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TDahlberg/nonprofit_explorer.ipynb

Created July 20, 2016 13:53
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nonprofit_explorer.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Import all the things"
]
},
{
"cell_type": "code",
"execution_count": 216,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"from scipy.stats import kendalltau\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Read in the CSV"
]
},
{
"cell_type": "code",
"execution_count": 217,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Match_addr</th>\n",
" <th>EIN</th>\n",
" <th>NAME</th>\n",
" <th>ICO</th>\n",
" <th>STREET</th>\n",
" <th>CITY_1</th>\n",
" <th>STATE</th>\n",
" <th>ZIP</th>\n",
" <th>GROUP_</th>\n",
" <th>SUBSECTION</th>\n",
" <th>...</th>\n",
" <th>INCOME_AMT</th>\n",
" <th>REVENUE_AMT</th>\n",
" <th>code</th>\n",
" <th>Zip5</th>\n",
" <th>Zip4</th>\n",
" <th>Eco</th>\n",
" <th>Lat</th>\n",
" <th>Long</th>\n",
" <th>description</th>\n",
" <th>category</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>NaN</td>\n",
" <td>61519148</td>\n",
" <td>AVON LIONS CHARITIES INC</td>\n",
" <td>% DUANE E STARR</td>\n",
" <td>PO BOX 39</td>\n",
" <td>AVON</td>\n",
" <td>CT</td>\n",
" <td>06001-0039</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>T12</td>\n",
" <td>6001</td>\n",
" <td>39</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>Fund Raising &amp; Fund Distribution</td>\n",
" <td>philanthropy</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>34 Stockbridge Dr, Avon, Connecticut, 06001</td>\n",
" <td>66074890</td>\n",
" <td>DELTA MU HOUSE ASSOCIATION OF KAPPA KAPPA GAMM...</td>\n",
" <td>% KAREN GREENBERG</td>\n",
" <td>34 STOCKBRIDGE DR</td>\n",
" <td>AVON</td>\n",
" <td>CT</td>\n",
" <td>06001-4415</td>\n",
" <td>0</td>\n",
" <td>6</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>6001</td>\n",
" <td>4415</td>\n",
" <td>NaN</td>\n",
" <td>41.799419</td>\n",
" <td>-72.899200</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>44 Copplestone Rd, Avon, Connecticut, 06001</td>\n",
" <td>66055634</td>\n",
" <td>UNITED STATES POWER SQUADRONS</td>\n",
" <td>% CLIFFORD W MCKIBBIN</td>\n",
" <td>44 COPPLESTONE RD</td>\n",
" <td>AVON</td>\n",
" <td>CT</td>\n",
" <td>06001-2913</td>\n",
" <td>1041</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>6001</td>\n",
" <td>2913</td>\n",
" <td>NaN</td>\n",
" <td>41.776310</td>\n",
" <td>-72.869194</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>21 Waterville Rd, Avon, Connecticut, 06001</td>\n",
" <td>61502263</td>\n",
" <td>FOLEY FAMILY FOUNDATION INC</td>\n",
" <td>% PEPE &amp; HAZARD KATHLEEN BORNHORST</td>\n",
" <td>21 WATERVILLE RD</td>\n",
" <td>AVON</td>\n",
" <td>CT</td>\n",
" <td>06001-2097</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" <td>T20Z</td>\n",
" <td>6001</td>\n",
" <td>2097</td>\n",
" <td>NaN</td>\n",
" <td>41.803600</td>\n",
" <td>-72.818550</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>107 Craigemore Cir, Avon, Connecticut, 06001</td>\n",
" <td>60787490</td>\n",
" <td>BRIARCLIFF SWIMMING &amp; RECREATION CLUB INC</td>\n",
" <td>% PETER SCOTT</td>\n",
" <td>107 CRAIGEMORE CIR</td>\n",
" <td>AVON</td>\n",
" <td>CT</td>\n",
" <td>06001-3418</td>\n",
" <td>0</td>\n",
" <td>7</td>\n",
" <td>...</td>\n",
" <td>35597</td>\n",
" <td>35597</td>\n",
" <td>NaN</td>\n",
" <td>6001</td>\n",
" <td>3418</td>\n",
" <td>NaN</td>\n",
" <td>41.808411</td>\n",
" <td>-72.881012</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 35 columns</p>\n",
"</div>"
],
"text/plain": [
" Match_addr EIN \\\n",
"0 NaN 61519148 \n",
"1 34 Stockbridge Dr, Avon, Connecticut, 06001 66074890 \n",
"2 44 Copplestone Rd, Avon, Connecticut, 06001 66055634 \n",
"3 21 Waterville Rd, Avon, Connecticut, 06001 61502263 \n",
"4 107 Craigemore Cir, Avon, Connecticut, 06001 60787490 \n",
"\n",
" NAME \\\n",
"0 AVON LIONS CHARITIES INC \n",
"1 DELTA MU HOUSE ASSOCIATION OF KAPPA KAPPA GAMM... \n",
"2 UNITED STATES POWER SQUADRONS \n",
"3 FOLEY FAMILY FOUNDATION INC \n",
"4 BRIARCLIFF SWIMMING & RECREATION CLUB INC \n",
"\n",
" ICO STREET CITY_1 STATE \\\n",
"0 % DUANE E STARR PO BOX 39 AVON CT \n",
"1 % KAREN GREENBERG 34 STOCKBRIDGE DR AVON CT \n",
"2 % CLIFFORD W MCKIBBIN 44 COPPLESTONE RD AVON CT \n",
"3 % PEPE & HAZARD KATHLEEN BORNHORST 21 WATERVILLE RD AVON CT \n",
"4 % PETER SCOTT 107 CRAIGEMORE CIR AVON CT \n",
"\n",
" ZIP GROUP_ SUBSECTION ... INCOME_AMT REVENUE_AMT \\\n",
"0 06001-0039 0 3 ... 0 0 \n",
"1 06001-4415 0 6 ... 0 0 \n",
"2 06001-2913 1041 3 ... 0 0 \n",
"3 06001-2097 0 3 ... 1 NaN \n",
"4 06001-3418 0 7 ... 35597 35597 \n",
"\n",
" code Zip5 Zip4 Eco Lat Long \\\n",
"0 T12 6001 39 NaN NaN NaN \n",
"1 NaN 6001 4415 NaN 41.799419 -72.899200 \n",
"2 NaN 6001 2913 NaN 41.776310 -72.869194 \n",
"3 T20Z 6001 2097 NaN 41.803600 -72.818550 \n",
"4 NaN 6001 3418 NaN 41.808411 -72.881012 \n",
"\n",
" description category \n",
"0 Fund Raising & Fund Distribution philanthropy \n",
"1 NaN NaN \n",
"2 NaN NaN \n",
"3 NaN NaN \n",
"4 NaN NaN \n",
"\n",
"[5 rows x 35 columns]"
]
},
"execution_count": 217,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = pd.read_csv(\"/Users/tylerdahlberg/Downloads/nonprofit_data-master/all_nonprofits.csv\", \n",
" index_col=0,error_bad_lines=False)\n",
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 218,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"['Match_addr',\n",
" 'EIN',\n",
" 'NAME',\n",
" 'ICO',\n",
" 'STREET',\n",
" 'CITY',\n",
" 'STATE',\n",
" 'ZIP',\n",
" 'GROUP_',\n",
" 'SUBSECTION',\n",
" 'AFFILIATION',\n",
" 'CLASSIFICATION',\n",
" 'RULING',\n",
" 'DEDUCTIBILITY',\n",
" 'FOUNDATION',\n",
" 'ACTIVITY',\n",
" 'ORGANIZATION',\n",
" 'STATUS_1',\n",
" 'TAX_PERIOD',\n",
" 'ASSET_CD',\n",
" 'INCOME_CD',\n",
" 'FILING_REQ_CD',\n",
" 'PF_FILING_REQ_CD',\n",
" 'ACCT_PD',\n",
" 'ASSET_AMT',\n",
" 'INCOME_AMT',\n",
" 'REVENUE_AMT',\n",
" 'code',\n",
" 'Zip5',\n",
" 'Zip4',\n",
" 'Eco',\n",
" 'Lat',\n",
" 'Long',\n",
" 'description',\n",
" 'category']"
]
},
"execution_count": 218,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.rename(columns = {\"CITY_1\":'CITY'},inplace=True) # Because it was duplicated\n",
"list(data) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Create a Summary Function"
]
},
{
"cell_type": "code",
"execution_count": 236,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def summarizeCity(city,state):\n",
" print(city,state)\n",
" summary = data.loc[(data[\"CITY\"] == city) & (data[\"STATE\"] == state)]\n",
" print(\"\\nNarrowed to city / state\\n\")\n",
" print(city,state,\"has\",len(summary),\"nonprofits\")\n",
" print(\"Median assets:\",summary[\"ASSET_AMT\"].median())\n",
" print(\"Median revenue:\",summary[\"REVENUE_AMT\"].median())\n",
" print(\"Median income:\",summary[\"INCOME_AMT\"].median())\n",
" print(\"\\nSummary of\",city, state,\"\\n\",summary[\"ASSET_AMT\"].describe())\n",
" pivot = summary.pivot_table(index=\"category\",values=\"ASSET_AMT\", aggfunc=[np.median,len]).sort_values('len',ascending=False)\n",
" print(pivot.sort_values(by=['median','len'],ascending=False))\n",
" \n",
" sns.set(style=\"whitegrid\")\n",
