ames-housing/02_descriptive_visualizations.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Descriptive Visualizations\n",
"\n",
"The purpose of this notebook is to visually examine the nominal features, discard the useless ones among them, and create new factor variables.\n",
"\n",
"The \"main\" plot used in this notebook is *Gr Liv Area* vs. *SalePrice* as the overall living area is the most correlated predictor (which is also very intuitive). Many of the nominal variables change the slopes of the regression lines for sub-groups of data points significantly."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## \"Housekeeping\""
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import json\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"\n",
"from sklearn.ensemble import IsolationForest\n",
"\n",
"from utils import (\n",
" ALL_COLUMNS,\n",
" NOMINAL_VARIABLES,\n",
" TARGET_VARIABLES,\n",
" load_clean_data,\n",
" encode_ordinals,\n",
" print_column_list,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"random_state = np.random.RandomState(42)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"pd.set_option(\"display.max_columns\", 120)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"sns.set_style(\"white\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load the Data\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"df = load_clean_data(\"data/data_clean_with_transformations.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(2898, 86)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.shape"
]
},
{
"cell_type": "code",
"execution_count": 7,
"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></th>\n",
" <th>1st Flr SF</th>\n",
" <th>1st Flr SF (box-cox-0)</th>\n",
" <th>2nd Flr SF</th>\n",
" <th>3Ssn Porch</th>\n",
" <th>Alley</th>\n",
" <th>Bedroom AbvGr</th>\n",
" <th>Bldg Type</th>\n",
" <th>Bsmt Cond</th>\n",
" <th>Bsmt Exposure</th>\n",
" <th>Bsmt Full Bath</th>\n",
" <th>Bsmt Half Bath</th>\n",
" <th>Bsmt Qual</th>\n",
" <th>Bsmt Unf SF</th>\n",
" <th>BsmtFin SF 1</th>\n",
" <th>BsmtFin SF 2</th>\n",
" <th>BsmtFin Type 1</th>\n",
" <th>BsmtFin Type 2</th>\n",
" <th>Central Air</th>\n",
" <th>Condition 1</th>\n",
" <th>Condition 2</th>\n",
" <th>Electrical</th>\n",
" <th>Enclosed Porch</th>\n",
" <th>Exter Cond</th>\n",
" <th>Exter Qual</th>\n",
" <th>Exterior 1st</th>\n",
" <th>Exterior 2nd</th>\n",
" <th>Fence</th>\n",
" <th>Fireplace Qu</th>\n",
" <th>Fireplaces</th>\n",
" <th>Foundation</th>\n",
" <th>Full Bath</th>\n",
" <th>Functional</th>\n",
" <th>Garage Area</th>\n",
" <th>Garage Cars</th>\n",
" <th>Garage Cond</th>\n",
" <th>Garage Finish</th>\n",
" <th>Garage Qual</th>\n",
" <th>Garage Type</th>\n",
" <th>Gr Liv Area</th>\n",
" <th>Gr Liv Area (box-cox-0)</th>\n",
" <th>Half Bath</th>\n",
" <th>Heating</th>\n",
" <th>Heating QC</th>\n",
" <th>House Style</th>\n",
" <th>Kitchen AbvGr</th>\n",
" <th>Kitchen Qual</th>\n",
" <th>Land Contour</th>\n",
" <th>Land Slope</th>\n",
" <th>Lot Area</th>\n",
" <th>Lot Area (box-cox-0.1)</th>\n",
" <th>Lot Config</th>\n",
" <th>Lot Shape</th>\n",
" <th>Low Qual Fin SF</th>\n",
" <th>MS SubClass</th>\n",
" <th>MS Zoning</th>\n",
" <th>Mas Vnr Area</th>\n",
" <th>Mas Vnr Type</th>\n",
" <th>Misc Feature</th>\n",
" <th>Misc Val</th>\n",
" <th>Mo Sold</th>\n",
" <th>Neighborhood</th>\n",
" <th>Open Porch SF</th>\n",
" <th>Overall Cond</th>\n",
" <th>Overall Qual</th>\n",
" <th>Paved Drive</th>\n",
" <th>Pool Area</th>\n",
" <th>Pool QC</th>\n",
" <th>Roof Matl</th>\n",
" <th>Roof Style</th>\n",
" <th>Sale Condition</th>\n",
" <th>Sale Type</th>\n",
" <th>Screen Porch</th>\n",
" <th>Street</th>\n",
" <th>TotRms AbvGrd</th>\n",
" <th>Total Bath</th>\n",
" <th>Total Bsmt SF</th>\n",
" <th>Total Porch SF</th>\n",
" <th>Total SF</th>\n",
" <th>Total SF (box-cox-0.2)</th>\n",
" <th>Utilities</th>\n",
" <th>Wood Deck SF</th>\n",
" <th>Year Built</th>\n",
" <th>Year Remod/Add</th>\n",
" <th>Yr Sold</th>\n",
" <th>SalePrice</th>\n",
" <th>SalePrice (box-cox-0)</th>\n",
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" <tr>\n",
" <th>Order</th>\n",
" <th>PID</th>\n",
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" <th></th>\n",
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" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></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>1</th>\n",
" <th>526301100</th>\n",
" <td>1656.0</td>\n",
" <td>7.412160</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NA</td>\n",
" <td>3</td>\n",
" <td>1Fam</td>\n",
" <td>Gd</td>\n",
" <td>Gd</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>TA</td>\n",
" <td>441.0</td>\n",
" <td>639.0</td>\n",
" <td>0.0</td>\n",
" <td>BLQ</td>\n",
" <td>Unf</td>\n",
" <td>Y</td>\n",
" <td>Norm</td>\n",
" <td>Norm</td>\n",
" <td>SBrkr</td>\n",
" <td>0.0</td>\n",
" <td>TA</td>\n",
" <td>TA</td>\n",
" <td>BrkFace</td>\n",
" <td>Plywood</td>\n",
" <td>NA</td>\n",
" <td>Gd</td>\n",
" <td>2</td>\n",
" <td>CBlock</td>\n",
" <td>1</td>\n",
" <td>Typ</td>\n",
" <td>528.0</td>\n",
" <td>2</td>\n",
" <td>TA</td>\n",
" <td>Fin</td>\n",
" <td>TA</td>\n",
" <td>Attchd</td>\n",
" <td>1656.0</td>\n",
" <td>7.412160</td>\n",
" <td>0</td>\n",
" <td>GasA</td>\n",
" <td>Fa</td>\n",
" <td>1Story</td>\n",
" <td>1</td>\n",
" <td>TA</td>\n",
" <td>Lvl</td>\n",
" <td>Gtl</td>\n",
" <td>31770.0</td>\n",
" <td>18.196923</td>\n",
" <td>Corner</td>\n",
" <td>IR1</td>\n",
" <td>0.0</td>\n",
" <td>020</td>\n",
" <td>RL</td>\n",
" <td>112.0</td>\n",
" <td>Stone</td>\n",
" <td>NA</td>\n",
" <td>0.0</td>\n",
" <td>5</td>\n",
" <td>Names</td>\n",
" <td>62.0</td>\n",
" <td>5</td>\n",
" <td>6</td>\n",
" <td>P</td>\n",
" <td>0.0</td>\n",
" <td>NA</td>\n",
" <td>CompShg</td>\n",
" <td>Hip</td>\n",
" <td>Normal</td>\n",
" <td>WD</td>\n",
" <td>0.0</td>\n",
" <td>Pave</td>\n",
" <td>7</td>\n",
" <td>2.0</td>\n",
" <td>1080.0</td>\n",
" <td>272.0</td>\n",
" <td>2736.0</td>\n",
" <td>19.344072</td>\n",
" <td>AllPub</td>\n",
" <td>210.0</td>\n",
" <td>1960</td>\n",
" <td>1960</td>\n",
" <td>2010</td>\n",
" <td>215000.0</td>\n",
" <td>12.278393</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <th>526350040</th>\n",
" <td>896.0</td>\n",
" <td>6.797940</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NA</td>\n",
" <td>2</td>\n",
" <td>1Fam</td>\n",
" <td>TA</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>TA</td>\n",
" <td>270.0</td>\n",
" <td>468.0</td>\n",
" <td>144.0</td>\n",
" <td>Rec</td>\n",
" <td>LwQ</td>\n",
" <td>Y</td>\n",
" <td>Feedr</td>\n",
" <td>Norm</td>\n",
" <td>SBrkr</td>\n",
" <td>0.0</td>\n",
" <td>TA</td>\n",
" <td>TA</td>\n",
" <td>VinylSd</td>\n",
" <td>VinylSd</td>\n",
" <td>MnPrv</td>\n",
" <td>NA</td>\n",
" <td>0</td>\n",
" <td>CBlock</td>\n",
" <td>1</td>\n",
" <td>Typ</td>\n",
" <td>730.0</td>\n",
" <td>1</td>\n",
" <td>TA</td>\n",
" <td>Unf</td>\n",
" <td>TA</td>\n",
" <td>Attchd</td>\n",
" <td>896.0</td>\n",
" <td>6.797940</td>\n",
" <td>0</td>\n",
" <td>GasA</td>\n",
" <td>TA</td>\n",
" <td>1Story</td>\n",
" <td>1</td>\n",
" <td>TA</td>\n",
" <td>Lvl</td>\n",
" <td>Gtl</td>\n",
" <td>11622.0</td>\n",
" <td>15.499290</td>\n",
" <td>Inside</td>\n",
" <td>Reg</td>\n",
" <td>0.0</td>\n",
" <td>020</td>\n",
" <td>RH</td>\n",
" <td>0.0</td>\n",
" <td>None</td>\n",
" <td>NA</td>\n",
" <td>0.0</td>\n",
" <td>6</td>\n",
" <td>Names</td>\n",
" <td>0.0</td>\n",
" <td>6</td>\n",
" <td>5</td>\n",
" <td>Y</td>\n",
" <td>0.0</td>\n",
" <td>NA</td>\n",
" <td>CompShg</td>\n",
" <td>Gable</td>\n",
" <td>Normal</td>\n",
" <td>WD</td>\n",
" <td>120.0</td>\n",
" <td>Pave</td>\n",
" <td>5</td>\n",
" <td>1.0</td>\n",
" <td>882.0</td>\n",
" <td>260.0</td>\n",
" <td>1778.0</td>\n",
" <td>17.333478</td>\n",
" <td>AllPub</td>\n",
" <td>140.0</td>\n",
" <td>1961</td>\n",
" <td>1961</td>\n",
" <td>2010</td>\n",
" <td>105000.0</td>\n",
" <td>11.561716</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <th>526351010</th>\n",
" <td>1329.0</td>\n",
" <td>7.192182</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NA</td>\n",
" <td>3</td>\n",
" <td>1Fam</td>\n",
" <td>TA</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>TA</td>\n",
" <td>406.0</td>\n",
" <td>923.0</td>\n",
" <td>0.0</td>\n",
" <td>ALQ</td>\n",
" <td>Unf</td>\n",
" <td>Y</td>\n",
" <td>Norm</td>\n",
" <td>Norm</td>\n",
" <td>SBrkr</td>\n",
" <td>0.0</td>\n",
" <td>TA</td>\n",
" <td>TA</td>\n",
" <td>Wd Sdng</td>\n",
" <td>Wd Sdng</td>\n",
" <td>NA</td>\n",
" <td>NA</td>\n",
" <td>0</td>\n",
" <td>CBlock</td>\n",
" <td>1</td>\n",
" <td>Typ</td>\n",
" <td>312.0</td>\n",
" <td>1</td>\n",
" <td>TA</td>\n",
" <td>Unf</td>\n",
" <td>TA</td>\n",
" <td>Attchd</td>\n",
" <td>1329.0</td>\n",
" <td>7.192182</td>\n",
" <td>1</td>\n",
" <td>GasA</td>\n",
" <td>TA</td>\n",
" <td>1Story</td>\n",
" <td>1</td>\n",
" <td>Gd</td>\n",
" <td>Lvl</td>\n",
" <td>Gtl</td>\n",
" <td>14267.0</td>\n",
" <td>16.027549</td>\n",
" <td>Corner</td>\n",
" <td>IR1</td>\n",
" <td>0.0</td>\n",
" <td>020</td>\n",
" <td>RL</td>\n",
" <td>108.0</td>\n",
" <td>BrkFace</td>\n",
" <td>Gar2</td>\n",
" <td>12500.0</td>\n",
" <td>6</td>\n",
" <td>Names</td>\n",
" <td>36.0</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>Y</td>\n",
" <td>0.0</td>\n",
" <td>NA</td>\n",
" <td>CompShg</td>\n",
" <td>Hip</td>\n",
" <td>Normal</td>\n",
" <td>WD</td>\n",
" <td>0.0</td>\n",
" <td>Pave</td>\n",
" <td>6</td>\n",
" <td>1.5</td>\n",
" <td>1329.0</td>\n",
" <td>429.0</td>\n",
" <td>2658.0</td>\n",
" <td>19.203658</td>\n",
" <td>AllPub</td>\n",
" <td>393.0</td>\n",
" <td>1958</td>\n",
" <td>1958</td>\n",
" <td>2010</td>\n",
" <td>172000.0</td>\n",
" <td>12.055250</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <th>526353030</th>\n",
" <td>2110.0</td>\n",
" <td>7.654443</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NA</td>\n",
" <td>3</td>\n",
" <td>1Fam</td>\n",
" <td>TA</td>\n",
" <td>No</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>TA</td>\n",
" <td>1045.0</td>\n",
" <td>1065.0</td>\n",
" <td>0.0</td>\n",
" <td>ALQ</td>\n",
" <td>Unf</td>\n",
" <td>Y</td>\n",
" <td>Norm</td>\n",
" <td>Norm</td>\n",
" <td>SBrkr</td>\n",
" <td>0.0</td>\n",
" <td>TA</td>\n",
" <td>Gd</td>\n",
" <td>BrkFace</td>\n",
" <td>BrkFace</td>\n",
" <td>NA</td>\n",
" <td>TA</td>\n",
" <td>2</td>\n",
" <td>CBlock</td>\n",
" <td>2</td>\n",
" <td>Typ</td>\n",
" <td>522.0</td>\n",
" <td>2</td>\n",
" <td>TA</td>\n",
" <td>Fin</td>\n",
" <td>TA</td>\n",
" <td>Attchd</td>\n",
" <td>2110.0</td>\n",
" <td>7.654443</td>\n",
" <td>1</td>\n",
" <td>GasA</td>\n",
" <td>Ex</td>\n",
" <td>1Story</td>\n",
" <td>1</td>\n",
" <td>Ex</td>\n",
" <td>Lvl</td>\n",
" <td>Gtl</td>\n",
" <td>11160.0</td>\n",
" <td>15.396064</td>\n",
" <td>Corner</td>\n",
" <td>Reg</td>\n",
" <td>0.0</td>\n",
" <td>020</td>\n",
" <td>RL</td>\n",
" <td>0.0</td>\n",
" <td>None</td>\n",
" <td>NA</td>\n",
" <td>0.0</td>\n",
" <td>4</td>\n",
" <td>Names</td>\n",
" <td>0.0</td>\n",
" <td>5</td>\n",
" <td>7</td>\n",
" <td>Y</td>\n",
" <td>0.0</td>\n",
" <td>NA</td>\n",
" <td>CompShg</td>\n",
" <td>Hip</td>\n",
" <td>Normal</td>\n",
" <td>WD</td>\n",
" <td>0.0</td>\n",
" <td>Pave</td>\n",
" <td>8</td>\n",
" <td>3.5</td>\n",
" <td>2110.0</td>\n",
" <td>0.0</td>\n",
" <td>4220.0</td>\n",
" <td>21.548042</td>\n",
" <td>AllPub</td>\n",
" <td>0.0</td>\n",
" <td>1968</td>\n",
" <td>1968</td>\n",
" <td>2010</td>\n",
" <td>244000.0</td>\n",
" <td>12.404924</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <th>527105010</th>\n",
" <td>928.0</td>\n",
" <td>6.833032</td>\n",
" <td>701.0</td>\n",
" <td>0.0</td>\n",
" <td>NA</td>\n",
" <td>3</td>\n",
" <td>1Fam</td>\n",
" <td>TA</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>Gd</td>\n",
" <td>137.0</td>\n",
" <td>791.0</td>\n",
" <td>0.0</td>\n",
" <td>GLQ</td>\n",
" <td>Unf</td>\n",
" <td>Y</td>\n",
" <td>Norm</td>\n",
" <td>Norm</td>\n",
" <td>SBrkr</td>\n",
" <td>0.0</td>\n",
" <td>TA</td>\n",
" <td>TA</td>\n",
" <td>VinylSd</td>\n",
" <td>VinylSd</td>\n",
" <td>MnPrv</td>\n",
" <td>TA</td>\n",
" <td>1</td>\n",
" <td>PConc</td>\n",
" <td>2</td>\n",
" <td>Typ</td>\n",
" <td>482.0</td>\n",
" <td>2</td>\n",
" <td>TA</td>\n",
" <td>Fin</td>\n",
" <td>TA</td>\n",
" <td>Attchd</td>\n",
" <td>1629.0</td>\n",
" <td>7.395722</td>\n",
" <td>1</td>\n",
" <td>GasA</td>\n",
" <td>Gd</td>\n",
" <td>2Story</td>\n",
" <td>1</td>\n",
" <td>TA</td>\n",
" <td>Lvl</td>\n",
" <td>Gtl</td>\n",
" <td>13830.0</td>\n",
" <td>15.946705</td>\n",
" <td>Inside</td>\n",
" <td>IR1</td>\n",
" <td>0.0</td>\n",
" <td>060</td>\n",
" <td>RL</td>\n",
" <td>0.0</td>\n",
" <td>None</td>\n",
" <td>NA</td>\n",
" <td>0.0</td>\n",
" <td>3</td>\n",
" <td>Gilbert</td>\n",
" <td>34.0</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>Y</td>\n",
" <td>0.0</td>\n",
" <td>NA</td>\n",
" <td>CompShg</td>\n",
" <td>Gable</td>\n",
" <td>Normal</td>\n",
" <td>WD</td>\n",
" <td>0.0</td>\n",
" <td>Pave</td>\n",
" <td>6</td>\n",
" <td>2.5</td>\n",
" <td>928.0</td>\n",
" <td>246.0</td>\n",
" <td>2557.0</td>\n",
" <td>19.016856</td>\n",
" <td>AllPub</td>\n",
" <td>212.0</td>\n",
" <td>1997</td>\n",
" <td>1998</td>\n",
" <td>2010</td>\n",
" <td>189900.0</td>\n",
" <td>12.154253</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 1st Flr SF 1st Flr SF (box-cox-0) 2nd Flr SF 3Ssn Porch \\\n",
"Order PID \n",
"1 526301100 1656.0 7.412160 0.0 0.0 \n",
"2 526350040 896.0 6.797940 0.0 0.0 \n",
"3 526351010 1329.0 7.192182 0.0 0.0 \n",
"4 526353030 2110.0 7.654443 0.0 0.0 \n",
"5 527105010 928.0 6.833032 701.0 0.0 \n",
"\n",
" Alley Bedroom AbvGr Bldg Type Bsmt Cond Bsmt Exposure \\\n",
"Order PID \n",
"1 526301100 NA 3 1Fam Gd Gd \n",
"2 526350040 NA 2 1Fam TA No \n",
"3 526351010 NA 3 1Fam TA No \n",
"4 526353030 NA 3 1Fam TA No \n",
"5 527105010 NA 3 1Fam TA No \n",
"\n",
" Bsmt Full Bath Bsmt Half Bath Bsmt Qual Bsmt Unf SF \\\n",
"Order PID \n",
"1 526301100 1 0 TA 441.0 \n",
"2 526350040 0 0 TA 270.0 \n",
"3 526351010 0 0 TA 406.0 \n",
"4 526353030 1 0 TA 1045.0 \n",
"5 527105010 0 0 Gd 137.0 \n",
"\n",
" BsmtFin SF 1 BsmtFin SF 2 BsmtFin Type 1 BsmtFin Type 2 \\\n",
"Order PID \n",
"1 526301100 639.0 0.0 BLQ Unf \n",
"2 526350040 468.0 144.0 Rec LwQ \n",
"3 526351010 923.0 0.0 ALQ Unf \n",
"4 526353030 1065.0 0.0 ALQ Unf \n",
"5 527105010 791.0 0.0 GLQ Unf \n",
"\n",
" Central Air Condition 1 Condition 2 Electrical \\\n",
"Order PID \n",
"1 526301100 Y Norm Norm SBrkr \n",
"2 526350040 Y Feedr Norm SBrkr \n",
"3 526351010 Y Norm Norm SBrkr \n",
"4 526353030 Y Norm Norm SBrkr \n",
"5 527105010 Y Norm Norm SBrkr \n",
"\n",
" Enclosed Porch Exter Cond Exter Qual Exterior 1st \\\n",
"Order PID \n",
"1 526301100 0.0 TA TA BrkFace \n",
"2 526350040 0.0 TA TA VinylSd \n",
"3 526351010 0.0 TA TA Wd Sdng \n",
"4 526353030 0.0 TA Gd BrkFace \n",
"5 527105010 0.0 TA TA VinylSd \n",
"\n",
" Exterior 2nd Fence Fireplace Qu Fireplaces Foundation \\\n",
"Order PID \n",
"1 526301100 Plywood NA Gd 2 CBlock \n",
"2 526350040 VinylSd MnPrv NA 0 CBlock \n",
"3 526351010 Wd Sdng NA NA 0 CBlock \n",
"4 526353030 BrkFace NA TA 2 CBlock \n",
"5 527105010 VinylSd MnPrv TA 1 PConc \n",
"\n",
" Full Bath Functional Garage Area Garage Cars Garage Cond \\\n",
"Order PID \n",
"1 526301100 1 Typ 528.0 2 TA \n",
"2 526350040 1 Typ 730.0 1 TA \n",
"3 526351010 1 Typ 312.0 1 TA \n",
"4 526353030 2 Typ 522.0 2 TA \n",
"5 527105010 2 Typ 482.0 2 TA \n",
"\n",
" Garage Finish Garage Qual Garage Type Gr Liv Area \\\n",
"Order PID \n",
"1 526301100 Fin TA Attchd 1656.0 \n",
"2 526350040 Unf TA Attchd 896.0 \n",
"3 526351010 Unf TA Attchd 1329.0 \n",
"4 526353030 Fin TA Attchd 2110.0 \n",
"5 527105010 Fin TA Attchd 1629.0 \n",
"\n",
" Gr Liv Area (box-cox-0) Half Bath Heating Heating QC \\\n",
"Order PID \n",
"1 526301100 7.412160 0 GasA Fa \n",
"2 526350040 6.797940 0 GasA TA \n",
"3 526351010 7.192182 1 GasA TA \n",
"4 526353030 7.654443 1 GasA Ex \n",
"5 527105010 7.395722 1 GasA Gd \n",
"\n",
" House Style Kitchen AbvGr Kitchen Qual Land Contour \\\n",
"Order PID \n",
"1 526301100 1Story 1 TA Lvl \n",
"2 526350040 1Story 1 TA Lvl \n",
"3 526351010 1Story 1 Gd Lvl \n",
"4 526353030 1Story 1 Ex Lvl \n",
"5 527105010 2Story 1 TA Lvl \n",
"\n",
" Land Slope Lot Area Lot Area (box-cox-0.1) Lot Config \\\n",
"Order PID \n",
"1 526301100 Gtl 31770.0 18.196923 Corner \n",
"2 526350040 Gtl 11622.0 15.499290 Inside \n",
"3 526351010 Gtl 14267.0 16.027549 Corner \n",
"4 526353030 Gtl 11160.0 15.396064 Corner \n",
"5 527105010 Gtl 13830.0 15.946705 Inside \n",
"\n",
" Lot Shape Low Qual Fin SF MS SubClass MS Zoning \\\n",
"Order PID \n",
"1 526301100 IR1 0.0 020 RL \n",
"2 526350040 Reg 0.0 020 RH \n",
"3 526351010 IR1 0.0 020 RL \n",
"4 526353030 Reg 0.0 020 RL \n",
"5 527105010 IR1 0.0 060 RL \n",
"\n",
" Mas Vnr Area Mas Vnr Type Misc Feature Misc Val Mo Sold \\\n",
"Order PID \n",
"1 526301100 112.0 Stone NA 0.0 5 \n",
"2 526350040 0.0 None NA 0.0 6 \n",
"3 526351010 108.0 BrkFace Gar2 12500.0 6 \n",
"4 526353030 0.0 None NA 0.0 4 \n",
"5 527105010 0.0 None NA 0.0 3 \n",
"\n",
" Neighborhood Open Porch SF Overall Cond Overall Qual \\\n",
"Order PID \n",
"1 526301100 Names 62.0 5 6 \n",
"2 526350040 Names 0.0 6 5 \n",
"3 526351010 Names 36.0 6 6 \n",
"4 526353030 Names 0.0 5 7 \n",
"5 527105010 Gilbert 34.0 5 5 \n",
"\n",
" Paved Drive Pool Area Pool QC Roof Matl Roof Style \\\n",
"Order PID \n",
"1 526301100 P 0.0 NA CompShg Hip \n",
"2 526350040 Y 0.0 NA CompShg Gable \n",
"3 526351010 Y 0.0 NA CompShg Hip \n",
"4 526353030 Y 0.0 NA CompShg Hip \n",
"5 527105010 Y 0.0 NA CompShg Gable \n",
"\n",
" Sale Condition Sale Type Screen Porch Street TotRms AbvGrd \\\n",
"Order PID \n",
"1 526301100 Normal WD 0.0 Pave 7 \n",
"2 526350040 Normal WD 120.0 Pave 5 \n",
"3 526351010 Normal WD 0.0 Pave 6 \n",
"4 526353030 Normal WD 0.0 Pave 8 \n",
"5 527105010 Normal WD 0.0 Pave 6 \n",
"\n",
" Total Bath Total Bsmt SF Total Porch SF Total SF \\\n",
"Order PID \n",
"1 526301100 2.0 1080.0 272.0 2736.0 \n",
"2 526350040 1.0 882.0 260.0 1778.0 \n",
"3 526351010 1.5 1329.0 429.0 2658.0 \n",
"4 526353030 3.5 2110.0 0.0 4220.0 \n",
"5 527105010 2.5 928.0 246.0 2557.0 \n",
"\n",
" Total SF (box-cox-0.2) Utilities Wood Deck SF Year Built \\\n",
"Order PID \n",
"1 526301100 19.344072 AllPub 210.0 1960 \n",
"2 526350040 17.333478 AllPub 140.0 1961 \n",
"3 526351010 19.203658 AllPub 393.0 1958 \n",
"4 526353030 21.548042 AllPub 0.0 1968 \n",
"5 527105010 19.016856 AllPub 212.0 1997 \n",
"\n",
" Year Remod/Add Yr Sold SalePrice SalePrice (box-cox-0) \n",
"Order PID \n",
"1 526301100 1960 2010 215000.0 12.278393 \n",
"2 526350040 1961 2010 105000.0 11.561716 \n",
"3 526351010 1958 2010 172000.0 12.055250 \n",
"4 526353030 1968 2010 244000.0 12.404924 \n",
"5 527105010 1998 2010 189900.0 12.154253 "
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Newly created variables are collected in the *new_variables* list."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"new_variables = []"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Derived Characteristics\n",
"\n",
"Certain characteristics of a house are assumed to have a \"binary\" influence on the sales price. For example, the existence of a pool could be an important predictor while the exact size of the pool can be deemed not so important.\n",
"\n",
"The below cell creates boolean factor variables out of a set of numeric variables."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"derived_variables = {\n",
" \"has 2nd Flr\": \"2nd Flr SF\",\n",
" \"has Bsmt\": \"Total Bsmt SF\",\n",
" \"has Fireplace\": \"Fireplaces\",\n",
" \"has Garage\": \"Garage Area\",\n",
" \"has Pool\": \"Pool Area\",\n",
" \"has Porch\": \"Total Porch SF\",\n",
"}\n",
"# Factorize numeric columns.\n",
"for factor_column, column in derived_variables.items():\n",
" df[factor_column] = df[column].apply(lambda x: 1 if x > 0 else 0)\n",
"derived_variables = list(derived_variables.keys())"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"new_variables.extend(derived_variables)"
]
},
{
"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></th>\n",
" <th>has 2nd Flr</th>\n",
" <th>has Bsmt</th>\n",
" <th>has Fireplace</th>\n",
" <th>has Garage</th>\n",
" <th>has Pool</th>\n",
" <th>has Porch</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Order</th>\n",
" <th>PID</th>\n",
" <th></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>1</th>\n",
" <th>526301100</th>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <th>526350040</th>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <th>526351010</th>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <th>526353030</th>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <th>527105010</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" has 2nd Flr has Bsmt has Fireplace has Garage has Pool \\\n",
"Order PID \n",
"1 526301100 0 1 1 1 0 \n",
"2 526350040 0 1 0 1 0 \n",
"3 526351010 0 1 0 1 0 \n",
"4 526353030 0 1 1 1 0 \n",
"5 527105010 1 1 1 1 0 \n",
"\n",
" has Porch \n",
"Order PID \n",
"1 526301100 1 \n",
"2 526350040 1 \n",
"3 526351010 1 \n",
"4 526353030 0 \n",
"5 527105010 1 "
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[derived_variables].head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2nd Floors\n",
"\n",
"A second floor may have a positive effect on the sales price. However, having a second floor correlates with overall living space. The individual effect is therefore not as clear as it seems in the plot below."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"has 2nd Flr\", s=15, data=df);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Basements\n",
"\n",
"Nearly all houses in Ames, IA, have a basement. Therefore, *has Bsmt* is most likely not an important predictor."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"has Bsmt\", s=15, data=df);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Fireplaces\n",
"\n",
"Bigger houses are more likely to have a fireplace. Thus, the variable *has Fireplace* might be an interesting predictor."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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qi0HvAEE9r+069q7Q86HmmZPKb4aiKGg0mus9jRsWRVF+0fEt5rmYzWaOHj3KXXfdxbJly3BwcPjZ8pRGo2nxD/O3GEPld8CpdTC3uxQIpm273rNR+Y2xt7enuLj4F99A/ygoikJxcTH29vZXfU6LeS5+fn74+fnRpUsXAIYPH868efPw8vKioKAAX19fCgoK8PT0BMQjycvLazw/Ly8Pg8GAwWBg165djfvz8/Pp1avXJY8HLjmGisol2fYR1JYCpXBoIYT1vd4zun7UVUkyg4sfOP4x/u8EBQWRlZVFYWHh9Z7KDYu9vT1BQVefLt1ixsXHxwc/Pz/OnDlDeHg427dvJyIigoiICJYtW8aUKVNYtmwZgwcPBiA+Pp6vvvqKUaNGcfDgQVxcXPD19aVfv368//77jUH8pKQknnnmGdzd3XF2dubAgQN06dKFZcuWcd999zVe62JjqKhcEkMHSN0k2+4hLT9eaiIcWwGe4dD1PrBzbvkxrwZjOfz4nEiRBPWCCf+RhIbfOTY2NrRq1ep6T+N3RYumIr/66qs899xzmEwmgoODefPNN7FarTz11FMsWrSIgIAA5syZA8CAAQPYvHkzCQkJODg4MHv2bADc3d2ZOnVqY2LAtGnTcHd3B2DGjBmNqchxcXHExcUBMGXKlIuOoaJySfo+CR7hoLOBjre17FiVeTD/PjCWyXNHrxsnW6joVJPGVdYuyN7zhzAuKs2PRlEXGQGRq16yZMn1nobKH4HyLPiwK1jq5fmtH0G3+6/vnBooy4T/jpRlMRsHeHAVBHa93rNSuYG51L1TlX9RUfmtcQuC8Z/B1r9DUA9oO+J6z6gJ92Cp58neCz7tVMOi8qtRjYuKyvWg463yuBExdJSHiso1oGqLqaioqKg0O6pxUVFRUVFpdtRlMRWVi1GVD/lHJS25QXq/JTAZ4eC3IvPfZihEDGq5sVRUfkNU46KiciE1JbDkEem26OQL9y8DQySUpsPpDeBsgDYJkrZ8raSsgR+eku19X8DUnWrqr8rvAtW4qKhcSHmmGBaA6gLIOyyy+z88DadFHJWJX0DkmGsf69x2t2YjmOuu/ZoqKjcAasxFReVC3IIhTApycfQSr6W+EjK2Nx1Tkto8Y7VOgD7TwNAJbvsneLdunuteiboq2P0prHkVMnb+NmOq/KFQPRcVlQtx9IRx86TlsUcoeLcBRYH46bD6BWkYFhHffGMNny3X/y0FVo+vhJXPyvahhfBIEjh5/3bjq/zuUY2LisrFcPWXRwMaDfT+P2g3DGxdzu/1cjnqKsDGWfrPX46WMiy5B2H/V2DrDN0fFGMJUF/VdExNcZNagIpKM6EaFxWVq0WrFaHJq8Figu3/gO1zod1IGPJXcPRo2fldjA2vw6k1sq2zhUEvyna74ZC1B7J2w6CXwDXgt5+byu8a1bioqLQE+Udg3QzZ3vcFtB7c8oKYF8N0ToKA1dy07RoIYz8Gixl06m1ApflRv1UqKi2BnQvYOkF9tTy3d78+8xj8Kmx1Fa+py50/f101LCothPrNUlFpCbwi4K7vIHWL6HSF9b8+8wjuCXd+dX3GVvlDoxoXFZWWolWcPFRU/oCodS4qKioqKs2OalxUVFRUVJod1bioqKioqDQ7LWpc4uPjGT16NLfddhvjxo0DoKysjEmTJjF06FAmTZpEeXk5AIqi8Prrr5OQkMDo0aM5cuRI43WWLl3K0KFDGTp0KEuXLm3cf/jwYUaPHk1CQgKvv/46DR2bLzWGigoApWkiQqmiotJitLjn8sUXX7B8+fLGHsvz5s0jJiaGNWvWEBMTw7x58wBITEwkLS2NNWvWMGvWLGbOnAmIoZg7dy4LFixg4cKFzJ07t9FYzJw5k1mzZrFmzRrS0tJITEy87BgqKhxfCXN7wj96wcnVsPPfsP51qWRvbk6sgg1vwMk1zX9tFZUbnN98WWz9+vWMGTMGgDFjxrBu3brz9ms0GqKjo6moqKCgoICkpCRiY2Nxd3fHzc2N2NhYtmzZQkFBAVVVVURHR6PRaBgzZgzr16+/7BgqKhz4RqROzEaRz1/1HGx5B75/Auprmm+crL0w/x5I/BvMv7tljJeKyg1MixuXhx56iHHjxjF//nwAiouL8fX1BcDHx4fi4mIA8vPz8fPzazzPz8+P/Pz8n+03GAwX3d9w/OXGUFEhoOs5T875+pdnNo++lrkOji4XwxUSI/ssJqirvPZrq6jcRLRoncu3336LwWCguLiYSZMmER5+vi6TRqNB08JKsL/FGCo3Eb0mnxVv1IBPByhNhYJjokzs4H7t1z+yDJZOke2wOAjoJgrKAd2v/doqKjcRLWpcDAYDAF5eXiQkJJCcnIyXlxcFBQX4+vpSUFCAp6dn47F5eXmN5+bl5WEwGDAYDOzatatxf35+Pr169brk8Q3jXWwMFRXs3SBqYtPzO78Rz8LGrnmuX5rWtJ1/CKbuABe/Sx5+zZSkwuFFoLODzneAi6HlxlJR+QW02LJYTU0NVVVVjdtbt26lTZs2xMfHs2zZMgCWLVvG4MGDARr3K4rCgQMHcHFxwdfXl379+pGUlER5eTnl5eUkJSXRr18/fH19cXZ25sCBAyiKctFrXTiGisrP0Gp/vWGpLYfybOnF0kDbYeAeBhotDJ7ZsoYFIPFdUT5e+yrs+7Jlx1JR+QW0mOdSXFzMtGnTALBYLNxyyy3ExcURFRXFU089xaJFiwgICGDOnDkADBgwgM2bN5OQkICDgwOzZ88GwN3dnalTpzJhwgQApk2bhru7OwAzZszgxRdfxGg0EhcXR1ycSG1MmTLlomOoqJyHxSwdGR3cfnk/lfzDsOhhKD4JI96Bng/J/oBomLJBBCvdgpt9yj+jPLNpu6ao5cczVoDeHvS2LT+Wyk2NRlHO/dn1x2XcuHGN6dIqfwCqCuXX/smfoO/jEPP4L7thbv07rJ0u2zYO8OShq28g1pykboEfnhEV5lHvQWDXK5/za0leAD+9IC2ZR70nHTpV/vBc6t6pCleq3Lyc3gBpW8GvE3S47crdHs8lLQkOfivb61+DiMHidVwOcx2UZYCDJ7gFNe0P6C7y+teDVv3hkS2yDNeS3kR1EfzwtHSwTN0sRlk1LiqXQTUuKjcnhSfg27ukXkWjgQd+gLB+V3++o6ecpyhg5yqB/sthrpOCyG1/B7/OMP4zmPglVOVB6yFg6wi5ydKP3t4Nut7b8vGWBmzsW34MvT14RkDe2Xodp+vgpancVKjGReXmpK5KDAuIgTD+QomfsP4w8X9QcFR+/Xu2uvzxpeliWADykiFjO3R/oOl1qwV+egnSt8hznQ3EPnn+NcoypeWwawCE9JVYz82CnTOM/SccXwWu/tB+9PWekcoNjmpcVG5O/KKkL/2uT6D9rRD6C7wWkCW0jqPlcTU4eoJPRyg8KktQHmHnv65Yobak6bnpgmp/qwVWvwQOHpC+VaRhut4Lwb1+2byvJ4ZO8lBRuQpU46Jyc6K3hX5PQa8pUFMMuz+Vm37niefHQ5oLJ2+4/QsxDJ6tIHzA+a/rbGDE27DxDelP32nC+a+baqG2VNodp6wHY5nEb+74nwTjVVR+Z1y1ccnOziY9PZ2+fftiNBoxm804Ozu35NxUVK6MraPUeVRkg2KRff2fvrpzrRbY/xUkL4R2w6Hnw5ePX/i0lcelaNUfWv108dfsnKH7n+DMOjEsAGc2QkUO+LS7uvmqqNxEXJVxWbBgAfPnz6e8vJx169aRl5fHjBkz+OKLL1p6fioqV0ZvBydWSqW9Riv1K7qr+Grn7IcVT8h2+hbw7QCtL1Jwa7VITMfe/ZdlpAEUpUBxCvh2hKhxYryOfi9aY60Tfrugv4rKb8xVGZevv/6ahQsXcvvttwMQFhZGSUnJFc5SUfmtUMSwAKSc9QycvC99eOEJyRTT2ogxUqyyX3eRVF5jhWSJJX8L0fdC/Etge5Uee9Ep+HIMVGSBbyTcsxDaj4Q/rZV9/l2unKWmonKTclXGxdbWFlvbpv94ZrO5xSakonJFassgeb4UQnYcDeGDYMfHkj3W7QEJml+KI8tg8UNiXCZ8LinFZzZJYL1BxfhcsnbDrn/J9o5/iLzLhfGWS1F0UoyIgwcoZtEdcwsEQwd5XIqaEsjcDc6+LVsUqaLSglyVcenZsyf/+te/MBqNbN26lW+++Yb4+PiWnpuKysU5shRW/Vm2U9bBn36EyRslsB/YFbS6S5+bvACsZ38cHVkGEz6DTuMufbyjlwTrLSZZfnP8BSKovh2g/S0i5V+aCiVnICz28ueY6qQKPnm+jHv3IogYePVjqqjcIFzVAvJzzz2Hp6cnbdu2Zf78+QwYMICnnnqqhaemonIJzq1pqcgEswkMHSWgfqUlq5DeTduBVyGDHxANd34Hg16Wf/2irn6enuHiVZ1aI0tkPzwpKsaXo7YEDi+WbYtJamp+DcYKMKo9ZFSuH1fluRiNRsaPH98Yc7FYLBiNRhwcHFp0cioqF6XDLZCxAwqPwbA3f1kxYs+H5KaPRvqsnIvJePFssTZD5PFrcPJq2rZ1Ee/ncjh6SVbZ7nkiKRPU85ePmboFlk2V5IMxH0No319+DRWVa+SqPJcHH3wQo9HY+NxoNDJp0qQWm5SKymVxDYLIcdBz8sWXqcpzJEvrYpqsts7QYbQYKFtH2We1wM5PYG4PWPmcxDyaizbDYdQHIox559dSnQ9QmQ/b5sKWD6T6vwG9LQyZAQ+ulKW+0IvEga7Ern9DeYbEePaqMvwq14er8lzq6upwcmoS5nNycqK2trbFJqWicllOr4ejSyWGkfQBPLq1KaU3fRt8d7dkjI3+ELrdf+Xr5R9piuHs/rfERSLH/rq55RyAYyvA2QBd7pBssJ5/+vlx+76QgkuAsjQY/fem1+ycf5lO2oV4hDZtu4f8+uuoqFwDV2VcHBwcOHLkCJGRkQAcPnwYe/vfQCxPRcVYARpEXBJk6SplHZz4EfyjpQDR1ORVk7JOKuEBEt8RteQrLZvZOoGNY5NkS8NYDdSUQfJ30i+lw23gf4m4S10VLJsGBYflud6uSX+s8KR4RxYj9Po/qCpoOu9cz6U56DNVjK1GKx5eS2ExSfzLwePySRQqf0iuyri89NJLPPnkk/j6+qIoCkVFRXzwwQctPTeVPzppSbD0UVneGvuxBOyLTsKe/8jruQcg/lXwDGs6xzOiadurDax5FRJmXj7LyysC7voWUhPBpwO0uiDV+PBC+Okvsn1msygwn9u9sjQDqnLBJQAqs5v2l2fJ3DUa2Ptf2POp7DcZoc+jkLlLJOz7P/vL3pcr4eoPMdOa95oXUlsKq1+Bo8ug12SI+wvYqjFYlSauyrh07tyZVatWkZoqmS6tWrXCxsamRSemosKezyV2AGJQWvWXgLdLoNzENVqpTTmTKEtlPu3Es7DUy/PybPk38raLV96fS/hAeVwMY0XTdnkmnNkA2fugVZwYra9vl3qWThMlgL76JYmtZO6Ao8shcsz5nS41WgjqAQ+tBazSbOxqsZglm6zgqGSiXSpN+eQa0UHz7wIdx/xyZYErkbEdDnwl20kfSGwptE/zjqFyU3NZ47J9+3ZiYmJYs2bNefvT0tIAGDp0aItNTEXlvNhBgwqxW6B4GRnbpVmVayD8qx/Un027vcsLQvrAmlfEK7BxvHaJlY63SjFl8Sno97TEdBSrFG4OflUMC4jRiRgk2Vn1tXBkMQR0FePS7QHpCWOpl1/6IN5PWSbkHwKPcPBtf+W5nNkES6fI9u5/w/8lgVf4+ccUHIP598hYGo3Ef65UX/NLcfSSpTCrRZYVHS9TuKryh+SyxmX37t3ExMSwcePGi75+NcbFYrEwfvx4DAYDn3zyCZmZmTzzzDOUlZURGRnJ3/72N2xtbamvr+fPf/4zR44cwd3dnQ8++ICgIFG3/eSTT1i0aBFarZZXXnmF/v37A5CYmMgbb7yB1Wpl4sSJTJki/+kuNYbKTUavKeBkABS5QTcQ0EUeDcKTpqqm1+oqpHjx3iWybObfBQyRv34OFhPkH4W2wyH0NQn+N8jF1FdKwNzGQVSPoybC8qnymlcEBPaQvi0ggpej3oWSNPE8khdJtf+aVyFnj3S3fGCFdNW8HHXn1K7UV4O55ufH1FeLYQFZlqtrgXqX4N5w13eQe0hqh1TxTZULuKxxeeKJJ7BarfTv35+RI0f+qgG+/PJLIiIiqKqSG8C7777Lgw8+yKhRo5g+fTqLFi3i7rvvZuHChbi6urJ27VpWrlzJu+++y5w5c0hJSWHlypWsXLmS/Px8Jk2axOrVqwF47bXX+PzzzzEYDEyYMIH4+Hhat259yTFUbjJc/KDP/1369cITsOlt6HK3LAEF9miqXQnpfX7B5K/lxCpYeDbjzD8a7vgauj0Ip1ZLenHrBPjTagnKl6Y1nVeSCmP+Atl7pAVAg9E4shQ2vSGGUacXwwJSPFl4/MrGJWIg9JwCKWsg5jHpMXMh/l0gYRbs+Qw63Nr8XksDbYbKQ0XlIlxxIVar1fLpp5/+qovn5eWxadMmJkyQ3haKorBjxw6GDRsGwNixY1m/fj0AGzZsYOxYSf8cNmwY27dvR1EU1q9fz6hRo7C1tSU4OJjQ0FCSk5NJTk4mNDSU4OBgbG1tGTVqFOvXr7/sGCrXGasVqgtleehcqotg60ew7q+Qd6jp2FOrYce/xHMASE2CH/8s9SHrZ4kH4NseDi+SnigB3c4vWmwOyrOatvMPSexi9Bx4fC/0nSYGwr+LLJ21Gy5z0Oog9mlY9bxkrP30ohgTkLTjhu3MXRBxNhbkHiLtk6+EgweMegem7ZbltYvFUnQ2EPuEHDN0ltovRuW6cFUB/b59+/LZZ58xcuTI86ry3d3dL3ve7Nmzef7556murgagtLQUV1dX9HoZ1s/Pj/z8fADy8/Px9/eXSen1uLi4UFpaSn5+Pl26dGm8psFgaDzHz8/vvP3JycmXHUOlmajIgc3vQO5+iHse2o+68jnmetg652zwdxiMeKspFpK8ANa+IttFp0SW5fAiWc5K3Sy/wO/8FpZMkaysDrdKlhJA9D0QNkCq7qMmNv/f2nowJHeF/GQYOhtc/CWOYev082O928L9yyXWc+DbJpmayjwoPAWlp2WZ7MA3smzl3wVin4KiE+LdnBtjuhL6q1jmvZpjVFRaiKsyLj/++CMg0vsNaDSay3oEGzduxNPTk06dOrFz585rnKbKDcXxlbD3bDrw4ofhiQPgYrj8OYXHm4oGjy4VQcfOZ7s11p8TE7B3hfUzRRG42gBRd8lNOXOnZIjpbEX9uIG6Krh3YdNzc53c1B29f32GlMUsxZjWemmf/MD3YjAaDMvlsHeVR4dbZEmsPBsGvQhfjYXKHPDtBPctlWMDukv6rvNl2gOoqNykXJVx2bBhwy++8L59+9iwYQOJiYnU1dVRVVXFG2+8QUVFBWazGb1eT15eHgaD3JQMBgO5ubn4+flhNpuprKzEw8MDg8FAXl5e43Xz8/Mbz7nYfg8Pj0uOodJM6M9JnbVzlWWYK+HgLkHr2pKzGUw+Ta9FjoXcZFEODh8EWbvEE0lNlAr3opOQngR9n5Bf+QFdRQFZsZ5fz1GZD6v+Aqd+kmWpfk83/Xq3mCUuYzWJwbhcx8nk72D52esmzJIlJvsLCitLzsDGt6DktNTaXJgS7NVG/q7MndLOuMGAFhyWIHur/ld+z35r6qsv7pGpqPwKLvvT7uDBg9x666107dqVO+64g9OnT1/1hZ999lkSExPZsGED77//Pn369OG9996jd+/ejQH5pUuXNkr3x8fHs3Sp/KJbvXo1ffr0QaPREB8fz8qVK6mvryczM5O0tDQ6d+5MVFQUaWlpZGZmUl9fz8qVK4mPj0ej0VxyDJVmouNoGDYbek+FiV9cnQy9ewjcPR8Gz5SgeKu4ptec/eC2j+VagT3kuidXSwbWkSXg1Vr0vjxbi4Ha/LbEbgb/VVKUT2+C4jNSdHl0qZy3abYIWzaQ/C18eSt8NR52XySGWHACDs6H3IOQtbdp/4lVF/97Di+FQ/PFO1nxBNTXSJzo8GLJAEteCEsmy1g//aVpyS64j6RQ30iYjLD5b/BRd/jppfPrelRUfiWX9Vz++te/8pe//IWePXuyfv16Zs+ezWeffXZNAz7//PM8/fTTzJkzhw4dOjBxovynmzBhAs8//zwJCQm4ubk1KgC0adOGESNGMHLkSHQ6HdOnT0enE6mJ6dOn8/DDDzemO7dp0+ayY6g0E/Zuv6wC3GqBtK1gqYPej5xfyZ26BZY8Al3vlmwr9yAI6AF6e1n+0tmKjEr0PdK0q6YIut4L+/8nXsCWdyR+4RoErYeIV6QoYoTsz6m9yNjVtH1qNfR9rOl5aQZ8PV4KJO3cJGV433/FM+pyx8//npLTYD5HW8/RCzQ6qb1ZdFZH7FzZFUWBdiOh03gxlDdaa+PcA01Lljv+IcWkbdUsMJVrQ6MoF5OOFcaOHdvoTVzs+e+JcePGsWTJkus9jd8nB76FZY/Idvx0iHtWlpUOLYKKXKlNUazipWi0Ut8S2EMKDAO7SmA/6e+wY65cw7cDtBkh3s/6mVJIWVsCZVnQ/xkRrQzrJ90lGzi8RDpQKla49aPzBS1T1sNX5xiDYW9KIaTVLEtwDbpZRadg20cSR/EIlWUkezeIvlv6vpxcDd9IWwpcA6VwMmUtRE2AHg/J8uGZzaIa4N1O9l9Jgv+3IP8IzBt4tuhSC5NWSSGqispVcKl752U9l4qKivOq8y98rlboq1wVOfuato+vEONy4FuRMDGWQXg87PpEXles4kGghcGvNMUAXP2bruEeKktStcUQdbsseVXkSJJA1m4Y+Y4oC59Lp3FS2Gg1g/8FrYNdg6VvStZu8Gl/Nq05+ud/x4GvRc0YRHam5LQs5zUcG9pX4jxHl0OXu8Qrq68SuRqdjdTCfHdPU/zF0RPajfjl72dzY4iUbLyM7VLLE9wM9UEqf3gua1x69ep1XnX+hc9V46JyVYT1l3RiqwWi75Uq9UMLZBnMM1yq4DuOEQOjt5MkARt7qDsnwBx9j1TCV+bKTbAiW270faY11cacXCUFlQ1tjC/Ev8vF9/u2FSXh1ERJJw4bcPHjNNrztw1RYowasHOBITOla2Xiu5CWKPvXvCzFhibjBWoCN1CnyGtpiKaichEua1zefPPN32oeKr9nOt4KkzfJsktAV1mGaqhmLzkjmVhHlsLwtyWmYjWDW6jU0Wi6S6quo4d0kUxZL5X5ITHiETU03wJwD5OlMgd3ALJKajiSU06YtxPt/C7I9rqQdiPFSK2fKUH64W+fn9EGEusxGyX9uc1QSSU+sx52/0duzH0fFwOjswGnc871i5KsNZ+20mMmaY4oCTQUUDYn5Vni/al9XFSuM1eVilxUVMT7779PQUEBn376KSkpKezfv18NlKtcPf7nVJ/7tJNU3eJTEuBOWScSJa5BENhNPJsVj8uNvMOtMPZf4sFk74cF98tSk39XuGu+qAvbuYpRajsCDB0AKKw0MvXrfSRnl+PqoGf+5Bg6BFzGwOQfgaT3ZfvwYuh4mzwaKM+W1spthkvMx9lHjNH3j0nAPmevGJEOo+X4zreLF2Ysk+W6hvqYbveLd6W7qv96v4yUdTD/PjHOE/7TNBcVlevAVVWZvfDCC/Tr14+CAmlwFBYWxpdfqu1TVX4lHqFw72IY9b5kTp1eL8tmzt5QfBqOLW8qlDz2vcjDgKQW159dVsrdL96BnQt0v18C+WcNC0BOmZHkbKmQr6g1k1JYxWVx9JBMMZAlL6dzaqOqi2DhA7DsUfh6HKydLu2DdbagPafG59z6H3tX6HafeDOerc4fqyUMC8CR5dLwzFIPu68tq1NF5Vq5KuNSWlrKyJEj0Z6teNbr9Y3bKiq/Co9QWRqqKpTnrQZKHcuZjXLTbtDDir4bnHxl27+reDcgfVsUBTa8Dlvek4B+A+XZhGR+z6BwCeqHejnSMcBVCimT54sc/6nz20jgGQ73LJA6nNs+Fk/k4HcSJ0nfIcF+kPiQ3la8hDMb4ZYPJLtt9Efn1+40UFMG2/8Ja2eI59WSnCvZH9ijZcdSUbkCV/UTytHRkdLSUjRnXfsDBw7g4qKK4alcI56tRAqlLF2WyZy95Qb9/WOiPxY+SLKuGupiDB0kTbYiW26k3z8Fx5bJa4oCcc/J9r4v8Cg4ynuBrTndvjcBUX0I9HCQYsslZ3uh7JoH/7dFlugURZIEjOWik7b9H1KlbzVBbZlkp7UeLPEeZ1/waCUSOMeWS3zlwR/PT3tuoL5Guk9umCXPU9bBQ2targq+2/1iiBWzvH8qKteRqzIuL7zwAo8++igZGRnceeedlJaW8ve//72l56byR8AtUB4NdLlLWhUrFkmJvVBaxiNEHgDV5wiSNmRemepkSSv9UzxrVuCpt4OI1eDRFUzVTceb66SSH2TpbeEDYmR6ToHqgqZlucOLpbtku1EiOungJUan+qzHZbWwq0DLyn2HCfRw5I4eQbg5npWc2fmxVPw3UJUn3tOVUBTxrAqOSywq6Cq9EDsX6KzGQVVuDK7KuERGRvLVV1+RmpqKoihqm2OV5iH/iMRY/Ls0KQJrdRAaI9tWqwTNbRwk8H8h8a/C2ldFhj7qdsjaI83DrBbpCJm9T7LRys8WY4b1FxXi4z9Ar/+TADyIrllDLfGJH6DLPXBCxFrxbgO7PhW9s4LDMOSv0PUe0TYrOkGpRxce+6mUgkppzuVur+f2XmeN34mfZAmt1QCoyoeEv4KD25Xfl7St8O2dkvXl6ANTNoJ78K97j1VUrhOXNS4XtjduQG1zrHLN5ByAvf8FJ28RlHT2lYp2p3MUgvf8B358VozLwJfE04i+u+lGGxYLD61rUj/e+KYsbxUel+edxoNbiBiIpA9k2avznTB4elPVPUBoLGz/SLyZiMFinLo9IMkD9h5QniExGJAlMzRisPR2mHMPUV3XlEhQl3cUKmyk6DP6bvjhKWkzfOs/oe05dSS15dIWWWcnsadzhTSr8pq6XdYUiq6aalxUbjIua1wu1d64AdW4qDRirpOKdBTxEC6lOmyuFwmV3fMgOEaymxy9xNDYOEKfR+U4i1l0rkCMSuZO8TisJoh/pel65yaWOBukd0oD3u3glkdhz+ewbqbsyzkI910gVdE6HqYkSu/5lLVQekaKKWt0ogTQdnjTseEDRYgSwM4Vn6738XefGv550p1ObkaG5v0bTo8T76bb/eKV6WyavKQGtn0IW96V7VEfQM8/Nb0WGivpyyd/kor/cwP1Kio3CWoRpUrzsP9rWPm0bA9/q8lInIvVIp7Fhtfk+dGlspyld5Diyrpz04UVqQfJPySV8w1yLpdT7G0/UqRVdvwTfDqI5IveXryUNkPFcFQXUG8y8e2ebNYezWdklD+39whG79teMsIOfiNLZN0eFD2wdqPEcHq0kjiM4zmdLk3VUFfJEEMhQ/TvQna6eDuOD4uRO/q9pB13OKdepqZEUp3PbGrad656M4jXM/4zMJZKgP5cL0tF5SbhqhPuN23axKlTp6ira2pR+9hjj13mDJU/FBnbm7bPbPq5cTHXiSRKRXaT4rFGI7EWRRFjEDlOBCZT1kmF+aazP24SXoPUrbJ81PWeS8/BxQ9inxSjoLcDrV7aDG98Qwotez0C7UayJ7OCGd9L6+SklGLaGlzoEeYpN/mG2EvGVvFoGgopO4wSw7Dva+g0AfIOikrAoUXi5XQaJ31bzHVQWyHe2fazQps1JZLJdiZRxDMB+j8rCgM6W2id8PO/xcYebPx/vl9F5SbhqozL9OnTMRqN7Ny5k4kTJ7J69WqioqKufKLKH4d2I6Q1MYo0yQLMFitllZV4pixDW3gMakvFoPR/HnL3iTfgZBC5lZC+cnNf/JDcqM9sbrp2zn7wbSdxCEWBnfMkUB/WT2Ik50r4W8xSlFmSKmnN2z6S/XUVIhQZHofuyKnGwzUa0GnPVs+HxsLOT86qIXeD9bOkIr+mUDwzna0Ue7oGQbtbJE4T3Ed00vKSJdMt+TtI2yLGsoHSdPl3//8kEw3kb350h3g2XhHN+1mc3ihemnc76HzH5Rujqai0EFdlXPbv38+KFSsYPXo0jz32GJMmTWLy5MktPTeVm4lO4ySjS7GCfxeMJgsfbThFZPlmRh79MwBWew9+7PUlQ/K+wN7GQW62xnK5AWZuBxsnURbO3C3B+oxtcm2PMAnIg8Rsds+T7UMLJWOsy53iqaRvF6XlH5+V1wN6SPznxEqxIr4dAehx/D3e7TmQnZVexIY6Ex3sLo3G8g7D0DckweDMJjEcBUckLfjQAjEu5ZnycA+G278STbRDSTJefbW0N3YJlN4yOfskDhTSR5bqQvuKAW43Qjw2G/umLLnmojQd5t8jcwFRMWg/snnHUFG5Cq7KuNjbyy8fBwcH8vPzcXd3p7CwsEUnpnITco5+2Kn8Sv6x8TSfdm6Ko2jryimsqqM0bDj+uRvFsIB4GiF9xbPwj5ZGX6ZaUUr2CJOeLw3UnxOXqa+UFGFDR5FomX+PCFA2kLMHhs6WDLSgHlIgqSjoylKZkPktE3S2EDgNSg3wzZ0ieNl2mFTru/pD9l74agJEjROj5hoIHJPXQ2OgTYJ4IofmyxKce6h4MzpbWU57fK/I73//mBjdtsOl+n/Vc1KEeWq9qAI4+zbfZ2A2NtXvQJORUVH5jbkq4zJw4EAqKip4+OGHGT9+PCCdI1VUziNlPRSnQGhf3B0j8HC04duS9kRG3I5f6R5OdXiMW9M+xmv/BixRd6HzDJflLUMn8QQ0OsmiAolnaG2kCZjORuIttaXSd6W+EopOimdx8FtAIwZGscryl3+0LLF1e1A6VdaWwoFvJK345I/izbgGyE248+1SgFlfKcaioQWynYsUcWoUMRqGSBk7OEYy1358XsQs+z8nGWF1FU2Nwiz1kg4dFiueVENacfpWMV4NBZ+5++UazWlcvNvCrXPlfYyIF2UBFZXrwGWNS3JyMv7+/kybJi1ta2pqaNu2LeHh4Tz44IOXvXBdXR333HMP9fX1WCwWhg0bxhNPPEFmZibPPPMMZWVlREZG8re//Q1bW1vq6+v585//zJEjR3B3d+eDDz4gKEh0pD755BMWLVqEVqvllVdeoX///gAkJibyxhtvYLVamThxIlOmiLTHpcZQaUFSt8DXE+RGGjGY4NC+bO9RyhHPIaQwmdrSKCrrLLTNXg+ALvkbEZs01cmSmEZ3fjV+fY0YDxeDyMS0TpCMsU+HgIsfirMfmgNfUebfj+8ZxZjyvbg6eEhm2dDZcmM9ukIMC8jz7x8TlWKQYsiqAmnx23Gs9GApOtk0vqkGbB2l6HLN2dTnkz/BoFcgdZM83/KuqDYHRENxKvR+VK6Xf6RJ2yu0rxi2+ipJWAjuAx7hku7c/hbxgpoTjUaSHrrcdX6atorKb8xljcuMGTP4/PPPAdi9ezfvvvsur776KseOHWP69Ol8+OGHlzzX1taWL774AicnJ0wmE3fffTdxcXF8/vnnPPjgg4waNYrp06ezaNEi7r77bhYuXIirqytr165l5cqVvPvuu8yZM4eUlBRWrlzJypUryc/PZ9KkSaxevRqA1157jc8//xyDwcCECROIj4+ndevWvPvuuxcdQ6UFaegjEhIjS1kbZmEPdA/cDg+shFJXWcLqMFrSdItTpDK+vgosVllGqi2DNodkiSuouxiTHn8SxeIGev8fLHuE9N6z+El3F0klbiTtUPBIiGNotAW74O7S/11vJxlnDi6QfxQix4iml42TGI2aYji6TGppnA1Ny0ftR4lqwIC/iIdzsTRhjbapet7RU5btFv9JYixuIXDHVxBwtjFZQA+pY6kpkuZiho7iWRxbLllkRSchuOcveqv3pJXw1Y50fF3teCAmjEAPx58fpBoWlevMZb+BFosFd3d3AH788UfuuOMOhg0bxlNPPUV6evplL6zRaHByEoE+s9mM2WxGo9GwY8cOhg0TUb2xY8eyfr38kt2wYQNjx0qW0bBhw9i+fTuKorB+/XpGjRqFra0twcHBhIaGkpycTHJyMqGhoQQHB2Nra8uoUaNYv349iqJccgyVFiQ0FqLuFGNRU9LohVQ6t6Ks1iQ1LT8+A8dWgM5e0nlT1smSkoufNA/77i650deWwK5/i9rx/q8kHnL0exmn8+3wf1sw23nwwXF3knIUNBrwKd6J3fYPUH54WsYHsHOSlOjbPpL6lFNrQTFJx8ttHzapGJtqJZ5ycrV4YNH3wNa/i6fj6AUj35PlpWGzYds/IGqC1OdM+I8s55WcaWrlXJ4hHhGIEd3+ISybAqtfhG8nQuFJidHs+gQOL4Sd//pFb3OdycKryw6z7EAO8xJT+f5gzpVP+qUYy6Ey/8rHqahchst6LlarFbPZjF6vZ/v27cyaNavxNYvFcsWLWywWxo0bR0ZGBnfffTfBwcG4urqi18uwfn5+5OfLlzg/Px9/f8nr1+v1uLi4UFpaSn5+Pl26NLWnNRgMjef4+fmdtz85OZnS0tJLjqHSgniEQN/HOL3mY762TMQc8SBxfmZe2w1Vf9/O+h5mPCwmOTZ9C3R/EDRwvNqZncpwQnN1DLB1RlNXKSrJIMWDWbukffHpdWDYKWm7Hq1ofeRPfBp9L2ut3YlwsdDrgFTza2qLzheoLM8SGRlTraT9lmU2vVZVAANekAD8kSVSaNl6iKQvFxyBXMCvM8S/DL0elhqcwqPyAJHaB1naCuguEjEeYdJMDMRgVuY11c6YaiU2Y+/eNAcbB8jcdXFV5atC8yvPuwS5yaIcXZoKo/8umXgqKr+CyxqXUaNGce+99+Lh4YG9vT09esg6cnp6Os7Ozle8uE6nY/ny5VRUVDBt2jTOnDnTPLNWub4YyyWOUJYpLYxD+sh+z3C+sr+Lz/dXoNFAmcafjFLJ9Nps7cwYB0/xSiLHglWhSB/AoykdSS2zoNHA/3o8T7+TsyHmCQmKe0WIMCXIUlRDD3tbRxj1Hv13fEywvyefZ/lS5Ncf35I9mPv/Gb3nOXUjB78TD6hNAtg6yzUbCj5bD5FlshVPUejTE2stGEy14j0VHJFjrGYxDhqN1K54tZEYi2KF4ytkqc3QEe74nwTxPcMlRpS+Q9KbNXoJ4uccEIPq11nSg20cJKW5NA0+HwH3LJQWA4r1shX5djY6Zo3pxNc7MzC42nFbdMAlj/1VnPypaSlwzcuSfWd/hRbRKioX4bLG5dFHHyUmJobCwkJiY2Mb+7lYrVZeffXVqx7E1dWV3r17c+DAASoqKhq9oby8PAwG6fhnMBjIzc3Fz88Ps9lMZWUlHh4eGAwG8vKa9KLy8/Mbz7nYfg8Pj0uOofILMRklQI4iyr4NxXjHfoCfXpDtI0vh0a0Se7BzolbnClSgKOBm3/T12l3pxZhekyH/sMjQm2qoaDOZ1DJRE1YUyLYLl/Rj3dnq+s53SMV7XrIYpIaOjsZy0QEzdCSsXWce6dKavJKO2DvU4WoIa2opDE1yMafWylKcvQeMnSdGbt8XENyHre1e4NE9PpgsGv4R4UF8Z3uJrVgtcHoDtBsumWP5hyUGlPT+eZL7DHvj/NYB1cXSjrk6X1Kgo++HYW82FUt6hELX++DvneQPDx8kac+n1kkr5WFvNClDX4QeYZ6iKNASuJ7T/sAvWtQUVFR+BVdMRY6Ojv7ZvlatWv38wAsoKSlBr9fj6uqK0Whk27ZtTJ48md69e7N69WpGjRrF0qVLiY+PByA+Pp6lS5fStWtXVq9eTZ8+fdBoNMTHx/Pss88yadIk8vPzSUtLo3PnziiKQlpaGpmZmRgMBlauXMl7772HRqO55Bgqv5B9X8AqKYA8Ty/MVNN4yM5Wj/LZwhTa+rryp16ejO7iRzvnavq6FuFZsYr2/XtQZ9Ux3Pm4eDrHV8qJjp4EKrk83j2Qj/Ya6RboSJ/K76E+A1z85Rd8aRr0PSsxVFsGhxaLsamvlloRgFPr8b/lffyX3yuewPC3oPcjYmAsJskSq8gSg2TrBNv+Lplhm2bLjb3oFN+3nkCFUbLK/nvYRHz5dDEenW8Xw2Y629vFVCs323Nrbc6tKWnAaoL6s0Yta49kbl1Yhe/sK/PMPShLUGc2gr2bxK42vwX3L286tuC4ZL35R5+vRtASRI6TeFl1kdTl6NUsS5VfRws184aCggJeeOEFLBYLiqIwfPhwBg0aROvWrXn66aeZM2cOHTp0YOJEaW40YcIEnn/+eRISEnBzc+ODD6Qiu02bNowYMYKRI0ei0+mYPn06Op0sG0yfPp2HH34Yi8XC+PHjadOmDQDPP//8RcdQ+YWcqxeWuqXJuLQfCXmHqaut5uXUKNz05Tzmsxz779bTt90IYnfPBbcg8GnHPSdmi95XYbqk3palyw3ZIwy7wmSesDvI7WPjcD/wDi4ntsr1DZFiKJLny7/tR0m8Y8fHUJYKfZ8UBWVTDZSlidJxVb5komXukhtkzj6JnbQeLDIz+74Qb8gzXG6ets5Sb2KpJ9y9KQW6o4cZCs4ahvJsGP43OW/bPyQpIfcA9H1Cgv8eYRA5XloZ27s2ZWi5+MG4f8Pmv0FgNxG/vBC9LQx6VZIaFt4v+4zlYhSdzvG0UxPhmzvkb+33jCgStGQmmK2DGFUVlWtEoygN0cY/NuPGjWPJkiVXPvCPxOHFsPhh2R43D6LON9J1JjNj/rmd2e1T6br9cVk6y9kvQWsQo3B8pcQaIgZLplTmDig8jtXeDWtEArr6SjTGUnD0ljhLTbEsf22fK0tO/Z+XeMm2jyTGAeKBdL4TTq2WviuVeRKUT1knwXT3EMkYM3SCNS+Jt9Hr/8RQ2TqLgaktkW6XPh0obzuOtSdKMFsUEhxT8FoyQbyasZ+AAix/VGIvQT3lvMp8SHhdltpcfKQKP/peGPSCXL+BhljN5aguhqWPQMoaKYDsNgnaJkgPGoDN78DG12XbzgWeOAhOXpe+norKb8yl7p0t5rmo/A7oNF5uePDzfiTmeuzStzC7nxNORncxAG7BsmSVvUeOcfQRb8LOQwxA7j7waYcS0hut3hGtRgM7F4uacORYid+AeCWth4h3UFMkS0fnii/6dIDiUxJ4ry4SMcmG+Tr5NqkRhw+SeZ1aK8WTx5aLgQApolQskLENt9KjTOjW46whCAHvRFmWcw2Elc+KYQH5u9qOEKOVngQ6rfShAZF9aTu0Mb25tt7M1tPF6DUaYlp7Yac/G6QvOg1piWIAWw+WpbD2I0WixqcddLv3/AC6fxcJ8Fst4pHZX0UnSxWVGwDVuKhcnguNCohs/q5PIel9ugIMnQVFKXITbz9KpO0tRolV6Owlu2vNSxIDCeyBxlwrsigD/tIkhWI9J7XdbBRPxDVQ9pdnitGIeVx+vWu0YpC820g9SgOW+qYKfJD6k4BuTZlm0fdK++L6GpFeOb5KYiOFJ2TeftFgrYOQWHDyFA9Fp5M2yrWlcn5AV/k7Vr8IfabKkpnVLPN18JC2zBV5fJEdwlurUwB4fUwn7u0TCuW5sPoFEcJ08JD6GY8w6VbZgHfb84Um2w6FSavEowvpK+nUKio3Aeo3VeWXc2R5UythjUa8ldJUeX58JcQ+hcWrNbrtH6L4tENjNZ8VlNSI2nBYP5FIyT+CNfZptIcWitZX1ETZHzVBAukeoWCuhfAxsOc/KJ7haDbNlnGiJsLWD6HbfZC8QDyBqNslnnNms3g8Xe4SL8i7DXi1g/VnA/XVhaJObOcmcR2QWErcnyXOlL5dDKaLQQyN3kFqU8oyJWvMu60oGzt6SmfKnH3iEdVVw1djwM6VLc7zGt+u5KwyIBSKTohhATFWWbslvqS3k0QFaGqKdi7BvZvvs1NR+Y1QjYvKL0erlxurzkaacJVnS+A6ex+KT3uOuvYjcu29YDaiKctACeiG5tjZCvu+T8GRxWDrRI1PdxZW9ybNqydDtFnEnnhasqjyjoBbKIQNlBTdLe9j7TSO8vRDNArBFByF6Lvg2I+yPObTQQomC45JzKb3/4nntPNfUJkDfl3EAFVky/kOntKXBeTm7tVGvA87V1kuS98uvewzd4Cti8y5IkfaEettm6Ty2yTIA6TPTORYMJYzx2MP40o7kVtpZVC7s8KUnuFiKIxlMp/6atm+42vpAePXGUL7tfSnp6Lym6AaF5XLY7XK8pKds2RBgdSi1FVA3F8k/tBQu9J+FCVBQ3lvn8I8R1/0FRlg64wmZ39TlXpeMvSYDE7ebMi2Z0ZSMQCL7Fz5rvfLpJaa6RwcQsihjySOEX0PGCvQFp2ixKMzHmd1vWoi78LR2UMKGp18JZHg+ArxKpwNknLcZ5oYFpDOkX2fkNiGo5dU8Se+LcdodBKPyd4jqcDrZkj1/tGlZ4PyWjEaWr0Y0Uvh4g9rXwFzHT6sZMWIf5Efegvt/FzkdY8QGPiKqA1sO7ucd3o9PLK1yUCpqPxOUI2LyuXZ/W+pdXHxp3TCQkxVxXgU7MLGv5MsDWk0EhMJ6wcO3swvbcOG9DJ+ip3JSONKtFqtLHmdWgMhMVhDY7HaOKHf9QnGkFcAKaKsNVmZXx/Ll4ey+Ex7nJCGpID9/5N4yO556Id9wY6+/6anaxn2Rcdhw1m14qGvS7+V9rdJanLKYlkSUxTxBvKSRTSyKEWysuJfFQMCogV2/Ac5tixdlsIUa1NlPsjzsDhpBGbnQklVPRbFio/LBQWGNcUS9wnrD3o73JUK3BsMSwPpSVKd7xEmdTx1FVIXo6LyO0M1LiqXprZcBB7dQ6mNGM7pjEy6bXkEbf3Zeoz7v5cssLIMcG8FWi3/Z7OfhFv8mHnIm87db8OvJgWbo4vRxDwOKevQbngNrW8H8O9Gj7Ifub3bvRzJreKuHkHMWiWS98VaH7m+omB1DURbWwaO3oSmzickqBeaXf89L+VXKTiGxj0M1r0qy2p9pslSXe0pCYIH9wGftnBilagvB3SXgsTcA2I4bJyaCiMbakxy9kHPydIN09BJkgycvNl+upjHvtmL0WTlo7u7Ed/+nF4sts4w8CURpTTVSpuAjJ0QcjZmYiwXWZkTKyE8Hvy7Qpc7mrefi4rKDYKqy61ycU6shm/vgPDBENQTh72f0CNvoRgWkF/1pzdKS2KtjfwCX/U8uk1v0qZ8J18PqCIkdRF1bmFoCo5IYL5Bs6rgGPi0ZYMmhpWHC6mos7DqWCH39g4B4N9Zwezo9Q92tH2OQ93fBJ/20O9ZKElBU1sov/j9OosB0tlQ798T9v5HvIbyLFmm8wiR2IuhI4T2kXmmn21HfHIVjPgb9HtOAv19n5BanKGvS6vjjrdJjxc0ZxMENkmWmLmOH/alUlxtorrewmdJF2jltRsm3k91kcRTDnwtS2+ms8H63OQmL+n0ehHKbDfi8p9Dw7kqKjcZquei8nOqCqQ/SX2VZFs19LLP3IG152S0B7+Vm+2ZTaLm6xYgEvmKVc6pzJYbuUcouXX2mAbOxjM3Sar2y7PALRiLs4FcmxCq64upLqlFA8wd4cVDoQ5kZWfyt+M+OOnd+afrVgmkGzrBiHegNIPjsXPILakmMv599lT7Elebgp1Pe6g82w7Z0VvShe09IG2rSNy7h0GfxyTWYTWjFBxDqSlEm3dIzomaKH93lzslBfnocjFKne+Q4HtIb9j+T4KtAYBU9Hf0P6fmpCpfDNi52lyuAVBViFRiIh6KrbO8R3o7yRS7FIoCe78QHbPwQbKU5+x97Z+tispvhGpcVM7HajmrY9VVpPELj8vyzrHvoSofrVsQBPWStNqKbFl22v8V+HeGohNU+XajImAYvroq9Fveoa3lU2rbj5f6kvBB8qivRvfDU9w66D+cDHMko1JherssPD4dh0fU7QScWMVnrcdicQ3GabtI6ZO9F0a8w7FSuDPJF2e9hjl2ZxhkuxsHrStEDAGv1hLPqMyDpPeg5yOSktwq7qwAp7WxIFKTfwhj/Os47PlYDJ57qDQP2/YhdLhN6kvWTZexu9wF7UfA8R+5q6YWzy73YnIJYmjcWY09cx1s/1gSCjRaiJkmasiKFWKfbioA9WkH9y4RaX5DVFNDsYtRdApWPiVGZt9/RcjyQvn7ukpZunTxU+tfVG441G+kShMWM2ydI3IjgT3k17Lu7C9st2DJvEqaAz0fkvhBWH8pkAztC65BZHgP4M+Hg9m5qpqneobxaKsh2OpB53RWwffMRpGfT98GZiOtizbwee1azJGjsd39D7mRHl8JQT1xszGjGNOl5iV7nwg/5uzFx+xAR3cP7vXLpOe+s8rMbkGybFaVJ83IGihPl+WnjreJBExIX/DbIGrFEYNx+OERrIE9sAx8GZsz66Q7JkjmWIP8Coh0vskIncbhtvJpbi/aC+M+g4aAvrEcSk43nV90Eh7dLktyFxLSuykGczlsHMDWFerOLkNeWJlfkgbLpkLmNulJ0//Z89tEq6hcZ1TjogLAxuMFFKUfZeJ2aQhXYHFmfkUcuUY9dxZspHPVMdDboYQPJNl1AOaew+m28QE0FdnQ7X5Y+woVfd7nHc9l1Ho7825ebzLc3XG11vB+zWCGtfck2EXDDm1XjLo7GG9dQ4pjL/wjWxFUdagpM6vbA1CVh6IoaLJ2QtFJTvf9G4Fle7Df9iHewJtd/0xG1TnhwoocibOEx0tNysFvpA5HqwOdDTVBA9jkPYm6En8G3r4Ej/TVsHwq+LRD6xGKpjpXgvwnV4tn4x4mfe5tnSR2EjNNvI9u94NfpMSYAro2je/oJa2KT6wUz8+7jaQ8XwvuwXDX15CyXq4XMfj819O2QMZZoc9Nb4o0jE/baxtTRaUZUY2LCoWVRh77Zh+x/jDatRX2Faksdb2H95KkZ8mJwK7MV75FX5FBad+XeXuHkX912Em2ew8y/O7G38mfVm6baZ81H32mKCk/28kWN1d/zlTZ4mcpweQRzu077SmpqcLbyZnborzpuXUKVnt3ige+yRZzH9p4aOi4fxaamiI0Wh10/xOUZ1JWYyKwpCl4Hlp3Co+2w7DW90OblwwdRmOtKUO74TWIex5Mt4kSck0RxM+gPu8o9oqJF7fUcWd+FS929JXYSEhfsHdDs/cL8T4ix8nSVWB3EeEMjZF6GN+zHohOf/Fqea0Oek4BtxCJ+0TEN08GWFh/eVwM18DGjDo8Wp3f3VJF5QZANS4qaDQa9DoNa9LNzO04ndvbn6HK0gqQ9tDl9Rpq+j+Lk85MRrUbr4Qdo6zWzJ+K7iWlxESUvzOfho7GN3dD4zVDbcuxL03BtfVweq19mkJlCLUmUVUeGKTB55DIo2iNZdQUprPePIxKTESaaiTo3WkcSuZOzB3Gsbm2FcUBk0ioTEdj64xGq8Xt4Gdsj3oN56AzVJQUUOnVieF2jigFx9EcPdsLJeF12DgLd3Md8cDz7f/B4gwHsF0vsvJWqwhgVp1tg31oAQx8ASIGyXOv8PPfqPpqUVt29pWA/LnY2EPkmGb8VK5A+EC4az4Un4ZW/cFFTWdWubFQjYsK3s52/POe7uw+kc4A/VGO1xrQOjgwpIMPldU1PNW6ENeC3bD3c7p4taUi6gF25TmTUiLFf4dyq1gaeTdxXj1om/Ipehs77G30sG85NS5tsDOW4ZvxI6vi+6PUVeHq4oxZPwD96bWg0VJkG8CK5FxWaTX0G/YuYVX70ez5DI1ixSYvmZ7RXemoz0fT7X7pDHl4MbQbxaozJr486AF4EBeiY3j9ZqwDXkC3/0v5w8y1TZpdgIO1hj9FAls+kfhE66ESOG81AFI3i0hnZeHF36SqfFjxtCx99XgYEv56cR2w3wqtVuJXKio3KKpxUQEgtrU3fQq+Q5exDWwcaK030cfPhRiXPMjeS03eKRZ0mMdpowsJVogIqCAwRU92pZmRHb1Ze7yIt7Js6RnyIm90qcd6ZjNK11fZre2Da+cIRup3E5b0vNSi+LQHQyesg15GW55BqsmT/0Qd4ZQmjP9levJCVAy2+/8nhYtArG892jXviMKxRyvwjQQnL/pWpfGN1gerojCujRa251CuccNz4ItYjRUUO0bg3eVuNGlbMIUNpK+PI/4F30gWl7kO3IOk5sVqkeSFo99fOtieuUsMC8CeT6HzRAjp8xt9OioqNx+qcVERilPR7v9KCh01GkIHRRJ+8jNZCrJ1ZFPwNGbucAQsLE7RsbbtBv4XN4gzGRloXAP5e0UIQzsaOF1YxdpCD97Z2wsHGx0jopxZss+NTnGtaG0RqRcKj4NXBHUWDfa1FYxNexxNbSnxLoHU9JyGLi8fuk+SgkRHT7Q6W5FLydknj35Pg9XC8CN/ZlXUAyiB3WitHMPS+W7cy45A2la0aYkUd3iCz00jiY0cTLLRl8rUUiZF3oJPXrLEY8z18us/YgiExZ7t1XKRDC+QmhWdrRhHBw/RM6uvkTk6+aoNvFRULkA1LioAVJ7cjEtDBb2ioK3KbeoKmb6Nugg/QDyJerOVI4F3EF+3lfBT73Aoega19YGsOZrP4Pa+JGXKcbUmC1VGqStJsWlHhGsQmoosCXib6zDaelIbOADPY2djJOH9cdzwkmy3Hgy5ySih/dDkHpBAuyFSUnRtnKVIst0I2ih5KJYzaDa/LefZOkufFbcAwhxtOHZSy7+POdK/jQMbjlcS3K4Td43/j2iL7f1cOlcG9ZTrX47A7qJeXHBUdNScDbD6ZVEG8O8KE/8jqscqKipAC8q/5Obmct999zFy5EhGjRrFF198AUBZWRmTJk1i6NChTJo0ifJyyeNXFIXXX3+dhIQERo8ezZEjRxqvtXTpUoYOHcrQoUNZunRp4/7Dhw8zevRoEhISeP3112no2HypMVQuzvpj+ZzJLz4reQKKZwT7PYazIOglyl3bY+r9GHHsZ3I3ZzoFuvJw/1Ysz3Flof04qrpP5YzVj1MFos21/ngB/YKbgt3ujnocbHQ4Vp6hotdTWOJelEynqnxc9/6TrbqefBQ5n62Rf8V6bsPtvMPkx72Fxj1U0oOd/ZraGe/+VAQnjyyFo8vRlGU1nVdfJZItx1dib65gut9W/jysHXUmCw/1C2NUiAUOfCUV/7d8KD1c9v0XdnwswfpLkb4dlk+DTbOl6LLktBgWkMZjmbua6dNQUfl90GKei06n44UXXiAyMpKqqirGjx9PbGwsS5YsISYmhilTpjBv3jzmzZvH888/T2JiImlpaaxZs4aDBw8yc+ZMFi5cSFlZGXPnzmXx4sVoNBrGjRtHfHw8bm5uzJw5k1mzZtGlSxcmT55MYmIiAwYMYN68eRcd44+E0WRh8d4sjuVVEN/Ol/gOhksem1ZUxerSTrh71OA9YAY77PrxQ7otNSY3jN5RDK1bTZZrD0YoGVTqurBgTyYl1Saqaj3ZZT+aMa0s2OqqqLdYCXG3Y0TVUkI6++GsM9PFv4jXHI5hX5VFev0gCrQhBNedZmHILMr0PizbWkRGqRWtph27RnngevwHNPVVlEXey84qH3YVJ9DRtY5x+m0Q8yx2pSfQuAaK9xIaK95VaF+Jz2Rsk2UuY4VUr1cXEmq1MjkugslxEfLHJv0ddvyDbZ1eo1bxZPCe/5Nj3YLAwRu6TLz4m3R0GVQXyHbi3+DexeDVFopPSnKARxjHcitYtDcLR1sdd/QMJsjDsXk/1AbObJLaFrdQGPgXKTD9Faw6lMvW00V0CXRnbLdA9DpValCl+Wixb5Ovry+RkaKd5OzsTHh4OPn5+axfv54xY8YAMGbMGNatWwfQuF+j0RAdHU1FRQUFBQUkJSURGxuLu7s7bm5uxMbGsmXLFgoKCqiqqiI6OhqNRsOYMWNYv379ede6cIw/EltOFfLyssN8tSODR7/ex5nCqkseG+btTGhoK3YZbqdI8WDwjgd42GYVgdpSXGwVHjvVjQnLqnnrZABeDhpKqiVLbHNKCfdF2uNgqeae3sEM7Wjg+W4QXrad0brt9HfOwr42D/vdH8OxFfinf8+u+jAS3W5lzl4To91T+bHTJrb1TyYhVIepPA9NWCx0uBW31DUsTzHx1cFyvku14y8F8QxaYc9uUyuU6mKwcxKByJ6Tpc6k9RBSBs5lu+NAavOOkdXuQcpdWqNtOxTqa5v+WA0UthrLI4faUF6Q0dRmuTwLTJd4j06tEUmcBoJ6Su+WO7+CW+fC/SsgpA9z1p3is6RUPtqQwsI9WRe/1rVSXwM/PA0ZO0QzLXnBr7rMkZxyHvt2P1/tyOD5xcnsSL2M16ai8iv4TWIuWVlZHDt2jC5dulBcXIyvr+Tk+/j4UFwszaLy8/Px8/NrPMfPz4/8/Pyf7TcYDBfd33A8cMkx/kiYLMo521bMFuVnx1itCrnlRoqq6kgrruXdfVm42fvz705T6Kk9TseMj0nUTGNPbicAdmUbeaB9Hi52OirrLEQHu7O7UMtd7sUcdAoipxzOmL2ot3HD9tgK9BoNpm5TGsezLTtNdDSkZpuYO8iR0B3T0ZScwafNUP4S4UVpJXifXC0HO/mgdZU5+7s5sPxIHqPDNXQ++Dqa8hSpnh/9oRz7w9NQV0FoUAwvVD9Fds0L1BVYWHWLFbdVD0nq8i0fSPwoagImbQB1J2F7TRDDvKJwKj50Vvcs/uJv5oHvZOmr03gRw4x7DqtVobKmDntbd+zcpKNltJcZn456Fp60Ume2XOMneAlKU0VMtIGzWmm/FLNFwXLOOqSppear8oelxY1LdXU1TzzxBC+99BLOzufXBWg0GjQaTYuO/1uMcSPSv403LwxrTeeaHbS1KcabMCCS3PJaluzLpqNNPuGmk/yY60yFZycSTxVKv6xaC4lKF3rW7UVTV06oOQ2DczT5VWb8XGyJ9Nbz9m0RLDtcQkFlHW9uyCakczF3B27Czd4TLxs3bDMSZRKKQo1TKIpvNxyrM9nY6lnaFe8jxJJJbX0IxXbBrG73FFoU+jh6MC89hOnRk3EoT8HcegT9a9woNdfS2VfP6iPQwbES+5yz+l2mGig8Kf1R+kyFnf/CJms7k4a9zZZsK7HBthh+TJAK+zMbIWUd9JoMroEExEzkQ5vj/GdnLivbvMYtQ8ExuBs4ul/8zTREwrFl0pEz/hUUFz8O7k6iy/p70daVYfbvxslOTzPlyPPojMXcP/AdNFEt1K7YxkG6bXqESSHnxRQDroJOgW68OS6KxXuzGNzBQJ9wNdtNpXlpUeNiMpl44oknGD16NEOHDgXAy8uLgoICfH19KSgowNNTRA0NBgN5eXmN5+bl5WEwGDAYDOza1RQszc/Pp1evXpc8/nJj/JFwsbfhEZ+jsOgJ2XHyW5i0mu92F3HqdAp/qp2Bg8bEowFdKffVkxEcwMojUnAYrsml3rcztsdXEHbmG/4X04UT2rZ0qN5JdoY3Kypd2HyykDqzFQAHWx1OBXu4/cgScPLF1O1P2Oz+F2Z7L3YYg9nk8RZGByMDPJxxczrB6RpwtvVhofP/8fFBmd7DjoGMCM4hyRSHEnIbz/xUhclSxNSudkzyOor/iLbUVhZRHzEc29M/QZe7Yde/RLbl5E/QczLZ+mDeSiwis9TIykN60mNWoinL4M7ST/By9jvv/RnWoz3DerS/ujfTqzV0migaXy5B1B1YSFVGAdq6MgD0ufvw89mMrlq+j22PfggD7722D/BSeIZLmnbqZqkXiriEt3UFdFoNd/UK4a5eIc08wd8ZZZlw8Dupjep8u3i/zUl9jfzwsZolQ/JCgdKbmBaLuSiKwssvv0x4eDiTJk1q3B8fH8+yZcsAWLZsGYMHDz5vv6IoHDhwABcXF3x9fenXrx9JSUmUl5dTXl5OUlIS/fr1w9fXF2dnZw4cOICiKBe91oVj/GEoOI5l/3dYKnJFfwpEqbe2mIpaEx0cq3CoypB+8EeWsO10CdkVZoZF+vFEP3/6m3ewrb41xDwGPR+mrU0xo5VNtDadYE+VD8kZxbwc58Wk7l78rUcFfY2JTT1fqgsw6Z2piH+LvwX/g2mJOnZkVDOkcwgT6pdzyuLPQ8ntuDvRk2O17o1TLquoIH7HJIakzKa63oLRZMViVfjkQD3VJzczbtsY7nE9jK2NDUrPKeDVRgwLyH9MWydy8CGzVNKgK+vMHCq08M4BPT+0eQ0CoiF5IRxaBAUnrv69LDwBSx6C5O9gwyxI+Qn75ZPp4GNDnYvcmKtD4snT+styVeQ4aQLWEPxvCcLjYPCrUsipSu23LLv+LSrhm2ZLRmFzs/9LWHAfLJoEO/7V/Ne/jrTYN3Pv3r0sX76ctm3bcttttwHwzDPPMGXKFJ566ikWLVpEQEAAc+bMAWDAgAFs3ryZhIQEHBwcmD17NgDu7u5MnTqVCRMmADBt2jTc3d0BmDFjBi+++CJGo5G4uDji4uIALjnGH4LSdJSvJqCryESxd8fS7SF0+z+HzneBk4HxXS38sKsU88BX0NcWQdf7OVrhwYHMMgD2udjRKXYCnTRnYM8iCVybjFJcqbNhbGw/etrX0Hfbq+BsoDLqfg5o+tA6LAjPY18BoHFwxXXDC0T3XcDQjj7Y2+h4dcVJOvXypuPxD7kv7B7Sau0Z7ZfHviwvbLRaxvkXwWkjNsXH6KM/ga0uhHqLlbERVtxzk6CuAouDF8m+t7Eh34kHnTPwjL4bzcHvRDG48AStS7YwtNXzrEmtp42vM+W1knhgsKmFJQ9LENzFD8LiYPB0UR6+EhazVPA3oIi35l6wm51x/yVQW4zO0J5NR8oIiHPBfcMLckzhSbjjf9dXIkbl2qk9J9Gh+hLSQNdCXlPJBenbmv/615EWMy49evTgxImL/0JsqHk5F41Gw4wZMy56/IQJExqNy7lERUXxww8//Gy/h4fHRcf4Q1CWiaYiEwCNsYyt1o70GvwG9gFRUHiUVpVlPOaTin7dK3J81ERi/BT+fVKL0WTlrmgv+tat5Ju6fuxwnMtzbUvpuGmyHGsx4W/Jw1t3NnOqKh/706t4sfZ1Ho0Zxs6a23C1VbjHmkE4oC06zpqjrRunVlNegG3qBh5ob2CB0wAG7X2cjeGj0VrNuJc7g1aHYudGcNlulnTKosghjG42GdgUVkHPyejK0ulalopH23ug1IhGo5Nq/Y7jYMdcPNzqeCfWlydsQikpLeOTzae5r4OOvlWrxbCA1MqYqs82CLsK42LoCGP+Cfv+J7UxqYlg64Te3pnYTq3BoTsAU4NCYMe2RuND6kbJMFONy81Nj0nSp8dqgT6PNv/124+SrD+rBbo/0PzXv46oPvXvDd/2GFsNxT51DZU+3dhnbsUBYzCT8rbgsvppnAAl+p6m4/MO4eJzC5N7+9Lfo4wu+x4l0ftOZh+sBiCz0pUVHW/H/ugCTF7tqXEwYFeaBl3vBWMV2tBYFlcdZGpyN7alSVqvc88gnu7xEL311dwR7cOOzGoe6KijY9FhcPHHRVfPCKdUzBEJeKUsF0n78AkQOQ6NrTOKd1s6FZ5AcchEk3fkbDtgBba+z6mIB/jLVh3Hi9rzWvcQgtGybb+JNmEvElp/Cu+idDp1bgO6KuKM06C8Aurbg3805B4AJx/wbH1+RX5VIZxaDXoHaDtc0pwbsJrBzhW6PSjFn2ajrLsH9waHC9bHQ2PE06vMhb5PSBW/ys1NYHd48EdAkZT35qbdcJi6QxS6vVtf+fibCNW4/M6o0rtRM+IjirIPYquYGFmayXGNLbpTqxuP0biHgFYPVjPWNsOZe8yJ6eE7qKx2oMrOrzEQ185Tx9TgdCqDB5EReAv2tjpCfryv8de5tcvd6A59h1vbEQSdcz8uwJNvHe/Bz64OU4UN7g42DNHtRVd0HAyRaO2cCNr7NrWD/orFIwI7F2+5uWfulPl1ewDMRjS56dJyuKYA0qQx1gZNDPtypG5l+l5HeoZ5sPlkDsGu+cyP2oO/rRHznmz0MY/AkBmw72sIHwCdxkL+EbBzl/jLuYYh6b2m9fQR70DvpvRpjq2Q9XCANsPgtn+CYhIjciH+XeDhdVLY6d0O9La/9mNUuZHQtnBx6e9UNkg1Lr8jjuaU8+zCZMb7FfBQ5ktoqvLw7fEnwjlMXdvhYKmQX+H27igDX0ZTlo728CJe6deDv5/sxILDVXTyfoQ5rpuZEdORwfqDhOx+HU6Ad5e7Kffv27TsA2jt3cBYjmbXv5jd3UIPv34czavBRlvPu1vLeLCXgVccl1LRuTUhG2fKuZW5EDke/LpQqHjgYmdB59UG3YkfaUwYN1aARyhk7obou2Qpy2yiuqoMFw8vQGIprb3sySuXDLfMCgulldUE6DLR754HQV2hy13yqKuC9K3SMTKk789vFmnnrHWf05SM2jIpsvRqI31fMrZJgoSzGBarVaHWZMHJ7pz/Rm5BZFk9cajT4KV2HVa50TFWyI8hF3/pSdSMqMblZsRqkRufg7u46nVVUJZBQUYVvvoqxjkfptgQi4vNYez2f4W+VRxk7uRY6wfxqzyC+8kf0ZzZDO1GQMfbKK+zsuCwVKcfLrJwuG1PJpp/wLEhgBnWD42tE842ChVxM3E88xOm0AE41BaAsQzC4tAnvsntvh2pD+jJXemjqTSa8dDX41lTgKfGTW7sDddz8gbPVth7+OGae4L6jHIKw8fhY+uMTm+LxjVAbuLxr8CBbyFtCwUBg3jB5jWOJ1uY3C8Qe8VIH6c83j8kd/AHOyiEF6yDoCiR08/cJY+wfnB8JWx5V8Ye/xlEXRC/6/cULJkMNk7yngAUnUJZ/DCa3ANkdXmSk+GRxHtXSPtkoKDCyOxVx9iWUswTg1tzT+9QNBoNG/afxObkChw1Jsq7jyc8ok2LfQ1UVK6J8mxYNhVSN4nSxZCZzRojVI3LzUBpOuz9r8jfR98DyfNh//+gy53yfPk0KE1jYLcH6BlYx5eW0cw5UUtf/9t5o9NWAjJ/QF9yBo92daQ7dcYj+VO57olV0H4UPsXFRHiM53SpCTu9llBTKs6Hv8Sa8AbUV5Hu2IljZT6E12fzVUUXVhdEoc03szShGr/aYjiyRK5XcJSa1mMoM+n5YJQX8fVbUKwmODQfpd/zaAuPSPHj8RVQU4JvwizY/W++jl7A65trGBT2OHPCd+NWfkIq5guOwbHvIbAb+4u0bDgjcaB/J6UxurM/hUZ/nu9WRKVtAJ3LN2LvOwglfScrun/O1lQvejjkMjb1bfSlKU3vZc4BqdK3WFlzJJ/sshri2gyh/eN7RRTTNUCOS90iasxA0MG/81WbbwjvNYqws6ndO84Us2x/DgCvLj9CTLg3fm72+J9ZRIdjotBcrs2GiI9a8puhovLrydwphgVg979llSCwe7NdXjUuNwMHvoak9wGodAzCZcc/ZP+ueeQ5R7Lf6wF6+6fiWZxCrkMUb++Qm/DGTNga1IOJJR+Ckzd+uevRBI8Evb0Epu3dwFKP4dR3fNKvF/vLHLH3a8eHh20ZGfVv+tq5QocHeWizEyklFrwddTzXy44vj9UAsLYskJiwu4goOIam+BSlhhhyvWJ4faATblnrcXCqwoKWHX73U5FaT5fQGALWPgJAvVcHTuvbs7bdF6TVuNMtxI773Xfitu0t+dtOb5Q6nFZxcOBrfAbfiZ2+ljqzFTcHGyrrzNSZtewqdSG8ahvb3Noy9sxXJHd4nifX26EoVczHheBuPejTpafUqOhsICwWRVHYdKKAad/sA2C+TyaLHumLh9M5MRL3kMYe9TXubTlTZYNGqxGvaN+XDE/ZzHe9+zL5QDgD2/myK62YqEA3/JWixks4lRz7dZ93aQZkbJdsttC+v+4aKipXwi1I/k9YTKI67ujTrJdXjcvNwNkmWyX+/cnRhdBJbyc3OZ0NizOdeOeQD0M6dKVvqDOdncvxO1pBXpXEJbRerbB2uZtqGy9Kqmqp0rhilzAHl8I9KDo79LvnkTXwA+Zlt+NggZlBTg5szcwn12ig0MMfL30dKSXpABTVWCiwugI1DAhzoIdyBLeCLDSeYeRHTODp9D5sW1hJ71Y2TI/uCknT+DHkBR7fKzpvT3mF4dBrNcFuNuzIU8g9orD2aCWQw8goP7Qay3l/c6FvX3wsBTDoZZJrvLijp4aaOjM1JgtJKUX0i/CmvV0RvUqScDEehMp8LEUnUZQejZcx+URBr35YwgaQXQ2JJb6s+nQnQR4OdPB34VhuJalF1dTUW/A4JymBiHhMd8wnP+ME+7VR3BHYkVAvJzF6Pz6HLdBH8wNfjVzKQ2uLWZGci4ejDV9PmIRH+mq09eUQ9+wv/6xry2WJLnOHLHneu1QSElRUmpvgXvL9Kjwu2Y8ezavWoBqXm4Eud0NVAYVO3fGgCvo8hlKayiHvkXy43hmwcii7nOKqOna62tMnwpuOBkfMNaVYtbZsD3yQtbkO5JrqCa1wZMOxXMZG3c+Ph/PpHDoQ15ogFhxKBSCtuIZ7+wRzILOcv60+SUIHX3qHurIzvYIOPrYk6A8RH1tFUOZy3M/UoNg6Q+YOjrTpxbZ08Zh2ppZwJkxHZGUex43u2Oq0dA/1YP6+XHLL69BrNTwxuDUpJU0FanqNhjzvOCq7TsGp+BC1bceQk1OIU3A7HHveT/LiIyzZn0OXIDf6RnjTpq8zNlp4fKOetp6T+HtgGuFhZXR2qeLNMR1YkZzPkPZe9OodBna2LC3w47lFyWg1Bbwwoj3FlfWM6uTPmcJqXhrZgQD3s8FMk1HaGVcVYtN2GEHthxF0mY/Gw8mWoirx5EprTBToDHR8dCsoJvROv+KXYG2xGBaQ2FpximpcVFqOVv3l0QKoxuVmwKctRUPeJy29lJPZRbS2uOLnHEImAei0UlsSE+7N9jNFONvboNVoeH9jKkaTlRDPWqb0b8U3u45Tb7ES4ePEwPb+7M2t4mSJmTqLlgkBTR6Dk52ecC9n/rNVvJW1xwp4e2QgH7Q9jKF4F7pyReo3CnZR03UK1S5h+GTtJEhbhKu9jgqjBU8nWww+ntSHDuQR72Qe6JDN1tBHeHqlZHaZrQqHsyu4t5MdFdWO6HU67mynJbe0nret96Lz1BJbfoKEjDnUF/uDqw99I7rxQ3Ieh3MqiAx0pbiyntVHRQX7UIGVHflawlsPQtftAe6ydeSuPuHkltVyrKCGCG8Nu9Ol8HNC92DmbkzB0UbPoPY+/PhkP8K9nZvETY8shWWydMeptXDXNyIQ2UBoXxj5nhRTth+FU2h3BrRLZvOJQmIivOjg7wqO15B14xooQpw7/gnuob9amFJF5XqjGpebgGM55fx3Wxrbz5SQUVKDg60Nb946kI5n/sOyLjbsdR1MdlkxU/sF8cbqVAa198FokpThjJJaquos1Fvk+enCaiZ0t6Xe7ECkl4aPvRbgcvQYtn1mcqzem94hLnSwyyPcw4YzpSZc7PScLNcxNncxupzdACi9H8Uc9wKORxZS6hnD6fh5tDWl8HmYno0lfni5u/HET2do5fEMrxUtIbRoJzu4h9Gd/VmRnEt7Pxcc9RBzeAYJunw0Wh3Jlrd5dl0FUE5MuCfB7aN5zH0uB4u1PJXvyOm6Kib3b0VOeS3GeisWRaGVlyOpxTVoNBBoWw0OfpJyXFtGikd/Js8/RmpRDbdFBzAs0kDSqUKO5pZTUWumotZMUVU9TvUlaApzwCtc1p/Lz+nDkrNXulqea1z0duDXSVKqjWV42Zr4+x3RZJfVEuDmcH7c5tegt4P46RB9t2TYNSQYqKjcZKjG5Qbnm50Z5JfXoNNqaOvryJNxwSTn1/LR5jSGtL6V2+uX416wk7ahHdln0TE5rhUVtWbu6xPCgj1ZdA9xx9leT7CnA5kltfRv402IrpRC9EztYMR/52IA/lT3KDk9/4Jv3iH02Xv4tP+f2VIVxLZ8LYknC/iLQ33jnBSTEZudUnQYiIa6oNZQfIruZ+bRuuO9JGwaSEFlHXkVsDqqP/e5ZrL6TB3eTgpPDWmDFivtNRl4bNksF9Tqqayubrz+0dxK+kZ4sTJFPJ2XN9TxTII3b65qkhOamRDIZL98Tpr9CHUyEezYlmqNGaevJc34YI+vSC2SepblB3KY0r8Vn9zbnf9uS+NwdgUAHbxtMCwcDWXpMPAl6vo+TW7IGDzbp+CaswUGvSTp3udSXQwLHxTjAmDvhnuXO3F3bMaCSVsH8ItqvuupqFwHVONyA2OyWDlVUMnao/mM6eLH/gwja1PK+elwHnZ6LXUaHx7LSeBYbiXOJ2FSXwvzEs9gsijotRomx7VizZF8TuZXMiLSH6PZQqS3Fl/TKRIC/WlvLERx8EBTWwptRxCw+c8ycOQ4/CqSqdeFk3gyj76tvdga8Bx9nL+m3t4TW0M0Djpb0Nmi+EVhl75Jmnd1/xMOJ9fh7zaMgkoxDO7u7riWwLN9XJm+sZiFO08zM96L7FpfTnZ4jMDKZErb34mL1Yy3kx1F1fUM6eDb6GkBeDvbotNq0WrAqoCdXsu2bDM76315yWsz7+T35/uT9QwNd+RN//545W4hou449jadMJqsRAW4YnCzx9vZnmeHtqNDgCs6jYZbbXeh2SXLf2x+iw02g/l4RyEfhfvj7NUGra0TP8NSf35XyvpLd/hUUfkjoxqXG5j8iloOZJSSVVoLVgvH8qoI83ZGq4ExXQPJK6/lWK7EXKrqzNhpLY0dKM1WhTOFNbg52NDKTceZomo6hfgQ4lTPt8kBPGW/kp217nTt/iwu5mI0NcU4NAxcdIJE57GUWe2ZFBvGqsN5TDqmw8PxIQZ3MDCyKhefQf/F25KHX9F2CTqXZ4HPaZTuU7hTE0yfoEJ8tBXE165BY67lzozXGBDVBqe6fKps7ufF9Ta8URuLu8Mghnj40MammI/7V3Cq3kC+sRaNxoGnh7Qho6SGjn7OhLspPD2kLTnltTja6Pliexpmq8Kg4IF8v1Nu8GvOGLk7eggDc7cQHejKwt4xpBfX4O9uT0ZxLS52Nvi7O/BQv7NyGydPNKYbm0P68smuYp5plUnowQ/k9fQkEav0PqcQ0tUfxn4Cm96CoB7QbuRv8E1QUbn5UI3LDYjVqqDRQOLJIsKdzewHvF3s0Gpg04lCnhrShn0ZZeSWGekW4sG+jFKC3O1p72bm9m5+bDhZQp9wLwLd7amtN5ORmc7Lmv9xy5bJvDfQnmc7VPHqthiSsq0Mw0AnDyvdHY/TQ/sNWM0UtLmTHwqCcHMwoddqyChpyoaqqTeTpgnkh/RK3jZ+jNKqD5pDC2XihcfRG4tJqaqmpFZL32AbMutjOOA+DP+Kg3RNnglaPUrX+2nv50pSShGFVXV4Otvx2sZa+gTY8x/9C/xgmEqekzc6DbjWpHH3qc9wKDuJLuI5PAISeGvVCZzt9cS18cbBxQZXu1oq6iw42Ojwc3eEUR9A9weI0uqorrdw32e7qKm3MG1gBM8ObUdxdR0OtjrSnXqT2nkudjV5uEcOpm2KFkV7TsxFq7u4WGHkGOhwa8trTqmo3MSoxuUGY+eZYt5cdRxnOx0+LvY84bmTiM4RuJiKeHloGDmVFvxd7fB3s2fTiUI6+Lvw/NC2gEJmHQwNKCazzJmtKUUkdPRjX0YpD3VOw1ppJLa1D23LVlJUmMeGjCGM7uzPT0fyWGFR6BQQyl3R/yPSx46Pjjmy/qTEFO7oEcjkfq34fFsabQ3OhHo64WQtYVr7GmyOO5Dp0oUg91A0Zeng1Zo6rT1tfJ15bVcmy5ItTOjeip2ni3gqfjQlru0xaWx4a62OFwd70tbgjKu9nkM50vRrX75Cxu3v4EQQd4Z78u/EM4xzOIjDMWmbHHf8dT537sbAdj4EuDswL/EMK5Jh5si2aC1GOtrk016nQMfbGo3CnrQSauot2Om1VNWZefun43y+NY0O/i6M7RbIzJ0egAeupwoY1y2Q2ccD8ej0IiH1p3HvNg7tpUQFVcOionJZVONyA7HjdBFvrz7R2LhreCc/au39mFryJaYSf/7n8wwrDuXi6+ZEQUUdo6L88XG2xdFOx2s/HOPJ+DYkZWuJb+fF+G6B2NeX8SfXHFoXJlIaNpT21lo0pWn41GRxT7sECs3WxmW0wzkVWHtE8s6hHIqqTbT3cyHUy4lgTyf+nXiGV4aFU1OaBzojr24sx06v4cXBM0nLszK+1yxalW7HYufKzJNhVNgVUVMv6c27U0voHe7NX388TXmtFajj6bgAdmbVAloq68ycyJNlrb/EONAu4zvaJ8wAe3sm9gjGute78f2pcQmjlb8XheZaGkIyigI/HClk4SN9gShgyHnvaQd/V3RaDQPa+pBVWsOWU8XUW6wczCqnb0RT3/geYZ74uTlwqsTCmJIoxkQPY077ri3xMauo/CFQjcsNwp60Ej5NSqVzoBsmi5XD2RXotRo+zQ1nhltbjnsOwYKekZ39qK4zs/54Uxvdyf1boSjw9c50Hh0YwZJ92QyPsMXO2YM4cyb6zG34nPqRMb2fRF9ThN5YxIsR+9jmMoxj2TZklpu4px24aGrYeqaUSX1DSS2qYfWRPDadKOCBvqHszapimm8qLxwNpt5ipd4CWzKMBLo7cOdaBxYN6MSj+4M5mV/F2K5NS0kRvs7UmS2U15oBcLHT00GXRbiPDfOzfZi/r4ioIDee6uvFuD33oylPw9hxHPYR/WhrcIHBD5DvoKeuLJdk1zj2n6nms61peDvbMrKTHz8ezuPW6Eun6w7uYGD+lD4UVBiZu/E0oV6OnCoQY9YhwJV593WnqKqOAW19cLDVYa/XUlpjYnB73xb6pFVU/hioxuUGIb+yjuN5law7VkC3EHeeHdoWvQa0Gjf+nD6evj4GvtyaRmZJLSM6+Um2mNmKl5MN+WXVBHs60L+1N2sO5zIqykBrayp1Oh3W/COiXAzYlp1Bl7EFTLU4Wkx0iOnCQr8FFIUG462vZp1lGr3CPMgsrWXzqUIGBcGdwcVkGRX+nayQGdyajgGO7M2WJTMnOz1bTxfxxiBXIvY8RWePOZzMh6SUIh4ZEA6KgpezHSazBb+4cDafLKBXiCsv7CoiPtSWSeE5dB3ZGk1dGQMPTEVbnobZwZsjFY50ByxWBZ2dM0+ciGJnWhDx7V3YcuqsFE1VPW0Mzizu35cuQW4/ez8VRWHloVz2Z5TRPdSDkZ0DMFsVDmaVExvhRccAV4ZF+mGnPz+m4ulkx+srj/Hfbal8cl8P+oR7/ezaKioqV6bFjMuLL77Ipk2b8PLyamxFXFZWxtNPP012djaBgYHMmTMHNzc3FEXhjTfeYPPmzdjb2/PWW28RGRkJwNKlS/n4Y6mpePTRRxk7diwAhw8f5sUXX8RoNDJgwABefvllNBrNJce40ak3WSQrDDiRV8ng9j6sOlLAgLbeHM2rZWykicwSeX1najH/HlBPen4RXXVpePuH8LVPHB9tEPXfnellvBHvSW5BLSbX27jNcR+KVk99cD8cTqwAwOJk4JAuEgfnPkTYlvKhaQLf/HCKyABXRnQy0NrFyuSi2Xjt34TV1g1j1Pu8kwyjovz482A70srN7EotIa24hm3+PgyMvIs7PRxw9Q7AZLYS4VBFTOo/sNSFM714MD6ujszobubulaIkvOhoPR1DWvOn3ROhKh9r/+cp0k5iQbYnPhZv5v1vL+nF1TyT0JaJPYM5UVCFg42WrsHu7EorRaOBToFudA/1uOj7uS+jlMe/3Y+iwOdbU1k6NZZhnfw4VVDFx5vS8HezJyrIXSrqz2K1KszdeAqzVaG81sy6Y/mqcVFR+ZW0WFRy3LhxfPrpp+ftmzdvHjExMaxZs4aYmBjmzZsHQGJiImlpaaxZs4ZZs2Yxc+ZMQIzR3LlzWbBgAQsXLmTu3LmUl0vwd+bMmcyaNYs1a9aQlpZGYmLiZce40ekY4IqHow2OtjrGdQvkg3UpVNSaMJqszOtfw6Ct9/JEZwk09A51o9/xWdyX8gydTnyIffkZ3B2aOlPpNBo259mi6O14Zo87j7j9i297zOfD/I6cjv4LOZ2msjXiOfZk1XLaZxjb/e5jZ7qkNB/JqeBIbiWDAkx45WwCQFtfTjsllUA3e4JsqkjQH8RiNtM5yJ1hkQZ8PN3Z5TSAoxkF/GdrOv/bmcmiQ2X4Vhwi9OB7RNoVsWhfDha3EJxsxVPQaCDAWQvlmRA1Ee22OXhvfpFhgfXklBlZfSSP43mVzPz+CF9uT+dPsWH0aeWFVYGhHQ3cEuVPiKcDl8JosqBIOAmrAnUmC3llRj7akILZqpBZWsuetJLzztFqNfRu5dn4PNTrInUuKioqV0WLGZeePXv+zGNYv349Y8aMAWDMmDGsW7fuvP0ajYbo6GgqKiooKCggKSmJ2NhY3N3dcXNzIzY2li1btlBQUEBVVRXR0dFoNBrGjBnD+vXrLzvGjUxtvZlgT0e+m9KHf9zdlYV7szBbFdKKa7DRaQkq2IRd6Ukez3qOjbFHGdsjhGOtHpQ7tK0zxwPG8NWOdO7pHUJCBwPjugWx+WQB2qp8voirIKZdEBoHN7x9g/hKcysHDbdSVFzIoZR03F3s2JlWSky4JxoN2NtoCfFwpFLjRHWroQBY7T1wC+/BHT2DmLIsm1vWe9DOz5nvD+aw+kg+qw7lkVdpIt+xqR4ko0qL2d4bxS2Y2E4RvH97FwJKdjGnbx2Tenjz4rC2JKYbWTR4s3TCq68GSz0Rqd/ido6hdHO0obrOzD82nibc15m9GaWsOZrP7rQS3BwuXRXfI9ST54e1o52fCy+NbE+XEHc8nWzpFSaejk6roZXPz43Hk0Pa8Pb4KObe1ZUJ3QKb6RNWUfnj8ZvGXIqLi/H1lUCpj48PxcXFAOTn5+Pn59d4nJ+fH/n5+T/bbzAYLrq/4fjLjXGjsulEAbNWHMWiKLw9vjO93cro7OfArkyRQ9FpNZTYBeEC2NTkYVudg6mmmg12CRQnRJNaZiUtz4nU4iLSSzK4o2cwW04W0cnfmZ4R9qxJM/F14mnm9qnAwcmVaq0XzsXJjDjyMoOCh/FT9YusSM5hxi0dmdAtCAcbLclZFfxUVs2jvV/Fw+8Oym19eHltHZ0CSokKdONQdjkZpU1yMGkl1Qx0K+G4YzDRwe4UVtYxtYczRobh2HEwsQGdAMg8FELCsnEU9lrMy6tPoiiwWK9lxODeOJ38SS4W1INbowOprbeQUlhFpdHMmqP5RAe7UWWs59P7e3C6sIo+4V74uV3ac7Gz0TFtUGumDoxoFKW00+v44I5odqWVEOjuQK9WTUtepdX1JJ4qxNFWz5iugT+LxaioqPwyrltAX6PRNCnR3sRjXAuJJwv4Ylsap4vEkHy65TQf1zzHLL8EfggeSrViT5CbPXsZRX53Zxw0deyx60VHSwHpOm++Pe1AvdXKoLbOjOsWyPIDORRU1NA91IP9mWXM2lZDax9n3hniTmhZMuM2RVNnLsZOH8KC3jMJL1hPe4dKXhjRnvfWnmDqwAj+tyOTjJIaxnYN5PHlmQyLDGP1ETHcSSnFDIs0cCKvEg8nW7oEOHGy0Mhfu1bit+nPFA9fREIHH0prTZyqURgxeBo4NYk+BnXqR7b1O6oK3FEUWYarM1s54j8e66j+bMmx0s7DwCgHG/5vQASfbTnDoZwKRkX5E+Rhz47UUmaMjmRwB8NVv8cXfv6BHo6M9XD82XF/X3+K/25LA+Dt8VHc0bN5e1uoqPzR+E2Ni5eXFwUFBfj6+lJQUICnp6xvGwwG8vLyGo/Ly8vDYDBgMBjYtWtX4/78/Hx69ep1yeMvN8aNQHW9mb1ppbjY6/F3s2fR3ixc7ZuWgOxt9WRrItlrbsVHu4sY2tHAjrR0iqrquaNnf+ZuTEFRCpjcN4iThaUkphTh62zLfV09yXGxY1A7H0I87PnPtozGa7bydqKiqpoTDtHUmSVmU2e2stFuMJNy2vGnMA8GtPOgvZ8r648XYqOVm7H1bMCizmzFxU5PZZ2kEkcFunFbuAafzMU82Ab0oWW4Hf4SrBb259Sw4pSJ4/mV3N49CDu9jqo6E6lF1fi62GNwtSewy2BGl9VyosTKtjPFDI00sOhQKSsPFVNdb4HtRXg4O9G/rQ8PxoaxeF8W3x/M5acjefzz7papO7FaFZJSChufny6svszRKioqV8NvWmYcHx/PsmXLAFi2bBmDBw8+b7+iKBw4cAAXFxd8fX3p168fSUlJlJeXU15eTlJSEv369cPX1xdnZ2cOHDiAoigXvdaFY9wIzF2fwv3/2cWEf21na0oRNjotHo42jIzyY2SUH9mlRjZ6TqTYLP1ANBoNR3MrKais44fkXNr4OgPg4+pATrmR0Z0D6Bjozq4cE2eKqyTzSaMlyEOWi4Z08CU5q5ytZR54ePowKkpSmEd28qOq3kpJdT1/33CGD9enUFRVT49QDxI6GrizRzDujjZ4O9uy+WQhk/qFMbF7EHf3Cua/29Lonf8dPY+/jdfOt3G00VIfeQfFoz5la5k7x/PFI1mwN4uUggpeWXqY0R9t5fZPtpN0Sm7g/u4OvHdHNKO7+LNwTxbd3GvEsJylrNYE+7/C5pN+TKj6lufjQ/n+sViGdfJvkc9Fq9UwpX8EWg042+kY0LZ5272qqPwRaTHP5ZlnnmHXrl2UlpYSFxfH448/zpQpU3jqqadYtGgRAQEBzJkzB4ABAwawefNmEhIScHBwYPbs2YAo6k6dOpUJE0RGfdq0abi7uwMwY8aMxlTkuLg44uLiAC45xvWmtt7M0v3ZAPQJ9ySvzEiVUSrhj+ZWkF9ZR1ZpLT1CQnD2cKVbsBEnu6Z1/yB3eyJ8nIgKcMPfWUevVp58vVM8lEqjCZPZyk+HUwjzcmR8tyBKqutxtNPi5WSLrV5HhtWJvemn6d3Kk30ZpbT1CwbA4GpPcXU9pwqqaO/vgou9DRtOFHBfn1Dev70Lx3MrKampI6e8Fld7Gyb1DcU9o0n6vqSkhNHpE/kqpg+x9cWsO5aPyaIQ7OGA0ayw7ICkHqcX1/BDcg792jTduG11Ojr56Bhz+hVquj/OJ6dciG/lSKx3NXz6GCgK+sKjdJ3YDiLGNttnkV9h5JPNpzmaW8mUuHDi2/sysUcQ3UPdsbPREXSRZTMVFZVfRosZl/fff/+i+7/44ouf7dNoNMyYMeOix0+YMKHRuJxLVFRUY/3MuXh4eFx0jOuNg62e23sEsfFEIXnldbyz9iSdg1yws9Fisiq4Odjwp9gw8sqNuLh4cWcPLdvOFHNLZ3/MVoX/b+/Oo6Oq8gSOf6sqqexbhaRIICQkBBUCxAZNIMhSIYlmIUCINDOCTePYztACgp4+rYM2TnfbaoMzojg43XI4jc1xBWwia0KkQYMiSwRRdhICSci+V6Uqd/4oKRMJCqEkUP4+5+Scqlfvvbq/4lG/eu/de3+Djb6UVLfQ2t7BtmP1DAj+9gswxNeDzYftlwnPVLdQ32bhnc9LmZUYSf7RSmxKMWNUBHeEBeCu0zAkPABPNx3Z8eH4erg5kpQGDeNj+/CfGXdgsXaQvPwjapst3D8qgk9OVuOm1TLtzn7ofDJQVUexajzJ15uobLRQ22zhgcQoBoX4cqqqmTsHBBHipyc21JfjlU14uGnx9XBHKeW4D/LLsVGMCnNHX1DNL4/9Bz8PGYFXTC4az77g5mkv1AXg5twv++1HKnhjzxkADpfVU/jEBPr4ehAT6ufU9xHip0xG6N8gRaeqaGizkjIklPf3289gvi5v5rMztRwoqQPAz9ON4tJ62js6+LexAwkL9Ka0phk3jQalOjhb3cKBb+YdW5A8iJ/fFcH5ulZGRwdzrKKRkxebCfbRk3xbKHdHGfiw+AILU2KpbDQTE+zD+wfKqGw0E+KrJ3NYX/605WvGxfYhbaiRgX18UMp+VuWtd8Nqa8fbXUe1gg8Onef5nOH8LDKImBBf6HiIhvDxrDnUwPLdF7l/VH+GfDMYMTGmD4kx384H9qdpw9h8pBwvNx3Jd4R2ucFu8PFgwvBo8HsFPv0/vIMGwO332kv9zngTTuyA0DsgZoJT/y3cdd+2wVuvQ3cTd/oQ4lYlyeUGuNjQxlPvf8HJKvvU9fMmxPBq4UkGGLwJ6lTB0EfvhsXWgdnawfGLzWw5XE7uyP6cqWpmQLA3Vc1mx7rn69oor2slNa4v52payB3ZjwEGH2wKik7VYPDR4+3hxq5jVUy4LYSzNS2OAl4XmyyUN5oZFRnEruNVjIkOJmGggRERgQR423t3+Xu589KMeD44dJ6wAC+S7zBiuFTCV6sjIOJ2HjJamTrGQqifBx7ul3fdPXK+nvf2l9kHho7sx8A+vt1/QAPvsf91NijZ/ncdzlY3o3fTEvadLsv3xoVR39ZOSU0LWcPDr780sRDiMpJcfgRN5nZ2fnURUMSE+LLqo1ME+XgwuV8gHxw6T3iQF1sX3oPCPr4i0MudhtZ2NBoNQd567ontQ+Ex+81vD3ctI6OCiPDX8syEPiwtrKKPjwcXm8x4ebjx6Zka4sL9qW6yMNio45dr9gGQHR/Oxm/ud+w5UcW0n/UnLtyfw+cbGNbPn6ZWKwMMnoyKiiZjeDjD+n074LXVYqXw64uYrR0sTrmNAG/374YIgLfeDW/DlQ+hlTtPkPeF/XKdu07Db+67wwmf7tXZeKCMRe8cwluvY9WskYzpdDYV4O3Ow+NiblhbhPgpkuTyI1hbVMKfNn8FwKzEAWw8ZP+SH2a1scAUQ+oQI2W1rcxds4/qZgvPZg+ltsXCPw6dJ9Lgjae7jnZbB4ONvtw/MoLhRj2VBa+xRXcPmXF9+ccX5RworePOiEBa2q0YvPWs+eQshk5jStravy0T3Gyx4a3XodVqyB4RRv8gL/adrWXvafv0J9YO1SW5vLXvHL/74AgA8ybG8ETa7T36HL6ZzR+wT8Fyoyil+N9dJ7F1KBrbrBQcreySXIQQPz5JLj+CI2X1jsftnb5hDT4ePJZq/6J+f38Z1c32Ue7/s+MYv7n3dvaeriHIR49ep2FZ7nAa26y0Wm3UNTTwZFkCO45fZO5YXxrbrHi6axk7KJg2awfrPi0FINhXzwOJA8g/Wsn42BD8PHXsOVHNmJhgdFqICvamvtVKgJe9eNYlnR8DnKhsdDzee6rr/FvX4tcTY/B21+Gl13H/qIge7+daaTQaEgYGO0pAR/WROcKEuNEkufwIckf1Z9uXFSgFEwaHYPT3pLGtnZyR/R3rxBp90Wrsv+hHRhrIGBbOYKMvj71dzKmLzXxV0cieE9UEeruzJGMIO47bE9Ybe07z7+NimGhsoePMNr7wH0d0iDfxEUHYOjqoajTzZPrtpA8LJ3loKMfX7CPviwuMiw1h25f2kfYhfh4snTyU2/r64eGm5f5RXUejpwwx8t7nZbTbOnhwTNQPxvvVhQb+9slZtFqYPTqKWKO911Vcv0CWz4h3zod6jR41DSKunz9e7jpMUptFiBtOkosTXahvZeXOE3xV3shLM0YwNDyAyGAf7h12+eC/ibeF8uZDCRSfq8fgo0dpFHo3HaermkkbanRMuVLX0s7pqiYMPu7UNLfj5a4jLkSLzT+CwyGZjIwM4qFJQew9Vc2M14sA2HKkgvBAL0b0DyQxOphD5+q7TAY5KNSX24y+pHfTLoDxg0PZvmgcVpu6ql/9b+w5zdv77LXntRoNS7Pjrvmzc7ZgXw+mj7xxZ0tCiK4kuVyndlsHStkTw9bD5fytyD5m5FhFE4WPT7jidhqNhn1na1m27RgAtS0WHkiI5F8TBrDvTC3xEYEcLK3Dw03L7X39mXn3AE5UNhHm78nQqH5E9vEhcVD3I8k1GvuXvJtOy2OTBnPfsDACvd25O8pAWb296/IPjem4NJCwrsVCVZOZ8AAvvD26P1wuTRUDcANvrQghbmKSXK7DodI6nv7gMOZ2G0snx6HvdO/C39MNnfb7x08c+mbMCsCX5xvw9nDjPzPuoLS2lXarjf0l9UQFe+Pn6cav1x1wrDtqoIHI75xRjIoy8FLucE5VN2O2KtQ3X/ieeh3xEYEARF1jfZJztS0sfOsg+87Ucv+o/jydNQRfj8t7js0dG41Oq8VNo+GBxMhreg8hhGuS5HId3vm8lEOl9nshr310kv+eEU9DazsX6tvIGhGOVgvLtn7N9qPl3BMbwrD+AWQND3cMJMwdFcGuY1VoNJA1wl4H3kvvRoCXO2/uPU9Fg5kh4f6EBXg5Rrr76HXdJgmdVkNYkDeL3y2mQ8E7+0r5x6/H0t/Q89HtB0vq2HemFoC3953jXxIiHYmqszvC/Hk+Z3iP30cI4XokuVyH4E6D78IDvAj01vPIhEGOZdu/LGfFTnvp4a/Km0gb2peoYB+G9w8EIG1oX7YvGodWoyGiUxLYdOg8L+fbtztwtpaNjybx+qxRfFFWT3SID3H9ui/bfLHR7OjyW9vSTm1rO/27XfPq9Dd44eGmxWztoH+gF6F+Hj+8kRBCIMnlusy8OxIvdzfaOzrIjg+/7PXOBaf0Oq19Xq3vrNNdKV1rp0EhFlsHKBgY4tNt5cTOEqINpMf1Jf+rSh4eF81g4xVGxF+l+Igg1j6UwMnKJuIjAgkPvHJxLiGE6EySy3XoG+DJIxOuPNJ7dEwwz+cMZ9/ZGox+HsQafa941tFZ5vAwyhvaOFfTytyxA/HSX90/U6ifJy/NiKehrR2Dj8cP3vO5GndFGbgr6uapiSOEuDVIcvkRueu0zLgrghl3XVuX2H5B3jyTNbRH7+nhriOkm3m+hBDiRrqhxcLEtWlrt2Jut/3wikIIcZOR5HKT2nOiitSXdpG76mOKz9XZF3Z0wOdr4LUkyP8vaGvo1TYKIcSVyGWxm9SybV9TUtNKSU0rGw+et/cwqzwCmxaAUlBxGMLiYUhWbzdVCCEu47JnLrt27SItLY2UlBRef/313m7ONevci8zR5dnNA3Sdao+4S+8tIcTNySXPXGw2G88++yyrV6/GaDQyffp0TCYTgwYN+uGNbxILJ8UyKNQXT3cd2d8MsKTPYLj/b3DqIzAOgejxvdtIIYS4ApdMLsXFxURGRhIRYe+llZGRQX5+/i2VXCKDfZg3sZv2Dk6z/wkhxE3MJS+LVVRU0LdvX8dzo9FIRUVFL7ZICCF+WlwyuQghhOhdLplcjEYj5eXljucVFRUYjcZebJEQQvy0uGRyGTZsGGfOnKG0tBSLxUJeXh4mk6m3myWEED8ZLnlD383NjaeffpqHHnoIm81GTk4OsbGxvd0sIYT4yXDJ5AIwfvx4xo+XrrpCCNEbXPKymBBCiN7lsmcu16qsrIxp06b1djOEEOKWUlZW1u1yjbpUbF0IIYRwErksJoQQwukkuQghhHA6SS5CCCGcTpKLEEIIp5PkIoQQwukkuQghhHA6SS63mN/+9reMHj2azMxMx7K6ujrmzJlDamoqc+bMob6+HgClFL///e9JSUkhKyuLI0eOOLZZv349qamppKamsn79+hsex/e5cOECs2bNIj09nYyMDNasWQO4Vpxms5np06czefJkMjIyePnllwEoLS0lNzeXlJQUFi5ciMViAcBisbBw4UJSUlLIzc3l3Llzjn2tWrWKlJQU0tLS+Oc//9kr8Xwfm83GlClT+NWvfgW4Zowmk4msrCyys7Md4+Vc6XjtESVuKZ9++qk6fPiwysjIcCx7/vnn1apVq5RSSq1atUq98MILSimlCgsL1dy5c1VHR4c6cOCAmj59ulJKqdraWmUymVRtba2qq6tTJpNJ1dXV3fhgrqCiokIdPnxYKaVUY2OjSk1NVcePH3epODs6OlRTU5NSSimLxaKmT5+uDhw4oObPn682bdqklFJqyZIl6s0331RKKbV27Vq1ZMkSpZRSmzZtUgsWLFBKKXX8+HGVlZWlzGazKikpUcnJycpqtd74gL7HG2+8oRYtWqQefvhhpZRyyRgnTpyoqquruyxzpeO1J+TM5RZz1113ERAQ0GVZfn4+U6ZMAWDKlCns2LGjy3KNRkN8fDwNDQ1UVlaye/dukpKSCAwMJCAggKSkpJvq12BoaChDhw4FwNfXl+joaCoqKlwqTo1Gg4+PDwBWqxWr1YpGo6GoqIi0NHul0alTp5Kfnw9AQUEBU6dOBSAtLY1PPvkEpRT5+flkZGSg1+uJiIggMjKS4uLi3gmqG+Xl5RQWFjJ9+nTA/qvd1WK8Elc6XntCkosLqK6uJjQ0FICQkBCqq6uByyty9u3bl4qKiluqUue5c+c4evQoI0aMcLk4bTYb2dnZjBkzhjFjxhAREYG/vz9ubvZZmS7FAfYYw8LCAPus335+ftTW1t70Mf7xj3/kiSeeQKu1f9XU1ta6XIyXzJ07l2nTpvHWW28Brv3/8mrI3GIuRqPRoNFoersZTtHc3Mz8+fN58skn8fX17fKaK8Sp0+nYuHEjDQ0NzJs3j1OnTvV2k5xq586dGAwG4uLi2Lt3b28350e1bt06jEYj1dXVzJkzh+jo6C6vu8Lxeq3kzMUFBAcHU1lZCUBlZSUGgwG4vCJneXk5RqPxlqjU2d7ezvz588nKyiI1NRVwzTgB/P39SUhI4ODBgzQ0NGC1WoFv4wB7jBcuXADsl9EaGxsJCgq6qWPcv38/BQUFmEwmFi1aRFFREX/4wx9cKsZLLrUnODiYlJQUiouLXfZ4vVqSXFyAyWRiw4YNAGzYsIHk5OQuy5VSHDx4ED8/P0JDQxk7diy7d++mvr6e+vp6du/ezdixY3sxgq6UUjz11FNER0czZ84cx3JXirOmpoaGhgYA2tra+Pjjj4mJiSEhIYGtW7cC9p5DlyqomkwmR++hrVu3kpiYiEajwWQykZeXh8ViobS0lDNnzjB8+PDeCeo7Fi9ezK5duygoKGD58uUkJiaybNkyl4oRoKWlhaamJsfjPXv2EBsb61LHa4/0YmcC0QOPPfaYSkpKUkOGDFH33HOPevvtt1VNTY2aPXu2SklJUQ8++KCqra1VStl7JP3ud79TycnJKjMzUxUXFzv2884776hJkyapSZMmqXfffbeXouneZ599pgYPHqwyMzPV5MmT1eTJk1VhYaFLxXn06FGVnZ2tMjMzVUZGhlqxYoVSSqmSkhKVk5OjJk2apB599FFlNpuVUkq1tbWpRx99VE2aNEnl5OSokpISx75WrlypkpOTVWpqqiosLOyVeH5IUVGRo7eYq8VYUlKisrKyVFZWlkpPT1crV65USimXOl57QqbcF0II4XRyWUwIIYTTSXIRQgjhdJJchBBCOJ0kFyGEEE4nyUUIIYTTSXIRooeqqqpYvHgxycnJTJs2jRkzZrB9+/ar2vbOO++8bNm6desc4yKultVqJTExkT//+c/XtJ0QPzaZ/kWIHlBKMW/ePKZMmcKyZcsAKCsro6Cg4LJ1rVarYy6t7zNz5sxrbseePXuIiopiy5YtLF68uNspRmw2Gzqd7pr3LcT1kDMXIXqgqKgId3f3LgmhX79+zJo1C4D333+fRx55hNmzZ/OLX/ziqva5YsUK/vrXv3Ly5EnHLMJgn7wzKyur223y8vKYPXs2YWFhHDhwwLHcZDLx4osvMnXqVLZs2cLu3buZMWMGU6dOZf78+TQ3NwPwyiuvkJOTQ2ZmJkuWLEGGvQlnkeQiRA8cP36cIUOGfO86X375JS+//DJr1669pn3HxMTQ3t5OaWkpAB9++CH33XffZeuZzWY+/vhjTCYTmZmZ5OXldXk9MDCQ9evXM3r0aF577TVWr17N+vXriYuLY/Xq1QA88MADvPfee2zatIm2tjZ27tx5TW0V4kokuQjhBEuXLmXy5Mnk5OQ4ll2qzdET9913H5s3bwZg8+bNpKenX7bOzp07SUhIwNPTk9TUVHbs2IHNZnO8fmmbQ4cOceLECWbOnEl2djYbNmzg/PnzAOzdu5fc3FyysrIoKirixIkTPWqvEN8l91yE6IHY2Fi2bdvmeP7MM89QU1PT5XKWl5dXj/efnp7OggULSElJQaPREBUVddk6eXl5fP75546JH+vq6igqKiIpKanL+yulSEpKYvny5V22N5vNLF26lPfee4+wsDBWrFiB2WzucZuF6EzOXITogcTERMxmM3//+98dy9ra2py2/wEDBqDValm5cmW3l8SamprYt28fhYWFFBQUUFBQwNNPP82mTZsuWzc+Pp79+/dz9uxZwD5z7+nTpx2JJCgoiObmZsdMxUI4g5y5CNEDGo2GV199leeee46//OUvGAwGvLy8ePzxx69q+9bWVsaNG+d43rm0wCXp6em88MILjjLAnW3fvp3ExET0er1jWXJyMi+++CIWi6XLugaDgeeee45FixY5Xlu4cCEDBw4kNzeXzMxM+vTpw7Bhw66q7UJcDZkVWQghhNPJZTEhhBBOJ8lFCCGE00lyEUII4XSSXIQQQjidJBchhBBOJ8lFCCGE00lyEUII4XT/D3M33bLCyh10AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"has Fireplace\", s=15, data=df);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Garages\n",
"\n",
"Holding the overall living area fixed adding a garage seems to affect the price positively. Thus, *has Garage* seems like an interesting predictor as well."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"has Garage\", s=15, data=df);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Pools\n",
"\n",
"Unfortunately, almost no one in Ames, IA, has a pool. The predictor *has Pool* seems quite uninteresting."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"has Pool\", s=15, data=df);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Porch\n",
"\n",
"Most houses have a porch."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"has Porch\", s=15, data=df);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Neighborhoods\n",
"\n",
"The instructors' notes say:\n",
"\n",
"> For instructors who cover nominal variables in their class, I would suggest incorporating the neighborhood variable into their models by converting it to a set of dummy (indicator) variables. I have found that the coefficients for the continuous variables tend to have values with more realistic interpretations when used in conjunction with the neighborhood variable.\n",
"\n",
"Indeed, plotting the price distributions by neighborhood reveals significant differences in the price level."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_, ax = plt.subplots(figsize=(10, 8))\n",
"sns.boxplot(x=\"Neighborhood\", y=\"SalePrice\", data=df, ax=ax)\n",
"ax.set_title(\"Prices by Neighborhood\", fontsize=24)\n",
"ax.set_xlabel(\"Neighborhood\", fontsize=18)\n",
"ax.tick_params(axis='x', labelrotation = 45)\n",
"ax.set_ylabel(\"House Price\", fontsize=18);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The 28 neighborhoods are encoded as factor variables."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"neighborhood = pd.get_dummies(df[\"Neighborhood\"], prefix=\"nhood\", dtype=int)\n",
"df = pd.concat([df, neighborhood], axis=1)\n",
"del df[\"Neighborhood\"]"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"new_variables.extend(neighborhood.columns)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(2898, 28)"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[neighborhood.columns].shape"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th></th>\n",
" <th>nhood_Blmngtn</th>\n",
" <th>nhood_Blueste</th>\n",
" <th>nhood_BrDale</th>\n",
" <th>nhood_BrkSide</th>\n",
" <th>nhood_ClearCr</th>\n",
" <th>nhood_CollgCr</th>\n",
" <th>nhood_Crawfor</th>\n",
" <th>nhood_Edwards</th>\n",
" <th>nhood_Gilbert</th>\n",
" <th>nhood_Greens</th>\n",
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" <th>nhood_IDOTRR</th>\n",
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" <th>nhood_MeadowV</th>\n",
" <th>nhood_Mitchel</th>\n",
" <th>nhood_Names</th>\n",
" <th>nhood_NoRidge</th>\n",
" <th>nhood_NPkVill</th>\n",
" <th>nhood_NridgHt</th>\n",
" <th>nhood_NWAmes</th>\n",
" <th>nhood_OldTown</th>\n",
" <th>nhood_SWISU</th>\n",
" <th>nhood_Sawyer</th>\n",
" <th>nhood_SawyerW</th>\n",
" <th>nhood_Somerst</th>\n",
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" <th>nhood_Timber</th>\n",
" <th>nhood_Veenker</th>\n",
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" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <th>527105010</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" nhood_Blmngtn nhood_Blueste nhood_BrDale nhood_BrkSide \\\n",
"Order PID \n",
"1 526301100 0 0 0 0 \n",
"2 526350040 0 0 0 0 \n",
"3 526351010 0 0 0 0 \n",
"4 526353030 0 0 0 0 \n",
"5 527105010 0 0 0 0 \n",
"\n",
" nhood_ClearCr nhood_CollgCr nhood_Crawfor nhood_Edwards \\\n",
"Order PID \n",
"1 526301100 0 0 0 0 \n",
"2 526350040 0 0 0 0 \n",
"3 526351010 0 0 0 0 \n",
"4 526353030 0 0 0 0 \n",
"5 527105010 0 0 0 0 \n",
"\n",
" nhood_Gilbert nhood_Greens nhood_GrnHill nhood_IDOTRR \\\n",
"Order PID \n",
"1 526301100 0 0 0 0 \n",
"2 526350040 0 0 0 0 \n",
"3 526351010 0 0 0 0 \n",
"4 526353030 0 0 0 0 \n",
"5 527105010 1 0 0 0 \n",
"\n",
" nhood_Landmrk nhood_MeadowV nhood_Mitchel nhood_Names \\\n",
"Order PID \n",
"1 526301100 0 0 0 1 \n",
"2 526350040 0 0 0 1 \n",
"3 526351010 0 0 0 1 \n",
"4 526353030 0 0 0 1 \n",
"5 527105010 0 0 0 0 \n",
"\n",
" nhood_NoRidge nhood_NPkVill nhood_NridgHt nhood_NWAmes \\\n",
"Order PID \n",
"1 526301100 0 0 0 0 \n",
"2 526350040 0 0 0 0 \n",
"3 526351010 0 0 0 0 \n",
"4 526353030 0 0 0 0 \n",
"5 527105010 0 0 0 0 \n",
"\n",
" nhood_OldTown nhood_SWISU nhood_Sawyer nhood_SawyerW \\\n",
"Order PID \n",
"1 526301100 0 0 0 0 \n",
"2 526350040 0 0 0 0 \n",
"3 526351010 0 0 0 0 \n",
"4 526353030 0 0 0 0 \n",
"5 527105010 0 0 0 0 \n",
"\n",
" nhood_Somerst nhood_StoneBr nhood_Timber nhood_Veenker \n",
"Order PID \n",
"1 526301100 0 0 0 0 \n",
"2 526350040 0 0 0 0 \n",
"3 526351010 0 0 0 0 \n",
"4 526353030 0 0 0 0 \n",
"5 527105010 0 0 0 0 "
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[neighborhood.columns].head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Nominal Features\n",
"\n",
"This section investigates the rest of the nominal variables with regard to which realizations / encoding might be a useful predictor."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Alley Type of alley access to property\n",
"Bldg Type Type of dwelling\n",
"Central Air Central air conditioning\n",
"Condition 1 Proximity to various conditions\n",
"Condition 2 Proximity to various conditions (if more than one is present)\n",
"Exterior 1st Exterior covering on house\n",
"Exterior 2nd Exterior covering on house (if more than one material)\n",
"Foundation Type of foundation\n",
"Garage Type Garage location\n",
"Heating Type of heating\n",
"House Style Style of dwelling\n",
"Land Contour Flatness of the property\n",
"Lot Config Lot configuration\n",
"MS SubClass Identifies the type of dwelling involved in the sale.\n",
"MS Zoning Identifies the general zoning classification of the sale.\n",
"Mas Vnr Type Masonry veneer type\n",
"Misc Feature Miscellaneous feature not covered in other categories\n",
"Roof Matl Roof material\n",
"Roof Style Type of roof\n",
"Sale Condition Condition of sale\n",
"Sale Type Type of sale\n",
"Street Type of road access to property\n"
]
}
],
"source": [
"print_column_list(set(NOMINAL_VARIABLES) - set([\"Neighborhood\"]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Alleys\n",
"\n",
"Almost no house has access to an alley."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Alley\", s=15, data=df);"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"del df[\"Alley\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Building Type\n",
"\n",
"The type of a building clearly affects the valuation. The two types of townhouses as well as the 2-family condo and duplex type are summarized into a single category. This makes sense a) semantically, and b) by looking at the two sub-clusters in the scatter plot."
