527Fj06NEDq1atgkqlwp9//glLS0u8/fbbGDNmTFnESFSlJSYmIj09DQFDp8PezcuobavvXMPx9TORmJjIBE5kYvRO4KdPn8bq1athZmYGc3NzPH36FHXr1sVnn32G0NBQvPbaa2URJ1GVZ+/mheq1G1Z0GERUSejdic3S0hJmZs9mc3Z2RkJCAgBApVLhxo0bpQpixYoV8PLyglKpREBAAE6cOKHTfFu3boVMJkPv3r1LtVwiIiJTpXcCb9GiBf766y8AQMeOHTFt2jRs2bIFH374IZo1a6Z3ANu2bUN4eDimT5+OU6dOoXnz5ggODsb9+/eLne/atWsYN24c2rdvr/cyiYiITJ3eCXzu3Llwc3MDAMyZMwfVqlXD+++/jwcPHmDNmjV6BxAREYERI0ZgyJAhaNKkCVatWgVra2usX7++yHmys7MxYMAAzJw5E3Xr1tV7mURERKZO73vgrVq1kv52dnbG3r17S71wjUaDkydPYvLkyVKZmZkZgoKCEB0dXeR8s2bNgrOzM4YNG4YjR44Uu4ynT5/i6dOn0nu1Wl3qeImoeDzeiMpPqQdyuX//Po4cOYIjR47gwYMHpWojMTER2dnZcHFx0Sp3cXHB3bt3C53njz/+wJdffom1a9fqtIx58+ZBpVJJLw8Pj1LFSkQl4/FGVH70TuDJyckYOHAgatasiY4dO6Jjx45wd3fH22+/jaSkpLKIscCy165dC0dHR53mmTx5MpKSkqRXaTvaEVHJeLwRlR+9L6EPHz4cMTEx2LlzJwIDAwEA0dHRGDNmDN59911s3bpV57YcHR1hbm6Oe/fuaZXfu3cPrq6uBerHxcXh2rVr6NGjh1SWOza7hYUFLl26hHr16mnNo1AooFAodI6JiEqPxxtR+dE7ge/cuRP79u1Du3btpLLg4GCsXbsWXbt21astuVwOf39/HDhwQHoULCcnBwcOHEBYWFiB+o0aNcI///yjVTZlyhQkJydj6dKlvFxHRERVht4JvEaNGlCpVAXKVSoVqlWrpncA4eHhCA0NRatWrdC6dWssWbIEqampGDJkCABg0KBBqFmzJubNmwelUlngUTUHBwcAKNUjbERERKZK7wQ+ZcoUhIeHY/PmzdJl7rt372L8+PGYOnWq3gH069cPDx48wLRp03D37l34+flh7969Use2hIQEaeAYIiIiekbvBB4ZGYkrV66gdu3a0tjJCQkJUCgUePDgAVavXi3VPXXqlE5thoWFFXrJHACioqKKnXfjxo06LYOIiOh5oncC57ClREREFU/vBD59+vSyiIOIiIj0wJvLREREJogJnIiIyAQxgRMREZkgJnAiIiITVOoErtFocOnSJWRlZRkzHiIiItKB3gk8LS0Nw4YNg7W1NZo2bYqEhAQAwKhRozB//nyjB0hEREQF6Z3AJ0+ejDNnziAqKgpKpVIqDwoKwrZt24waHBERERVO7+fAf/zxR2zbtg0vvvgiZDKZVN60aVPExcUZNTgiIiIqnN5n4A8ePICzs3OB8tTUVK2ETkRERGVH7wTeqlUr7Nq1S3qfm7TXrVsn/T44ERERlS29L6HPnTsXISEhOH/+PLKysrB06VKcP38ex44dw6FDh8oiRiIiIspH7zPwdu3a4fTp08jKyoKPjw9+/fVXODs7Izo6Gv7+/mURIxEREeWj9xk4ANSrVw9r1641dixERESkI50SuFqt1rlBe3v7UgdDREREutEpgTs4OOjcwzw7O9uggIiIiKhkOiXwgwcPSn9fu3YNkyZNwuDBg6Ve59HR0di0aRPmzZtXNlESERGRFp0SeMeOHaW/Z82ahYiICPTv318q69mzJ3x8fLBmzRqEhoYaP0oiIiLSoncv9OjoaLRq1apAeatWrXDixAmjBEVERETF0zuBe3h4FNoDfd26dfDw8DBKUERERFQ8vR8jW7x4Mfr27Ys9e/YgICAAAHDixAnExsZix44dRg+QiIiICtL7DLxbt264fPkyevTogUePHuHRo0fo0aMHLl++jG7dupVFjERERJRPqQZy8fDwwNy5c40dCxEREelIpwR+9uxZNGvWDGZmZjh79myxdX19fY0SGBERERVNp0vofn5+SExMlP5u0aIF/Pz8CrxatGhRqiBWrFgBLy8vKJVKBAQEFNubfe3atWjfvj2qVauGatWqISgoiL3fiYioytHpDDw+Ph5OTk7S38a0bds2hIeHY9WqVQgICMCSJUsQHByMS5cuFfq741FRUejfvz/atGkDpVKJBQsW4JVXXsG///6LmjVrGjU2IiKiykqnM3BPT0/IZDJkZmZi5syZyMnJgaenZ6EvfUVERGDEiBEYMmQImjRpglWrVsHa2hrr168vtP6WLVswcuRI+Pn5oVGjRli3bh1ycnJw4MABvZdNRERkqvTqhW5paWnUR8U0Gg1OnjyJoKCg/wVkZoagoCBER0fr1EZaWhoyMzNRvXp1o8VFRERU2en9GFnv3r3x448/GmXhiYmJyM7OhouLi1a5i4sL7t69q1MbEydOhLu7u9aXgLyePn0KtVqt9SKissHjjaj86P0Ymbe3N2bNmoWjR4/C398fNjY2WtNHjx5ttOBKMn/+fGzduhVRUVFQKpWF1pk3bx5mzpxZbjERVWU83ojKj94J/Msvv4SDgwNOnjyJkydPak2TyWR6JXBHR0eYm5vj3r17WuX37t2Dq6trsfMuXLgQ8+fPx2+//Vbso2uTJ09GeHi49F6tVnPIV6IywuONqPzoncCN2QtdLpfD398fBw4cQO/evQFA6pAWFhZW5HyfffYZ5syZg3379hX6wyp5KRQKKBQKo8VMREXj8UZUfko1ElsuIQSAZ2fepRUeHo7Q0FC0atUKrVu3xpIlS5CamoohQ4YAAAYNGoSaNWtKvzW+YMECTJs2Dd988w28vLyke+W2trawtbU1ZHWIiIhMht6d2IBnl9GbNWsGpVIJpVKJZs2aYd26daUKoF+/fli4cCGmTZsGPz8/nD59Gnv37pU6tiUkJODOnTtS/cjISGg0Grz++utwc3OTXgsXLizV8omIiEyR3mfg06ZNQ0REBEaNGoXAwEAAz34jfOzYsUhISMCsWbP0DiIsLKzIS+ZRUVFa769du6Z3+0RERM8bvRN4ZGQk1q5di/79+0tlPXv2hK+vL0aNGlWqBE5ERET60fsSemZmZqEdx/z9/ZGVlWWUoIiIiKh4eifwgQMHIjIyskD5mjVrMGDAAKMERURERMUrVS/0L7/8Er/++itefPFFAMDx48eRkJCAQYMGaT0DGhERYZwoiYiISIveCfzcuXNo2bIlACAuLg7AswFZHB0dce7cOameIY+WERERUfH0TuAHDx4siziIiIhID6V6DpyIiIgqFhM4ERGRCWICJyIiMkFM4ERERCaICZyIiMgEMYETERGZICZwIiIiE8QETkREZIKYwImIiEwQEzgREZEJYgInIiIyQUzgREREJogJnIiIyAQxgRMREZkgJnAiIiITxARORERkgpjAiYiITBATOBERkQliAiciIjJBlSKBr1ixAl5eXlAqlQgICMCJEyeKrf/dd9+hUaNGUCqV8PHxwe7du8spUiIiosrBoqID2LZtG8LDw7Fq1SoEBARgyZIlCA4OxqVLl+Ds7Fyg/rFjx9C/f3/MmzcPr776Kr755hv07t0bp06dQrNmzSpgDYiotG4+TkNyRhbU6ZlQWVnCVmmBWtWsjVb/9pN0JKVnSvXtrSzh7mBlcN2ylpSmQWKKBuqMTNhbWcLRRg6VtbzI+pUpdn3ou56mrCzWtcITeEREBEaMGIEhQ4YAAFatWoVdu3Zh/fr1mDRpUoH6S5cuRdeuXTF+/HgAwOzZs7F//3588cUXWLVqVbnGTkSld/1hKj7+4R8cvfJQKmtXvwbm9PGBZw2bcq2vb9tl6faTdEzccRZHYhOlsg7ejpjf17fQpFyZYteHvutpyspqXSv0ErpGo8HJkycRFBQklZmZmSEoKAjR0dGFzhMdHa1VHwCCg4OLrE9Elc/Nx2kFkg4A/HHlIT754R/cfJxmUP3bT9KLrX/7SXqp6pa1pDRNgQ96ADgcm4hJO84iKU2jVV6ZYteHvutpyspyXSs0gScmJiI7OxsuLi5a5S4uLrh7926h89y9e1ev+k+fPoVardZ6EVHZ0PV4S87IKpB0cv1x5SGSM7IMqp+Unlls/aT0zFLVLWuJKZoCH/S5DscmIjFF+8O+MsWuD33X05SV5bpWik5sZWnevHlQqVTSy8PDo6JDInpu6Xq8qUtILMkZ2tPLsr6+bZcldQnLMnS7VBb6rqcpK8t1rdAE7ujoCHNzc9y7d0+r/N69e3B1dS10HldXV73qT548GUlJSdLrxo0bxgmeiArQ9Xizt7Isth07pfb0sqyvb9tlyb6EZRm6XSoLfdfTlJXlulZoApfL5fD398eBAwekspycHBw4cACBgYGFzhMYGKhVHwD2799fZH2FQgF7e3utFxGVDV2PNzulBdrVr1HotHb1a8BOaWFQfZWVZbH1VXkSnz51y5qjrRwdvB0LndbB2xGOttq9litT7PrQdz1NWVmua4VfQg8PD8fatWuxadMmXLhwAe+//z5SU1OlXumDBg3C5MmTpfpjxozB3r17sWjRIly8eBEzZszA33//jbCwsIpaBSLSU61q1pjTx6dA8sntPZ3/0TB967s7WBVbP2/PX33qljWVtRzz+/oW+MDv4O2IBX19Czx2VJli14e+62nKynJdK/wxsn79+uHBgweYNm0a7t69Cz8/P+zdu1fqqJaQkAAzs/99z2jTpg2++eYbTJkyBR9//DG8vb3x448/8hlwIhPjWcMG8/v6IjkjC8kZmbBTWsKumOe6S1P/s9ebIyk9U6qvKuL5aH3qljV3Byss798CiSkaKRZH26KfGa5MsetD3/U0ZWW1rhWewAEgLCysyDPoqKioAmVvvPEG3njjjTKOiojKWnGDsBijvruDlc6JTJ+6ZU1lrd+He2WKXR/6rqcpK4t1rfBL6ERERKQ/JnAiIiITVCkuoZcnIQQAlDigS0pKCgAg6eZV5GRlGzWG5LvXAQCnTp2SlmNMZmZmyMnJMXq75dG+qbZdlu1fvnwZQNnuiykpKToNcmRnZweZTKZz+7oeb0SkTZdjTSZyj7Aq4ubNmxzMhaiUkpKS9HoUk8cbUenocqxVuQSek5OD27dvl/jtRq1Ww8PDAzdu3OCz4+WE27z86bvN9T0D1/V4M1VVZZ/lepY/XY6ZKncJ3czMDLVq1dK5Pgd/KX/c5uWvrLa5vsebqaoq+yzXs3JhJzYiIiITxARORERkgpjAi6BQKDB9+nQoFIqKDqXK4DYvf9zmhqkq24/rWTlVuU5sREREzwOegRMREZkgJnAiIiITxARORERkgqpcAhdCQK1Wg7f+icoejzeislPlEnhycjJUKhWSk5MrOhSi5x6PN6KyU+USOBER0fOACZyIiMgEMYETERGZICZwIiIiE1Tlfo1MF0lpGiSmaKDOyIS9lSUcbeRQWcsrOiwiIiIJE3g+t5+kY+KOszgSmyiVdfB2xPy+vnB3sKrAyIiIiP6Hl9DzSErTFEjeAHA4NhGTdpxFUpqmgiIjIiLSxgSeR2KKpkDyznU4NhGJKUzgRERUOTCB56HOyCx2enIJ04mIiMoLE3ge9krLYqfblTCdiIiovDCB5+FoK0cHb8dCp3XwdoSjLXuiExFR5cAEnofKWo75fX0LJPEO3o5Y0NeXj5IREVGlwcfI8nF3sMLy/i2QmKJBckYm7JSWcLTlc+BERFS5MIEXQmXNhE1ERJUbL6ETERGZICZwIiIiE8QETkREZIKYwImIiEwQEzgREZEJYgInIiIyQUzgREREJogJnIiIyAQxgRMREZkgJnAiIiITxARORERkgpjAiYiITFClSuCHDx9Gjx494O7uDplMhh9//FFr+uDBgyGTybReXbt2rZhgiUxcUpoGcfdTEJPwGHEPUpCUpqnokIhID5Xq18hSU1PRvHlzDB06FK+99lqhdbp27YoNGzZI7