"\n",
" # Initialize the matplotlib figure\n",
" f, ax = plt.subplots(figsize=(6, 15))\n",
"\n",
" # Plot the data\n",
" sns.set_color_codes(\"pastel\")\n",
" sns.barplot(x=\"median\", y=\"category\", data=pivot.reset_index().sort_values('median',ascending=False),\n",
" label=\"Median\", color=\"b\")\n",
" \n",
" # Add a legend and informative axis label\n",
" ax.legend(ncol=1, loc=\"lower right\", frameon=True)\n",
" ax.set(ylabel=\"\",\n",
" xlabel=\"Median revenue per Nonprofit\")\n",
" sns.despine(left=True, bottom=True)"
]
},
{
"cell_type": "code",
"execution_count": 237,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"PHILADELPHIA PA\n",
"\n",
"Narrowed to city / state\n",
"\n",
"PHILADELPHIA PA has 7652 nonprofits\n",
"Median assets: 14702.0\n",
"Median revenue: 4721.5\n",
"Median income: 25565.0\n",
"\n",
"Summary of PHILADELPHIA PA \n",
" count 5.965000e+03\n",
"mean 6.685572e+06\n",
"std 5.685067e+07\n",
"min 0.000000e+00\n",
"25% 0.000000e+00\n",
"50% 1.470200e+04\n",
"75% 6.872720e+05\n",
"max 1.575437e+09\n",
"Name: ASSET_AMT, dtype: float64\n",
" median len\n",
"category \n",
"philanthropy 470539.5 319\n",
"housing_shelter 104246.5 123\n",
"med_research 84533.0 15\n",
"science_tech 79733.0 11\n",
"mutual_member_benefit 69933.5 29\n",
"healthcare 52110.0 102\n",
"allergy_disease_research 33596.5 10\n",
"public_safety 27246.0 11\n",
"elementary_secondary_schools 17978.0 407\n",
"education 14702.0 74\n",
"mentalhealth_crisisintervention 13590.0 43\n",
"employment 6733.0 55\n",
"social_science 4939.0 5\n",
"community_capacity_bldg 3870.5 268\n",
"arts 1987.5 281\n",
"civil_rights 1.0 24\n",
"religious 0.0 762\n",
"human_services 0.0 440\n",
"rec_sports 0.0 161\n",
"youth_dev 0.0 150\n",
"international 0.0 56\n",
"crime_and_legal 0.0 51\n",
"environment 0.0 49\n",
"diseases 0.0 46\n",
"public_social_benefit 0.0 39\n",
"animal 0.0 36\n",
"food 0.0 33\n",
"unknown 0.0 30\n",
"historical 0.0 16\n"
]
},
{
"data": {
"image/png": 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jz3/+M7fffjvTp0/HMAwWL15Mq1atePrpp0lPT6dJkyZMnDix2mto0aIFhw8f5tprryU5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\nFARERERM7P8BabqDzCaxba0AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x117b34710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"summarizeCity(\"PHILADELPHIA\",\"PA\")"
]
},
{
"cell_type": "code",
"execution_count": 238,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"SEATTLE WA\n",
"\n",
"Narrowed to city / state\n",
"\n",
"SEATTLE WA has 5880 nonprofits\n",
"Median assets: 30389.0\n",
"Median revenue: 32345.0\n",
"Median income: 54260.5\n",
"\n",
"Summary of SEATTLE WA \n",
" count 5.095000e+03\n",
"mean 5.705565e+06\n",
"std 5.405645e+07\n",
"min 0.000000e+00\n",
"25% 0.000000e+00\n",
"50% 3.038900e+04\n",
"75% 4.977100e+05\n",
"max 1.876601e+09\n",
"Name: ASSET_AMT, dtype: float64\n",
" median len\n",
"category \n",
"philanthropy 460029.0 334\n",
"mutual_member_benefit 404076.0 21\n",
"housing_shelter 188890.0 39\n",
"employment 53181.0 51\n",
"healthcare 49950.0 97\n",
"elementary_secondary_schools 23013.0 281\n",
"food 18199.5 29\n",
"allergy_disease_research 17916.0 12\n",
"community_capacity_bldg 17011.0 200\n",
"med_research 12726.0 14\n",
"science_tech 9807.0 26\n",
"social_science 9178.0 10\n",
"religious 5285.0 212\n",
"human_services 3471.0 233\n",
"civil_rights 1596.0 28\n",
"mentalhealth_crisisintervention 1075.0 30\n",
"diseases 756.0 34\n",
"education 692.0 67\n",
"rec_sports 507.0 188\n",
"historical 0.5 24\n",
"arts 0.0 290\n",
"international 0.0 110\n",
"environment 0.0 91\n",
"youth_dev 0.0 68\n",
"crime_and_legal 0.0 47\n",
"animal 0.0 35\n",
"public_social_benefit 0.0 32\n",
"public_safety 0.0 16\n",
"unknown 0.0 15\n"
]
},
{
"data": {
"image/png": 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MRiMmk4lvv/2W9u3bs3XrVoYPH37Z6zp8+DBFRUUsXLiQgoICDh48yIkTJ0hI\nSCApKQlXV1dGjx7N9u3b2bJlC48++iiRkZH8/PPP7N69mz179tCuXTuioqLIycmhT58+bN68meLi\nYp566ineeOMNXn/9dbZu3YrRaKS8vJwVK1Zw9OhRNm3aBJwLAmPHjqVRo0asXbuWpKQkWrZsybFj\nx/jiiy/w9PTEw8ODdevW0bt3b7788kvrm/r/VVJSQlpaGitXrgRg+/btVFZWEhcXx+rVq/H29mbR\nokUcO3YMgJ49e9KqVStiYmL47rvvKCgooHbt2kyfPp2SkhK6d+/Ogw8+aP1dhYaGsnnzZqZNm8aY\nMWOs5127di1Lly6lTp06fP7553/wz05ERKqKawaB9PR00tLS+OWXXwCorKzk+PHj1m3z588nMTER\ni8WCi4sLAPXr18fNzQ0XFxfq1KmDh4fHRW3u37+fyZMnA+eeONx1110ANG7cGIPBQI0aNahevfol\ntfj5+REXF4ebmxs5OTnce++9AAQGBlrnoO/RowdLly7FbDbTrl07nJ0vf4kNGzYkMjKS6OhoKioq\niIqK4tChQxQWFjJw4EDrU4esrCwOHjxIjx49AGjZsiUtW7ZkzZo1PP3009a6PDw8KCgoAODuu+8G\nwN/fn/LycnJycmjevLn1NX9/f+tx5+/Gi4uLcXd3B8DHxwdPT08AunfvTnR0NK1bt8bX1xcfH5/L\nXo+bmxsxMTHExsZSUlJCt27dOH78OF5eXnh7ewNYnyQYDAbCwsIAqFOnDqWlpezfv5+2bdta22rY\nsCFZWVnk5eURGhoKwH333cesWbMuOu/06dOZMWMG+fn5PPTQQ5etTUREqq5rBoHg4GD8/f0ZNGgQ\nZWVlfPDBB3z55ZfAuXnfX3rpJVq2bMmBAwf48ccfLzneYrFcts133nmHevXq8dNPP5Gfnw9c/nNn\ng8GA2WwGIDY2lpSUFGrWrMnYsWMv2ue88PBw4uPjWb169RWfBsC5EFNSUsL8+fPJy8ujd+/erFq1\nCn9/fxYvXozRaCQ5OZm7776bzMxMdu/eTWhoKDt37uSbb74hJCSEnTt30qRJE3Jycjh58uQVF9MJ\nCQlh/fr11qcHOTk5AMTHxzNjxgyCg4N5//33yc7OvuR67rjjDjw8PJg3bx7PPffcFa8nLy+PPXv2\nkJCQQHl5OY888ghPPfUUJ0+e5OTJk3h6ejJ16lS6det22d9JSEgIP/74I507d6a4uJj09HQCAwOp\nW7cu+/azeSugAAAgAElEQVTtIzQ0lNTUVIKCgoBzv9ezZ8+yYcMGazjo0qULXbt2tQYdERGp+q4Z\nBCIjI4mNjSUqKoqSkhJ69+5tfaMaNWoUkyZNory8nLKyMsaPHw9c/EZ2uTf3iRMnMmrUKCorK3Fy\nciI+Pt765vh/hYaGMn/+fJo2bcrTTz9Nnz59qFmzJnXq1CE3N/ey5+jWrRsbNmy46gI1QUFBJCQk\n8NVXX2GxWBg2bBje3t688MIL9O3bF7PZTGBgIF26dGHQoEGMGzeOL7/80lqvh4cH48aNY+PGjZSV\nlREXF4fRaLzstXfu3Jnt27cTGRmJv7+/9a6+W7duDBs2jFq1auHn50dRUdFla42IiLCGhivx9fUl\nLy+PXr164ezszIABA3B2dmbixIkMGjQIo9FI06ZNad68+WVrjIyM5I033qBPnz6UlZUxZMgQfHx8\niIuLIy4uDovFgrOzM/Hx8dbjXFxcqFWrFhEREVSvXp0OHTooBIiI3GIMlsvdHt7iFi1ahLe3N927\nd7d3KTfEhg0byMjIYOjQofYu5S+bmfTLn1p0KD87k2dauN9Wqw+mpaURHh5u7zKqBPXFBeqLC9QX\ntnHbrT4YExNDbm4u8+bNA+DTTz9lzZo11jtfi8WCwWBg5MiRtGjRwp6l/iHnR+XPnz8fgK+//prF\nixdfcj39+vWjc+fO9ixVRERuQbddEHjzzTcv+ndERAQRERF2quavGzFixEX/7tSpE506dbJTNSIi\ncrvRFMMiIiIOTEFARETEgSkIiIiIODAFAREREQemICAiIuLAbrtvDUjVVphj+gvHhd7YYkREREFA\nbOuBgArCwtz/xJGh1umNRUTkxlEQEJsKCAi4rWYHFBG51WmMgIiIiANTEBAREXFgCgIiIiIOTGME\nxKZMJhNeXl5/eP+goCCMRuNNrEhExLEpCIhN7TA5k1FR/If2Lcwx8dJjaHChiMhNpCAgNuXjF0Cd\nOxrYuwwREfkvjREQERFxYAoCIiIiDkxBQERExIEpCIiIiDgwBQEREREHpiAgVFZWEhUVRe/evTl1\n6tSfaqN9+/Y3uCoREbEFfX1QyMnJ4fTp06xevdrepYiIiI0pCAiTJk3i0KFDTJgwgdzcXIqLi6ms\nrGTYsGG0adOG7777jvfeew9XV1e8vb2ZNm0aNWvWJDY2lv379xMYGMjZs2ftfRkiIvInKAgIEydO\nJDo6Gnd3dxo1akRUVBQ5OTn06dOHzZs3M2HCBFasWIGvry9Lly5lzpw5tGzZkvLyclasWMHRo0fZ\ntGmTvS9DRET+BI0REKsDBw5w3333AeDn54eHhwcFBQW4u7vj6+sLQOvWrfntt984dOgQzZs3B8Df\n3x9/f3+71S0iIn+egoBYBQcHs3PnTuDcuIGTJ0/i5eVFSUkJ+fn5AKSmptKgQQNCQkLYtWuXdd9j\nx47ZrW4REfnz9NGAAGAwGBg8eDAxMTFs3LiRsrIy4uLiMBqNxMXFMWTIEJycnPD09OStt97Cy8uL\n7777jsjISPz9/aldu7a9L0FERP4EBQEhICCAFStWADBnzpxLtj/44IM8+OCDl7w+YcKEm16biIjc\nXPpoQERExIEpCIiIiDgwBQEREREHpiAgIiLiwBQEREREHJiCgIiIiANTEBAREXFgmkdAbKowx3Sd\n+4bevGJERERBQGzrgYAKwsLc/+DeoQQFBd3MckREHJ6CgNhUQEAAISEh9i5DRET+S2MEREREHJiC\ngIiIiANTEBAREXFgGiMgNmUymfDy8vrD+wcFBWE0Gm9iRSIijk1BQGxqh8mZjIriP7RvYY6Jlx5D\ngwtFRG4iBQGxKR+/AOrc0cDeZYiIyH9pjICIiIgDUxAQERFxYAoCIiIiDkxBQERExIEpCIiIiDiw\nKh8EoqKiyMzMJCEhgZUrV9qlhsjISLKzs0lOTmbLli12qaEqSk1NJTo62t5liIjIX1