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Bldg Type\", s=15, data=df);"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"# Unify the two townhouse types into one.\n",
"df[\"Bldg Type\"] = df[\"Bldg Type\"].apply(\n",
" lambda x: \"Twnhs\" if x in (\"TwnhsE\", \"TwnhsI\") else x\n",
")\n",
"# Unify the two kinds of 2-family homes.\n",
"df[\"Bldg Type\"] = df[\"Bldg Type\"].apply(\n",
" lambda x: \"2Fam\" if x in (\"2FmCon\", \"Duplx\") else x\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"build_type = pd.get_dummies(df[\"Bldg Type\"], prefix=\"build_type\", dtype=int)\n",
"df = pd.concat([df, build_type], axis=1)\n",
"del df[\"Bldg Type\"]"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"new_variables.extend(build_type.columns)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"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></th>\n",
" <th>build_type_1Fam</th>\n",
" <th>build_type_2Fam</th>\n",
" <th>build_type_Twnhs</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Order</th>\n",
" <th>PID</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <th>526301100</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <th>526350040</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <th>526351010</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <th>526353030</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <th>527105010</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" build_type_1Fam build_type_2Fam build_type_Twnhs\n",
"Order PID \n",
"1 526301100 1 0 0\n",
"2 526350040 1 0 0\n",
"3 526351010 1 0 0\n",
"4 526353030 1 0 0\n",
"5 527105010 1 0 0"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[build_type.columns].head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Air Conditioning\n",
"\n",
"Air conditioning clearly increases the valuation (\"steeper\" regression line with respect to the overall living area)."
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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PDydOnCAkJITNmzcTGhpKaGgoixYtYvLkySxatIj+/fsDEBUVxQ8//MDQoUPZu3cvzs7OeHt707t3bz788MOaIH5cXBzPPvssbm5uODk5sWfPHjp06MCiRYu4//77a45V1zkUiguibw0n18qy2zXovXRyPRz6HTxCoOP9YOvU+Oe8FErz4I/npR1JQDcY960kNCjOwtrammbNml3vy7ihadQiytdee43nn3+eiooKAgMD+cc//oHJZGLatGnMmzcPPz8/Pv74YwD69evHunXriI6Oxt7ennfeeQcANzc3nnjiiZrEgClTpuDm5gbAjBkzeOmllygtLaVv37707dsXgMmTJ9d5DoXigvR6GtxDwNIa2oxs3HMVpMGc+6E0V147eN44mUGZx0RYAJK3QcoOJS6KK0Kn3S5Ow4swZswYFixYcL0vQ3E7kJcMn3YEY7m8HvEZdHrg+l5TNblJ8J8h4haztoeHloF/x+t9VYobmAs9O1X7F4XiWuMaAGO/gY2fQEAXaDH4el+RGbdAqedJ2QleLZWwKK4YJS4KxfWgzQj5uRHRt5EfheIqUL3FFAqFQtHgKHFRKBQKRYOj3GIKRV0UGsBwUNKSq1vvNwYVpbD3Z2nzHxYDoXc23rkUimuIEheF4lyKs2HBY3BiNTh6wwOLQB8OOafg+Gpw0kNYtKQtXy0JK2DJNFne9T08sVWl/ipuCZS4KBTnkpckwgJQlA5p+6Xt/pJn4Lg0R2X89xA+6urPVXu0bWUpVJZd/TEVihsAFXNRKM7FNRCCpSAXB0+xWsoL4PRm8zbZJxvmXM2joccU0LeFkZ9Dk+YNc9yLUVYI27+GFa/B6a3X5pyK2wpluSgU5+LgAWNmy8hj9yBoEgaaBlHTYfmLMjAsNKrhzjXoHTn+tWywengpLH1OlvfNhcfiwLHJtTu/4pZHiYtCURcuvvJTjU4H3f8KLQeCjfPZs17qoywfrJ1k/nx9NJawpO6F3T+AjRN0fkjEEqC80LxNcZa5W4BC0UAocVEoLhULC2k0eSkYK2Dzv2HzLGg5BAa8Dg7ujXt9dbH6LTi2QpYtbeDOl2S55SBI3gHJ2+HOl8HF79pfm+KWRomLQtEYGA7AqhmyvOt7aN6/8Rti1kVFrQQBU6V52cUfRn8BxkqwVI8BRcOj/qoUisbA1hlsHKG8SF7buV2f6+j/Gmx0Eaupw93nv6+ERdFIqL8shaIx8AyFib/AyQ3Spyu4z/W5jsCucPcP1+fcitsaJS4KRWPRrK/8KBS3IarORaFQKBQNjhIXhUKhUDQ4SlwUCoVC0eA0qrhERUUxfPhwRo4cyZgxYwDIzc1l0qRJxMTEMGnSJPLy8gDQNI233nqL6Ohohg8fzoEDB2qOs3DhQmJiYoiJiWHhwoU16/fv38/w4cOJjo7mrbfeonpi84XOoVAAkJMoTSgVCkWj0eiWy/fff8/ixYtrZizPnj2bnj17smLFCnr27Mns2bMBWL9+PYmJiaxYsYI333yTmTNnAiIUs2bN4tdff2Xu3LnMmjWrRixmzpzJm2++yYoVK0hMTGT9+vX1nkOh4PBSmNUV/t0Nji6HrV9B7FtSyd7QHFkGq9+Goysa/tgKxQ3ONXeLxcbGMmrUKABGjRrFqlWrzlqv0+mIiIggPz+f9PR04uLiiIyMxM3NDVdXVyIjI9mwYQPp6ekUFhYSERGBTqdj1KhRxMbG1nsOhYI9P0mrk8pSaZ+/7HnY8B78NhXKixvuPMk7Yc69sP5dmHNP44iXQnED0+ji8vDDDzNmzBjmzJkDQFZWFt7e3gB4eXmRlZUFgMFgwMfHp2Y/Hx8fDAbDeev1en2d66u3r+8cCgV+HWu9qPXnn5fUMP21Ksvg4GIRrqY9ZZ2xAsoKrv7YCsVNRKPWufz888/o9XqysrKYNGkSISFn92XS6XToGrkT7LU4h+ImotujVc0bdeDVGnJOQvoh6Uxs73b1xz+wCBZOluXgvuDXSToo+3W++mMrFDcRjSouer0eAE9PT6Kjo4mPj8fT05P09HS8vb1JT0/Hw8OjZtu0tLSafdPS0tDr9ej1erZt21az3mAw0K1btwtuX32+us6hUGDnCu3Gm1/f/ZNYFta2DXP8nETzsmEfPLEFnH0uuPlVk30S9s8DS1toPwGc9Y13LoXiMmg0t1hxcTGFhYU1yxs3biQsLIyoqCgWLVoEwKJFi+jfvz9AzXpN09izZw/Ozs54e3vTu3dv4uLiyMvLIy8vj7i4OHr37o23tzdOTk7s2bMHTdPqPNa551AozsPC4sqFpSQP8lJkFks1LQaCWzDoLKD/zMYVFoD170vn45Wvwa7/Nu65FIrLoNEsl6ysLKZMmQKA0Whk2LBh9O3bl3bt2jFt2jTmzZuHn58fH3/8MQD9+vVj3bp1REdHY29vzzvvvAOAm5sbTzzxBOPGjQNgypQpuLm5ATBjxgxeeuklSktL6du3L337SquNyZMn13kOheIsjJUykdHe9fLnqRj2w7xHIOsoDH4Puj4s6/0iYPJqaVjpGtjgl3weeUnm5eLMxj9faT5Y2YGVTeOfS3FTo9O02l+7bl/GjBlTky6tuA0ozJBv+0f/hF5PQc+nLu+BufETWDldlq3t4el9lz5ArCE5uQGWPCtdmId+AP4dL77PlRL/K/z5ooxkHvqBTOhU3PZc6NmpGlcqbl6Or4bEjeDTFlqPvPi0x9okxsHen2U59g0I7S9WR31UlkHuabD3ANcA83q/ztJe/3rQrA88tkHccI1pTRRlwpJnZILlyXUiykpcFPWgxEVxc5JxBH6eKPUqOh08uASCe1/6/g4esp+mga2LBPrro7JMCiI3fQI+7WHsNzD+v1CYBs0HgI0DpMbLPHo7V+h4X+PHW6qxtmv8c1jZgUcopFXV6zheBytNcVOhxEVxc1JWKMICIhCll9niJ7gPjP8fpB+Ub/8ezerfPueUCAtAWjyc3gydHzS/bzLCny/DqQ3y2tIaIp8++xi5STJy2MUPmvaSWM/Ngq0TjP4cDi8DF19oNfx6X5HiBkeJi+LmxKedzKXf9iW0GgFBl2G1gLjQ2gyXn0vBwQO82kDGQXFBuQef/b5mgpJs8+uKc6r9TUZY/jLYu8OpjdIapuN9ENjt8q77eqJvKz8KxSWgxEVxc2JlA72nQbfJUJwF27+Wh3778WfHQxoKxyZw1/ciDB7NIKTf2e9bWsPgf8Gat2U+fdtxZ79fUQIlOTLuOCEWSnMlfjPhfxKMVyhuMS5ZXFJSUjh16hS9evWitLSUyspKnJycGvPaFIqLY+MgdR75KaAZZV2fZy5tX5MRdv8A8XOh5SDo+kj98QuvFvJzIZr1gWZ/1v2erRN0/gucWCXCAnBiDeSfAa+Wl3a9CsVNxCWJy6+//sqcOXPIy8tj1apVpKWlMWPGDL7//vvGvj6F4uJY2cKRpVJpr7OQ+hXLS/jTPrMbfp8qy6c2gHdraF5Hwa3JKDEdO7fLy0gDyEyArATwbgPtxoh4HfxNeo01j752QX+F4hpzSeLy448/MnfuXO666y4AgoODyc7OvsheCsW1QhNhAUiosgwcm1x484wjkilmYS1ipJlkvWUdqbyl+ZIlFv8zRNwHUS+DzSVa7JnH4L+jID8ZvMPh3rnQagj8ZaWs8+1w8Sw1heIm5ZLExcbGBhsb83+8ysrKRrsgheKilORC/BwphGwzHELuhC1fSPZYpwclaH4hDiyC+Q+LuIz7TlKKT6yVwHp1F+PaJG+Hbf8ny1v+Le1dzo23XIjMoyIi9u6gVUrfMVd/0LeWnwtRnA1J28HJu3GLIhWKRuSSxKVr16783//9H6WlpWzcuJGffvqJqKioxr42haJuDiyEZX+T5YRV8Jc/4NE1Etj37wgWlhfeN/5XMFV9OTqwCMZ9A23HXHh7B08J1hsrxP3mcBlNUL1bQ6th0so/5yRkn4DgyPr3qSiTKvj4OXLee+ZB6B2Xfk6F4gbhkhzIzz//PB4eHrRo0YI5c+bQr18/pk2b1siXplBcgNo1LflJUFkB+jYSUL+Yy6ppd/Oy/yW0wfeLgLt/gTtfkX992l36dXqEiFV1bIW4yJY8LV2M66MkG/bPl2VjhdTUXAml+VCqZsgorh+XZLmUlpYyduzYmpiL0WiktLQUe3v7Rr04haJOWg+D01sg4xAM/MflFSN2fVge+uhkzkptKkrrzhYLGyA/V4Kjp3nZxlmsn/pw8JSssu2zpaVMQNfLP+fJDbDoCUk+GPUFBPW6/GMoFFfJJVkuDz30EKWlpTWvS0tLmTRpUqNdlEJRLy4BED4Guj5at5sq74xkadXVk9XGCVoPF4GycZB1JiNs/RJmdYGlz0vMo6EIGwRDP5LGmHf/KNX5AAUG2DQLNnwk1f/VWNnAgBnw0FJx9QXVEQe6GNu+grzTEuPZqdrwK64Pl2S5lJWV4ehobszn6OhISUlJo12UQlEvx2Ph4EKJYcR9BI9vNKf0ntoEv9wjGWPDP4VOD1z8eIYD5hjO9q8kLhI++squ7cweOPQ7OOmhwwTJBuv6l/O32/W9FFwC5CbC8E/M79k6XV6ftHNxDzIvuzW98uMoFFfBJYmLvb09Bw4cIDw8HID9+/djZ3cNmuUpFKX5oEOaS4K4rhJWwZE/wDdCChArzFY1CaukEh5g/XvSLflibjMbR7B2MLdsqT5XNcW5EP+LzEtpPRJ8LxB3KSuERVMgfb+8trI19x/LOCrWkbEUuv0VCtPN+9W2XBqCHk+I2OosxMJrLIwVEv+yd68/iUJxW3JJ4vLyyy/z9NNP4+3tjaZpZGZm8tFHHzX2tSludxLjYOHj4t4a/YUE7DOPwo5v5f3UPRD1GngEm/fxCDUve4bBitcgemb9WV6eoTDxZzi5HrxaQ7NzUo33z4U//y7LJ9ZJB+ba0ytzTkNhKjj7QUGKeX1esly7Tgc7/wM7vpb1FaXQ43FI2iYt7Ps8d3mfy8Vw8YWeUxr2mOdSkgPLX4WDi6Dbo9D372CjYrAKM5ckLu3bt2fZsmWcPCmZLs2aNcPa2rpRL0yhYMd3EjsAEZRmfSTg7ewvD3GdhdSmnFgvrjKvlmJZGMvldV6K/Bs+su7K+9qE3CE/dVGab17OS4ITqyFlFzTrK6L1411Sz9J2vATQl78ssZWkLXBwMYSPOnvSpc4CArrAwysBkwwbu1SMlZJNln5QMtEulKZ8dIX0QfPtAG1GXX5ngYtxejPs+UGW4z6S2FJQj4Y9h+Kmpl5x2bx5Mz179mTFihVnrU9MTAQgJiam0S5MoTgrdlDdhdjVX6yM05tlWJWLP/xfbyivSrud6AlNe8CKV8UqsHa4+hYrbUZIMWXWMej9jMR0NJMUbvZ/TYQFRHRC75TsrPISODAf/DqKuHR6UGbCGMvlmz6I9ZObBIZ94B4C3q0ufi0n1sLCybK8/Sv4axx4hpy9TfohmHOvnEunk/jPxeprLhcHT3GFmYziVnSop3BVcVtSr7hs376dnj17smbNmjrfvxRxMRqNjB07Fr1ez5dffklSUhLPPvssubm5hIeH8+6772JjY0N5eTl/+9vfOHDgAG5ubnz00UcEBEh32y+//JJ58+ZhYWHBq6++Sp8+fQBYv349b7/9NiaTifHjxzN5svynu9A5FDcZ3SaDox7Q5AFdjV8H+aluPFlRaH6vLF+KF+9bIG4z3w6gD7/yazBWgOEgtBgEQW9I8L+6XUx5gQTMre2l63G78bD4CXnPMxT8u8jcFpCGl0Pfh+xEsTzi50m1/4rX4MwOmW754O8yVbM+ymrVrpQXQWXx+duUF4mwgLjlyhqh3iWwO0z8BVL3Se2Qar6pOId6xWXq1KmYTCb69OnDkCFDrugE//3vfwkNDaWwUB4A77//Pg899BBDhw5l+vTpzJs3j3vuuYe5c+fi4uLCypUrWbp0Ke+//z4ff/wxCQkJLF26lKVLl2IwGJg0aRLLly8H4I033uC7775Dr9czbtw4oqKiaN68+QXPobjJcPaBHn+98PsZR2Dtv6DDPeIC8u9irl1p2v3sgskr5cgymFuVceYbARN+hE4PwbHlkl7cPBr+slyC8jmJ5v2yT8Kov0PKDhkBUC0aBxbC2rdFGC2tRFhAiiczDl9cXELvgK6TIWEF9HxSZsyci28HiH4TdnwDrUc0vNVSTViM/CgUdXBRR6yFhQVff/31FR08LS2NtWvXMm6czLbQNI0tW7YwcOBAAEaPHk1sbCwAq1evZvRoSf8cOHAgmzdvRtM0YmNjGTp0KDY2NgQGBhIUFER8fDzx8fEEBQURGBiIjY0NQ4cOJTY2tt5zKK4zJhMUZYh7qDZFmbDxM1j1OqTtM297bDls+T+xHABOxsEff5P6kNg3xQLwbgX758lMFL9OZxctNgR5yeZlwz6JXQz/GJ7aCb2miED4dhDXWctBcg0WlhD5DCx7QTLW/nxJxAQk7bh6OWkbhFbFgtyayvjki2HvDkPfgynbxb1WVyzF0hoip8o2MW+qeTGK68IlBfR79erFN998w5AhQ86qyndzc6t3v3feeYcXXniBoqIiAHJycnBxccHKSk7r4+ODwWAAwGAw4OvrKxdlZYWzszM5OTkYDAY6dOhQc0y9Xl+zj4+Pz1nr4+Pj6z2HooHIPwPr3oPU3dD3BWg19OL7VJbDxo+rgr8DYfA/zbGQ+F9h5auynHlM2rLsnyfurJPr5Bv43T/DgsmSldV6hGQpAUTcC8H9pOq+3fiGv9fm/SG+IxjiIeYdcPaVOIaN4/nbNmkBDyyWWM+en81tagrSIOMY5BwXN9men8Rt5dsBIqdB5hGxbmrHmC6G1SW4eS9lG4Wikbgkcfnjjz8Aab1fjU6nq9ciWLNmDR4eHrRt25atW7de5WUqbigOL4WdVenA8x+BqXvAWV//PhmHzUWDBxdKQ8f2VdMay2vFBOxcIHamdAQu0kO7ifJQTtoqGWKWNtL9uJqyQrhvrvl1ZZk81B2aXHmGlLFSijFN5TI++cHfRDCqhaU+7Fzkp/UwcYnlpcCdL8EPo6HgDHi3hfsXyrZ+nSV916me8QAKxU3KJYnL6tWrL/vAu3btYvXq1axfv56ysjIKCwt5++23yc/Pp7KyEisrK9LS0tDr5aGk1+tJTU3Fx8eHyspKCgoKcHd3R6/Xk5aWVnNcg8FQs09d693d3S94DkUDYVUrddbWRdwwF8PeTYLWJdlVGUxe5vfCR0NqvHQODrkTkreJJXJyvVS4Zx6FU3HQa6p8y/frKB2QNdPZ9RwFBlj2dzj2p7ilej9j/vZurJS4jKlCBKO+iZPxv8DiquNGvykuJrtzCiuzT8Caf0L2cam1OTcl2DNM7itpq4wzrhbQ9P0SZG/W5+Kf2bWmvKhui0yhuALq/Wq3d+9eRowYQceOHZkwYQLHjx+/5AM/99xzrF+/ntWrV/Phhx/So0cPPvjgA7p3714TkF+4cGFN6/6oqCgWLpRvdMuXL6dHjx7odDqioqJYunQp5eXlJCUlkZiYSPv27WnXrh2JiYkkJSVRXl7O0qVLiYqKQqfTXfAcigaizXAY+A50fwLGf39pbejdmsI9c6D/TAmKN+trfs/JB0Z+Icfy7yLHPbpcMrAOLADP5tLvy6O5CNS6f0nspv/rkqJ8fC1knZCiy4MLZb+170hjy2rif4b/joAfxsL2OmKI6Udg7xxI3QvJO83rjyyr+372L4R9c8Q6+X0qlBdLnGj/fMkAi58LCx6Vc/35d7PLLrCHpFDfSFSUwrp34bPO8OfLZ9f1KBRXSL2Wy+uvv87f//53unbtSmxsLO+88w7ffPPNVZ3whRde4JlnnuHjjz+mdevWjB8v/+nGjRvHCy+8QHR0NK6urjUdAMLCwhg8eDBDhgzB0tKS6dOnY2kprSamT5/OI488UpPuHBYWVu85FA2EnevlVYCbjJC4EYxl0P2xsyu5T26ABY9Bx3sk28otAPy6gJWduL8sbaSNSsS9MrSrOBM63ge7/ydWwIb3JH7hEgDNB4hVpGkiQna1ai9ObzMvH1sOvZ40v845DT+OlQJJW1dJGd71H7GMOkw4/36yj0Nlrd56Dp6gs5Tam3lVfcRqt13RNGg5BNqOFaG80UYbp+4xuyy3/FuKSVuoLDDF1aHTtLpaxwqjR4+usSbqen0rMWbMGBYsWHC9L+PWZM/PsOgxWY6aDn2fE7fSvnmQnyq1KZpJrBSdhdS3+HeRAkP/jhLYj/sEtsySY3i3hrDBYv3EzpRCypJsyE2GPs9K08rg3jJdspr9C2QCpWaCEZ+d3dAyIRZ+qCUGA/8hhZCmSnHBVffNyjwGmz6TOIp7kLiR7Fwh4h6Z+3J0OfwkYylw8ZfCyYSV0G4cdHlY3Icn1knXgCYtZf3FWvBfCwwHYPYdVUWXFjBpmRSiKhSXwIWenfVaLvn5+WdV55/7WlXoKy6JM7vMy4d/F3HZ87O0MCnNhZAo2PalvK+ZxILAAvq/ao4BuPiaj+EWJC6pkixod5e4vPLPSJJA8nYY8p50Fq5N2zFS2GiqBN9zRge7BMrclOTt4NWqKq054vz72POjdDMGaTuTfVzcedXbBvWSOM/BxdBholhl5YXSrsbSWmphfrnXHH9x8ICWgy//82xo9OGSjXd6s9TyBDZAfZDitqdecenWrdtZ1fnnvlbiorgkgvtIOrHJCBH3SZX6vl/FDeYRIlXwbUaJwFjZSpKAtR2U1QowR9wrlfAFqfIQzE+RB32PKebamKPLpKCyeozxufh2qHu9dwvpJHxyvaQTB/erezudxdnL+nYiRtXYOsOAmTK1cv37kLhe1q94RYoNK0rP6SZwA02KvJqBaApFHdQrLv/4xz+u1XUobmXajIBH14rbxa+juKGqq9mzT0gm1oGFMOhfElMxVYJrkNTR6DpLqq6Du0yRTIiVyvymPcUiqh6+BeAWLK4yezd5nXMa0vZKp2R9HZXstWk5REQqdqYE6Qf96+yMNpBYT2WppD+HxUgq8YlY2P6tPJh7PSUCY2kNjrX29WknWWteLWTGTNzH0kmguoCyIclLFutPzXFRXGcuKRU5MzOTDz/8kPT0dL7++msSEhLYvXu3CpQrLh3fWtXnXi0lVTfrmAS4E1ZJixKXAPDvJJbN70/Jg7z1CBj9f2LBpOyGXx8QV5NvR5g4R7oL27qIKLUYDPrWco7CdNk2dTfYucFDS+QhfyEMByDuQ1nePx/ajJSfavJSZLRy2CCJ+Th5iRj99qQE7M/slOO3Hi7bt79LrLDSXHHXVdfHdHpArCvLS/qvd3kkrII594s4j/vWfC0KxXXgkqrMXnzxRXr37k16ugw4Cg4O5r//VeNTFVeIexDcNx+GfiiZU8djxW3m1ASyjsOhxeZCyUO/SXsYkNTi8iq3UupusQ5snaHzAxLIrxYWkLhN6m5ZLs2VYHx9OLhLphiIy8uxVm1UUSbMfRAWPQ4/joGV02V8sKUNWNSq8ald/2PnAp3uF2vGo9nZ52oMYQE4sFgGnhnLYfvVZXUqFFfLJf2V5+TkMGTIEGbPni07WVlh0dDzIRS3F+5B4hraWhXIb3aH1LHs+FYe2rbOEpOIuAccvWUb345i3eQny9wWTYPVb0kspsNEs4ssL0VSj4P7QOIGaWfv004KKQ/MF4ujWd+zmy56hMC9v8KpzVKJf2an9AFrMwpObZFgP0h8yMpGrITKYhj2kdTG6NudXbtTTXEu7P0JCg1yLP+O52/TUNRu2e/fpfHOo1BcApckLg4ODuTk5KCrMu337NmDs7Nqhqe4SjyaSSuU3FPiJnNqIg/o356U/mMhd4poVNfF6FtLmmx+ijxIf5sGhxbJe5oGfZ+X5V3fSyaadyvpWtx2DLgFSrHlgqpZKNtmw183iItO0yRJoDRP+qRt/rdU6ZsqoCRXstOa95d4j5M3uDeTFjiHFkt85aE/zk57rqa8WKZPrn5TXiesgodXNF4VfKcHRIi1Svn8FIrryCWJy4svvsjjjz/O6dOnufvuu8nJyeGTTz5p7GtT3A64+stPNR0mSgBeM0pK7LmtZdybyg9AUa2GpNWZVxVl4tI69bW0iLGyFcFyC4SKIvP2lWVSyQ/iepv7oIhM18lQlG52y+2fL9MlWw6VppP2niI6RRnyvskoLrd9cyWI3vF+c0LB1i/EqqmmME2sp4uhaXBsBaQfllhUwCVaIbbO0F7FQRU3BpckLuHh4fzwww+cPHkSTdPUmGNFw2A4IDEW3w7mjsAWlhDUU5ZNJnFhWdtL4P9col6Dla9JG/p2d0HyDhkeZjLKRMiUXZKNlldVjBncR7oQH14C3f5qDvCnxssDHeDIEuhwLxyRZq00CYNtX0u/s/T9MOB16HivCFfmEXBvDrGvi9sLJHmg0/1Vx/pTXGjN+sn70a+DvevFP5fEjfDz3ZL15eAFk9eIOCoUNxH1isu5442rUWOOFVfNmT2w8z/g2EQaSjp5S0W7Y60OwTu+hT+eE3G542WxNCLuMT9ogyPh4VXm7sdr/iHurYzD8rrtWHBtKgIR95G4vdrfDf2nm6vuAYIiYfNnYs2E9hdx6vSgJA/YuUPeaYnBgLjM0IlgWdlC2m6p1K99X80HSNFnxD2wZJqMGR7xObSoVUdSkidjkS1tJfZUu5FmYZp52mVxhvRVU+KiuMmoV1wuNN64GiUuihoqy6QiHU0shAt1Ha4slxYq22dDYE/JbnLwFKGxdoAej8t2xkrpcwUiKklbxeIwVUDUq+bj1U4scdLL7JRqmrSEYY/Dju9g1UxZd2Yv3H9Oq4rmUTB5vcyeT1gJOSekmLLYUjoBtBhk3jbkDmlECZIC3fF+8G4jBZjOPpKhdny1WDedHhCrzNL6/DToTZ/ChvdleehH0PUv5veCIiV9+eifUvFfO1CvUNwkqCJKRcOw+0dY+owsD/qnWSRqYzKKZbH6DXl9cKG4s6zspbiyrFb1OprUgxj2yYO7up1LfR17Ww2R1ipbPgev1hLIt7ITKyUsRoSjKF0q5Xf/T1xfbUZWCUQryQjb+5O4yDo9JP3AWg4V4XRvJnEYh1qTLiuKJNajbytZZIlxYu30fUFE7uBvknbcula9THG2pDqfWGteV7t7M4jVM/YbKM2RAH1tK0uhuEm45IT7tWvXcuzYMcrKzCNqn3zyyXr2UNxWnN5sXj6x9nxxqSyTlij5KeaOxzqdxFo0TcQgfIw0mExYJcHxtVVfbqLfgJMbxX3U8d4LX4OzD0Q+LaJgZQsWVjJmeM3bYmV0e0wq8VO2ywhigBNrpCiyaQ95yFfHXk5vFIumupCy9VARhl0/QttxUvnftKc032zSQoQs97TcZ0m+WGebqxptFmdLJtuJ9dI8E6DPc9JhwNJGMtrOxdoOrH3PX69Q3CRckrhMnz6d0tJStm7dyvjx41m+fDnt2tVT7ay4/Wg5WEYTo8mQLBDXVkGaiEXGYSjJEUHp8wKk7hJrwFEv7Vaa9pKH+/yH5UF9Yp352Gd2g3dLiUNoGmydLYH64N4SI6ndwt9YKUWZ2SclS2zTZ7K+LF8aRYb0hUO/m7fX6aRdPog7auuXVd2QO0Hsm1KRX5whlpmljRR7ugRAy2ESpwnsIX3S0uIl0y3+F6mt8apV0JlzSv7d/T+xnEDu+fEtYtl4hjbor4Lja8RKa9IS2k+ofzCaQtFIXJK47N69m99//53hw4fz5JNPMmnSJB599NHGvjbFzUTbMZLRpZkkzlBRCuvflQfr/nmyjZ0b9HxKvvVb28vDtjRPHoBJm8HaUToLJ22XYP3pTbKfe7AE5EFiNtulmJd9cyVjrMPdYqmc2iz1LX88J+/7dZH4z5GlIiLeVf3FDi6RRphF6SIOAV3EpZW2H2LelgSDE2vlvfQDkha871cRl7wk+XELhLt+kJ5o++LkuOVFMt7Y2V+C+md2SRyoaQ9x1QX1ks+i5WCx2KztzFlyDUXOKZhzrznJwNFL3IUKxTXmksTFzk6++djb22MwGHBzcyMjI6NRL0xxE1K7f1jGYdjwwdn9rcryJRMquK8EvkvzZP3xWLFcHDyk5bu9hwTx24wSYclPNR+jvFZcprxAUoT1baRFy5x7xe1VzZkdEPOOZKAFdJECSU2TyvukLSIW3m1lvPJPd0t9SouBUq3v4gspO+GHcdBujIiaiz9wSN4P6glh0SJQ++aIC84tSKwZSxtxpz21U9rv//akiG6LQdKif9nzUoR5LFa6Ajh5N9zvoLLUXL8DZ2eyKRTXkEsSlzvuuIP8/HweeeQRxo4dC8jkSIXiLBJiIStBvqHbu4tI5KfIt/jsExJTObleqtbb3S0P6ewTEhB3CxT31KZP5VhNe0rfrpJsybYKjRK3WkBXEZXMo2JZ7P0Z0InAaCYRMN8IcbF1ekgmVZbkwJ6fJK346B9izbj4yUO4/V0SlC8vELGoHoFs6yxFnDpNREMfLucO7CmZa3+8IG1m+jwvllpZvnlQmLFcxDU4Uiyp6rTiUxtFvKoLPlN3yzEaUlyatIARs+RzDI2SzgIKxXWgXnGJj4/H19eXKVNkpG1xcTEtWrQgJCSEhx56qN4Dl5WVce+991JeXo7RaGTgwIFMnTqVpKQknn32WXJzcwkPD+fdd9/FxsaG8vJy/va3v3HgwAHc3Nz46KOPCAgIAODLL79k3rx5WFhY8Oqrr9KnTx8A1q9fz9tvv43JZGL8+PFMniytPS50DkUjcnID/DhOHqSh/UVg2o2Xti4WFlIsWZYvlgbIgK8+z0pFfdJmEZba1fjlxSIeznppE9M8WjLGvh4ggXsnH9jzg/Qbs7KRVvP27iJeMe/Ig/Xg7yIsIK9/e1KaWIIUQxamy4jfNqNlBkvmUfP5K4rBxkGKLldUpT4f/RPufBVOrpXXG96Xrs1+EZB1Ero/LsczHDD39grqJcJWXijiGthDep3lnJB0Y4+Qhv096HSS9NBh4tlp2grFNabev74ZM2bUVOJv376d999/nwkTJuDk5MT06dPrPbCNjQ3ff/89v/32G4sWLWLDhg3s2bOH999/n4ceeoiVK1fi4uLCvHnij587dy4uLi6sXLmShx56iPfflxqAhIQEli5dytKlS/n66695/fXXMRqNGI1G3njjDb7++muWLl3KkiVLSEhIALjgORSNSPUckaY9xZW1+k0Z/hX/s6QUd3xAmju2Hi4WgL27VMaf2QlGk7iRmvaqmpPSCZp2Azsn6PIXiefYOcuDs/tfZSiYXwdpsW+qkGJLO1cZRHbXD9DtEelD1muKpEV3fED2C42CiPulOr84Cw4ukk7HpzeZ3UethsoAsDFfw5APJUW6Ni6+5qFhDl7iystPhfl/kZb9mQkw4Qe5PpC4z9CPZHRy2/FiYY2YJddgZX+2oF0qp7fA/EdhxWsy2rkulLAorjP1/gUajUbc3NwA+OOPP5gwYQIDBw5k2rRpnDp1qt4D63Q6HB2lQV9lZSWVlZXodDq2bNnCwIHSVG/06NHExsYCsHr1akaPliyjgQMHsnnzZjRNIzY2lqFDh2JjY0NgYCBBQUHEx8cTHx9PUFAQgYGB2NjYMHToUGJjY9E07YLnUDQiQZHi6iovlNTbaivESS/WwsGF8MezkqllaSfpvAmrxKXk7CPDw36ZKNuXZMO2ryRms/sHiYcc/E2O1/4uaThp4yL7p+4V0ck8KvGOJc/I+QFsHSUleuRnUp9ybCVoFSJ6mz41dzGuKJF4ytHlYoFF3AsbPxFLx8EThnwg7qWB78Cmf0O7cVKfM+5bcedlnzCPcs47LRYRSKbc5k9h0WRY/hL8PB4yjkqMZtuXsH8ubP2/y/ucK8pg6bOSYLDpU0lqaGhK86DAcPHtFIp6qFdcTCYTlZXSaG/z5s306NGj5j2j0XjRgxuNRkaOHEmvXr3o1asXgYGBuLi4YGUl3jgfHx8MBvkjNhgM+PpKXr+VlRXOzs7k5ORgMBjw8fGpOaZer8dgMFxwfU5OzgXPoWhE3JtCryclO8nCAloNFxdS2n74v0gRGGOFbHtqg7iHuj0qXYctLcWVZOMo8Yjcqi8uFpbiRju6TCyDrONV52omWVfhoyTTrNdUERqAksyzG1TmJUPsGxA/R9J+c5PM7xWmQ78XJQB/YIFYTYPfhb2/iHvr6J9wYJFYQvctkFb8GQch/ld5uFtXpUB7hMhUShCrzbsqDTknUQSmunamokRcg3Zu5muwtoekbVf+uVcPIWsoUuPhm4HwSXv5HBSKK6TemMvQoUO57777cHd3x87Oji5dxI986tQpnJycLnpwS0tLFi9eTH5+PlOmTOHEiRMNc9WK60tpnsQRcpNkhHHTqi8dHiGSmRX/a1X9iIV8kwfQkAB/SbbUwZg0ST0+8qek9ur+gPb3wOHfoOdUCYp7hkpjSpBjVbujbBxg6Aew5Qvw7yz9vHw7SHfiPs9JV+Vq9v4iFlBYNNg4yTGrCz6bD5Br+H2a1NGU5ooAOOklBRmk5kXT5H68WksMyS9CXICHfxdB1LeBCf+TIL5HiMSITm2R9GadlQTxz+yBzg+BT3sRYGt7ue+cRPhuMNw7V0YMaKb6K/KtbcXNtuMbEbt2DZxYc/RPc8eAFa9I9p2dS8OeQ3FbUK+4PP744/Ts2ZOMjAwiIyNr5rmYTCZee+21Sz6Ji4sL3bt3Z8+ePeTn51NZWYmVlRVpaWno9TLxT6/Xk5qaio+PD5WVlRQUFODu7o5eryctzdwvymAw1OxT13p3d/cLnkNxmVSUSoAcTTr7VhfjHVoCf74oywcWwuMbJfZg6yguL5AHsl2tDsDFGWKpGPaLK6uiWAoR85Jqbe8i6ceWVdX17SdIxXtavAhS9UTH0jzpA6ZvI6LRfoIUTdq7SS1L7W/z1e1ijq0UV5ydO4yeLSK363uxoFoPl9iQsUISB9qPl9iKySh9wloOkswxw36JAcV9eHbL/YFvnz06oChLRiwXGSQFOuIBiblUF0u6B0nLmU/ayn2H3Clpz8dWSTxl4NvmztB10bS7/DQGLrXGH/hESDcFheIKuGgqckRExHnrmjVrdv6G55CdnY2VlRUuLi6UlpayadMmHn30Ubp3787y5csZOnQoCxcuJCoqCoCoqCgWLlxIx44dWb58OT169ECn0xEVFcVzzz3HpEmTMBgMJCYm0r59ezRNIzExkaSkJPR6PUuXLuWDDz5Ap9Nd8ByKy2TX97Dsb7Jcu19YRbF5m9A7YdET4B0uD8y2Y8DRExy8If8M9JwCRqOIT06i1HeAvDZWSFbT3p8lfTg3SVKCnX3lG3xOorjaQNxn++aL2JQXSa0ISK3IsA9h0WMiVIP+Cd0fE4ExVkgQPz9ZBMnGETZ9Iplha9+RB3vmMcnaqq65ObxUvrkXZUh8Jy1eRBbEqrGyO7vWpnZNSTWmCiivErXkHXKP51bhO3nLdabulTqbE2tEjIMiYd0/4YHF5m3Tq7ob+Eac3Y2gMQgfI/Gyokypy7FSWZaKK6ORhnlDeno6L774IkajEU3TGDRoEHfeeSfNmzfnmWee4eOPP6Z169aMHy/DjcaNG8cLL7xAdHQ0rq6ufPSRVGSHhYUxePBghgwZgqWlJdOnT8fSUtwG06dP55FHHsFoNDJ27FjCwsIAeOGFF+o8h+Iyqd0v7OQGs7i0GiKxlNI8qaa3spNeYL/cLdXnm/8NrgEy5fHIMun3lX5QHuK5p+SB7B4sD3ErOwmY7/5BZqmA1JTkJUmcJC9JMrj2LxA3WO5J6PW0dFCuKJaCyDN7ZV5K6+ESvwgfIwH2TZ9JIN69mQilhZW4rSytxUVWViDuN7em5vt09YfkrbKclwKD3pX9Nv1bkhJS90iM5+hyuYfwsTLK2M7FnKHl7ANjvoJ174J/J2l+eS5WNnDnaxIrmvuArCvNE1F0rGVpn1wPP02Qe+39rHQkaMxMMBt7EVWF4irRaVp1tPH2ZsyYMSxYsODiG95O7J8P8x+R5TGzpW6lNhWlUnfSvD9s/FhcZ2d2S9AaRBQOL5VYQ2h/yZRK2iKxCTsXCB0gVkhpDjg0kQd9cZa4vzbPEpdTnxfE9bXpM4lxgFgg7e+GY8tl7kpBmgTlE1ZJMN2tqWSM6dvCipdFwLr9VYTKxkkEpiRbpl16tZZv6MdWisVh5wbzJ4lVM/pLiRUtflxiLwFdZb8CA0S/Jfs4e0kVfsR9cOeLcvxqqmM19VGUBQsfg4QVUgDZaRK0iJYZNADr3oM1b8myrTNM3SuWoUJxg3ChZ2ejWS6KW4C2Y+WBB+fPI6ksl4rzHo/LN+6waHANFLFI2SHbOHiJNWHrLgKQukusmabdwcpBHrxbv5BuwuGjJX4DYpU0HyDWQXGmuI5qN1/0ag1ZxyTwXpQpwe3q63X0NncjDrlTruvYSgnWH1osAgFSRKkZpcYlJxEiJpqFwHO9uOVc/GHpcyIsIPfVYrCI1qk4sLSQOTQgadAtYszpzeXFcHKdWD3N+krvM4DM45C4XgSweX9xhbUaIokQXi2h031nB9B9O0iA32QUi6x2HEuhuIFR4qKon3NFBaSly7avJbANEPOmFA8eWynWSrfHwFgqlo2lnWR3rXhZYiD+XaCyRNxk/f5uboViqpXaXlkqloiLv6zPSxLR6PmUfHvXWYggNQmTepRqjOXmCnyQ+hO/TuZMs4j7ZIZLebG0Xjm8TGIjGUfkun0iwFQGTSPB0UMsFEtLKfgsyZH9/TrKfSx/CXo8IeJhqpTrtXfn0Jl80vNLiUz/EavVM+U6qoeB5aXC8helEaa9u7gD3YNlWmU1TVqc3WiyRQxMWiYWXdNekk6tUNwEqL9UxeVzYLF5lLBOJ9ZKzkl5fXiptEzxDJVv814t5eHbcgigk27Dwb2lrsVwQLbdN096fbUbL+vajZNAunuQCFHIKKnC9wiRQDzIths/lXn18b+KJdDuLonnnFgnFk+HiWIFNQkDz5YQO10C9UUZUidj6ypxHZBYSt+/SZzp1GYRTGe9CI2VvbjLcpMka6xJC4ktOXjIZMozuyCgK9tL/Lj/240421mzwSfW/J/rzE7gL5B5RIQFRKySt0t8ycpWEhXAPBStNoGNlBmmUDQiSlwUl4+FlTxYLa1lCFdeigSuU3ZJ6xS3prD8ZbFAck+L9XCoqsK+1zQ4MF/iJt5tJT7j01biIkeWSRZV2gFwDYLgOyRFd8OHkoVW3YIfxPKJmAiH/hD3mFdrKZhMPyQxm+5/Fctp6/9BwRnw6SDXlZ8i+9t7yFwWkIe7Z5hYH7Yu4i47tVk6OCdtARtnueb8M2KBWNmYW+WHRcsPcHDTSd7vkE7H8p2Ue0Zil5sgQhZWNQ7cI0SEojRXrqe8SJYn/CgzYHzaQ1DvRv7lKRTXBiUuivoxmcS9ZOskWVAgtShl+dD37xJ/qK5daTVUugbHz5FCweoA+pnd5ir1tHjo8qjEGFL3wraq9ie2zpLKnHda+pPF/yKWT8S9UquSeUwaPuosJB4SPk6EyC9CXGZndkvAv0kLEZtNn0CPKSIsIDNkek2V8zp4ShX/+n/JNjpLicek7JBU4FUzpHr/4MKqoLyFxIQsrEREL0CUWxqBq1+osUJMQz7AIqiX1OOAdDG441U4vkquD2TcwGMbawRKobhVUOKiqJ/tX0mti7MvjPtOHrrpByXQ3HKwuMXyksTVZd9ELIOkrZKdVZQhwWgXP3EHNe0pD28bB+mtVR38BnFnGSvEraazNCcF7P6fiNb22TDoPej9nIhK5lFY/bpsE/OWJBi0GimpyQnzxSWmaWINpMVL08zMBMnKinpNBAREzA4vqZrzckpcYZrJXJkP8jq4rwwCs3WWJALNdF6r/MDiIxL3Ce4DVrZYmIxmYanmVJxU57sHSyJBWb5kqSkUtxhKXBQXpiRPmiO6BUkxYtI2aTNfli+i8sBvkgWWexrcmkn9hbWNpOkeWgId7pJU24OLJBifsApWvyHpwr6dxCJqP1FarUTcB6uqOm1b2cjxNU2C+iW5kqp8Yg0EdBNrp3bKb/ohcAuGVa/JA7/HFHHVlRyTIHhgD/BqIW63NiOlD5hvhMRZNJO0gKkujKyuMTmzC7o+Kq44fVtx8Tk2kXqfuQ/J63HfSmuXamyc4I6XRTgrSqTa//RWczV9aZ7c65GlEBIl4wI6TGjYeS4KxQ2C6sutqJsjy+HnCRDSX9J3d34nD+PqGhZNk1ntSdtlqFdZPix7Adb+U8Sm11MSvHcNkAdqZYm5Z1X6IXnYW9mKK6ssX7K4uvxF3j8TDz2fFIuly6MSx+n9HGQnQEmGfOP3aS8CZGktD+md34rVkJcsbjr3phJ70beBoB5ynaeqxhEfXSYNKns/L4H+XlOlFifmLSkObTNSZrygq0oQWCtZYpVlsPcnSRYoL4TNn5/9mbUcKNZPUabEU/b8KK63iqpgfWq82Uo6HiuxmJaD6/89VO+rUNxkKMtFcT6F6dKFuLxQsq2qA+lJW6DrI9IM0q9j1Zz5buDqJy3yNZPsU5AiD3L3IIlt3PGSxFdcA+Th7xoo39arLYZqqyH6DUlVPrNLplpa2shQsPwzYj0Mfg9yToso5J6CqBlSgFmaIwJUUDUO2aGJuNjs3CFxo7S4dwuGHk9KrMNUKQJXnC5iApJ9VpgOHe6WFOSDi0WU2k+Q4HvT7iImxnLz51Q7TbvQQHbSYRxcmlFTkePiB4UZSCUmcs82TnK/VraSKXYhNA12fi/p3iF3iivPqclV/VoVimuJEhfF2ZiMVX2sOkpr/IzD4t459Ju0WHENFNdU5hGJrzTtJa1bfNvLOn24CISFtXQjNpZK+/0jf8hDMuRO+Va/5BmImi4JAEUGcbt91U/SiY8sk2/1Lv7mwHfKThGXvNPidrK2E+GztpcYTegA8GwurwvSIO4D6PqYWBnN+lY14DSZCyIN++T8O74RwXMLEvfdpk+h9UipL6l203WYCK0Gw+E/pKV/+GgRvcin5P3KMhI3LeTJ+CAsdW14v8c7hFikY6kZIfIZcwGoV0tp3X9mp8SAqgeK1UXmMVg6TURm13+kkWWHu8/epqxAXJfOPqr+RXHDof4iFWaMldLGZc1bIhBRr0mHYn24iErBGYj7GLo+LPGD4D4SnA/qJWm9Xq1FRFa/AR0flBoQSyuJVYDETFoMhFObJGaReUSsnBaDJWCvaRLQD+gq3+xLsqXmJWWX1M2c2SkWSXXfsp3fynFdA8RtVpgmw8iqyTsl7qc2IyXVuWkv8FldJWb9YclUadl/x8twIhayZJIphxab26+AtM6vKJV06KXPiOCO+Uay0gBK89iRacH+TBMA0WuD+fPp+2nlW0er+kvtaGxtLwPRyqoaap5bmZ+dKA1DkzbJTJo+z509JlqhuM4ocVEIx1ZIbUd11b3JKFXhZQVmK8XKVgTDtakEu9e8Kes7PQArX4XIqfItus1osQycfcBULsWH4aPFLWRpJ7UklWWSrtx2rIwJrs7M6vSgiISmSQPJzKPSsDHnpFgVAJ0eEoukmvwzEmcJiZKalL0/SR2OhaU8cAN6Stfm3CS467/StmbxEyJQ7sFQlCZB/qPLxbJxC5a0ZxtHsbJ6ThHro9MD4BMuVlnt8ccOngQ2DcZyfyVGk0ZzL3uaONle3e/DLRAm/ijuwSZhIoa1SdwApzfK8tp/SGsYrxZXd06FogFR4qKQGMPcSVLM6BooqcXuQbClKmDtGyGt8POSpQhy53fQPEoezH4RIiKugSJOSVUdhdtPkPXFOWKBuDWVtOLibKkzaTVUMs/s3MRy0IwiWru+F+GwsITOf5FrKcmWeS3VlObJw7YkB9L2Sf+y4hyxmPq+ABUjpRNycabEZdL2gg65n4xDYj25+IslY+cqsY3SvKoHdEuxZpr1E1dURZHMiAGxwuqqlrewpHv3vvzgeopT+Rqdm/vTxPkqxQXEMgzuU/d7Lv7mjDr3ZmdPt1QobgCUuCjkIWVhJYOqWg6W1viYzO9XFEOPqZJqXJIDAZ3l3/wUsQJyTktcI2WneR8rO3HdNB8gVk1lqXkuil9H8wjd0lzIPCzJAJZWci4bJ3FBJW2F1qPEevLvJOezcZLr2PsTtLtHamdyToFXmAwrSz8swXiQlOg1b5pbq4SPkfoZCytpK28ySQPMwqox2Pt+hTtelBk1AJ4hZ39O5UUijk7e5kaU1Vjb0bNdS+oZ8dWwhNwBE+fI6OdmfcBZpTMrbiyUuCjkYXnX95CwUsbyluaJW6nFIKlTadYHDPFisXi2kEmN6QckJRjEBdZ6uATUjy6XeIG1vVghLn5yvFObpI9YWYEEwzWkUl1nIYWJO76Vh/6dr4iba8c3Ijhp8eIGs7QVt9Tx1TIKoOVQOL0BDlS1+g7sJoH8fn+H3f+VdZUlZmEBcXm1GATr/iXusuYxEjhv1k86GPu0g4KMuj+jQgP8/ozUqHR5BKJfr7sP2LXCwuLsGhuF4gZDiYtCCLlD0nJPbxJhcPQGrzYQ7CEWSdp+Ca6XFchD36ejuMEKUmVc8dE/qxo4dpMBWidipXbE2l7auugsxA1mLJe0YX1buPNlcXtVloubzMJajtF6uLjQKqssnSYtpKuyXydxAXmHy0yTkhwRJM0kAhH3kYjjHS9hKs0nyyGUJh3uQZe4QSwrr9YSm9FMIjpuAVLzYjJK8sLB3y4cbE/aJsICsONrEdimPa7Fb0ahuClR4qIQsk5KSnHGIXGT3fmaPEzLi6oywiIlJRYkrTcoUsb0Jm8T66TgjAhE5jEpdtw/X1KF24wQF1j3x801IhmHJfvLWAkl+VLNX5IDzv7Q7RGJo3SeJLUsDh5S7+IeLMJzZhf0fkYEIf5XsUT8O8vr9nfLPokbsUhcT1brqXxXMYTI8Cg6VuzFIWmLdGdOi5d4TGW5fPsPHQDBkVWzWtrU/fm4+Ml1GMulXb6jt7Tuzz0ly2qAl0JxFkpcFELCCnMFvaZJxlb1VMhTm+TBW01lmbihSvMldbjTgxIrObxUHvbVfcEqis3zWmydJV05P1lqWirLJH7i30VSfwFC+kBsVb+w5v2loj2ot3QG8GopKdHW9mDtJCnJLQdXWSGl4uoCOWaPJ8DVj2AHaw4dteCrQ45saJ2BQ8ISaRA59lvpLbbzO2lFE9BVjl8f/p2le3H6Qemj5qSH5a9IOrRvRxhfNRJAoVAAjdj+JTU1lfvvv58hQ4YwdOhQvv/+ewByc3OZNGkSMTExTJo0ibw8yePXNI233nqL6Ohohg8fzoEDB2qOtXDhQmJiYoiJiWHhwoU16/fv38/w4cOJjo7mrbfeonpi84XOobgAR5dL3KTNaHntEQIeoVK/4tq0yuqolCI+3whpzWLYL/Urnf8iD/jq+S5H/5QHcTV27mLB5KdIG/x+L0mmU6FBYjLWdlKk2P4uczoyQNp+yvu9IsWNpkqJ01SPM97+tRRTHlgowfvcZPN+5YXSsuXwUuwq85nus5F3BgbgY0oT0fHvCnt+ELfcsE9lhsuu/8CWLyRYfyFObYbFU2SeTF4yZB8319mk7ha3mUKhqKHRLBdLS0tefPFFwsPDKSwsZOzYsURGRrJgwQJ69uzJ5MmTmT17NrNnz+aFF15g/fr1JCYmsmLFCvbu3cvMmTOZO3cuubm5zJo1i/nz56PT6RgzZgxRUVG4uroyc+ZM3nzzTTp06MCjjz7K+vXr6devH7Nnz67zHLcVFaWw5ycRgbAYaDnowttmHZdaE2d/6PeyuH3O7BDrwreVWDBuAYAOfG2rUoqzpKGkrQsE9jK7jFybQt4ZaD1Csr+824iAFBrEjWRhCWWFEiOxsodts6WTsc4C+r+OdngpuvJCtPAxnC6yIDA/DVvnJoCVNL/MOSniZO0krrniLAjqhVZZhu70RnFzleaLxVSUQZDJRLO+7aFvlXUU9wls+be40HSWsO0L2dY1QLo6dxhf92d0cBEUpcvy+nfhvvmS3JB1VJID3INlDs2eH8WN2OkBSb9uDE6sldoW1yC44+/iYrwSDv4mx/LvJJ+HqvJXNCCNZrl4e3sTHi69k5ycnAgJCcFgMBAbG8uoUaMAGDVqFKtWrQKoWa/T6YiIiCA/P5/09HTi4uKIjIzEzc0NV1dXIiMj2bBhA+np6RQWFhIREYFOp2PUqFHExsaedaxzz3FbcXy1VJPv+AbmPiDt5i+ERyg07S0tXNBg00dVo4EtxepI3Ah/PA+Ja6UupDhL9juxVtKWTZUSI2k1VCyQnBNyHHsP2Xb711I5f2qDCJB7sMxrcfGDsIHSnj+gG+QnowuOhNYj0E7G0fzkz9ju/0XccjnHYMUrsn9RpqQdF2VKMaeFJbrm/dGiXgNHH8lsazUMXPywaBED5SXme9UhxZZH/oCMg2a3XV4yVBTW/fkcWyExoWoCusoIgrt/gBGz4IHfJbi/9h0RrvXvSfyqMSgvltY5p7dIz7T4X6/sOKnxMO8h+ftYPMXc1FOhaCCuyVeV5ORkDh06RIcOHcjKysLbW3Lyvby8yMqSB5XBYMDHx6dmHx8fHwwGw3nr9Xp9neurtwcueI7bitoNFo0Vdc8MMZnEXVVkgOxjUjti61rVqVeTdi2aUVxmIAO5QgdI/KSsQB6yWQmSyuzgJccylkvc49DvkhjQaZL5fDmnoMN9EkOJfEaGgWWfEMsqKFLcXkeXA6Bz9AZ7Z9nP1V+OFxQp1ljuKameH15Vsb/kGSjLRxfQTYoeS3KlM3OrYSKK++fDsI8kftRunHQJOBUn3ZibhEkSQsidIjp1secXcX21HStuvr7Py2dXnC3X4Vo10dI9VD6742vOToFuSHJOiuBXU90r7XIxVUoSRDW1/14Uigag0cWlqKiIqVOn8vLLL+PkdHZdgE6nQ6fTNer5r8U5bkhCo6D/DHFHWdnJwxBEAPb8IuvKC6VexSNULB1Nk6JGnUWVaylfakUcvWTwl5OPjAMe8r40sixIExdR65Fi9dg4VT24q9qSaJoU9+nbynU07y8iVlkix7ZzlamWIFlhKTsg4j60vGTymo/CvjwD28pySUUGcddVH7uiGDKOyvX3eELGGSdvk2tL3S3tXJY+J2JzYo3Mkun2qLjUevxVLJ8d30m9THQvqbx3cKv7s9SHw6FFIoRRr0rngZ3fS1JAaa7EodqNh/ifpUNz5DRoO64RfqlIQkOTFmL9WdnW3THgUvDtIOK892exHtV4ZUUD06jiUlFRwdSpUxk+fDgxMTJH3NPTk/T0dLy9vUlPT8fDwwMQiyQtLa1m37S0NPR6PXq9nm3bzMFSg8FAt27dLrh9fee4rbBzkZqQ6uyrI3/ApOWw63/izipIBXRSLe8RJkH4w0vM++vbyKyVhFjo9bQ8yArTIGmzuLoSVpm/nVvbgeGAFDQ6ekv22PavRAzKCqWuxcVPenbZu4llYeMiLWMOLpJjOHmLIFSWovMIwW3tS/Jtut0EiS0MeEPSnZtHS7Fnh3tkaFhpniQRdH1UHrwbP5Vg/8HfJYEg95RYJk5mKxeAjvfJz6Xg2RzajhcrxzlArKfTW0RYoCqbrZU5JrN/voyAbgw8QsQFeXKdnDP0AtbWxbCwhM4Pyo/iwuQmSSq9ZhKXr0ezhj1+ebH8XzJVypevcxuU3sQ0WsxF0zReeeUVQkJCmDTJ7BqJiopi0aJFACxatIj+/fuftV7TNPbs2YOzszPe3t707t2buLg48vLyyMvLIy4ujt69e+Pt7Y2TkxN79uxB07Q6j3XuOW4b0g/D7p8kSF9ttWUehZKqILyDh1gd/p1EEE6tE7FpPVyaNJYXSQ1IzydlfouVrQhJWYH0+UreIYITcY9kehVnmWe+FKWLVRQ1Qyr7N8+C5O2SiVaaI/9JD/0usYnSfPM155+R9vpHl8l/uIoScdvsnwfH/pQCTEdvOXbXyWJBlVZlAZoqxT2lsxBhAbGMMo9WVfMPlh5o8XNh3zxIP3Lpn2XGEVjwsMSIVr8JCX9K00vPUBFMkB5lVrbirgofI26+aqFpDEL6Qv/XpJBTBeEbl21fSZfwte9IRmFDs/u/8Ov9MG8SbPm/hj/+daTR/jJ37tzJ4sWLadGiBSNHjgTg2WefZfLkyUybNo158+bh5+fHxx9/DEC/fv1Yt24d0dHR2Nvb88477wDg5ubGE088wbhx4maYMmUKbm5uAMyYMYOXXnqJ0tJS+vbtS9++MpP9Que4Lcg5BT+MlXoSO1eJeez+XsYJO+qloeTO76RZZEk2dHxARCdlp/w46aU4UtOkDb6zr2SeZRySrKjez8pDdP27sm37u+S8zfqZe3rZu8l8+z7PS5Df2h6WvyRidHBRVY1MnnTxTd0t36K9W4vllHkULHTm7LPg3uYJmPbu4mLLqrJEIu6Rb5Wh/UUEck5KXObURvlWX21ZWNrDgkfE2nD2geC+0H+6dB6+GMZzYhNalXsx45Bk1ukQt9mRZdI0c/WbVanZR2HC/65vixjF1VNSKz296AKtga6GNHPJBac2NfzxryONJi5dunThyJG6vyFW17zURqfTMWPGjDq3HzduXI241KZdu3YsWbLkvPXu7u51nuO2IDdJhAXM3+z7vy7ur4yD0gHZvZl5EFa78dLm5fhqsRba3SWB6soy8es3j5YHJkhiQGWFtFwBiaMkrJL1Xf8qFo+1g/kBnHlUCiuryUuS6v7WI0Qotn8tbWdMRrSc0+gsLNFsXdHlJEoxpr279BQ7s1vcXrlJkHtSCiGzTkg2W+9noM0Y2DJLLInIZyUVOO+0zKZpMQgKkkVYQCy2iqKqAWGXIC76NjDqc3En6tvK9ds4Sgp2mxFgX+XG8O8k3zyr7/3kGskwU+Jyc9NlkiStmIzQ4/GGP36roZL1ZzLeci5KZVPfani3gmZ3wMm1UmNirBDRSIsX6wEg4l7z9mn7pGFj50kSA9nxHehbm62Q/DSZxXJgodR12LtKqnHH+6C0UNrSF2XDgfkyBhmkl1iXh8WF1W4CpGyXtiuG/WIJWVhJ2/3Q/hI/8W6Drlk/CB+DzsZJAtYZR0Rc0vZXjQPWYOOH0mV565fyH77dXWBhjSl+DlroACxL8yHrSNV6S8hLkXHGXq0k6J66R5ITPJqfXZFfmAHHlkvdTYtBEuyvxlQpQtLpIUkGqCwVv3tgd7OwVBPUU+6vIBV6TTUPE1PcvPh3hof+ADT5m2poWg6CJ7ZIwk2T5g1//OuIEpdbDStbGPKexDlA3GQWFnBspXkbt6bygDdVQtggOLpSGjYWpYOdM+LrQSwcvwgI7CF1KFYO8Mcz5m/nHSZKm/oWgyUgX43OUqwIaydxK9i5S+wno2oMsq2TBPzvfFWsI2dfebhXz4Lp9KA8xFNPSSZacbrU2oAIVupeWd73KwT2xOL4KnDxQ2sxGJ21gwhkzydgwAzY9SOE9IO2oyXpwNZN7qm2MMR9YPanD34Puk82v3fod/GHg2RVjfwctAq55nPx7QCPrJIYVJOWYGVzWb86xQ2KRaOFpoVbtG2QEpdbidR4GX3r3QpObpDsri5/AarasxtL5Vu4nRvc8YpkUu2fJ3Ubx2PlQerZ3DxpUmch8+oPLJTsLN8Is7CAHKc0T7K2Oj8sFkL6Qdlv6xciEjYu0HqYORZRkCpdk32q5sfbupDh0RlX43JqHsWl+TKsLGk7REykvCADy8oKLAsNZ1e9e4RIBhlA/hl0hWly7u2zZeZMh4nyU1YocRgHTwm+n/uwSKzl684+UbOYV1JBXokdfp4tsco6IkkLOh04VQmLySRWYW1LxzVA7rOsQLLoFIobmdJ8+TLk7Nvgf69KXG5GTEbJ+rJ3M7dTyT0t/a0srcWd5NMWsh2kUrxZX7EKmg+oKlT8A06skyyqNiOhtMA8ez4rQeIgZQXmmE1wb4kzWNvJvPbjsbKuOFeC5sF9Yf2/xA3n30ncYKX5Ei8pNwAW8mCvDog6NhHXklswpO4kLrGIliH3EWrrRL6lB7bOQbjojFJTsudn4k+k0TLAG2eHJlJf0/NJ+QzsPcypzC0GimXi31niRUnb5Ce4t8R9Nrwv2439Rgopa9N7Gix4FKwdqwpI4URGIdN+2U18isYzXd7hieZrsfYIkkw7kM9xxWuQuF76k3X5iwhP/Bw48qdYb50fkM9eobgRyUuRL6Mn18qXyQEzGzRGqMTlZiDnFOz8jwTMI+6VB9ju/0kjyYh7pX1HTqJYCvo2kumVGCcC07QnnN4s38hbDZFsqfif5bhHlklAMfu4NIjMPSVutfJiCTJGvyXndPQSC6GiRFrV5yVL8V2fv0mmWfXArvSDEmyvKIXoN0WgTOVyrN7PSYZVRbHUzxRnyzbbv+GOzg64x30ATXti79sJ+7zjInDph+DQb9j7jsYm+5i5RcnmWVItX5ZHZYeJZNn44ZJ7GDv3YHSntkC3yVJQaesiFlyO2RrhzB4RF2OFiE7uaYn9PLVTMtSq0os3n8giPkVSpT/aUcbIiFKCu0aZU7sTN4hbDuCP50REnH2lOr/689ChxEVx45K0VYQFxE0dMfHsprNXiRKXm4E9P0Lch7Ls4Ck1IiBNH519ZQiWXyexOhw85A8FpB7Fp4MIi2MTmYXStJfELSpLJVXZWC7xmD7PS/W+T3t5+EfcD3aektm1ZZaIl4OHpC4f/VOOX5gqyQPphyQ92Ke91J9EPiPBfQcPpFCzkwhcYHcZ+gWSHGDjAOGjcStNkfRkZx+cNr0n7x9fLVZQs76E7/mUwuj3sK2ut7F3r+oeYINV3mn0hdsl2J6wSlxuG94zd1huO05cY6vfFKsuOFLeO7YK5lZl5+z6Hzy83GyVAAFu9jUj6lt4WOJSXBW7qiyDXf+V4tJOD8CBRRwK/QuHTuho5V9JG2OttOVaLrbLIue0fF5ugdKZWqFoDFwD5P+EsUJS+x28GvTwSlxuBqr7Pvl1FGGofshaWkua7qHfJKge1EvE5/hq81x4zzB5uNo4QmG6xCRi3pa2KZa2kg585ytgOCiz7J30IkqleRLQt7QxjzMuzja3kWnaS2pA0g+CR7D0HEvdBb89KbUmbceJqyzkDmlxD1Lh3nOqWAfpB+HwH3BkqaQPtBmFzD6udc/6tiKCd76CU2maCFtFkVhWJ9ZCSD8KrJtgLE7GzTJD0qwzj5zdut+7FXR7TFx3xZlSrPnfkRK70beVDLbsBGmFU0tc+oR58d39HUk6fZwe1sfxCHxYXHnH10i/MgCdjtzB/8cDKzzJ2HUEd4cTzB33BM1PxUF5gQj25VKSJy66pC3i8rxvoSQkKBQNTWA3+fvKOCxf/Nwbtou3EpebgQ73iDA46cXV0uNJcfV4t4YNH8g2qXukS7CLjxQ0erWC4kwqLayxCuxhHu9bnAW7f4Q2w0WUmkdJzOZg1Zyc7BMyIz5luxRCthwi2WJJWyRF2NJa/LOnN0PCSjQbR3RJW6GVjTnb69RGCOgucYmyAhGowO7iSstPkUy1fi+KG64aC0to0hqtowta1jEsWgyW9Gn/ztIl4LenpErevxOVze4gqUk/MnQe3B9rSwuPjnzin0hIcL648IZ+IKnUzaPlXmwdxLJa/ISI64DXJf7TZpRYe9FvSho2iEvvyFIsCjO4o8VAaNMH6HPBX02+QyAZhbkA5BRXkGzpT/PHN0tGmeMVfBMsyTKndJuMVTEwJS6KRqJZH/lpBJS43Ax4tZBgW9I2sVRM5eASKEFjCyugTP5ATsZJKrHOQlxDFSVYujeTOSi7vhdroEkLaBEt9SM5iWIS+0aYz2XjJPn2Wz+X10f+kL5ezfpKUWTOCRE5w360Tg+ic/aR+AaIm600T6ynJmHSDNGtqXQcbtZXWuaDpECn7pauxcVZIj6h0eTkZpKsa87mJmMIzssiJvFzOaeLv+x/YAGk7mWH9918l9ee5QcNgIl96Sa2GCwIaX5nVYaaA3R9hNTcEgzpZYQ2sca5uogy4l4RZBsHaB4Df42T+62OpRxYCIsek+VjK2HiT2IpVhPUC4Z8IMWUrYbiGNSZfi3jWXckg56hnrT2dQGHq8i6cfGXRpxbPpc42JU2plQorjNKXG4GUvdLSnDiBnPL9aEfSoyh9UjxneYlS21H7BvS26pCZpjock6Ki6batZZ5FDrcC27lksrr7Av75mLq8jBaeSmWgZ2lpX51gN/WRdKHk7ZKzAag++Noff+G7sB8qefo/waUF1IWHIV1XiIWboGw5k0RwKwEqW+xspW+WwcWSK2Llb0E+o1lYKpEM5bivu5V3IG2wX3Y3/wxNO9W6LJPQOZR8ss1NnX/noRcjROl/hi1Cpp5OnAyqxidDvxtisDeR6ymklwS3Pvw6JxDnMwsZmSEH2+1G47ziTVSNFqaKz9F6aSXW5GXUUiwpyPWlhbyOVZzZqd8jrXFxcqWHd5jWJvTmyZFdoyzseSTCRGk5Jbg52qPu+NV1rZY2ULUdGlt4+Bp7l+mUNxkKHG50dnxnTSgtLAUV1fkNHFxxX0o7q+SXImfBEWC0Qi9nhLroesjkoYc0E1qTdyDxVIJjRLXFib55r75MwAsSvNI7fp3vFJ2Y5WyQwZ4leZIsD5h5dkP2IoSdFurm/hVBeyzjmG7fTal4eOxi/tQXGL5VRMpXfxFGB294Y4XkX6pJqmxAbG+ijJrDq8z7Kd1s8PoTqyVFRveI7nvlzz2R3UsJYWZ0f486mPgaKUPrZwK6eLgilFnieWPkma8t8sPnMyUepbFe87w1z6RtJnwo7TmT90DQIlnG8b+cJKknIM8M6AFT/YNxDKop1xzyk6482VJ965FdlE5U37ahSFfOkK72FoxpnMAbg4NWDBpYy9dExSKmxglLjcyxgr51n/kD2n5nrytqtjxN3nY6ywkGGfYJ26abo/Bpk9lPwsraUFy+HdJAW49Qr6Fe4RCRRGJ3jGcKbagh/2PWJRkQ4vB+K77m5w3fIzERmyd4fhqDgfdi9GnPWGOv2Nt74hO31ZcWZY28hA8FScJA53/gt3RP8HZT8QFxKoqL4SuD4s7asd30OcFsRzCR0uufathmDQdFo5e6IoypAVL7eFVjt5YWeqw0IFJA1srCzalVLK13Jt/NfkDl9MJcDwWLfgOSXo4s5vQssPYWbeltMJEOz8XvF3twKkDRL0iKdo6K2KJJClH4j6fxB5lvOMu/Ha+J4Ls2Vzu6RwqKk3kFpsHrxWXX+GwLoXiFkeJy41Mfqq0cck9JZMkDQfkoaezkO7GBWfMUyLLCiRV1lj14DNVShDbzp0S12boMo5h17QDODSh4sBv/EYEAWUJ7O30Nr6VKXiXHDfPX8g8IqJgqiCv+3NM3dOBo/vLcXd4lH+1PUVMcbYMIqssE+HKShB3ktdxKjv/BSsrG3nI6ywkcF5ZKvGglkPEqrKyFTdfaS7Yu6NlncDS2lasJWM5uSWVxJr6MKKfNda5xzF6t8PPxY4vom2Jz7UGG0e+3JRKpUnjleBgXPZ8CYBV4lpMbUZjcWY3Ef4uzO3ek1NZxfi62XE6qwRnW2tsXQNkrADgcMiATncKTYPuwW647noPY0APLPf8Tz6HUxslo6xJWM2vRO9qx0cTIvh41VEiAt0Z0OacOTEKhQJQ4nJjYjJJgPl4rLiSQHp36ap6hN3xssRA8qvqQ5K2obk2RefsL2nHCaskwO8aCOXFZJ4+wltld/Fl8jPQexqlzYdy3/Z/45EWBzbDyXVrjYWTV02/seKwEfw7oz0O9g70t9rL8WwRrJziCs6UOYJlnrRmKTRAs96wb65cY8ZhrEpzzVMs/TpKJppnc+lovOcHOUfHB+ShfWINFKajc/IUq8anPZgqWaGfhsFOj7WljuOFVsxIa8PRbCMz2qQwKqAJY5YW4GRnRd+wJuQ7WaPZuqArywdrB1Y7j8Rl8CN069qTdhaWFJUbuf+bbRSXG5lyRyjPxbQkq6gMextL7nBN47/dU0gt1OjZ1p6TJ4eSjRt9qRIXC8s6mxUOaefLoHAfLCxuwwmnCsUlosTlRiNxE6x8DWycZUSwi6+0aKkokXYohekShHf1l1iIvi2VUTOx0kwkldnSxKcz9nnJcHytVN8nb2NX2GjKCyslpTX7OM6ZRyFltVS5H/oNN+N8yRjrPAmtSUueP9iCP44UAkXYdmvBjD7OvL2xgA4+NvTzPE1ypQvWYXehP/QfcAkwB/89m1NuYYPRqy32u76TmErEvWK19HkOzTVAalrWvQt9n5eAva1bTQyEjMNkj/oRR1NbJoR4wKYcVlrdSdypYgBeivdineth/temgE3OA3l3fSq/x8OiYbMJMx7nqGUYybRgRFu/GlHYkZhNcbkRWysLuldu55flBmbGFdPG15n3OufSZ88Lcu5kV35os5jVhw281/YlmpYfx63TGCwu0FRQCYtCUT9KXG4kTm6QscQpO+R16xFifWQlSGzFt4P00nLxk4LB8NHg6I3OxgGW/53Avn+X9iZhMdDhHrLKLIizG8GqVDumhaWDhbcUShZlSJ+xylKzGy11D3S8H9PBJZzODaWVjzNBno7o3Gy5f+tQBg95G8ecI6zT9eHpWCO2Vjo+GPAMyWmV3N19KvbZRyi3deO1o6FMcVpLUHmRHPfUJrFuVr6Grmp4V2HPv+GUugcNnVgc6QcBKOgyBY/EZQyN7g52dhBxH+7bTwFS9d7MRYeFvh22xtOYKuXhrmnw1j5X5j72JBFAxDkfaWtfFywtdExqWUGrvDgeOTiKcqOJPcl5rG3uTY3DK7AHHq5OHMs+w6jsdoyKGMjHrTo28C9Yobh9UOJyo3B6i9Q2+HaUB37qHnEhZRwSgfFsIa6yNqPE1XR0Wc2ulj2fkqfszu9keNbenyGoN56OvgwyHmBk2n8hMRe6P17VbDIPArpIqvCZvTJcrHl/0OmwTFzDa11H8oWhDcsPpLH2iAW9e79MyzNrwSOErw9YUm6soNwIcadLedDjIJErWjCvnx2P7w7kqKGQkV2CCKq+uCYtpDCxeiqkrQs7aY21px+9MuaKS82vIyVdp+C4dRbknxZLLfQO0LdmaHRzTPa7ycjJJ9ojjW9PtuKTOC+aOOUwpK0Pf+xPY0TEhdN1+7fWM2dyD1wLj+MQd4I2nhbsSZcuA76+fjDhxyqx7c94az22VlbkFFfQv5X3BY+pUCgujhKXG4WCNEkxPvKHZCtFvQo6KwnSJ26SeMTWzyWduM3ImhYwmkMTKvPOUOnWgu+D/sH6PbaMafUBrUzH2UsEQw3Tsa1+sOeehtMbxcVmLMfU8yksPKpmtljYYKooQxcUSWDudtYd8+bOAPhL4BlCyw7BgXng35WOflHsTCkFINi2kJDEn1nU/0mCtr1DB/ePOWqAF4605Mde/6SZLg2jgxcWxnLo5U9Fwlq+8H2d77dV0j1IR+uQ9rhHt4fSPOx3fS3C4uBhbl1jMuJka83E0zPh1EbSm0/g80PSoiWzsJwwvRPz+/SiQ8A5Q7sATdNYui+V3adz6RzkTpd2XUH7K+8lH2NNWFt8ff2JDvcFq4CafTwAD0db3lp6iP9sOsmX93ehR4hnY/3GFYpbmkYTl5deeom1a9fi6elZM4o4NzeXZ555hpSUFPz9/fn4449xdXVF0zTefvtt1q1bh52dHf/85z8JDw8HYOHChXzxhdRUPP7444wePRqA/fv389JLL1FaWkq/fv145ZVX0Ol0FzzHDU9lmTz8QdxELQZWtWfpL9ZLmxHmHl+JG9nW/XNK0hPYR3O8PQPxcM/kn7FlQBmbT+XzVFQEmbkVOLiMZKTDLjQLKywDu8MRGTusOXqRb+WFm4uvDAHTKrFY8RL4dsC+ZQ8et/fg4cx/4rl7rRRSth4BBxczpE0e/gP88Mg/SP+kWehyDhLksx5j+Fhe8sjjbz7HsaksxMHeC47vJNm1G+9k9SXU1YR/u7v5aOlJAJYdzGREUBiD108WMenzAlhaSZGjqQLm3CejjKNekamX6QcptXahY6Ab2xJz0Omgrb8rnYPc6/w4d53O4amfd6Np8N3Gkyx8IpIOrYcTlvEeYdvHwnE/CPjprHoSk0lj1ppjVJo08koqWXXIoMRFobhCGm3E2pgxY/j666/PWjd79mx69uzJihUr6NmzJ7NnzwZg/fr1JCYmsmLFCt58801mzpwJiBjNmjWLX3/9lblz5zJr1izy8mTGyMyZM3nzzTdZsWIFiYmJrF+/vt5z3PD4tJP5JDaOkvG19h/iSqoohR6Po63/oKq5I1QG9uSlvZ48uK8d7++z53iuCetakxUtdTqOpBVhY6Xj2R1uPOb6fyzr8i1kHZVMrfYT0LUYhF3qFkr1nUjxj5bWMgCpe3FL30J//zI8z6yVdWX5YKrE6NKUcKtUJlmtZIS2DqeANtBqGDlu7djgGI1HcixeW/+B687PsD60EPJTCNr7AaG2eXy+s4RmrhY42kigXacDVyc7yEuCduNh08dyzz7tJa350O+QfgBt2d9g21doPR5nb9MHMWkQ00bPsHa+NPWwv+DHWVphrOlfadKgrMIo2XXr35M07dzT4oqshYWFju7NzM0rgzzPr3NRKBSXRqOJS9euXc+zGGJjYxk1ahQAo0aNYtWqVWet1+l0REREkJ+fT3p6OnFxcURGRuLm5oarqyuRkZFs2LCB9PR0CgsLiYiIQKfTMWrUKGJjY+s9xw1NebFMXnxoKYz9TlJ2TZXSRNLSmtK0I+hyjsOpjRi7Pkpmh8eY3FLanjjaWDKhaT49dz3L2z0hurWeMZ0CWHc0nfSCMh7pHUyflr6EOpRg8g6X6m99W8hKwO7kKpLtW/Hf445owb3liW9tT4VbKF4WRVSE9AdAs3MjP3gQJR0fxvaPpyHufYzebWDfPDi8BPtDc8gvKKDModbo38J0sHNDcw0ksm0oH97VAX32Tr6JzGVaF3v+NciPracK2NB/kfQXKy+SwskTa6WlfhU6OzcoL0C34QNaetuz83QOKw4a2J6Yjav9haviuwR58MLAlrT0ceblIa3o0NQN7KsmUUJVo8yw8/Z7ekAY/xrbjlkTOzKuk//V/24VituUaxpzycrKwttbAqVeXl5kZWUBYDAY8PExF6P5+PhgMBjOW6/X6+tcX719fee4YTm2Ev58STrgjpzFCZdOBHh3wCal6lu1zpIM26YEAhRlkFZgZF+xN8OddtB5eDNsC44TmHkGso9wb859+HV4n9cOBxPha8+Dzcv5NRG+iUvjnm6BjHbJppWWhkNmArr4X9Ca9qKsOI9v99owdWRnHDuUUWbtwkenQtiSY8/PvUZg7dcBnY0jLuumS7ZaVQW8Rd7pmluwyznC4I6nSXfog6vfVpyKTpMW8RQ2xiI82vQn0q8tAEn7mtJj0Ri07v/mnj9L0Kqq7ff27yqV/SCJBu3GU1FeSnnmSRzL0uHwUgr9e5NaYsXXD3TheEYhPUI88XG9sOVia23JlDub88Qdoeiqm1JaucKYL+HU+bNScorKWX8sAwcbK0Z19MfW6vz6FoVCcelct4C+Tqcz/6e/ic9xVSSsloFfWccAMG2exdT0vzLM70nu9uuBI6WUu7dge0VHUju7YK8rY4dtN8aYdmFnaaR50jwwlWMKiUbXfiK6/b9yZ9FyVjb3wip5MxU7nFjk+hZP9w/DMecQnTdPkdiOlS10ehCd4QAh9qV8OtgfxzVT2NZrNn/frONkdhlfdknA/o8XpHPxYYmZcWKtvDYcwMLeA82nA7qsY9B2LNZr3sJ7yMfMCXubtGIdRQVWPNU/DBzNPckC2vYmxfQLuZkmNE3au5RVmjjlN4Scof3YcMZES3c9Q+3csYycypy4BDxSN+DVuiMnXLpx4mQRM4YH07+1/pI/4vN+/25N5eccPok9xn82JQLwr7HtmNC1YWdbKBS3G9dUXDw9PUlPT8fb25v09HQ8PMS/rdfrSUtLq9kuLS0NvV6PXq9n27ZtNesNBgPdunW74Pb1neOGoLwQTm+Tnl2u/jJh0s7sOtRZ2RPhXEgH7Qhu2z/mYIvHeTnBkzOFp5jQtQ+z1iSgaemM6XcEi8y9cGI1mqMeY7v70Dn7YxUWA65Nsd8m7VCsAReXfDIL3RngbBBhgappjh6QeZTCglzubGGHlhCOX8KPOFjeA0BzqroDG8skoF8mI39TfaM4Hvg4x04nYREwk2G+sXju/wZMRopSD7PoiAs70iq5t4uPfPsvK4Cs4+Dkg87FB/8O/XHOzWZS1iH+PF7Kg+HWWB+cz8O7u1JUboTNmbg7OdKnhRf39wph/i4b/r03la17s/n8nhaN8msxmTTiEjJqXh/PKGqU8ygUtxONFnOpi6ioKBYtWgTAokWL6N+//1nrNU1jz549ODs74+3tTe/evYmLiyMvL4+8vDzi4uLo3bs33t7eODk5sWfPHjRNq/NY557jhmDd+/DDaPhuIJxYJ40f7d0lUN9mFLr8JB7xOYqzMReAP0w92ZNaSnpBGUvjUwnzdgJA5+QjwenwMZh8O7LnTCFTDYOY1+QJzui8pGIeOBk2iT+TrUjNK0XnHixFl1Z2kspcXgLFWXhteBW7de9AYQb+TUP5tt1+FvQ4jp+DUYZdJayCHo9TEfEAGzu+x4gNgSxJseP1vS7MiCvhv7rhlIdPgGEfsT7Hgx1p0sjxxx1pnEnPoHLJCzC7H+XfDeNMQjwALm4ezLgrktUdN/HY/rspdWkmwlJFbkkF7P4B6y97M67wZ16ICuK3JyMZ2LZWTKcBsbDQMblPKBY6cLK1pF+Lhh33qlDcjjSa5fLss8+ybds2cnJy6Nu3L0899RSTJ09m2rRpzJs3Dz8/Pz7++GMA+vXrx7p164iOjsbe3p533nkHADc3N5544gnGjZM26lOmTMHNzQ2AGTNm1KQi9+3bl759+wJc8BzXnfJimV8CJDYdy8lcL3qXFWOtD5fBXYVpkHuKpv7dKXC3R/PvioetqWb3EDdL+urLaN/0IJaOwRKY3vktlkCzUo0zJU/y/P4CQj078U1nTzyLj7PGcig9bB2xsbLEUUuG01ulNX/SdujcRg7s7AdFGegyD0NOW7xtXdAf/wO6PAyjZ4NhP4sLWvBbpgM2do481MuZncdTa64rPsuS3meG8UvPbviX78X6QCEVRo1Adzv0xjSs9v0MgE3OMVL2r8evefuafe2tAc8wWiZ8w/TOU/nymDNRzRyIbFIEXz8JmoZVxkE6jm8JoaMb7FdhyC/ly3XHOZhawOS+IUS18mZ8lwA6B7lha21JgLtDg51LobhdaTRx+fDDD+tc//3335+3TqfTMWPGjDq3HzduXI241KZdu3Y19TO1cXd3r/Mc1x0bB4i4j9xjG5maNYb4w2X0Dbyb/4QkY2GsQLNzpWDgp3yT3Z4I1yL0nfow9uQCrCO6UWC0YpCPgYqcZP4oa8fuo2Xc6+VFda7UScf27DkmbqvjWaXEF3swYu/LRHX24YtDLanU4D77DGk1b2kNvu0wWdmjazcena0z7PhWDqSD0tBB2A98SzK3PusCJdlo7b9gzXEjVhZFjOnoT4R9BvsMNlhZWuDmYE16QTkZRZV0796X/zXJ5ERmER2buuPiXEq5VztsMvaBlS3pNk3RNM0cB+nxBPi0w3LldP5y9Anu9uqAfeh4dHY+YmFVDTzDqmEf9isPGPh2YyIA+1PyWPvCHTRxsiXU27lBz6NQ3M6oCv1rxJYTmSwvHIlP89Hk7zIAxWxNBeOpbVikbEcHVNou49sTXlSYTDzauxnOTvcwOv8HPCwLgDAeNPQiLqkMsMFnQDcGd3oQU14yNkE9CE2x5HhGEZ6ONni16Ehls6/wO7iIz2I6sTm/Ce7eGuyLFwvJ0RutzRgsVk2H0P4yT8UzDIPJBY/gXlJrU2oUQSzOZNShZ2k97kesmnYl1MsJTF4sCEjhv3vy+Grjae7qEkAbXxcAeoQ2oUdok6q7diF/2FekHYzDYOWPf8ueZwfYHT0hfJRMXNz2FQ7uTaHVIBkuNuFHccl5t5ZWMA2ItaX5GhxsLLG8kZM+FIqbFCUu14CM/FJeWbCP45nS3XfKHaH8e+1xmno4oDmYK8CLrT0pN5ooqzRxLKOIP/dncKzzw2RmpnOHsyOni0prtj2Sq2NQ0SlSWz1EVnYuH3W1wuDWmWYk0fz018Tbd+UH3VRyj1QQ09IK75w9IiwARekYC9KxbNoDjsdS2exOjjSdiG9AMLYOVdlddi4w5iupZXH1p2XrDuAgMR8sLAkMbMoz+koeiAzF29kWW+s6UndT42kS/y1NbBxp2ykKPOuupqdZH/mpTfP+8nMVnMoqwsbKAt9zUpYHtfUlr7SC09nFDG/vd/WjiRUKxXkocWkECssqWHM4A9CI1hfgEfchi9zTWRh4N9N3O+Pnbs/yaX3QAEOJHl97N/JLKlihReLuoNEnrAlrj0r2kq21BS2DA9Cc7Xiin47P152gqaOJoSW/obN1xP/0ElJ87mJHgSP3+RzG5qexAGSHv8WvOyVmsykhk37dyvDyjYDUPVT6duKXos6cdupIhx6FdGjXgXD/Ws0fy4ulnX9lGdz5Kji41XmfDjZWOHjU8ye04QPp4gzShDP69av6XC+HxbtTeHbuXhxsLPny/s70qrGmwNXBmsl9Q6/ZtSgUtyNKXBqBH7ac5p/LDgOwu/c27PbPwRm427eQ7KhZxLTRk5JTwsPf7yCrqJw3Rt7Nifw8FsUbCPJwwM7akgqjiRZ6J+7qHEiY3omPVh3B3sqKxRE7cDnwI5bHEyGgK5QXkWhXwRsb8xjgnEd1dUZ+udnVU1huJN3KDy+dBca241ntPIqliRZsPZkLwCPGXF6tLS67/wfLqkYe93kO+k+/sg9CM9Va1q7sGFdyWk3j/9Yfx2jSKCitZPWh9LPERaFQND5KXBqBAyl5NctFRkuqnUE2Dq5Mi2kFwIJdKWQVSSHhJ6uO8tqgUDafzMXd0QY7S41Z49ugK83FtTITQ54Vh84UsiEhk3Z9mxFVng/W9pia3cHBcm/e2GIFGDns0ImmXR6Go3/Su4UP4238iUvIoleoJ5t03sS72nKk0BWTVTC2VuZaDlurczLSM46alxM3XvkH0ed5sHYEa3tpPnmN0Ol0dG/myaHUAgCCm6geYQrFtUaJSyMwvksAKw4a0DTIDh1DgIu1FCF2mFizTZjeCQudNFXsHORBdLsgmutdmPrrfk5kFHHQUMTGhCw8HSx4eyhsSMgE4NENDrzW7xcG6AtJPXmAfS7dCPEqICLQnQiOymyS6DfxCB/F860qOPr9DpbuS6UgzIsVB6Wg1Ms5jddHhNPSxxlbKwvu6nJONXqrIbD3J8kY6z754jdsOADbvpJ+XV0fBW8RUPw6wJj/a5DP9HJ5Kqo5bf1dsLe2JErNZlEorjlKXBqQ1LwSPl+TwOG0Aj6a0IFwP9eqzrptz9v2zpbe/PhId+KT8/BwtEHTaVhY2XAis5iB4XqWH6jqlVZsIikrDw9Ha7KLKrC3tsSniTtnnEPY79WMzkHuPDLAXSyM/9wvBz/0G7j64+nfjR4hnuxNzsPV3rrm3M29nWipd2JIuwsUJTbvD09skeaZnpcQm9jyOez+QZZ1FjDkvcv52BoFTydbxnUOvN6XoVDctihxuUoqjCY0TcPGypLl+9P43xZp6HjUUMja5++44H46nY4dp3L4YIW4oHKKy7mvexD3dm/KjsQcOga6sjspD1srC9r6ODCxmyMJ6YX4utgRHuxPUBNHejS/QCW5TgcWVlhZWvDMgBYMbueLm4M13YI9SMkroWeI58VrOtylyj+3uJzMwjL8XO1xsL3An0vteMo1jK0oFIobFyUuV8HepFym/7afsgojr49oi02t2IWLnRWWFvXXT+xNyq1ZPngmHwdbK14d2pqknBIsK0tJSD6Dv4czlbbu/PunTTXbdmnmQdC5cYSmPdBGzWZNphNHy73obgyhI2BnY0lEoBsAwZc5nyQ5p5hpc/awIzGHu7oEMH14G5xsrc/fsMcU0FmKW6zLw5d1DoVCcWuixOUqmLszib1JErz/Yt1xPp4QQX5JBal5pQzv4IeFBXyw/AgrD6XRJ8yLdgGuDG/vV1NIOL5LIOuPZqLTwfAOkq1lb2OFq701P249gyFfx10+7gS42hPm7cSx9EIcbSzrFgkLS7a6DOCROVswaRm478jl9yd7E+Bx5dXte07nsiMxB4BfdyRzT/egGqE6C59wGPnZFZ9HoVDceihxuQo8axXf+bna4+Zgw2N3NK9Zt/JgGp+tSQDgcFohA8N9CPZ0pH2AGwADw31Y+WxfLHQ6AmuJwJK9Z/g0VvbbfSqHxU9FMvv+LuxLySPEy5G2/nWPbc4oKMNU5ZXKKa4gp6SCgDq3vDQCPOyxtbKgrNJEgJs93s62F99JoVAoUOJyVUzsFoS9tRUVJhMjI/zOe7/2wCkbSwvpq3XONnWN0q00meMW5UYTaNDMy5FmXvW7tbqHeDCkrQ+xh9OZ3DeEFnqny7uhc4gIdOeHR7pzPL2QiEA3/NwuPJxLoVAoaqPE5SrwcbXjsTsunE3VM9STf41tz45T2eidbQnTO13Q6qjNsPa+pOWXkpxdwsO9m2Fvc2m/Jm9nOz6aEEF+aQUejrYXjflcCl2DPegafAPNxFEoFDcFSlwaEWtLCyZ0DWRC18tLifV3d2DG8PArOqettSVedfX5UigUimvINR0Wprg8SisqKaswXnxDhUKhuMFQ4nKDsjEhk5iP1jP+y03EJ+cCMo73522nGfzJet5bfoSC0orre5EKhUJxAZRb7AblgxVHOJ1dwunsEhbvOUP7ADcOG/J5eeE+NA0OpRbQzt+FQY00+lehUCiuhlvWclm/fj0DBw4kOjqa2bNnX+/LuWxqZ5FVpzzbWFpiY2n+ldmp2IpCobhBuSUtF6PRyBtvvMF3332HXq9n3LhxREVF0bx584vvfIMwbUAYzb2dsLO2ZGRVgWVzbye+uK8zGxMyaeXjTGRz1UZeoVDcmNyS4hIfH09QUBCBgZKlNXToUGJjY28qcQnydGTKnedfb1Qrb9XlV6FQ3PDckm4xg8GAj49PzWu9Xo/BYLiOV6RQKBS3F7ekuCgUCoXi+nJLioteryctLa3mtcFgQK/XX8crUigUituLW1Jc2rVrR2JiIklJSZSXl7N06VKioqKu92UpFArFbcMtGdC3srJi+vTpPPLIIxiNRsaOHUtYWNj1viyFQqG4bbglxQWgX79+9OvX73pfhkKhUNyW3JJuMYVCoVBcX25Zy+VySUlJYcyYMdf7MhQKheKmIiUlpc71Ok3TtDrfUSgUCoXiClFuMYVCoVA0OEpcFAqFQtHgKHFRKBQKRYOjxEWhUCgUDY4SF4VCoVA0OEpcFAqFQtHgKHG5yXjppZfo2bMnw4YNq1mXm5vLpEmTiImJYdKkSeTl5QGgaRpvvfUW0dHRDB8+nAMHDtTss3DhQmJiYoiJiWHhwoXX/D7qIzU1lfvvv58hQ4YwdOhQvv/+e+DWus+ysjLGjRvHiBEjGDp0KJ9++ikASUlJjB8/nujoaKZNm0Z5eTkA5eXlTJs2jejoaMaPH09ycnLNsb788kuio6MZOHAgGzZsuC73Ux9Go5FRo0bx17/+Fbg17zEqKorhw4czcuTImnq5W+nv9YrQFDcV27Zt0/bv368NHTq0Zt2//vUv7csvv9Q0TdO+/PJL7d1339U0TdPWrl2rPfzww5rJZNJ2796tjRs3TtM0TcvJydGioqK0nJwcLTc3V4uKitJyc3Ov/c1cAIPBoO3fv1/TNE0rKCjQYmJitGPHjt1S92kymbTCwkJN0zStvLxcGzdunLZ7925t6tSp2pIlSzRN07TXXntN+/HHHzVN07QffvhBe+211zRN07QlS5ZoTz/9tKZpmnbs2DFt+PDhWllZmXb69Gmtf//+WmVl5bW/oXr49ttvtWeffVabPHmypmnaLXmPd955p5aVlXXWulvp7/VKUJbLTUbXrl1xdXU9a11sbCyjRo0CYNSoUaxateqs9TqdjoiICPLz80lPTycuLo7IyEjc3NxwdXUlMjLyhvo26O3tTXh4OABOTk6EhIRgMBhuqfvU6XQ4OjoCUFlZSWVlJTqdji1btjBw4EAARo8eTWxsLACrV69m9OjRAAwcOJDNmzejaRqxsbEMHToUGxsbAgMDCQoKIj4+/vrcVB2kpaWxdu1axo0bB8i39lvtHi/ErfT3eiUocbkFyMrKwttbRh97eXmRlZUFnD+R08fHB4PBcFNN6kxOTubQoUN06NDhlrtPo9HIyJEj6dWrF7169SIwMBAXFxesrKQrU/V9gNyjr68vIF2/nZ2dycnJueHv8Z133uGFF17AwkIeNTk5ObfcPVbz8MMPM2bMGObMmQPc2v8vLwXVW+wWQ6fTodPprvdlNAhFRUVMnTqVl19+GScnp7PeuxXu09LSksWLF5Ofn8+UKVM4ceLE9b6kBmXNmjV4eHjQtm1btm7der0vp1H5+eef0ev1ZGVlMWnSJEJCQs56/1b4e71clOVyC+Dp6Ul6ejoA6enpeHh4AOdP5ExLS0Ov198UkzorKiqYOnUqw4cPJyYmBrg17xPAxcWF7t27s2fPHvLz86msrATM9wFyj6mpqYC40QoKCnB3d7+h73HXrl2sXr2aqKgonn32WbZs2cLbb799S91jNdXX4+npSXR0NPHx8bfs3+ulosTlFiAqKopFixYBsGjRIvr373/Wek3T2LNnD87Oznh7e9O7d2/i4uLIy8sjLy+PuLg4evfufR3v4Gw0TeOVV14hJCSESZMm1ay/le4zOzub/Px8AEpLS9m0aROhoaF0796d5cuXA5I5VD1BNSoqqiZ7aPny5fTo0QOdTkdUVBRLly6lvLycpKQkEhMTad++/fW5qXN47rnnWL9+PatXr+bDDz+kR48efPDBB7fUPQIUFxdTWFhYs7xx40bCwsJuqb/XK+I6JhMoroBnnnlGi4yM1Nq0aaP16dNH+/XXX7Xs7GztgQce0KKjo7UHH3xQy8nJ0TRNMpJmzpyp9e/fXxs2bJgWHx9fc5y5c+dqAwYM0AYMGKDNmzfvOt1N3Wzfvl1r0aKFNmzYMG3EiBHaiBEjtLVr195S93no0CFt5MiR2rBhw7ShQ4dqn332maZpmnb69Glt7Nix2oABA7SnnnpKKysr0zRN00pLS7WnnnpKGzBggDZ27Fjt9OnTNcf6/PPPtf79+2sxMTHa2rVrr8v9XIwtW7bUZIvdavd4+vRpbfjw4drw4cO1IUOGaJ9//rmmadot9fd6JaiW+wqFQqFocJRbTKFQKBQNjhIXhUKhUDQ4SlwUCoVC0eAocVEoFApFg6PERaFQKBQNjhIXheIKyczM5LnnnqN///6MGTOGCRMmsHLlykvat2PHjuet+/nnn2vqIi6VyspKevTowfvvv39Z+ykUjY1q/6JQXAGapjFlyhRGjRrFBx98AEBKSgqrV68+b9vKysqaXlr1MXHixMu+jo0bNxIcHMyff/7Jc889V2eLEaPRiKWl5WUfW6G4GpTlolBcAVu2bMHa2vosQfD39+f+++8HYMGCBTz22GM88MADPPTQQ5d0zM8++4xvvvmG48eP13QRBmneOXz48Dr3Wbp0KQ888AC+vr7s3r27Zn1UVBTvvfceo0eP5s8//yQuLo4JEyYwevRopk6dSlFREQCzZs1i7NixDBs2jNdeew1V9qZoKJS4KBRXwLFjx2jTpk292xw8eJBPP/2UH3744bKOHRoaSkVFBUlJSQD88ccfDB48+LztysrK2LRpE1FRUQwbNoylS5ee9b6bmxsLFy6kZ8+efPHFF3z33XcsXLiQtm3b8t133wFw3333MX/+fJYsWUJpaSlr1qy5rGtVKC6EEheFogF4/fXXGTFiBGPHjq1ZVz2b40oYPHgwy5YtA2DZsmUMGTLkvG3WrFlD9+7dsbOzIyYmhlWrVmE0Gmver95n7969JCQkMHHiREaOHMmiRYs4c+YMAFu3bmX8+PEMHz6cLVu2kJCQcEXXq1Cci4q5KBRXQFhYGCtWrKh5PWPGDLKzs89yZ9nb21/x8YcMGcLTTz9NdHQ0Op2O4ODg87ZZunQpO3furGn8mJuby5YtW4iMjDzr/JqmERkZyYcffnjW/mVlZbz++uvMnz8fX19fPvvsM8rKyq74mhWK2ijLRaG4Anr06EFZWRk//fRTzbrS0tIGO37Tpk2xsLDg888/r9MlVlhYyI4dO1i7di2rV69m9erVTJ8+nSVLlpy3bUREBLt27eLUqVOAdO49efJkjZC4u7tTVFRU06lYoWgIlOWiUFwBOp2Of//73/zjH//g66+/xsPDA3t7e55//vlL2r+kpIS+ffvWvK49WqCaIUOG8O6779aMAa7NypUr6dGjBzY2NjXr+vfvz3vvvUd5eflZ23p4ePCPf/yDZ599tua9adOm0axZM8aPH8+wYcNo0qQJ7dq1u6RrVyguBdUVWaFQKBQNjnKLKRQKhaLBUeKiUCgUigZHiYtCoVAoGhwlLgqFQqFocJS4KBQKhaLBUeKiUCgUigZHiYtCoVAoGpz/B9+STEdmUUfzAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Central Air\", s=15, data=df);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Use a new variable name to cleary show that the variable's *dtype* is changed from *str* to *int*."
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"df[\"air_cond\"] = df[\"Central Air\"].apply(lambda x: 1 if x == \"Y\" else 0).astype(int)\n",
"del df[\"Central Air\"]"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"new_variables.append(\"air_cond\")"
]
},
{
"cell_type": "code",
"execution_count": 34,
"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></th>\n",
" <th>air_cond</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Order</th>\n",
" <th>PID</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <th>526301100</th>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <th>526350040</th>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <th>526351010</th>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <th>526353030</th>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <th>527105010</th>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" air_cond\n",
"Order PID \n",
"1 526301100 1\n",
"2 526350040 1\n",
"3 526351010 1\n",
"4 526353030 1\n",
"5 527105010 1"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[[\"air_cond\"]].head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### \"Proximity to various Conditions\"\n",
"\n",
"The columns *Condition 1* and *Condition 2* have the same realizations and can be regarded as \"tags\" given to a house indicating the nearby presence of a) a major street, b) a railroad, or c) a park.\n",
"\n",
"The default tag \"Norm\" (implying no \"condition\") is given to 86% of the houses (this realization should therefore not be regarded as a tag!).\n",
"\n",
"From the comparison of the grouped scatter plots below, it can be assumed that the proximity of a major street decreases the valuation (lower regression slope through the cloud of blue and orange dots). Therefore, a factor variable *major_street* is extracted indicating the proximity of an \"artery\" or \"feeder\" street.\n",
"\n",
"Further, a factor variable *railway* is extracted as a relatively high proportion of the houses has such a tag. From the plots, a railway seems to not affect the valuations strongly.\n",
"\n",
"Lastly, a factor variable *park* is extracted. From the plots, this does not seem to affect the valuation much."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"List the \"raw\" realizations:"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Feedr 174\n",
"Artery 97\n",
"RRAn 48\n",
"PosN 43\n",
"RRAe 29\n",
"PosA 24\n",
"RRNn 11\n",
"RRNe 6\n",
"Name: count, dtype: int64"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(\n",
" (\n",
" df[\"Condition 1\"].value_counts() + df[\"Condition 2\"].value_counts()\n",
" )\n",
" .sort_values(ascending=False)[1:]\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"# Condition 2 is only filled with anything other than \"Norm\"\n",
"# if Condition 1 already has such a tag.\n",
"assert not ((df[\"Condition 1\"] == \"Norm\") & (df[\"Condition 2\"] != \"Norm\")).any()"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"86"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 86% of the houses actually have no tag.\n",
"round(100* (df[\"Condition 1\"] == \"Norm\").sum() / df.shape[0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From a simple scatter plot it is hard to see any significant impact by a predictor."
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Condition 1\", s=15, data=df);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"However, plotting the groups seperately reveals different slopes."
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1440x1080 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"street = [\"Artery\", \"Feedr\"]\n",
"railway = [\"RRNn\", \"RRAn\", \"RRNe\", \"RRAe\"]\n",
"park = [\"PosA\", \"PosN\"]\n",
"plot = sns.lmplot(\n",
" x=\"Gr Liv Area\", y=\"SalePrice\", col=\"Condition 1\", hue=\"Condition 1\",\n",
" col_order=[\"Norm\"] + street + railway + park,\n",
" data=df, robust=True, col_wrap=4, ci=None, truncate=True, scatter_kws={\"s\": 15},\n",
")\n",
"# Adjust font sizes.\n",
"for ax in plot.axes:\n",
" ax.set_title(ax.get_title(), fontsize=20)\n",
" ax.set_xlabel(ax.get_xlabel(), fontsize=16)\n",
" ax.set_ylabel(ax.get_ylabel(), fontsize=16)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Extract factor variables *major_street*, *railway*, and *park*."
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"df[\"major_street\"] = 0\n",
"df.loc[\n",
" df[\"Condition 1\"].isin(street) | df[\"Condition 2\"].isin(street),\n",
" \"major_street\",\n",
"] = 1"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"df[\"railway\"] = 0\n",
"df.loc[\n",
" df[\"Condition 1\"].isin(railway) | df[\"Condition 2\"].isin(railway),\n",
" \"railway\",\n",
"] = 1"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"df[\"park\"] = 0\n",
"df.loc[\n",
" df[\"Condition 1\"].isin(park) | df[\"Condition 2\"].isin(park),\n",
" \"park\",\n",
"] = 1"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"del df[\"Condition 1\"]\n",
"del df[\"Condition 2\"]"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"new_variables.extend([\"major_street\", \"railway\", \"park\"])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Show summary of counts:"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"major_street 264\n",
"railway 94\n",
"park 60\n",
"dtype: int64"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[[\"major_street\", \"railway\", \"park\"]].sum()"
]
},
{
"cell_type": "code",
"execution_count": 46,
"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></th>\n",
" <th>major_street</th>\n",
" <th>railway</th>\n",
" <th>park</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Order</th>\n",
" <th>PID</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <th>526301100</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <th>526350040</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <th>526351010</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <th>526353030</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <th>527105010</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" major_street railway park\n",
"Order PID \n",
"1 526301100 0 0 0\n",
"2 526350040 1 0 0\n",
"3 526351010 0 0 0\n",
"4 526353030 0 0 0\n",
"5 527105010 0 0 0"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[[\"major_street\", \"railway\", \"park\"]].head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Exterior\n",
"\n",
"This dimensions tells the main material with which the houses are made of. The category is too diverse and the various grouped scatter plots did not reveal differing slopes. For simplicity, this variable is dropped.\n",
"\n",
"This variable actually also represents tags that could be associated with a house (possibly up to two different tags)."
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Exterior 1st\", s=15, data=df);"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Exterior 2nd\", s=15, data=df);"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [],
"source": [
"del df[\"Exterior 1st\"]\n",
"del df[\"Exterior 2nd\"]\n",
"# Also discard the associated ordinal variables.\n",
"del df[\"Exter Cond\"]\n",
"del df[\"Exter Qual\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Foundation\n",
"\n",
"The type of foundation appears to have an effect. However, only three of the six realizations occur in a large number. Factor variables *found_BrkTil*, *found_CBlock*, and *found_PConc* are extracted but not regarded as \"interesting\"."
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Foundation\", s=15, data=df);"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Foundation\n",
"PConc 1282\n",
"CBlock 1242\n",
"BrkTil 310\n",
"Slab 48\n",
"Stone 11\n",
"Wood 5\n",
"Name: count, dtype: int64"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[\"Foundation\"].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x360 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot = sns.lmplot(\n",
" x=\"Gr Liv Area\", y=\"SalePrice\", col=\"Foundation\", hue=\"Foundation\",\n",
" col_order=[\"PConc\", \"CBlock\", \"BrkTil\"],\n",
" data=df, robust=True, col_wrap=4, ci=None, truncate=True, scatter_kws={\"s\": 15},\n",
")\n",
"# Adjust font sizes.\n",
"for ax in plot.axes:\n",
" ax.set_title(ax.get_title(), fontsize=20)\n",
" ax.set_xlabel(ax.get_xlabel(), fontsize=16)\n",
" ax.set_ylabel(ax.get_ylabel(), fontsize=16)"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [],
"source": [
"foundation = pd.get_dummies(df[\"Foundation\"], prefix=\"found\", dtype=int)\n",
"# Only keep the top 3 realizations.\n",
"del foundation[\"found_Slab\"]\n",
"del foundation[\"found_Stone\"]\n",
"del foundation[\"found_Wood\"]\n",
"df = pd.concat([df, foundation], axis=1)\n",
"del df[\"Foundation\"]"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [],
"source": [
"new_variables.extend([\"found_BrkTil\", \"found_CBlock\", \"found_PConc\"])"
]
},
{
"cell_type": "code",
"execution_count": 55,
"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></th>\n",
" <th>found_BrkTil</th>\n",
" <th>found_CBlock</th>\n",
" <th>found_PConc</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Order</th>\n",
" <th>PID</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <th>526301100</th>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <th>526350040</th>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <th>526351010</th>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <th>526353030</th>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <th>527105010</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" found_BrkTil found_CBlock found_PConc\n",
"Order PID \n",
"1 526301100 0 1 0\n",
"2 526350040 0 1 0\n",
"3 526351010 0 1 0\n",
"4 526353030 0 1 0\n",
"5 527105010 0 0 1"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[foundation.columns].head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Garage Type\n",
"\n",
"As can be expected, the *Garage Type* looks very similar to the above *has Garage* variable. Therefore, it is dropped."
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
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WLl3K4sWLady4MQBnzpzh7rvvZsWKFbi6urJq1SoAXnrpJaZPn87SpUtv9CrcEIpxUVBQqB1mE6x8AfJPwul1cPTWyIrcFBJfB9MFCsimStF+A5xb32rQoEG2rbErsWPHDsaPHw+ISpbVGfshISE0b94cgJYtW5KRkUFJSQmlpaV06tQJwKZfditQtsUUFGpDSQbkJ4NnBHiE3OrZ3BpUanAPFcYFwMH91s6nPilOv7b2WlBUVMSOHTs4ceIEkiRhsViQJOmiKpS1xc7OzvZcrVZjMBiue271gbJyUVA4F90ROLJYGJJqSjLg93vgxyHw6ygoPHP1fqxWMP1v/We/YVQqGPA29Hwe+r8Nbcbe6hnVH+6X+QFxufZasGrVKuLj41m/fj3r1q1j48aNhISEkJWVRXl5ue04Z2fn815HR0fz22+/AWCxWCgtLb3sGG5ubri6urJnzx4Ali1bdt3zvVEU46KgUE1OEvwwGBbcD7+NqfmVmncSMqtCQ3OTIPfYlfspSIH598DnneDord33rnP8m0PsK9BtMjh73+rZ1B99ZoD2gtotWkfRfp0sX778Ivn8/v37k5uby6lTp4iPj+fPP/+kd+/erFmzhvj4ePbs2cMrr7zCzp07GTJkCCNGjODUqVNXHOedd97h9ddfJz4+HlmWr3u+N4ok1+PoJSUlvPrqq7Zl4Ntvv03Dhg2ZNm0aGRkZBAcHM3v2bNzd3ZFlmbfeeouNGzfi4ODAu+++S8uWLQEhGf3ll18C8NhjjzF8+HAADh8+bCtz3KtXL1555RUkSaKoqOiSY1yJESNG2GpWK/xLSVoG8+6peT1xJYR1g6KzwoGddxw8wmDCEvCOuHw/2+bA6lfEcwd3eHL/P/tGfJuQlJRk81HUinqIFrvdudQ1vNy9s15XLm+99RY9evTgr7/+IiEhgcjISL7++muio6NZvXo10dHRfP311wBs2rSJ1NRUVq9ezRtvvMGsWbMAsU85Z84c5s+fz4IFC5gzZw7FxcWACMl74403WL16NampqWzatAngsmMoKFwR/9YQ0EY8j4gFbxGVg0co3D0fxs27umEBcHCree4WAhq7yx+r8L9Lm7tg2mGYVST+/Zcblmul3oxLaWkpu3fvZtSoUYBwPrm5uZGYmMiwYcMAGDZsGGvXrgWwtUuSRFRUFCUlJeTk5LBlyxa6d++Oh4cH7u7udO/enc2bN5OTk0NZWRlRUVFIksSwYcNITEw8r68Lx1BQuCJe4TB+Pjy0FkZ+Ay6+Ne95hkPTgVc3LAAthkHcx9DjORj2JdjfnvU4FBRuhHqLFktPT8fLy4uXXnqJY8eO0bJlS1555RXy8/Px8/MDwNfX11bzWafTERAQYDs/ICAAnU53Ubu/v/8l26uPBy47hoLCFSnPB40jhHS6sX4c3KDTg3UzJwWF25R6W7mYzWaOHj3KuHHjWLJkCY6OjhdtT0mShCRJ9TWFmzaGwj+Ak2thTgeRIJi67VbPRkHhtqfejEtAQAABAQG0bdsWgIEDB3L06FG8vb3JyckBICcnBy8vL0CsSLKzs23nZ2dn4+/vf1G7Tqe7ZHv18cBlx1BQuCzb/gOVhVCaCYcW3OrZ3FoMZaA7ChUFt3omCrcx9WZcfH19CQgI4PTp0wBs376dyMhIYmNjWbJkCQBLliyhT58+ALZ2WZY5cOAArq6u+Pn5ERMTw5YtWyguLqa4uJgtW7YQExODn58fLi4uHDhwAFmWL9nXhWMoKFwW/3MiYDwa1Ptw5Tt3kv3mm+T/9DOWc3Iabjn6YlgxTazgfhsjIuUUFK6Des3Qnz59Os8++ywmk4nQ0FDeeecdrFYrU6dOZeHChQQFBTF79mwAevXqxcaNG+nXrx+Ojo68/fbbAHh4ePD444/bAgMmT56Mh4cHADNnzrSFIvfs2ZOePXsCMGnSpEuOoaBwWbo9JbLv1VpoUb+SGabcXNKfnIK1pAQAjZcn7rdIFv0i8k7W6Gel74KMPSJaTqFOaN68OU2aNEGWZdRqNdOnT6d9+/a3elo2Fi1aRPfu3W27QDdCvRqX5s2bXzL++ccff7yoTZIkZs6cecl+Ro0aZTMu59K6dWuWL19+Ubunp+clx1BQuCxugdBl0s0Zy2xGrqzRrbLq9Tdn3Nrg4i9WbkVpImnQI/xWz+gfhYODAwkJCQBs3ryZjz/+mF9++eUWz6qGamHM/3njoqCgcDHawECCPvqQ/G+/xbFtFK69e9/qKdXgESryeTL2gm9TCG53q2d0y1hxegWf7vuU7PJsApwDeKr9U8RFxNVZ/2VlZbi5iZyo8vJyHn/8cUpKSjCbzTz11FP07duXiooKpk6dSnZ2Nlarlccff5xBgwYRGxtLXFwcmzZtQq1W88Ybb/Dxxx9z5swZHnzwQcaNGwfAN998w8qVKzEajfTr148pU6aQnp7Oww8/TIcOHc6T69+wYQOHDx/m2WefxcHBgXnz5uHg4HDdn08xLgoKtwC3/v1x69//Vk/j0vi3EI9/MStOr2DWtlnoLWJVmVWexaxtswBuyMDo9Xri4+MxGAzk5ubadljs7e35/PPPcXFxoaCggDFjxtCnTx82b96Mn5+fLdL2XF2xwMBAEhISePvtt3nxxReZO3cuRqORwYMHM27cOLZs2cKZM2dYuHAhsizz2GOPsXv3bgIDAzlz5gwff/wxb775Jk899ZRN9+zXX3/l+eefp3Xr1tf9GatRjIuCgoLCBXy671ObYalGb9Hz6b5Pb8i4nLsttn//fl544QWWL1+OLMt8/PHH7N69G5VKhU6nIy8vjyZNmvDee+/xwQcf0Lt3bzp27GjrqzpQqUmTJlRUVODi4gKIhPWSkhK2bt3K1q1bbQnlFRUVpKamEhgYeEm5/rpGMS4KCgoKF5Bdnn1N7ddDu3btKCwspKCggI0bN1JQUMCiRYvQarXExsZiMBho2LAhixYtYuPGjcyePZuuXbvyxBNPAKDVagFQqVTnye+rVCrMZjOyLNuKj51Lenr6TZHrV1SRFRQuRZkOktefL71fD1j1egp/n0f2O+9Stk1J3vxfIcA54Jrar4fk5GQsFgseHh6Ulpbi7e2NVqtlx44dtpWETqfD0dGR+Ph4HnzwQY4ePVrr/mNiYvjjjz9s8v06ne6qaiUXyv3fCMrKRUHhQioKYNGjotqisx/cuwT8W4o6LsnrRERV434ibPkGKdu8mexqkdYFC4hcthRtcPAN96twYzzV/qnzfC4ADmoHnmr/1A31W+1zAZBlmffeew+1Ws2QIUN47LHHGDJkCK1atSIiQmjYnThxgvfffx+VSoVGo7EJ+taGmJgYkpOTbSsXJycnPvjgA1Sqy68phg8fzsyZM+vEoV+vkvu3E4rkvoKNrL/hq541r4d/LXJffh8PyUIcldE/QsthNzxU8dJlZD7/vHihVhOxfBn2DRvecL8KF3Otkvv1HS12O3ItkvvKykVB4ULcQyG8J6RuAidvsWoxlkLa9ppjClLqZCjnHjF43Xcf5Tt34jVx4k0zLJbyCoqXJmBKT8e1T1+c2v97Q44vR1xE3L/emNwIinFRULgQJy8Y8bUoeewZBj6NQZYhdgaselEUDIuMrZOhNJ6e+L/0IrIs31SB1dLEteheex2A4uUriFi8CI2iwadQhyjGRUHhUrgFikc1kgRdHoGmA8DO9fxaL1fCUAJaF1F//grUl2GpPJpE0R8LUTm74HnXaOxCRA14ubzCdoy1oADZaKyX8RX+vSjGRUGhtqhU4FWLYmEAFhNs/xy2z4Gmg6Dva+DkWb/zuwR5n86mbKOo0KrSavF9UoSxuvS+A/eDB6k8cADfJ59EG1B3UVAKCqAYFwWF+kF3BNZWaeXt+xEa9al3QcxLYdXX5C/IZrPtuTYggKB33kY2m5E0ym1Aoe5R/qoUFOoDe1ewcwZjVc6Ag8ctmYbvtGnkf/stag933IddbNwUw6JQXyhJlAoK9YF3JIz7HXo+D6N/gPAet2QaTlFtCf3PZwS98YYS4vw/QPPmzYmPj2fo0KEMHz6cffv2XfWcV155hVOnTgGiVlVBQQElJSX8+uuvtmPS09MZ/L9StqEK5WeLgkJ90bCneCgoVHE9kvtvvfXWRW0lJSXMnTuXu+++u17mWRcoKxcFBQWFS1C8bBknY/uQ1LwFJ2P7ULxsWZ32f67k/s6dO3nkkUds773++uu2xMQJEyZw6NCh88796KOPSEtLIz4+nvfee++89xYtWsQTTzzBgw8+SP/+/Xn//ffrdN61RVm5KCgoKFxA8bJlZE2fgVxVyM2cmUnW9BkAuA8Zct39Xk5y/1p55plnOHnypG0VlJ6eft77SUlJLFmyBDs7OwYOHMiECRMIDAy8VFf1hrJyUVBQULiAnE9m2wxLNbJeT84ns2+o3+ptsb/++otvvvmGF154gfpQ4IqOjsbV1RV7e3siIyPrRVL/atSrcYmNjWXIkCHEx8czYsQIAIqKipg4cSL9+/dn4sSJFBcXA0LE7c0336Rfv34MGTKEI0eO2PpZvHgx/fv3p3///ixevNjWfvjwYYYMGUK/fv148803bV/S5cZQUACgMFWIUCooXAZzVtY1tV8P50ruq9VqrFar7b0blcC/UFLfYrHcUH/XQ72vXH788UcSEhJs+4dff/010dHRrF69mujoaFuFtU2bNpGamsrq1at54403bOqfRUVFzJkzh/nz57NgwQLmzJljMxazZs3ijTfeYPXq1aSmprJp06YrjqGgwLEVMKcTfN4ZTqyCnf8HiW8Kscq65vhKWPcWnFhd930r1Cuay2whXa79ejhXcj84OJjk5GSMRiMlJSVs3779iufWpTR+fXHTt8USExNtldGGDRvG2rVrz2uXJImoqChKSkrIyclhy5YtdO/eHQ8PD9zd3enevTubN28mJyeHsrIyoqKikCSJYcOGkZiYeMUxFBQ48BtYjGDWC/n8lc/C5g9g6RQwVlz9/NqSvhfm3Q2b3od54+vHeCnUG37TpiJdIDcvOTjgN23qDfVb7XOJj49n2rRpNsn9wMBABg4cyODBg5k6dSotWly5zLSnpyft27dn8ODBFzn0/1eod4f+gw8+iCRJjBkzhjFjxpCfn4+fnx8Avr6+tuI1Op2OgHMkKAICAtDpdBe1+/v7X7K9+njgsmMoKBDUDo4tr3pxzm+r4rPC6OB0Y/2bDXDiL8g9AQ2iIXWLkIIxlF79XIX/Gaqd9jmfzMaclYUmMBC/aVNvyJkPwtF+OZ5//nmery6/cA4///yz7fm6detszz/66KPzjlu+XPxdjxgxwuaGAPjqq6+ue743Qr0al7lz5+Lv709+fj4TJ060FcCpRpKkeleCvRljKNxGdH5YKB0jgW9zKEyBnCQY+DY4etx4/0eWwOJJ4nl4TwhqLxSUgzrceN8KNxX3IUNu2Jj8m6lX4+Lv7w+At7c3/fr14+DBg3h7e5OTk4Ofnx85OTl4Vcl8+/v7k51dU586Ozsbf39//P392bVrl61dp9PRuXPnyx5fPd6lxlBQwMEdWo+ueT32N7Gy0NrXTf+FqTXPdYfg8R3gWn+ikMa0NIpX/InK3g73IUPQ+NZSrVlBoZ6pN59LRUUFZWVltudbt26lcePGxMbGsmTJEgCWLFlCnz59AGztsixz4MABXF1d8fPzIyYmhi1btlBcXExxcTFbtmwhJiYGPz8/XFxcOHDgALIsX7KvC8dQULgIler6DUtlMRRniFov1TQZAB7hIKmgz6x6NSwAeV99Rd6nn5Lz/gcULlxYr2MpKFwL9bZyyc/PZ/LkyQBYLBYGDx5Mz549ad26NVOnTmXhwoUEBQUxe/ZsAHr16sXGjRvp168fjo6OvP322wB4eHjw+OOPM2rUKAAmT56Mh4cHADNnzuSll15Cr9fTs2dPevYUUhuTJk265BgKCudhMYOhDBzdRb2Wa0F3GBY+BPkn4M4PoNODoj0oCiatE4KV7qF1PuULMWVk2p5bCgrqfTxDRTlqrR0arbbex1K4vZHk+sjguQ25XB1ohX8oZbmwZrpwvnd7EqKfBI3d1c+rZuunsEZkbKN1hKcO1b6AWB1SvnMn2a+9jsrFhYDp03Fs3arexjq6eQMbfvwa37CG9HnwcbyCguttrPrgUvXfFa6NS13Dy907FfkXhduX5HWQuhUCWkHz+KtWezyP1C3w91zxPPF1iOwjVh1XwmyAojRw9AL3kJr2oA5CXv8W4NylCw0XLxKBK3bXYByvkYqSYtZ+8zkmfSVph/8mee8uvIKG19t4Crc/inFRuD3JPQ5zx4l8FUmC+5ZDeEztz3fyEufJMti7CUf/lTAbRELktk8hoA2M/BZG/wRl2dCoL9g5QdZBOLRA9NXunnr3t1Sjsq+jYIQroNHa4RkYRE5KMgBO7le5XgqXJTc3l7fffptDhw7h5uaGt7c3L7/8Mg1rWRIhNjYWZ2fxY8bX15f33nsP31oGcqSnp7N//36G3IQoOMW4KNyeGMqEYQFhIPTXKPET3gNG/ww5R6FhD/C6yn/swjPCsABkH4S07dDhvpr3rRb462U4s1m8Vmuh+1PndWHMzKR80ybU/v44tW+P5ja6Qds5OjLwsWkk792Bs6c3jbt0u9VTui2RZZknnniCYcOG8cknnwBw7Ngx8vPzr2pcZFm2SVz9+OOPeHl58fHHH/PVV1/x6quvXnVss9lMRkYGy5cvV4yLgsJlCWgt6tLv+gqaDYWwa1i1gNhCazFEPGqDkxf4toDcoyISzDP8/PdlK1Se41A3nZ/tL1ss6N59F427B5Zduylbvx73ESNxjmp7bfO+hfiGheMbFn6rp3HTOLEzm+0JyZQVGHDxsic6PpImXW5sNbpjxw40Gg3jxo2ztTVr1ozy8nLuu+8+SkpKMJvNPPXUU/Tt25f09HQefPBB2rZty5EjRy6SsurYsSM///wzBoOBWbNmcfjwYdRqNS+++CJdu3Zl0aJFrF69moqKCqxWK0ajkeTkZOLj4xk+fDj333//DX2eK6EYF4XbE40dxEyFzpOgIh92fyNu+m1Gn+8PqSucfeCuH+HMVrHKieh1/vtqLdz5Hqx/C9yCodWo89626vVYiotRu7lTvmUL1pISzBkZOHz2GWrnW+OvUbg8J3Zms/7XY5iNQkyyrMDA+l+PAdyQgTl58iQtW7a8qN3e3p7PP/8cFxcXCgoKGDNmjC2F4syZM7z33ntERUVddN6GDRto0qSJrSrlsmXLSE5O5sEHH2TVqlUAHD16lKVLl+Lh4cHOnTv57rvvbkrWfq2NS0ZGBmfOnKFbt27o9XrMZjMuLi71OTcFhatj5wTr3oSSDJCrlF97TKvVqbLFQtEff1CyfAUuvXvjOX7clf0Xvk3E43I07AEN/7rkW2pnZzzGjqV8szAsAOVbt2HOzkYdGVmr+SrcPLYnJNsMSzVmo5XtCck3vHq5FLIs8/HHH7N7925UKhU6nY68vDwAgoKCLjIs9913HyqViqZNmzJ16lReeukl7rnnHgAiIyMJCgoiJSUFwKbNeLOplXGZP38+8+bNo7i4mLVr15Kdnc3MmTOvu9CNgkKdorGH4ytEpr2kEvkr6qv/aVcePkz2jJkAVOzahX2Txrh0737xgVaL8Ok4eFxbRBpA3inIPwV+LfC4807UdnaUrVqFtbwc51490VRp4Cn8b1FWcGnJ+8u115bGjRvbVhTnsmzZMgoKCli0aBFarZbY2Fib7L6T08V6d9U+l9rg6Oh4Q3O+Xmr1P+XXX39l7ty5tpVKeHg4BTchYUtBoXbIwrAAnFoL+qIrH557HPJOIGm15xkLSXMJg6QvEY76z6Jg9atgLKv9tPJOwk/xMHcMzB0LxRm49ulD+O9zCfn6K4Lefhu1q2vt+1O4abh4XXoFe7n22tK1a1eMRiPz5s2ztR07dozMzEy8vb3RarXs2LHjmot7dezYkWVVZZhTUlLIysq6SMsRbq5Uf62Mi52d3XnFZ8xmc71NSEHhqlQWwc6vauqwRPQGTZU8evv7wNHz8uceWQJfdoMvu+EoJRP04Ye43zWawLffwqnDJcQl03fDrv+KlcuOz4WUfm3JOwEl6WI+stmmO2bfuDGuPXui8fa+5GnmwkJKN2yg8tDh2o+lUKdEx0eisTv/9qixUxEdf2NbmJIkMWfOHLZt20bfvn2Ji4vj448/pmfPnrbihwkJCZc0DFdi/PjxyLLMkCFDmDZtGu+888559+xqmjZtikqlYujQofzwww839FmuRq22xTp16sR///tf9Ho9W7du5bfffiM2NrZeJ6agcFmOLIaVVdLkp9bCA3/Cw+uFYz+4HajUlz/34HywVv04OrIE91Hf4j7ozssf7+QtnPUWk9h+c7oGEVS/5tBssJDyL0yBgtMQfoltt3OwGgzo3nmHkqXLQKulwddf4RwdXfsxFeqEar9KXUeLgRDp/fTTTy9qP3c1cy7VUvrVnCu7X429vT3vvPPORe0Xyu9rtVp++umna53ydVEr4/Lss8+ycOFCmjRpwrx58+jVqxejR4+++okKCvXBuTktJWfBbAL/KxdXstGgi/DPAATXQgY/KArG/g6Z+yC4owiBri1eEWJV9ecz4vXyp0Si5xVyaizFxZT8uVK8MJmoPHr0+oyLvgSQwEHZdrtemnQJqBfn/b+FWhkXvV7PyJEjueuuuwAhRKnX62+Zo0jhX07zwZC2A3KTYMA7QniytnR6UNz0kUSdlXOwGgyXjhZr3Fc8rgfnc7a+7FzF6ucKaDw88BgzhqJff0VycsLpEuGnVyVlMyx5XPiThn0JYUrCo8LNp1bG5f777+f777+3SQ7o9XoefPBBfv/993qdnILCJXELgZYjoDzn0ttUxZkiidE78mK1YzsXaH5+4qRssVD421zyv/8e1zt64TNlCpq6Ct1sPBDiPhFbYk0HglsQAObcXIqXr0A2mXAbdCd2ISI3R7Kzw+/pabgNHIDGywv76wlT3vV/UJwmnu/9STEuCreEWhkXg8FgMywgIg4qKyvrbVIKClckORGOLhY37C2fwGNba3S8zmyD38eLiLEhn0H7e6/anf7ECXRvvQVA4W9zcezcGfeBA69vbpkHIGkZuPhD2zFCZ6zTAxcdVjh/AXn/+Q8ApvR0Al9/zfae2tkZ506drm98qKq0WYVHg+vvR0HhBqiVcXF0dOTIkSO2zNLDhw/j4OBQrxNTUACE70BCiEsCmPTCiX/8TwiMAt+moq2aU2uhslA83/SBUEu+yraZyskJydERueoHk/rC5OCKIjj4O1Tkif4CL+N3MZTBksmQUxXlpbG36Y8ZTp+m4OdfkI0GvO65B3NBvu00Y3p6LS7ENdD1cWFsJZVY4dUTFrMZQ0U5Di4uqK4URKHwr6RWxuXll1/mqaeews/PD1mWycvLs4muKSjUG6lbYPFjQphy+JciAz7vBOz5TryfdQBip4NXeM05XudsI3k3htXTod+sK0Z52YeFEfrF55Tv2Il9o0Y4d+16/gGHF8BfL4jnpzcKBeZzq1cWpkFZFrgGQWlNfoIlPxOVLCNJEoXzF1A0V0j8y3oDnvfdS+X+A1grKvB5ZNK1X5sr4RYI0ZPrts8LqCwrZeMv33Fi+xaiBsQRPXIc2pugzqxw+1Ar49KmTRtWrlxpkxNo2LAhWqUSnUJ9s+f7Gt/Bnu+EcXHyBtdgcROXVNAgGk5vEltlvk3FysJiFK+LM8S/LeOh0ZVLXTtHR18+KktfUvO8+CzlO7ZSvu8wzl274BzuAr/eJfJZWo2GYV8ir3oZi30wOQlHcbGuxm3ggPNdPyoVTm3aEP77XLBYUF1LYIzFDIf/EGrOEb0h8o5LH3ditdBBC2wLLYZdu7LAVcg8dpQj69cAsDthIZEdOhPctJYRe/9imjdvTpMmTTCbzajVaoYNG8b999+P6grfT21l8mNjY1m4cOFVM/dre9yNckXjsn37dqKjo1m9evV57ampqQD079+/3iamoHCe76Bahdg9GMbNFZL3Po2FSOR/Y8BYKt4f5w0NutZk02udbryuSouhIpky/ySmjs+Q9uCTYLVS+NNPNPrsEdQlVdtap9chR/bG4N6L0lSZ4sTVaMLb4jZwAB6jR2M1GpFNJrzGjwdAZWcHRWch7RB4RoBfs6vP5fQGWFy10tn9f/DIFvC+IOEuJwnm3S2MrCQJ/89V8muuFQdXNySVCtlqRWvvgIOzEvJcGxwcHEhISABEKfhnnnmGsrIypkyZctlzbqZMfl1yReOye/duoqOjWb9+/SXfr41xsVgsjBw5En9/f7766ivOnj3L008/TVFRES1btuT999/Hzs4Oo9HI888/z5EjR/Dw8OCTTz4hpCqC5quvvmLhwoWoVCpeffVVevToAcCmTZt46623sFqtjB49mkmTxH+6y42hcJvReRI4+wMytBxW0x7UVjysFtj/C5jOkWQxlIjkxXsWiW2zwLbgf7EKba2xmEB3FJoMhLDXqdiTDFYhaGgtL8fq2gC11hFMldB6NFLC4zgAWrdGVHRsjWPHjgDYR0QQOH06FKRSsXEZZbsW4ditN+p1r0LmHlHd8r5loqrmlTCU1jw3loO54uJjjOXCsIDYUjz3nDoiuGlzhj0/nZzU0wQ3bYF3SGidj3GrSdq8ns2//0Rpfh6u3j70GHsvzXv0rrP+vb29eeONNxg1ahRPPvkkVquVDz/8kF27dmE0Grn77rsZO3YsH3300Xky+RMmTODDDz9k8+bNSJLEXXfdxYQJEwD45ZdfWL9+PWazmdmzZxMZGUlhYSHPPPMMOp2OqKgoblZl+ysalylTpmC1WunRoweDBg26rgF++uknIiMjKSsTN4APP/yQ+++/n7i4OGbMmMHChQsZP348CxYswM3NjTVr1rBixQo+/PBDZs+ezalTp1ixYgUrVqxAp9MxceJEm/Db66+/zvfff4+/vz+jRo0iNjaWRo0aXXYMhdsM1wDo+sjl3889Dhveg7bjxRZQcMea3JUGXcTjRjm+EhZURZwFRuE8Yi4ed42mbMNGvCZORNOiD/iuEsXEquRdANSlpwl84iXsKrZAto/NaJSuWUn661+BxULoDDUumXvECZUFkHvs6sYl8g7oNAlOrYboJ0SNmQsJbAv93oA930LzoXW+aqkmol0nItrdQFTb/zBJm9ez+us5mI1CPLI0L5fVX88BqFMDExoaisViIT8/n8TERFxdXfnjjz8wGo2MHTuW7t2788wzz5wnk//bb7+RkZHBkiVL0Gg0FBUV2frz9PRk8eLF/Prrr3z33Xe89dZbfP7557Rv354nnniCDRs2sHDhwjqb/5W46kasSqXim2++ua7Os7Oz2bBhA6NGidoWsiyzY8cOBgwYAMDw4cNJTEwEhKTB8OGiJveAAQPYvn07siyTmJhIXFwcdnZ2hIaGEhYWxsGDBzl48CBhYWGEhoZiZ2dHXFwciYmJVxxD4RZjtUJ5rigZfC7lebD1P7D2Ncg+VHPsyVWw479i5QCQsgX+fB62zYHEN4Tvwa8ZHF4I9q4Q1P78pMW6oPicSC7dITT2EPDaa0T89RfeE+8XYpeBbcXWWdOBYg4qNXSfht2Gp0XE2l8viVUWUJmcCRbxvGjjUeTIKl+QRwNRPvlqOHpC3AcweTd0fvjSvhS1FrpPEcf0f0NcG4VrYvPvP9kMSzVmo4HNv9efdMrWrVtJSEggPj6e0aNHU1RUxJkzZy46bvv27YwZMwZNldDquXL61btJrVq1solf7t69m/j4eADuuOMO3G9SBdRaOfS7devGt99+y6BBg87Lyr9ajYC3336b5557zqbCWVhYiJubm+2iBAQEoNPpANDpdAQGBopJaTS4urpSWFiITqejbduaan3+/v62cwICAs5rP3jw4BXHUKgjSjJh4weQtR96PgfN4q5+jtkIW2eLvJTGA+DOd2t8IQfnw5qqMq15J4Usy+GFYjsrZaP4BT52LiyaJKKymg+Fo0vE8VF3Q3gvkXXfuh4kiRr1gYPtQHcQ+r8NroFIkoTa6RJOeJ8mcG+C8PUcmFsjU1OajSHlNIaUNBzadELSJiCbTNg1aYE0/EHIOy4KnJ3rY7oamlps89bmGIVLUpqfd03t18vZs2dRq9V4e3sjy/J52/7V7Ny5s9b9VQdaqVQqLFU/Ym4VtTIuf/75J4Ct2hkIdc8rrQjWr1+Pl5cXrVq1uqaLo3AbcGwF7K0KB/7jIZhyAFz9r3xO7jFRpRFEAmSzwdCmqlqj8RyfgIMbJM4CFz8o94fW46AwGc7uFBFiajswn5PXYiiDexbUvDYbxE3dyef6I6QsZpGMaTWK8sn3LRUGwzXw4oz/C3FwE4/mgyFjDxRnYOg4nTMPPIxFp8OuSRNCv/0WJHBs3RocHMDF5/rmqVBvuHr7UJqXe8n2uqKgoICZM2dy9913I0kSMTExzJ07l65du6LVaklJScHf3/8imfxu3boxb948unTpYtsWu9IP/U6dOrFs2TIef/xxNm7cSHFx8WWPrUtqZVwupcJ5Nfbt28e6devYtGkTBoOBsrIy3nrrLVuNaI1GQ3Z2Nv7+4qbk7+9PVlYWAQEBmM1mSktL8fT0xN/fn+zsbFu/Op3Ods6l2j09PS87hkIdoTnnV7u9m9iGuRqOHsJpXVlQFcHkW/Ney+GQdVAoB0f0hvRdYiWSsklkuOedgDNboNsU8Ss/qJ1QQJat5+dzlOpg5Qtw8i/oPg1iptX8ereYhV/GahIGQ3uFJOCDv0NCVb/93hBbTA5u5x9TcBrWvwsFySLX5oKQYNm7MSXO46k4uR/7YzrkKp+j8cQJQMa5U+erX7ObjKWi8tIrsn8hPcbee57PBUBjZ0+PsVdXfLgSer2e+Ph4WyhyfHw8EydOBGD06NFkZGQwYsQIZFnG09OTL7744jyZ/BEjRnDPPfeQmprK0KFD0Wg03HXXXbYqlJdi8uTJPPPMM8TFxdGuXTuCgoJu6DPUGvkKHDhwQB4yZIgcFRUl33XXXfKpU6eudPhl2bFjhzxp0iRZlmX5ySeflJcvXy7LsixPnz5d/uWXX2RZluVffvlFnj59uizLsrx8+XJ5ypQpsizL8okTJ+QhQ4bIBoNBTktLk2NjY2Wz2SybTCY5NjZWTktLkw0GgzxkyBD5xIkTVxzjSgwfPvy6Ptu/ksoiWd42R5b/fFGWU7fX/ry0nbK86WNZTlouy1brOf0Vy3JFsSznnpDlvNOyvOtbWZ7pVvOYO178u/sHWV70iCzP8pDl2W1kOXmTLJdky/Kp9bKclyzLBxeef17mgZox9v1U0771Pxd/pJOn5MKEpXLFkaOyvHRqzbHfDrz0Z9n4Yc0xn7SWZUO5bLVY5KLlK+Ts99+XCxMS5KNNm4lHs+Zy5sxZ8tGmzeSU8XfLppyc2l+zm4BFr5dzPv9CPtGjp5z99juyubT0Vk+pXjh69Oi1Hb9pnfzV4/fLH44ZLH/1+P3y0U3r6mlmtw+XuoaXu3deceXy2muv8cILL9CpUycSExN5++23+fbbb2/ImD333HNMmzaN2bNn07x5c5t0/6hRo3juuefo168f7u7uNgWAxo0bc+eddzJo0CDUajUzZsxArRZSEzNmzOChhx6yhTs3btz4imMo1BEO7teWAW61QOpWsBigy6Ngd86v45TNsOhRaDdeRFt5hEBQR1H8y6wX22Aae+Fb2fVfIcHS7h7Y/7OQWdn8gQi7dQuBRn3FqkiWxSrJ4ZyiYWm7ap6fXAXdnrC9NGZkkP7IJEwZmahcXQj7+GUcpB/EyqjtmIs/T0EymM/R1nPyBklNxd69ZD4j5PVd7zynRows4xLbG7e4QdiHhaHx9eV/Cf2RI+R99hkABT/+iFN0NK539LrFs7r1NO/Ru04jw/5tXNG4yLJM96qa4nfeeSdff/31dQ3SpUsXunQRYaGhoaGXDIWzt7fns6o/8At57LHHeOyxxy5q79WrF716Xfyf4HJjKNwiDs6HJY+K57EzoOczYlvp0EIoyYKwrqLO/JFFIuu+8yQYOkckGAa3E479LZ+KrHQQCY3dpoFPM/j7d5FIWZIO696EQR8L0crwGPA8R7Qxsjcc+EUYjAsc/6a005gyMgGwlpZh1BXi8PB6UVQsqF3NgXknYdt/ROa/Zxi0GSsMbdR40NpjPWdfvHL/fnyefIKyTZtxHzwYl+hoUVb59Eb4ew74NIXWo64qwX8zUDm7IGm1yCYTqFSo3ZToMoUb54rGpaSk5Lzs/AtfKxn6CrUic1/N82PLhHE5MFcYC30RRMTCLhHDj2yF4rOACvq8CnZVatxugTV9eITBoXlQmQ+t74KDc0UEW7PBwvAM+gDsLxCfbDVCSPBbzRDY7ry37EMDcenSmrKdh3BoFoFDgIMoEnYhB36FfT+K5w2ixQom/kvbsU6dOuH98EOUrFqN+7B4ynbuwlpejiYgQBiWwjPw+901AQxOXtD0ClUwbxIOTZsQ/MXnVO7di0PLlji2a3f1kxQUrsIVjUvnzp3Py86/8LViXBRqRXgPEU5stUDUPVCQCofmi20wrwiRBd9imDAwGnsRJKB1AEN5jXGJuhu0jlCaJaRfSjLEjb7r5JrcmBMrRUJldRnjCwlse8lmTUgjAp8aj+nQVrRhkWhaxFz6fEl1/nP/1uBbI9midnbG75ln8J0yhdyvvkJfFSWZ8+67uPTqicqkv0BNoO4z568X1x49cL0gBFZB4Ua4onG5VE1mBYVrpsVQeHiD8I0EtYNTiTXZ7AWnRSTWkcUw8D3hU7GawT1M5NFIHUSorpOnqCJ5KlFk5jeIFisit3MiXzzCoWFPEZkGQq04+2+hlHyVMsia1gPRFPwNW2ZA3i4xF5cLfCPt7hF+IEMZNO6PHNSB4rXbKPz9aVx69MDrwQdQOzsjabVozxEFtG/RXKxcfJuIGjNbZgslgeoEyjokqywLK1aCXYLrvG8FhWuhVqHIeXl5fPzxx+Tk5PDNN99w6tQp9u/frzjKFWpP4DnZ575NhRx+/knwbiRqsIR3F0754PZiZbPsSXEjbz4Uhv9XrGAy9sP8e0XOSWA7GDcPQjqKlU5FHjS5E/ybizHKcsSxWfvBwQPuXw4Bl6nDAqA7Als+Fs8P/wEt4sWjClNWFhW7/0YbMBS7yMZovL0xHDtG1qvTQZbRHzqEffPmuPUT5ZDdhg5FsrfHXFyMW79+SNX5Me3vFasrda3+610TWzO2Mm3DNMxWMx/0/IA+YXVvvBQUakutssxefPFFYmJiyMnJASA8PJyffqo/GQSFfzieYXDPHxD3scjST04U22YuPpCfDEkJNYmSSUuFPAxAbpIwLCCMhrOvkDbpcC/0eLrGsIDw22TtF8/1RcIZfyWcPMG+ShZDUlUJZgpMBQWkT5tG5vMvc+bBSeg++JCihQuRtFoh/1KF6px6JmoXFzxGjsTngQewC71A1LEeDAvA6jOrqTRXYrKamHd8Xr2MoXBjNG3alHfffdf2+ttvv+U/VRVJq4mPj2fatGk3e2p1Tq2MS2FhIYMGDbLVHNBoNFesP6CgcFU8w8TWUFlVFnTDO8CrEZxeL8KPq/WwosaDs594HthOrG5A1G2RZREhtvkj4dCvpjhDhB6HV/kQPCPEqsVihoPzhBz/yfPLSOAVAXfPhz6zhJM+c6+IRDPpqdy3D/2Bv8VxJhMqOy1lmzZTtm0b/q/NwuOeuwl44w2cu15CKLOiCLZ/AWtmipVXPRLhXiO939r3Cqs0hVuGnZ0dq1evpqCg4JLvJycnY7Va2bNnDxUVl1C8vo2o1U8oJycnCgsLbUv7AwcO4OqqhCsq3CBeDWHCYig6I7bJXHyEz2TpE0J/LKI3tB1Xkxfj3xwmrhTOfL9msHQqJC0R78ky9HxWPN/3o4hE82sGjfqJSDGPUEjeIPTJAHZ9DY9sBt+myLJM5d69WEorcWo6BPWe/4gsfasJKouQ1E1wjomhfMsW1D4+aBuEUZr4PaWrV4NWS9hPP+HULuriz2esgD3fwLo3xOtTa+HB1TVBCnXMyMYj8XX0xSyb6Rncs17G+DdRvj+HklWpWIoMqD3scRsQjnM7vxvqU6PRMGbMGH788cdLrk6WL1/O0KFDOX36NImJibddDZdzqZVxefHFF3nsscdIS0tj7NixFBYW8umnn9b33BT+DbgHi0c1bccJB7xsgdAuF0vLeDaoyV8pP0eQtDryymQQW1pnvhESMRp7YbA8QsFUk4eC2SBqsAClq1eTMXUayDKe94wjIDKnZlvu8B84D/kv5oGxOHdtj8rNE6vJgiU/X7xvsaAuOwZ//iqUjdtNqAko2PklZP1dM2ZZtlg9XQVZlinbuAlD8imcOnbEqe2lo9wuxMXOhUER11caQ+F8yvfnULToJLJJ1O6xFBkoWiS2Vm/UwNx9990MHTqUhx566KL3/vzzT77//ntOnz7NL7/88s83Li1btuSXX34hJSUFWZaVMscKdYPuiPCxBLatUQRWqSGsqtyw1SrCjLWOwvF/IbHTYc10IUPf+i5I3yOKh1ktImkyY5+IRiuuSsYM7wHdp8Kx5dD5EZuDX5+UJFY+QOmadfhH90U6LsRa8WmMau//4VmwSygCtHoNS6sJWAoKMCafxqFJKHY7Z0BZlaFz8ID2onATx/8S2mYNe4n3+70GjleXO6/YvZv0xx8HqxW1tzfhC+Zjd7P0oBQAKFmVajMs1cgmKyWrUm/YuLi4uBAfH89PP/2Eg0ONxt2hQ4fw9PQkKCgIf39/Xn755auKUv4vc0XjcmF542qUMscKN0zmAdj7Azj7CEFJFz9of594Xc2e7+DPZ4RxueNlsdKIGi9WISAizB5cW6N+vP4dkQOTe0y8bjUS3BuIcshbPhFqyW3GQp8ZwohV4dSxEwV23yMbjXgO7IpktYi5GMuEhExxmvDBAGz/HDUSXv4nKDNqKE86ghR4zooo84CQoXELFHNdPlWUGR76BTTpW3NcZTGcXgdqe+F7OkdI05yTa6t2acnPx1JUBIpxualYigzX1H6t3HfffYwYMYIRI0bY2lasWEFKSgqxsaLgXVlZGatXr+auu+6qkzFvNlc0Lpcrb1yNYlwUbJgNQicMWawQLqc6bDYKCZXdX0NoNJgqhDbX3h9EvfuuVTI/FjPs+Fw8N1UKyf1jy4UfJPbVmv7ODSxx8YfSGqVsfJrC4Mdgz/ewdpZoy/wbJiw6b0ouMd1puOgPzJnHIGktpUcLcG4ejkqVK5QAmgysOTjiDvjrBTSAu70btJxEueujOJWtRXINEBFqyeug3d0i7DiwrdjauzAMettnsPlD8TzuE+j0gO0tp86dcenbl7ING/B++CHsG11i1aZQr6g97C9pSNQedSPX4+HhwcCBA1m4cCEjR47EarWycuVKli5dalNx37FjB1988cU/07goSZQKtWb/r7CiykE58N0aI3EuVotYWax7Xbw+ulhsZ2kcRXKl4ZzsdWSRD6I7JKT3q+Vc9CWXn0OzQUJaZccX4NtcOPI1DmKV0rg/nFoD5Tlg0gvhy+N/ilyWdhOwb9QI/eEDZM5eDbKM9wQ//CZOhKZxwnB6NgSzHtnJm+qKLpKpHLeAXMrkDlBkgtQtYrXT8znMOTmUrF6DpNXg2q+f7T9aZVkpkiThcHpDzbxzk877GFo/X4I/+hBLcTEab28ktRqFm4vbgPDzfC4AklaF24DwOhvjgQcesNXI2rNnD/7+/ueVB+nUqRPJycnk5OTg53djW3G3gloH3G/YsIGTJ09iMNRY8yeeeOIKZyj8q0jbXvP89IaLjYvZAJs+FJFe1YrHkiR8LbIsjEHLEXB4kYiq8mgAG6p+3PR7HVK2iu2jdndffg6uAdD9Kej4oHDkqzSizPD6t0SiZedHoekgyNgNK5+rmut68GsODbqiP5Zc43vZsg/7Tj1xr16dN4/DXFRE+coFuDQfjTr3ADSIRnVoAY7RzTA7j0ZTmYpk0UNlCflLvqfg+x8AsBQV4fPII6Qd/psVn30IEky8dxwOmftE2HWjfhd9FJW9Parb8IbyT6Har1LX0WL799eEo/v4+PD33zUBH/Pnzz/vWLVazdatW29ovFtJrYzLjBkz0Ov17Ny5k9GjR7Nq1Spat1bi6BXOoemdojQxsij+BWJrqzRbGIvcY1BZKAxKj+cga59YDTj7i4qNDbqJX/B/PChWHKc31vSduR/8mgpRS1mGnV8LR314jJBQOUfCXzabKd2wFePZdFx7dsJ+W1WCmqFECEVG9ISkZTV9SxJIYmXg2LEj/PILmM04tG5N3ief4HrHHagqc2D/r6hUdrhlfYvsFoK1yWBUO/4DoV3RnpgL2QdFpNvB3yF1M4ZT3W1DGM+mA3Bo/RoqigsBSNxbSNxjO0RCpXdk3X4XyevFKs2nKbQZc+XCaAqXxbmd3w0bk38ztTIu+/fvZ9myZQwZMoQnnniCiRMn8vDDD9f33BRuJ1qNEBFdslX4GUx62PS+UAI+XFX+wMEDop8Uel9aR7E1pS8WN8Cz20HrDGHd4Oxu4axP2ybO8wwXDnkQPpvdVaUfDi0QEWNtx4qVypntlB04TcaLopxy6drWNIjriTp5uTAiflX6YkeXCyHM8hwI7QohHSnftQv98WP4v/gCFbt2UbF9O06dolDlHhYJl4fmo1LbQclZpJKzmBzDsA7/Dc2JP+DQFtGvsVyUN3YNxqtTHPrDh1H7+OIyqA0lm7+jUaumHN+6iS7dWtAoUi1u+tVRcnVF4RmYd7eYCwgVg2ZKeLLCzadWxqU6XM7R0RGdToeHhwe5uRfXl1b4l3OufljuMZE53/ycOH1Dicj1CO8pHN/6qlreyYli5eLkBYFRotCXqVIoJXuGi5ov1RjP8csYS0VJZP8WQiJm3t2YNKNsb+sPHMJ0/1QkV2+kBh2RmsWJlU9RKpzdIbak/FphPHuW9MceR+3pSsCErqijgnBu6o2rvA1+GYXcciSS2SjqxpAEXhGoGnVF3aIPGLOF01+lEaUAtv8H1Ha4TIgncuVKKo+twGXVJJCtaCOHcO/TD+KTOBl2l0L6UqEK4FKHv47Nelv+jrhG5Zc/9l+ILMs1Om8K14RctWVcW2plXO644w5KSkp46KGHGDlyJCAqRyoonMepRFH0K6ybyD1x9BI+lkZ9xTZWyxHCOb/nG2g9VkiuFJwG/1YivFhSiygqEKrHKi1UFohoq8hYsa0W0kkYlbwTYtXx91xAEgZGtuLikUtpVAsqj57Ce8Jo7A+8g6QvhIO/ibDiE3+KaDa3IHETbnMXlvxyrOXlBI7vhEvKF2J8e1cI7YJcJlNU1IyKlBI8w1ti160b6qwdqFc9C2Xp0ONZsVIzlMBvVVE9FiPkHkMd3h0p56hYzQGO6RvQNu1Tk/CZtV9I1dSlcfFpIgqtbftMXLNGinhlNQ4ODuTn5+Pt7a0YmGtElmXy8/PPy8u5Glc0LgcPHiQwMJDJk0VJ24qKCpo0aUJERAT333//FTs2GAzcfffdGI1GLBYLAwYMYMqUKZw9e5ann36aoqIiWrZsyfvvv4+dnR1Go5Hnn3+eI0eO4OHhwSeffEJIiNCR+uqrr1i4cCEqlYpXX32VHlV1JzZt2sRbb72F1Wpl9OjRTJokpD0uN4ZCPZKyGX4dJW6kkX2EgWk9Wsi6qFQiWdJQIlYaIAp89XhaZNSf3S4My7nZ+MYKYTxc/YVMTKN+ImLsm77Cce8SICpLBrYTiYrF6eDoiV3uekInv4Mx4F3ko8uR9gsfB5GxQlZGXyRe931NKCdnHcCh+XD8pj2BypwE1SVWTBVg50RFs+fJflGEDJes3kTERw+jSdkgjtn8oVBtDorCdDYNQ9g07Ep2YVdxCII7imPCusHhH8BYRnnTsTiEdRFaZ4WnRXEzrxo9sDpBkkTQQ9tx54dpKxASEkJ6erqy63KdODg42O7JteGKxmXmzJl8//33AOzevZsPP/yQ6dOnk5SUxIwZMy5blhiEQNuPP/6Is7MzJpOJ8ePH07NnT77//nvuv/9+4uLimDFjBgsXLmT8+PEsWLAANzc31qxZw4oVK/jwww+ZPXs2p06dYsWKFaxYsQKdTsfEiRNZtWoVAK+//jrff/89/v7+jBo1itjYWBo1asSHH354yTEU6pHidGFYGkSLraxqPa3gDnDfCuELSN8ltslKs8UKJ+ug2OayWEVIcGURND4ktrhCOghj0vEBoVhcTZdHRMnk6MlidVF8FvZ8R2H31zga8jLhzZoQ3DYaB409NJgE/g6gOwoth1FZ4YHJ6IqscUGVXI5zzhJUOz5HcvHHOyIHS4EB2SsOqSAZueeLSA1j4EjyeR9T5RkgVJNlKzj5gpMXppwc0qc9g/7wYbQhwYR+9jv2QUKyRevbnrL+c5ArCrAPaobav4VYWSQlQEVB1Qqs0zVd6op9+yic+zsaX18877n70tn7imG5CK1WS8OGDW/1NP41XPEv0GKx2KQH/vzzT8aMGcOAAQOYOnUqZ86cuWLHkiTh7CwE+sxmM2azGUmS2LFjBwMGDABg+PDhJCYmArBu3TqGDxdRRgMGDGD79u3IskxiYiJxcXHY2dkRGhpKWFgYBw8e5ODBg4SFhREaGoqdnR1xcXEkJiYiy/Jlx1CoR8K6i60uY5m4aVavQlz8xWrh6GL482kRqaV2gFajRBRZYFuxEilMhd/HieMrC2DX/wmfzf5f4LexcHSp6K/NXUJw0s5NnJ/1N0gSZ1Jz2LF0KQlf/R9lJVV+GXtnERId/x8qDQGkfbWPsjQtmZ/MJ/2dXyiSq0oMmyrBLRj16b+QUjdTFvgAqbN+4exzM1F7eBIwcwbOMTEEvPoCmn1zoPUokZ8z6jvwCMV45gz6w4dFV+kZGDKF4q05Nxf9si9xWTER13VPYzdvJOSeED6aXV/B4QWw87/XdJmtRiPZs16jZNkyCr77jpIVK27wi7sE+mIo1V39OAWFK3BF42K1WjGbhdDe9u3b6dq1q+09i8Vy1c4tFgvx8fF069aNbt26ERoaipubG5qqGhgBAQHodOKPWKfTERgo6qRrNBpcXV0pLCxEp9MREBBg69Pf3x+dTnfZ9sLCwsuOoVCPeDaAbk+I6CSVCpoNgd6vQvZh+G93YWAsJnHsmc1iy6vzw2K1olYLnTE7Z+GPKKr64aJSi9XOiZXwxwNiaw1ECPPhhdByGLQZQ0mn59iy7RQAlSUlmAz6mnkVpyMnvo5h8x+g1mDKrJHmr0gpgl4vUpbrSupnm8gqGo2x18fofliB/shRytavp/SvVXiOG0eDb/4Pzyg3pLwjcHC+KNOsFSHQdmFhOFSF5mtDQmwZ9cazZ7EWZttyZzBViq1BB4+a+Wkd4eyuG7jwdew7yDoI3w6AT9uIkgMKCtfJFbfF4uLiuOeee/D09MTBwYGOHcU+8pkzZ3Bxcblq52q1moSEBEpKSpg8eTKnT5+um1kr3Fr0xXDgNyg6K0oYN6j60eEVIbTBDs6vyh9RCV0uABnh4K8sEHkwVlmEHh//S2xtSX9Cm/FwbClETxFOce9IIUwJoq/qGvZ2ThD3Eez4EoI7oEo7QsPGDUhPy6Xr8FF4BNRsE1kP/I5q80c4+t+J2tUJu7AwKvYKnTDXXjFYHNVkvTgLpxbhyJXFlJ21ovH1w3hCKODKVktNhJFvc+FDCooS22LHloGdM1r/FoR89imG5GTswsJEcbAzO7DL205xoSNOkYOwK9mLNep+VAFthAHWOorPXZgK398Jdy8QJQZk63m6ZxeisrMjYNYsCn+fi8bPH/fBcXX4xQIn/qpRDFj9ikg6dXCr2zEU/hVc0bg89thjREdHk5ubS/fu3W0RFlarlenTp9d6EDc3N7p06cKBAwcoKSnBbDaj0WjIzs62yR34+/uTlZVFQEAAZrOZ0tJSPD098ff3Jzu7Ri9Kp9PZzrlUu6en52XHULhGTHoR3YUslH2rk/GSlsNfL4rnRxbDY1tFGLG9s9jyAvFr3eEcBeCKXLFS0R0WW1mmCmg6WNxgbce7ifBjdVV2fZsxIrM/+6AwSF5V++X6YshJEhFijfvh0mYMA3LOYNR649ig8XmRQHKZ2CKz162kwb1jMGntcevzNkZdCXlzF2Lo3hb/e3rgmvsDktWEwScaaXAcGj8/sFoo37IFlzvuwKldOzH3jg+IcsjlVU5hqwUGvIU2MBBt1cqb8nyYfy+ach2+IV0wNJiI1OpttCFV8/cME9L8n7YSnzuiN2TshZNrIW0HDHirRhn6Eji1b4dT+3bX+aVeBbdzyh8ERAk1BQWF6+CqochRUVEXtdXGKVZQUIBGo8HNzQ29Xs+2bdt4+OGH6dKlC6tWrSIuLo7FixfbFEBjY2NZvHgx7dq1Y9WqVXTt2hVJkoiNjeWZZ55h4sSJ6HQ6UlNTadOmDbIsk5qaytmzZ/H392fFihV89NFHSJJ02TEUrpF9P8LK58Xzc/XCTOdUyIvsDUseB7+W4obZagQ4e4OTn6gOGT0ZLBZhfApT4ViVj8DJS2yTtR0nwokDo8RKyFgKroHiF3xhqthqA7F9dugPMBuwGstRrawqDHYyEX3Pz0h/fDqmzEz8Xn4JrwkThIGxmDCH9MValI5WLsTOzQG7fR9gcJlJ2mvfgCxTcDqFxq90QkoXOTfatARyvynEkp+P25Ah6JOOIeuF5FF5pgUJV5zOzbU5N6ekGqsJjEIDTZO/E03XuyDkgv8zLn7Q5VFhaAtThAyNg7vwXW18F+5NsB1qOHUKS3ExDi1borqGUNDrouUI4S8rzxOCnRolylLh+qifYt5ATk4OL774IhaL2FYYOHAgvXv3plGjRkybNo3Zs2fTvHlzRo8eDYi8meeee45+/frh7u7OJ5+IjOzGjRtz5513MmjQINRqNTNmzEBdJeQ3Y8YMHnroISwWCyNHjqRx48YAPPfcc5ccQ+EaOVcvLGVzjXFpNkj4UvTFIpte4yC0wH4fK2Rgtn8O7iHg2xSOrxR6XzlHReht0RlxQ/YMF9svGgcYVOW4P75c9O/fUqxoDs4T/zaLw7BtKdrD/0FVkgJdnxIKyqYKKErFcOwo5txcvEfdAWd3YSkchCZ3N2z7D3aN+iD7h8H+DWI15BWByk6DyskRa3kFssmE7NbA9jEtDg2wloqtPFN2Nn6vvIJjgBVj4n8p+H0dZXuPET7jKRzyliN5hiO3HImluBi1qytSdYSWawCM+D/Y+D4EtxfilxeisYPe00VQwoJ7RZu+WGwnOtestMt37uTso48hV1bi/fDD+E6bWjNOfWDnKIImFBRuEEm+1rTLfygjRoxg0aJFVz/w38ThP+CPqmp5I74WeSvnYtKLvJNGfWDrbLF1lrlfOK0BmsWJlUqH+0XuS+4JkRmfe0xsgUX2FRnk+kJw8hF+lop8sf21fY7YcurxHBXeg5C2/QfHnKrvx84ZS4txqFP+Qt/oQYoOlKB20uKlTsDi35xT6vYYykqIbBSI27pnhAHr/IgwVHYu4BVB+ZlyyjI02Ec2xq1/L1TJq8FqorzUj7TJz4EsE/jeu3g0qISEx8BqxuzThTN/Sph0+TR45ynss/8iNyWS4j9X4zFyJD6TJ6N2dqq5PrIsjMWVKM+HxY/CqdUiAbL9RGjST9SgAfK++JLcqpB/lbMzkWvWoPHyvFKPCgo3lcvdO+tt5aLwD6DVSHHDg4vrkZiNoshX18fEL+7G/cA9VBiLjD3iGCdfkddi7ylyW7L2idVMgy6gcRI33p1fQlGa8KkcWSzO0zqJrP4Tq6Aij8rsJOysNXXnrd7NyViWi6WiJY7lFRT+Ok+c9kAsZ2jM2j/WAJCha8ngxv3g5BoRrZaUIDL8Aefhr2Gnh8o9e9CnZOAYNU6EzwMNF0UgW604NPCDFc+AVURMavJ34dRiLJbGzVFlbKGy2IHCuQsAKPjuO1x69sS5axcxSWMFpGwUq6WGPYX2GWBISaF81y60ISG4du8utsKaDRKBEL5Nof095znQ7Vu2ENF0FguugwahdnOti29WQaHeUYyLwpW50KiAkHTZ9Y1wbAP0fwPyTombeLM4IW1v0YuVjdpBRHetfln4WII7grlSbJP1eqFGCsV6Tmi7WS90v9yCwWrBnJmBWQ5G1fgZ7P0cUWnAR5uF7N2UjHd/rDmt0kxJaY0PJCsjD3OEK5rqSLOoe0QNF2MFcuZ+8uZvw8M/G/vkw1hyBqNp0BasBhwadAdnL5HroVYLKZvKQiytJmBv7oa9cyUOe5+hsslU0OwCsxlJq0Xl7kZOagrlhQWElW5Ete41MZGqYmDGnBx0775H+caNqNzdCZg+HfeoAFGtshqfJucJTbr26kXYLz9jKSzEsWNHJI3yX1bh9kD5S1W4do4k1JQSliSxWilMEa+PrRB16r0jhYijb1Pxy7/pIEAStV7CY0Rei+6IOPbQQqH11Xq0aGs9SkSIeYZhLjfi3L07hb/NRRXmh2brmwA4tR4Nxz8gYNJD6H5chX14IG53xhNhgaQDx6goLqZH/2g0XuXg2wi8m0LiDBHlVZ4LRxbiEuSH45lfAFDlHAD188LPdGa7MJiu/ph8e6BWOSJrPcndVojHfe1xiGwI3fvg6ORFSHAs+sOHcGzblnxk/pj+LPZOTjzUKa8miSxzL/AAxuRkyjeKUgLW4mIqDx3EvXOkWNWYq+ok2V8c4u/Urp4iwxQU6hHFuChcOyqNiPZSa0URruIM4bjO2Ifs2ww8wpBWvSRWIEVpENQekqoy7LtNhSN/iIRJv1bCPxPQSvhFjq8UUVTZR8A9DKN/H3LXHEO/6ms8BgxEazmn7HbOUcwtxuOasgiXu5yRQvyRLKlo1mbQu1KFx8hBuLsUYN35ParSTOSAtkgeDcSqC5AdvLEPD4YziJu7d2NyTB64aLxRFamQDu/CXspAytxBZaUXGT9sxqLT4TrkHmja1CaV79qzB649hdbdyZXLGNi3BYFSBmbfrmiKU4QhaywKjmkbNMChfXusxcU4tGiBtbycivQKnMb8CqmbIaANhMXcrG9RQaFeUYyLwpWxWoVysb2LiIICkYtiKIGeLwhF4+rclWZxEBqNdPB3kShY7UDP3F+TpZ59EDo+LHwMWX/Drir5E3tXEcpcnAYNopEP/o5d5n9wbfsA601uNC/Oo4V/pNjikq1Ymo8GJ3+k8LZIzn5ijGPLcA5ojZ3WidwPv4cZ9+JbKjLypey/odsUcPZBdvQm72+JwkXfEvrUNBy9LUhJCdhn76TMqTf5Mz/E7+4i7M2/oJFlNJIK7/4T0Jc44tDm8kXyGgY54LH3K7EKOQ3WQR+hCusm8nEA++BgXJ59mrLNmyn58isAyrdspeGSxWgaX1yNUkHhdkYxLgpXZvf/iVwX10AY9b1QEs45KjTBmt4ptsWKz0J4DEaHttiVHICzO0V0VnmuyDZ3CxIFtxpEizwOOyehrdWwZ804pkrhkzm2AiQ1UlVQgNvhbwgLmszGTWtocP94rE1fQuPvg7rwGJoNs8S5/d/EWGJB3WwYLkUpkJeA3aP3kW3Q4uLbDsfc/Zj92qLOO4V0ajWGDq+R//3nAJQd0eFkNxdkGfeiM5SF+JNvtSJhqjGIshW33h1xaxqH2tlZ5IDI1ouk8j1MGSLiLbwHaOxRWS02w1LNqeQjhHrZYQ0LxngmA2tpqcgDUlD4h6EYF4XLU1ks6oJ4hAnJ+rO7hMy8oUQYlXuXiiiwojTwaIhGVYFsF4zU703kpOVIbe8SobZHl4gKlKfWwrrXRc36wPZiRdRmHOQcEc72tTPEuBo70b8sY3EJoahEj5ObO855q5DcO3H23flEDK1x3Ms5SUiODVGvfVXc8LtORpudhW/J35zyGoraaxBuvuGEZP2O3CIeTUQUDq1aoD98FKsJcHa2FSFTefkCULDuBG5PPIImewv4t0KrqgBvb5Hvs+B+seU36jtoMqDmetm5wB0vC8NpqsQUOhDTvv012fT6Ytoa1+F0egmmu/qSe6IlrgPi0Xh71/93qaBwk1F0uRUuzfFVMHcMRPQR4bt7v4esAzU5LLIsarWf3S2KehlKUK18BmnDu1CUhtTtSeG8dw8RxsNcWaNZlZMEvk2Er+PYMtHn8T+FtApgPXuQymbTKPcaTmnDJ/DwC2fomDtxKk7CWliAKT0dvX0HYYDUWghsh/bwt2LVUJwOusOY7SKwWiJp3cSbRhFNCCpaC2e2IAGaM38S/MbL+E99GOfWYRjbTcPc5gHMsW9hV3aA4Id74Du2L2ajWqyoTm+AoHZiu+vv36AiTxij7V+cf82aDhBJouV5YCxHffgn8r74AqvRKN7POojTycUgy2jPrsHjrhhcr6IeYTtXQeE2Q1m5KFxMWY5QITaWiZyT6lr2Z3dAp4eEWm5QO3HTDe0M7kFCIl+2inNKM+DMFuH0NpXDHS8J/4p7iLj5u4eKFYa2asVQLafS73WsgR0xJB1GN38PKnsNwaNPEeOSieTaD+78AG1OBsEvPYAp9wyV7d/ETpuHqrIQq08zVKWiHLLs5IO53Ix9gDukbsXu0Dxkj3Do+gRs+xSsZjQ5SRT9BYZjIurNbchgLEEmVNEP4+pzluKFq/Ae0BpL67GoA9uI3JztXwgDVs25YdplOipTD6B1CbX9pzLbhWIuLanZXnPxE6sbYxlo7HEKbHLZr0CWZYoWLCD/q69x7t4N36emovH2uvHvVkHhJqEYF4XzsVpEOeHAdkIaP/eYqAKZtBTKdMIwhHSGvOMi8qpBNyHdEthGtPm3FLksKq2ox2LRC/n9438KgcaI3iJ0efk0inu+jWPIabQVmRAZi/R/vVC1vgvHlJWEjhqI2TEE9YGqXJqMPVgGfohUdgbX9C+QtA7IqLDgRLnKBceIvuDTCLSOSKXZuJ18G7nTo2KV0bAnUsomwGpLiFTpDuHz+FsUfDsf49lsjA0bsunYfvJ2JNKkSzd63NMT503PQxJC/6zZnXDsT6jMEwmfLgHQ/UkxN7OBwo3fszzxFCoJBvR6DlerhbI0OwKe74/KXiRQ4tsU7lkkQpP9W0NVQbFLYTydQvbMWSDLFM1fgFOHDrjHx59/TGUF+vJyXDy9UKkvr6SsoHArUIyLQg0Ws5BxWf+mMBCx04VCsX9LYVRKM2HLbOj0oMjKD+8hnPNh3cAtREjSH/9T+FXa3QcRd4BaIyLDQIgzNhkAZ7aBWY8+O5n5B/yI79sZvz2fiF/4x1ZASCfUjlpUUq7IecnYJ/JmMveitRptumXS3u/QAFq3cP6O+Q/ty3aIYmRVSMVnIDlRVLnUOAhDGLAOynVYG/bFbfsjOPfuSHnQYxzZdYQ8nVj5nNi5jajG/fGo7ih1i0gIbTUCVkwTBnfEt6KwGYC+mIyMPHIyhEr3j79mc98Hc/AZFn7xNW7QRTyugsrRAZWLi3D4Ayq382Xvi3XZrPxyNhnHjhA9ajxdho1GrSRYKvwPofw1KghOrhbJg9VZ91aL0PkylNasUjT2wmC4N4BOD8P6N0R7+3thzavktH+ZIxXROPh1p3X6Lly8vMBqFGrHLYeLbSG1g8iNMRvw8XKkb78oSoqy8aveOmp/H5SJAltS+k7IO4G+7fPYGU6h3v5p1TH3ixVJFfalaezKNNE+IhazvSuaA78hO3khqdTCJxMSLVSbi87CXT9hOLoD+7WPYHFvRlF+C6zmAryaNUN1+ihWiwU3X3+0PmEiF8dYLpSdtQ7icwa0FKuyoHMSG528cY9ojbT+BLLVildQMI5u55QbuA60QUGEfD6H8s1bsItoiEv37ue9n3bkIBlJovrl9gW/0jQ6Bu/g0BsaU0GhLlGMi4KQOVkwUSQzuoeK0GLPMNhR5bAOjBJS+MXpIgly7/fQKFYoGwdFgWsAslsoG3Znc/b4cQDUfbvR2dsMFYWiQJhHA9j/syiB7OQNzeJQb/mQcAcPinu8Bi6jhdHa96MwHCo1dHgAis9iLSqCynMKzemLkSP7YKoswS77APubTkVXAax7HVXP56BFPJJnQ0wV+WhiZ4ocFwnxeXKTUIffiewaTJn9HahdPcn/aSFycQl9R8RjbNEMn6bN8G/VFpq0Fj4jv6pwYrUGQi+x6lCpCe01htHuDSjMLyK4dQecPW5cXNK5c2ecO3e+5Huu3j62iDp3/wAcnK9evE9B4WaiGBcFcZNSaUShqqZ3Cml8rDXvmyqg6xRRvriyEEI6iH9LMoR4ZWEacsNeGDJrwoPNaicoOCgEKNe8KkJ3TVXlh4Pa2UroSvoiPAr/FsEAao0Yy84FWo1APrsTudkwyg4asQR1w8U5A8nOBVQqpL9/w9D6fvaF3EdKgZ5HA46D82DIOQZHRS0Ubb83xeqqWlql5QjkjD2UpbliF3wPTk4mTGnHsOSIwl+aufMJeGIyvqOrViXeEeddJqNBj76kBCcPTzRa7fnXUOtAaKfe3Ky1Q1jrKIY9P4OirExCW7auE2OmoFCXKMZFQWxX3fUjnFoDkkb4U5y8RLGo8nzM4b1QZR9Ete978G4CbUaL8OLCVHG+7hCq5kPo3c+PbdtccHFU08y7DPYniARKfbHws3Sfir6igjy7CAJkCU3yGiEoae8Ke74DlQa59ytQkom051sk2YqUfRDHkEk4+khIje6F5HVw+A8sTQajTtlE12Pz6ApQ1hlKs5F7vAj7fxLzMlfWGBYAqxlTSBxZz/6ApNHQ+Pk22JuO4x7bieJ1u7Fv1gxTfv4lL1FZUSFrv/mc5N07aNt/ED3HT8TO0bE+v5UrIqlURLbvdMvGV1C4GopxURBE3CEKgKVtE/Xdnf3AtwUpPpGkHjtNbzYJ57qhVKwyAtoJH01plihXfOIvQjL3cVdIZ+ETOZ0o6rhoHYWsi6SCzR/iYDHi492SHZqBtOkeg1vlKSHf3ywOVFqkzH1Ymw5F2v+zWO0Azs3DUa19WWiUeTbE4tWaEzTFzpBLpEoDshVrgztQbf8Y0CDf8RKyvoQK+2Cc245HSt2M3LAnkm9zCtekgdWKbDRSaY3ApfRP/Btbcek5mbwF6y8rEpl14hjJu3cA8PfqP2ke05vgps1vylejoHA7ohgXBUF+iggpzk0S22S9p2NO+pPE42k4Odph6R6Det/34tiUTULGpcujkL5LrE5KM4WByDsJBadEoTGtE7QYKrbAujxmyxFxyD+C1esOkktCiTKXICUtF9tsrsHQ+SFUOQehw0SRkOjkhUprJ/w7mfsgcx+m1s9TqteyfeUh2nd+hNDIRjTQFkCbsahKU5FStyKlbqKy0T3sL/SiQcQksktkjGlZtOjWDe3+41jzC1mnVpPaZQx3+XXF0607Qe36Yd/k0rknLl7eqDUaLGYzDi6uOLm5i5otRWeEIXZWsuwVFM5FMS4KglOrazLoZRnKslFX5uHj04XkI8cx943GlklhNojkSX2JCB1uf5/wlRxbIbbSqouFmSps9Vqs9q7IbqGoS85S3OBOSnIlWnmakOw6iiJeABE9ILGqBkqjPpB1EGuDGFRZB0SOiH9L0DqicnKilXsxTr0aYbGaCbbPQbXhHQDhk+n6OLgH4eHoQ+6xPPZsP0J423ac3ncQ9xY98fi/j5mz+xNW5f9Bc30k40I6Yu8becXLE9ioCUOfeZW8s6mEtmyNp5c7rHoF9n4ncoJGfwdeEVfsQ0Hh30S9yb9kZWUxYcIEBg0aRFxcHD/+KIo6FRUVMXHiRPr378/EiRMpLi4GREbym2++Sb9+/RgyZAhHjhyx9bV48WL69+9P//79Wbx4sa398OHDDBkyhH79+vHmm29SXbH5cmMoXIYTq0B3CFoMF6+9IsArEim8G7FNjdwxdIBIPmw7VkSORT8hlJCdfUREl2ytqe9y4i8I7lDTt4MnaJ1QlWRQ2eFxMru8jdojiH6uW/A6/F8R4tt2HLS5i/MqbmcfxtzzRVSeYWJslwDk0mxQ22F35Cuk4rO0yviKtllfoamqeQ+I7HdTJRxbgdZSzh0tIGb8fZhMRtoPiqdheCPsvv+DcXmN+bj1DD5pNhHfXd/Cji9FJNtlSD92hFX/nc22Bb9SkpcLBcnCsABk7Re6awoKCjbqbeWiVqt58cUXadmyJWVlZYwcOZLu3buzaNEioqOjmTRpEl9//TVff/01zz33HJs2bSI1NZXVq1fz999/M2vWLBYsWEBRURFz5szhjz/+QJIkRowYQWxsLO7u7syaNYs33niDtm3b8vDDD7Np0yZ69erF119/fckx/lWY9HDgN2EEGveHpgMvf2x+MpRkiW2pXi+LyouZe8BswC2wGe0q0pE9GoEkQ6B9VUhxPlQWiZyV0G6icqTFKMKJizOh+VBQayjx7cjy1oMoKi1ngFslPtpi7HRFENgTi4sD6l1fQ1EqSCr03d/EwW4FkrEMY/NRZCVZUB8rx7lBGG4RRug8BX3WWQoatkBl70Rgg9NIFXmYg7qjMRuQ0raKJE19iVgxlefiqbLQafBwOg0WhjPvm28p/OFH1HePoYG7PYFJb4lj3UPA0Qfajr7kJTqxfQsVxUUA7Pzjd5rMeAXJuwnknxC5NJ7h5J5J4cjGRDT29rTu3R93P/86/Uqr0Z8qpHhNGhpPe9z6hqH1ub7AgopDeRiSC9EGu+Lc3h9JLdXxTBX+zdTbysXPz4+WLVsC4OLiQkREBDqdjsTERIYNGwbAsGHDWLt2LYCtXZIkoqKiKCkpIScnhy1bttC9e3c8PDxwd3ene/fubN68mZycHMrKyoiKikKSJIYNG0ZiYuJ5fV04xr+K5HUim3zPt7DgXlGG+HJ4RUKDGCHhggzbPhEOeEktVh2pW1GvfBZSN4ia7xVVEVWnN4iwZatZ+EiaxUGbuyjLSSep2Juz1oYsKWvGy9vg/UPOvH6qIY5SBRbnSOxO/YZRDqXIfhh57tMw+UaTlGFmvcO9bPd9gnkbizGu30bpkhUUrdtP9so8Tj/1KcZMGdfMLJxU9qgqcjE0fwyNvQqpUR/yu79NmtQEU9YhiiNHondugNRkABhrQqSRQNOrB5tOHcGkO1FTZrk4HUxll7w8p/fvQV9e815g42ZIroEw9hcYOgfuXQYNurJtwW/sXbGEnYvmcXhD/fzNmY0mChafxHSmhMoDuZQdyLqufoyZZRTMTaJ8RzZFf5zEkFJUtxNV+NdzU3wu6enpJCUl0bZtW/Lz8/HzE3UwfH19ya8K/dTpdAQEBNjOCQgIQKfTXdTu7+9/yfbq44HLjvGv4lyBRYsJoS1/AVaryFUp10HBSaH4a+8ucl2QhVyLbBFbZiAKckX2RbZ3RTKUIod0Qs4/hcrFD5x8oSQDk9lMYmFbTv19CCQJ0+j+tuFOFZixdGoM2fuwdHka+z2f4FhyGmPgnVQ49kY2l7J/pxjLyd0Dqrw82sBASlatwalTJ/J/XYopIwPJaRUOn8zA0csEy6eBoQT34C6sPhVJaWkYZqOBCY+2w+GvJ0VwweBPwKsh7nFxGJydMS+fR1qBRCPPZtgVHqvSPbu0QvHRTYnoTifTtFtPHFxc6Dp8LFit5BUaKDI0wNcpEnfA18cPuzbtOZF0GIupftSMz5adRW1ntf0qLKOS68lwkS3yealMstl6+YMVFK6Dejcu5eXlTJkyhZdffhkXl/OziCVJQpLqdyl+M8b4nyQyFmvsLJKzTRTLHoRVOuALwpgc+F1obRnLRL6KV6RY6cgy6IvEqkVfIqTwzZWiqmR5rhBr9G6MddCHqJOWIpVmI216H5rHi1WPnQsGyZmUI3+LOcgyHexzaR/oQFopzGyWjkNBKkYqwFBCpYM3p5z7IwENfL1oqltJae87yM8toFmbKNwzdVTo9dg3aUjpGlC7u1Oxe7fourISqfgYZB0UDvyd/0WTsZN+cfdRkX4El7BWuK56QmTYn14vasl0fhhtQADBY8cy0MeDA+tWkxQ+kSZ9GuEY0RGcPC55KX0bNOTEjq0UZWfSfcw9uHh6krNtIfO/XYihvBz/hpH0b94en29+wrO4mKaTH8OtV596+Vo1Gi1/Nt1Fd7+2VNobcWhkvK7ETbtgFzxGNKJibw4Ozb2wj/Co66kq/MupV+NiMpmYMmUKQ4YMoX9/8QvW29ubnJwc/Pz8yMnJwctLyIj7+/uTnZ1tOzc7Oxt/f3/8/f3ZtavGWarT6ejcufNlj7/SGP8qHNxIsevA0j/eB8Brx17Gvv4Bjvt+FttZpVmAJLLlvRoLJ/yx5TXn+7cQtVZOJSJ3ewpJYy80v85uR12RL27W1QmKWgfQHYEji3By9qdT/yfZ8ecqHF1caGk+wtzgFIz6Spy92yE7hmJfWQROruyzRrNr434AusWF0DSwE22NlTiG+uFwYApYjBiHjocGPminT8Os0yH36kHZxs343jsY+6OfiwTNE38JrTOtIz573xWlks+4QZdHRKhw3klhGM+hWd+BNOt7BT/UOXRo4kD7UcEYPZtxVuvLsU1rsKQcwlBeDoAuJRkDjljyhN6ZdXEC3g8+dN1f3ZUIdQslqm0X1mXtJNIjkgENLl92+UpIKgmXzoG4dA6s4xn+szBmZlKSkIBsteI+ZCh2DepYg8FYIf4vWc0iQtLhxjTp/peoN+MiyzKvvPIKERERTJw40dYeGxvLkiVLmDRpEkuWLKFPnz629l9++YW4uDj+/vtvXF1d8fPzIyYmho8//tgW8bVlyxaefvppPDw8cHFx4cCBA7Rt25YlS5YwYcKEK47xryHnGGTsw7nCZNOfKsjMwFBWjGNlkci+z9wvfCSH/xCVH0uzoPkQoQFWnCESG6OfALNeGBazoSaBMn0PdHsKa0k6KlkWqxqdEFFUlevoEpBL44eGYJ+zG/cD74BHGPa9XoS8Y+DgJpSLVRry9MNtUy7KL8Ar7Qus7mFCot8k/CR2p+eBKh+7tC3QfSoW30qMPYZjF+yHtLEqCtBqFiKTIAwLiFVX3glhMHu9QJlfF/K3r8XdTo9HaGPwa1q7a5l7HM2iB8BiQguYgx9h1dqj9B03BnfvFIrzCwlr2hwVdkiOjviNjsahgSdSRQ64B9fBl3kxXQK70CXw6srKCjdO4a+/UfDttwBYCosIePWVuh1g/0+w8gXx/I6X4Y4X6rb/W0i9GZe9e/eSkJBAkyZNiK+qQ/H0008zadIkpk6dysKFCwkKCmL27NkA9OrVi40bN9KvXz8cHR15++23AfDw8ODxxx9n1KhRAEyePBkPDw8AZs6cyUsvvYRer6dnz5707Clqsl9ujH8FhWfgl5FQko6/gzt94yaT+OdWevaLxs3DA9qMEcKTd7wsBCXb3QuV+ZCxVzxc/EVypCzD7q/BNVBEnuUmiaiomKdFcuSm91G5+GNoOY6cCne8GwTgdHwhABpHN/zWPQ89ngV1nMjSX/USB8OncWrnSbqHxOJPBu2cXMg45YRKraZlYy/Yo0eVf5xKRuJYHX0WHmOrgFlu58dxl35UZKfQTpJwihqP9PfvENkHco9DYYpI7jyzFXybiS0+oBw3lv/nAzKOJeHq6cHIXt543/kseNTiV6jFLBSiq1AjnuecPcvoe4dQYnbAzbsRhtVrCJs1EccDM+CUFRKOwJifwV4RlLydsRQV2Z6b68N3m12TcsGZbXXf/y2k3oxLx44dOV6lkHsh1Tkv5yJJEjNnzrzk8aNGjbIZl3Np3bo1y5cvv6jd09PzkmP8Kyg6CyXpAEj6Ylp56Ih8NA7n0FZIuUeEArJnw5p69a1Hg28L4XMxVULruzCWF/F3rhdny+KIad0Iv20viWMtJjCbkFUaJIAyHZrTq1lzqg3xw2NwshQJwyNXOYfzTojEyirK83SkHDqMi2tn+gdUEJ70ARN79kVlNWCvPwQqNbK9O3+frkT2ehh/TzsauFegydwPnR7GXJSBQ0EBfu17oS89ibOkhphp0GIE7JgjlAK6Py1qzBSnido0TQZSnJ9HxjGRIFpaWEReqRfexem1My7+LWDYF7DvZwy+UezfmI/W3oHGvkbc2w7A3bFqG6N5C9jx35rPnrJeqA4oxuW2xnPsGIypqcgWC1733Vv3AzSLg0PzxA+YDvfVff+3ECVD/5+GXzNoeAekbAC/FqgtRlzkYtD9DauqjETU3TXHZx8S5Xo7TBRy+3u+J82pO5tW7wOgJL+ICd1Hok76A7ybIDu6IxWehnb3UFxqpCy4N+ObnsX+5C+iDDIgt5uA1PFBETTQegxk7KY4YjjpBwy4eHpjp0GskCL74HxqNRbfFuQ16IdnC5DsXWjpEcye4+Vk4U5Qzl9o/FsCMu473iEn8j6m7HTkWF4zXu/QgC4GHXmbNuHWcAylsox/Xi6BbfoKyf7iDMhJwt2zmMCIJmSdPo2zuzveQYEi47+aslw4uQo0jkJhwN7Z9pbFYiHF2BBT4+doGOBEnOEPpHI9bs2aguMF++Nh0WKlV5oF3abUFBNTuG1xbN2asJ9/EvWF6qPaZ9OB8PgOEbnp06ju+7+FKMblH4ZR5Yx14Mc4ZO6g3KwlNaUUr3wzAeV/YYuZ82ggJPatZuTGA5FOrBHVEctzwMEVqepInwA/Orf2xhzSBHWDjlg0Tqj/nGb7dZ4WPo2T67fTvmsbwlz8bHOosDpQaN8YO0cH7EvKcXfwJKXch4L0nfiGNaCZTyXs/j/k3q8ieYaTq22MV+oStBliW8C1/X00c9KyPSUXS8d4DOYs7PI2IgHrpGj2VUn7z9jrxMvORej2bcXRew/lsQ8xwiUJ854f0UQ/Cn1nwr5fcY7oxeARY8k7k4qHmz1eYRcYhi0fiQx9gDs/gC6TbG+d3LWNFZ+KoIiI9p0Y8vgLaDAKI3IhgW3hobUiD8inqfBlKdz2SKp6SwcU/ENlgxTj8g8iJ/U0K7/4hJaNvOhQ8jvOZdmEtn2UPflhODcbiptFLzLqHTzgjleg6AzS4YVYez6HdGot0rFl4N2IML8iYgf3pqFbMR77P4V0oO14pMComm0fwMPVnsHeO9Ec/pOitpNx7N4Kh/yDnCzzY8efG7hnRBRaJ0c2eT3Hnm++RJatlBXmE+nThoAAUT8+xdUbV/cwVKnn5OHoS/D0iqRgZxr2vWcilWYhH6hELivGx9MHEDkkTbzt0KeLiMHK/BwKC0tYZfDh8T1PQkg7ISvTdhzGykrykg6jdfHAs0lLUZfmXFLP2esuOKcoWWURjuYCvIOCyM/MJD3pMCZZg8ZNiFTKVismoxE7B4eac9xDMFt9kAwq1BeUfFFQ+J9DXyJ+DLkGiqjPOkQxLrcjVouQXnH0ENs/hjIoSqMi9QgudjItA41ITq2gwAm3w99hsH+IhGVldIu+kyDzCRxP/AmnN0LTO7E2i8eYW47Dsara8/mn0ETcQTvDCSivisYKjwE7Z1RaB+ReL0JyInJYDNYCAxpDPjtd72bbd+vwa9CAgR2DOXokFX1FJSaLI9riTEoc3bBz88BQLLS7CjQNOOU7Bj+PAAIz93Iy6zglAcMJ1bpgVDmjcgnFYNXSe+x4NH//SkbS31iCYnHU9qPjQfggxoUCuZgYpzP8nWmiGPDu3Ifl+SoedjWKyLazu8QjPIZdm4+wc/E8AAY9+RzNY3qdfz1jpsKih0HrXJVAighf/uMhwrIOcG+ve0i3xJDv0goHV1HLvrywgI2/fkfa4YN0HTGWtv3uRJIkKvYnozqxHEkyYukwArvIKwtiKijcMoozYMnjYgu908PQd1ad+ggV43IbUJSTzaHEVZj0eqJ634HXsR+FvlfbscJ/kjAZClMJb38fwR1AqzJB6hYIaIUhJIacTTnkZemwdG9NhWMojod/Fh0fX4mqWRz2pmSs7uGoilNBYy9i7w/Ng35vihryzr5CUt9UiVSRB8XpSAfn4tf9ZUqMsWxbLvwzOWlpnG4/FINhL8MfHItG1rEtLYD8/b/RecQYStKSMRiMnNi1nYOlpdz78DAc9vwfxQ1msXrRSho2b0bfTu44lp/GLvwOPEq2QtJSNN49KM5xQHXaiBqI3lKAb/sd2FtO03BQa/623MW+cmceoJDBGb+S1PQVzu4qJMhLptnp9zixz8N2LXUpp2ge0wuL2cyp3TsoydURHtUB3yf3Cn00tyBxYMpmEaUGqA78QoPmQwntMNqWkJt25BBJmzcAkPjdlzRo1QYP7wA0pxdglyQUmi2qsxD5Wb3+bSgoXDdndwrDArD7/yBq3PmiszeIYlxuA45sSGTXkgUAtAo0wY7PxRu7vsbqGojKtzlyUHuk/FNonbzEHwpA+h5KPLuRl5WCk5sbPnmbcW/UTjjazXqRsGUxIiWvoazxK6icMnBo3gx18lKImgAO3sjNhyLtmCOqTjp5idDlE38BUFGYR2VYX3yCEsnLzMQvPAL3wAb0GhlCSP5fnDI3ptKipXMbPzibiHtYZ5Z/9wsA7sEh4OqA3HI4zY0nKWzRkJYNLLjt/lDMPXkdBLeHhj3xP/ArlpgxWI8awSwjOUqoDGlgLaaiIIfclGKiA11on/c92ZH38edPa0GWOQS4xzWhbc+ObPj9N1RqDaEtWiPLMqkH9rJ89rsAHFq/hnGvv49j1aoEEH6pqhwhPMOhPE/svZsNsO8nmpxZh/OwtiSsOkFUl0Go02RMciUaOdfWharg6PV94YVpkLZdRLOFdbu+PhQUroZ7iEgvsJhEkrGTb512rxiX2wCLWfgjwhqF4e1sEasLswHUWlSZ+yFpKWURQ8n2HUJjf8SNuUzorDkHNGDwIBkXTyg3Z+CsViP3ewdN7iFQ28PubzD3mIGT7jAq8zEkgwek76GyrJwixzZ4O5mwqy5nXFGAbLUKd3+DbthjwKFwP4Nb68nsHMuRpExWfDmH0OatoFdvNsxbRN9uIUSe/gKAI+FRONwzHT93e47LyzAkL0U6sgxvoHujsRSbzonGsRgp926HM6XQ+xVyck6hbeFCiFaFg2U/2tSlENGLArU/JZW5lBaWQKkOa84JYRCqsPq0IKp3PIEt2yNVyMglVv54awauPj74hjUk90wKRVmZmPSV5xuXyFgYMxfObhfXO7gDeDWE5PXw57OogQaSxPiHf8Sw3p/SJamUOWnwHfUAqjN/IRmLoecz1/5lVxaLLbqzO8SW5z2LIaLX1c9TULhWQjuLv6/cYxDaBTwb1Gn3inG5DWjZqw8VxYU08LdHrTJB1yeg8DT4NYfNHwHgmrublSd98GtaglvDO8hy7UhhYQXF5kYEt3Xil8oUsirdaaM2MH73L2iaD4GkpdAoFslSgvrEIjFYYTLG9pNYtauU5C0JtO0aRWxoV1Rnd4BPEyS1VuzPpm3HJXUFstYZ5/SdFAW7kXE8FYCzSYcJbNKMssJC3K32oLYjO2Qgj+wJJL04D41K4ql+Q3HU1+Q1udpbsPg1Rva6F/JPYmocR0nqKbQRzbHr/AA5X3/GoY0biGgSRvcu4Xh3eZSDcmPGrnOmoUcTJvuVUe5yBwFejvR76FGObd9KZLsOBMcORu3ggHuJJ4ULT4AEd/Qfyqms/bh37U5hZgY975mIq4+IdjMZDSTv2UlFcRER7Tvh0ezOK343bu5+6MqE8ZcrzFjUgdg9thVkE5LzdfwSrMy3hXRjtUD+KcW4KNQfDXuIRz2gGJfbAO/gUPpOmIw17W8MGRvAbMHeLVRI4qs0gAFdwJ0UncpH01CPzuLDgiWrMBsNeAQcxnBff+adWoTJaiLFLYJOLeJonXUYClMxmczIAR1sVSZlOxdK3FqRfOxXAP7ecYAmD40jtGFPpLwTwqi5+IPuMIa2D2JyCcIlYxfudgbsnZwxVJTj6OqGZ3AI4S1b4ORjD9reZISMJ/24iPIyW2UOnTVRGDkel9JcJI0deY0HUnbWyJniXvi73Y93yVkCdXOgfB94BBLZuiVHt24h5dRZmjULorykgOEH2wBWjuXpOehqITxsNK1j+9PGzok2/QZTmp9HbnoaXoHBGM6I4ASvTmdx2vkSnlpnkvzvYcJ7/8EzKMjmSzmxfQt/ffEJACkH9hL/7KtotOeEfYV1g0EfiVLPzeJQhbXHvukJDMeLsIt0QxvoDE721/9luwULIc4dX4BHmPhFqaBwG6IYl9uA0nQd5p1ncT87GVXRcdA6YYn7GPWptZibxZPn0IzT6RX0H9Ee5x1Pc9Z/PGajEJUsys6motyIqUpy/3TJaYob3AmVZRjcm7C+sjs5y44TF/MkHlIBUkgHTLI7br5+lOTmYOfoRHKmgSD9OjRZonyx3OUx8rrMYuXqw7gFetIt5kP8pBxG3BvG6YwKnLz92