xUKRXmFR/TcuP0kHRN3nMWR2ESprIO3I+b39YW7g1UFRkZEuqpUCTwkJAQhISHF1lEoFHB1dS2niIieP0lpmgLJGwAOxyZi0o6zWN6/BX9Ol8gEVKpL6LqIioqCs7MzGjZsiPfffx8PHz4stv7Tp0+hVqu1XkRVWWKKpkDyznU4NhGJKaW/lM7jjaj8mFQC79q1K7766iscOHAACxYswKFDhxASEoLs7Owi55k3bx5UKpX08vDwKMeIiSofdUZmsdOTS5heHB5vROVHJoQQFR1EYWQyGX744Qf07t27yDpXr15FvXr18Ntvv6Fz586F1nn69CmePn0qvVer1fDw8EBSUhLs7e2NHTZRpRd3PwWdIw4VOf1AeEfUc7YtVds83ojKj0mdgedXt25dODo64sqVK0XWUSgUsLe313oRVWWOtnJ08HYsdFoHb0c42pb+/jePN6LyY9IJ/ObNm3j48CHc3NwqOhQik6GylmN+X98CSbyDtyMW9PVlBzYiE1GpeqGnpKRonU3Hx8fj9OnTqF69OqpXr46ZM2eib9++cHV1RVxcHCZMmID69esjODi4AqMmMj3uDlZY3r8FElM0SM7IhJ3SEo62ciZvIhNSqe6BR0VFoVOnTgXKQ0NDERkZid69eyMmJgZPnjyBu7s7XnnlFcyePRsuLi46L0OtVkOlUvGeHFE54PFGVHYqVQIvD/xAISo/PN6Iyo5J3wMnIiKqqpjAiYiITBATOBERkQliAiciIjJBTOBEREQmiAmciIjIBDGBExERmSAmcCIiIhPEBE5ERGSCmMCJiIhMkMEJPCMjo8hpd+7cMbR5IiIiKoTBCbxly5Y4ffp0gfIdO3bA19fX0OaJiIioEAYn8JdeegkvvvgiFixYAABITU3F4MGDMXDgQHz88ccGB0hEREQFGfx74CtXrkT37t0xfPhw7Ny5E3fu3IGtrS1OnDiBZs2aGSNGIiIiysfgBA4AISEheO211xAZGQkLCwv88ssvTN5ERERlyOBL6HFxcQgMDMTOnTuxb98+TJgwAT179sSECROQmZlpjBiJiIgoH4MTuJ+fH+rUqYMzZ86gS5cu+PTTT3Hw4EF8//33aN26tTFiJCIionwMTuArV67E1q1b4eDgIJW1adMGMTExaNmypaHNExERUSFkQghhjIY0Gg3i4+NRr149WFgY5dZ6mVCr1VCpVEhKSoK9vX1Fh0P0XOPxRlR2DD4DT09Px7Bhw2BtbY2mTZsiISEBADBq1Cjp0TIiIiIyLoMT+KRJk3DmzBlERUVBqVRK5UFBQdi6dauhzRMREVEhDL7W/eOPP2Lbtm148cUXIZPJpPKmTZsiLi7O0OaJiIioEAafgT948ADOzs4FylNTU7USOhERERmPwQm8VatW2LVrl/Q+N2mvW7cOgYGBhjZfIZLSNIi7n4KYhMeIe5CCpDRNRYdERESkxeBL6HPnzkVISAjOnz+PrKwsLF26FOfPn8exY8dw6NAhY8RYrm4/ScfEHWdxJDZRKuvg7Yj5fX3h7mBVgZERPb+a+bXU6dcL3dzccO70qXKIiKjyM8pjZHFxcZg/fz7OnDmDlJQUtGzZEhMnToSPj48xYjSq4h5rSUrTIOzbGK3knauDtyOW928BlbW8vEIlMnm6PkZWw8UNXWZ/X2J7+6e+hof3+DPFRICRxkKvV68e1q5da4ymKlRiiqbQ5A0Ah2MTkZiiYQInIqJKoVQJXK1W61zXlAZvUGcUP3Z7cgnTiYiIykupEriDg4POPcyzs7NLs4gKYa+0LHa6XQnTiYiIykupEvjBgwelv69du4ZJkyZh8ODBUq/z6OhobNq0CfPmzTNOlOXE0VaODt6OOFzEPXBHW14+JyKiyqFUCbxjx47S37NmzUJERAT69+8vlfXs2RM+Pj5Ys2YNQkNDDY+ynKis5Zjf1xeTdpzVSuIdvB2xoK8v738TEVGlYXAntujoaKxatapAeatWrTB8+HBDmy937g5WWN6/BRJTNEjOyISd0hKOtnImbyIiqlQMHsjFw8Oj0B7o69atg4eHh6HNVwiVtRz1nG3hV7sa6jnbMnkTEVGlY/AZ+OLFi9G3b1/s2bMHAQEBAIATJ04gNjYWO3bsMDhAIiIiKsjgM/Bu3bohNjYWPXr0wKNHj/Do0SP06NEDly9fRrdu3YwRIxEREeVjlIFcatWqhblz5xqjKSIiItKBURL4kydPcOLECdy/fx85OTla0wYNGmSMRRAREVEeBifwX375BQMGDEBKSgrs7e21BniRyWRM4ERERGXA4HvgH330EYYOHYqUlBQ8efIEjx8/ll6PHj0yRoxERESUj8EJ/NatWxg9ejSsra2NEQ8RERHpwOAEHhwcjL///tsYsRAREZGODL4H3r17d4wfPx7nz5+Hj48PLC21f/CjZ8+ehi6CiIiI8jE4gY8YMQLAszHR85PJZCb1a2RERESmwuAEnv+xMSIiIip7Bt8DJyIiovJXqjPwZcuW4Z133oFSqcSyZcuKrTt69Gid2z18+DA+//xznDx5Enfu3MEPP/yA3r17S9OFEJg+fTrWrl2LJ0+eoG3btoiMjIS3t3dpVoOoSktK0yAxRQN1RibsrSzhaMNf3SMyJaVK4IsXL8aAAQOgVCqxePHiIuvJZDK9EnhqaiqaN2+OoUOH4rXXXisw/bPPPsOyZcuwadMm1KlTB1OnTkVwcDDOnz8PpVJZmlUhqpJuP0nHxB1ncSTf797P7+sLdwerCoyMiHRVqgQeHx9f6N+GCgkJQUhISKHThBBYsmQJpkyZgl69egEAvvrqK7i4uODHH3/Em2++abQ4iJ5nSWmaAskbAA7HJmLSjrNY3r8Fz8SJTIDJ3AOPj4/H3bt3ERQUJJWpVCoEBAQgOjq6yPmePn0KtVqt9SKqyhJTNAWSd67DsYlITNGUum0eb0Tlx2QS+N27dwEALi4uWuUuLi7StMLMmzcPKpVKenl4eJRpnESVnTojs9jpySVMLw6PN6LyYzIJvLQmT56MpKQk6XXjxo2KDomoQtkrLYudblfC9OLweCMqP0b5OdHy4OrqCgC4d+8e3NzcpPJ79+7Bz8+vyPkUCgUUCkVZh0dkMhxt5ejg7YjDhVxG7+DtCEfb0t//5vFGVH5M5gy8Tp06cHV1xYEDB6QytVqN48ePIzAwsAIjIzItKms55vf1RQdvR63yDt6OWNDXlx3YiEyEwWfge/fuha2tLdq1awcAWLFiBdauXYsmTZpgxYoVqFatms5tpaSk4MqVK9L7+Ph4nD59GtWrV0ft2rXx4Ycf4tNPP4W3t7f0GJm7u7vWs+JEVDJ3Byss798CiSkaJGdkwk5pCUdbPgdOZEoMPgMfP3681NP0n3/+wUcffYRu3bohPj4e4eHherX1999/o0WLFmjRogUAIDw8HC1atMC0adMAABMmTMCoUaPwzjvv4IUXXkBKSgr27t3LZ8CJSkFlLUc9Z1v41a6Ges62TN5EJsbgM/D4+Hg0adIEALBjxw68+uqrmDt3Lk6dOoVu3brp1dZLL70EIUSR02UyGWbNmlXoD6cQERFVJQafgcvlcqSlpQEAfvvtN7zyyisAgOrVq/MZUCIiojJi8Bl427ZtER4ejrZt2+LEiRPYtm0bAODy5cuoVauWwQESUdm49TgN6owsqNMzobKyhJ3SAjWrWVd0WESkI4MT+IoVK/DBBx9g+/btiIyMRM2aNQEAe/bsQdeuXQ0OkIiM7/rDVHz8wz84euWhVNaufg3M6eMDzxo2FRgZEenKoASelZWFqKgorF27VnpOO1dxP3JCRBXn1uO0AskbAP648hCf/PAPFvT15Zk4kQkw6B64hYUF3nvvPTx9+tRY8RBRGVNnZBVI3rn+uPIQ6oysco6IiErD4E5srVu3RkxMjDFiIaJyoE4vu7HQiaj8GHwPfOTIkfjoo49w8+ZN+Pv7w8ZG+/6Zr6+voYsgIiOytyq7sdCJqPwYnMBzf4d79OjRUplMJoMQAjKZDNnZ2YYugoiMyF5pgXb1a+CPQi6jt6tfA/ZKk/mJBKIqzSgDuRCR6ahZzRpz+vjgkx/+0Uriub3Q2YGNyDQYnMA9PT2NEQcRlSPPGjZY0NcX6owsaSx0ez4HTmRSjHat7Pz580hISIBGo9Eq79mzp7EWQURGVLOaNWpWdBBEVGoGJ/CrV6+iT58++Oeff6R738Cz++AAeA+ciIioDBj8GNmYMWNQp04d3L9/H9bW1vj3339x+PBhtGrVClFRUUYIsfzdfpKOC3fUOH71IS7eUeP2k/SKDonI6JLSNIi7n4KYhMeIe5CCpDRNyTMRUaVh8Bl4dHQ0fv/9dzg6OsLMzAxmZmZo164d5s2bh9GjR5vcM+IcYpKqgttP0jFxx1kciU2Uyjp4O2J+X1+4O1hVYGREpCuDz8Czs7NhZ2cHAHB0dMTt27cBPOvcdunSJUObL1e3n6QXO8Qkz8TpeZCUpimQvAHgcGwiJu04yzNxIhNh8Bl4s2bNcObMGdSpUwcBAQH47LPPIJfLsWbNGtStW9cYMZabpPTMYoeYTErP5NkJmbzEFE2B5J3rcGwiElM0UFnLyzkqItKXwQl8ypQpSE1NBQDMmjULr776Ktq3b48aNWpIPy1qKjjEJFUF6hL2Y+7nRKbB4AQeHBws/V2/fn1cvHgRjx49QrVq1aSe6KaCQ0xSVWBfwn7M/ZzINBh8DzyvGzdu4MaNG6hevbrJJW8AUFlZol39GoVOa1e/BlQlJHgiU+BoK0cHb8dCp3XwdoSjLS+fE5kCgxN4VlYWpk6dCpVKBS8vL3h5eUGlUmHKlCnIzDStS3HuDlaY08enQBLP7YXO+9/0PFBZyzG/r2+BJN7B2xEL+vry/jeRiTD4EvqoUaPw/fff47PPPkNgYCCAZ4+WzZgxAw8fPkRkZKTBQZYnzxo2+Oz15khKz5SGmFRZWTJ503PF3cEKy/u3QGKKRtrPHW3lTN5EJsTgBP7NN99g69atCAkJkcp8fX3h4eGB/v37m1wCB559uDFh0/NOZc2ETWTKDL6ErlAo4OXlVaC8Tp06kMv54UBERFQWDE7gYWFhmD17Np4+fSqVPX36FHPmzEFYWJihzVcIDjFJRESVXakuob/22mta73/77TfUqlULzZs3BwCcOXMGGo0GnTt3NjzCcsYhJomIyBSUKoGrVCqt93379tV67+HhUfqIKlBJQ0wu79+C9wyJiKhSKFUC37Bhg7HjqBQ4xCQREZkKow7kYuo4xCQREZkKJvA8OMQkERGZCibwPDjEJBERmQom8Dw4xCQREZkKg0diu3r1qsn97ndxOMQkERGZAoPPwOvXr49OnTrh66+/RkZGhjFiqnAqaznqOdvCr3Y11HO2ZfImIqJKx+AEfurUKfj6+iI8PByurq549913ceLECWPERkREREUwOIH7+flh6dKluH37NtavX487d+6gXbt2aNasGSIiIvDgwQNjxElERER5GK0Tm4WFBV577TV89913WLBgAa5cuYJx48bBw8MDgwYNwp07d4y1KCIioirPaAn877//xsiRI+Hm5oaIiAiMGzcOcXFx2L9/P27fvo1evXoZa1FERERVnsG90CMiIrBhwwZcunQJ3bp1w1dffYVu3brBzOzZd4M6depg48aNhf7kKBEREZWOwQk8MjISQ4cOxeDBg+Hm5lZoHWdnZ3z55ZeGLoqIiIj+n8EJPDY2tsQ6crkcoaGhhi6KiIiI/p/BCTxXWloaEhISoNFotMp9fX2NtQgiIiL6fwYn8AcPHmDw4MHYu3dvodOzs7MNXQQRERHlY3Av9A8//BBJSUk4fvw4rKyssHfvXmzatAne3t74+eefjREjERER5WPwGfjvv/+On376Ca1atYKZmRk8PT3RpUsX2NvbY968eejevbsx4iQiIqI8DD4DT01NhbOzMwCgWrVq0shrPj4+OHXqlKHNExERUSEMTuANGzbEpUuXAADNmzfH6tWrcevWLaxatarIx8oMMWPGDMhkMq1Xo0aNjL4cIiKiyszgS+hjxoyRhkmdPn06