Dlvz5oMBjs\nXYLVs88+a+8Sqpyq9PsREZHrV6WCQHFxMW+88QanTp0iNzeXPn36XHa/WbNmkZaWRmVlJS+++CKP\nP/44UVFR1K5dm5MnTzJnzhzGjh1LXl4e9erVY+fOnXz11Vc8++yzbNq0CYPBwIwZM2jWrBlPPPHE\nZc8xe/Zstm3bRr169SgqKgIgISEBX19f/va3vzFixAgsFgvl5eVMmjSJJk2a8K9//Yu1a9diMBjo\n2rUrzz//PBkZGbz11luYzWaOHz/OpEmTaNmyJTExMWRlZVFaWkq/fv3o1q0bqampvPvuuxiNRu68\n806mTJlyxVn1fn+98+bNY/LkyRw+fBiz2czw4cO57777mD17Njt27MBsNvPYY4/x8ssvk56eztSp\nUwHw8vJi2rRp1KxZkwkTJnDs2DHy8vLo1KkTw4YNIyYmhuPHj3PixAnmz5/Pe++9x+7du6moqGDo\n0KG4u7uTmZnJoEGDKCgooGPHjgwZMuQG/CWIiIitVKkgcPjwYZ588kk6d+5Mbm4uUVFR+Pn5XbTP\n1q1bOXLkCMuWLaO8vJyIiAjatm0LwFNPPcWjjz7Kxx9/TP369Xnvvfc4cOAATz31FO7u7rRu3Zpv\nv/2W9u3bs3XrVoYPH37ZOv7zn/+QlpbG6tWrKS4uviQs/Pvf/8bb25t33nmHjIwMzpw5w/79+1m/\nfj3Lly/HYrHw4osv0r59ezIyMhg7diyNGjVi7dq1JCUl0ahRI9LS0qwfdWzfvh2A2NhYli9fjo+P\nD++99x5JSUn07Nnziv11/nrPHxMfH09RURHPP/88a9euZe3atSxdupQ6derw+eefW88xbdo0QkJC\n+Oyzz0hMTCQyMpKWLVvSo0cPysvLeeihhxg2bBgADz74IP379yclJYWioiJWrVrFqVOnWLx4MW3a\ntOHs2bPMnTuXiooKHnnkEQUBEZFbTJUKArVr12bJkiVs2rQJNzc3zp49e8k+6enp7Nmzh379+mGx\nWKisrMRkMgHn5qUH2L9/Pw899BAAwcHBeHt7A9CjRw+WLl2K2WymXbt2ODtf/vIPHjxIs2bNAHB3\nd6dx48YXbX/44Yc5ePAg//jHP3BxcWHw4MGkp6eTnZ1N//79sVgsnDp1ikOHDuHn58ecOXOoUaMG\nxcXFuLu74+bmRkxMDLGxsZSUlNCtWzcKCwvJy8uzhpOysjJrwLmS89ebnp5OWloav/zyi7VPioqK\nmD59OjNmzCA/P9/aH/v372fy5MkAVFRUcNddd+Hp6cnu3bvZsWPHJf3eoMG5WQAPHDhAy5YtAfDw\n8OCf//wnqampNGrUCGdnZ+t/IiJya6lS/+devHgxrVq1olevXuzYsYNvvvnmkn1CQkJ44IEHmDJl\nChaLhblz51K/fn0AnJzOjX1s3Lgxu3bt4tFHH+Xw4cPWR/vh4eHEx8ezevXqKz4NAGjYsCGffPIJ\nAKdPnyYjI+Oi7T/88AO+vr4sWrSIn3/+mdmzZzNu3DgaNWpEYmIiAEuWLKFx48a89tprzJgxg+Dg\nYN5//32ys7PJy8tjz549JCQkUF5eziOPPMJTTz2Fv78/c+fOxd3dna+//ho3N7er9tf56w0ODsbf\n359BgwZRVlbGvHnzqFmzJhs2bGDWrFkAdOnSha5duxIcHMw777xDvXr1+Omnn8jPzyc5OZlatWox\nZcoUDh06xKpVqy45R0hICBs3bgTg1KlTDB8+nFdeeeWq9YmISNVXpYJAx44dmTp1KuvWrcPT0xNn\nZ+dLngp07NiRHTt20LdvX86cOUPnzp1xc3O7aNBajx49GDt2LFFRUfj7+1OtWjXrtm7durFhw4ar\nLmTTpEkTOnTowHPPPYevry++vr6XbI+Ojmb58uWYzWaGDBlCaGgobdq0oXfv3pSXl9OiRQvq1atH\nt27dGDZsGLVq1cLPz4+ioiJ8fX3Jy8ujV69eODs7M2DAAJydnRk3bhyDBg3CbDbj4eHB22+/fcUa\nf3+9kZGRxMbGEhUVRUlJCb1796ZatWrUqlWLiIgIqlevTocOHfD392fixImMGjWKyspKnJyciI+P\nJzg4mJEjR/Lzzz/j4uJCUFAQubm5F53v0Ucf5fvvv6dPnz6YzWZee+21S+oQEZFbj8FisVjsXcSN\ntmvXLk6fPk27du04dOgQAwcOZNOmTQAsWrQIb29vunfvbucqHdPMpF/+8KJD+dmZPNPC/bZdfTAt\nLY3w8HB7l1ElqC8uUF9coL6wjSr1ROBGqV+/PtHR0SQkJFBZWcnEiRMBiImJITc3l3nz5gHw6aef\nsmbNGutdrcViwWAwMHLkSFq0aGG3+s87evQoo0ePvqS++++/X4PyRETkhrgtg0CdOnX4+OOPL3n9\nzTffvOjfERERRERE2Kqs6+bv78/SpUvtXYaIiNzGqvzMgiIiInLzKAiIiIg4MAUBERERB6YgICIi\n4sAUBERERBzYbfmtAam6CnNM17lv6M0rRkREFATEth4IqCAszP0P7h1qXU9BRERuDgUBsamAgIDb\ndqZAEZFbkcYIiIiIODAFAREREQemICAiIuLANEZAbMpkMuHl5fWH9g0KCsJoNN7kikREHJuCgNjU\nDpMzGRXF19yvMMfES4+hgYUiIjeZgoDYlI9fAHXuaGDvMkRE5L80RkBERMSBKQiIiIg4MAUBERER\nB6YgICIi4sAUBERERByYgsBVvPnmmxw7dowTJ06wdu1ae5dzRb/++itz584FICUlhby8vOs6PiEh\ngZUrV17yevv27S95bcWKFSQkJPy5QkVEpMpRELiKmJgY6tWrx6+//srXX39t73KuqEmTJrz66qsA\nLFmyhOLia39PX0REBKrIPAJlZWXExMSQnZ3N2bNniYmJYeXKlWRlZWGxWHjhhRf4+9//TlRUFE2a\nNCEjI4OaNWvSunVrtm3bxqlTp/jwww9JSUlhy5YtlJaWkp+fT1RUFJs3byYjI4MxY8bQqVMn2rdv\nz7Zt2wCIjo6md+/eHDlyhG+++YbS0lKysrIYOHAgzzzzDFFRUUyZMoX58+ezb98+Pv30UxYuXMhn\nn32Gp6cny5cv5/Tp0wwYMOCy17Vq1SpWrFiBxWKhU6dODBkyhGXLlrFp0yZKS0vx9vYmISGBNWvW\nkJKSQklJCUVFRbz66qs89thjbNy4kWXLllFZWYnBYCAhIQEvLy/i4uLYvXs3FRUVDBkyBA8PD1as\nWMHTTz/Nr7/+ypgxY+jZsyeZmZmMHj0as9nM008/zerVq6lWrdpla920aRPr16+nrKyM8ePHc889\n91i3/fjjj0ybNg0vLy+cnJxo2bIlAHPmzGHz5s14e3tTWlrK8OHDue+++27wX4eIiNxMVeKJwPLl\nywkMDGTFihXMnj2bnTt3Urt2bVasWMGHH37Iu+++y/HjxwFo2bIlH330EeXl5dSoUYMPP/yQhg0b\nkpqaCkBJSQkLFizg5Zdftj7GnjJlCklJSVetobi4mHnz5jF37lwWLFhw0bbBgwfTpk0bIiIi6Nat\nG+vWrQPgyy+/5Nlnn71se4WFhSxcuJDly5eTlJREeXm59Y1+yZIlrFy5krNnz/Lvf/8bgNLSUj76\n6CMWLVrEW2+9hdls5uDBgyQmJrJs2TKCg4PZtm0bKSkpFBUVsWrVKj7++GP27NkDgMFg4OGHH6ZJ\nkya88847dOnShc2bN2OxWPj2229p06bNFUMAQP369VmyZAlTp05l4sSJF22bPHky7777Lh9++CGB\ngYHAuY8jtm3bRlJSEnPnziU/P/+q/SsiIlVTlXgikJmZycMPPwzAnXfeSV5eHm3btgXAzc2NkJAQ\nsrKyALj77rsB8PT0pGHDhgB4eHhQVlYGQNOmTa2vBQcHA1CrVi3r9t+zWCzWn8+36+/vf9l9z+ve\nvTvR0dG0bt0aX19ffHx8LrtfVlYWjRs3tr75RkdHA+Di4kJ0dDQ1atQgNzeXiooKAOuddO3atfH0\n9KSwsBAfHx/GjBlDjRo1yMzM5N577+XAgQPWO3IPDw/++c9/WkPQ76/Lzc2N+++/n61bt7J69WqG\nDBlyxWv6/fkbNmx4yZt6QUEBd955JwD33nsvhw8f5sCBAzRv3hwAV1dXwsLCrtq+iIhUTVXiiUBI\nSAi7d+8Gzr2Brlu3jrS0NODcnXpGRob1TtRgMFy1rWttr6io4MyZM5SXl/Pbb7/9oeOcnJyorKwE\n4I477sDDw4N58+bx3HPPXfGY+vXrc+DAAc6ePQvAP//5T3bu3ElKSgqzZs0iNjaWyspKaxg5f2ef\nn59PSUkJ1atX5/3332f27NnEx8fj6uqKxWK5qK9OnTp1yccSTk5OmM1mAHr27Mlnn33G8ePHady4\n8VX75Xyb+/bt44477rhoW7169Thw4ACA9QlGw4YNrT+Xl5ezd+/eq7YvIiJVU5V4ItCrVy9iYmKI\niorCbDazcOFCli1bRp8+fSgrK2PIkCH4+Phc9GZ9pZ+vpV+/fkRERFC/fn0CAgKuuu/5duvXr09G\nRgYff/yx9fj4+HhmzJhxxWN9fHwYOHAgzz//PAaDgU6dOnHPPfdQs2ZN+vTpg8VioW7duuTm5gKQ\nl5fHCy+8QHFxMZMmTcLd3Z3w8HAiIiIwGo14eXmRm5vLs88+y/fff0+fPn0wm8289tprF523VatW\njBkzhg8//JDmzZtz6NAhoqKirtkvR44coX///pw9e5YpU6ZctG3SpEmMHj0aDw8P3NzcqFWrFo0b\nN+ahhx4iIiICb29vXFxccHauEn9OIiJyHQyW3z8flz9kw4YNZGRkMHTo0BvSXnJyMpmZmdaPD24U\ns9lMnz59WLRoEW5ubje07cLCQjZs2ECfPn0oLy/nqaeeYsmSJdSrV++qx81M+uUPLTqUn53JMy3c\nb+vVB9PS0ggPD7d3GVWC+uIC9cUF6gvb0C3cdZo9ezY7duxg/vz5AHz99dcsXrzY+vTAYrFgMBjo\n168fnTt3tludR44cYciQIfTo0cMaAoYOHcqJEyes+1gsFjw9PZkzZ851t+/t7c2///1vevTogZOT\nEz179rxmCBARkapHTwTEpvRE4ALd7VygvrhAfXGB+sI2qsRgQREREbEPBQEREREHpiAgIiLiwBQE\nREREHJiCgIiIiAPT1wfFpgpzTNexX+jNLUZERBQExLYeCKggLMz9D+wZSlBQ0M0uR0TE4SkIiE0F\nBATc1nMDiIjcajRGQERExIEpCIiIiDgwfTQgNmUymfDy8rri9qCgIIxGow0rEhFxbAoCYlM7TM5k\nVBRfdlthjomXHkNjCEREbEhBQGzKxy/gDy06JCIitqExAiIiIg5MQUBERMSBKQiIiIg4MAUBERER\nB6YgICIi4sAUBERERByYgkAVdODAAaKiouxdxjVFRUWRmZlp7zJEROQvUBCoogwGg71LEBERB6AJ\nhW6C5ORktmzZQmlpKfn5+URFRbF582YyMjIYPXo0Z8+e5aOPPsJoNBIeHk50dDR5eXm8/vrrANSp\nU+eq7aempjJjxgyqVatGREQE/v7+zJ49G6PRyJ133smUKVPIysoiJiYGZ2dnLBYLM2fOxM/Pj1mz\nZpGWlkZlZSUvvvgijz/+ODt37iQhIQGLxcLp06eZOXMmzs7ODB48GG9vbx5++GHuu+8+pk2bhsVi\nwc/Pj+nTpwOQkJBAfn4+paWlzJw5k8DAwJvevyIicuMoCNwkJSUlLFq0iPXr17NkyRJWrlxJamoq\nixcvJisri9WrV+Pq6sro0aPZvn07mzdv5sknn6Rnz56sX7+eFStWXLX98vJyPv30UwAef/xxli9f\njo+PD++99x5JSUmUl5fTokULRo0axc6dOzl16hT79u3DZDKxbNkyysvLiYiIoF27dmRkZDBjxgx8\nfX2ZP38+GzZs4Mknn6SgoIDPP/8co9HIM888w+zZs2nQoAGrV69m//79ADzyyCM89dRTJCQksHHj\nRgYMGHDT+1ZERG4cBYGbpGnTpgB4eHgQHBwMgKenJ6dPn6awsJCBAwda78CzsrI4ePAgERERAISH\nh18zCDRocG6a3sLCQvLy8hg+fDgAZWVltG3bln/84x8sWLCAAQMG4OnpyfDhw0lPT+c///kP/fr1\nw2KxUFlZyZEjR/Dz8yMuLg43NzdycnK49957AQgMDLQuAJSfn28953PPPWetIywsDDj3FCM/P/+G\n9J2IiNiOgsBNcqXP+A0GA/Xq1WPx4sUYjUaSk5O5++67OXDgALt27SI0NJTdu3dfs30np3PDO7y9\nvfH392fu3Lm4u7vz9ddf4+bmRkpKCq1bt2bIkCGsW7eOhQsX8re//Y0HHniAKVOmYLFYmDt3LvXr\n1+ell14iJSWFmjVrMnbs2MteQ926dTl8+DB33nkniYmJ1lCgsQwiIrc2BQEbc3Fx4cUXX6Rv376Y\nzWYCAwPp0qULgwcP5vXXX2f9+vXX9Tm7wWBg/PjxDBo0CLPZjIeHB2+//TZ33HEHY8aM4YMPPsBs\nNjNu3DjuvvtuduzYQd++fTlz5gydO3fGzc2Np59+mj59+lCzZk3q1KlDbm6ute3zpkyZQkxMDE5O\nTtStW5cXXniBjz/++Ib3j4iI2JbBYrFY7F2EOI6ZSb9ccfXB/OxMnmnh7jDLEKelpREeHm7vMqoE\n9cUF6osL1Be2oScCVdicOXP44YcfrHfmFosFg8HAm2++SUBAgJ2rExGR24GCQBX22muv8dprr9m7\nDBERuY1pQiEREREHpiAgIiLiwBQEREREHJiCgIiIiAPTYEGxqcIc0zW2hdquGBERURAQ23ogoIKw\nMPcrbA0lKCjIluWIiDg8BQGxqYCAAIeZMEhE5FagMQIiIiIOTEFARETEgSkIiIiIODCNERCbMplM\neHl5XfJ6UFAQRqPRDhWJiDg2BQGxqR0mZzIqii96rTDHxEuPoUGEIiJ2oCAgNuXjF3DFZYhFRMT2\nNEZARETEgSkIiIiIODAFAREREQemICAiIuLAFAREREQcmIKAiIiIA1MQqGJ+/fVX5s6da/Pzpqen\n8+OPP17XMcnJycyaNesmVSQiIrageQSqmCZNmtCkSRObn3fTpk3UqVOH1q1b2/zcIiJiPwoCNnTw\n4EFiYmJwdnbGYrEwY8YMEhMT2b17NxUVFQwdOhR3d3dWrFjBrFmz+Oqrr1iyZAlGo5Hw8HCio6NJ\nSEjgyJEjFBQUcPToUWJiYmjXrh1btmxhzpw5ADRt2pQpU6aQmprKu+++i9Fo5M4772TKlCmXncY3\nJyeHpKQkqlWrRlhYGKWlpcyePfui4yoqKoiJiSE7O5uzZ88SGxsLwK5duxgwYADHjx+nV69eRERE\n2LRPRUTkr1EQsKHvvvuOFi1aMGrUKHbu3ElSUhJFRUWsWrWKU6dOsXjxYtq0aYPBYODEiRMkJCSQ\nlJSEq6sro0ePZvv27QBUq1aNxMREtm/fbj0mLi6O1atX4+3tzaJFi8jOziY2Npbly5fj4+PDe++9\nR1JSEj179rykLj8/P7p3746vry/33HMPjz/++CXHlZSUEBgYyKxZszh8+DD/7//9Pzw8PKhWrRqL\nFi3CZDIxaNAgBQERkVuMgoAN9ezZkwULFvDyyy/j4eFBs2bNaNmyJQAeHh7885//JDU1FYBDhw5R\nWFjIwIEDsVgsnD59mqysLODcHT9AvXr1KCsr4/jx49SqVQtvb28ABgwYQGFhIXl5eQwfPhyAsrIy\n2rZte80af3+cxWKhvLyctm3bcvz4cR566CEA7rzzTvr160dycrK1Fl9fX0pLS29gb4mIiC0oCNhQ\nSkoKrVu3ZsiQIaxbt45Zs2YRHh4OwKlTpxg+fDivvPIKAIGBgfj7+7N48WKMRiPJycncfffdpKSk\nYDAYLmq3du3anDp1ipMnT+Lp6cnUqVPp1q0b/v7+zJ07F3d3d77++mvc3NyuWJvBYMBsNuPt7X3Z\n49LT09m9ezedOnUiKyuLd999l/bt219Ui8ViuQm9JiIiN5OCgA3dc889jBkzhg8++ACz2cz7779P\nUlISffr0wWw289prr1n39fHx4YUXXqBv376YzWYCAwPp0qXLZds1GAxMmDCBQYMGYTQaufvuu2ne\nvDnjxo1j0KBBmM1mPDw8ePvtt69YW7NmzZg+fTohISGMHz/+kuNatWpFTEwMUVFRmM1mxo0bR3p6\n+iV1iIjIrcVg0W2c2NDMpF8uWX0wPzuTZ1q4O9wyxGlpadYnQo5OfXGB+uIC9YVt6ImAA/n/7N15\nfMzX/sfx12SlQQgRaUIxqKVNaOiidXujWorqLUVIBy1FW9TyQ2MXVbUl1cZWNCS1hKK1PVBd7u1y\nbSniVtsoSaOxRESIlGzz/f3RKyh6q42Z8H0/H48+Op3v+Z7z+Z708Zj3nO+ZmWPHjjFixIjid+6G\nYWCxWLj//vsZMGCAk6sTERFnUBAwEX9/f+Lj451dhoiIlCL6ZkERERETUxAQERExMQUBERERE1MQ\nEBERMTFtFhSHyjqRfp3n7nZ8MSIioiAgjvVAQCGNGpX7zbN3U7NmTWeUIyJiegoC4lABAQGm++Ig\nEZHSTHsERERETExBQERExMQUBERERExMewTEodLT06lYseJVz9esWRNXV1cnVCQiYm4KAuJQO9Ld\nOFh47ornsk6k88ITaBOhiIgTKAiIQ/n4BVz1M8QiIuI82iMgIiJiYgoCIiIiJqYgICIiYmIKAiIi\nIiamICAiImJiCgIiIiImpiBQirz77rvs37//usdtNhspKSl/eZwpU6Zw/Pjxv9yPiIjc+vQ9AqVI\n3759HTJORESEQ8YREZHST0GghKWmphIREYGbmxuGYTBjxgyWLFlCYmIiFouFdu3a0aNHD3766SfG\njBlDQUEBZcuWZebMmUyfPp127drRuHFjxowZQ05ODhkZGYSHhxMWFvY/x46OjmbHjh3Y7XaeeOIJ\n+vTpw759+5gyZQqGYeDn58f06dPp06cPkZGR+Pr6MmrUKM6cOQPAmDFjqFu3Lq1bt+a+++4jJSWF\nKmqdKoQAACAASURBVFWq8M4775Cfn09ERARHjx6loKCAcePG0ahRI8aPH09aWhp2u51XX32V+++/\n/2ZPsYiIlCAFgRL21VdfERwczPDhw9m1axeffPIJ6enprFy5ksLCQsLDw3nwwQd566236N+/Pw8/\n/DCfffYZ3333XXEfaWlptG/fnlatWpGRkYHNZvtDQWDDhg3Ex8dTpUoVPvzwQwDGjx9PdHQ0tWrV\nYvXq1Rw6dAiLxQLAvHnzaN68OWFhYfz0009ERESwbNkyjhw5QlxcHH5+fnTv3p39+/fzzTffEBgY\nSFRUFGlpaXz++eccOHAAHx8fJk+eTHZ2Ns899xwbNmy4ORMrIiI3hYJACevcuTPvvvsuffr0oXz5\n8tSvX5+QkBAA3NzcCAoK4scffyQ1NZXg4GAAQkNDAYpfRCtXrsySJUvYunUrXl5eFBYW/qGxp0+f\nzowZM8jMzORvf/sbAJmZmdSq9etX+nbq1OmK9snJyezYsYNNmzZhGAZnz54FoFKlSvj5+QHg7+9P\nXl4eKSkpPProowDUqFGDHj16MHHiRBITE9m3bx+GYVBUVER2dvY1f1RIRERKJwWBErZt2zaaNm3K\ngAED2LhxI1FRUTRq1IiePXtSUFDAnj176NixI1arlf379/PQQw+xfv364uV5wzCIjY2lSZMmhIWF\nsWPHDv75z3/+z3Hz8/PZvHkzUVFRALRt25a2bdtStWpV0tLSqFGjBgsWLCgOBfDrj/zcc889tGvX\njqysLD744AOA4hWDi/UA1KlTh6SkJFq2bMmRI0d46623aNKkCf7+/vTt25e8vDzmzZunECAicotR\nEChh9957LyNHjmTu3LnY7XZiYmJYv349YWFhFBQU0LZtWxo0aMDw4cMZN24cc+bM4Y477mD69Ol8\n++23WCwWQkNDef3119m4cSPly5fH3d2d/Pz8K16gf8vDwwNvb2+6dOlCmTJlaNGiBXfeeScTJ04k\nIiICFxcXqlatSq9evYiLiwOgX79+jB49mhUrVpCbm8vAgQOv6vfimF27diUiIgKbzYbdbmf06NHU\nqVOHsWPHYrPZyM3NpVu3bjdnUkVE5KaxGBff8ok4wMw1+6769cHMoyn8I7ic6X6GODExsfi2kdlp\nLi7RXFyiuXAMrQjcYpKSkpg+fXrxO3XDMLBYLLRt2/YPbSgUERG5nILALSYoKIj4+HhnlyEiIrcJ\nfbOgiIiIiSkIiIiImJiCgIiIiIkpCIiIiJiYNguKQ2WdSL/Oc3c7vhgREVEQEMd6IKCQRo3K/ebZ\nu6lZs6YzyhERMT0FAXGogIAA031xkIhIaaY9AiIiIiamICAiImJiCgIiIiImpj0C4lDp6enFP1Vc\ns2ZNXF1dnVyRiIi5KQiIQ+1Id+Ng4TmyTqTzwhNo46CIiJMpCIhD+fgFXPUzxCIi4jzaIyAiImJi\nCgIiIiImpiAgIiJiYgoCIiIiJqYgICIiYmIKAre5mJgYEhIS+P7775kzZ851233xxResWrXKgZWJ\niEhpoI8PmkT9+vWpX7/+dY+3aNHCgdWIiEhpoSBwi1u7di2rV6/GMAzCw8OJi4vD1dWVkJAQhg4d\nWtxu586drFixgqioKFatWsWyZcuoWLEibm5utGvXDsMwOHz4MMOGDeO9995j06ZNuLm50axZM4YN\nG0ZMTAy+vr507dqVw4cPM378eOLj44mOjmbHjh3Y7XaeeOIJ+vTp48TZEBGRG6UgcBvw9vZmypQp\ndOvWjTVr1uDp6cmIESP4+uuvr2hnsVg4ffo0CxcuZP369bi5udGzZ88rjicnJ7NlyxZWrlyJi4sL\ngwYN4vPPP79qTIvFAsCGDRuIj4+nSpUqfPjhhzf1OkVEpOQpCNwGatWqRWpqKllZWbz44osYhsEv\nv/zCkSNHrmqblpZG3bp18fDwAKBx48ZXHD98+DDBwcG4uPy6feS+++7j4MGDV7QxDKP48fTp05kx\nYwaZmZn87W9/K+lLExGRm0ybBW8DLi4uBAYG4u/vT2xsLPHx8Tz33HMEBwdf1bZGjRocPnyY/Px8\n7HY7SUlJVxyvXbs2SUlJ2O12DMNg9+7d1KpVCw8PDzIyMgD49ttvASgoKGDz5s1ERUURFxfHmjVr\nOHbs2M2/YBERKTFaEbhN+Pj40KtXL8LDw7Hb7QQGBtK2bdur2lWqVIk+ffrQvXt3vL29ycvLw83N\njYKCAgDq1atHmzZtCAsLwzAMQkJCaNWqFT///DODBw9m165dNGrUCAB3d3e8vb3p0qULZcqUoUWL\nFvj7+zv0ukVE5K+xGJev88ptr6ioiAULFtC/f38AwsPDGTJkCE2bNnXI+DPX7KPKnbXIPJrCP4LL\nmfrXBxMTEwkJCXF2GaWC5uISzcUlmgvH0IqAybi6unL+/Hk6duyIh4cHQUFBDgsBIiJS+igImNCQ\nIUMYMmSIs8sQEZFSQJsFRURETExBQERExMQUBERERExMQUBERMTEFARERERMTJ8aEIfKOpF+2b/v\ndm4xIiKiICCO9UBAIY0alQPupmbNms4uR0TE9BQExKECAgJM/W2CIiKljfYIiIiImJiCgIiIiIkp\nCIiIiJiYgoA4VHp6OocOHaKoqMjZpYiICAoC4mA70t14b+sPpKamOrsUERFBnxoQB/PxC3B2CSIi\nchmtCIiIiJiYgoCIiIiJKQiIiIiYmIKAiIiIiSkIiIiImJiCwA1au3YtUVFRzi7jphg0aJCzSxAR\nEQdTEJBib7/9trNLEBERB9P3CPwJe/bsoXfv3pw+fZqwsDDmzZvH5s2b8fDwYObMmVitVu68807m\nz5+Ph4cHJ06coGvXrmzfvp0ffviBHj16EBYWxpYtW1i6dClFRUVYLBZiYmJITk5mwYIFuLu78/PP\nP9O2bVv69+9/3VoiIiI4cuQIFy5coEePHnTo0IGdO3fy1ltv4erqSo0aNZg4cSLr169n9erVGIbB\nCy+8wLZt25gyZQoAHTt2ZOHChXTo0IEvv/ySffv2MWXKFAzDwM/PjxkzZpCamsrrr78OQMWKFXnj\njTfIz89nyJAhGIZBfn4+EyZMoH79+g75G4iISMlQEPgTPDw8WLRoEenp6fTt2xeLxXLNdhkZGXz0\n0Ufs37+fwYMHs23bNo4dO8aAAQMICwsjNTWVBQsW4Onpybhx4/jyyy+pWrUqx44dY/369Vy4cIEW\nLVpcNwjk5uaSmJhIQkICAF9//TUAY8eOZfny5fj4+DBr1izWrl2Lm5sb3t7ezJ49G7vdzsyZM7lw\n4QIHDx6kevXq+Pj4FPc7fvx4oqOjqVWrFqtXr+bHH39k4sSJvPHGG1itVj744AMWLFjAfffdR6VK\nlZg2bRoHDx7k/PnzJTzTIiJysykI/AkNGzYEwNfXl/Pnz18RBAzDKH5ct25dXFxcKF++PNWrV8fV\n1RVvb2/y8/MB8PHxYeTIkZQtW5aUlBTuu+8+AOrVq4fFYqFs2bKUKVPmunV4eXkRERHB2LFjyc3N\npUOHDmRlZXHy5EkGDx5c/E69efPm1KhRg1q1agHg4uJC69at2bJlC3v37qVLly5X9JuZmVnctlOn\nTgAcOnSIiRMnAlBYWMhdd93Fo48+SmpqKi+99BLu7u689NJLf2leRUTE8RQE/oTfrgB4enqSkZFB\nQEAA3333HXXq1Lmq3eUBAeDcuXO88847/POf/8QwDJ5//vmr2vwvJ0+e5NtvvyUmJob8/Hz+/ve/\n89RTT+Hv78+cOXMoV64cn376KV5eXhw9ehQXl0tbQjp16sT48ePJzs5m/PjxV/RbtWpV0tLSqFGj\nBgsWLKBWrVrUrl2badOmUa1aNb755hsyMzPZvn07vr6+LFq0iL179xIVFcWSJUtu6BpERMS5FAT+\nIovFQp8+fejbty+BgYFUrFjxuu0uV65cOUJCQujSpQuurq5UrFixOExc71bDb/n6+nLy5EnCwsJw\nc3Ojd+/euLm5MWrUKPr27Yvdbqd8+fJMnTqVo0ePXnFuYGAgAK1atbqq34kTJxIREYGLiwtVq1al\nV69e+Pv7M3z4cIqKinBxcWHy5Ml4e3szdOhQli9fjt1uZ8CAAX+obhERKT0sxo2+DRX5C2au2QfA\nP4LLYbVanVyNcyUmJhISEuLsMkoFzcUlmotLNBeOoRWBW8Cnn35KbGxs8UqBYRhYLBZ69OhxzXf0\nIiIif5SCwC2gZcuWtGzZ0tlliIjIbUhfKCQiImJiCgIiIiImpiAgIiJiYgoCIiIiJqYgICIiYmL6\n1IA4VNaJ9P8+utupdYiIyK8UBMShHggopFGjRtSsWdPZpYiICAoC4mABAQGm/0ZBEZHSRHsERERE\nTExBQERExMQUBERERExMQUAcKj09naKiImeXISIi/6UgIA61ee8JUlNTnV2GiIj8l4KAOJS3T1Vn\nlyAiIpdREBARETExBQERERETUxAQERExMQUBERERE1MQEBERMTEFgVvEF198wapVq655LDMzk8jI\nSABatmxJfn7+H+rz3XffZf/+/dc9brPZSElJuer5pUuX/qH+RUSk9NOPDt0iWrRocd1jVapUYdy4\ncQBYLJY/3Gffvn3/VC1z584lPDz8T50rIiKli4JAKZWXl0dERARHjx6loKCA1q1bk5OTQ9WqVTlz\n5gwDBgwgPz+fp59+mrlz5zJy5EgSEhIwDON3+w0NDcVqtVKnTh3OnDlDu3btaNasGSNGjODkyZNU\nq1aNXbt28cUXXwAQExNDZmYmFy5cYMaMGWzcuJHs7GwiIyPp0aMHERERuLm5YRgGM2fOxM/PzxHT\nIyIiJUS3Bkqp5cuXExgYyIoVK4iOjsbT0xOLxcLTTz/N5s2bAfj0008JDQ3F3d39D68EnDhxgqio\nKF577bXi5xISEqhevTrLli1jwIABZGVlFR8LDQ1lyZIltGjRgq1bt9K/f38qVqzIuHHj+OqrrwgO\nDmbx4sUMGDCAnJyckp0EERG56RQESqmUlBQaN24MQI0aNahQoQIAFSpUoGHDhuzevZu1a9fSuXPn\nG+q3UqVKxX1ddOjQIZo0aQJA7dq1qVSpUvGxhg0bAr/efjh//vwV53Xu3Jly5crRu3dvli1bhqur\n641dpIiIOJ2CQClltVpJSkoC4MiRI0RFRRUf69y5M3FxceTl5VGrVq0b6vdaKwf16tVjz549AKSl\npZGdnf277S/atm0bTZs2ZfHixbRu3ZoFCxbcUC0iIuJ8CgKlVFhYGEeOHMFms/Haa6/xwgsvFB9r\n1qwZBw8epGPHjleddyObBS969tlnSU9Px2azERMTg4eHx+/2ZbVaGTFiBPfeey9vv/02PXv2ZMWK\nFdhsthseW0REnMti/K/dZXLb27NnD7/88gsPP/wwP/30Ey+++CJbt269KWNFxHxEnyfvwWq13pT+\nbyWJiYmEhIQ4u4xSQXNxiebiEs2FY+hTA7ehTz/9lNjY2OJ39IZhYLFY6NGjB61atbqqffXq1Rk6\ndCgxMTEUFRUxfvx4R5csIiJOoiBwG2rZsiUtW7b8w+2rVKlCXFzcTaxIRERKK+0REBERMTEFARER\nERNTEBARETExBQERERETUxAQERExMQUBcagzWRnOLkFERC6jICAO1aaxHzVr1nR2GSIi8l8KAuJQ\nAQEB+nEiEZFSREFARETExBQERERETExBQERExMQUBMSh0tPTKSoqcnYZIiLyXwoC4lCb954gNTXV\n2WWIiMh/KQiIQ3n7VHV2CSIichkFARERERNTEBARETExBQERERETUxAQERExMQUBERERE3NaENi9\nezfJycnXPb527VqioqJIT0+na9euf2msmJgYEhISAFi6dOkV/ZeUYcOGUVhYeM1ja9eu5bPPPrvm\nsczMTCIjI3+374s1O0J+fj6rVq0Cfr9uERG5PTgtCKxevZoTJ078obYWi6XExp07d26J9XW5mTNn\n4ubmds1jzzzzDKGhodc8VqVKFcaNG/e7fd+smq8lIyODDz74APj9ukVE5PZw7Veu67j4DvHChQtk\nZmZis9n45JNPOHjwICNGjKCgoIDFixfj6upKSEgIQ4cOJSYmhp9//plTp05x7NgxIiIiqFixIl98\n8QUHDhygbt26fPLJJ2zdupULFy5QqVIlYmJirhj31KlTDBgwgIyMDO6++24mTZrE8ePHGTt2LHl5\neZQpU4ZJkybh5+dHVFQU3377LadPn6Z+/fq88cYbxf3MmzeP7OxsIiMjuffee9mzZw+9e/fm9OnT\nhIWF0aVLl+te+6RJk0hKSqKwsJCBAwdSrlw5ZsyYgYeHB507d2bWrFls3ryZzz//nIULF+Lu7k7V\nqlWJjo4mJiYGX19fHn/8cYYMGYJhGOTn5zNhwgTKly/P0KFDSUhIoEOHDtx///388MMPWCwW5syZ\nw/vvv19c86hRoxg/fjxpaWnY7XYGDx5Ms2bNeOqpp6hVqxZubm6kpaXx9ttvc+edd7JlyxYSExMZ\nNGgQo0aN4syZMwCMGTOGunXr0rp1a+677z5SUlKoUqUKb7/9NvPnz+fQoUPMmTMHu92Or68vXbt2\nZerUqSQmJmKxWGjfvj02m42IiAjc3d1JT08nMzOTN998kwYNGtzI/1IiIuJkN7wikJuby7vvvkuf\nPn1YsWIFMTExTJo0iQ8++ICYmBiWLFnC0qVLOX78OF9//TUAHh4eLFiwgFGjRrF48WIaNWpEixYt\nGD58OH5+fmRnZ7NkyRISEhIoKChg//79V4355ptvkpCQwPbt28nKymLq1Kn06NGDuLg4nn/+eaZP\nn05ubi7e3t4sWrSI1atXs3fvXjIyMor76d+/PxUrVix+B+7h4cGiRYt45513WLJkyXWvedu2bWRn\nZ7Nq1Sri4uL4z3/+A/y6jP7+++/z9NNPF69abNy4kT59+rB06VL+/ve/k5OTU9zP/v37qVSpEgsX\nLmTs2LGcP38euLTice7cOZ566ini4+OpWrUq//rXv66oedWqVfj4+BAfH8/s2bOZOHFi8fy8/PLL\nREVF8eyzz/Lhhx8CsGbNGrp06cK8efNo3rw5S5YsITIykvHjxwNw5MgRBg8ezIoVKzh16hT/+c9/\n6N+/P3Xq1OHll18urvvzzz8nPT2dlStXsnTpUjZs2FB8WycwMJBFixbx3HPPFd9+ERGRW8cNrQgA\nNGzYEIDy5ctTu3ZtACpUqMAvv/xCVlYWL774IoZh8Msvv3DkyJErzqlWrRp5eXlX9GexWHB3d2fo\n0KGULVuWjIyMq+61V69enXLlygFQuXJlLly4QHJyMvPnz2fBggUYhoG7uzuenp5kZmYybNgw7rjj\nDs6fP3/d+/aX1+Xr68uFCxeu2+7w4cM0bty4+LoHDRrEzp07qVWr1lVtIyIimD9/PvHx8VitVh57\n7LHiY48++iipqam89NJLuLu789JLL111/sV31P7+/uTn519xLDk5mcTERPbt24dhGBQVFXH69GmA\n4lrat29PeHg4zz77LLm5udSpU4fk5GR27NjBpk2bMAyDs2fPAlCpUiX8/PyKx/vt3+aiQ4cOERIS\nAoCbmxtBQUH8+OOPV9RbrVo1vvnmm+vOoYiIlE43HASud7/eYrFQrVo1YmNjcXV1Ze3atTRo0IBt\n27Zd8xyLxUJRURE//PAD27ZtY+XKlVy4cIGOHTtiGMZ1x794zGq18sILL9C4cWMOHz7M7t27+de/\n/sXx48eJjo4mKyuLbdu2/W5fl9f1e+2sVitbtmwBICcnh8GDB9OvX79rnp+QkMDAgQPx8fFh3Lhx\nbNu2rbjN9u3b8fX1ZdGiRezdu5eoqKgrbl38L7Vr18bf35++ffuSl5fHvHnzqFix4hXXUq5cORo2\nbMiUKVPo2LFjcf333HMP7dq1Iysrq3gPwLX+Li4uLtjt9iueq1OnDqtXr6Znz54UFBSwZ88eOnbs\nyBdffFGi+zdERMTxbjgIXI+7uzvPP/884eHh2O12AgMDadu27XXbBwcHExUVRVRUFHfccQfdu3fH\nMAyqVq16xXI+XPmCdfHx8OHDmTBhAvn5+eTl5TF69GgCAgKYO3cuNpsN+HUl4bd9Wa1WRowYQfPm\nza87xm899thj/Pvf/6Z79+7Y7XZeeeWV69YVFBREv3798PLywsvLi9DQUOLj4wGoX78+Q4cOZfny\n5djtdgYMGPA/r/PymidPnsyYMWOw2Wzk5ubSrVs3LBbLVbV36dKFF198kSlTpgDQr18/Ro8ezYoV\nK8jNzWXgwIFXXePFPipXrkxBQQEzZ87E09MT+HUlY/v27YSFhVFQUEDbtm21F0BE5DZhMX7vrbBI\nCYuI+Yg+T96D1Wp1dilOl5iYWHzLxew0F5doLi7RXDhGia0I3A5mz57N9u3bi98dG4aBxWJhypQp\nBAQEOLk6ERGRkqcgcJlXXnmleNlfRETEDPQVwyIiIiamICAiImJiCgIiIiImpiAgIiJiYgoCIiIi\nJqYgIA51JivjfzcSERGHURAQh2rT2I+aNWs6uwwREfkvBQFxqICAAFxdXZ1dhoiI/JeCgIiIiIkp\nCIiIiJiYgoCIiIiJKQiIQ6Wnpzu7BBERuYyCgIiIiIkpCIiIiJiYgoCIiIiJKQiIiIiYmIKAiIiI\niSkIiIiImJiCgIiIiIkpCNzi8vPzadmyJVOmTOH48ePOLkdERG4xbs4uQP4awzCwWCxEREQ4uxQR\nEbkFKQjcgn755Rf+7//+j5ycHKpXr45hGNhsNiIjIzl9+jRTp07F3d2dMmXK8Pbbb+Ph4cH48eNJ\nS0vDbrczePBgmjVrxpYtW1i6dClFRUVYLBZiYmKw2+0MGTIEwzDIz89nwoQJ1K9fn/fff58NGzZg\nsVho164dzz33HFu3bmXhwoW4u7tTtWpVoqOjnT01IiJygxQEbkErVqygXr16DB48mKSkJLZv347F\nYgFg27ZtPPnkk/Ts2ZNPP/2Us2fP8tlnn+Hj48PkyZPJzs7mueeeY8OGDaSmprJgwQI8PT0ZN24c\nX375JeXLl6dSpUpMmzaNgwcPcv78eQ4dOsSmTZtYvnw5hmHw/PPP8/DDD7Np0yb69OnDE088wUcf\nfcS5c+coV66ck2dHRERuhILALSg1NZW///3vAAQFBeHu7l58rH///sydO5eePXtSrVo1goKCSE5O\nJjExkX379mEYBkVFRWRnZ+Pj48PIkSMpW7YsKSkp3Hffffztb38jNTWVl156CXd3d/r3709ycjJH\njx6lZ8+eGIZBTk4OaWlpvPbaa8yfP5/4+HisViutWrVy0oyIiMifpc2CtyCr1cqePXsAOHDgAAUF\nBcXH1q1bR6dOnYiLi6NOnTqsXLkSq9VK+/btiYuLY+HChbRp0wY3NzfeeecdoqOjmTx5Mp6enhiG\nwY4dO/D19WXRokX079+f6OhoateuTd26dYmLiyM+Pp5nnnmGu+++m4SEBAYOHEh8fDx2u52PP/7Y\nWVMiIiJ/klYEbkHdunVjxIgRhIeHU7t2bTw9PYuPBQUFMXr0aMqWLYurqyuRkZH4+voyduxYbDYb\nubm5dOvWjXLlyhESEkKXLl1wdXWlYsWKZGRkEBoaytChQ1m+fDl2u50BAwZw99138+CDD9KtWzfy\n8/MJDg7Gz8+PoKAg+vXrh5eXF15eXoSGhjpxVkRE5M+wGIZhOLsIMY9169bRoUMHZ5dRKiQmJhIS\nEuLsMkoFzcUlmotLNBeOoVsDIiIiJqYgICIiYmIKAiIiIiamICAiImJiCgIiIiImpiAgIiJiYgoC\nIiIiJqYgICIiYmIKAuJQAQEBzi5BREQuoyAgIiJiYgoCIiIiJqYgICIiYmIKAiIiIiamICAOlZ6e\n7uwSRETkMgoCIiIiJqYgICIiYmIKAiIiIiamICAiImJiCgIiIiImpiAgIiJiYgoCIiIiJqYgcBuY\nOXMmH374YYn0tW3bNk6ePElmZiaRkZEl0qeIiJReCgJyhSVLlnDu3DmqVKnCuHHjnF2OiIjcZG7O\nLkD+t8LCQsaPH09aWhp2u51XX32V7Oxs5s6di4+PDwUFBVitVnbu3MmKFSuIiooC4JFHHuHLL7/k\np59+YsyYMRQUFFC2bFmioqLIzMzkzTffxG63c/r0aSZMmMCZM2f4/vvvGTlyJNOmTWPkyJEkJCTw\n1VdfMWvWLDw9PalUqRJvvPEGBw4cYMGCBbi7u/Pzzz/Ttm1b+vfv7+SZEhGRG6UgcAtYtWoVPj4+\nTJ48mezsbMLDwzl//jwffvghFSpUoG/fvsVtLRbLVedPnTqV/v378/DDD/PZZ5/x3XffcebMGV57\n7TXq1q3Lhg0bWLNmDZGRkdSvX59Jkybh7u5e3Ne4ceNYsWIFvr6+xMfHM3v2bEJDQzl27Bjr16/n\nwoULtGjRQkFAROQWpCBwC0hOTiYxMZF9+/YBv64QuLi4UKFCBQCaNGnyu+enpKQQHBwMQGhoKACJ\niYnMnj2bsmXLcu7cOcqVK1fc3jCM4sdZWVmUK1cOX19fAJo2bUp0dDShoaHUq1cPi8VC2bJlKVOm\nTMldsIiIOIyCwC2gdu3a+Pv707dvX/Ly8pg7dy4bNmzg9OnTVKpUif379+Pv74+npycZGRnArz/u\nk52dDUCdOnXYv38/Dz30EOvXr+fMmTOsWbOGGTNmULt2bd555x2OHj0KgIuLC3a7vXhsHx8fcnNz\nyczMpEqVKuzcuZOaNWs6fA5EROTmUBC4BXTt2pWxY8dis9nIzc2lW7dujB07lt69e1OxYkXc3H79\nM95zzz2UL1+erl27Urt2bapXrw7A8OHDGTduHHPmzOGOO+5g+vTpFBYW8uqrr+Lt7Y2fn19xaGjS\npAkjR4684hMDkyZNYsCAAcWrEG+++SbJycnXvA0hIiK3Fotx+TqwyE22bt06OnTo4OwySoXExERC\nQkKcXUapoLm4RHNxiebCMfTxQRERERNTEBARETExBQERERETUxAQERExMQUBERERE1MQEBERyi+Y\nygAAIABJREFUMTEFARERERNTEBCHCggIcHYJIiJyGQUBERERE1MQEBERMTEFARERERNTEBARETEx\nBQERERETUxAQh0pPT3d2CSIichkFARERERNTEBARETExBQERERETUxAQERExMQUBERERE1MQEBER\nMTEFARERERNTEJAbtnTpUmeXICIiJURBQG7Y3LlznV2CiIiUEDdnFyDXtnbtWlavXo1hGISHhxMX\nF4erqyshISEMHTqUrKwsXnvtNc6ePQvAtGnTqFGjxjX7io6OZseOHdjtdp544gn69OmDzWajdu3a\nHD58GIC33nqLypUrM3XqVBITE7FYLLRv3x6bzUZERASnT5/mzJkzPProo2RnZxMZGUmPHj2IiIjA\nzc0NwzCYOXMmfn5+DpsjERH56xQESjFvb2+mTJlCt27dWLNmDZ6enowYMYKvv/6azz77jMcee4yu\nXbuyd+9ekpKSrhsENmzYQHx8PFWqVOHDDz8sfj4kJISJEyeyfPly5s6dyyOPPEJ6ejorV66ksLCQ\n8PBwHnjgAQAeeughevbsCcD777/PuHHjWLp0KcHBwQwfPpxdu3aRk5OjICAicovRrYFSrFatWqSm\nppKVlcWLL76IzWbj0KFDHDlyhNTUVBo3bgxA48aNad++/XX7mT59OjNmzKBPnz7FKwhA8Yt8kyZN\nSElJ4fDhw4SEhADg5uZGUFAQP/74Y3Etv9W5c2fKlStH7969WbZsGa6uriV27SIi4hgKAqWYi4sL\ngYGB+Pv7ExsbS3x8PM899xzBwcFYrVaSkpIA2LVrFzNnzrxmH/n5+WzevJmoqCji4uJYs2YNx44d\nA+Dbb78FIDExkXr16mG1WklMTASgoKCAPXv2FAcAF5er/1fZtm0bTZs2ZfHixbRu3ZoFCxaU+ByI\niMjNpVsDpZyPjw+9evUiPDwcu91OYGAgbdu2pW/fvowaNYp169bh4uLC5MmTr3m+h4cH3t7edOnS\nBU9PT1q0