fr7z7j7+lKRcwb74mNk5+1jRKu+LDqcR7MAVxw1Euv+OoCqrCWSSk2HRo6s+uUHAEJbtqZnTH8c/ZohFZzGmncCu2INHQaPoDQ/l5KKCnwdi2nqreV4vglJAi+VAY2zv5B+qSwi36U1CZ9+QmF2Bs269yKm13jUJ+1xyPkO9EWo9UWE+p6g0lBJfsZZPAOCUGs0lObn2a579qkTmI2G842Lxp4M926clu1wznKiVRMLXmOaYSkyoHa3R+18g/HHGnuInQFR48HJuybAQEHhNkMxLv/jFG7/HW2pGpXKG713U8o6P4tP4W5UWz5GbtgLTWURASU78W0Vw4kiFafbLsLb7EbcsGxWrfiKRi0iiHCSCHEJIb0sneigaPxlFTJWchsM58jcjQDMW6knOm4Mrif20aDoO+4c/hgZ+Ray09JJPbCPHo30tjkZDCZ+misKs5llDXnNG6AvyCEk62s8m4/mx4TNlBcWUFaQzyn/NkS5FJC64zDN3TN5u894DGoHfPU6jp84CIBKrcZcUmjrPzc1BVXX40inN4j3N39AefvZ7Frym+0Y7wkjeNq5nBONAwl0lPF38CDIrRB+FeoD2c1mUpidAcCxrRvpNGQEXvc0R97dArKFbL/WN4L5n7xDSY6ObqPvJmroSFxadaXBmTQKThyh21134+B8fmhmZUkxyz95l7JCEVZt7+RMy56xqJ3qMKnFzlGoJigo3MYoxuV/GYuJ4oxU1m44SYvuPTl50J1WZXvx030tfuFKKuTcY0i6Q6hSNuHY6r9odkoYLCW4qJy5d/xYnE9+hKxTc0/QHWRiJso5hMiiIooc+iOXZOHo7EJleRkRHTqz7ncRZdbtjj50MiZxRmpB6sF9tG/fCH2jITi5+CNr3TF4t0WtSUal0eIXFkH60YP4uapRt5yGf9oCXL06UV5189X+f3t3Hh9ldS9+/PPMPpnsk2SykD0h7IQ1gUCQhARJCDtSe11Kba3Wigv13p/tz+22aut2vWq1Wqs/b61eV7AFN/Y9gLLvCRCyZ7JOksksmZnz+2MwQAEVCILxvF8vXq/JmTPPc87MkG+e85xzvmExaD2HyCmawqr3liL++SJ58+fQ1OVBZE+go7mJ9LHjMBs7MIaE4rC1kTJqLCrfqeyRwhQFajWKokIIHxqtDlVDGkO8RrzKPparklhe1sWUFBN/jJmIuW4D4aIOjU6Px+0iKjkVU7gZfUgQBP07XssAhKKl0h5Fu9WfzmHL+29THTmE17Y18/PoIixKPobgs3c19ng9ODtPZaXsdjrOqiNJkgwuV7f2OjbvtGJrbMDr89BUWYEneZg/mdewBdBRi3IyS6Ti6iBEr8HuPTlTyicwtFWiDuiHPWA219X/HXXCaIQ2ntrjA3BWfEyb28XECfl0CQ8tp/2SPHq8iexUM1rhYlxxEaPqX0K9pQwCwmkPmI1H08aE62/C0+3Baz1Mlu8zNNYqun0DaR25iOEDIklIP4JR4yZddQi118Gw1g9IKopG527GZfKy4p1/4uzsxBAYSEtdDV16LSOvnY6nuxvF1Y5WZcA+8RF8zcexhY9CFRhDznU/pr2pidiQdHS7VQifE++EISzfaAVg5bEu9mROYXLdBmKS01jw8K3YGuoJNEdga6hDZzSiDemHevwvAdDt2NYz3ThmwGBe/6KB+XHR1K33z7SrO2IjIi6QsOhTe40FhZm59lf3suW9t4hJzyB1dPZ38U2QpO8dGVyuQsInQIG2Q5sJCPEnsQ0KC0VRVJSWHmbQzQ8RWLcRpb3GP52wahsiJAFNiJ2AkQk4j7SjTwnCG5ZFqzMH+1HB6sZIZlS/iHPcr+lKUthzqJ3qyuPkJmrobwnigN2MSq3G5/UyYMwoNpVX4dR1Eaz3orad3BKlqwW1qYNKwrCWH8LW0sakrFg026sA0DYdpMapx15nxefUkjKoP11dIXSHFRNoLyN0z4P+CQgjbyIiIYnKvbvosrVhCg5l69J3iUpKwev1kj8yBJ0mj922ZmrKW3E792KzriRlxBhS+49Bv8aLyqBCnx5KarggWK+m3eXFqFVj18RTnfdX+o2dTbRKTbfLyQePPkC3y8nY2dcx4bob6GpvQ6s3YgoNZ8jkKTjbO0gYN5k59SGM9mjYcPJzUFQKiursLKYZ2RPoP3b85d9zSpK+x2Rwucq4jtlo++Q46OCIcGIKDyc9Kwedp4OiG+dR39hFjSaJKEMD4eUrwDIEb94jqIWXylYf8TE2NG0BuMrbUQZZcJ1ooiXJisft5ljyLBqPdmGt3sKJY2XkTxlGZv2fobab0VEj6Z4yl4j4eMq+3MGxnV8CMHRyIbbRiwnZ8d94zEOoCRmORxNKxshUdm9agSswCU9oMpq249jDB1OlxDI+zYLz4zq6Kn04BiezbvvbXHd9Mdqw/4MKCNj4GNl5vyciPgG9KZCGo+UANFdXMvPO+4gwWtCmxONc8ia6gAAqdvvbcmTrRkzh4SgxXtL6jcaxqYngPfBqUTr7up1E0Umsuxtz5iT/GhGg5tABul1O1Fot7i4H6996g52ffERkYgoDcyezb/UKAKoO7OW62b/HfbSVseOiaevykDY+htCogHN+TjKwSNLXk8HlanJ8A7ZPA+iu6gIgPiOdauMx2upqqahoJmtoLOu2bCQ0IpzNFXpS+/0cU2gYOhFB9NpfYR77ezaV7iV5aC5RmcH43B6aaKWifA/9Bg+lXeWhtaoWR4eNpOEjCabZvzoX0Ft3EDvxTnZt3obD1kZEQhKh0TGEWCz87f1N5F/3Atb6JpKCRxOwxQ0aQV7edLraYE/mk7S1W2nUJ5FRZkQYnQi3f4PLwFoTg4amEbR2EcrJ5F3u7HsIbdqOImJwddlpqqoAIOvaQpIa30cpeBgMeoZMnsLeVZ/3vD2B4RFEJSRT7ynD4e30T58WkLS/k7G3DT/nWxqZmIyiUpE8fBTtjQ2c2LMDr8dD/dEjJAwZ1lMvbsAgDCEG3K0uYlpdpGRGYh7euyuWJemHRAaXq0VlKe0b/orNfD16lwlVg8CreOmsPUpIpIWouFSquiA9eyKdXW4Ob/+Cr1KxzVugByGI3v8cE8fdxz+XLyV2UCZD+6losXupObKfYzu3MbJoBl0dHbg6O4kZ3h9N3CC8HetQt1fRllCMw6ujat9uRkwrobW2lvJtW6jY+SWZ0xZQccxDcFQ02qPg8wrwCnzVLsLCduNbl8mQSU207DTgaehANeLU9vvucA8qj6MnsKAPpqk7CGdwf1TNjexZ8xmW1DTGTCtm2OFHUI6eoHvgbLRpuUTEJ5Kz4AbMoXrarPUkxgZRc2Q325YtZ39IGPnZCzEe0RKQef4gkDpqLAse9s/u2vrhu4RGx9Jc7U+FHJmYzMxf/xa7zR9sTQFhKBoVosuBcaBM8iVJl0IGl6tEa0sbS7YLWq3PkzBgCLn5P6LFWcfE5Gg6jo2hQWtl+/L3sVkbSM/KQa3V4u3uxhgcQmDXUbpDktkZdgPHVpaRPnYCQW12jnWFYa3YhstuB8BmtVJzaD8etwuvp5vw2Fnsc0wlLEJLl93IYG0LiYMG0W5toGLPDhISUkiPTcHVYWbfXhWWJBOpKQH46vxraFrx8sm6fUwuiEe343fowl7G0wDO8lY0E8Jwejtw6lyEiVza49UEn/gYb7+xxB78E864ifhir8Vy803gtJFy5AlU7SfwGcOxNnUSlwY+nxed0ciw1v+F2k106kv48DP/TC27rZWW4CYyb5+Krl/wWe+nEILDWzZSV36YuP4DyciegM/rPXnFMhxLUhppY8efuYYFCAouhVW3wpeB8KO/+3eEliTpgl224HL//fezdu1azGZzTyritrY27rnnHmpqaoiLi+PZZ58lJCQEIQSPPvoo69atw2Aw8Ic//IHBgwcDsGTJEl56yZ/I6fbbb2f27NkA7Nu3j/vvvx+n08mkSZP47W9/i6Io5z3H1a6xU0ur1Z+ju67iKBXDD1H2xVZiJ6YgrN0EpoVjs/pnMVUf2Mvo6XNorjqBolJRYUrEFJjJhrf92+bXHDpI9pwFdNXWEBJlobm6EpVKRVzGQI5+4d9axBgcSkSQQBOrp0WYGR9aiXHdMxRHjqJpwM+IDA0mYs1WfP9cgSEwiOE/eojd5dA8Qkt0nonGhia2bv+IproTlB2tICjjZjRmF4ER0Xg9arp01YSd+DO+0GRWH9ZzLCyC4QN+QeyGRQAYypaSnDgS9fZHobMBMfE+7ASw72ADJoeWL59+lNb6OnIX/JjkETeA9QBerYnY9DiqD+0HRcGcmIA+8dyfbV3ZIZY/9wQIwc6P/8H1jz7NgKyJxNoT6VhbjcqqwzfABTGnBRefD9Y/CT4PONvg8McyuEjSRbpsdyXnzJnDq6++ekbZK6+8wrhx4/j8888ZN24cr7zyCgDr16+noqKCzz//nN/97nc8/PDDgD8YvfDCC7z77ru89957vPDCC9hs/m08Hn74YX73u9/x+eefU1FRwfr167/2HFe7sIRUjIHBaPUGBuXmsfn9t3HZ7Rxp0ROUE4Z+i2D0xJkAxGYM4kjpRsq/KKVs22ZarE2ojKE9x1KpVDRVnUCl0bJ/3SrMcfGMmFZCc201QyYXMHDiZFJHjeXQwVpik1OITx+LvmYLAMbGL4lo20JKv1h8O3cBIDo7MLVXEximQ6+zIcRmqjt2MTEzgOuv7UdSvJl2QyENZRo6N7Xi2NqE/nAAwV0nCNv/F6KCBQfWryLYHA+6k8NNiuLfe8tWBUPno2x+FtOGR0jrH0d7cyNl27bQVFnBitdeobv0r4js26mNvBYhBGmjs8kYN5GQqOjzvp/dLnfPBpZC+PC6XHjaXHSsrgKfwNfqwl3RfuaLVCpIzDn1cx/NEChJ34XLFlzGjBlz1hXDqlWrmDVrFgCzZs1i5cqVZ5QrikJmZibt7e1YrVY2btxITk4OoaGhhISEkJOTw4YNG7BarXR2dpKZmYmiKMyaNYtVq1Z97TmuZj63F3N0P6576HGK7/4P9q9dic/rpa2+Fq9Kj73GDS3dpLYO4rp5D5E9pZjk4SNAUdAajAweFE/qoafIn55L6ugsBuXmUbFrB11tLYwqmknyyNEYTMFExieh0etJTh2JukVF3f5DdBlyUKqMNMZM9a/50BrpCBxMSEgg+hz/du9KSAgho9LoP6aTj156mjf/torsgSZSKl4h9sTbxFf8mRB3I2Ghp3LGezs1CEMEIiSehDGTuPaOe/G2pOIc9TTezFtxT/4v6o+OonnyZn8mPLcdvG7M1Z+csSo+MDAAxd2OsuFpIuPjqTlykPIvSqk5uB9D0Pnvi8RmDGDCj27CHJ9I7g0/JTo9A7VJgy7p5BCaCjSRxrNfeM1/wIwXYN7rMPzHvfMBS9IP0Hd6z6W5uZmoKP/N3sjISJqb/cNADQ0NREef+is0OjqahoaGs8otFss5y7+q/3XnuFp1HKqnc1kVCAifm44v3EdEQhL15f7b9SqVGo/+ZApguw9h96LtjiQkNJTCn/yUtqZm7HVHUbceIbPtcYLT72Llpl1YkpLIyBxM+f4ydnz8D4bmTyU1egQJ4f1Rd6npKtdiSbkOnVOLd78DW/41VMUbUOuCCK4chNduxH3d7TBuCt0mL6v+8SpRyalYUtJoOFaOt7Wupw+q1sPYMhoxREahxOpQdSmoR7hxkYtxaDGJsf6ZXPbdVpre7Qc5WfBJNQgrDo0Kb34W6pM5Yug3moFjrsHr7qarvoaBur1oThzBFzeRAE8Ms+77v7TU1hA/aChB4RHnfV+1Oj1Zs69j7KxTCb7QQviCDFwV7ahD9RiST/3x4+hop2L3DrQGA0nDf3TWvRhJki7MFbuhryjKqf/03+NzXIrqPfthmx2a/DfIbRsq+fTAX4hLSqBwVCBGjQdbeBj2bgeM8KJWNLQoNaR4LATp42k8ehSX24EYlk73sH9Du+9/6ec9SMrgTCoOHWXzsk8xx8WTPfd6aPOi2+rD5WkCjULAaAuehi68ekHQtESU1dVYJhVhL3Xja3XTPDiQdUvqSBwSxeEV/l2CK/fuIm3MOJoqK3DoxxBoGYW65SA1KQv54H+WUvCzGLoSO6DLS0d9K1lzfgWn5UgJGBYJPoHN6sD3VcoVjw9H9HXsK57IhlofGWEWigODGF0yh86NJ1DVheEcOBhPcBae4w5SS7JIvYBkef/6+WvCDGjCzs4VvuWDt9n5if+eVeEvFjE0r/ACPklJkv7VdxpczGYzVquVqKgorFYr4eHhgP+KpL6+vqdefX09FosFi8XCtm3besobGhoYO3bseet/3TmuBm6ng9rDh9AHBBAZlUTF5u0kmAb0jE26FRem0DDSTbVE7nkNd/9foTkeQWAnOIcqLHnrcRCCxOsHENocjLE6GSVQhyYsnJWOZjSBZnS+GHav+7jnnGExcTja24gzj4CjJ6+APIJuowZvowNVhwb9IDPOaBPuw4p/lT7Q4fUC4PNq0RkDcDv8a28sKWkMGDYRbWMkzbHPUa7byPaPVyB8XporqklsTEexekgcNRC9LgBcHdB8FAKjUYKjMY2woGpz0t7mwnesDc1AM8f2dXDL3mbsbi9saSIs0MTE/pGYxsfj2DGFjt1NuHa3Ef7j0MvyuQifjxN7dvX83FJTfVnOI0k/JN/pMuO8vDyWLl0KwNKlS8nPzz+jXAjBrl27CAoKIioqigkTJrBx40ZsNhs2m42NGzcyYcIEoqKiCAwMZNeuXQghznmsfz3H1WDrh+/wwWMP8PaD99F06DghhgiqfeXY013Y0918cexjwmP6oT+5aaPDN5HuOje+DjfGI1oi+yUCoA7W42htpyKhnB3aNbScqGJ0azYDM+agV4cTHOkfFkwdNZaGY2W0NzfhDTOgGxIBGhXawWYcLi8+ezeeda10rqpDdHajSTDh7a+mcWAT3eoKjEFaqg55GF3yMwZPmsKw/GvZ+ek/CW0JxbG3CfeWVlLDxzFofA75P/slJnsgitUDgPPLJjzWZlh2L7wyCV6/1p/FETCGGrAsyMAwPBL3jgbaAl3+wHJSm6ObJWVLmLd8Pn/TLEU/JZqoX40gYMj5h8EuhaJSMbpkDoqiQmsMICmz9/KIS9IP1WW7crn33nvZtm0bra2t5Obmcuedd3Lrrbdy99138/777xMbG8uzzz4LwKRJk1i3bh0FBQUYjUYee+wxAEJDQ/nlL3/JvHnzALjjjjsIDQ0F4KGHHuqZipybm0tubi7Aec9xpXW7nBzY4P/lGj94KHV1R4hVEjHEhLFzy3I6m5toa6xnZMoMrIbBmOOyUOlP/cJVQjX0Mw8jMjmVDl0bLVFWti7/AACPw8W48BLYbyfBnEJA/jysLRVoDQaMwSGotVoi1A48lU70ycF0V3VgHmvEBqiDdf4gY3WgiQ7gcNc2jnyxiczCImb+NIvO2nZ8nc30U7JpFvUkzvw5qlp3T7u0NhsFnS/jHfwP6tQOqOoEr0AVpkftrYW97/orth6H/UshdXLPa1VqFZg1nFj/Br8YXMTSKoUJiUEkWVz822cPIRCUtZWRnJvC1NipvfZZeNpddK6rxl1nJyg3DuMAM0OumUJs/4FotFpCoizffBBJkr7WZQsuzzzzzDnL33jjjbPKFEXhoYceOkdtmDdvXk9wOd3QoUN71s+cLiws7JznuNK0egNDring+K4v6GxpZvXbrxCfNoxp/W8nN2I+hAuU+QFoOzS4AlwciuhP45HDxPQfgMqnRhXVib7eQIKhP64yG66AU/lVoiNT8FT6F0r6ml0YEgPYv3YVY6fNZf+O1eDzMSAiiW5LPI0oBFkCCNG68QzWYDAF4dzmT5ClKCrGZM1g4g03o/KpaXjmS9T2boJHR2OvrCdCFYF5wkCU8DK6GzQoaoEpcBtU1KPuaqRf7gSccW14mhzoEoJQB3VB5AB/jm6NHvSB/unBJ++DBE6IA4sW1187CFjxZ26PT2V4xCRCAmLQq/U4vf4+GjRn3yO5FI79zXRuqgWgpaaT6PtGow7UYY7r16vnkaQfMrlC/ztSdWAvri47qaOzOLDefwVTe+IgruNteKr8q871Ri2OqhbwCbwjPKiDgymz7sSkCSJNPYYk1wBEjQtQY8hNY2heIR1NTcQMHIjGIfA0OlFMGiKGJnJj+lN0728n+vpUahvLISaKdZtt2G1uAoK15A0x8sGyRxkyKp+ElIGExcbh9rkISglDazDgdXhQtCoQ0LXbStjcdHSJwWgjA8AXiiW+HPa9h7r0SRhxQ09yK0NqKKSGnux1IJQ8Dwc/Am0A9L+2J7AAqE1aQjLjKLztLnZ9tozgyCjSRmcRFBzBs5OfZVPtJtJC0xgXO65XPwtFfWo0WNGpzmiTJEm9QwaX74Dd1sbKv/yJllr/jeKsWfPZuvQ9QiwxKAG6nnqKTo3w+sAjaK9tYPuGDxl8zRRaG+qwRlYR6+jHV5OsVDYFW2Mjw8YX4m11ox5hJjAinnZXM/t3rSEgJAwTRnTH9KRkjKC+oQm7zX8/pKu9m9YWHXEZg9j35Spsg5sYPWY2MWn90Zn8Vwlqo4bwBRl07W5EHaLHMNB8KoWvSo26XwZE3QNZN0KgBbRnX124azuxfxEGup8SOCoGbcS5dxhOGDyUhMFnZl7MicshJy7nnPW/re5mB4pGQRNyZtuMQ8wIpwdPi4OAYZGXnppYkqSzyOByGbgdXSe3rBeEx8ax/R8fYgwKZkDOJA5tWkdQRBQ3P/UndCoDWqceTYAen8MDCqgDtLiTBQfW+tMPa3Q6IvunoA0xEDgpjs51NQgjHKrZgk6vp2zvFoYNykPr0NLoreHDp/zDi9cULCSw3J8Lxnuila40K5HxMTRWuYhMMEJXJ7kDfoRrpIvIkWkEJpy2+aO7C8pXoPe40BcUQkDouTuqM/n/nUf7miqce08OualVhE5LvuT39tuy77TS+t5hFJ0a842D/FdUJ6kDtATlyiEwSbqcZHC5DHZ9/jEb3vp/AAwvLOLQJn+giOpOI3vuj0gdk42uXU3Ta/vx2T2EzEzF2+XGubsZdbgBu7Di8biJ6JfIkGsKiIpPoenzMurry2nsV8nBzeuwNdYTk55Bt9OJJ8ZF544aunJdPW1QeU4b6nH7CDDqcduXkzxsIMHhBiKsifhO2NECHm0HnB5cdv4NPvl3/+OJiyH/wYt7I4Q47fHFHeLiTivoWF8NPhBOL86DzWcEF0mSLj8ZXC4Da8XRnsc+z6kZXwFBweRcdwMA7bur8Nn9w1QdK08QODUe1fEO1CYt0UGp3LT4v8DpQ6sKwGtz4at3EFCuInxkDK6uTjQ6PQlDRhBECLp9/uPHRKQxvKCIYzu2YcwwYzBH0F3ezonBNk6Y6gmNDsNhK0enjwZ1Yk+7FM2/zEhvPHLqccWmi34fgifHo9KqUXQqTKO/uxlYiqJgSA6hs84/yUFznuE4SZIuHxlcLoMh1xRQvr0UhCBpxChMYeG4HXYGTZrSU0drMYECCNAlBmMaFo0m2oTt3XJodOBtcOAqb0MVoCGkOBlPuf+mf9BOPbnFN2OymDmydzPxCf3RRmnRxQfS5Kihq72N3H/7Kf3H5dDsbOH/rPoDB2wH+GXdNKo37QDAFBrG8NsK0cYpKJpz/OIfUAS73wKvG7Ju/cb+NlZWsOuz5ahUKoYXFhMRnwCALi6I8AUZvfOmXqCgvHi0cYEoWhWGAVfPQlpJ+qGQwaUXdTQ3sXXJuzRVnaDoV4uJSk4l1BJD/7Hjz6pryAgj+Jb+VB7ejTrQSrBIRqPR4m1yYhhsxrnfvyear8tDd5MTlUmDz+6fwRURm4gnyENEfCLa/sFYigdQdWAv/3jkcQDKtm4mKOJJLOnpZMZksqNlB0roqb/eYxMGEBJrQTfiPBs/puXDL0v9W8+bU7+x319+/BH71/jTBSsqFXkLf3Ghb12vUwfqMI2S61Uk6UqRweUSCa8PhH9oqWzbZnav8G+90lx1gp/+9/m3+1cUhQN71rDpnTcByG3/KaMKZxKQFY27oh1tfCDdVZ3+FfXRAQSMjcZjdaAK1hGUHoc2wkj8aWl6/+XgqFQqNCoNt2fezpTEKYRpQ+mKmUBXcxuJgzPRWb4h02KYf9jM0dlBV1sbQZGR6PTnWW8ifKc99J27jiRJPygyuFwCV1UHbf8oR3T7CJuRhvq0nXR1ASZUavXXvr6uvKznsbXiGCq9mtDiFLytTnweH+7KDjRmIyqDhta3D/fUNSSHoI04c7v4uAGDmHbHYgw2PSaCCdXF+OtqDAyNPDnNNzf+gvpna7Ty8fNPUXv4AEOuKWDyT36Oznj2/YtRRbNQKWoUtZrhhUUXdA5JkvomGVwuQdeX9f6rC6BjXRX950/AZbfT0dzEgPETURQVm975G+Xbt5I0fASW1HQyxk3s2al3yDVTOLH7SxRFxYDx/u1rVDo1PqMG59Y6vO1udLEm1CE6NFFGPFYHik6Nxnz2FYRKpSal3wiaPtlLt2ilaWcHll+NQBN+8avb68oPUXv4AAD71q5gWME0YtL6n1UvMjGZwtsWXfR5JEnqe2RwuQQq06kFkOoQPcbAIMbOPLVVTfkXpZR++A4ATVUVpI0dR6glhujUdADSx47jJ8+8hKIoZ2RVdOxupGNVFQDuE+1E3TkC842DcNd0ook0oosLOmd7fB3unim/osuD19GNhosPLiGRFtRaLd7uboIjIjGFhl30sSRJ+mGRweUSmMZaULQqhE9gyow863mN9rTgo9FwKonJKaGWmLPKxGn1hFeAAG1kgH/rla+hSwnBMMSM81ALQbn90FnOv8Dx24hJy2DeA4/SUlNFTFoGwRFn91GSJOlcZHC5BJoQA8HXnP8+RvzgYRTetojaQwcwhYVj7peAJSXtG48bMCwSX7sbT4uToAlxqHRff++mpz1BeswLBuBzelCZtCiqS98zq1/GIPplDLrk40iS9MMig8tlpNZoGDq5kKGTLyyroSbMQGjJN08BPhdFq0J92hWTJEnSlfCdJguTLlC3A7pd31xPkiTpKiODy9Xq6Fp4MRtemwo1OwH/GpI9qz7jf/79Tjb+7//g6rJf2TZKkiSdhxwWu1qteRRaK4AK2PsexI2gsbKCFX95AYSg8cRxolLSzrn6X5Ik6Urrs1cu69evZ+rUqRQUFPDKK+dfKX/VCj9te3qTP3e8Rqv1zzo7SauT91YkSbo69ckrF6/Xy3/+53/y+uuvY7FYmDdvHnl5eaSlffNMravGNfdDRAZojTB0PgDhcfHMWPwbTuzZRWRCEglDMq9sGyVJks6jTwaXPXv2kJiYSHy8f5pwcXExq1at+n4Fl/BkyF18VnHKiDGkjBhzBRokSZL07fXJYbGGhgaio0+teLdYLDQ0NFzBFkmSJP2w9MngIkmSJF1ZfTK4WCwW6uvre35uaGjAYpG5PSRJkr4rfTK4DB06lIqKCqqqqnC73Sxfvpy8vLwr3SxJkqQfjD55Q1+j0fDggw/ys5/9DK/Xy9y5c0lPT7/SzZIkSfrB6JPBBWDSpElMmjTpSjdDkiTpB6lPDotJkiRJV1afvXK5UDU1NcyZM+dKN0OSJOl7paam5pzlihDi7AxWkiRJknQJ5LCYJEmS1OtkcJEkSZJ6nQwukiRJUq+TwUWSJEnqdTK4SJIkSb1OBhdJkiSp18ng8j1z//33M27cOKZPn95T1tbWxsKFCyksLGThwoXYbDYAhBD8/ve/p6CggJKSEvbv39/zmiVLllBYWEhhYSFLliz5zvvxderq6rjxxhspKiqiuLiYN954A+hb/XS5XMybN48ZM2ZQXFzMc889B0BVVRXz58+noKCAu+++G7fbDYDb7ebuu++moKCA+fPnU11d3XOsl19+mYKCAqZOncqGDRuuSH++jtfrZdasWfziF78A+mYf8/LyKCkpYebMmT3r5frS9/WiCOl7Zdu2bWLfvn2iuLi4p+yPf/yjePnll4UQQrz88sviiSeeEEIIsXbtWnHLLbcIn88ndu7cKebNmyeEEKK1tVXk5eWJ1tZW0dbWJvLy8kRbW9t335nzaGhoEPv27RNCCNHR0SEKCwtFWVlZn+qnz+cTnZ2dQggh3G63mDdvnti5c6dYtGiRWLZsmRBCiAceeED8/e9/F0II8eabb4oHHnhACCHEsmXLxF133SWEEKKsrEyUlJQIl8slKisrRX5+vvB4PN99h77Ga6+9Ju69915x6623CiFEn+zj5MmTRXNz8xllfen7ejHklcv3zJgxYwgJCTmjbNWqVcyaNQuAWbNmsXLlyjPKFUUhMzOT9vZ2rFYrGzduJCcnh9DQUEJCQsjJybmq/hqMiopi8ODBAAQGBpKSkkJDQ0Of6qeiKJhMJgA8Hg8ejwdFUSgtLWXq1KkAzJ49m1WrVgGwevVqZs+eDcDUqVPZsmULQghWrVpFcXExOp2O+Ph4EhMT2bNnz5Xp1DnU19ezdu1a5s2bB/j/au9rfTyfvvR9vRgyuPQBzc3NREVFARAZGUlzczNwdkbO6OhoGhoavleZOqurqzl48CDDhw/vc/30er3MnDmT8ePHM378eOLj4wkODkaj8e/K9FU/wN/HmJgYwL/rd1BQEK2trVd9Hx977DHuu+8+VCr/r5rW1tY+18ev3HLLLcyZM4d33nkH6Nv/L78NubdYH6MoCoqiXOlm9Aq73c6iRYv4zW9+Q2Bg4BnP9YV+qtVqPvroI9rb27njjjs4duzYlW5Sr1qzZg3h4eEMGTKErVu3XunmXFZvv/02FouF5uZmFi5cSEpKyhnP94Xv64WSVy59gNlsxmq1AmC1WgkPDwfOzshZX1+PxWL5XmTq7O7uZtGiRZSUlFBYWAj0zX4CBAcHk5WVxa5du2hvb8fj8QCn+gH+PtbV1QH+YbSOjg7CwsKu6j7u2LGD1atXk5eXx7333ktpaSmPPvpon+rjV75qj9lspqCggD179vTZ7+u3JYNLH5CXl8fSpUsBWLp0Kfn5+WeUCyHYtWsXQUFBREVFMWHCBDZu3IjNZsNms7Fx40YmTJhwBXtwJiEEv/3tb0lJSWHhwoU95X2pny0tLbS3twPgdDrZvHkzqampZGVl8dlnnwH+mUNfZVDNy8vrmT302WefkZ2djaIo5OXlsXz5ctxuN1VVVVRUVDBs2LAr06l/sXjxYtavX8/q1at55plnyM7O5umnn+5TfQTo6uqis7Oz5/GmTZtIT0/vU9/Xi3IFJxNIF+Gee+4ROTk5YtCgQWLixIni3XffFS0tLeKmm24SBQUF4uabbxatra1CCP+MpIcffljk5+eL6dOniz179vQc57333hNTpkwRU6ZMEe+///4V6s25bd++XfTv319Mnz5dzJgxQ8yYMUOsXbu2T/Xz4MGDYubMmWL69OmiuLhYPP/880IIISorK8XcuXPFlClTxJ133ilcLpcQQgin0ynuvPNOMWXKFDF37lxRWVnZc6wXX3xR5Ofni8LCQrF27dor0p9vUlpa2jNbrK/1sbKyUpSUlIiSkhJRVFQkXnzxRSGE6FPf14sht9yXJEmSep0cFpMkSZJ6nQwukiRJUq+TwUWSJEnqdTK4SJIkSb1OBhdJkiSp18ngIkkXqampicWLF5Ofn8+cOXNYsGABK1as+FavHTFixFllb7/9ds+6iG/L4/GQnZ3NU089dUGvk6TLTW7/IkkXQQjBHXfcwaxZs3j66acBqKmpYfXq1WfV9Xg8PXtpfZ3rr7/+gtuxadMmkpKS+PTTT1m8ePE5txjxer2o1eoLPrYkXQp55SJJF6G0tBStVntGQIiLi+PGG28E4MMPP+S2227jpptu4ic/+cm3Oubzzz/PX//6V44ePdqzizD4N+8sKSk552uWL1/OTTfdRExMDDt37uwpz8vL48knn2T27Nl8+umnbNy4kQULFjB79mwWLVqE3W4H4IUXXmDu3LlMnz6dBx54ALnsTeotMrhI0kUoKytj0KBBX1vnwIEDPPfcc7z55psXdOzU1FS6u7upqqoC4OOPP2batGln1XO5XGzevJm8vDymT5/O8uXLz3g+NDSUJUuWMG7cOF566SVef/11lixZwpAhQ3j99dcBuOGGG/jggw9YtmwZTqeTNWvWXFBbJel8ZHCRpF7wyCOPMGPGDObOndtT9lVujosxbdo0PvnkEwA++eQTioqKzqqzZs0asrKyMBgMFBYWsnLlSrxeb8/zX71m9+7dlJeXc/311zNz5kyWLl1KbW0tAFu3bmX+/PmUlJRQWlpKeXn5RbVXkv6VvOciSRchPT2dzz//vOfnhx56iJaWljOGs4xG40Ufv6ioiLvuuouCggIURSEpKemsOsuXL+fLL7/s2fixra2N0tJScnJyzji/EIKcnByeeeaZM17vcrl45JFH+OCDD4iJieH555/H5XJddJsl6XTyykWSLkJ2djYul4u33nqrp8zpdPba8RMSElCpVLz44ovnHBLr7Ozkiy++YO3ataxevZrVq1fz4IMPsmzZsrPqZmZmsmPHDk6cOAH4d+49fvx4TyAJCwvDbrf37FQsSb1BXrlI0kVQFIU//elPPP7447z66quEh4djNBr59a9//a1e73A4yM3N7fn59NQCXykqKuKJJ57oSQN8uhUrVpCdnY1Op+spy8/P58knn8Ttdp9RNzw8nMcff5x7772357m7776b5ORk5s+fz/Tp04mIiGDo0KHfqu2S9G3IXZElSZKkXieHxSRJkqReJ4OLJEmS1OtkcJEkSZJ6nQwukiRJUq+TwUWSJEnqdTK4SJIkSb1OBhdJkiSp1/1/1qLBNuYRS+cAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Garage Type\", s=15, data=df);"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [],
"source": [
"del df[\"Garage Type\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Heating\n",
"\n",
"Most of the houses have gas. The variable is not helpful."
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Heating\", s=15, data=df);"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [],
"source": [
"del df[\"Heating\"]\n",
"# Also discard the associated ordinal variable.\n",
"del df[\"Heating QC\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### House Style\n",
"\n",
"In summary, this variable is very similar to the above derived variable *has 2nd Flr*. Therefore, it is dropped."
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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iYnj66afJzMwkPDycDz/8ED8/P9xuN2+88QZbtmxBqVTy9ttvEx8fD8DSpUv57LPPAJg0aRIjRowA4PDhw7zwwgtYLBZ69OjBSy+9hEgkoqSkpMo5BASuxbmCMoor7ACcLSgns9hMuE5FTICGuGANp/PKidSriQ3SXHOcdUdzWXc0F4Dnfkqlc2wAeo38mvcI/IW56FdJft1zFOYX4TEstfS3VCW5fzn33nsv9957b5XX9u/fX21bp06d6NSpk7f9lVdqZwSro159Lm+88QbdunXjl19+Yfny5TRs2JC5c+fSpUsX1q1bR5cuXZg7dy4AW7duJS0tjXXr1jFz5kxmzJgBQElJCXPmzOHHH39k0aJFzJkzB6PR8y1yxowZzJw5k3Xr1pGWlsbWrVsBqp1DQOBaNAvzo3mox4/QrVEgDSuNSLhexZfjOzDv/vZ882BHogOubVx8lZe+s4XplMikf55vkwL1RKs74OnDMKPE8/96dOT/Vag341JaWsru3bsZPXo04HEg+fr6kpyczPDhwwEYPnw4GzZsAPC2i0QiEhISMJlM5OXlsX37dhITE9HpdPj5+ZGYmMi2bdvIy8ujrKyMhIQERCIRw4cPJzk5+Yqxfj+HgMC1aOCvZv6EjiyZdBsfjU0gQKu47JqGPs0MXj/MtRjcMpRZw+N5vFcc745JQKuQ1eeyBQT+lNTbsVhGRgb+/v688MILHD9+nPj4eF566SUKCwsJDg4GICgoiMLCQgByc3O9oXEAISEh5ObmXtVuMBiqbL/YH6h2DgGBa1FcbkMhFdM2qnZOUR+ljHs7R9fNogQE/qLU287F4XBw9OhR7rrrLpYtW4ZKpbrqeEokEtW7A+pmzCHw12fziTx6zt7MwI+2kXJW+DIiIFBb6s24hISEEBISQuvWrQEYOHAgR48eJSAggLy8PADy8vLw9/cHPDuSnJwc7/05OTkYDIar2nNzc6tsv9gfqHYOAYHq+O+2sxjNdnKMFlYczLrVy7mlOMvLsZw8iaOk5FYvReAvTL0Zl6CgIEJCQjh79iwAO3fupGHDhvTu3Ztly5YBsGzZMvr06QPgbXe73Rw4cAAfHx+Cg4Pp2rUr27dvx2g0YjQa2b59O127diU4OBitVsuBAwdwu91VjvX7OQQEqqOJ4VJCYIT+2jksdUF5Sgo5s2ZRuOAbnOXl9T5fTXGWlpLz2mucG5ZE+qTHsGX9sw2twI1Tr6HI06dP51//+hd2u53IyEjeeustXC4XTz31FIsXLyYsLIwPP/wQ8GSYbtmyhX79+qFSqXjzzTcB0Ol0PPbYY97AgMmTJ6PT6QB49dVXvaHI3bt3p3v37oCnLnRVcwgIVMcj3RvSIECNXCKu97wUe34+GU9MwWUyASD11+NXjaz6zcZ29iymFSsBsOzfjyU1FfllWfkCN48XXniBzZs3ExAQwKpVq666npKSwmOPPUZEhCdZs1+/fjz++ONkZGTw6KOPXnHPJ598glqt5sEHH7zmnFOnTuXUqVOMGjWK8ePH12r99WpcmjVrxpIlS65q//rrr69qE4lEvPrqq1WOM3r0aK9xuZyWLVtW+dD1en2VcwgIVIfBT8n422JuzmQOB27zpYQ7l8Vyc+atAZKgIGTh4dgzMxEplcgi6jfLXKB6aiO5fyPk5+dz6NAh1q9fXyfjCdpiAgI3GVloKGHvzUbZuhX6++7Dp1evW70kL/KwMCI/+5TQWbNo8NV8VC1a3Ool/SVYfXY1/Rf3p9XXrei/uD+rz66u9Zh1Lbl/kXHjxvHuu+8yevRoBgwYwJ49ewB44IEHyM3NJSkpydtWGwT5FwGBW4Bv//749u9/q5dRJYrGjVE0bnyrl/GXYfXZ1czYMQOL07MDzS7PZsaOGQAMiR1Sr3NflNwPDg7mueeeo1ENpXmcTieLFy9my5YtzJkzh6+++orPPvuMRx999JpqyteDsHMREBAQqAUf7fvIa1guYnFa+GjfR/U670XJ/RUrVjBu3Dhv3ZbqUi8ub+/Xr593jMzMzHpZn2BcBAQEBGpBTnnOdbXXFdVJ7ut0Oq9E1kWMRuMViskXJffFYnG9yO2DYFwEBKokv9TCtlP5nCuo3zBhl8VC8cIfyHnrbcp27KjXuQTqhxBNyHW11xX5+fne8sSXS+5rNBqCgoLYuXMn4NFn3LZtG+3atavX9fweweciIPA7iitsTP3xINtOFRDko2DBAx1pFupLelEF207lE+SjpGeTIGSS2n83K9u2jZyLIq2LFtFw5Qpk4eG1Hlfg5vFk2yev8LkAKCVKnmz7ZK3GrY3k/jvvvMNrr73G22+/DXhSOBo0aFCr9VwvgnEREPgdmcVmtp0qACC/1MrxbBOxgRpeXnaILSc97f++uy1DWtU+H8ZtvvSB5LZacdlstR5T4OZy0Wn/0b6PyCnPIUQTwpNtn6y1M782kvtxcXF88803VV67vN3f35+NGzcCEBERUWVqx40iGBcBgd8RrlNxW8MAdpwpxF8jo2moL2VWB7vOFXv7XCiqm+MyTbeu+N9/P+UpKfhPmIAi5ubk2jjLKzCuWI49IwOfPn1Rt21zU+b9uzIkdki9R4b91RCMi4DA79Br5HxwRwLHckxE6lU0DPbB7XYzbUATXl91lEi9iq6NgupkLqlej+GF53G73TdVYLU0eQO5r70OgHHVamKXLkEqaPAJ1CGCcREQqAKDnxKDn9L7WiQSMf62aPo0DUarlF5R6+VaOMvKEKvViMTX9s/Ul2ExHz1GyU+LEWu06O8Yg7wy495dXuHt4yoqwi0cxwnUMYJxERCoIWKxiKgaFAsDcNvtFH79NUXzv0LbuzfBz0xFWqmJdzMp+OhDyrZ4KrSKZTKCnngcAG2vnvilpmI+cICgJ55AFlK/kU0C/zwE4yIgUA9YTp4kf/Z7ABgXLULbNRHfAQNu+jpcFqv3Z3dlpBGALCSEsLfexO1wIJIKHwMCdY/wrhIQqAfEGi0itRp3hef4SVwPGlE1IejppymcNw+Jzg+/4UlXXRcMi0B9IbyzBATqAUV0FJGf/pvyXbtQNm6MpmPHW7IOdUJr1J98fEvmFqgd2dnZPPvssxQWFiISibjjjju4//77OXDgAG+88QY2mw2bzcbgwYN54oknSElJQSaT0bZt21u9dEAwLgIC9Yamc2c0nTvf6mUI/EWRSCQ8//zzxMfHU1ZWxqhRo0hMTOS5557jo48+omnTpjidTs6dOwfArl27UKvV12VcHA4H0nravQrGRUBAQKCWGFeuJO+DD3FkZyMNDSX46afwGzq0VmMGBwcTHBwMeHTEYmNjyc3NpaioiKAgTyi8RCIhLi6OjIwMFi5ciFgsZsWKFUyfPp2QkBBefPFFiouL8ff356233iIsLIznn38euVzOsWPHaNu2LZs2bWLhwoX4+/vjcrkYMGAAP/zwQ63LwwvGRUBAQKAWGFeuJHv6K7gri745srLInv4KQK0NzEUyMjI4duwYrVu35v7772fgwIF07NiRbt26MWLECCIiIhg7duwV1SYfffRRRowYwYgRI1i8eDGzZs3i008/BSA3N5eFCxcikUjw8fFhxYoVjB8/nh07dtC0adNaGxYQhCsFBAQEakXeBx96DctF3BYLeR98WCfjl5eXM2XKFF588UW0Wi2PP/44P/30E4mJiaxatYqHHnqoyvv279/P7ZXls5OSkti7d6/32sCBA5FIJACMGjXKW8Plp59+YuTIkXWy7no1Lr1792bo0KEkJSV5F1xSUsKECRPo378/EyZM8EpDu91uZs2aRb9+/Rg6dChHjhzxjrN06VL69+9P//79Wbp0qbf98OHDDB06lH79+jFr1iyvQmh1cwgIAFworCC9qOKPOwoI1ABHdvZ1tV8PdrudKVOmMHToUPpfVlyuQYMG3H333Xz11VccP36c4uLia4xyNSqVyvtzaGgoAQEB7Ny5k9TUVLp3717rdcNN2Ll8/fXXLF++nCVLlgAwd+5cunTpwrp16+jSpQtz584FYOvWraSlpbFu3TpmzpzJjItKsSUlzJkzhx9//JFFixYxZ84cr7GYMWMGM2fOZN26daSlpbF169ZrziEgsO5oDn3f30Lf97ew8WguC3akMXvtCY5k1v0XkA3Hcnlv3Qk2ncir87EF/jxIQ6sWMK2uvaa43W5eeuklYmNjmTBhgrd98+bN3i/S58+fRywW4+vri0ajobz8kuZdmzZtWL3aU2555cqVtG/fvtq5xowZw7Rp067Y0dSWm34slpyczPDhwwEYPnw4GzZsuKJdJBKRkJCAyWQiLy+P7du3k5iYiE6nw8/Pj8TERLZt20ZeXh5lZWUkJCQgEokYPnw4ycnJ15xDQOCnvZnYnC6sDhdbTxfwyoojzNl0mueXHKLC5vjjAWrIgfRiHvlmL59sPM3EBXs4kiXsnv+uBD/9FCKl8oo2kVJJ8NNP1WrcvXv3snz5cn777TeSkpJISkpiy5YtLF++nIEDB5KUlMS0adOYPXs2EomEXr16sX79epKSktizZw/Tp09nyZIlDB06lOXLl/PSSy9VO1fv3r2pqKiosyMxuAkO/QcffBCRSMSdd97JnXfeSWFhoTcCIigoiMLCQsDjYAq5TIIiJCSE3Nzcq9oNBkOV7Rf7A9XOISDQKtyPtUc8FQLFl8l5ZZaYsTtcIK/d+C6bjbJNm/DJyGFIUCArcsHudFNqsdduYIE/LRed9nUdLda+fXtOnDhxVXuPHj2q7B8TE8PKlSuvaFuwYMFV/S7WeLmc48eP07RpUxo2bHiDq72aejUu33//PQaDgcLCQiZMmEBsbOwV10UiUb0rwd6MOQT+OtzXJYoIfxUioLHBhwtFFZzILeWVIc3xU9fSsgClv/xC1rPPAfB4YjfSW99DYpMQEiL0f3CnwF8Zv6FD6ywy7GYzd+5cvv/+e9599906HbdejYvBYAAgICCAfv36kZqaSkBAAHl5eQQHB5OXl+cNeTMYDOTkXKo5nZOTg8FgwGAwsGvXLm97bm4uHTt2rLb/xfmqmkNAwEclIynhUqXHuePaY3e6UMjq5pzZlpFx6cWRQ3z7Tis0AfVnWGwXLmBcvQaxQo7f0KFIg+qmFIDAP4eJEycyceLEOh+33nwuFRUVlJWVeX/+9ddfadSoEb1792bZsmUALFu2jD59+gB4291uNwcOHMDHx4fg4GC6du3K9u3bMRqNGI1Gtm/fTteuXQkODkar1XLgwAHcbneVY/1+DgGB3yMWi27YsBjNdrJKzF7nKoC2e3dkkREgFhM09el6NSwABZ9/TsFHH5H3zrsUL15cr3MJCFwP9bZzKSwsZPLkyQA4nU5uv/12unfvTsuWLXnqqadYvHgxYWFhfPjhh4DnHHHLli3069cPlUrFm2++CYBOp+Oxxx5j9OjRgKcWtK5SuvzVV1/lhRdewGKx0L17d28I3cSJE6ucQ0DgchxOF2VWB34q2XUfnR7LNvHk9/s5U1DOa8Oac2/naABULVoQ/eOPuCoqkIWF1cOqr8SemeX92VlUVO/zWSscSGViJDIhRU7g2ojcl3/t+gczcuRIb7i0wN+fwjIrb645xoZjeUzsHsvD3WKRS2v+gfn5ljO89fNxAJQyMduf601gDQuI1SXlKSnkvPY6Yq2WkOnTUbVsUW9znUjJYfuiUwREaOh5VxN0hprVtvkrcuzYMZo1a3arl/Gno6rnUt1npyD/IvCXZdvJfH47V0jzUF8GtQhFLK757mPn2UJ+2pcJwLtrT9C9cSAtw3XXvMfqcJJRbEavlhGmu5SE1jpSh0ZeNz6b60XTqRMxS5d4AlfktQ9IqA5zqY0t353AbnWSebyEc6mFtOn39zUuArVHMC4Cf0lO55by0II9WB0uRCL4/mEFnWMDany/v1qOSARuN/gopfgqZdfsb3U4eX/dST7fepb4MF8+GpvAp/e0Jc9koWeTYFRyKUeyjKw4kIWvSsrodpEYfJXXHLOuECvqf8cklYnxM6gpuFAKgEp77eclUHuqk9y/nJSUFB577DEiKstX9+vXj8cf91QbbdasGY0bN/b2/fe//82//vUvFi5ceFPWLxgXgb8kZVYHVocL8BiI680j6RwbwGf3tOVETimdGwYQFXDtb+EZRRV8vvUsAEeyTOxJK2Zsxwbe606Xm5mrjvHbWU9OlVQs5pEeV+YM2LKyKN+6FYnBgLptW6S3qIDYjSBTSulzXzPSUvNR6xTEthWi0uqb6iT34+LirujXvn17Pv/886vuVyqVXs2wi9wswwKCcRH4i9I8zI/nBjbl6x1pDGwRQqeYmu9awBMlNrBFKANb1EyiQ6+R08Sg5URuGWIRNPBXX3Hd5XZjrLB5X5vtziuuu51Oct9+G6mfDueu3ZRt2oTfyFFoElpf17pvJYERWgIjtLd6GX9KTqbksHP5GcqKrGj9FXRJakjjTiF/fOM1qE5y//fG5Xpo06YN+/fvJyUlhTlz5qDX6zl58iTx8fHMnj27TnMCBeMi8JdELhUzqWdDxt8WRVG5jW9+S0MsEpGUEH6FP6Su8Nco+Pc9bdl1rogGAWpuiwu84rpMIubVYfHMXnuCMJ2SYa2vjBRzWSw4jUYkvn6Ub9+Oy2TCkZmJ8uOPkWgE38VfmZMpOWz633EcNs9OuqzIyqb/eYI9amtgLnK55P7vOXDgAMOGDSM4OJjnnnuORo0aAWCxWEhK8pS2joiI4N///vcV9x09epTVq1cTHBzMXXfdxd69e6+pP3a91Ni4ZGZmcv78eW677TYsFgsOhwOtVvgWI3BrUcmlzF97kiyTGacL3MBjPWv2zc7tdFLy00+YVq1G26sX+rvvuqb/Ii7Yh7hgn2qvd44NYPGk26q8JtFo0I0dS/k2j2EBKP91B46cHCR1KLkhcPPZufyM17BcxGFzsXP5mToxLr+X3L+c+Ph4Nm7ciEajYcuWLUyePJl169YBVR+LXU6rVq28ElpNmzYlMzOzTo1LjWIvf/zxR6ZMmcIrr3gK4OTk5HhzWAQEbjVymZj1R3NZeySHwxlGHE7XH98EmA8fJueVV6nYtYu8//s/KvbsqbKf0+WmuMKGy3X9UfvWc2mUbtqMLTMT3aBB+Pbpjbhyp6Lp0R1p5bGHwF+XsiLrdbVfD9VJ7l9Eq9WiqXw/9ejRA4fDQVEN853kl0UXSiQSnE7nNXpfPzXaufzvf/9j0aJF3HHHHQBER0fX+BcQEKhv3HjEIQE2n8zHaLEToKl+B3I6rxQQES6TgVgMLo8xElVRS7zUYue9dSdZsi+DO9pH8nT/xmjkNdvwW8+d48IDD+LIzkbepDEN/vMffPr0IXrh99iys1HFxyPxqX4nJPDXQOuvqNKQaP1rF8VXneT+5eTn5xMYGIhIJCI1NRWXy4Ve/+fQsavRvxK5XH6FlXM46k6aXEDgejGZbSzZn0lBqY1BLULoFhfIl9vPYXW4GNsxEp2q+nyPNYeymfL9fkQi+OSuNnSZPZvy33aiTkhA3a7dVf33Xyjhqx1pAHyx/Ry9mgaT+Dt/S3VYz57DkZ2N2M8PHE5smZnIQkNRNGqEovJcvCocxcWYDx5EGhBYr0mRAnVDl6SGV/hcAKRyMV2SanfceVFyv3Hjxl7fydSpU8nK8qgy3HXXXaxdu5bvv/8eiUSCUqnk/fff/9MI9dbIuHTo0IH//Oc/WCwWfv31V7777jt69+5d32sTEKiSVQezmbHiKABbT+bzw6OdWT45kZIKGy0jdUiukUy5bH8mjsrjrTWHchh41yD8Bg+qtr9eI0MmEWF3ulFIxejVNc/vUDaKQ9u3L9jt2C5cwH7+PPzBmbbLaiX3rbcwrVgJMhkN5n6OpkuXGs8pcPO56Fep62ix6iT3L+fee+/l3nvvrfLa/v37q23r1KkTnTp18rZfdHnUJTUyLv/6179YvHgxjRs35ocffqBHjx6MGTOmzhcjIFATTJfltHjqsLhpGupbo3vbRelZd9RT96d15B/nmbQM1/Hf+9qTmlFCm0g9zcNqnpsib9AAzW1dyH19JgDZr7yKukMH5A0aVHuP02jEtOZnzwu7HfPRozdkXMosntMFrVIICL0ZNO4UUmeRYX8XavTOs1gsjBo1yutzcTqdWCyWK+owCwjcLAa0CGXP+WJO5pYy/fZ4fFU1303c2yWK6AANiKB7oyuPt1xWa5XRYj2bBNOzyY053qX6S+UexFotoj/IppfqdOjuvJOS//0PkVqNOiHhuufceaaQaYsPIhbB7DEJdIwRSk4I3HxqZFzGjx/P/PnzvVEJFouFBx988KZmewoIXCTUT8nQ1qHkmfyrPKbKLjFjtjuJCdRcdf6skUsZ0OLKb5hup5Pi776ncP58fHr2IHDKFKSVytu1RdurJyEzZmA7fx5tr57IKmsOOfLzMa5ajdtux3fwIOSV8h0iuZzgqU/jO3AAUn9/FDcQprxgZxoZxWYAFu66IBgXgVtCjYyL1Wr1GhYAjUaD2Wyut0UJCFyLrSfzWZWaQ1pBOf/Zcpafn+xGcKWOV8q5Qh5ZsAejxcFbI1sytkP1R1AXsZw8Se4bbwBQ/N33qDp2xG/gwBtam/nIEUrXr0caGIRf0jAkPj7ox955Vb/iHxdR8MknANgzMgh9/TXvNYlGg6ZDhxuaH65UD4jQC6cLAreGGhkXlUrFkSNHiI+PB+Dw4cMolTdHlE/gn83vfQcWu5PNJ/NYfzSXFuG+xAVrsTguxedvPZFPidlzz5yNpxnSIgSfa0SPAYjVakQqFe7KL0yS3yWqGSvsLNmfQWG5jcEtQmkeVrV/x1lRQfaLL2GtdMKKFAr0Yzx1iKxnz1L0zbe4bVb8770XR1Gh974rqlfWAQ8kxhDso0AsFjGkVc3kbW4Ep8OBtaIcpVaLWHxrVKEF/rzUyLi8+OKLPPnkkwQHB+N2uykoKOCDDz6o77UJ/MP57WwB/1qUitsN741pTeeGAZzJL+O7lHQADmea+NeAxjTwv7Srjg689HNsoIY31hznuYFN0WuqNzCKqCgiP/035b+loIiLQ9O58xXXlx/M5LWVnui0HacK+H5i5yuqV9oyM3Hk5SEzGLBfVnrbnp2N2+1GJBJR/OMiSr7/HgC3xYr+/vsw7z+Aq6KCwEfqtsSswU/Jg91i63TM32MuK2XLt19ycud2EgYMocuou5DdBHVmgb8ONTIurVq14ueff+bcuXMAxMTEIJMJktsC9ct3Kele38G3Kefp3DAAf7WcUD8F2UYrYhG0j/Jnx5kCtp7Mp1GwD4NbhGBzuNh6qoBso5mtpwoY1DKEHo2v7ZDXdOlSbVRWqflSXlem0Yzpt99w79uLpnMnJDo96Y8+iiM7G9/bbyf0rTfJe/v/kIUYMO/dS+nadfgOHMAVrh+xGHWrVkQv/B6cTsTXERjjdjgwrlmD7eQp1Im3oa0ukuzkOjj/K4S2hubDPcmidUjW8aMc2bQegN3LF9OwXUfCmzSv0zn+6dRGcj8jI4NHH32UVatWeft+8sknqNVqHnzwwWvOO3XqVE6dOsWoUaMYP378Da//msZl586ddOnSxatVc5G0tDSAKuUIBATqikh/1WU/e/wIoToV/72vA7vTimgYpCHMV8ngj7dRZvMcjek17ekQ48+ba45RbnOikklqXVdlUMsQ9qcXcza/jOc7h1AwcTS4XBQvWEDQ00/hyM4GoPzXX1Hf1gV1h/a4zRZMa9agatEC34ED0I0Zg8tmw22343/33QCI5XJsWdlYd+5E3qABihqo3Zbv/I3sZ58DoOi774hZugRFVNSVnfKOwQ/3gNMGIhFoDRCdWKtn8HuUPr6IxGLcLhcyhRKlRlAaqGtqK7l/I+Tn53Po0CHWr19f67GuaVx2795Nly5d2LRpU5XXa2JcnE4no0aNwmAw8Pnnn5Oens7UqVMpKSkhPj6ed955B7lcjs1m49lnn+XIkSPodDo++OADrzX+/PPPWbx4MWKxmJdffplu3boBsHXrVt544w1cLhdjxoxh4kTP8UJ1cwj8tbivSzRBWgVuYHDLS76DFuF+tAj3w+lys2jPBcovk7cvNTto3NSHBQ925FCGkRbhfjQNqVkOTFW47XYC9+3gHZUR+ahOOI8fIatSLsZVXo40PByRUonbYsH39tvJefElAOTR0Shbt0JVmTSpiI0ldPp0bBkZGFevxrhqFdoePch7dzaW1FTEej1RX81H2aTJNdfjLCu9tLaKCtwWy9WdbOUewwKeYjfW0qv71JLwJs0Y/ux08tLOEt6kOQERkXU+x1+JY9s2sW3hAkoLC/AJCKTb2Pto1q1XrcasD8n9i4wbN45WrVqRkpJCaWkpb7zxBu3bt+eBBx4gNzeXpKQkpk+fXishy2salylTpuByuejWrRuDBw++oQkWLFhAw4YNKSsrA2D27NmMHz+eIUOG8Morr7B48WLuvvtuFi1ahK+vL+vXr2f16tXMnj2bDz/8kNOnT7N69WpWr15Nbm4uEyZMYO3atQC8/vrrzJ8/H4PBwOjRo+nduzdxcXHVziHw18Lgq2R8Yky110/nlfLRhlOMbhvBb+cKaROpp1tjT+5Kuyh/2kXVPgS3dNMmMp98EgBlfHPC58xBd8cYyjZvwX/CBHy6dSPqu/9hz8jElpHuvc924QKhb7+NOTUVWWgoyqYeo2Fas4aCjz8BpxORVIolNRUAV3Ex1tOn/9C4aG67Df0991C2ZQv+D0yoWkYmtDX0mwl75kGzYXW+a7lIbJsOxLa58ai2vwvHtm1i3dw5OGwefbHSgnzWzZ0DUGsDc5Ebkdz/I5xOJ4sXL2bLli3MmTOHr776is8++4xHH330mmrKNeUPD2LFYjFffPHFDQ2ek5PD5s2bGT3aEzHjdrv57bffGDBgAAAjRowgOTkZgI0bNzJixAgABgwYwM6dO3G73SQnJzNkyBDkcjmRkZFERUWRmppKamoqUVFRREZGIpfLGTJkCMnJydecQ+DW4nK5KSyzYnVcqb5aVGZl7tYzvPPLcY5lmbx9Nx7PZf72cxzP8bT9dqaQGSsO88XWs8xee5wVB7NoZPBhxcEsfBQyWoX74n8Nwcob4eKRF4Dl+AlEIhEhr71G7C+/EDBhPCKpFFXz5vj274dPz54oW7QAiYSAhx8id+ZMCj/7jNy33sJdqThrz8iEyp/NBw6iTvR88MvCw1E2bfqH65H6+REy/WVif16D/913I6rKlyKRQeIUmLwb+s8EhXBkVZ9sW7jAa1gu4rBZ2bZwQZ2MXxPJ/RUrVjBu3DivWn11+mKXt/fr1887RmZmZp2s9XJq5NC/7bbbmDdvHoMHD74iK1/3B4lmb775JtOmTaO8vByA4uJifH19kVaqz4aEhJCb65HiyM3NJTTUc/QhlUrx8fGhuLiY3NzcK6y1wWDw3nOxFsHF9tTU1GvOIVA35BgtfLLxFIcyjDzRO45+8X8se2FzuPh8yxk+3XyG3k2DeXVoc29uytIDWby5xlNc6WxeOa0j/VhxMJumoT78erqAb1Mu8MV97Xj6hwPklloY2CKENYc8UVlj2kWQGBtAVKCGpDbhdf67qrt2RRkfj+X4cQzPP4fUYEAkEiFRX+2EV8TG0mD+l7jKyylZvhxXqec4ypGfj/XcOWxp51G1b4dx6VLcdjvKZs0IeOghrGfPIAsN9SZS1gRxTQJqpMJR8M2gtLDgutqvh5pI7l+kR48evPbaaxQVFaHT6TAajVf0NRqNXlcDXJLcF4vFdS63DzU0LmvWrAE80vsXEYlE19wRbNq0CX9/f1q0aEFKSkotlynwZ2Ld0Rz+l3IBgCkLD7D12Z4E+VzbaX4qr5T31p8EYPWhbAbEGxiW4DEGZdZLWmFapYT/W3uCIK2CwjI5o9qGc66wgr0Xisk2WZBLxFgdl9Rny6wOvnygo/e11eGk1OLAXy1HfA0By2vhcLrYda4Iu8tNp5hoGnw13+NfqTQs10Li44PExwffvn2xHEzFnptL4OOTufDgQzhzc5E3bkzkvHkgAlXLloiVSqQBQgb9XxmfgEBKC/KrbK8NtZHcF4lEBAUFeYOySkpK2LZtG/fdd1+t1nQ91Mi4bNy48boH3rdvHxs3bmTr1q1YrVbKysp44403MJlMOBwOpFIpOTk5GCrlMAwGA9nZ2YSEhOBwOCgtLUWv12MwGMi5LHcgNzfXe09V7Xq9vto5BOoG1WU5Hj4qKdIahLn6qWTo1TKKK+yIRBCovXR8dXvLMI5mlXKhsJyujYLYn15CVICGHWcK8FXJOJNXRsrZQiZ2j+VUXimtwn0pLrfhdLl56LJ8jrxSCzNWHGXj8Vwm9WjIpJ5xyKWetV1pMPxRyqpP+lu6P5Npiz2+kBcHN2Vi94ZX1V2xXbhA/pw52M6fJ+jJJ9HedmUFSnlMDL4DB1JxYD+OzEzclT5H28mTgBtNh4786bCVg1wouXy9dBt73xU+FwCpXEG3sbX7IK+t5P4777zDa6+9xttvvw3A5MmTaXAN0dS65prG5eDBg0yfPp309HQaN27Mm2++ScMaah0988wzPPPMM4AnFvvLL7/kvffeY8qUKaxdu5YhQ4awdOlSr3R/7969Wbp0KW3atGHt2rV07twZkUhE7969eeaZZ5gwYQK5ubmkpaXRqlUr3G43aWlppKenYzAYWL16Ne+99x4ikYhOnTpVOYdA3TAwPgST2U5miYVBLQ3XTFC8SIRezbz7O/Db2UIaGbR0aRjgvRbko2D26FbklVqRikU8kBjNS8uOALAq1bPLOZVXRnSAmsIyCx8lnyZcr+Ldka2I9Ffx66kCwv1VpKYbWXPI4yP5YMMp+jY3EF+pYrxkXwbP/nQIgJeHNLvCKAFYTp/BcvQoirg4Dly4lNey4WguE7tf/Z43rfnZI4sP5LzyKrErVyBSKDD9/AuWo0dQNGniDRlGJPKIUS5ciKpdOxQx1Qcp3BLsFtjxMez5EuJHQs/nQXnjEXb/NC467es6Wqy2kvtxcXF88803VV67vN3f39+7gYiIiLgiN6Y2XNO4vPbaazz33HN06NCB5ORk3nzzTebNm1erCadNm8bTTz/Nhx9+SLNmzbzS/aNHj2batGn069cPPz8/rwJAo0aNGDRoEIMHD0YikfDKK68gkXi+db7yyis89NBD3nDni1ES1c0hUDf4qGTXlQHudLlJOVuIzenigcQYlPJLu4bfzhQy9ccDjGoXTnqRmTCdioQIPxRSz/GXXCJGLhEzum04X+9Io6jczpj2kfy4J52jOaV8suk0NqeLMD8lPZoEIxJ5om/1ahl+ykt+ib0XSrw/bzyWd4VxsWVmkj5xIo6sLMQ+Ptwx+1O+F4HLDSPaXu0HSSsox+m+tFuT6PUgkVCxdy9ZlV+ofAZdViPG7Ubbuxe+QwajiIpCGhRU42d3U8g+AJs82mr89m+I7QmNhRy266FZt151Fhn2d+GaxsXtdpNYGc0yaNAg5s6de0OTXF6YJjIyksWLF1/VR6FQ8PHHH1d5/6RJk5g0adJV7T169KBHjx5XtVc3h8CtYdn+TJ5ZdBCAaQOaMLlXHGkF5aw4mEWuyUz7KD3nCspZlZqDWAT3d4nmnVEtySix0CrCj6YhPny+5Swncj1HS/svFPNo91gaGTQs2W8nzE9JltHC7LXHmZXUAqPZTudYfyIuE3Ds1iiQRXvScblhWJuwK9ZnO3sOR+VRg6u0lIi0I6x4fDh2p4tWETpvv7P5ZczdeoZso5W4oHb0vXcikWILAcOGIpbLcVUGrgCY9+8n8InHKdu6Db/bb0fbpQsimQzOboGDcyCwCbQcDdI/gWSKwgck8sqkS7GwaxGoE65pXEwm0xXZ+b9/LWToC9SEgxkl3p/XHs5hcq84luzP4EROKUaznW5xgXy18zzg2S1klpgRi+CZAU1QV9arvzzLPlKvZun+LEoq7IxoHcZP+7PIMVno39zAvgtFvJ7UAo3iymiq21uFER2gwely0TJcd8U1aXgYqoQEzAcOII+LQ6LV0iL86qJgi/ZmsHC3R2SyIlrPClry7qhWRFTWelF36EDAww9hWrsOv+FJlKXs8gQChIR4DEvxeVh4D9gqkxrV/tCk+iqYNw1DPIz9Hi7shNAEiOz0h7cICPwR1zQuHTt2vCI7//evBeMiUBO6NAzgfykXcLrcjGkfQXpRBcv2Z3KhyEx0gBq7083gFiF8vfM8CqkYH6UUhUxCucXhNS5j2kegkknILbWwO62IHJOF73en82DXGI5me/Jgko/lMapduLeM8e+pymAAKGNj0d9/H/ImjZHHxqLqVPWH6+XBZ2KRiGYhPjQ2XAoFlWg0BD/zDEFTppD/+edYKqMk895+G22P7ojtFrCXXRqkHjLnb5hGfT3/CQjUEdc0Lm+99dbNWofA35hBLUJZ8bgam8NzzLT1ZD4XijyClGmFFfiqpKw+lMWrtzejqNyGw+UiQq/kUKaR1mIRAVoFOrWce7tEsfVEHqdyy+gQrSc1w0io32U7Gn8VXWID8KuU2M8oquBIlpHoQA1N/kACxqdXLyzHjlHw3vtYU1MxvPgi0oCAK/qMaReJ1e6izOqgV9MgEiJ0KDas4dzCH9B264b/gw8g0WgQyWTI/C+FFyuaN/PsXIIaw9CPYfuH0LA3NOxTR0/4EvbsbNxOF/KIus/5ERC4HmoUilxQUMD7779PXl4eX3zxBadPn2b//v2Co1ygxsRfVns+LlhLbKCGswXlxAaq2Xwin04xAYT5KUmI9COt0MzzSw5hdbgY1CKE9+5ojVouJTW9hEn/20e5zUmrCF++uL89bRro0CqlFJXZ6NssmMaVRiS/1MJj/9tHaqYRX5WUHx7uQrNq6rAAWE+epGjufwEwrV6Dz4AB+F62M7dnZ6P7LYWnwkJRxsUhDQjAcvw4516eDm43lkOHUDRrhm8/z7d/32HDECkUOIxGfPv1u5Qf0/Y+aH03SOq+tn3Ztu1kTJkCDgdh77/vXYuAwK2gRu/w559/npEjR/Kf//wHgOjoaJ5++mnBuAjcEJH+ar5+oCObT+Sz+lAWW095MpmHtwnnbGEF647keBMlfz6cw0uDm6H2l3Iqr4zySvXj1AwTQVoFWoWsymqTWSUWUjM9Gcoms4PT+WXXNC4SnQ6xj48nq14sRnpZApy9qIiMp57GcvAgyGT4DhmCpn07VG3aIJJKcds9SaDiy+qZSLRadKNGVTNZ3RsWANPatd6CZ8ULvxeMy1+czz77jFWrViEWixGLxbz++uvMnj2bvLw8b7HGSZMmMfAGq6bWNzV6lxcXFzN48GBvtJhUKkVcx/UhBP5ZRPqr6d44kK93emoEJTYMICZQw/9SLiCTiNEqpJRZHYxuG+FNuGwR7kuYTklWiYVBLUJwuV28t+4ESpmE0W0jMFQekWWVmNl7vojOsf78draIqAA1zcN8K2uh/Iz1+HE0nTuh7d7dux55gwZEfv4fKvbtQxoUjPlQKrbMDHwHDMC8b5/HsADY7YjlMsq2bsNpNmN4bQaWo0dRNmmKpvPVvhqH0Yhx2XIcBfn4DhiAqkWLenumirhL+TiqVq3qbR6B+mf//v1s3ryZpUuXIpfLKSoqwl75JWb27Nm0bNmyXue/mIReG2p0t1qtpri42Lu1P3DgAD4+ghieQO2ICtDwzQOdSC82ExukIUCr4LaGATz7Uyq9mwbTtWEgo9pFePNimoT48uMjXcgusdDIoOXFJYdYc9ij0uB2u3m8tyfP6YfdFzieU0Zjg5aeTYIY2iqccL2Ksh07yX72WQCKv/3WUwulYUPcbjfmvXtxlpai7d2b4vlfYVyxArfDgbPEiCwiAk3XrpRv344kMBBZgyhKk+dTum4dyGRELViAuk3CVb+fzWYjf8kSTP/3DgDlW7cR9f33VeqS1QW60aORBgbhdjjQ9rw6RF+g/ijfn4dpbRrOEisSnQLfAdFo2ly7QN21yM/PR6/Xe/W//P2rlwgqKSnhxRdfJD09HZVKxeuvv07jxo0ZOHAgCxcuxN/fH5fLxYABA/jhhx8AePXVV72Z/i+++CLt2rXjk08+4cKFC6SnpxMWFsb7779/w+uH6zgWmzRpEhcuXGDs2LEUFxfz0Ucf1WpiAQHwFP8K1V36sB3ZNoLoADVON7SL0iOTXLlDjtCridB78lfySi/JbZRbPVn1LpuNELWUb9KKKCq3oZCKSWwYSLhehdtc4e3vttlwVdZCKV23jsynnga3G93dd+MoLMRt9YxtWrOG0LfeRNOnN6r27RDr9OB04iws9AzkdGI7dw7T6lXIwsLxGzUSqZ/Hv5SSkoLPhQtcPCxz5Ofjdl7K/q8Ot9tN2ZatWM+cRt2+PeoqZNarQqLV4nf7kBr1Fag7yvfnUbLkFG675yjXWWKlZMkpgBs2MImJifz73/9mwIABdOnShcGDB9Oxo0cy6F//+pf3WOyrr75izpw5NG/enE8//ZSdO3fy3HPPsXz5coYNG8aKFSsYP348O3bsoGnTpvj7+/PMM89w//330759e7KysnjwwQf5+eefAThz5gzfffedd/zaUCPjEh8fz7fffsu5c+dwu91CmWOBOuFYtom0wnJahPl5K01KxCI6xHiitFwuN0ezjaikEmKCtFfdP21AE95ccwy9Rs6whHAqDh6kZMlSOokkzFIG8bFvNMdNTjJKzLSM0KHu1An/hx+ibMMG9Pfc65W4txw75knrB8qSk/EbOZKySjkMeUwMRd9/j/XAAazHTxD0zFT8Ro7CWVSI7cxZZNFR5H3wAc58j3Ch2NcX/WiPr+XEiRP4BQTQqmcPJJlZGJ6ZirQGO/6K3bvJeOwxcLmQBAQQvehH5GFhf3ifwK3BtDbNa1gu4ra7MK1Nu2HjotFoWLJkCXv27CElJYWnn37aK6f1+2OxvXv38sknnwB4RSovVq587LHHGD9+PD/99BMjR44EYMeOHZw+fdp7f1lZmVe5vnfv3nViWOAPjMvvyxtfRChzLFBbDmeU8N2u8/hrlOw6W0igj4K7OjTA/zJBy/+lnGf68iMoZWKe7tsYq8PJqLYRhFfuXDrFBrD0sUSv+nHe4m2Y9+7Fdvo0McBj45/ih7jWtNJJKPjvf3GZTPgNSyL4qacQSS5J0Kjbd6BIPh+3zYamayJupwO/O8Z4EiD9/LBnZmJJ9eiSFX29AJFYjCM7B7FCgfXIUdwVlzLzLUeOYO/eHVlwEAkJCaxatYrzcXEMf/ppfC4rBOY0mSj7dQdihRzNbbchvuwftCMvHyqrXToLC3GWlIBgXP60OEus19VeUyQSiVfdpHHjxixbtuy67g8NDSUgIICdO3eSmprK7NmzAXC5XPz4448oFFerQ1xeUqW2XNO4VFfe+CKCcRG4iNXh5LczhbiBzrEB1aoO2xwu/rvtLF/vSKNDtD9muxm9Wsb3u9JRy6VMqKw86XC6mLfd4+y32F3su1DM2iO52J1unul/6UP6cll9aVAgjrw87+t2OhG97mmH9X8LyH/Pc35sPnqMBl/894o1absmErPkJywnT1G+fRv28xeQx8biFEswrlx5hf9C06ULuW+86Zlbq8Vv9CgUjRpRkfIb0uBgLEeOUL59O7qRI2jbti2hoaFIJJIrag8BFH45n8LK6EvDjFfxHzvWe03dsSPavn0p27yZgIcfQlEHZW0F6g+JTlGlIZHoblza5+zZs4jFYqKjowE4duwYYWFhnDp16qq+7du3Z8WKFUyePJmUlBT0er23zsuYMWOYNm0aSUlJXk3Grl278s033/DQQw95x27WrNkNr7U6hCRKgTph0Z4MXl52GIBXbm/GA12vFrZ0utzsTivi3bUepdfVh7IZ0SYMlUxCywg/r98EwA2MahfB0SwTO84UolF43qqlFvtV417Et3dvXOXlFH/9NfK4RgQO6I9c4sYmkaDt0YOyrVs9/hSLheKfllC6aSO+/QegGzUSRVwcFQcOYFy6DNxu/O64A93YO9H27oXb4UDeoAEuqxWJTu+dz2U24ywrR9m0CW6Hk4pdu3CVVyCZ9CiOvDxM69ajlknxqaz4B2AuK0UkElG+c4e3zXrZEQWALDiI8Pdm4zQakQYEXLHLEvjz4Tsg+gqfC4BIJsZ3QPQNj1lRUcGsWbMwmUxIJBKioqJ4/fXXebKy5PblPP7447z44osMHToUlUrlldgHzzHXCy+84D0SA3jppZd4/fXXGTp0KE6nk/bt2/P666/f8Fqro8axZps3b+bUqVNYrZcs9OOPP17nCxL4a7Inrcj786+nC68yLlaHk39vPE220exVPBaJIFynBtw0CdZye6tQVqVmseVEHuF6NR9u8HxLe2FQU347W0i3RoGMbhdZ7RqkwcEEPvgg+rFjEcvlIJVS8Nl/KPj4Y8RaLfp778Wnbx/MBw+SO2sWABW/7kDRKA5127bYTp/x+l7Mu3ej6ZqI38Xdee/eOEpKKFmyBJ/bh2A9chR1u3YYV69GERuLz6BB2DIywG7DUVpK4fz5FM3/CgBnSQmBjzzChcMHWf3xbBDByGHDsBw6jEgmw6dbt6t+F7FCgTj4xqONBG4eF/0qdRkt1qJFCxYuXHhVe1US+jqdjk8//bTKcY4fP07Tpk2vKJXi7+/Phx9+eFXfJ5544obXWxU1Mi6vvPIKFouFlJQUxowZw9q1a+s9zlrgr0WfZgZWHMzCDQxp5SlX7XC6yCu1sOVkPidzyyipsCPCzRO94kjNNBIVoCZIK+dgRgkdo/05kVPKlO/3c3urUH49falE7KFMI42CtbgBt8vNgh1ppBWW0ykmgB6Ng66Q8Hc7HJRv344tPQN1p04UffklAK6yMiR6PZpOnTCtX39p4SIRVO4MVO3bw7ffgsOBsmVLCj74AJ+ePXEWFlKydCkiqZTihT8gCw1B27cvRfPno27TBtPKlViPHcNveBLG5SuoSNl1xVGWLd0jdnlo03oqjMUA7CnMou/KFSCVoYiq2wJOZTt2UL51G/KGsfgNG3ZFcqdA/aBpE1wrY1IfzJ07l++//5533333lsxfI+Oyf/9+Vq5cydChQ3n88ceZMGECDz/8cH2vTeAvxNDWYcQGaXC7IT7MF4vdyScbT5FeVMGKg54CXr4qKQ93jeFItgmlTMIPu9MxWRyMaBPOrrQiNAopHWP82X++mE4NA9md5vkgjtSr+WzLGQCsDhcLKhWUlx/I4l8DGjOiTQQKqZjdaUXoDqTgfMETVaNs3RJtYkdMazeCSISisScPxrR+A34jR+AoKETVpg2qVq0o37ULy4njBD3/HJZdu6jYuRNlmzZYTp6kfNNmTKtXI5LJcGRl4cjKQhYWTvgnH2P6+RcqVqwAwFVRgbZvX6QGA9oe3bEcOYwkMIizfUewd/0+wpomcOLXrSTEt6aBQotIoUAecXW9mNpgy8gg4/EncFd4wq6lAQH4CMXy/pFMnDiRiRMn3rL5a2RcLoamqVQqcnNz0el05OdfXTNa4J/N5fphp3JL+femMwyIv+TILrM4yC+10jnWn8OZRkwWj49l68l82kfr8dfIaRHmh04tx2J3MLhlCFH+anJMZu8YFVbnpfGsDvadL6Z1gIJMCzzy7V7eV5/jorvfcvAQuqRpiP38UbZqjU+fPrjdbuwZGVj27UMkk6Fo0hh7ejoZkx5D7OeHtmdPpFHR+BgMmFMPkT7xEXwHDcRltSKvLJcti4pC3a4tPt264SwooHTFCpBKkUVEUPTlfEQyGb4DB9Dw559ZfzCDx345j8sNwxtqeWb8JCpemo69vJzMdclEfv4fpIG1q7V+OW6rFXdl/g54DJ6AwK2gRsalZ8+emEwmHnroIUZV6iWNHj26Xhcm8Ndj68l8zuaX0Sk2AJ1ajl4tI8dopmfjIM4VlnN7q1B2ninkm5QLjGgTTlSAmvOFFTQN9SFSr0IkEvHfbZ4IsQ7ReqRiEcUVduQSMd0bBVJcYSMpyorTpudQnp32UXqW7MtkwIXd6BpG43LDZp8YGia0Q3b0EAH3jiH/4/96QnmXLkfi50fZxo1oOnVEGhICFjN+w4bhLCvHVV6Opnt3Sr77DgCxRoOqbVtELhey8AiUTZugbJ2Aql1bzPsPkDPrDew5uQQ8+gjKZs1wlZeT/sijALjtdqynT6Pp0IHjuce5WAFgQ4aFF33LKavMKbAcOYI9J6dOjYs8NpbQN2ZROO9LtIm3oenatc7GFhC4Hq5pXFJTUwkNDWXy5MmAJ4KhcePGxMbGMn78+GsObLVaueeee7DZbDidTgYMGMCUKVNIT09n6tSplJSUEB8fzzvvvINcLsdms/Hss89y5MgRdDodH3zwARGVRwaff/45ixcvRiwW8/LLL9Ot0gG6detW3njjDVwuF2PGjPFuAaubQ6D+2HmmkPHzd+FyQ49GgXSMCSCpdRgxQVrEIjhfUE6pxcG+ynLDS/Zl8ljPhlgdLvakFSEWi5FJLoUVm21O2kf5EeSrJspfRc8mwWgUUkRf9CVK04JXfEazaG8GLcN9OejfnKFn9uKnasKyHAftHp3O2Fio2LbWY1gAzW23kf3Sy7hMntovQc88g6OwEMvhw/gOHEjglCnYzp31zu+yWBCpVPg//BD573jkW8o2bSZwyhQqdu4EoPA//8Gnfz9ULVpgvXAB/X33YT1yGMvJU15trw4x/mgOl1BuczKuiRafNrGYGjTAfuEC2r59kUVWH6BwI4hEInQjRuCXlIRI0P8TuIVc07i8+uqrzJ8/H4Ddu3cze/Zspk+fzrFjx3jllVeqLUsMIJfL+frrr9FoNNjtdu6++266d+/O/PnzGT9+PEOGDOGVV15h8eLF3H333SxatAhfX1/Wr1/P6tWrmT17Nh9++CGnT59m9erVrF69mtzcXCZMmMDatWsBeP3115k/fz4Gg4HRo0fTu3dv4uLimD17dpVzCNQfWUYzLrdnxxHpr+bddZ5w49YRfvwwsTPpRWb2XShmYLyBvFIrZ/LLOZploszqwOlyM7hFKEazlaNNgygqs9E6UodGIeWeTpHo1Jc5pDs9QoNlj/Jox44olE3IKDbzyUEjUZ3bseLMbujViZDb4pBJJfiMiMTg0GE5dQqfgQMQa9SIVWpEKhXOkmJKf/mF4q++QhoUhMtcAYjQ9u2DLe08+scfx6djB2wnT17xe0pDDCAWe7PnJTod9rw8sqY+g+XwYaTh4UR8/DGq+HgA2of78GNPHcZyC01DlKgaNyL0jVmUrl2Ho6QE27k0pAk1k3e5SMW+fRR/vxBpUBD6e++pMntfMCwCt5prvgOdTic6nQ6ANWvWcOeddzJgwACeeuopzp8/f82BRSIRGo0G8ChsOhwORCIRv/32GwMGDABgxIgRJCcnA7Bx40ZGjBgBwIABA9i5cydut5vk5GSGDBmCXC4nMjKSqKgoUlNTSU1NJSoqisjISORyOUOGDCE5ORm3213tHAL1R6dof0a0CaPc6qSowubdhQT7KCgx21l1KIuXlx/mlyO5yKViklqHsflkPi3C/TD4KrhQVM7DC/YRpFVQVGFjwc7z/HvzGQ5u2En6Y49hWlcZ4dXqDuyP7OC0vDmbT+RzJMuESASaIweo+O/nWF+YhrjIo/slVqvxv/8+wmbNRKrXU751KzgclHz7LUXzvvSqGLssFmSGEMo2baLitxT8Ro7A+N+55Lz0MhK9npBXX0HTtSvBLzxPwfyv8B0yBN+hQwl7bzbysDBs589jOezJ8XFkZuIo9ES6OfLzKZ43D/HkB9BPm0Teww9hPXMW48qVFH/7LaWrVlH8zYLres4um42cGa9hWrmSoi+/xLR6dV38+a7AanZQYaxddrlA7fnss88YMmQIQ4cOJSkpiYMHDzJu3DgOHTpUo/uXLFlSL/krNeWaOxeXy+WVXt65cyczZ870XnM6nde481KfkSNHcuHCBe6++24iIyPx9fX1SjmHhISQm5sLQG5uLqGhnhBWqVSKj48PxcXF5Obm0voy4T6DweC95/KsZ4PBQGpqKsXFxdXOIVB/RPirebhrLG/9chyJWMSA+BCaGHz4YU86gz/axrCEMOxOj/Pht7NF3N2hAYigpMKGRCzmeHYpGrmYMquDjGKPA18iFuHavYuyjZso27YdxcqVKKKjcOjj+PrArwxpFYrb7SZeaiH6bc8/ImdRES7zpQAAe04Oxd8vxGUxg0SKvVIJFsBeUEjg5MmIZDJMP/+MtkcP1N27UTRvHraTp+DIUZRNmxL05BT0d92F8eefcZw6hakyS1p/j2c3LI+KQtmyJZZDh5BFRHjDkG3p6Tjy87y5M26LBVdZKRKfS3VlREoVFQcOoE5IuMEnL/rjLtdBQXop6788irHATK97mtCkc2idji9QM64luf9X4ZrGZciQIdx7773o9XqUSiXt27cH4Pz58155gWshkUhYvnw5JpOJyZMnc/bs2T+8R+DPT6nZzuJ9GWQUmxnUIoT20R458OhADQEaOcsOZCESeWrOXzQUIkTo1TKKK+wMaempxaKSSUg+lkdmiZn1olxGt43g58M5TOwWi93poq3GQejUl3Dj2QmLKqVeVHIps4a34Mtfz9Eqwo9zp4tp17Yj2mOp6CZNQt7gUt5IybLlFH7+OZru3RFrNMijoqjYuxcAbbeuiFQqcl6dgaJhLE6TCbfFgjQo2GNcALfLidvtRiQSoWgYhywmGlV8C9xuN6UbNiDWaFA2akTExx9hPXMGeVQU8shIKvbupXz3HtwSCdqePbEcOYLujjEomzVDEhCAWKnEnpWFPSOd8/eOI3Lu52i6dMHl9hjV6hDL5YTMmEHxwu+RBhvqXAX5XGoBRdmegINffzpNdKsgFOr6KW72dyI1NZXk5GSMRiN+fn706dOHVrWoqXM9kvt33HEHb7zxBo0aeULtx40bx7OVpSVuJdd810yaNIkuXbqQn59PYmKit56Ly+Vi+vTpNZ7E19eXTp06ceDAAUwmk3c3lJOTg6EyvNNgMJCdnU1ISAgOh4PS0lL0ej0Gg4GcnBzvWLm5ud57qmrX6/XVziFwfVjsTnaeKcDthsS4QBSVemG/HMnhtZVHAVidmsUvT3ZDp1GgVkhRSj0nrW43+CovKWcXlFm5r3MUx3JKOZJlwmx30b9ZMJklZm9/H6WUwS1DkEs9zv0BHaMwPfkklmNH8R040Gs0nKWlNPptLTOLC/Ht0I/iNl3I69EUf4kd/5jISyWFwVNZEijfuhXfIYNB50fIO+/gKimmZNFi1G3b4NOvL8Zly3E7HGi6dcP39iFIg4PB5aR8+3a0PXuibtMG68mT6MeOpXDuf72S+26nk5DnnkMWGoqscuftKCom46mncebno2zdGr9Rowh6/jmUlTpR8ogIdKNHcbp3H4/Mf/+OWMsO8fMaE9+e0/LSkOZ0jKn+w0Tdtg3qtm1q/fetCq3+kn8rqIEPUrngu/kjUlNTWblypXdnYTQaWblyJcANG5hrSe7/nsGDB/Pzzz/TqFEj8vLyyMvLo2XLllXqkN1M/vArSUIV2/WYmJg/HLioqAipVIqvry8Wi4UdO3bw8MMP06lTJ9auXcuQIUNYunQpvSsTvHr37s3SpUtp06YNa9eupXPnzohEInr37s0zzzzDhAkTyM3NJS0tjVatWuF2u0lLSyM9PR2DwcDq1at57733EIlE1c4hcH38sPsCr67wGJHL9cLM9ktHol0bBfKvxak0DfZhTMcIbm8dil4jJ0irINto5sGuMbhcbnQqKenFZtYd9RxR6tVy7G43o9qG89O+TFqG+5FZXEGp1UkXdxERxVnkNfIhfMJ4AIwVNpL3nEZstdI8/QhFr3uOaMu3b8fwynTKpzxJXlYWvPgC/uPGIRKJcNvtqLsmYs/JxmUyIVKrKfliHvqnnqT4o4/B7cZ+9izafn29RqhsYzLWU6dxFhbiO3QolmPHcVs8/geXxYxIocBVfkkF+fKcEm+b0+Edz3LwILrhSV7DchFpQAD6ceNwnDuEIfoA4h3LGKXQcT7iAz7eIOXbhzt7+1pPn8ZpNKKMj79CPbk+iGtvQCwRYy6zEd0yEIlUMC5/RHJy8lVHVna7neTk5Bs2LteS3P89gwYN4oEHHmDKlCn8/PPPf5qyx/W2383Ly+P555/H6fQcKwwcOJBevXoRFxfH008/zYcffkizZs0YM2YM4MmbmTZtGv369cPPz48PPvgAgEaNGjFo0CAGDx6MRCLhlVde8ap7vvLKKzz00EM4nU5GjRrl3RZOmzatyjkEro9dl+mF/Xa2yGtc+jU3cCzbhMlsZ/+FEhRSMeE6FQ99vZd+zQ3M255GmE5JXLCWDcfyeKRHLCfzSunXPIT0YjNmu5NIfzWncstQyMTMTGrOoj0ZrD3qUTQe0ErF3lIxp3ceJdAspl98KMZffiHqi8+xp6fDAw8iUqlwm83Y09OxHj2GIz8fn379MO8/gGPIECypqRR9PY/AoZ3QxoeQOy8FtVSKLCoKp0KOWK3GVV6O225HFh7u/T1lISGY9+0HPP6a4JdeAqmUwq++wvTLL1iOHCXggQco27QJWYMG+AwajMNoROLj443QkgUFEfbuuxR89hmqFi3Q9ulz1bMVyeUEP/UkzmPJiFfeC4DYWkKsKIdMn0u6bOUpKaQ/Ogm32UzAww8T9PRT9RoJJpNLaNIp5I87CngxGo3X1V5Taiq5bzAY0Ol0HD9+nJ9//pkZM2bUat66ot6MS9OmTat8GJGRkSxevPiqdoVCUW1o86RJk5g0adJV7T169KBHj6vLuVY3h8D1MTA+lJ8PeY4eb291ybEb6qfirZGtsNodDP90J90bB/KfLWe5rWEA3+w8j83pIq2wgsYGT2Esk9nO7a1CySgwoZaLySg2Y3e46N44iHKbm13nimkbpadFuB/FFXZydCrmHrbgzLcxJdBIJ3se4k3rsVf67Iq/WYDf8CTKNm/B9847MZ04he6uuyjbtg1FXBxF//0Cp9GIbnAvNIemglSJedKLHDKrcfbpTYhMStjYseB0ooiLQ9OrJ4rYWNwOBxJfP4wrV4FYjO6OMYjcbi5MmAAOB6qEBOTh4RR9+y2lb3zIgiz415pfsDzxBLpRowicPBmJxlNrxrdfX3z69rniiO73iNVqxE1vg2P94fQ67AHN8IluyxNNLumSmffuw10ZoFD83Xf4T5iA1F9f3ZACtwA/P78qDYmfn18VvWvG9Ujug+do7IsvvqC0tJSmlUXwbjWCp06gWoa2DiMuSIsbN83DrvyHYnO4+O1cEQ8kRlNqsdOrSRBhOhUVNgcH0j3/0AK0cgbEh+CnklJUamF3ejlxwVraRelRSiWIRfDljmwyis0MaRnK6kMeDTKVTEKPxkFsPJ5HQbkd++HDiBSXjoMUjeKwnj2LNCgIZ0EBFf/7lgrAd/BgJIEBFH31FQD23C5ou/dHkraOE5pAfjt7hminE0dwMC0ffBC32415zx7sGRn4DR/uNQTyJT/hdrmQGULImfk6ODwyNeaDB9H26oWiSROWp5fTwlRExUJPRn/Rl1+i7d79Uniz2Uz5zt8QSSWoO3f2qDQD1nPnKN+1C1lEBD6JibgVfpi0I3FqGiDWN6Z3QgsklwXLKOKbe4Q1nU58Bg9G4vvHlSwFbi59+vS5wucCIJPJ6FPFjrWmXEty/5FHHvFGwyYkJPDxxx8zYMAA3njjDR577LFa/z51hWBcBK5JszDfq9pyjGYW7DzPp5s9YpIvDm7C2fxyNp3Ip39zAxNu02Gxu7DanSiloJZLmbH6BHanm4RIPyx2FydyS3myTyPKKmu4OCvDdcEjzy+XiAj1U+B0ubBkZyMJCEA3YQJSrRZEIuxZWchjYyj67xfe+9x2uzcDH8B+/gIuWSQSkRibWMGQwCB8vvkWUWgo2ZENkfy8AndZGbYzp9H26YuiRTxYrag6dECm02HPLwCxBLGfHy6jEb+RI1G0iOe0xsDnO8281SIApFJwOBDJZIj9fLEcP449Px/L0aMUfPAhACEzXkU/diy2vDxy3/4/yrdsQeznR8j06cijGpD1/MVchDVIQhvh0+eSj9CnRw+ivv0GZ3ExqvbtEUmFf7J/Ni76VeoyWux6JPcBAgMDOXr06BVtI0eOvKKOy81GeKcKXDdrUrM5lVcGeBTrK2wuzhd5BBLXHc3l0e6xRAdq+O+2czQK1uJ0uejbzIBIBNtPF9AlNoDjOaUczzHxaI9YVhzIIkIr5f5mvuwudHBXvD+/FTiI9NegLDehSUyk9Lv/IY+KpqCyVrjv7bdT+MU8dKNHY1q5Ell4OD63347baqF85284i4rwGzGc04EhnA4aR2yAL/IP/o2jsBAKCyn8+RcMEgnGSkVjy5GjBDw2CfPefVTs3Yth2jRkQYGo27dHrFQg8fXDlpWJpm1b2jRsxJauFvQaGe7IT7EcPoSqdWvcFRWcf/AhJD4+SC+TdTEfOuQxLmfOUL5lCwAuoxHzoVSUTZsgkstx22wAiLWaq563uk39RIYJ1B2tWrWqlTH5OyIYF4HrRiIRo1PLkElE+CilZJeYaR3hx8EMI3HBWiL8lcxcdRyrw0VGsZmW4Tp+OeLx3TzSPZZVqdmo5RKahfhQanHQLNSXtqYLxH78GuMCAnDntCWj5ziGhctolPwTxRvO4TtoEJZ9+7xrsJ48iW54EqbkZKSBgcgbxWHPycZ26jTyBg3Q3HsvWTINj+7xJavUTEKomA8iwnFUhq/L/fyQ6z0f5CK5HHlMDMhkiHy04HRRtmcvrvw8zPv3I9ZqMK5ZgzM3F/+xd6FsIibS3+NboXs3fLp7tO6Kvv0fZQ9MIEujIUinQ5+djTs/H213j19Q1qAByrZtcRmNKJs3x1VejtNkImLOJ5Tv2oWyaTPUHTrcrD+jgEC9IhgXgWvicrlJKyxHq5AS7OvxewxuGUKpxc6UPo1oFuLLsWwjh7NM9G9uoH20nqX7swnQyskqsaCRSziUWXIxSZ2jWSbu79wAf62CQ5lGvtrhkRFap5Dx/b0PoDl9lOLbepFyrpj/ZpQwuVkvhh45gj3tnEfksVLXy2fIYKRBQQS3bIk0MBDzocOUrt+AIjYWSWAgRfPmkffsLLKOe0KFD2SXU5jYjxC9PxK9DldxHgXfrcFv/HhEEgnlv/yC9WAqyk4dKXx3No6CAkp/+cWTgCMW4zNoICKpFGWr6ovkmeMa8suGcziKiiA9ndGvvkJcWDjKyjoyivBwwl54jPJt28j9+GsAyrf/SsyypWi7d6+vP6HADXIxeVbAg/uyo+uaIBgXgWuyYGcaM1YexeCr4N93tSWvzMrJ3FLiw/zo2ywYkUhEVomZzrH+6FVysoxm9p4vZvxtURSU2ZCIRYT6Ktl0Ip8O0Xo6xfqjlEmZ/2satzUM8M5jtruwOVyUJSezJ6YTBwo8SYSfHC2nc+NWOP/3HcHTp+P/yESkgYHYzpz1+jS0L03H4Rbhn9QX2/kMilZvxXfEcKLNWXQMDGZXgYOEYCWSU8cp3bSJoCefJP+99wBwZWZSumGDJ+clMxNJUBC4XOB0eGVbcLmwd+tDRLdOSDQaHMXF4HReJZVvNxpxOp00Dg1FLpHgdOM1LBeR5W5BrFYji4jAnpHhyYepgZSSwM1FqVRSWFhIQECAYGDwGJbCwkJvba+aIBgXgWoxmm18vvUsEXoV3RsFsudCEf/eeIZSqwORCL57qBO5JivpxRVE+asAEQqZhJcGNWXtkVyS2oRRXGFjTWoWD3WLYevJfN5de5ImBh9ahvuSl1vEuJYBHCiwMr51IOonX8QNBDvNiESez/ZIHxnqczlI9Hoqft2OqnUCxQu+QaK5zDdx7ChhiXoU+97GpQpG+cxDmI4UEGHbyZuqODIiAmgQpkd8tADpgAEoW7ZEHt8C25HDuF1OxGoVrnKPz8ht8OR4mA8dRnXfeGwpKWR37El6YGPuDQigPCWFzKen4rZaCHvvfXx6XgqF93M4GBfbEPt//oPbbCZw6lQq9u33ZtM7S0vJ/TkT45pNaLrehrJlPH5DhyENuGRkBf4cREREkJGRIRRFvAylUuktg1ITBOMiUCUbj+Xy2ZYz9GgUSIXdxXe70rm9VSilldFdbjdsPZWP2epAJZdisjh5f/1JVDIJo9pF8HC3WJYeyKRvsyCO55bTIdbFyVxPEMCJ3FJGtAkj7uQWIpcu4H69P7L9ESjuvJPiBQtosnUFH9/5KOcKyukU4YPBGYKix20Yf/wReWQD7BkZqIcPx3LsGEil+LRuhuL4THDaEJdlICs9iDyiE0bCCOoURImjKWVrViLftYu0sRPJO1tOn5lvYt+ylZMaf4LbdyPg3DGIjeMdWwPaPvg80X5yjmjDWCjrSIXVzn8i/XHZbBiXLcNZ5EkuLfr66yuMi2+PHpjffAtrpTSM6aefqNi8mYhP/41YLsdy9CjG1RsBKN/2KxHvv/GHJYjtdjsymeyafQTqHplMViMlEoHqEYyLwFXkl1p44vv9lNucqGQSb6b+nrRixnWOYsm+DFpF6Pj1dCFtG+gJ81Py9c4LuNxQbnOSY7SQklZIZICKcpuTp/s24nCWkTA/JVlGC+E6JUFaBQaRDVd5Ba7yCtwiEf7PPocsoQ32QweJXzyXCI2e9eGTuBDRl1Ghcjq8/DK2rEwCHnkEa2YGQc9MxVFixFpoxOnfDEmpJ0/GpQjEYXJyIrI1q08rWXQgnVh9R555ri1PHnHjSDWzoaKQGWtXEXb8OADuobcjyc/h+U6RZJaGo1m8kJg2CbQKa0BwwygaRflT+PXXuC/LZVBelqzmKCig4sABpKGXsttlIQbsRUXe4zVpYCBijRpXeQUiuRxpdPXJbm63m71797J9+3ZiY2Pp3bt3jcRiBQT+LAjGReAKnC43JRV2WkX4sfNsEafyyujZOJhfjuSQX2YlXKekbQMdp/PLyTZa6BCt58c96cSH+3I6v4ymIT4kROqQieHfm89icTgZEB/C+qN5dI0LpGujQCpsTl5cdpivO7YmqH17XPn5aBITyRg1Et+hQynbuBF1z57s6zycT/d4dgEpWTI+7h9Bw4xMir/9FrFSgVSlRqRQIJb6cDroXgJ8E1A7RZTsM2Fc+R+ajBuHLj0HZ6O+LMmxcTo+AocrA4DjWSVo7rsf/vcNjuwcZOERlK79Bdu8LwlP6ouiTydyZr2PP6BJSoLOrSlL3oizuBifgQORBAcR8OADgKfGSuHXCyjbsB5EYvTjxyOSiMHtJuChhxArPGKQioYNifzvF54Q5GbNUDVvXu3foaCggNWrV+N2u9m3bx9RUVFXlJ4AcJaX4zKZkAYFCfkvAn86hHekgBeH08XnW84ye/0JEiJ0PNOvMQqZmKahPkToVWQbLXy25SzjOjfAZHHQJdYfjVxKx5gAwnRKmhh8WH80h3fXnWBsh0gS4wKQSsQEajzZ6dtPF9C7aTC7zhVhdbj4tVyBr5+Ungl9MM6bD243ZckbULZO4JQhjtNuNcNaq0nNKKGTykbgjk24KkzIQkNRxDWkpDLJTBoaiubxKXxUmMjd7z/h/X2cGRkokjeQ5B/CamkrWseF0OKsiSJTBXOd+yh66RuUrVoS+MTjlG//Fdu5NACKl28gOOoyfa/du3FZrfgOHkzOjBlYT58mbPa7Xoe+y2TCfv68937b2bPErFiOsnHjq55xTRWNZTIZcrkcq9Ujmvl7R6otPZ2sF17EvHcvgY9PJnDiRETC8ZnAnwjBuAgAsOl4HrvTirxZ9063ZwdTarVzOq+MbKMFhVRM17hAIvQqxnWJ4r21J8k2ZTG2QyRvrDnO262VvHR+C1alhnlnRUiDg3E4nWTYPPIuwT5y5FIxPkopNrsDt16LT5+7KDv2G8rKo6P0Sc+xURaGTaVl/wUjZ/LLeLOdL113rKL85zUUA35jxuAqLvau3ZGbi/jQQboPGoV0zFgcixYi0elAIgaZjKbNw9nrcwJlUTZt7x1C0c5UzM8sQN6wIfLISBz5+ShbtqRsyxZwOJBHhSOPiUSkVuOuqCBgwnjECgW60aNQNGnsCUlu0cI7v0SvR5XQmtLkZHA6kcfGIL1G/Y2aoNPpuOuuuzh9+jSBgYE0bNjwiusVKSmY9+wBoOCTOfgOHISiYWxVQwkI3BIE4yJAfqmFx7/bR7NQX8J1KjJLzETq1cz79RwALcJ9Kbc6ySox82iPWL777QLdGgfRPkBL8wh/NL5Kwv0UJKz6Guee3WiAB+99mK2BMZRU2Cgx24nUq/hhTzrFFXb8NXL6NTMwZ/NZ/FRS3u46kFbFpVTENOL5LD8KKoxIxCbu6diAzJIKHCUlOC+kedfrKi1F3TURR0kJ1uPH8enfjwqLhX2bVxPatj1+piLkDRrgLCom+OmnsR9NxRloR3JoCZr8Y6AbSm5ICOoObVFFqMlbsBiX0YTvoEEo4mLRdoxH2TqRmOYdcFVUeHcgIqm0ymx5kUSC/p57kIaF4czLR51421VhyjdCdHS0V7jw90hDQrgYUieLjETid7VMj4DArUQwLgKIRCKkEhF7zhfTt1kw/eINiC5LmDLbnDzcLRqJSERxhZ3WDfSoLU7+ZRQhOVeGq9hFdsNA2FnqvcdX5OJCUQU9Ggfy5prjWO0uLHYXAK3C/Vi6PxMAo9nB6RwzLV0unFI55XY3GrmE21uHsfdCMUPjDTQ5uhZly1bYc3IRq9WIxGKMS5fhO3I4qvbtcGRk4BMVTU+5HNXh/ZStXQdA0LPTyP/wQ9w2G8WA9ImBqLP3UHFEj9+woehiS3FkHMeZ5wk3Na1cSeDjk1G28WTcK6KirnxQtnKoKAJtMEgVV1wSKxT43cQ6GprbbiPis0+xnz+PulOnOjFmAgJ1iWBcBAjUKvj0nnZsPpGLVCzGaHbgr5bSp1kwhWVWbmsYyNHsUr5LuUDDQA3D24Thn2NBUuTxB4izK2geH0befY8RuuxbKnz9SYlpz8+pOYT4KjBZHOw6V8SjPWMRWUx09c1Hhi/rT5YgFkGMq5TSNWtg3TreffMz9rq0fJ2SjssNR7JMdIhuRFThCfxGj6bi1+2Y1qzBp29vbPt/o2TZWgBUbRLwz8tH98QT5FX+Xm6L1avZBeCyurA2up3ij79EJJUS8GwrJPYT+PXugHHjbhRNm2KvDCO+irJcWPk0nFgN7R+Cfq+B4tZFb4nEYnx69rxl8wsI/BGCcREAPGWMj2YZ2Z1WjFImIVAro6lBi1+MPwfTSziXXcbXraPxt7ooc0spCPfBfc6MqNRGaXM9845ncyDDRtsuD3NXhwYcPF3AXR39Ucok3NE+ArFYxL83nsHmdLE5WMx7kasZ0mcw6sOnaJWejb1PH0RSKa3X/4jmnsf4TiLG6vDsdLTRDSj+cDrKFi2QRTZA0aQJ+gQV9nwjJVIpuFyoO3em8L9fIBGJCHh8Mq7SMpyGYHxHDKciZReaLp1whsZi3H4aXC7cNhtmVyza0jUYGrnQdp9MwaJN1YtEpu/yGBaAPV9AqzHQoHPVfQUEBATjIuDhQkE5P+7J4FReGSIR/KtfY1Ydyqbc6kQtlzA1NpiYXQUA6M6YWBqjgK5B5J83kecnwmWC/s0NnMkv41xhBSsPZqOSSRjUMoQl+zJ5IDEam9NjLPbluXCG2Ojv2klhWgbGlF24SkqQhBjQ33U3mgO7uL9Da84Z7ejVMpqWpuGKiMBy+DCWw4fxn/gwUoURVdECFE8MxB7cHnOODL+kJGwZGZh376YiZReMSCJLqyT0rjG48gop+/Ugmj69MR87jruokHXmlpyJ+ZI7IsWERDYnrE0/FFVEeAHgGwYSOThtoNKDJhiX2Yw9IwNJQECtHfgCAn83BOMiAEDy8TyvjL7bDXmlVorKbUQFaNh1rghDs0ulgN0ON52i9Byx2Pj0aCZ3dYjEbHOy7mgufZoGsz/dE8lltjsps3gy+rUKCZF+MtKNdsY2Bn9nPgck/YlrFeD1kWg7dabggw/wAQb0G8Ijwf3pF6lCfmoX7rg4FE2aIFYpEanVlGRKUfkMB4sTc5aLgk8+AkCsUaO//36koaGIAgI5lHOe1CMHuN0/AseGZDTduyH7bB7vrTnC6rOlxAequKdrExQxl36/Kglvh/2O7xHlHUUacxsuVQi5b/8fJT/8gDI+nvAP3kfeoEHd/lEEBP7C1Fsx7uzsbMaNG8fgwYMZMmQIX3/tUYEtKSlhwoQJ9O/fnwkTJnjLg7rdbmbNmkW/fv0YOnQoR44c8Y61dOlS+vfvT//+/Vm6dKm3/fDhwwwdOpR+/foxa9Ysr2pndXMIVE3ysVyO5xgZ0tKTXR4doCY6UE2nGH/CdUoeSIxmu9NOeZtA3OEasruFsCG7hEC1nHs6NcDpdnsNU/LxPBIiLpXh1amlqGQSso1WnkwM5Mt+YgL8fHi0+G6m7xNj1fjiO3w4vkOH4na7vPf5HtjFBx18eNB0CJHDiSQoEEdeHiKZjJLvvsd+Ppv0z7aS/tmv2DJyvfe5yitwmy2Urd+AqKKCBLmGXneMQ15Rgf7++1C1bo3y2y8YTzqfDY5hVs9g0rdu4NySpThKSqp9RhnHj/DFe18x5/NNnMiwYD1/npIffgDAcuQIFfsP1OFfREDgr0+97VwkEgnPP/888fHxlJWVMWrUKBITE1myZAldunRh4sSJzJ07l7lz5zJt2jS2bt1KWloa69at4+DBg8yYMYNFixZRUlLCnDlz+OmnnxCJRIwcOZLevXvj5+fHjBkzmDlzJq1bt+bhhx9m69at9OjRg7lz51Y5xz8Ji93JT3szOJZjoneTYHo3M1TbN62gjByTlVBfFU/1bYReJeVAugmrw0V8mC8lFTZ89AqWYaFYKmXdnrMUldsxme1oFVLax/gjl4ixOV1E6JRkG80MbBGCVCyirb+U4QEZWFIPYWzTkRK9joqiCvqGaIlwlmH9eh72jExEIhFBzzxDWXIyrvIKfAYORHd6H9bz55AEB+EWi9E/+AD28+fxCwlBolaj6tABZ3Exsi6d8bFZMe/eg7ZnD5ylpZ5aKYVFKF0uGg8fBcNHAVDwxTyKv/qa0KRh+Mgd/JSVhdVqRafVcoevL2F9qy5Ne/q37VQYSwBI+WkhMdNeQR4bg+3sOZDJkEdGYDlxkpKlSxGrlOhGj0Ye/ge7oRvl7Gbcm99G5NcAej4HAQ3/+J4qOLM/j/RjxRiifWjSKQSxpN6+awr8A6k34xIcHExwcDAAWq2W2NhYcnNzSU5O9pbqHD58OOPGjWPatGkkJyczvLKOeUJCAiaTiby8PHbt2kViYiI6nQ6AxMREtm3bRseOHSkrKyMhIcE7VnJyMj169Kh2jn8S207l89KywwAs2pPBz092Izao6uim6EAtFrsTX6WMwnIbn205R2JcAGKRCJVMws9ni/jy1/O0DPelS8MAiso9+lrbThfy2Z3xXDA6uLtTA7JKzDQ2aDl2+Bx9bJkoAv1pczQf638+BCDmwhFW3D2NeG05/3e8jF9alSAe1hV7mYSKw8ex5+Sg7tARkVxG+a5dSHy0mPfsRdmiBdIQA/mr16AbMxpnURGKsADsRUXIHn0UmdOBtGtXdAM7QWE6BUt3oE/qhTgoGFlME1wWC+KLGe4i0CTeRmnyRop1Om8GfElZGeXVKaufWoefI8v7MrRRU+TBwYR/8gmW/fuRx8SgbtuW9CeeoGz9Bk8nsZjgJ56oZsAbx2UzI1o5FVHxGWAnTv84JL2eve5x8tNLWfvfI7hdbo5sBa1eSWQzwW8kUHfcFJ9LRkYGx44do3Xr1hQWFnqNTlBQEIWVoZ+5ubmEhFwS/QsJCSE3N/eqdoPBUGX7xf5AtXP8k7A73Zf97MLhvLrQj8vlwmQyUVhmIa3QzOJ9p/BRSunX1IAb2H6qAJfbzbFsT/7KoUwTPRsHo1VIKbM6SIjUcTLfTKBWToBaRrbRjMhuZ9qJlbi3bgKRCOUdd2CtnM+Rnk4LXxHZuU7md7KiP/I2YtNZbKGDEHXuij0rj7LNmwGQBAQg8fEBQBYaSun69ag7dMC4ZCn2zExMK9WEzHwdEZD9+pu4S0tRtW1NZOcMojsVgWM/pa3eI+uFWZhWryH0tRnIIyPxGzIEkVxBxa7d+F64gKFRI3KNRho3aEBIdWVqDywkvjQVRf8+2BWBNBx8N26XC5NNhSmqC4Zoz4eyslEEUnl3jBtScFttVY9VS4z5FrRSPy4KvdgcMlQ3MI7L6cLtcl/xWkCgLql341JeXs6UKVN48cUXr1J1FYlE9V6I52bM8WekW6NAnu3fhPwyCwqZBFelP8pkMnHgwAGkUik2m428vDzyfJuw9VQ+bjeYzA5EYhHlFjulVgcWu4tArZyCMhvBPgrigpS8Pqw5vxzJJa/UygcbzzKoRQhtDSo6m84TJPeFnds9i3C7cRlCUDRpgqOgAG3XrlzINVGKjEjXMYo0kawNfQoxbrr5anDtS8Vv5AjsWdloenTHXVqG225DHuuRNZH4+VGxe7dnaLMZ25kzWE+ewv+++yj+5hvM+w5ivvsFHKdTkcYnkPHCG1BeQcWOHZRt24b/3XcjCwkhYNy9iNUqSn5cxJB4Oe4RIwhq1Ai1Wl31wzTEIz+2jObGU9D7Zdx6PRlrdrB2gx2r2UVQpJpBCccItHyBSFeMfsa/oOXwevm7imUKDmmeoqFuCzaxDnf40BsyLkENfOl5bxOO78whpmUAYY30f3yTgMB1UK/GxW63M2XKFIYOHUr//v0BCAgIIC8vj+DgYPLy8vCvDOE0GAzkVNY3B8jJycFgMGAwGNi1a5e3PTc3l44dO1bb/1pz/JPwUcqIClTzzroTAKw/msuiR7uQum8fZ8+epbS0FIdbjCS0CQ0DtbSOtLPuSKVj3A1NQnz55UguW07m80j3GHylbjJMdlLSjBRX2NhyMt+bh6KUimm1dRm+i75BEhiIzx1jKPnfd6DXk6oy0LBZPKriAmyxcTRRw6liCxXiABZoH+Gzg54pn27nz6ge7aiwOvCLiqbgo49x2+34DR2KqUU8uhdeQJSRgaZbN8q3bcN3+HCKv/kWV2kpZZs3o7/rLkRqFdkfLMCRmYlYuwX/e+7BkZmB9ey5qzLY9aNGoR81qkbP8rSiI+cCXyAoLJQooy+ipcvIP+fEava8r/LTK5DH7kdU4UnfVKb/AEOfqe2fsEr8gtUEd+nGseMt0IdqaNQk+IbGEYtFxHcNJ75rPfmF/ibYsrIwLV+O2+XCb+gw5A0i63R8s83BlpP52J1uejYOwkf19xEfrTfj4na7eemll4iNjWXChAne9t69e7Ns2TImTpzIsmXL6NOnj7f922+/ZciQIRw8eBAfHx+Cg4Pp2rUr77//vjfia/v27UydOhWdTodWq+XAgQO0bt2aZcuWMW7cuGvO8U8hLy+P7Mws7OVSb0XHM/nlFFfYMJvNqNVqsrKysMb14pv9JYwUlZJnsjIgPoRIvYrskgrsDjkPdY3B6nAhl0ooczgxWV243U4OphXxXKcgTlSIcYjElJaU4b/lFxyAs6AAh1JD6f+9z5pcKV+dsBGj78Xsfj6st2h4sOgIgfPmUCaRcPyemYAJgGMWKX1ONiDWT8r/+WQjs1gAMK1ezbEmjTmek8PYmGgk2dno7rkbmcGAqbRSbsbhQKzx7DocmR5ZGVdZGfazZyndsIGAyY8hbpvIgd3ZGCVuwiJ8aBTsU6NnWZiRzsqP3sPl9IRU92rSGtWPSwh44Q20uWLKTC4iYpU47UqQqaHxQI88THke+NXPB3dEE38imvzzvjDdCor/9x1F8+YB4CwuIeTll+p0/B/2pDNjxVEAnu7biCf7VpNn9Rek3ozL3r17Wb58OY0bNyYpKQmAqVOnMnHiRJ566ikWL15MWFgYH374IQA9evRgy5Yt9OvXD5VKxZtvvgl41GEfe+wxRo8eDcDkyZO9zv1XX32VF154AYvFQvfu3enevTtAtXP8EyguLubbb7/FZDKhVCp5vFNvPt1VwMi24QRrlahatWb33n1Edx9JRrmIOztoKS63cyC9BIAgHwUTbovG5Xbx084LBPsqsTqcnMwtQyYR8VjPOIbm7Cd62pN0DjZwbOJzGJ0W5Lcl4vz5Z9wicIQYWLM/hY4JXQkqNRFlN6F94UvuHzGCihPHUSckkGMXE2XQ4ZtVgUQsopHBl1+O5HGswMa5BhE0kck8hbl69uRcYaHH8R4WgD4xlpI9GUiCPNn3puUr0HTtivXMWewXLqBu356KPXuQx8XhNHm+kDh8gvhl/jFyz5hQ+snY2sqXBwY3IlxfzTHYZbhcTtyuS/6Ii+Hu7iMp9Os+EKsyAP9IPyrWhyPv/BzS7a+B2wX5J+HOb26pRIxA7XFeFp7uqAff7UV/JuAtyvd3od6MS/v27Tlx4kSV1y7mvFyOSCTi1VdfrbL/6NGjvcblclq2bMmqVauuatfr9VXO8U+gpKQEk8mzG7BYLPQTOQgY0ITmEX7IcytQlMrI9m3K22s8f5ukhDAaB2vZeiofi93FqIRQFJZCfF2ljA/JxK9hAi/+4imwZXe6sTucNDFlYQVEebm0+eEzXA4H2nvuRlxehlilokLi8XH5njlI7/9+AYALcGZlUfFbCtr+/SkKjWLBbxdIjAvE6XKTWVSORCzCTyEh6PhetL16gn8AJ1q2wH76NAOaNiS8fA9y6SnM/UdiPJOLWizB/6EH8RkyhJL5X0GIAf+HH0asVmPPzKTwi3loe/XEVGIn90zlMzHaUVlcZJVYamRcAiOjGDjpKVI3rSOsQQzaZatxq9XkN25Eiz6dUakqPR5NnoTf/uMxLADnNoG5WDAuf3H0Y+/ElpaG2+nE//776nz8Ac0NLNufidPl5q6Of68kXCFD/29GcHAwjWIacurcGcKDQglwaGjoziQ2W0r+qgsApLW7JM9+NMtEsxAf7unYgIb+UvL2bcDHEMSRo56tekWpiWGtbmNFag5xQWr8VDI+bjSAtk+3pPn5VEy9etDEuR/jtz9TsWcfAL5yOQPj4nBpNGiGD8e2bx/a3r2pOHUSSXAwIomEaIWLvhE61p0qIN6g4oG4cqStAlErZOQH9KXphUW4rWpi1m8g0m4nsmEJ8t2fcqrh/TybreVEgZznY0MZaD5P6YoV0LM3WSIVluxCGvaNRySR4MjOxnrqFKJSO8FNHyIvowKFjwxZsIqGwZc+9O2FRZRv2YxIocCnVy/Elzn2RS4HzQ1mmo9oS7ZvAkdVvpRWVBDdrt0lw3KRqC7gEwql2XDbFNBWn1sk8NdA1bIlUd8sALcbkURS5+P3bmZg3dPdcbrc1aYK/FURjMvfDLdUTt9Bt9MmI58yIKu4AD0+WE5cUinoqNewWCzC4XIzoFkgm0/k0S7an4qyMsT/3959h0dVpQ8c/97pLZlJnfRKKIFAqAESQAIJUkJH7CtiXVdF1HV1F7trW11XEVfX8rOvawEVFOnSpDeBEAghpPdJMpNk+v39MRhkUVcRBPF8nofniXduO/eOeXPvOed9tcd/sQZZwpCjujM4PoiBCcGoVGr+/PE+/DIsQsO0fpOo/7qWS5L70DO8tHM7SVKQ2uEEpRKXLKO0mKkMD2ZbqZeovGFkyGp8r7/CHX+MImpIJrnmal4pVLLuaCD1vb+flWZtX67wvoNt+u9RV1ahbPsEgFXSEHZWdQDw2FEVfRuLUa1cCtGxbLr2PtIlJ76Vq+g2fhwRc+fS8tFHGIb0J39yD2pqXPiMCmLjzJgNxztOG196EdvrbwBgnfcXQi+77PgFLfwUPgj0GUanjSFk0st4ZImgoO/os4nuA9esgPZGCO8GKs3PupfCuUFSnNnJpYlhxjO6/7NFBJfzyP6qFm5/fw9dI018VdJAnd3NdYOj6K2qIrNHN2SvG59Oop9B4rH8aFpbbNgKl3FFzlg+LXKwdF8tXcMTmGluY8DAQRzwW5m/oQZ2HeKaAWGkRofxrakRRKl8zFq1AE1TA6pLLyXk5jSqS2vQafQ43nwT84wZEBxMyaXXsvvfzyHLfoptjUT2Hog1PZ12lYZ0rRqLMYp23/H3zbrmRiLMeqSWUlIvG4anvh5bYTvhLVWEBx1/6uoWokG5J/A0RnUlHY1NrAm1oN+1jit7Z5AweRKWyZPA5YCjGzCHGCFhKPzXL4v2YxUdAdylR49/0NEMLjuEpUHjISjbiE7yoDOFASD7/fidTpTfHsJsjsPtkFDY21GFnliaWBDONT6HA5/NhioyEoVW+783+AlEcPkV8vllWjs8BOvVKBUSfpcXr81FbWkzGiWEGNSkR5sxaNr4v6113NndTnn5CsK7ZOBobeXL/W7WFDdxYY9wunUbQWWHiqXHhiEfbHBSkxZHSZuXxo7ACKnBKaF4VQZC1D7uuiCBlYdt5CSFkHL0azRNDRiysmiZPx91t25snHQjI5e8isJuR9JokOrrsGtMaIItuFoCASQ0VU9U2kAa4hKY3voORYdDuMraDZM6GJPST677MOFOD/7hf6H1o0/wH15HQ99c2nd1p/vHz/DI7Luo0YaQ5a5G5/fiAuzjprLcriU3AjxeL+Xl5ZSXl5OUlETsgVdh3d8CF2/aK5BxYv9d+OzZVP7xLhR6PUGjcgMLGw4hf3gNUvUu3GlX4jJNICg9FgyBUVreujpq//Y32jdtIvzGG7FcfDGSJNHy6afYV69GkhSYZ8zANDjrzH8hBOEUeGpqqLrnz7Rv3IjlskuJnHs7SuP/7of8sURw+RUob2rnnS1ldLi9TOsXx8e7qnhvazlT+sVy24AEXB8cwtfoInOglV7WYHwyfFXSSHp0MEOSzDiqDtNiayC8az/qDIms2RooX7y0sAF/uhVfvY34ED3ltg60KgU2t4IPd9bz8LgUWl1+wkxaqlrdrPb4mf7V+4zeth4PEobbb0c5YAD2zz8HwFNUxLjWQ/jb7fjvfZDlxjj6VteT8c9H6Xb1LOrrjxCqbCS14v9QORuJjLei2roAi34OXV6eyx8HZ/PlpGv5sLU7E1K0BK9dT+uy5YQM6waFB3Fu3IQC6Pfgzaz5wyN8GpHERVdch1ktscsfxgSVAlXVTrp160L9lvWoQsMoLTnMpc2L6JxGW7ULMqYjezy0rlyJp7IK07AcUpd+jqRWoz42V4oj65CqdwGgOfQGNvflaEZehfbYhNy2LVtp/eRTAGoefChQDTIqirYNG7B/FrgeSIjgIpyz2nfupH3jRgCa334Hy6TJ6HtnnLb9i+DyK/DB9nJeWHMYgFCjhpfXB4LDG18dpXuwHq1VQ99YI3JDB06DzIebAq92dpY3kxOnpsXWgN5gZH25k26JoWhVgUJcwTpVoHhXUT1/GJlKdUsHPWPMLN1by0X94zEY9IzrpeXF9aWUN3UQYlAzpN8wTJ99hATIbdVox+XQUXwYX8lhtD16YExKwHnHrSxv8ZFuO0SErhnN6K5w6HNSsvqhXfVAoFFhXanRxvNJt9fx2pUMG1LB3owcntgcqBmz7IiKN2qPYM3Kov69hVju/RN2jSZQWdJsoQw9NpefvTo1kw99yBQSaVyzEc8lM1j28XuByT1AyvhpePpcgWbVfaBUQ1I2sixjX7eOqjm3AdDy4QckvvMOqmND3AGwJHTWqPebknDvtyEplfjdbpo/+ADHuvVYpk+ndelSjCOG07Z1G/qMXsheX+cu3GXlp3S/3ZWVtG/fjiYmBsOAAae0D0H4X9TR0aBWg8eDMjISZdjpnTslgsuvgPtYXrCMWDMalaIzOKiVEmsrm1m6t4aZPazckhzMMKOBtYcaqHcEMnpFhoWg7jUCj9qI1uFBLfm5d3x3CmscaFQK3tx0lHl5Sega96Ovr8FgzmRXeQuSs5mpYeU0ecMobwp0oNvaPbSrAiOklAOzMNlaeceQTsOFNzBWUY914woa/3QXpqH9KZg1mbDND6LsORx2/xuAva5hbBm0hBizlgsa3uXVvT7e2C8DXtoHTya6vemENrdnDkSuKyH85ptZYuiO/taHiGioYJcxliWNCnIsEqnGFoyWWvRaiaaaati3vzOwAESGRyANmglJQ5HbG3BX1lH9xNVoomPRduuGq6gId+lR/G1t8O3gkpqL/6J38RZtpaM5CMuVfdHEx+PYsJHaBx8KrCNJWOfNo+H557Ev+QxFSAjRDz1I+9at+B0Owq6/7iffa5/dTtWdf6Rjxw5QKol/+WVMQ0TFS+H0M2RmkvDyv3AdPow+M/O0Z/EWweVXYFq/WOrtTiKDdEiyzDU5yRxtaqN7ZBDPHXuiWVPZzE0OJarQMq7tpiU8MgZduwMUXoITYoiqrUcl+bA7G3lkewf5PWNYuq+GYWkRhHgb2LN/DwA22yrmDB3NRVVPEP7lSupSLyYr4XI2l7WSGmGk2WTGdPkVeLZuwb5sPRvGZLGlSiIhVEXIjsBQZMfG7YSM6onSURXoEFdqqIm7kBu2RVHR0oJKITFv1BXU1dmAQL+O3RDMDHU9V0VHss/mYXJ6MIbarZi6xxKUfRn73v+a/xxS0ieuN9mpodwT14zVXU/4PY9wKDGJI1dOIiHbSJjexOirb6Ro8waS+g6gT+5o1DodNB5C+vj3aCUFUdMfofnrNoIuvBB3aSmRd96JOiYmcLE9zkA5Y0c9iq5j0PQYyw+N+VKFheI7NrnOb7MhaTQkf/IxeL2owsJ+8r32NtkCgQXA58NdegREcBHOEGNWFsasM/PqVgSXX4EukUE8Njad/UdtrKloxu3z089soEMpoVQE+gCuTIlEWdJOh6kDi9JF4frteDweLCGhjB6cj2UT4FMQHaHi0u6hrKtppaypHbfPjyrh+KgmtUbLkDAn4VtXAhB5+N88MCyfz7r0pLi+jX0tMr1C44koehPzzBlMiVWxtRzqjCFIwcHIra0oQy2oE1LAnRN4vZQykobEi6goCmQK9vplNlT6mJ4STIVDQqVUkt0jisYDteTW7CEiMo0wRxF9yt6CpkgID2N0ajcW7VWwt6qVizUNZO9ZiWPFCmSAg0U49x9mz/TruHhgAjF6PX3GjKe6uYPCeiep4UqCyjYBYI+8mqr7Xkeh12McMYLkRQvRJCUdT266byEsuiHw86HlcMk7oDo+isYwcABR987DsXkzQaNGoR8wAOPwYbStXYchKwtd9x6ozOZTvtfq6ChCf/c7ml5/HXVcHIZ+/U55X4JwNong8ivgrLJTvbGSO0qqOdjUjl6j4PGJvVhxqJ6CXlEMt5hIanbjGmbhwJpDpKWl4fEEaq4025pQu7xw7NWav95Jr/5hlHjaSAwzEhWs5dntDmb1y0btbSckNgW9wo5sSURqPoqsDSb8QCEbfOFsrwpUm4wfksGl827FWvsvptaX0GXApdT4dTjvfZCo8j2Yk0LRbr0fguOhsRjqi0hVLWJm79m8t8dG96ggDCqIeu15nm6qR1IpCYr5HbaHA3mbxg/KovHSi5EjuyM1leBvOMjQ6v28lxiPq7aG+MMN+Hw+1ImJeI4eBUnCbg7HYtTTvnUbvpZmansN4voP93OkoZ1JmTE8nFFAUMlqGlYdwd/air+1FV9DAx0uF/bKckKiYlCqVNBScfzCV20HT8cJwUWh0RCSk0KI9TCYqsGkIebJJ/FUVaGOikIV8vOyCys0GiJum4N5ymSUISHHBxgIwq+MCC7nOMfmarwtTloVEumRJv40PJUva1v5x5eHyU4Np6XDzcc1zWQnW0imlosGF2Bp19GzXzIf71lO17hUlJoglKEd+JqcaNMstColJPyM7BbBv9YFBgc8tVvDnUMiWVnmYUeFmycGPUGX1r10bDiEbd0mXKOHdp6T7HOScOguINBHHpVcx8F6JVfviODyXkOYu3822GugtQp6TITgWPSlK3nAUERe3jxssoqUyiOot23CB6BSoayv79y/q+gA3d1FSCVrAFCsexJf6sPonn4EHYFUl5G330TYsDhqm0xURndHF5PGgIZiym+9CYAd9zzDkYbAK7ePd1Vx/bBs0me+ja7h3zi/Lgyce0oy7z//JK11tQydcRkDJ0zGF5aDMnUSqvptMPIe0FtOvCFtjfD+VYFZ+AA6M6o+F/+sp5X/ptDp0HXvftr2Jwhngwgu5zDZ58dT145zfyNRfcKZWyZxqLiF1/eWoVUpUCgkDtY5KKy289XhBl7KicK4xoHHZydEITF7+Ay8+5rZU9tBas8QQr0y9jAtDZ5GJsY6UbfX8YFeh63Dy6jukdy9IvBX+4Te0XxpM9LdD41LthI6ph9/TmvkFXM0QXoNA2KUsE8DSg1yVAbWok+Y5DLTu89I7jmi4VZjHEr7sXII5jhwO3AOuAHd+scYtuM2aoc9gr6jEdeFF+KtrcE0Og8kP8qwMHyNjQSNvACF39l5HfxGKyhUgcmPfj+SVkv77iI6PHaCR0fxdGMGi7fuZ1SCgZv7DUK7Ywsx1SXo1Ek4PX4yYoKJNOvA1Ifwm61o0rojKRVUhVto3boGgK8+eJcEDzjfeBN930w8VUpCeoQT/F/3BJ87kDPsG27HGbv/gvBrJoLLOay6tQNFWSs+mwuvX0ZR04E2XItCgsl9Y6lp6ejMqmp3+ZDQg+9YllW/jLreh1KvpZfZwPMNNvolhBCv9rC7yElO81K+7gjhySFdKHFbKGo/nvm3uM7BrLBSdKp2Ev88HW3lh0Ruf58hhlAK0/7AkbYBlOYuQOuxE3p0C+UfHsVTWYihaz0333QvrZobMMZtRSP5oa0evE5mFQ0lPeUdqjuUXOSLIObNp/C1tqI0m3GXliKF6YidOwNXkw+5zY5NY8E54mEMzUV4I3rj9cQSfssf8FZVI+kN2N5+G7xeisc8xuKSdgBWlrVTkDGUbju20Ds2iPcvGMLRxnbSdR4Mhw7gT+8RKBZ21e8AaN6xpXO4cWy3HjjefZegvn1p+egjIDBzX9u9G9rk5OM3JTgaprwIax6DuAHQbdwv8E0QhF8fEVzOQX6/jCTBmoMNDDap0QBSkBokSC5q5cHRXVlRZqO62Um/hBB2lNmIt+iwmxVo+kXgPdiMNsWMwqJBdvuwl7XS5HPz8rrDzBkRz++7tzFv41DWV/oZ09NKrxA/4SYdqmP5xi7uoaF/62rQW9AbVNASeHVGexMGTyMDlYcIO7oORUctrZpReCq/BMB98DDGxhre1CZyxJ3C1HgHIfpKwkPtFDTVc89WHSqFj0v6a9F260b7xo34GhpQhYbS+M8XcffpRnxOHf6kfqzXZTFCuRebrZmVOw7SWL+eQV16kpieTsOTf0NpMmHMzsajNhCs9dHq8qFXK1EkRqB58lFCxxUQplSSUnWI8lk3cLS9nbDrryPi1lvpsHtQaZVEaQ3k9R1Cm8NO0tDhyF71CalhJIUCFN+RrLDn5MDrvjOcc0oQfs1EcDnHbC5p5NHPD2DSKokI0tEcrKZPLwsetwdDfhxau4fwYB3RZh1riurpER3EnfldkZCpdkJEtJ6YZheu4mZ06WG4y+zs6xWMy+Yju0sEOc2fYG8oZ1XZaAp6R7N0Xw2f+mR6xQRzSVY8wyNd5B5+EoqXAiBn/g5f/1tQ7VyAN6IX5pBQLHIdcvc8KPwYdUw0yvh4fOXl+Lt0pd4cTtdwI/9cUs6iPT6m9+/JtsN1vDO6nUUWO1rJR48N82i47EFUaV1RBZvo+HovAB37S2i943H2a5JJT0lC2riOYncSZQd3AbBx/w6shiCMI4ajjoqm6dVXUX/2Gf987HkKTVaskp0Yt4eYoSM6M9h27NiB3N6OpNHga2tn17ub2fSVk4g4E1ldW1C/9iYWoHXpSsyTJ+FYvYbgggJ8bQ5Cpk9Hm/g9adBFYBGEHySCyzlk0+EGHv+iqLNw14W9omi36Hi+wY61zkNWjIWnvy5jtjmZulYX4zOiiTBpMGiVPLi4kFtz03iusobJ3SKI6ReOxe1jhymMFbWNDO3pxu/RENRYiK69lsu65VHv9eM5Nopsb1Urdw1Uk1P0V6T2erD2hNAU/OZEDv/pP8TPexiDohiL0gXrnwGVlqPDnuKz5niG/vE2KkodNIdZGVb/Mm/aptPuDux365EmJqUqsC6/lWjnsb6KobdgdG1iQc+ZpNhr6X84kPFYPXsWf6uI5a4LUwPlXjMvR2/7ovP6mM2hGHp0Q9I78HUce40ny8T85xWGvv3Wd15TbfduoFQGyiPX29lU48TvlakttVObHM43+Wj1/fuhskbhqajAU1FB0IQJBOXmntb7Kwi/JSK4nCO2lTbx8voj9I414/H52VvZikohcbDWQaxFQ9/wYGQJxvWOos3lZeWBus5trx2WjCzD25uPcuMFqby4o5KslFAylE6OhKxjv+19NhW3clnXa7ix5UoqWzzc3b0WlzmMwko15S0eLusGg6QDSKVfQtYNgSHEhZ+iPLSc2JtuwblvL5o+MagOfQ4+N5LPjbFyHXbjtVy10cH1ORnccOAqqC+ka89RgAWA1EgTKm81im8CizYYJCVSRCrKShdPHPKSPfmPTE3V8dDudso2l3Nhr2hy0iLA2oNuk5KQdaHYa6tJtRoIca2Eo88jGyORL8mn/t1VBE8Y/73XNeiCC0h88w28dfXUvvx/hKYraKgLpGgxJ0dhnf8cvsZGjDk5KPR6FFotvuZmTBeMOEN3WhB+G0RwOUfU2l0cqLGzorCOfgkWbs/vikoKvH3Z434Bt+56XllXRnlTB2N7RXWmgAkzqqlq7iA+VE9Ol3A+31vDhAwrg5r3U65JoLDxIK3uQBXGqrZK1h7pitPj5z6flUUXlPB+1Gc0JMaToqpH4euHPyEbRfNROLwSb2h/nPpBqKRGTM43kMsHIUf17kzoGKb1c0v5HLJH/oXb11cyNb4nkfWFTCp9mLCRj1LnN2MwQbRPQg69Fal4RaATfOcbaOMHMyfBSd9xObQ4vTy2pYEym5sQg5p6eyB1jd/vQ6PX09v2b6jeAEFj4OtVAEhtdYRkx2GY+A76jJOT7cmyTNFX66kuLiK2aw+6XjgG2edlQPERGlJ7EJwaS0rfSJTq0SdspwwNpfbxx2l66y3innsW46BBZ/CuC8L564y9OL777rsZMmQIEyZM6FzW3NzMrFmzyM/PZ9asWbS0BApYybLMww8/TF5eHgUFBezbt69zm4ULF5Kfn09+fj4LFy7sXL53714KCgrIy8vj4Ycf7qxt/n3HONe5PT4qbIEcXkU1dhTIfL6vlja3i8MthZi0is4cX5uPNHLdsGTy060MTA6je1QwkzNjeXdLOVtLbTy+7BBfK2M40OjEKo0iRBtGuC6S3uY8nJ7A66QIo4bDqjQKTYMJN6pRagyol/8JhceBI3EMrRk3UrUllPKnPuboP9bSETkVqXIzTkMvWoY+iL/vFUhlX6Gr3UFm9adc31VDTdLltGXdhrLHeNINNrZWODhcYifi3UXUfeVC7nMp7Hgd2huRipZglNsYt2EGl3yZy8P9Hcy7MIXsLuEYXTY+eeoR3rzrVkq2fIWry++QtSF4fCa8kcdSVUgSirjeGPr2RVKd/DdS9aEDLHn2CXYsWcTiZx6n+vAhTPljaUgezo7N7Wz9/ChNtW0nbCP7/TT885/g9eJvacGxavUZvOOCcH47Y8Fl6tSpvPzyyycse+mllxgyZAjLli1jyJAhvPTSSwCsXbuW0tJSli1bxkMPPcT9998PBALF/Pnz+c9//sP777/P/PnzO4PF/fffz0MPPcSyZcsoLS1l7dq1P3iMc116TDAhBjUGjZKp/WL5+4piWjs8dLgVzIz/K/NXlDM+IwqAgYkhLPm6hmX7a1m6t4aq5na6GDo696WUJDa2KJE0Gt5bpyPGPo+Lop/h4NEILh4Qy+zuJv6U0ESXqsU0WYfSFDMSdUUgPQrVu/HW7sMWNJi2bYEg73e04WxSIAfH0y6FcNSZgNvlp8WTQ4N8MQptApcG7aPLwY8wbv47ym3/wrT/PXY16/lHYQeVIUk0vfsJHcYk0Bwr5SpJ+I3h0FLO2p4PMnu1mseXl5IeE4yxch+HtnxFQ1kpK157kfLnPqQx9E7adKOo2RJEq2EaNu1luJRdv/d6elzuzgSWsuzH53JhtznZ9lkpfr+MvdFFTfGJf3hICgXGgcezEKu/rzNfEIT/6YwFl4EDB2L+r1nLK1euZPLkyQBMnjyZFStWnLBckiQyMzNpbW2lrq6O9evXk52djcViwWw2k52dzbp166irq8PhcJCZmYkkSUyePJmVK1f+4DHOZX63j7RQA/++bjDPX9qX97dX4PXLlDa2o1YqKCz3UdrUweYjTVwxJJ5LBlgZnhaOJIFRo2RSQgdjdlzPI0Mgr4eVqf3i+PJgHb76ehakuclPjcOsMTHIIjGrZA1TDTZczjJ8R9bT02Tn/RIV+xIuC8z5UOupCB5INRGYcgIJExVmM+re2dijrqHuD/eh+cv9tLf3oepfK6h/by01r69