unbtii1btkAul2Pjxo2GNl+opk2b4rfffpPeW1gYrTM9UZVx83EakjOyoE7PhMrKErZKC9SqZl3RYRGRjgzOfG+//bb0t7+/P65fv46LFy+idu3acHR0NLT5QllYWMDV1bVM2iaqCq4/TMXHP/yDo1ceSmXt6tfAnD4+8KxhU4GREZGujH7qam1tjZYtWxq7WS2xsbFwd3eHUqlEYGAg5s2bh9q1a5fpMomeFzcfpxVI3gDwx5WH+OSHfzC/r2+lPRNXq9Wo4VLyrTk3NzecO80+OPR8MziBh4eHF1ouk8mgVCpRv3599OrVC9WrVzd0UQCAgIAAbNy4EQ0bNsSdO3cwc+ZMtG/fHufOnYOdnV2B+k+fPsXTp0+l92q12ihxEJmq5IysAsk71x9XHiI5I6vUbZf18ZaTk4Mus78vsd7+qa8ZdblElZHBCTwmJganTp1CdnY2GjZsCAC4fPkyzM3N0ahRI6xcuRIfffQR/vjjDzRp0sTggENCQqS/fX19ERAQAE9PT/z3v//FsGHDCtSfN28eZs6cafByiZ4X6vTMYqcnZxQ/vTg83ojKj8G90Hv16oWgoCDcvn0bJ0+exMmTJ3Hz5k106dIF/fv3x61bt9ChQweMHTvWGPEW4ODggAYNGuDKlSuFTp88eTKSkpKk140bN8okDiJTYW9lWex0O2Xx04vD442o/BicwD///HPMnj0b9vb2UplKpcKMGTPw2WefwdraGtOmTcPJkycNXVShUlJSEBcXV+QjawqFAvb29lovoqrMTmmBdvVrFDqtXf0asFOW/sIcjzei8mNwAk9KSsL9+/cLlD948EC6/+Xg4FDgR05Ka9y4cTh06BCuXbuGY8eOoU+fPjA3N0f//v2N0j7R865WNWvM6eNTIInn9kKvrB3YiEibwffAe/XqhaFDh2LRokV44YUXAAB//fUXxo0bh969ewMATpw4gQYNGhi6KADAzZs30b9/fzx8+BBOTk5o164d/vzzTzg5ORmlfaKqwLOGDeb39UVyRhaSMzJhp7SEHZ8DJzIpBifw1atXY+zYsXjzzTeRlfWs96qFhQVCQ0OxePFiAECjRo2wbt06QxcFANi6datR2iGq6pisiUybwQnc1tYWa9euxeLFi3H16lUAQN26dWFrayvV8fPzM3QxRERElIfRBnKxtbWFr6+vsZqrULefpCMpPVMaYtLeyhLuDlYVHRaRUSWlaZCYooE6IxP2VpZwtJFDZS2v6LCISEccRDwfDjFJVcHtJ+mYuOMsjsQmSmUdvB0xv68vv6wSmQiDe6E/T24/SS92iMnbT9IrKDIi40lK0xRI3gBwODYRk3acRVKacZ4YIaKyxQSeR1J6ZrFDTCaVMIIVkSlITNEUSN65DscmIjGFCZzIFDCB51GWQ0wSVRbqEvZj7udEpoEJPI+yHGKSqLKwL2E/5n5OZBqYwPNQWVkWO8SkqoQET2QKHG3l6ODtWOi0Dt6OcLRlT3QiU8AEnoe7g1WxQ0yydy49D1TWcszv61sgiXfwdsSCvr58lIzIRPAxsnw8a9jgs9ebIyk9UxpiUsXnwOk54+5gheX9WyAxRSPt5462fA6cyJQwgRfC3cGKCZueeyprJmwiU8ZL6ERERCaIZ+CF4FCqVBXcepwGdUaWtJ/bKS1Qkz9wQmQymMDz4VCqVBVwPycyfbyEngeHUqWq4NbjtGL381uP0yooMiLSBxN4HhxKlaoCdUZWsfu5OiOrnCMiotJgAs+DQ6lSVcD9nOj5wASeB4dSpaqA+znR84EJPA8OpUpVgb3Sotj93F7Jvq1EpoAJPA8OpUpVQc1q1sXu53yUjMg08Kt2PhxKlaoCzxo2WNDXF+qMLGk/t+dz4EQmhQm8EBxKlaqCmtWsUbOigyCiUuMldCIiIhPEM/BC3HychuQ8Q0zaKi1Qi5cW6TnD/ZzItDGB58MhJqkq4H5OZPp4CT2PmyUMMXmTQ0zSc4D7OdHzgQk8j+QShphM5hCT9Bzgfk70fOAl9Dw4xCRVBVVhP1er1ajh4lZiPTc3N5w7faocIiIyPibwPDjEJFUFVWE/z8nJQZfZ35dYb//U18ohGqKywUvoediVMMSkHYeYpOcA93Oi5wMTeB61Shhiko/Y0POA+znR84FftfPxrGGD+X19kZxniEk7Ph9Lzxnu50Smjwm8EPwQo6qA+zmRaWMCJyIqRjO/lrhz506J9dijncobEzgRUTHu3LnDHu1UKTGBF4JjRFNVwP2cyLQxgefDMaKpKuB+/owuA76o1epyiqZ0dL3En5aWDmvr4n8mmbcBTAsTeB4ljRE9v68vz1DI5HE//x9dBnz5btTL5RRN6eh6if+7US+j16I9xdbhbQDTwufA8+AY0VQVcD8nej4wgedRFcaIJuJ+TvR8YALPoyqMEU3E/Zzo+cAEngfHiKaqgPs50fOBCTwPjhFNVQH3c6LnA79q58Mxoqkq4H5OZPqYwAvBDzGqCrifE5k2JnAiokpI1wFajDnQjC4D2wDGH/ClIsabN/YyK2IdmMCJiCohfQZoMRZdBrYBjD/gS0WMN2/sZVbEOlS5BC6EAFD5h0ckqozs7Owgk8l0rq/r8SaEQHZWtk5tVkQ9XeoIIYz6uVJR26Qyr6sxl2vsZRq7PV2ONZnIPcKqiJs3b8LDw6OiwyAySUlJSbC3t9e5Po83otLR5Vircgk8JycHt2/fLvHbjVqthoeHB27cuKHXBxaVHrd5+dN3m+t7Bq7r8Waqqso+y/Usf7ocM1XuErqZmRlq1aqlc317e/sK/0dWNdzm5a+strm+x5upqir7LNezcuFALkRERCaICZyIiMgEMYEXQaFQYPr06VAoFBUdSpXBbV7+uM0NU1W2H9ezcqpyndiIiIieBzwDJyIiMkFM4ERERCaICZyIiMgEMYETERGZoCqdwFesWAEvLy8olUoEBATgxIkTxdb/7rvv0KhRIyiVSvj4+GD37t3lFOnzQ59tvnHjRshkMq2XUqksx2hN3+HDh9GjRw+4u7tDJpPhxx9/LHGeqKgotGzZEgqFAvXr18fGjRvLPE5TM2PGjAL7ZqNGjSo6LIOVtL8IITBt2jS4ubnBysoKQUFBiI2NrZhgDVDSeg4ePLjA/7dr164VE2wxqmwC37ZtG8LDwzF9+nScOnUKzZs3R3BwMO7fv19o/WPHjqF///4YNmwYYmJi0Lt3b/Tu3Rvnzp0r58hNl77bHHg2ItKdO3ek1/Xr18sxYtOXmpqK5s2bY8WKFTrVj4+PR/fu3dGpUyecPn0aH374IYYPH459+/aVcaSmp2nTplr75h9//FHRIRmspP3ls88+w7Jly7Bq1SocP34cNjY2CA4ORkZGRjlHahhdjouuXbtq/X+//fbbcoxQR6KKat26tfjggw+k99nZ2cLd3V3Mmzev0Pr/+c9/RPfu3bXKAgICxLvvvlumcT5P9N3mGzZsECqVqpyie/4BED/88EOxdSZMmCCaNm2qVdavXz8RHBxchpGZnunTp4vmzZtXdBhlKv/+kpOTI1xdXcXnn38ulT158kQoFArx7bffVkCExlHYcREaGip69epVIfHoo0qegWs0Gpw8eRJBQUFSmZmZGYKCghAdHV3oPNHR0Vr1ASA4OLjI+qStNNscAFJSUuDp6QkPDw/06tUL//77b3mEW2VxP9ddbGws3N3dUbduXQwYMAAJCQkVHVKZio+Px927d7X2D5VKhYCAgOdy/4iKioKzszMaNmyI999/Hw8fPqzokAqokgk8MTER2dnZcHFx0Sp3cXHB3bt3C53n7t27etUnbaXZ5g0bNsT69evx008/4euvv0ZOTg7atGmDmzdvlkfIVVJR+7larUZ6enoFRVX5BAQEYOPGjdi7dy8iIyMRHx+P9u3bIzk5uaJDKzO5x2lV+Bzs2rUrvvrqKxw4cAALFizAoUOHEBISguxs3X53vbxUuV8jI9MRGBiIwMBA6X2bNm3QuHFjrF69GrNnz67AyKiqCwkJkf729fVFQEAAPD098d///hfDhg2rwMjIGN58803pbx8fH/j6+qJevXqIiopC586dKzAybVXyDNzR0RHm5ua4d++eVvm9e/fg6upa6Dyurq561Sdtpdnm+VlaWqJFixa4cuVKWYRIKHo/t7e3h5WVVQVFVfk5ODigQYMGz/W+mXucVsXPwbp168LR0bHS/X+rZAKXy+Xw9/fHgQMHpLKcnBwcOHBA64wvr8DAQK36ALB///4i65O20mzz/LKzs/HPP//Azc2trMKs8rifl05KSgri4uKe632zTp06cHV11do/1Go1jh8//tzvHzdv3sTDhw8r3/+3onvRVZStW7cKhUIhNm7cKM6fPy/eeecd4eDgIO7evSuEEGLgwIFi0qRJUv2jR48KCwsLsXDhQnHhwgUxffp0YWlpKf7555+KWgWTo+82nzlzpti3b5+Ii4sTJ0+eFG+++aZQKpXi33//rahVMDnJyckiJiZGxMTECAAiIiJCxMTEiOvXrwshhJg0aZIYOHCgVP/q1avC2tpajB8/Xly4cEGsWLFCmJubi71791bUKlRKH330kYiKihLx8fHi6NGjIigoSDg6Oor79+9XdGgGKWl/mT9/vnBwcBA//fSTOHv2rOjVq5eoU6eOSE9Pr+DI9VPceiYnJ4tx48aJ6OhoER8fL3777TfRsmVL4e3tLTIyMio6dC1VNoELIcTy5ctF7dq1hVwuF61btxZ//vmnNK1jx44iNDRUq/5///tf0aBBAyGXy0XTpk3Frl27yjli06fPNv/www+lui4uLqJbt27i1KlTFRC16Tp48KAAUOCVu51DQ0NFx44dC8zj5+cn5HK5qFu3rtiwYUO5x13Z9evXT7i5uQm5XC5q1qwp+vXrJ65cuVLRYRmspP0lJydHTJ06Vbi4uAiFQiE6d+4sLl26VLFBl0Jx65mWliZeeeUV4eTkJCwtLYWnp6cYMWKEdKJRmfDnRImIiExQlbwHTkREZOqYwImIiEwQEzgREZEJYgInIiIyQUzgREREJogJnIiIyAQxgRMREZkgJvDnwLVr1yCTyXD69Oki60RFRUEmk+HJkyflFld5GDx4MHr37m1QG15eXliyZIlBbTyv25cqD2Ps68bCY6Zy4K+RPQc8PDxw584dODo6VnQoJumvv/6CjY1NRYdBZDJ4zFQOTOAmTqPRQC6Xm/SvAWVmZsLS0rLClu/k5FRhyyaqaKU5/njMVA68hF6JvPTSSwgLC0NYWBhUKhUcHR0xdepU5B3t1svLC7Nnz8agQYNgb2+Pd955p9BL6Lt370aDBg1gZWWFTp064dq1awWW98cff6B9+/awsrKCh4cHRo8ejdTU1CLjmzFjBvz8/LB69Wp4eHjA2toa//nPf5CUlCTV+euvv9ClSxc4OjpCpVKhY8eOOHXqlFY7MpkMkZGR6NmzJ2xsbDBnzhxkZ2dj2LBhqFOnDqysrNCwYUMsXbpUa77s7GyEh4fDwcEBNWrUwIQJE5B/JOCcnBzMmzdPaqd58+bYvn17sds9/+VAmUyGdevWoU+fPrC2toa3tzd+/vlnrXkM3b5fffUVbG1tERsbK9UfOXIkGjVqhLS0tGLjpYqVnJyMAQMGwMbGBm5ubli8eDFeeuklfPjhh1KdzZs3o1WrVrCzs4Orqyveeust3L9/HwAghED9+vWxcOFCrXZPnz4NmUxW4k9Wzpw5E05OTrC3t8d7770HjUYjTdu7dy/atWsnHSOvvvoq4uLipOm5nxXbtm1Dx44doVQqsWXLFly/fh09evRAtWrVYGNjg6ZNm2L37t1FxsBjppKo0JHYSUvHjh2Fra2tGDNmjLh48aL4+uuvhbW1tVizZo1Ux9PTU9jb24uFCxeKK1euiCtXroj4+HgBQMTExAghhEhISBAKhUKEh4dL7bi4uAgA4vHjx0IIIa5cuSJsbGzE4sWLxeXLl8XRo0dFixYtxODBg4uMb/r06cLGxka8/PLLIiYmRhw6dEjUr19fvPXWW1KdAwcOiM2bN4sLFy6I8+fPi2HDhgkXFxehVqulOgCEs7OzWL9+vYiLixPXr18XGo1GTJs2Tfz111/i6tWr0rpv27ZNmm/BggWiWrVqYseOHVLbdnZ2olevXlKdTz/9VDRq1Ejs3btXxMXFiQ0bNgiFQiGioqKKXC9PT0+xePFirfhq1aolvvnmGxEbGytGjx4tbG1txcOHD426fd944w3xwgsviMzMTLFz505haWkp/v777yLjpMph+PDhwtPTU/z222/in3/+EX369BF2dnZizJgxUp0vv/xS7N69W8TFxYno6GgRGBgoQkJCpOlz5swRTZo00Wp39OjRokOHDkUuNzQ0VNja2op+/fqJc+fOiZ07dwonJyfx8ccfS3W2b98uduzYIWJjY0VMTIzo0aOH8PHxEdnZ2UIIIX1WeHl5iR07doirV6+K27dvi+7du4suXbqIs2fPiri4OPHLL7+IQ4cOFRkLj5nKgQm8EunYsaNo3LixyMnJkcomTpwoGjduLL339PQUvXv31povfwKfPHlygQ+HiRMnah0sw4YNE++8845WnSNHjggzM7Mifxpw+vTpwtzcXNy8eVMq27NnjzAzMxN37twpdJ7s7GxhZ2cnfvnlF6kMgPjwww+L2Ar/88EHH4i+fftK793c3MRnn30mvc/MzBS1atWSEnhGRoawtrYWx44d02pn2LBhon///kUup7APoylTpkjvU1JSBACxZ88eIYTxtu+jR49ErVq1xPvvvy9cXFzEnDlzStgiVNHUarWwtLQU3333nVT25MkTYW1trZXA8/vrr78EAJGcnCyEEOLWrVvC3NxcHD9+XAghhEajEY6OjmLjxo1FthEaGiqqV68uUlNTpbLIyEhha2srJej8Hjx4IABIP3uc+1mxZMkSrXo+Pj5ixowZxa98HjxmKgdeQq9kXnzxRchkMul9YGAgYmNjkZ2dLZW1atWq2DYuXLiAgIAArbLAwECt92fOnMHGjRtha2srvYKDg5GTk4P4+Pgi265duzZq1qyp1W5OTg4uXboEALh37x5GjBgBb29vqFQq2NvbIyUlBQkJCVrtFLYOK1asgL+/P5ycnGBra4s1a9ZI8yUlJeHOnTta62VhYaHVzpUrV5CWloYuXbporddXX32ldRlRF76+vtLfNjY2sLe3ly6BGmv7VqtWDV9++SUiIyNRr149TJo0Sa8YqfxdvXoVmZmZaN26tVSmUqnQsGFDrXonT55Ejx49ULt2bdjZ2aFjx44AIO3P7u7u6N69O9avXw8A+OWXX/D06VO88cYbxS6/efPmsLa2lt4HBgYiJSUFN27cAADExsaif//+qFu3Luzt7eHl5aW13Fz5j7/Ro0fj008/Rdu2bTF9+nScPXtW100i4TFT/tiJzQQZo/dnSkoK3n33XYwePbrAtNq1a5e63dDQUDx8+BBLly6Fp6cnFAoFAgMDte7TAQXXYevWrRg3bhwWLVqEwMBA2NnZ4fPPP8fx48d1XnZKSgoAYNeuXVpfMgBAoVDotR75O/XIZDLk5OToFYsu2/fw4cMwNzfHnTt3kJqaCjs7O73ipMonNTUVwcHBCA4OxpYtW+Dk5ISEhAQEBwdrHQfDhw/HwIEDsXjxYmzYsAH9+vXTSs6l0aNHD3h6emLt2rVwd3dHTk4OmjVrVuLxN3z4cAQHB2PXrl349ddfMW/ePCxatAijRo3Sedk8Zsofz8ArmfwJ688//4S3tzfMzc11bqNx48Y4ceJEgXbyatmyJc6fP4/69esXeMnl8iLbTkhIwO3bt7XaNTMzk85Ajh49itGjR6Nbt25o2rQpFAoFEhMTS4z56NGjaNOmDUaOHIkWLVqgfv36WmfNKpUKbm5uWtsnKysLJ0+elN43adIECoUCCQkJBdbJw8OjxBh0Zazte+zYMSxYsAC//PILbG1tERYWZrQYqWzUrVsXlpaW+Ouvv6SypKQkXL58WXp/8eJFPHz4EPPnz0f79u3RqFEj6Uw0r27dusHGxgaRkZHYu3cvhg4dWuLyz5w5g/T0dOn9n3/+CVtbW3h4eODhw4e4dOkSpkyZgs6dO6Nx48Z4/Pixzuvm4eGB9957D99//z0++ugjrF27Vud5S8JjpmwwgVcyCQkJCA8Px6VLl/Dtt99i+fLlGDNmjF5tvPfee4iNjcX48eNx6dIlfPPNN9i4caNWnYkTJ+LYsWMICwvD6dOnERsbi59++qnEA0KpVCI0NBRnzpzBkSNHMHr0aPznP/+RHmPz9vbG5s2bceHCBRw/fhwDBgyAlZVViTF7e3vj77//xr59+3D58mVMnTpV60MSAMaMGYP58+fjxx9/xMWLFzFy5EitQSDs7Owwbtw4jB07Fps2bUJcXBxOnTqF5cuXY9OmTbptPB0YY/smJydj4MCBGD16NEJCQrBlyxZs27atxB7zVLHs7OwQGhqK8ePH4+DBg/j3338xbNgwmJmZSbe+ateuDblcjuXLl+Pq1av4+eefMXv27AJtmZubY/DgwZg8eTK8vb0LXFIujEajwbBhw3D+/Hns3r0b06dPR1hYGMzMzFCtWjXUqFEDa9aswZUrV/D7778jPDxcp/X68MMPsW/fPsTHx+PUqVM4ePAgGjdurN/GKQaPmTJS0Tfh6X86duwoRo4cKd577z1hb28vqlWrJj7++GOtTm35O48IUbATmxBC/PLLL6J+/fpCoVCI9u3bi/Xr12t1GBFCiBMnToguXboIW1tbYWNjI3x9fYvtFDJ9+nTRvHlzsXLlSuHu7i6USqV4/fXXxaNHj6Q6p06dEq1atRJKpVJ4e3uL7777rtAOLz/88INW2xkZGWLw4MFCpVIJBwcH8f7774tJkyaJ5s2bS3UyMzPFmDFjhL29vXBwcBDh4eFi0KBBWr3Qc3JyxJIlS0TDhg2FpaWlcHJyEsHBwXr3qM0fn0qlEhs2bDDa9h0yZIjw8fERGRkZUv1FixaJ6tWra3USpMpHrVaLt956S1hbWwtXV1cREREhWrduLSZNmiTV+eabb4SXl5dQKBQiMDBQ/PzzzwWOUSGEiIuLEwC0OmcWJTQ0VPTq1UtMmzZN1KhRQ9ja2ooRI0Zo7UP79+8XjRs3FgqFQvj6+oqoqCit/bmwzwohhAgLCxP16tUTCoVCODk5iYEDB4rExMQiY+ExUznIhMj3IC1VmJdeegl+fn4GD1FYVmbMmIEff/yx2CFbiaqa1NRU1KxZE4sWLcKwYcP0mvfIkSPo3Lkzbty4ARcXlzKKkJ5X7MRGRKSHmJgYXLx4Ea1bt0ZSUhJmzZoFAOjVq5fObTx9+hQPHjzAjBkz8MYbbzB5U6nwHjgRkZ4WLlyI5s2bIygoCKmpqThy5Ihev0Xw7bffwtPTE0+ePMFnn31WhpHS84yX0ImIiEwQz8CJiIhMEBM4ERGRCWICJyIiMkFM4ERERCaICZyIiMgEMYETERGZICZwIiIiE8QETkREZIKYwImIiEzQ/wFiJbzjv6dv2wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 500x500 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gaydflight3 = gaydflight2[gaydflight2['gay bars index'] != 0]\n",
    "# gaydflight3 = gaydflight3[gaydflight3['pride parade index'] != 0]\n",
    "\n",
    "plt = sns.pairplot(gaydflight3)\n",
    "_ = plt.figure.suptitle(\"Decomposition of Gay Bars/Parade Statistics\")\n",
    "plt.figure.subplots_adjust(top=0.925)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7fa913934d90>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 613.986x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gaydflightparade = gaydflight3[gaydflight3['pride parade index'] != 0]\n",
    "\n",
    "gaydflightnoparade = gaydflight3[gaydflight3['pride parade index'] != 1]\n",
    "\n",
    "g = sns.catplot(\n",
    "    data=gaydflight3, kind=\"bar\",\n",
    "    x='pride parade index', y='gay bars index', hue='gay bars index'\n",
    ")\n",
    "\n",
    "g.set(title=\"Gay Bars vs. Passing Pride Parades\", ylabel=\"Gay Bars\", xlabel=\"Passing Pride Parades\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7fa91353eda0>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 642.986x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gaydflightparade = gaydflight3[gaydflight3['pride parade index'] != 0]\n",
    "\n",
    "gaydflightnoparade = gaydflight3[gaydflight3['pride parade index'] != 1]\n",
    "\n",
    "g = sns.catplot(\n",
    "    data=gaydflight3, kind=\"bar\",\n",
    "    x='gay bars index', y='gay bars index', hue='pride parade index'\n",
    ")\n",
    "\n",
    "g.set(xlabel=\"Gay Bars\", ylabel=\"Gay Bars\", title=\"Gay Bars vs. Passing Pride Parades\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "the above shows that my hypothesis 'more gay bars <==> more pride parades' should be rejected\n",
    "\n",
    "against my expectation, more gay bars are located in regions pride parades don't pass through\n",
    "\n",
    "the obvious explanation I can see is each community has a constant amount of queer activity such that more queer people exist such that the communities with more of A have less B\n",
    "\n",
    "alternatively this correlation should be discarded due to the fact that it exists mostly in zip areas with more then 10 bars\n",
    "\n",
    "a final explanation would be to cite the sampling bias, which while isn't as extreme as the tax DF from the other research question, is still big enough of a sampling bias to disregard the results"
   ]
  }
 ],
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