aIG/vz/w6z6E2NhY7rjjDqZNm4a3tzfbt28nLCyMgoIC2rZtS4MGDa7q02q1MmLECAYO\nHMjIkSOZO3cudrudUaNG3dS5EBGRkmcxDMNwdhHieDabjcjIyGsu+d9M69ato0OHDg4ds7RKTEws\nvhVjdpqLSzQXl2guHEMrAreJpKQkpk+fjsViAcAwDCwWC23btiUsLOyq9hfbiYiIuSkI3CaCgoKI\nj4//w+3j4uJuYjUiInKr0GZBERERE1MQEBERMTEFARERERNTEBARETExBQERERETUxAQhwoICHB2\nCSIichkFARERERNTEBARETExBQERERETUxAQERExMQUBERERE1MQEIdKT093dgkiInIZBQERERET\nUxAQERExMQUBERERE1MQEBERMTEFARERERNTEBARETExBQERERETUxC4Ra1du5aoqKgrnhs2bBiF\nhYXXbH/mzBk2bNjwh/t/99132b9//w3VZLPZSElJuaFzRETEuRQEbiMzZ87Ezc3tmse+//57Pv30\n0z/cV9++fbn33ntLqjQRESmlrv2qIbeEPXv20Lt3b06fPk1YWBjz5s1j8+bNfP755yxcuBB3d3eq\nVq1KVFQU8+fP54cffmDVqlU0b96cUaNGYbfbARgzZgx33303oaGhWK1W6tSpw5kzZ2jXrh3NmjUj\nIiKCo0ePUlBQwLhx47BarYwZM4acnBwyMjIIDw8nLCzMybMhIiJ/hoLALczDw4NFixaRnp5O3759\nsVgsAGzcuJE+ffrwxBNP8NFHH5Gbm0v//v1JSEigc+fODBo0iF69ehEaGsr333/PqFGjWL16NceP\nH+ejjz6iQoUKREREALB8+XICAwOJiooiLS2Nzz//HA8PD9q3b0+rVq3IyMjAZrMpCIiI3KJ0a+AW\n1rBhQwB8fX05f/588fMRERH8+9//xmazsWfPnuKAcNHhw4dp2rQpAPXr1+fEiRMAVKpUiQoVKlzR\nNiUlhcaNGwNQo0YNevTogY+PDx9//DEjRoxg7ty5192XICIipZ+CwC3sty/wFyUkJDBw4EDi4+Ox\n2+18/PHHuLi4FN8KsFqt7Nq1C4DvvvuOKlWqAODicvX/DnXq1CEpKQmAI0eOMGzYMGJjY2nSpAnT\npk2jTZs2GIZxMy5PREQcQLcGbiMXg0FQUBD9+vXDy8sLLy8vQkNDuXDhAsnJycTFxTFy5EjGjBnD\ne++9R2FhIW+88cZ1++zatSsRERHYbDbsdjujRo3i3LlzvP7662zcuJHy5cvj7u5Ofn7+dYOJiIiU\nXhZDb+fEgdatW0eHDh2cXUapkJiYSEhIiLPLKBU0F5doLi7RXDiGbg2IiIiYmIKAiIiIiSkIiIiI\nmJiCgIiIiIkpCIiIiJiYgoCIiIiJKQiIiIiYmIKAOFRAQICzSxARkcsoCIiIiJiYgoCIiIiJKQiI\niIiYmIKAiIiIiSkIiIiImJiCgDhUenq6s0sQEZHLKAiIiIiYmIKAiIiIiSkIiIiImJiCgIiIiIkp\nCIiIiJiYgoCIiIiJKQjIDcnPz2fVqlXOLkNEREqIgoDckIyMDD744ANnlyEiIiXEzdkFSOly7tw5\nxowZQ05ODhkZGXTv3p1NmzZRuXJlzp49S0BAAIcOHWLOnDk8+OCDTJ06FXd3d8qUKcPbb7/NHXfc\n4exLEBGRG6AgIFdIS0ujffv2tGrVioyMDGw2G35+fsXPpaenc/DgQV5++WWmTZvGk08+Sc+ePfnk\nk084e/asgoCIyC1GQUCuULlyZZYsWcLWrVvx8vKioKAAgFq1al3Vtn///sydO5eePXtSrVo1Gjdu\n7OhyRUTkL9IeAblCbGwsTZo0Ydq0abRp06b4eRcXl+J/2+12ANatW0enTp2Ii4ujTp06JCQkOKVm\nERH587QiIFcIDQ3l9ddfZ+PGjVSoUAE3Nzfy8/OLj1euXJmCggJmzpzJ448/zujRoylbtiyurq5E\nRkY6sXIREfkzFATkCg888ADr16+/7nEPDw/Wrl1b/N9aBRARubXp1oCIiIiJKQiIiIiYmIKAiIiI\niSkIiIiImJiCgIiIiIkpCIiIiJiYgoCIiIiJKQiIiIiYmIKAOFRAQICzSxARkcsoCIiIiJiYgoCI\niIiJKQiIiIiYmIKAiIiIiSkIiIiImJiCgDhUenq6s0sQEZHLKAiIiIiYmIKAiIiIiSkIiIiImJiC\ngIiIiIkpCIiIiJiYgoCIiIiJKQgImZmZREZG/qU+WrZsSX5+fglVJCIijqIgIFSpUoVx48b9pT4s\nFksJVSMiIo7k5uwC5OY5d+4cY8aMIScnh4yMDLp3786mTZto0KABBw8eJDc3l1mzZmG32xk6dCgJ\nCQk89dRTNGvWjB9++IHatWtTuXJldu/ejaenJ++++y6ZmZmMHz+egoICMjIyGDx4MI899hiGYTj7\nckVE5E/QisBtLC0tjfbt27No0SIWLVrE4sWLsVgsBAcHExsby0MPPcSGDRuAS+/oc3Nz6dChA0uX\nLmX37t2EhITw/vvvk5+fz8GDBzl8+DC9e/dm0aJFREZGsmzZMmdeooiI/EVaEbiNVa5cmSVLlrB1\n61a8vLwoKCgAoEGDBgD4+/uTmZl51XkNGzYEoEKFClit1uLH+fn5+Pr6MnfuXD744AOA4j5FROTW\npBWB21hsbCxNmjRh2rRptGnTpvj5P3s/3zAMZs2axT/+8Q+mTp3KAw88oFsCIiK3OK0I3MZCQ0N5\n/fXX2bhxIxUqVMDNze1/7uy/PCT89rHFYuHJJ59k6tSpvPvuu1StWpXs7Oyr2oqIyK3DYugtnTjQ\nunXr6NChg7PLKBUSExMJCQlxdhmlgubiEs3FJZoLx9CtARERERNTEBARETExBQERERETUxAQEREx\nMQUBERERE1MQEBERMTEFARERERNTEBARETExBQFxqICAAGeXICIil1EQEBERMTEFARERERNTEBAR\nETExBQERERETUxAQERExMQUBcaj09HRnlyAiIpdREBARETExBQERERETUxAQERExMQUBERERE1MQ\nEBERMTEFARERERNTEChBgwYNcnYJVxg6dCi7du267nGbzUZKSkqJjFWSfYmIiOMoCJSgt99+29kl\niIiI3BA3ZxdwK8nLyyMiIoKjR49SUFBA69at+de//oVhGAwYMIDhw4fz5ZdfYrPZqF+/PgcPHuSO\nO+6gadOmfPnll+Tk5PDee+9RtmxZxo8fT1paGna7nVdffZX777//mmPa7XbGjRvH8ePHOXnyJC1b\ntuTVV18lIiICd3d30tPTyczM5M0336RBgwYsXbqUDz74AF9fX7Kysv7QdZ07d45Ro0Zx5swZAMaM\nGUPdunVZtWoVy5Yto2LFiri5udGuXTtatWrFmDFjyMnJISMjg/DwcMLCwkpsjkVExLG0InADli9f\nTmBgICtWrCA6OhpPT0+8vb1ZunQpDz300BVtGzduzOLFi8nPz6ds2bK899571KlTh507d7Jq1Sp8\nfHyIj49n9uzZREZGXnfMY8eO0bhxYxYuXMiqVatYvnx58bHAwEAWLVrEc889R0JCAqdOnSIuLo5V\nq1YxZ84cCgoK/tB1zZs3j+bNm7NkyRIiIyMZP348p0+fZuHChSQkJLBo0SLOnz8PQFpaGu3bt2fR\nokUsWrSI2NjYPzGTIiJSWmhF4AakpKTw6KOPAlCjRg0qVKhArVq1rtm2QYMGAFSoUIE6deoAUL58\nefLy8khOTiYxMZF9+/ZhGAZFRUVkZ2dTsWLFq/rx9vYmKSmJHTt24OXldcWL+8UxqlWrxjfffENa\nWhr16tXDze3XP+u99977u9djsVgASE5OZseOHWzatAnDMDh79ixpaWnUrVsXDw8PAJo0aQJA5cqV\nWbJkCVu3bsXLy4vCwsI/NnkiIlIqaUXgBlitVpKSkgA4cuQIUVFRuLhcewovvsher5/27dsTFxfH\nwoULadOmzTVDAMDatWvx9vZm+vTpPP/881y4cOG6Y9x1110cPHiQ/Px8ioqKOHDgwO9ej2EYxfX0\n6tWLuLg4Zs2aRYcOHahRowaHDx8mPz8fu91efN2xsbE0adKEadOm0aZNm+I+RETk1qQVgRsQFhZG\nREQENpsNu93OCy+8wOnTp69qd/kL9LUed+3alTFjxmCz2cjNzaVbt27XHfOhhx5i2LBh7N27F3d3\nd2rWrElGRsY12/r4+PDiiy/StWtXfHx88PLy+t3ruVhPv379GD16NCtWrCA3N5eBAwdSqVIl+vTp\nQ/fu3fH29iYvLw83NzdatmzJpEmT2LhxI+XLl8fd3Z38/PzfDT4iIlJ6WQy9pZNrKCoqYsGCBfTv\n3x+A8PBwhgwZQtOmTf9Sv+vWraNDhw4lUeItLzExkZCQEGeXUSpoLi7RXFyiuXAMrQiUErNnz2b7\n9u3F76wNw8BisTBlyhQCAgL+dL/Hjh1jxIgRV/V7//33M2DAgOue5+rqyvnz5+nYsSMeHh4EBQX9\n5RAgIiKlj4JAKfHKK6/wyiuvlHi//v7+xMfH/6lzhwwZwpAhQ0q4IhERKU20WVBERMTEFARERERM\nTEFARETExBQERERETExBQERExMQUBERERExMQUAc6q98J4KIiJQ8BQERERETUxAQERExMQUBERER\nE1MQEBERMTEFAXGo9PR0Z5cgIiKXURAQERExMQUBERERE1MQEBERMTEFARERERNTEBARETExBQER\nERETUxAQERExMQWB/9q5cydDhw696nmbzUZKSgpr167ls88+c2hNw4YNo7Cw8LrHH3nkkeseS09P\np2vXrjejLN5//33atWvHhx9+SGRkJAC7d+8mOTn5pownIiI3j5uzCyhNLBbLdY8988wzDqzkVzNn\nzvxL5//e9fwVH3/8MW+99RZ169blH//4BwCrV6+mbdu21KtX76aMKSIiN8dtHwTWrl3Ltm3byM3N\nJTs7m5dffpk333yTzZs34+HhwcyZM7Fardx5552kpKTQp08fsrOz6datG506dSruJyYmBl9fX7p2\n7cqkSZNISkqisLCQgQMH0rJly2uOvXXrVhYuXIi7uztVq1YlOjqanJwchg8fzrlz5ygqKuLVV1/l\nwQcf5LPPPmP27NkANGzYkIkTJ/LYY4+xefNmfvrpJ958803sdjunT59mwoQJNG7c+H9e+6lTp3j5\n5Zc5deoUjz76KC+//DLHjx9n7Nix5OXlUaZMGSZNmkRhYSHDhg3D39+fn376iaCgICZMmMC5c+cY\nNWoUZ86cAWD06NHs3buXAwcOMHr0aKKiohg2bBjjxo3jiy++4MCBA9StW5dq1aqVwF9OREQc4bYP\nAgAXLlxg8eLFnDp1is6dO2O326/ZrqioiPnz51NYWMjTTz9NaGjoVW22bdtGdnY2q1atIicnh9jY\n2OsGgU2bNtGnTx+eeOIJPvroI3JycpgzZw4PP/wwNpuNEydO0L17d7Zs2cKkSZNYvXo1lSpVYtGi\nRRw/frz4Hf3Bgwd57bXXqFu3Lhs2bGDNmjV/KAicP3+e6dOnU7ZsWcLDw2nZsiXz58+nR48etGjR\ngn//+99Mnz6dIUOGkJqaSmxsLJ6enrRq1YpTp04RGxtL8+bNCQsL46effiIiIoJly5axfv16Jk2a\nhMViwWKx0KhRI1q0aEG7du0UAkREbjGmCALNmjUDoHLlylSoUIHDhw8XHzMMo/hxcHAwrq6uuLq6\nYrVaSU9Pv2p5/fDhw8UvwuXLl2fQoEHXHfe1115j/vz5xMfHY7Vaeeyxxzh8+DBPP/00AH5+fpQv\nX56MjAy8vb2pVKkSAL17976iHz8/P2bPnk3ZsmU5d+4c5cqV+0PXfffdd+Pl5QXAvffeS2pqKsnJ\nycyfP58FCxZgGAbu7u4A3HXXXZQtWxaAqlWrkpeXR3JyMjt27GDTpk0YhsHZs2evOW8iInLrMsVm\nwW+//RaAzMxMzp07h7+/PxkZGRiGwXfffVfc7sCBA9jtdn755RcOHz7MXXfdddULXp06dUhKSgIg\nJyfnqhftyyUkJDBw4EDi4+Ox2+1s27YNq9XKrl27ADhx4gRnz56latWq5OTkFL/Qvv7668VjAEye\nPJlBgwYxZcqUG7oHf+jQIc6fP09hYSFJSUnUrVsXq9XK//3f/xEXF8fEiRNp06bNVeddvGar1Uqv\nXr2Ii4tj1qxZdOjQ4bpjWSwWioqK/nBtIiJSOphiReDkyZP06tWLc+fOMWHCBDIyMujbty+BgYFU\nrFixuF2ZMmV48cUXOXv2LAMHDqRChQpXrQi0bNmSr7/+mu7du2O32xkwYMB1xw0KCqJfv354eXnh\n5eVFaGgooaGhjBo1ii1btpCXl8ekSZNwc3Nj/Pjx9O3bF1dXVxo2bEhQUFBxPx06dODVV1/F29sb\nPz8/srOz/9B1V6xYkSFDhpCVlUXbtm2xWq0MHz6cCRMmkJ+fT15eHqNHjwau3Fh48XG/fv0YPXo0\nK1asIDc3l4EDB17V9qLg4GCioqKoXr06tWvX/kP1iYiI81mM23yNd+3ataSkpFzzo4HieOvWrfvd\nlQUzSUxMJCQkxNlllAqai0s0F5doLhzDFCsCN1NBQQEvvPDCVe+Sa9WqxcSJE2/6+CtXrmT9+vXF\n4xuGgcViYdiwYQQHB9/08UVE5NZ22weBm/35f3d3d+Lj42/qGL+nS5cudOnSxWnji4jIrc0UmwVF\nRETk2hQERERETExBQERExMQUBERERExMQUBERMTEFARERERMTEFAHCogIMDZJYiIyGUUBERERExM\nQUBERMTEFARERERMTEFARETExBQExKHS09OdXYKIiFxGQUBERMTEFARERERMTEFARETExBQERERE\nTExBQERExMQUBERERExMQUBERMTEFARuYytXrqSoqIidO3cydOjQP9VH165dOXr0aAlXJiIipYWC\nwG1s3rx5FBUVAWCxWJxcjYiIlEZuzi5Arm/YsGF06NCBRx99lEOHDjFt2jQqVKjAkSNHMAyDXr16\n8eSTT2Kz2YiMjKRWrVqsWLGCzMxMqlWrRmZmJkOHDqVHjx6kpKTQt29fTp06RWhoKAMGDLjuuNHR\n0Xz55ZdUq1aN7OxsAM6dO8eoUaM4c+YMAKNHj+bnn3/m448/ZsqUKQB07NiRhQsX4uPjc/MnR0RE\nSoRWBEqxLl26sHbtWgBWr15NcHAwlStXZsWKFbz33nu89dZbnD59+prnPvvss/j6+hIdHQ1AQUEB\nc+bMYenSpbz//vvXHfM///kPiYmJrF69mqlTp5Kbmwv8urrQvHlzlixZQmRkJBMmTCA0NJR9+/Zx\n4cIF9u/fT/Xq1RUCRERuMVoRKMUeeOABXn/9dbKysvjqq69o2rQpDz30EABeXl5YrVaOHDlyxTmG\nYVzx+OJ/161bFzc3t+J/ric1NZV77rkHgHLlylGvXj0AkpOT2bFjB5s2bcIwDM6ePYvFYqF169Zs\n2bKFvXv30qVLlxK9fhERufm0IlDKPf3000yePJlHHnmE2rVrs3v3buDXpfqDBw8SGBiIp6cnJ0+e\nBODAgQPF57q6umK324E/vkegTp06JCUlAfDLL79w8OBBAKxWK7169SIuLo5Zs2bRoUMHADp16sS6\ndetISkri4YcfLpmLFhERh9GKQCn3zDPP8NZbb7FhwwYCAgIYO3Ys3bt3Jy8vjwEDBuDj44PNZmPC\nhAnceeed+Pn5FZ8bEhJC3759f3c/wG/Vr1+fFi1a0KlTJ3x9falSpQoA/fr1Y/To0axYsYLc3FwG\nDhwIQGBgIACtWrUqwasWERFHsRiXryVLqXPixAlee+01YmNjnV1KiVi3bl3xaoLZJSYmEhIS4uwy\nSgXNxSWai0s0F46hFYFS7OOPP+add95h4sSJJd73ypUrWb9+ffEtA8MwsFgsDBs2jODg4BIfT0RE\nSicFgVLs8ccf5/HHH78pfXfp0kWb+0RERJsFRUREzExBQERExMQUBERERExMQUBERMTEFARERERM\nTEFAHCogIMDZJYiIyGUUBERERExMQUBERMTEFARERERMTEFARETExBQE5P/bu/e4qsp8j+OfzdW7\niCYSOCrEESZHVLQ0xQmOU6ZEmgMeR3E4mYblZbyG5nW8RHnLIDvaOFjY60SKJKlZmr3UYkolb4M3\nJkQJvGKUgCKw1/mjFzsItZojbGx93/+499prP89v/QT2dz/7skRExMQUBKRO5eXl2bsEERGpQkFA\nRETExBQERERETExBQERExMQUBERERExMQUBERMTEFARERERMTEFARETExBQE7kInTpxg1apV9i6j\nmgMHDnDq1Cl7lyEiIr+QgsBdyN/fn2effdbeZVSTkpLChQsX7F2GiIj8Qk72LsCsysvLmTt3LmfP\nnsVqtTJx4kQWLlzIAw88wMmTJ7FYLKxatYqEhAT8/f0ZNGgQly9fZsyYMcTGxvLOO++wfPlyQkJC\n8PX15b777iMqKoqZM2ditVoBmDVrFh07duTRRx+lW7dunD59mlatWhEfH897773HJ598wvXr17l8\n+TJRUVF8/PHHZGVl8fzzzxMaGsoHH3zAm2++iaOjI0FBQUyePJmEhAS+/vprCgoKOHfuHDNmzMDN\nzY29e/dy7Ngx/Pz8aNOmjZ27KyIiP5eCgJ1s2LABd3d3Fi1aRGFhISNGjODatWs8/vjjzJo1i6lT\np7Jnzx4iIiL461//yqBBg9i8eTNDhgwBwGKxAHD+/Hk2b95Ms2bNmDBhAtHR0YSEhHDixAlmzpxJ\nSkoKubm5vPXWW3h4eDBs2DCOHj0KQHFxMWvXrmXbtm28+eabJCcn88UXX5CUlERQUBAJCQls2rQJ\nV1dXpk+fTnp6OgAuLi688cYbpKenk5iYyBtvvEFwcDADBw5UCBARucsoCNjJqVOnyMjI4PDhw8D3\nKwTffPMNAQEBAHh6enLjxg18fX2xWq3k5+fbHrCPHTtmG8fd3Z1mzZoBkJ2dTffu3YHvXz6oXKpv\n0aIFHh4etnFLS0sB+O1vfwtA06ZN8fHxAaB58+aUlpZy5swZrly5wujRozEMg5KSEnJzc6vdr02b\nNraxRETk7qQgYCc+Pj54enoyZswYSktLef3110lLS7vpvkOGDGHJkiX4+fnRpEmTardVrgwA+Pr6\nsn//fkJDQzl+/DitWrWqsc+t7vtjbdu2xdPTk8TERBwdHUlNTSUgIICdO3fe9H4Wi4WKioqfPG4R\nEalf9GZBOxk6dChfffUVUVFRDBs2DC8vr2oPsFUv9+/fn88++4yIiIjbjjl9+nTWr1/PiBEjmD9/\nPosXL66xz+0e/Ktq0aIF0dHRDB8+nMjISPbu3UuHDh1uuX9gYCDLly8nOzv7Z40vIiL1g8UwDMPe\nRYh5pKWlER4ebu8y6oWMjAyCgoLsXUa9oF78QL34gXpRN7QiICIiYmIKAiIiIiamICAiImJiCgIi\nIiImpiAgIiJiYgoCIiIiJqYgICIiYmIKAlKnvLy87F2CiIhUoSAgIiJiYgoCIiIiJqYgICIiYmIK\nAiIiIiamICAiImJiCgJSp/Ly8uxdgoiIVKEgICIiYmIKAiIiIiamICAiImJiCgIiIiImpiAgIiJi\nYgoCIiIiJqYgICIiYmIKAvXQvn37mDx5co3tUVFRnD59mtTUVD755JNam3/nzp08+uijrF+//qa3\nf/vtt2zZsqXW5hcRkbrjZO8C5OYsFsstbxs8eHCtzr1r1y5mzJjBww8/fNPbT5w4wa5duwgLC6vV\nOkREpPYpCNSh1NRUdu7cSXFxMYWFhTz77LPExcWxfft2XFxcWLZsGb6+vtx7772cPn2ap59+msLC\nQoYNG8aQIUNs4yQkJHDPPfcwdOhQFixYwJEjRygvL2f8+PGEhobedO6PPvqIv/3tbzg7O9O6dWtW\nrFjBhQsXmDt3LmVlZVy8eJGJEyfi4ODAnj17yMzMpEWLFpw7d45169bh6OhIUFAQkyf/cnUkAAAa\n+0lEQVRPZvXq1Zw8eZJ3332Xv/3tb2zcuJFmzZrxv//7v5SUlDBq1Ki6aqmIiPw/KQjUsevXr7Nu\n3ToKCgqIiIjAarXedL+KigpWr15NeXk5TzzxBCEhITX22blzJ4WFhWzYsIGrV6+SmJh4yyCwbds2\nnn76aR555BE2b95MUVER2dnZjBo1ih49enDw4EESEhJYu3YtO3bsYODAgbRv356ZM2eyadMmXF1d\nmT59Ov/4xz+IiYkhOTmZyMhILl68yNatWxk2bBhpaWm89tprd7RfIiJSuxQE6liPHj0AaNmyJc2a\nNSM7O9t2m2EYtsuBgYE4Ojri6OiIr68veXl5NV4uyM7OpkuXLgA0bdqUCRMm3HLe2NhYVq9eTVJS\nEr6+vvTr14977rmH119/nY0bNwJQVlZW7T5nzpzhypUrjB49GsMwKCkp4ezZs3To0MG2z5NPPsnk\nyZPp3r0799xzD+7u7v9mZ0RExB70ZsE6lpmZCcDly5cpKirC09OTixcvYhgGx48ft+137NgxrFYr\nJSUlZGdn065du2pBAeC+++7jyJEjAFy9evW2S/LJycmMHz+epKQkrFYrO3bsYOXKlQwaNIiXXnqJ\nBx98sMb43t7eeHp6kpiYSFJSEiNGjCAwMBAHBwcqKioAuPfee2natCn/8z//U+3lCxERuTtoRaCO\nXbp0iejoaIqKipg3bx4XL15kzJgxeHt74+bmZtuvQYMGjB49mu+++47x48fTrFmzGisCoaGhpKen\n86c//Qmr1cq4ceNuOW/nzp155plnaNy4MY0bNyYkJARnZ2deeukl1qxZQ+vWrSksLKx2H3d3d6Kj\noxk+fDhWqxVvb28GDBhAYWEhWVlZvPXWW4wcOZLIyEgWLVrE0qVL72yzRESk1lmMHz8NlFqTmprK\n6dOnb/rRwLvZ9u3bycrKYvz48T+5b1paGuHh4XVQVf2XkZFBUFCQvcuoF9SLH6gXP1Av6oZWBH5F\nysrKeOqpp2qsHHTo0IH58+fXypwrVqzgiy++YPXq1bUyvoiI1C4FgTpU25//d3Z2JikpqVbn+LFJ\nkybV6XwiInJn6c2CIiIiJqYgICIiYmIKAiIiIiamICAiImJiCgIiIiImpiAgdcrLy8veJYiISBUK\nAiIiIiamICAiImJiCgIiIiImpiAgIiJiYgoCIiIiJqYgIHUqLy/P3iWIiEgVCgIiIiImpiAgIiJi\nYgoCIiIiJqYgICIiYmIKAiIiIiamICAiImJiCgK/Ynl5eQwdOtTeZYiISD2mIPArZ7FY7F2CiIjU\nY072LkB+udTUVLKzs5kyZQo3btygf//+eHl5ERAQQFZWFsXFxaxcudK2v9VqJTY2Fj8/PwYMGMCU\nKVPw9PTkzJkzdO7cmXnz5nH16lWmTZtGUVERFRUVTJw4keLiYtLT05k9ezZr1qzh4MGDvP7667z/\n/vvk5+eTk5ODs7MzeXl5XL58mbi4OAICAuzYGRER+aW0InCX+vEzfYvFQmBgIImJifTq1YstW7YA\nUFZWxtSpU+natSujR48GICcnh8WLF7Nx40b27NlDQUEBq1atonfv3qxfv55XXnmFF154geDgYA4c\nOADAgQMHuHjxIhUVFezatYtHHnkEAG9vb9auXcuIESNITk6uww6IiMidoCBwlzMMw3a58tm4p6cn\npaWlAJw8eZIrV65QUlJi269du3Y0bNgQBwcHWrduTWlpKdnZ2fTo0QMADw8PmjZtSlFREe3bt+fo\n0aM4OTnRpUsX9u/fz7lz5+jQoUO1Odu0aWObU0RE7h4KAnchV1dXLl26BMA///lP2/abvR+gU6dO\nrFmzhvfee49Tp07VuL0ySPj6+rJ//34ALly4wHfffYebmxv9+vXj5ZdfpmfPnvTp04cVK1bQu3fv\n284pIiJ3DwWBu1BwcDBff/01w4cP58MPP6Rp06a33d/FxYV58+bx/PPPU1ZWVu3Bu/LyM888w+ef\nf86IESMYN24cCxYswMHBgZCQEA4fPkyfPn144IEHOHbsGH/4wx9q9fhERKTuWIyqa8sitSwtLY3w\n8HB7l1EvZGRkEBQUZO8y6gX14gfqxQ/Ui7qhFQERERETUxAQERExMQUBERERE1MQEBERMTEFARER\nERNTEBARETExBQERERETUxAQERExMQUBqVNeXl72LkFERKpQEBARETExBQERERETUxAQERExMQUB\nERERE1MQEBERMTEFAalTeXl59i5BRESqUBAQERExMQUBERERE3OydwEiImJOhmFQWlp6232uX79e\nR9XUH66urlgsljqbTysCIiJiF6WlpbcNAvfff38dVlM//FRPaoNWBERExG5cXV1p0KCBvcswNa0I\niIiImJhWBOxk7969nD9/noiIiBq3ffvtt+zdu5ewsLA7Pm/VsdesWUOvXr343e9+9/8eNyEhgXvu\nuYehQ4fegSpFxIwqKirIycm5o2O2b98eR0fHOzrmr42CgJ0EBwff8rYTJ06wa9euWgkCVcceM2bM\nHR9fROTflZOTw98/Oom7x505S+mVC3k89Qj4+vrecp99+/YxcuRIli9fzoABA2zbH3/8cTp16sSL\nL7542zmys7OZO3cuSUlJTJkyhZdeegknp7vrofXuqvZXJDU1lb1795Kfn0+bNm04e/YsgYGBzJ07\nl9WrV3Py5Ek2bNhAcHAws2fPprS0lAYNGrBgwQLKy8uJiYmhRYsW9O3bl927dxMQEEBWVhbFxcWs\nXLkST09Pli9fTmZmJt988w3+/v4sXry42thffvklAwcOpGfPnsyYMYPc3FwMwyA6OprHHnuMqKio\nnz2uiMid4O7hRat7O9TpnD4+Pmzbts0WBE6dOvWLPq1Q+Q7/ZcuW1Up9tU1BwM5ycnJITEzE1dWV\nfv36UVBQQExMDMnJyURERDBp0iRGjhxJcHAw//jHP1iyZAmTJk2ioKCA9957D0dHR3bv3k1gYCAz\nZ85kxYoVbNmyhWHDhtG8eXPWrl2LYRgMHDiQixcvVhv7yy+/BCA5OZmWLVuyZMkSiouLefLJJ+nZ\nsyfAzx5XRORu5e/vT05ODkVFRTRp0oS0tDTCw8PJz89n+/btrFu3DkdHR4KCgpg8eTKXLl1i6tSp\nALRq1co2TmhoKNu3b+fMmTPExcVhtVr55ptvmDdvHl26dOHRRx+lW7dunD59mlatWhEfH1+nHxO8\nFQUBO2vXrh0NGzYEoHXr1jU+NnLq1ClWr17NG2+8gWEYODs7A+Dt7V3tda+AgAAAPD09uXz5Mg0a\nNODy5ctMmTKFRo0ace3aNcrLy29aw1dffcVDDz0EQOPGjfH19SU3N/f/Pa6IyN3ikUceYceOHQwe\nPJgjR44wZswYjh07RkJCAikpKbi6ujJ9+nTS09P5+OOPCQsLIyIigm3btvHOO+8AP6wMZGVlERsb\ni5+fH1u2bGHTpk106dKF3Nxc3nrrLTw8PBg2bBhHjx6lc+fO9jxsQEHA7qqmQcMwAHBwcMBqtQLf\nv7b11FNP0aVLF7Kzszlw4ECN+93s+p49ezh//jwrVqzgypUr7NixA8Mwqo1dydfXlwMHDtCvXz+K\niorIysrC29v7Z427c+dOW90iIncji8VCWFgYc+fOxdvbmx49emAYBhUVFVy5coXRo0djGAYlJSXk\n5uaSk5NDZGQkAEFBQbYgUPm30MPDg9dee42GDRvaVhkA3N3d8fDwAL5/clXX3xdwKwoCdnSrB/O2\nbdty6tQp3nrrLaZPn87cuXO5ceMGpaWlvPDCCzXue7OlpcDAQFatWkVUVBQAv/nNb7h48WK1sStF\nRkYye/Zs/vSnP1FaWsq4ceNwd3f/WeO2bdtWLw2IyF3P29uba9eu2d70d/bsWSwWC23atCExMRFH\nR0dSU1MJCAggOzubgwcP0rFjR44cOVJjrEWLFrF06VJ8fHyIj48nPz/fDkf08ykI2MngwYMZPHhw\ntW2VqRJg69attstr166tcf+q+1Z9UP+v//ov2+WNGzfedO6qY1eKi4urse2XjNu1a9ebziUi8ktc\nuXDnzlD6/Vgdf/b+AwYMIC0tjXbt2nH27Fnc3d0JCwtj+PDhWK1WvL29GTBgADExMUydOpVt27bh\n7e1te9JU+W94eDgTJ06kefPmeHh4UFhYWGOu+vDegEoWQ+u6Uocq34QjkJGRQVBQkL3LqBfUix+Y\nqReV78yv/GZBfY9AzZ7UBa0IiIhIveDo6Hjbz/xL7dBXDIuIiJiYgoCIiIiJKQiIiIiYmN4jICIi\ndlNfPktfX5SWluLq6lqnc2pFQERE7MLV1fW2D3qZmZl1WE398FM9qQ1aERAREbuwWCw/+TG5uvwY\nnVlpRUDqlJfXnTm9qIiI3BkKAiIiIiamICAiImJi+ophERERE9OKgIiIiIkpCIiIiJiYgoCIiIiJ\nKQiIiIiYmIKAiIiIiSkIiIiImJi+YlhqnWEYzJs3j5MnT+Li4sKiRYto27atvcu6Iw4fPszSpUtJ\nSkri7NmzxMbG4uDggJ+fH3PnzgXg3XffJTk5GWdnZ2JiYnj44YcpLS1l2rRpFBQU0KRJE+Li4mjR\nogWHDh1i8eLFODk58dBDDzFu3DgAEhIS2L17N05OTsyYMYPOnTvb87CrKS8vZ+bMmeTl5VFWVkZM\nTAz33XefKXthtVqZNWsWp0+fxsHBgfnz5+Pi4mLKXlQqKChgyJAhJCYm4ujoaNpePPnkkzRp0gQA\nb29vYmJi6k8vDJFa9tFHHxmxsbGGYRjGoUOHjLFjx9q5ojvjjTfeMMLCwoyhQ4cahmEYMTExxv79\n+w3DMIw5c+YYO3bsMC5dumSEhYUZZWVlxtWrV42wsDDjxo0bRmJiohEfH28YhmFs3brVWLhwoWEY\nhvHEE08Yubm5hmEYxujRo43jx48bmZmZxp///GfDMAwjPz/fGDJkSB0f6e2lpKQYixcvNgzDML79\n9lvj4YcfNm0vduzYYcycOdMwDMP44osvjLFjx5q2F4ZhGGVlZcZzzz1nPProo0Z2drZpe1FaWmoM\nHjy42rb61Au9NCC1LiMjg+DgYAACAwP55z//aeeK7ox27drx2muv2a5nZmbSvXt3APr27Ut6ejpH\njhwhKCgIJycnmjRpQvv27Tlx4gQZGRn07dvXtu/nn39OUVERZWVleHt7A9CnTx8+++wzMjIy6N27\nNwCenp5YrVa++eabOj7aW3vssceYOHEiABUVFTg6OnLs2DFT9qJfv34sWLAAgPz8fJo3b27aXgC8\n9NJLDBs2jNatW2MYhml7ceLECUpKShg1ahTR0dEcPny4XvVCQUBqXVFREU2bNrVdd3Jywmq12rGi\nO+MPf/gDjo6OtutGlS/pbNy4MUVFRRQXF1c79kaNGtm2Vy4TNm7cmKtXr1bb9uPtNxujvmjYsKGt\npokTJzJp0iTT9gLAwcGB2NhYFi5cSFhYmGl7sWnTJlq2bEnv3r1tPaj6e2+mXjRo0IBRo0axdu1a\n5s2bx9SpU+vVz4XeIyC1rkmTJhQXF9uuW61WHBx+fRm06jEVFxfTrFkzmjRpUu2XsOr2yp5U/uJW\n/jGoum/z5s1xdnau1r8f/6LXB+fOnWPcuHGMGDGCgQMHsmTJEtttZusFQFxcHAUFBfzxj3+ktLTU\ntt1Mvdi0aRMWi4XPPvuMkydP8vzzz1d7ZmqmXrRv35527drZLru5uXHs2DHb7fbuxa/vr7HUO926\ndWP37t0AHDp0iP/4j/+wc0W147e//S379+8HYM+ePQQFBfG73/2OjIwMbty4wdWrV8nOzsbPz4+u\nXbvaerJ79266d+9OkyZNcHFxITc3F8Mw+PTTTwkKCqJr1658+umnGIZBfn4+hmHg5uZmz0Ot5vLl\ny4waNYpp06YxePBgAAICAkzZi82bN7NmzRoAXF1dcXBwoFOnTuzbtw8wVy/Wr19PUlISSUlJ+Pv7\n8/LLLxMcHGzKn4uUlBTi4uIAuHDhAkVFRfTu3bve/FzopENS64wqnxoAePHFF+nQoYOdq7oz8vLy\nmDJlCu+88w45OTnMnj2bsrIyfH19WbhwIRaLhQ0bNpCcnIxhGIwdO5Z+/fpx/fp1nn/+eS5duoSL\niwvLli2jZcuWHDlyhEWLFmG1Wunduzd/+ctfgO/fBbxnzx4Mw2DGjBl069bNzkf+g0WLFvHBBx/g\n4+ODYRhYLBZeeOEFFi5caLpeXLt2jRkzZnD58mXKy8t55pln8PHxYdasWabrRVUjR45k/vz5WCwW\nU/6OlJWVMWPGDPLz83FwcGDatGm4ubnVm58LBQERERET00sDIiIiJqYgICIiYmIKAiIiIiamICAi\nImJiCgIiIiImpiAgIiJiYgoCIiaQl5eHv7+/7QxnlY4fP46/vz/vvffezx5r3759REVFATBr1iwy\nMzPvaK1m4u/vz4YNG6pti4qKsn3pTl3bvXs3oaGhTJs2jdmzZ5OZmUlRURHPPfecXeqRuqGvGBYx\nCTc3N/bu3Wv70h+Abdu20bJly188VuX9Fy5ceEdrNKNXXnmFvn374uHhYe9S+PDDDxk7diwRERG2\nbV9//TUnTpywY1VS2xQEREyiUaNGtq9BfuCBBwD47LPP6NWrl22fPXv2EB8fT0VFBd7e3ixYsIDm\nzZvz6aefEhcXh6ura7VvhYyKimLChAl069aNefPmkZWVRUFBAR06dCAhIYFLly4xbtw4/Pz8OH78\nOK1atWLlypU0a9asWm09e/akU6dOFBQUsHHjRtauXcv27duxWq306dOHqVOnEhcXR+vWrXnqqacA\nmDBhAuHh4XTt2pU5c+Zw/vx5HBwcmDx5Mr169SIhIYELFy6Qk5PDuXPniIiI4JlnniE1NZV9+/bx\n4osvVjuGHj16sGbNmhrzVpWXl0dMTAy/+c1vOHPmDF5eXixZsoRmzZqxd+9eXn311Rq9Cw0NJTAw\nkBMnTvD222/j7u5ebcyRI0cyc+ZM1q5dW+P/LCUlhXXr1mGxWLj//vuZM2cODRs2pE+fPvTv35+M\njAycnJx45ZVX8PLyIjQ0lP/8z//kwIEDWCwWFi9ejL+/P1FRUbi5ufGvf/2LFStWcO7cOVauXIlh\nGLRt25b58+eza9cuPv74Yz7//HMA0tLSGD9+PImJiVy4cIHx48cTHx//7/74ST2mlwZETOSxxx5j\n+/btABw9ehR/f3+cnZ0BuHLlCsuXL+fvf/87mzZtonfv3ixZsoQbN24QGxtLfHw8KSkpNGjQoMa4\nBw8exMXFhXfeeYePPvqIa9eu2b4b/cSJEzz11FO8//77NG3alPfff7/G/QsLC4mJiSE1NZX09HQy\nMzNJSUkhNTWV8+fP8/777/PEE0+wdetW4PszWh46dIjf//73LFq0iD/+8Y+kpKSwatUq5syZQ0lJ\nCQCnTp1i3bp1vPvuu6xevfq2Z2Hbu3fvTef9saysLP77v/+bLVu24OPjQ3x8PFeuXGHZsmU1elfp\n97//PR988EGNEGCxWBg9ejSFhYU1XiI4deoUq1ev5u233yYtLY2GDRuSkJAAfH9+h4ceeojU1FS6\nd+/O+vXrbfdr0aIFqampjB8/nunTp9u2d+zYkQ8++IDWrVszd+5cXn/9dTZv3kzXrl3561//SkRE\nBKGhoUyYMMG2ImCxWJg1axYeHh4KAb9iWhEQMQmLxUJISAgrVqwAvn9ZYMCAAbYH1yNHjnDu3DlG\njhyJYRhYrVbc3Nw4deoUHh4etpWAQYMG8eqrr1Ybu3v37ri5ufH2229z+vRpzp49azsDWsuWLfH3\n9wfAz8+PwsLCm9bXuXNnANLT0zl69ChPPvkkhmFQWlqKl5cXjz/+ODdu3CA3N5eMjAwefvhhnJ2d\nSU9P5/Tp06xcuRKAiooKzp49C8CDDz6Io6Mj7u7uuLm5cfXq1Vv251bz/liHDh1s55EfNGgQU6dO\npXfv3jft3Y+P7WYcHByIi4sjOjqa4OBg2/b9+/cTGhpqWz2JjIxk5syZttv79Olj6+mBAwds2yMj\nIwEICQkhNjbW1u/AwEDg+//nwMBAPD09ARg6dKjtREliTgoCIibSqFEjAgICOHDgAF988QXTpk2z\nBYGKigqCgoJYtWoVADdu3KC4uJj8/Pxq55F3cqr5Z2PXrl28+uqrREdHM2TIkGqnm3V1dbVdtlgs\n3Oz0JhaLBRcXF+D701SPHDmS6OhoAK5evWqbMzw8nK1bt3Lw4EFGjx4NfH9SqzfffNP2gHnx4kVa\ntWrFzp07bWNWnbvy/Q2VysvLbzpvUVERjo6ONWqtus0wDJycnLBarTftXaWbraJU5efnx8iRI3nh\nhRds9Vmt1hq9qqiosF2uPLYf9/TH9VVer6zhx+NardZq44r56KUBEZPp378/S5cupVOnTjg4/PAn\nIDAwkEOHDpGTkwPAa6+9xssvv0zHjh25cuWK7eyRW7ZsqTFmeno6AwYMYNCgQbi7u7N//37bg8vP\nOa9Z1X169uxJWloaJSUllJeX8+yzz/Lhhx8C8Pjjj7Nt2zbOnDlje1b+4IMP8vbbbwPwr3/9i/Dw\ncK5fv37LOVq0aMFXX30FQG5uru24fjzv2LFjbfNWdfr0adub51JSUujbty+dO3e+ae9+yXE//fTT\nFBYWcujQIQAeeOABPvnkE7777jsA3n33XXr27PmTY27btg2AHTt24OPjU+Nc9IGBgRw+fJj8/HwA\nkpOTefDBB285npOTk4LCr5xWBERMJiQkhFmzZjFp0qRq21u1asXixYv5y1/+gtVqpU2bNixZsgQn\nJyeWLVvGtGnTcHJy4v7777fdp/LZa2RkJFOmTGH79u24uLjQpUsXvv7662r73E7VfUJCQjh58iSR\nkZFYrVb69u3LoEGDAGjTpg3u7u506dLFtv+sWbOYM2cO4eHhACxdupRGjRrdco5evXqRkpJC//79\n8fHxsQWK281bVfPmzYmPj+fMmTN07NiRKVOm0KBBgxq9W7p06U8ef9XbHB0diYuLY8iQIcD3r+mP\nGTOG4cOHU1FRwf3338/8+fN/cswvv/ySDRs20KhRI1sYqbp/y5YtWbBgAc899xzl5eXce++9LFq0\n6Ja1tWzZkjZt2vDnP/+ZN99885bzyt1LpyEWEfmZ8vLyiIqKYteuXfYu5aZCQ0NZv3499957r71L\nkbuIXhoQEfkFfs4Kh73U59qk/tKKgIiIiIlpRUBERMTEFARERERMTEFARETExBQERERETExBQERE\nxMQUBEREREzs/wAJn+G6FubGjgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x15c39b278>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"summarizeCity(\"SEATTLE\", \"WA\")"
]
},
{
"cell_type": "code",
"execution_count": 239,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"AMES IA\n",
"\n",
"Narrowed to city / state\n",
"\n",
"AMES IA has 392 nonprofits\n",
"Median assets: 3998.0\n",
"Median revenue: 2745.5\n",
"Median income: 7776.5\n",
"\n",
"Summary of AMES IA \n",
" count 3.340000e+02\n",
"mean 3.533227e+06\n",
"std 4.835393e+07\n",
"min 0.000000e+00\n",
"25% 0.000000e+00\n",
"50% 3.998000e+03\n",
"75% 2.538052e+05\n",
"max 8.811660e+08\n",
"Name: ASSET_AMT, dtype: float64\n",
" median len\n",
"category \n",
"housing_shelter 1422235.5 3\n",
"philanthropy 207132.0 7\n",
"human_services 64972.0 10\n",
"science_tech 42311.0 3\n",
"rec_sports 36802.0 13\n",
"historical 20020.0 2\n",
"food 16763.5 4\n",
"crime_and_legal 866.0 4\n",
"mentalhealth_crisisintervention 440.5 2\n",
"elementary_secondary_schools 275.0 12\n",
"animal 60.0 6\n",
"arts 0.0 11\n",
"community_capacity_bldg 0.0 10\n",
"religious 0.0 10\n",
"environment 0.0 7\n",
"public_social_benefit 0.0 4\n",
"unknown 0.0 3\n",
"international 0.0 3\n",
"healthcare 0.0 3\n",
"youth_dev 0.0 2\n",
"employment 0.0 1\n",
"education 0.0 1\n",
"mutual_member_benefit NaN 1\n"
]
},
{
"data": {
"image/png": 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NatSoUWkOLy8v4uPjGTt2LIWFhURERJCXl8epU6cYNmyY/Qi+a9euNG7cmCZNfv52QhcX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\navvIST+bAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x166da50b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"summarizeCity(\"AMES\", \"IA\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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