B5alCF3v8fpvaygjXS8RadMSMzCH68cepaW6GgdcgZ16OJ/tBaj4+RHPXp/jc3oV2tw+3z8+G4gb03ypYZDAY8TscNDz/Eqq4FOwb91D56lfUL92H0nzSFMdOMd26k3PxlYTFJzL88quJSuuGPkhNdJfAOUoKCYv15MJI4b//PVEPP0zM009hOfY9EgThp/tF+1waGxuJjIwEICIigsZj2WRra2uJiorqXC8qKora2tqTllut1u9c/s36P3SMc1VjUSPuT4+ALJM0LQ1fsI7uUUHsKg/8Va1USASbAn0QDQ43jR31uDpMhBrUzBvfg5oWFw11heiaDnCZ7XJi+vyNeQeS6BVlIivNyKpqN+8sL+aSQfHktx1FkiS+bvQyryKFC5P+yBVtHby1x0efsaPZ3DMZjVJNyhebiCh+n9Kbbid0xDASQ+wY9j2Ax9IPY/8etG0vxF1e09kG15FyZONYlGERENsfHHXUZd7EaJeZwRlpJB8LOvav18Gi22iO/CM1d/8TZJlWrZbkx1+HwkB2gMz4EHoMScfjctFaUUbMkUp8JUfQZGbidbQRt+B53EeOYBg06Afzbqk1WrKmXMSgyTM6k1Kq1DB6VjrVxc0EheqJSbN0ru+12WjbsAFJr8c8sQCF5odyIQuC8L+ctQ59SZKOZ6L9FR/j51h7sI6ojbUYGo7VS1lXwR3NTQyMVvNYYjGhtFIREkKlpp1ZuX6QNYSGlmFT6lAqI9h6xIbb76dr156097oKw/43GWpfyaikG1ld5uWx3Xa6RJq4dVQaypJirPPn4XO7ydRo+PPcx1niNNGmM/LUSJmud8zGd+tdqF96Hl/ZUXbfcA9/XN7EnF5m5mwLFNVSd6zE3Gc67XvUGJKMODN64CwuJerK0ai+epiOnGdRpRSg9jYQ0XGEa0dcBMbjTzNxvXKo9P8b9VeFx19ZuVyMD/aQM8KAZtc2LC4ZnbELgyZOY/vihbQ1O9DOmII+PBLnli1E/fkeGDnyR1/j/77/wWF6gsP0J63XsOAFbG++CUD0ww9hmT79pHUEQfjxftHgEhYWRl1dHZGRkdTV1REaGqh8ZrVaqak5/pdwTU0NVqsVq9XKli1bOpfX1tYyaNCg713/h45xLmhze9leaiNIpyLarOOD7RVcq9PxzcsZm0YiIkjLhayj+7aHoPt4Isq/oF97PQlZ13LF4TeQa2RmRLzM4Woba4sbiDRpmJYZjb0ykeaWi9joH8/ru1o7j5kcYaTB4WKcvylQxRGQ3W4yfY08W6+kqlXNtDQddRldkT//CK9SgQ+oNIUDfpq8WvwaMwp34ElKm96LuAezMXm+JOjqbvja4lAVvQF+H67CvWicy8C2F7nPFUgqLQ6XhyMNbUQG6bAG64jtMwp3ZDqeIxW0b96M8sLxfFDUzIXz78LT1k49oAsLwZSdTd+xE6mSVLR/spiOjz4h9Jm/n5H7Ivv9tB0r9wrgKjlyRo4jCL8lv+g049zcXBYtWgTAokWLGDVq1AnLZVlm165dBAUFERkZSU5ODuvXr6elpYWWlhbWr19PTk4OkZGRmEwmdu3ahSzL37mv/z7GuWD+ymKufHUL0//5FRuKG1ArFaw2yBzOsFCSYeEZWwsp4SaCfM2BDSQFUu3XYK8hY+e7dDWnABAZZKCqxUlB7xgyYoPQ1W4nMmoXYSOSyHCWkmxWAzC6RyR7KlqobnGiiYsjaOxYJK2WoDH5HFFbaGpzc/+qepo3vEB87wOEjM4gdOIIEm4fz/CIMiJMGt4skijMehR/78txxF1P2WMfovdshf2LkDYvQGHQQs9peEc/g9RagdIWmG2v2P0mjrqj/GXhXgqe28BFL37F+kOBzMea6GhiH3+Mj29/hgntvRgS3Iy/rb3zOvlaWmDnWyhfGk6cYR/x119D0gfvE5yXd0bui6RQEHb11aBQoDAaMQ3LOSPHEYTfkjP25DJ37ly2bNmCzWZj+PDh3HzzzVx33XXMmTOHDz74gJiYGJ555hkARowYwZdffkleXh56vZ6//vWvAFgsFn7/+98z/dgriptuugnLsVK09913H3fffTdOp5Phw4czfPhwgO89xtnW4faycGclAINTQqlpduJweugSZeal6hqq7E7KbB3MSjCz3zyCtNhtaDXGzu2d5lT6h+aTrLASZlIzKDmUtzeXAaByarhAUYG28GPSQlJ5O/46Dpj07LdEEWYMR6NSovc00LFjB4aBA+jYtRvrwJGAmoRgJYa2CqTGAwRHH0AOCUI6+Dn9u87mmYt6caTGRnjRZ1RsbkdhVGG57Ao87cv4JuOWwlYKVXtQDrkZrcMHmxaCz4NsSaDMa2bRrt0AHG1sZ/GeqsDkyG9odPSKUJJZ9zz2q8bS9Nl2TEP6Y+wRC29cCrKMVL8fw4we0OP0Vcvz1tXR8MoruAoPEHr11QRdMALz1CnoMzORdNrTXu5VEH6Lzlhwefrpp79z+euvv37SMkmSuO+++75z/enTp3cGl2/LyMhg8eLFJy0PCQn5zmOcbXqNiosGxLG6qJ6aFhdPLj9I77gg+qjV9PPrkfVa6rO78HmLg7agLnwW/jwHSo6S2yMFnb+dkohcaquC6fD4WetoJyHs+EingcE2FAe3A6CwHcYQWkvMK4tQ3nQXr9eE4pVhorWBqO7dQaVC16MHMb425va1kKs/QPCOQOJJJPAn56Ec8wjNXjW3PP0ltjY34VERJG7cgqRUEjtxIuXGWLo0fI2kUIE+BNpqkDoa0OVdCV1SAiWF4wcSaQwnLdLEoToHWpUCk1aNLMud/SBX5yQxIFqNalUTYb53sVzSA0X/dKTgIFDpAoW6AFQnj+r6OVpXrsT2+hsAOPftI3XZF6jCwtCmppzW4wjCb5mYof8L2VTSQKvTS156JB/tCDzBFNW0oS614y4LpMk36JS8VV6Dx+/n2pxkFOYY3mwaDUgk+/UcbWxi57G8Yw+OiuSqgVZKmr30TTEiN3VDaijCZ4jAPbiAppcv5YMDzfwpLxi/vQErcTjf3o+3rh5leDjRU/O4ZeOlkDoKuk9ADkvD0w6qpGzQGFH4PBjUShplmNto5f/m/x99ksPRJidj8Ms0xXbFvO91VJvmQ9/LIerYLPnknMA/IBx4bGoGn++rQa9SMqpH5Akd7KFGLRf0ToGg+bDlXyhDEqD7WAiOhZlvQ/EKiOwBqRec1nuhUKs7f5YMBpGEUhDOABFcfgH1rU7+/NHXHG4I9CvcdEEqz685TEKoAclw/BY4NUrcPj8ur59D9W0s3VvDjP5xlDa0kRBmoKHN1bluSYufm9oW0BI3k4ONqVRnzCc8vI5ifxRLDhsINSkItu5nja2CYXFDqd/RiKEu0Ofha2jA31gHCYPh8ErkxBE4zSNQD8hEYbIAEKxX8/eZmXyyu4pos54uA+PRGgPDc5UKibD4rmC9B7KuA5MV1LqT2r2vqoUPd1QGJob2jyU53PTdFyh5WODft3UZFfj3M7jLy5FUatTRUScsN+XlEdnSiruiguBxY392aWJBEE4mgssZ4HB5WH2gHpBJjTDx4pclhBi1TIy18MnuKmJC9HwxZxgy4GjzYNarcTvbOICDEIOG4WnhrD4YCARatYL+SSFEBmn5/YhUFnx5mHCjllK7xIuqi7hu4xcY+09jiSOS1MhErn5zG1DLtGw7y5r+BsCWpk+51PAAY3r3Qd6zG3VGBnVGJc8r7yFjcDt9MvqQEBvTef4dbi9riupxef3cntcNs0F9ciMBNMbAv++xYHUxS74OjOpTKyXuGtvjdFzeH6Xl08VU/elPKPR64ubPxzj4eJ+NymwmbPbVv9i5CMJvkQguZ8Bbm8p47PMDAFwxOIGPd1cBkOH1cWtuKvnpViptHcx+fRuNbW4enNSTga4VTN//d8aHd+cr7WUs81npajVxUf940qwm/r6iCL1KRUEvK598XcvO8mba4004dpVyNLWDR/Yf5k/G43XXXf7jo6/avW04o9Q8knUVQy9wMia+lr9WJbPiSKBE7zW+Zv7yreDy3rYK7v8kkPrlppGp3Dnm1Oq5H8vmD4Bf/v71TjdZlml85RXw+fA7HNi/XHNCcBEE4cwTweUM2Fd5PGeV51u/YUONWm7LD/yi/mhHJY1tgXkn/1hxkBfGDqWt7COq9N2oVMby9xk9aHH66PD6qG1xUljlYF1xA7NzknE4vejUCi6N8FIzdgZPFAeOEWbScPngBFYW1pEdMwRL2FE2VW9ggGUqCTYlvTylhFWUEepTYjSmdp6XVnVin0Nxnb3z580lTad8Hf4wMhWDWoleo+SiAfGnvJ+fSpIkDAMH4joQCPCaBJEjTBB+aSK4nAEzBsSxbH8tsgwXdI3AGqzD7vQwrX9c5zppVhMKKfAXff/EUHr2yqTC+m9ufO8A3mqIrz7KhuJGLAY188ans664AYBXNxzhxuGpdIk0sqGkkZjUOFK8dWTGh+Dz+2mwu7hnXHfGZcTQ0HY3e/dsYtGeDsb51hPxUaCgVn1EBNc/O5VIqxatSsFFA0785ZuXbuXD7ZV4fH5+NzTpfze4dh9s+VegJPDAayEyEEB7xVp4embmabmmP1XYDTegS09HoddhGiFqswjCL00El9OouqWDBauLOVBj5+8z+9AzxkximJELM6JPWndkt0jeviaLPRUthBo1yJKMT2mgpKGdMT2tfLEvkCutud3DkQYHoUY1TW0e9GolSeEGos16ukUF0z8xhNvyurG5pJGZLwUyGy/dV0uMRU+fOAtZSVZ2lZXQFhnNNzNMNCkpxJvN/Lnvdw+9HdE1kuVzh+P1ySSFf3+fSqdNC2DnsUqQkgLGPfmTr93ppg4LxTJl8tk+DUH4zRLB5Wfy+PzIsoxGpeSLvTW8uSkwsfFgrYM1d1zwvdtJksS2ozaeWnYQAFu7m8uzErksK4FtpTYy4y3sKm9Gq1LQPSqYSwYlUFznIDpYR1ZyGInhRoZ0Cf+efYNCklApFdw2uitjM6IJ1ykwJlrwVldjyMpCl/LDczriQgJzS7wtLfgaGlBHR6MwfM98E1n+7p8FQfjNEsHlZ9hd3sy9n+zF5fHxwMReaL7VdxGsU6FU/HDSzN3H5qwA7K9qxaBV8ZfxPSi3deDx+thR1kJSmIEgnYo/vLuzc90ByaEk/tcTxYCkUJ6Z0ZtE2wYSfGWESpHAQHQaJZnxlsBK06b+pPa5q6qouuNOOnbswDxtKtZ77kFp/I4nmcE3gaQMvBYbMPsnHUMQhPOTCC4/w/vby9l9LDX+C18e5pmZmbR2eKhucVLQJwaFAp76oojlhTUMS4sgI85MQe+YzomEMwbEs/ZgA5IEBX0Co7X0GhVmvZq3N1dR2+oiPSaYaLO+c6a7UaMkKezkX/BKhcTksKOw+EaQ/bDrBbjuSwg59c7sjt276dixA4CWDz8iZOZM9L17n7xiVE+Y9NwpH0cQhPOPCC4/Q5jxeM2PGLMei0HDDRd06Vy2fH8Nz60uBuBAjYMxPaNICjPSO84CwJieUSyfOxyFJBEfevyV0+LdVTy7MrDdzqM2Pr45m5euGMDXlS2kRBjpFXtiEbZOjrpAYAHoaIIO288KLprYWCSNBtntRh0TgzI84n9vJAiCgAguP8slgxLRq1V4/H4mZcac9LlWpez8WaNUBPJq/dc6id/xFOL91qQQt88PciB1fnLE/+hcT8yG9ElwcCkMvbVz1Nap0vfuTcJrr+EqKUHfuzeamJMHJgiCIHwXEVx+hiizjhsuSP3ez4ekhvH4tN5sO9qENUhLmtX0/U8d3zKhdzQ1rU4qmjqYnZOMXvMjb1OQFab8C5zNYAwP9IH8TIb+/TD07/ez9yMIwm+LCC5nkFqpYObAeGYO/GkTCGNDDNxX0PMUD6oF9feX/xUEQfgliHSw5zCnx4vL4zvbpyEIgvCTieByjtpQ3ED+39cy48WN7KloBsDvl3l3Sxlj/7GWJ78owu70nN2TFARB+B7itdg56qllRZQ1dVDW1MHHu6roHWfhQG0r9yz8GlmGwmo7GbHBXNhLdLILgnDuOW+fXNauXcuYMWPIy8vjpZdeOtun85N9exTZN0OeNUolGuXxW6ZT//wOe0EQhDPhvHxy8fl8PPjgg7z22mtYrVamT59Obm4uXbp0+d8bnyPmjE6jS6QJnVrJpGMTLLtEmnjh8v5sKG6ge1QQ2d+T/kUQBOFsOy+Dy549e0hMTCQ+PjBKa/z48axcufJXFVwSw4zcNPLk883tHklu98izcEaCIAg/3nn5Wqy2tpaoqOOlba1WK7W1tWfxjARBEH5bzsvgIgiCIJxd52VwsVqt1NTUdP53bW0tVquYWCgIgvBLOS+DS0ZGBqWlpZSXl+N2u1myZAm5ubln+7QEQRB+M87LDn2VSsW9997LNddcg8/nY9q0aaSlpZ3t0xIEQfjNOC+DC8CIESMYIWqnC4IgnBXn5WsxQRAE4ew6b59cfqrKykqmTv1pZYAFQRB+6yorK79zuSTLsvydnwiCIAjCKRKvxQRBEITTTgQXQRAE4bQTwUUQBEE47URwEQRBEE47EVwEQRCE004EF0EQBOG0E8HlV+buu+9myJAhTJgwoXNZc3Mzs2bNIj8/n1mzZtHS0gKALMs8/PDD5OXlUVBQwL59+zq3WbhwIfn5+eTn57Nw4cJfvB0/pLq6miuuuIJx48Yxfvx4Xn/9deD8aqfL5WL69OlMnDiR8ePH8+yzzwJQXl7OjBkzyMvLY86cObjdbgDcbjdz5swhLy+PGTNmUFFR0bmvF198kby8PMaMGcO6devOSnt+iM/nY/LkyVx//fXA+dnG3NxcCgoKmDRpUud8ufPp+3pKZOFXZcuWLfLevXvl8ePHdy57/PHH5RdffFGWZVl+8cUX5SeeeEKWZVles2aNPHv2bNnv98s7d+6Up0+fLsuyLNtsNjk3N1e22Wxyc3OznJubKzc3N//yjfketbW18t69e2VZlmW73S7n5+fLhw4dOq/a6ff7ZYfDIcuyLLvdbnn69Onyzp075VtuuUVevHixLMuyPG/ePPntt9+WZVmW33rrLXnevHmyLMvy4sWL5VtvvVWWZVk+dOiQXFBQILtcLrmsrEweNWqU7PV6f/kG/YBXX31Vnjt3rnzdddfJsiyfl20cOXKk3NjYeMKy8+n7eirEk8uvzMCBAzGbzScsW7lyJZMnTwZg8uTJrFix4oTlkiSRmZlJa2srdXV1rF+/nuzsbCwWC2azmezs7HPqr8HIyEh69uwJgMlkIiUlhdra2vOqnZIkYTQaAfB6vXi9XiRJYtOmTYwZMwaAKVOmsHLlSgBWrVrFlClTABgzZgxfffUVsiyzcuVKxo8fj0ajIT4+nsTERPbs2XN2GvUdampqWLNmDdOnTwcCf7Wfb238PufT9/VUiOByHmhsbCQyMlD6OCIigsbGRuDkipxRUVHU1tb+qip1VlRUUFhYSJ8+fc67dvp8PiZNmsTQoUMZOnQo8fHxBAcHo1IFsjJ90w4ItDE6OhoIZP0OCgrCZrOd823861//yp133olCEfhVY7PZzrs2fmP27NlMnTqV9957Dzi//7/8MURusfOMJElIknS2T+O0aGtr45ZbbuGee+7BZDKd8Nn50E6lUsnHH39Ma2srN910EyUlJWf7lE6r1atXExoaSq9evdi8efPZPp0z6t1338VqtdLY2MisWbNISUk54fPz4fv6U4knl/NAWFgYdXV1ANTV1REaGgqcXJGzpqYGq9X6q6jU6fF4uOWWWygoKCA/Px84P9sJEBwcTFZWFrt27aK1tRWv1wscbwcE2lhdXQ0EXqPZ7XZCQkLO6Tbu2LGDVatWkZuby9y5c9m0aROPPPLIedXGb3xzPmFhYeTl5bFnz57z9vv6Y4ngch7Izc1l0aJFACxatIhRo0adsFyWZXbt2kVQUBCRkZHk5OSwfv16WlpaaGlpYf369eTk5JzFFpxIlmX+/Oc/k5KSwqxZszqXn0/tbGpqorW1FQCn08nGjRtJTU0lKyuLL774AgiMHPqmgmpubm7n6KEvvviCwYMHI0kSubm5LFmyBLfbTXl5OaWlpfTu3fvsNOq/3H777axdu5ZVq1bx9NNPM3jwYJ566qnzqo0A7e3tOByOzp83bNhAWlraefV9PSVncTCBcApuu+02OTs7W05PT5eHDRsm/+c//5GbmprkK6+8Us7Ly5N/97vfyTabTZblwIik+++/Xx41apQ8YcIEec+ePZ37ef/99+XRo0fLo0ePlj/44IOz1JrvtnXrVrlr167yhAkT5IkTJ8oTJ06U16xZc161s7CwUJ40aZI8YcIEefz48fJzzz0ny7Isl5WVydOmTZNHjx4t33zzzbLL5ZJlWZadTqd88803y6NHj5anTZsml5WVde5rwYIF8qhRo+T8/Hx5zZo1Z6U9/8umTZs6R4udb20sKyuTCwoK5IKCAnncuHHyggULZFmWz6vv66kQKfcFQRCE0068FhMEQRBOOxFcBEEQhNNOBBdBEAThtBPBRRAEQTjtRHARBEEQTjsRXAThFDU0NHD77bczatQopk6dysyZM1m+fPmP2rZv374nLXv33Xc750X8WF6vl8GDB/O3v/3tJ20nCGeaSP8iCKdAlmVuuukmJk+ezFNPPQVAZWUlq1atOmldr9fbmUvrh1xyySU/+Tw2bNhAUlISS5cu5fbbb//OFCM+nw+lUvmT9y0IP4d4chGEU7Bp0ybUavUJASE2NpYrrrgCgI8++ogbbriBK6+8kquuuupH7fO5557jlVde4fDhw51ZhCGQvLOgoOA7t1myZAlXXnkl0dHR7Ny5s3N5bm4uTz75JFOmTGHp0qWsX7+emTNnMmXKFG655Rba2toAmD9/PtOmTWPChAnMmzcPMe1NOF1EcBGEU3Do0CHS09N/cJ39+/fz7LPP8tZbb/2kfaempuLxeCgvLwfgs88+Y+zYsSet53K52LhxI7m5uUyYMIElS5ac8LnFYmHhwoUMGTKEF154gddee42FCxfSq1cvXnvtNQAuv/xyPvzwQxYvXozT6WT16tU/6VwF4fuI4CIIp8EDDzzAxIkTmTZtWueyb2pznIqxY8fy+eefA/D5558zbty4k9ZZvXo1WVlZ6HQ68vPzWbFiBT6fr/Pzb7bZvXs3xcXFXHLJJUyaNIlFixZRVVUFwObNm5kxYwYFBQVs2rSJ4uLiUzpfQfhvos9FEE5BWloay5Yt6/zv++67j6amphNeZ+n1+lPe/7hx47j11lvJy8tDkiSSkpJOWmfJkiVs3769M/Fjc3MzmzZtIjs7+4Tjy7JMdnY2Tz/99Anbu1wuHnjgAT788EOio6N57rnncLlcp3zOgvBt4slFEE7B4MGDcblcvPPOO53LnE7nadt/QkICCoWCBQsWfOcrMYfDwbZt21izZg2rVq1i1apV3HvvvSxevPikdTMzM9mxYwdHjx4FApl7jxw50hlIQkJCaGtr68xULAing3hyEYRTIEkSzz//PI8++igvv/wyoaGh6PV67rjjjh+1fUdHB8OHD+/872+XFvjGuHHjeOKJJzrLAH/b8uXLGTx4MBqNpnPZqFGjePLJJ3G73SesGxoayqOPPsrcuXM7P5szZw7JycnMmDGDCRMmEB4eTkZGxo86d0H4MURWZEEQBOG0E6/FBEEQhNNOBBdBEAThtBPBRRAEQTjtRHARBEEQTjsRXARBEITTTgQXQRAE4bQTwUUQBEE47f4fl19h5SfRIJMAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"House Style\", s=15, data=df);"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [],
"source": [
"del df[\"House Style\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Land Contour\n",
"\n",
"This variable is assumed to contain the same information as the ordinal variable *Land Slope* and is dropped."
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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//78wsFyIuiy4WCwWtm7dyrRp0wD/hFNoaCgrVqwIrFqYPHkyy5cvBwgcF4lE5OfnYzabaWxsZP369QwZMgStVotGo2HIkCGsW7eOxsZGrFYr+fn5iEQiJk+ezIoVK06414/bEAjOJDE8mI+m92feXYN556p8IkKOPfZJUCcwIn7ETwYWgHG5Mbw0OZt7L0rn9cvzCQmSdWW3BYLfpC57LFZTU0N4eDhPPPEE+/btIzs7m6eeeoqWlhZ0Oh0AUVFRtLS0AGAwGIiOjg5cHx0djcFgOOm4Xq8/5fGj5wOnbUMgOJO2didBUjG9k8J+0X3UChnXDUzunE4JBBeoLhu5uN1u9u7dy9VXX82CBQtQKpUnPZ4SiUSIRF37yODXaENw4Vu9v5GRb6zm4nfWsblc+GNEIPiluiy4REdHEx0dTc+ePQF/nee9e/cSERFBY2MjAI2NjYSHhwP+EUlDQ0Pg+oaGBvR6/UnHDQbDKY8fPR84bRsCwen8a105JpuLBpOdr3fXne/unFdWh4t99Wba2p3nuyuCC1iXBZeoqCiio6MpLy8HYOPGjaSlpVFQUMCCBQsAWLBgAaNGjQIIHPf5fOzatQu1Wo1Op2Po0KGsX78ek8mEyWRi/fr1DB06FJ1OR0hICLt27cLn853yXj9uQyA4nW7HpTGJDwvu8vY2HmrhuYXFfPRDBVaHq8vbO1sWm4un5xdz8TvruPWTbdS0dZzvLgkuUF26FPmZZ57h4YcfxuVykZCQwKuvvorX6+WBBx5g7ty5xMbG8vbbbwMwYsQI1qxZQ2FhIUqlkldeeQUArVbL3XffHVgYcM899wQ2Dj333HOBpcjDhw9n+PDhANx+++2nbEMgOJ07hqeRGBGMXCLmktyYLm2ryWLnjv9uw2xzAxAWLGfyb2RDYlmTlQW7/CO37VVt7K42/irBVvDTevXqxc6dOwOfz5s3j+LiYp599lneffddgoODueWWW0645r333uObb75BLBYjFot54YUXAk+TulqXBpfu3bszb968k44fn3DtKJFIxHPPPXfK+0ybNi0QXI6Xm5vLN998c9LxsLCwU7YhEJyOXqPgpsEpv0pbLo8Xu9Mb+Py3tJNfp1aQEKakus2GQiYmIVwILBeqnTt3snr1aubPn49cLqe1tRWX69cbJQvJgQSCX1msNph3rsrn/bXl9ErQMqqH/nx3KSAuTMkHN/Zld7WJdH0IefHa892lC9Li8sW8s+MdGtobiFZFc3/v+xmfOv5X7UNTUxNhYWGBvGO/9tyzEFwEgvPgktyYLn/89nN1iw6lW3To+e7GBWtx+WKe3/A8do8dgPr2ep7f8DzALwowR9O/HGUymSgoKDjt+UOGDOHvf/87Y8eOZdCgQYwbN47+/fv/7PbPlRBcBAKBoBO9s+OdQGA5yu6x886Od35RcDm+EiUcm3M5HZVKxbx589i2bRubN29mxowZPPTQQ0yZMuVn9+FcCMFFIBAIOlFDe8M5He9KEokkkHssMzOTBQsW/GrBRciKLBCcQpPFzrqDTVQcl3q/K9hdHj7bdJgXF+1l/cGmLm1L8OuIVkWf0/GuUl5eTmVlZeDz0tJSYmNjf7X2hZGLQPAjbR1OHpy9m3UHm4lSB/Hpzf3pHhNKraWWDXUbiFRGMjR+KDLxL88Ztnp/I08t8D/a+HxrFd/PGE6csPT3gnZ/7/tPmHMBUEgU3N/7/i5t97333jthlew//vEPXnrpJcxmMxKJhKSkJF544ZdVwzwXQnARCH6kts3GuoPNADRZHOyrN5MaFcQLm15gQ90GAN4Y8QZjk8f+4rZsruOWJLu9ONzeM5wtuBAcnVfp7NVix+9xAZgyZUrgEdef/vQn/vSnP510zRdffPGL2vwlhOAiEPxInFbJ4LQINhxqIVwlIysmlHZ3Ozsbj/1y11g6p2TtiMwobhmazIZDLdw2LJXUqJBOue9P6XB1sOjQImqttVyUcBG99L1+lXb/KManjv/Vlx7/1gjBRSD4kTCVnLeuyKe0wUxCmJI0nRqfz8efev2J17a+RpwqjkExgzqlrXCVnGcmZOPz+X7VBKsrq1by0uaXAP/S2TkT5xCuFHLwCTqPEFwEglPQaxToNYrA5yKRiGu7X8uI+BGoZCoilBFndR+r3U2wXIJYfObA0VWBZV/LPuYdnIdKpmJa5jTi1P40M+2uYwsV2hxtOL1CkkpB5xKCi0BwlsQi8VkVCwN/ipcP11XwwfpyRnfX89glWYQF//qljv+262+sq1kHgEwi4+78uwEYmTCSPc17KGoq4u78u3/1lUyC3z8huAgEXWBfvYW/fLcPgC+2VjMiM+q87Mh3uB2Bj91ed+BjvUrPS0Nfwu11IxULbwOCzif8VAkEXSBEISFYLqHD6U9KqVGen1LH9/W6j49KPkIbpOXStEtPel0ILIKuIvxkCQRdICUyhA9v7MvG8ha66dUMTD27OZrO1lPXk7d1b5+XtgWd68cp93/rhOAiEHSRQWmRDEqLPN/dEAjOCyH9i0AgEHQy06JFHCwYRWn3HhwsGIVp0aIuaae0tJQrrriCiRMncs8992AymWhpaQlsrty3bx/dunWjrs5fAG706NHYbLYu6cuPCcFFIBAIOpFp0SLqn3kWd10d+Hy46+qof+bZLgkwjz76KA8//DCLFi0iMzOTmTNnEhERgcPhwGq1sm3bNnJycti2bRu1tbVERESgVCo7vR+nIgQXgUAg6ESNb72Nz35iyn2f3U7jW293ajsWiwWLxRKo0XLZZZexbds2wD8/s337drZu3cqdd97Jtm3b2LZtG3369OnUPpxJlwaXgoICJk6cyKRJkwLDNKPRyPTp0xkzZgzTp0/HZDIB4PP5eOmllygsLGTixImUlJQE7jN//nzGjBnDmDFjmD9/fuB4cXExEydOpLCwkJdeegmfz3fGNgQCgKqWDqpbO853NwS/U+76+nM63hX69u3L9u3bqaurY9SoUezbt4/t27fTt2/fX60PXT5y+eSTT1i4cCHz5s0DYNasWQwaNIhly5YxaNAgZs2aBcDatWuprKxk2bJlvPjiizz//POAP1DMnDmT2bNnM2fOHGbOnBkIFs8//zwvvvgiy5Yto7KykrVr156xDYFg2d4GRr+5htFvrmHlXgOfbqjkjaX7Kant/D9AVlevZubOmYFNjII/BmnMqfczne74z6VWqwkNDQ2MVhYuXEi/fv0Af3D5+uuvSUpKQiwWo9FoWLt27e9n5HIqK1asYPLkyQBMnjyZ5cuXn3BcJBKRn5+P2WymsbGR9evXM2TIELRaLRqNhiFDhrBu3ToaGxuxWq3k5+cjEomYPHkyK1asOGMbAsFX22txevzZh9eWNfPs1yXMXFXG4/P20OF0//QNztKepj08sOoB3i96n/tW3UdpS2mn3Vvw26ab8QAiheKEYyKFAt2MB37RfW02G8OHDw/899FHH/F///d/vPbaa0ycOJHS0lLuueceAOLj4/H5fIFg06dPH9RqNRqN5hf14Vx0+VLkW265BZFIxJVXXsmVV15JS0sLOp0OgKioKFpaWgAwGAxERx9LQREdHY3BYDjpuF6vP+Xxo+cDp21DIMiL07C0xF8R8Ph0X7VGGy63F35hhhaH28OK0kbKWz30DCtgR+v3uL1urC7rL7ux4IKhmTgR8M+9uOvrkcbEoJvxQOD4z7Vv375THp89e/Ypj69Zsybw8Z133smdd975i9o/V10aXD7//HP0ej0tLS1Mnz6d1NTUE14XiURdngn212hDcOG4YVAS8eFKRECmXk1Vawf7DRaeHd8DTSfk/lqyp54ZX+4GYHDGZLJ1BobEDyQ3MvcX31tw4dBMnPiLg8mFrkuDi16vByAiIoLCwkKKioqIiIigsbERnU5HY2Mj4eHhgXMbGo7VmG5oaECv16PX69myZUvguMFgoH///qc9/2h7p2pDIFArZUzKjwt8Puv6vrg8XoJkkk65//ELBfbW2ll2xT/RqdWdcu9TOdzSzte76wiSipncKw6dWvHTFwkEv4Ium3Pp6OjAarUGPv7hhx/IyMigoKCABQsWALBgwQJGjRoFEDju8/nYtWsXarUanU7H0KFDWb9+PSaTCZPJxPr16xk6dCg6nY6QkBB27dqFz+c75b1+3IZA8GNisehnBxaTzUWd0RZYpQhwUZaOhPBgxCJ4bGy3Lg0sAH9fVcZflx3glSX7+HJrdZe29Xt2/PdQcGrn+jXqspFLS0tLYHLJ4/EwYcIEhg8fTm5uLg888ABz584lNjaWt99+G4ARI0awZs0aCgsLUSqVvPLKKwBotVruvvtupk2bBsA999yDVqsF4LnnnuOJJ57AbrcHJrkAbr/99lO2IRAcz+3xYnW40Shl5/zotLTezP2f7+RQczt/vrQH1w1MBiA3TsvX9wym3ekhTtv1m9Vq247ttm6xdn1NFrPNhUImRi7tnJHeb4FCoaClpYWIiAjhEfpp+Hw+WlpaUCjOfmQs8gkhG/DXoz66XFrw+9didfDKklKWlzZy+/BUbhuWilx69gP599cc4tVv/ROsCpmY9Y8VEBkS1FXdPa2Nh1p4ekExIQoJL16aQ16CtsvaWrCzlhe+2Uv3GDUvTsr51UoydzWXy0VNTQ32H218FJxIoVAQHx+PTHZihu/TvXcKiSsFF6wNdRvY1rCNbuHdKEwqRCw6++CwsbyFr3bUAvD60v0Mz4wkN057xmscbg81bTbCgmXEHjcq6ZmgRSU/P3/JD0qLYMl9QxGJROcUHM9VS7uDp+bvod3p4YeyFn9Q/p0EF5lMRkpKyvnuxu+OEFwEF6RyYzn3rbwPh8eBCBEfjv2QftH9zvr68GA5IhH4fKBWSAlVnLneisPt4c1lB3h/bTnZsaG8c1U+/7i2N41mOyO76VDKpZTUmfh6Vx2hSinT+iSgD/11Jtc7azHCmSikYlIiVRTXmQGIUP36VTUFFxYhuAguSO2udhwef5VFHz6sznPbRzIwNYL3ru3N/gYLA9MiSIpQnfH8mtYO3l9bDkBJnZltlW1c1f9YyWOP18eL35Syqdy/p0oqFnPHiLQT79HWwep9jcRoFPRNjkATfH4KiP0cqiAZr1/ek+V7DehDFVySI5RFFpyZEFwEF6Ss8Cxm9J7B//b9j1GJo+gbfW45k8RiERfnxHBxztml5AhTyemmD2G/wYpYBInhwSe87vX5MHUcm1C3uTwnvO7x+nhp8V60Sjnb6g6wqqqdaTn9yI+PP6d+n0/dY0LpHhN6vrshuEAIwUVwQZJJZNycezPXdL+GNlsbX+z7ArFIzPjU8USrOv+v6nBVEH+/tjdbKlpJjAhmcPqJRcBkEjHPXZrNG0v3E6tVcGnP2BNet7s8GNtdhIU1scX0EharmUZG8pbuL6jkZx41CQQXorMOLrW1tRw+fJjBgwdjt9txu92EhPw+JvQEFy6FVMF/Sv9DXYsUt1sBnhXckn/tWV3r8fqYva2ahbvqGN1dx3UDk1CcYf4iXacmXXf6fSsDUyOYe9fgU76mCpJy3YAkNjSXYHH55y02GlZj6DCQKk895TUCwYXsrILL7Nmz+fLLLzGZTCxfvpyGhgaee+45Pvnkk67un0Dwk6T2XBav9+Hy+PDlh3Jjrhep5KdXThXVGHli3h4ANpW3kKlXMzwz6qTzPF4fZrsLjUKGWHxu+yAqmq2UN7XTTa9mQn4sykM9WdkYQrvLyrDYYUQFn9yeQPB7cFbB5bPPPmPOnDlcccUVACQnJ9Pa2tqlHRMIzpbbHovLUwPAqr3tmOwuIlSn33NSbixHhAiZJAyxCLxHdnrJJCcHDovdxV+XHWDejhqu6JvAjDGZqORnN+Avb7Jy3YebqTPayYpW8++b+jEqrR9J4f+hvr2eHhE9UMu7dge/QHC+nNVviVwuRy4/tvTQ7e681OQCwbky25zM21lLs8XJJTnRDE2N48O1dTjcXq7qn4BWefplsssql/HY2sdABG8Mf4O/XdWLH8qa6Z0URr/kk3PQ7awy8vGGSgA+WF/BRVk6hvxovuV0DjVZqTPa0ShluL0+alo7iNUqSQ9LJz0s/bTXtdnb2NO8hwhFBNmR2WfVlkDwW3NWwaVfv37885//xG6388MPP/C///2PgoKCru6bQHBK3+yu5/mv9wKw9kATX945kIX3DMHY4SQ3QYvkDI+uvin/BrfPDT5YWrmU10aMYsKPJt+PF6aSIZOIcHl8BEnFhJ3D8uFMnZqxPXQ4PVDV2k5lSzv9UyPOeI3D4+C1ra/xTfk3SMVS3hv1HgNjB551mwLBb8VZbel9+OGHCQ8PJzMzky+//JIRI0bwwAMPdHHXBIJTM9tdgY/9dVh8ZMWEMjAt8icfWfXS9Qp8nBv102nwc+O0/OuGvjxYmMEHN/SlR+zZF1tKilQxJCOKVfsbOdTUzhPziznc0n7Ga8wOM99VfAeA2+umtPXnFRmz2t1Y7cITBsH5c1YjF7vdztSpUwNzLh6PB7vdjlLZ9Yn5BIIfG5sTw7bDbRwwWHhmQjahyrMfTVzZ7UoSQ/2bHwfHnLiyy+HynHK3+8huOkZ20/2svoYft5M9JEhC0E8kfNQGabk883I+3/85SqmSvKi8c25z46EWHpm7G7EI3rg8n/4pQskJwa/vrILLTTfdxEcffYRK5V+Pb7fbueWWW/jiiy+6tHMCwanEaCVMHtpES0cbERFaQH/C6/VGGzaXh5RI1UlZboNlwYxKPLEEg8fr4z8bK/nXugpGZemYMSaTsE4oHAYwOkvPy5NzqGxpZ1R3HdEaf0qYRoudr3fV4fJ4mZgXS/yRTZkyiYz7e99PYXIhEYoIUrXnvkz5042V1BzJlvzFliohuAjOi7MKLg6HIxBYAFQqFTab7QxXCARdZ0PNJr47uInqjn38e+8s5k6cG1jSu7mihTs+3YbJ7ubVKblc1S/xJ+4G+xrMPL/IP4fz6abDDEgNZ3ze6edhzmRPjYnvihvQhQYxpVccaqWMawcmnXTe51uqeOv7gwBUtXbw6pRjIxSVXHVOedJ+7PjsAfFhwtMFwflxVsFFqVRSUlJCdrZ/5UpxcfE55fUXCH6uoznDQuT+Dbt2l4cVu1V8s3EAuQlDSE78NpBjDGDt/iaMNv9cw8yVZYzPiUZ9htVjACq5FKVMEkjZolac+Gth6nAxb2cNLe1OxuXE0CP21ClQ2h0uHv1qN6X1FgCCpOJA/rGyRgsfb6jE6fZy0+CUE2qvHF+9sjPcPCQFnToIsVjE+LyzS2/zc7g8Xiw2N5pg2RkXUQj+mM4quDz55JPcf//96HQ6fD4fzc3NvPXWW13dN8Ef3NaGrTy9/ml8+Hh5yMv0i+nHoSYrn21sBGBPtZtH864lXn0sP1dy5LERdmqkipeX7OOxi7MIO0MW3+RIFR/c2JcNZc1k6tUMTjtxqfHC3bX8+cjIZsPBZj6/feAJczM1bR0YzHaiNQrqjMdqghytUikSifh8SzX/3VQFgN3l5eYhKWw/3EaH08M9F2X8gq/SyfQaBbcM69pd/8YOJ68sKWVxUT03DE7i/oJMFOep7IDgt+msgkteXh7ffvstFRUVAKSkpJxUMEYg6Gxz9s+hrr0OgNn7Z9Mvph/hwXJiNEHUmxyIRdA7LpXN9ZvZULeBVE0q43IvxunOYe3BZupNNtYebOaS3GhGZJ55Qn5IeuRp969YbMdWXdWabKw/2MyuGiOD0yIIC5Zz8ydbqTPamZQfy5uX9+SFxXuJ0SjYeriNJXvqGZ8Xy/FTP2IR5CdqmXfXYLz4UMrOPsWf2+Nl0e469hssDEuPZEjGqXf4r9rfyObyFnLiNIzLiTnnzAI/ZWtlK7O3+Teuvre6nFFZevqeYp+Q4I/rjD/VGzduZNCgQSxbtuyE45WVlQCMGTOmyzomEMSp4wIfHx2dxGiV/OuGfmytbCUtSkV8pJ1pi+6n3e1f4qst0NIvpTevLCml3elBKZP84roql+RGs7O6jfImK3eOTOe2/2zD64OPfqjg4THdAqOVdQebGZoeyYCUcGxOD4uK6smL1zA+L5ar+iXgdHtxub1cPygZ8NdhqTV2sLeumeQIFRn6n96t/0NZMzNm7wbg042H+fb+YSeVC9jfYOGOT7fj9HgRiSDqtiAG/MT+mnMVrgpCIhbh8foIlkvQXkDlAwS/jjMGl61btzJo0CBWrVp1ytfPJrh4PB6mTp2KXq/n/fffp7q6mgcffBCj0Uh2djavvfYacrkcp9PJo48+SklJCVqtlrfeeov4I+nI33//febOnYtYLObpp59m2LBhAKxdu5aXX34Zr9fL5Zdfzu233w5w2jYEF5Zrsq4hUhkJPhiTfOxnLSdOQ06cBo/Xx1d7ttHhPjZnYXVZyUxQ8+kt/dlTYyInTkNW9M9PE+/yeNnXYKEgS8cTl2RRWm8JpIuxOjzEhylRyMTYXV4m9YzhkblFAKREqshP0ND/yF/z6To1L0zKoaq5nSUHN7O4zMKIxAG8vLiM3dUmwoJl/O+2gT+Z0t5y3N6VDqcHm9Nz0jkdTjdOjxfwF0OzOjp/v0ufpDA+uKEve+tN9EkKP2NCT8Ef0xmDy3333YfX62XYsGGMGzfuZzXw6aefkpaWhtXqn5h94403uOmmmxg/fjzPPvssc+fO5ZprrmHOnDmEhoby/fffs3jxYt544w3efvttysrKWLx4MYsXL8ZgMDB9+nSWLl0KwAsvvMBHH32EXq9n2rRpFBQUkJ6efto2BBeWqOAoru1++gzHZY0W3l5iZELfe9lpnk9ueD8Gx/r3rvRJCqdP0i9/TLN8r4G7P9sBQG6chvev683V/RJYub+R24alMrKbjrl3Dqa6reOEifnDLe28eXlPdlUbidUqA0Hju8qV/PPgM3h8HqSiv7C72n9+W4eLgwbLTwaXoRmR3DgoiZX7G7l9WCqZpxjt5MRpePKSLP6z+TDjcmIYkNo1j6suytJxUdbP2/8j+P37yR36YrGYDz744GfdvKGhgdWrVzNt2jQAfD4fmzZtYuzYsQBcdtllrFixAoCVK1dy2WWXATB27Fg2btyIz+djxYoVjB8/HrlcTkJCAklJSRQVFVFUVERSUhIJCQnI5XLGjx/PihUrztiG4Pzy+ry02lpxepwnHG+1Opi19hCvfbeP0iNldL1eHyv3GfhofQX7GvzHNh1q4fmvi/lgbTlvLN3H17vrSNeF8tWaBES1j5IpuZEwRVin9rnedGyCfm+9GZFYxCtTcln18EhuHZaKVCImJ07DJTkxjMrSkRenQSIWcdfINJ79uoR3V5bxwjd78RwZ7tTbDuDx+UcbxZbvGJ7hn+dJCFOedhXa8bTBcv48KYcVD47g+kHJp5xLkUnE3D4ijRUPjuCJcd0JCRIeWQl+fWc1kzh48GA+/PBDxo0bd8KufK1We8brXnnlFR555BHa2/3Pw9va2ggNDUUq9TcbHR2NwWAAwGAwEBPjXzYplUpRq9W0tbVhMBjo2bNn4J56vT5wTXR09AnHi4qKztiGoHMY2g28X/Q+JS0l3JF3BwWJP51nzuVx8e/if/Nh8YcMixvG4/0fD+xNmb+rjleW7AOgvNlI354lfFvxLWnKEazeksl/Nyv44IY+zPhyFwaLnYtzolmypwGAy/vEMyQ1gqRIFZN6xZ22/Z9rWEYkeXEaSurNPD2+O9GhCkQiEcGnSDOTplPz2a0DsDrdzNteg/nII6xGs4NDTRYqmzvore/FwsrPcHlddI9MZ/rwfMoarcSFKYkPCz7pnqcj/4md/md7jkDQVc4quCxZsgTwp94/SiQSnXFEsGrVKsLDw8nJyWHz5s2/sJuC35JV1auYc2AOAI+ve5zFly3+ybokh4yHmLlrJgDLDi9jVOIoxqX6H7VaHcdyhWnDa3hnx9tEBYXj8+7hqiGJVLYfZKdBTr3ZjlwixuH2Bs63Otz8++b+gc8dbg8Wu5vwYPnPXiHl9njZUtGKy+tjQEp4IGAcDSxnolbKUCtljM2JZleNkXqjjQdGZ3LDh1toMDvIig7h/Ss+AbGd3MhcFNIgIkJOXx5AILhQnVVwWbly5TnfeMeOHaxcuZK1a9ficDiwWq28/PLLmM1m3G43UqmUhoYG9Hp/6g69Xk99fT3R0dG43W4sFgthYWHo9XoaGhoC9zUYDIFrTnU8LCzstG0IOkeQ5NibYYgsBJn4px+7hMpD0QZpMTqMiBARoTy2emlCbix76yxUtbQzJE1LuSWFR3fEEbJ0E6JL1DyfX8abe2Zzx0V/5UC9j7y4UNranXi8Pm49bj9Ho8XO81/vZeU+A3eNSOOukenIpf4nvz8OGGeqODl/Z21gYv7JcVncPjwN9Y/yl1U2t/PO8oNUtLTz8JhMhv5oSXBqZAjjc2PYfriNGqMNq8P/KGxfgxWPLZuBaWeXtv/X1OF0n3JEJhD8HGecc9m9ezeXXnopvXr14sorr+TQoUNnfeOHHnqItWvXsnLlSt58800GDhzIX//6VwYMGBCYkJ8/f34gdX9BQQHz588HYOnSpQwcOBCRSERBQQGLFy/G6XRSXV1NZWUleXl55ObmUllZSXV1NU6nk8WLF1NQUIBIJDptG4LOMTppNI/2fZTrul/HGyPeQKvQ/uQ1sepYZo6ayQO9HuCdi96hf/Sx0YZO4+ONKzKZeU1v8iJ78nzYtagWrsZnt+Odv4RCaxImZxvpifVEqL28s6KMJquDJy7OIinKw6a6TVRbqtl0qJUle+qxu7y8tfwgBxstgTbm7ajhmg82c+O/t/DfTYdP6t/BRgvzd9ZQUmdiV5UxcHz53lM/Ul28p575u2rZVe2vZmlzuvF6fSzaXccrS0pZuKuWB77czX82VfHnRXuZdCStf9+kMFKjflvlwe0uD39bcZCL3ljNi9+UYDku67RA8HOd8c+UP//5zzz22GP069ePFStW8Morr/Dhhx/+ogYfeeQRZsyYwdtvv0337t25/PLLAZg2bRqPPPIIhYWFaDSaQAaAjIwMLrnkEsaNG4dEIuHZZ59FIvH/1fnss89y6623BpY7Z2RknLENQedQy9Vcn339WZ/v8XrYbtiOw+vg2h7XopAe23eytX4rT61/inExD1JjaiVWo2JCaCreoCB8DgcimQy7Ws7k2Ml8fuATWt0tXD3iHv63BkoNRj4o/wtqo5MhJj2avOmIRP7lt2HBMjSKY6ON7ccFjJWljSeMeGraOrjp31uoNdoJDZLywqRsPt9ahdcHl/U+tvv/qMrmduyuY8t7w1RyxCIRWytb+dPnOwGYkHss7YrPB6OzdVyaH0tKpArdL9x309mKa028+f0BAD5cX8mQtEgKugujfcEvc8bg4vP5GDJkCACXXHIJs2bN+lmNDBgwgAEDBgCQkJDA3LlzTzonKCiIv/3tb6e8/q677uKuu+466fiIESMYMWLEScdP14bg/FhcvpinfngKgPt63cdtebdR2dzO17vraLR10DN8KDXOTSxt/gpxixhnt2u5+s2XUZXVosjJ5sreWfy7+N8cNPrfAPcGfcGdw18kM1bE+q1mbt0UB62tyD7/E2/9eSZ1bhkDU8MDmYbBPzE/Z1s1Xh9c2uvEpJTlTVZqj2yENDvctHQ4+freobg8XvLitSecN2vtIepNDhLDlUzpFUeoUsrUPvEEySQn7CfZXtXGjNEZrNnfxKX5sQxNj0ImEfNDWTMfrq8gXRfCpfmxP5mC/9cQopAil4hxeryIRZxTCQOB4HTOGFzMZvMJu/N//LmwQ19wNoqbiwMfL69azm15tzFvZw37GyyYbHKGZU1gbsNDgH+5cn17LV8o1dx3800oZUpCAF3wsf0Usapk5m+tx9gRwcUxd/BMnJfKMHhigBHVlh+48d4bUf1o+e2EvFiSI1R4vF5y47QnvBarVdI7UcuOKiMZuhBCgqTkxJ1cFGzO9hq+2OpPedIvOYzK5g5evzwvcL8BqeHcNTKVJXsamNIrjk3lLVidbmI0CmQSMdVtHdzxn22B+ZcwlYzR3aNPaufXlhUdyqwb+rC1spXcOA19kjp3Obfgj+mMwaV///4n7M7/8edCcBGcjf4x/Zl9YDYen4cp6VOobu1gwc5aqlptJEcE43KEUxh/KZ8f/DdysZwQWQhykZoOVwdKmX/p++T0ySikChotZjbsiaXBbOfzrbWEDE1iR5N/DuU1URj3dI/DfXQL/Y+cKmCAf/f8zUNSyIpuJk0XwuDTpEoRn5AfTET3aDWZ+mPzJyFBMh67uDsPFnZj5soyNpa3AvDi4lJGdtPhcHloP25Hfbvj5N3158svKYgmEJzKGYPLq6+++mv1Q/A7NjppNF+M/wKn10l2RDZrD7RQ1eqvB1TZ0kGoUsbiLbk8etErtNmNuFzBRAelsvuwm54JDiJCgtAEabiy25Ws3d9IibSafskOimpM6DXHHn0lhSlIyUlHcyTFfk1rByV1JpIjVXT7iRQwo3voKak389p3+9lVbeS5idlE/miJ8OV9EnC4vFgdbi7KiiI/XsuaA818tnkHI7pFcfvwVEKCZMgkYiJDjqUbyo4NRS4VkxYVwqtTcnl/zSGGZUQxLKPzV4zVW+vx4iUupPP3/AgE5+Ks1h02Nzfz5ptv0tjYyAcffEBZWRk7d+4UJsoFZy0rIivwcbouhNRIFeXN7aRGBrN6fxMDkvToxBHkxIg53Grjsbn7cLjruCQnmr9e0ZNguZSiaiN3fbaDdqeHvPhQPrixL70StYQopLRanYzuriPzSBBpsti5+7MdFNWaCFVK+fK2QXQ/ww74fQ0W3lvtXw25aHc943JiuOS4SfmG9gZ2t21nTG89aWEpRCgjKK0z89i8Inw+2F1jokdsKBdn+6+Z3CuOIKkEo83F2Gx9YH/MVf0SmdY7HqnkJ5NjnLMfan9gxuoZuL1uXh/+OqOSRv30RQJBFzmrn/DHH3+coUOH0tjor6ORnJzMp59+2qUdE/x+JYQH88nN/XlxUg66UAVrDzbz381VRKgVlDe7+XZPS2Cj5LfFDbQeKax1sNEaeKxUVGMmKiSIkCAZV/VL5O6L0gOBBaDOaKeo1gSA2eamrMl6xj5plTJCjxQJE4sgSn1s1NJqM/HQqsd5esPj3LHiNt7a/hZfHfgKmVSETHzsV0hx3OS8WiHjin4J3D489aSsxV0RWMC/OdXmtuHyuvhy/5dd0oZAcLbOauTS1tbGuHHjAqvFpFIpYnHX/III/hgSwoMZnhnJJxv9NYKGpEWQEqnis81VyCRiQoKkWB1upvWODzyeyokLJVbrL8h1SU40Xp+Xvy7bj0ImYVrvePRH6tPXGW1sP9zKwNRwNpW3khQRTI/YUH8tlKI6SustDEqNOCHpYnKkin/f5E/lr1cHsbvaSHVbO5fkxLK9upqilu0AuL1upKhYW16OJdTAy5flUFxrontM6ElFxsBfxfKrHdU0WhyMy405YfVZZ0vVHFtenRuV22XtCARn46yCS3BwMG1tbYGh/a5du1CrhRTbgl8mKULFf24eQHWbjdQoFREhQQxOi+DRr4ooyNIxNC2SqX3iAxUOu0WHMvuOQdQb7WToQ3hy3h6WFPuzNPh8Pu4t8O9z+nJrFfsarGTqQxjZLYqJeXHEhSlZf7CZGV/6a6F8sqGSxfcNJV2nxufzsbWyFbPNzZhsPR+sq2DejlrcXh/GDjeJ4VoGRU1gY9M3hCt0JAR3Y/EaFQst+5FJRHx5+yB6n2KFlc3p5j+bKnljmX8J9Zr9TXx19+Au2wU/NWMqUcoo3D43w+OGd0kbAsHZOquf8scff5y77rqLqqoqrrrqKtra2njnnXe6um+CP4AYrZIY7bFkqFN6x5McEYzH568ZIvvRI6T4sOBAgsdGiyNwvP3IHhOHy0NkSBBbK6tobXcSJBUzJC2SuDAlHc5j+1Acbi92l//R23fFDdz9vx34fHDjoESaLI7AY7lFu+v467SeDLfcRC/tGLQKJV5cNFn8mZo9Xh+Hmqws3FVLXFgwV/aNRxPsn8z/9w+VFB/J8ny0v27PqVeyHc/n87FqfyMHDVb6p4TTK/HslgaHyEMC+doEgvPtrIJLdnY2//3vf6moqMDn8wlljgWdorTeTGVLOzmxGhKObHiUiEX0S/EvBfZ6feytN6GUSkg5RcqUR8Z245UlpYSp5FyaH8euqjZmb6vG6/MxND2S3TVGDrd0UGO0kRuvZVBaBHeOSGXZXgM3DkoK1E4prjPhO/Kev7SkkWl941le6p9fTIsK4T+bKtlebWRfvZ3HLk7m8r7xNI4qp6yxnZTIYF5fuo9Gi39eSKOQcmX/RABWlBqQS8UMTosIpKs5mw2Km8tbuPUTf7XLyBA5C+8ZQtw5ZEwWCH4Lzhhcflze+CihzLHglyqua2R28SrCQ2RsqUglMkTF1f0SCT9u+e9nmw/zzMISFDIxM0Zn4nB7mNo7PvBGOyA1gvl3DwlkP37r+/1srWzjYKN/8n5iXgzxYUrSIlW8t7oMs93FZb3ieGRsFpLjNq0MSIngg3UVONxehmdG4vF4ubpfAlaHG41SRk1bB7ur/YsDPlxfgVjkXzAQJBNTXGs+Yb9KcZ2ZkWY7+lAF0/rE8+T8YnTqIF6flsuIbsdSqlicFjbUbkAukTModtAJKXEaLc5Atctmq5O2DqcQXAQXnDMGl9OVNz5KCC6CoxxuD5sOteADBqZGnDbrsNPt5V/ryvlkQyX902JxSjaiCTPy+Q/JBMulTB+SAvizGH+43j/Zb3d52VHVxtISAy6Pj4fGdAvc7/i0+jp1EAbLseJe6boQbh6Swv+2VPF/3+0HoLjWzKfHpegHGJ4ZxaI/DeWAwczq/U0cbrGRrgtGLIYFu2opOG5z4ZD0CJ5ftBcAdZCUK/rFkxkdwoayFvQaBXtqTaw90MTlfRO4sl8i2bEaZBIRPWJP3MD5ccnHzCryL5B5ZuAzXNHtisBrA1LDGdtDz4p9jdw1Mo2MU1SbFAh+64RNlIJOMWdbDU8v8Kd5eXZCd24emnrSOR6vf+L89aX+N/pvdjm4rFch8ph6cuM1gXkTAB8wtU88e+vMbDjUgirI/6N6poy9o3tEY3V4+HB9BZl6NRN7xhIkkyARibiom47VBxpptjqwuzzM3lbN93sNjMuN4Yq+CWTq1eysauOrHbX4fHB1/wSuHZBIYY9oXG4vSRHBONxewlTHHmt1uDy0291kxYTi9vrYdKiFdqeHey9Kx2C2811xA1KxiEtyj6V4aetwIhbBprpNgWOHjCdmG9eHKvjb1b0w2VxEhASdMMoSCC4UZ71sZfXq1Rw8eBCH49gk6r333tslnRJceLZVtgY+/qGs5aTg4nB7+PvKMupNNoKk/oJfIhHEaYPx2VPophMzIS+Gb4rqWLO/kbiwYN5efhCAJy7JYlN5C8MyIpnWJ+G0fdCHKrhjRBrXDUxCLhUjFYt4d2UZb35/AHWQlJsGJVOYrWdntZHnvvaPPtaXtZCpV9M3OZyDjdbA3MuWilaGZ0RySa4/yWVhdjRtHU7mbKvm0vxYSmpN9E0OZ+GuOtJ0IUzMi6GmrQOH24fF7uSDdeX8a51/5GXscHFPQTobDjVz/5GsyfdPnkpxSzEysYyhcUNP+rcEySTozlBzRiD4rTur4PLss89it9vZvHkzl19+OUuXLiU3V1hHLzhmVHc9X++uwweMz/PvUnd7vDRZrPxg+J4yYyUtjlQ83mT+dFE6RbUmkiNl6CPa2HlITv/kCPY3WLjv851MyIvhh7LmwL331JrI0IXgA3xeH59uqKSypZ0BKRGMyIwKLFU+2uaaA01Ut7YzKDWSf60tB8DicBOmkjE4LZKlJfWB80UiAiOD/snhfPxDJW6vj7x4La8vO0BBlp42ZxMLyhYgas/h0w1OYjVBjOmh41/rKumbFMaCXXWU1JmZ2juOeTtr2VjeckLOsaq2DgBmb62m6ciG0K3FKcy7dB4ysYzE0MRO/V6sP9jE6gNNpEeFMLlX3BkLowkEXeWsgsvOnTtZtGgREydO5N5772X69OncdtttXd03wQVkYs9YUqNU+Hz+XFp2l4d3Vx6k3rWF71teB/zVKK/Puo3dJTmoQqv5xvgGliYz42JvZ0vlUFRBUvqnhLPzcBsD0iLZWtkGQEJYMO+t8T86cri9fLrRn6hy4a46Hh6byWW94gmSitla2cqBBgtPLywBoHdcLSOTQlh0wIhI5M/+C7C0uIHL+8TTZHXQNymM/AQtm8pb2Fdv5pnxWWysaGN9WTN9k8LYb7Cwvnkei8u/xXU4k1qjjVqjjbiwYP55XW++Kapn0646wJ+Icmy2nuhQBSMzoyiqNaELUTCh+2FWFO2gMD2Hr3fD6O56EsKUyL0xJGg7d6K+urWD2/+znY4jmQwiQuQU9jj/mZcFfzxnFVwUCv9KFqVSicFgQKvV0tTU1KUdE1x4so+btD5osPD3VYeYMNgWOGZ1WWm1NTEwNZz9HVuwmPx7QDa1zqW7pxfh0jByYjVog+XYXW7G5UaTFB5Mg/nYPTqOW5lldbjZcbiNbno1LVYnd/x3O4U9jq3I2lFr5YrCZNShKnomhlHYQ4/P5+Nwq43th9uQS8R0jw7lcEsHt36yFY1STkGWjtQIJdGhQeyuNnHTv7cwtdCCy+sgUuPjgAGSI4LplxzGyG46mq1OFuyqQyoWkRCu5F/rKpBLxIzLjWHlQyPZWbmAe7e9jNfn5dKYYbx1+SM8tfAAy/YaWHugmQ9v6kuUuvOKhzncHuyuY1+jDudvJ/Oy4I/lrILLyJEjMZvN3HrrrUydOhXwV44UCI639kAT5U1WBqRGoA2WExYso6Y2icHJ46m27WFs/DTW7ozjX5WlTOnTl3hVKjXt5aSH9CXep0UkEgXmKfolhyEVi2jrcCGXiBmeEUlbh5P8BA1Wh4uypnb6JoUxb0ctIpGIbno1Xh+Y7W5y40I5YLBya68o/vJDLcYOF3N21hERVc3q2u8Y2S+B2LBsbI4gJveKo93pxurwMLKblv8cKYEcEiSlb1IYPkDnuZRE2yB6ZyjplxDN9sMWnvt6L/UmB/eOTCM7LhSr3c30j7cC4PR4OdDo/zqUGQ/g9fk3ZK5o3kG+1hkoKlZUa6LBZO/U4JIWFcJrU/N4f205wzIjGZ4Z1Wn3FgjOxRmDS1FRETExMdxzzz0AdHR0kJmZSWpqKjfddNMZb+xwOLj22mtxOp14PB7Gjh3LfffdR3V1NQ8++CBGo5Hs7Gxee+015HI5TqeTRx99lJKSErRaLW+99Rbx8f4Ss++//z5z585FLBbz9NNPM2zYMADWrl3Lyy+/jNfr5fLLL+f2228HOG0bgq6z8VALN320Ba8PRmRE0j8lgkk9Y0mJCkEWpKPGG47JGMH2Cv9qr6+2NXFv4WO4dZVs2htBWqIEmeTYqiib00PfJA1RocEkhSsZ2U2HKkjKZf/YgC5UTpRazpztNeTGhSKTiqgz2tAopWw81MLT47szPknJlu0HMHb42xuWpeC5jY9hdvlHSw/0fJq6mlz21BoZnxvDg4WZHDouuaXN5UEpl3DniDRe/mYfAMtLLDxUmMn6shYAZq4q4+IcPblxWg63tHPzkBT21JrY32AhP0ELQG99H4IrFtHh7uDa+EJ6JehIiqjjcEsHY3voSQw/ManlLyUSiZjWN4EpveNPWKYtEPzazhhcnnvuOT766CMAtm7dyhtvvMEzzzxDaWkpzz777GnLEgPI5XI++eQTVCoVLpeLa665huHDh/PRRx9x0003MX78eJ599lnmzp3LNddcw5w5cwgNDeX7779n8eLFvPHGG7z99tuUlZWxePFiFi9ejMFgYPr06SxduhSAF154gY8++gi9Xs+0adMoKCggPT2dN95445RtCLpOncmG1+cfcSSEB/P6Mv9y457xGr68fQA1pmh2NpQzYeAh6gx6DjWIKT4sxepIxu3yMC4nBpPNQWlWFG1mO3dLq8ioMhM5/UZCQo7NS9w0OJmH5uzmliHJhCpk1LTZ+GxTNTNGZ3BF3wT6JIVxUZaOIKmEQn0Uz0ZVs99gYXy+igVlU1F4Y1BK1TQ3h7JkTz0frq9Apw6iw+FGBIzpoaeiuZ0HR6XQP03HfsOJ2ZSTNGLEIgK758OC5RjMdv70v50U1ZqI1yr553W9yT1SmCwmfDiv579Bh70FnbY36TFhvDY1j2+L62ltd1HebD3r9C5Hbats5b+bDqMLDeLGQcmn3GApBBbB+XbG4OLxeNBqtQAsWbKEK6+8krFjxzJ27FgmTZp0xhuLRCJUKv9fZW63G7fbjUgkYtOmTfz1r38F4LLLLmPmzJlcc801rFy5MrC0eezYsbzwwgv4fD5WrFjB+PHjkcvlJCQkkJSURFFREQBJSUkkJPiXpo4fP54VK1aQlpZ22jYEXWdAcjiX9Yplf4OV1g4nMokIl8eHTh2E0ebm24O7+fehJ3F73fRLGMKkmNv5dEM9N4/Q0iheRK0dZnxq5ekEO4O+/gfumhpswJ74DD40a5jWJ56Lc2KY3CuOrJgQlpc0snp/U2BJc1mjlUVF9czfUcvi+4eiD1USHCTl5qH+TZnFtSaWbejBmOxo/rejFrAwtXccX+2oxebyEqNV8tnmKgD+VJDOP9ZUMXengUfGduPFSdksLzUwNlPDJZtvQt37Kg56Y+nfpydxYcFsrmgJpPevMdposvqX6zea7cxaW8Gnm8z4fDIUshK++VMYC3bW8vnWav8Xzge9rjn74OJweXhmQTGlDRYAwoLl3DUyvXO+iUdY7C7sLk+nPq4T/PGcMbh4vV7cbjdSqZSNGzfy4osvBl7zeH56otDj8TBlyhSqqqq45pprSEhIIDQ0FKnU32x0dDQGgwEAg8FATIx/CatUKkWtVtPW1obBYKBnz56Be+r1+sA10dHRJxwvKiqira3ttG0Iuk58eDC3DU3lLyvXERy9iktjvKSIL+OLzS2Me2cd0wqqcHv9cw1bm37gsj73Igl2YPVux2PuTWl9Byq5GJPLi7u21n9TiYQNte0sr3Gw5kAT389QkxwZQlK4ioW76xifF4PP50OnVvD5Fn9gaOlw0uH0BvpVb7Tx382HsTs9SMRiatuOLQ5osjh4YFQGcomIb4rquChLx4jMKGatK2d/gwXqoEdsKA+N6cb1g5KheB40FXFRUxEXAQxeDsSTHKGiZ7yG3TUmEsOD6ab3r0qrau3AYHEE9s7YXV4sdvcJ+cUUcjE7qlrpnRj+M7/ynTtC2Vtn4oEvd3G4pYNXp+YypVd8p95f8MdxxuAyfvx4rrvuOsLCwlAoFPTt2xeAw4cPExJyciLBH5NIJCxcuBCz2cw999xDeXl55/RacF5ZbC7m7qihps3GJTnR9E32vzEmR6qIjd/J4qo5iBAxUjmamiNv5h5bEpogLSaHkTEJl+HziVAp7Sxb343aNjcikb92y/t76un10HOkNFXSkZnNv3ZJAC9ikShQ8kEpl/LS5Bz+/UMFefEaimtNZMdpKG+ycs/IdJIjjj0m+mpHDX9fdYiR3aIIkUtIjlSx9ciGzxGZUaiCxDw5bw/pejVmmwuHy41OHeQPLvizCvh8PkQiEY6oXCQR3dgZfTnfuvuiLFZyqdxMN30o713Xh7JGK0kRwSRFqNha2cLm8lYkIijI0rGn1sQ1/RLIjtUQGRKEQiamzminutXGFf/cxMfT+zEkPRKvjzPuyA+SSXhxcg6fba5CHxrEpPzYTv3eLi9t5MCRR4Evf1PK6Cz9WSXbFAh+7IzB5a677mLQoEE0NTUxZMiQwC+31+vlmWeeOetGQkNDGTBgALt27cJsNgdGQw0NDej1/qWjer2e+vp6oqOjcbvdWCwWwsLC0Ov1NDQ0BO5lMBgC15zqeFhY2GnbEJwbu8vDxkPN+HwwJD2SoCOb8b4raeDPR/JrLS6q47v7h6FVBREcJEUu8/+M+PChCT6WXr6pVcMV8c+yt97C9p0q2iKsjMnuT22bf27G5wO1Qsy4PB2bQ1PYlNCTO4an8rCuhpI6M+NzYwIVHS02F/sbLHSLVlPQTc+UXvEcbu1Aq5CSGR0a+DkFsNj9o6XV+5uYmBeLVinhrSt60tbh4sut1fRJDmNsTgzzdtTg8vgYkRnF5PxYokMVeHw+1h5sYlR3PX2SwviuPhh3rw/4y6oGmto7gMM4vGKeHt+DWK2S2COlA1rbndzz2U4aLQ56JWi5om88z0zoQUqkv/8J4cFc2S+RIf+3Ep8PhqZHsqvayKr9TWyrbOWp8T3on3L6kUzf5PBAQO9sMZpjj8Jy4jTCBkzBz/aTS5Hz8/NPOpaSkvKTN25tbUUqlRIaGordbmfDhg3cdtttDBgwgKVLlzJ+/Hjmz59PQUEBAAUFBcyfP59evXqxdOlSBg4ciEgkoqCggIceeojp06djMBiorKwkLy8Pn89HZWUl1dXV6PV6Fi9ezF//+ldEItFp2xCcmy+3VgXSpByfL8x23D6KoRmRPDy3iCydmsv7xzM2YSqprgiCg7pzsE3LLUMj8Hp9hIW2U2UI4bvtTsBNmMKNyyMNzHvkxatols2nXdZAtOwG3HYNVa0d3DrM36apw8nXu2twun10ODw8+7V/o+Sa/U28fFkOD8/eTY3RxrMTejB9SDIikQiXx8uwjEjqjDbMdheqIAnvr63kwcIM3lp+EJ8PDjW1MzZbj/lIEFq218DBRgvNVieT8+PYW2cO7Buxu9y4pKFYnLWBf7/9FPtI3B4v5iM50HZWG5naOy4QWI6KDAli+uBkiuvMHG5tZ31ZM6EKKQNSI/jb8gP897aBgXMPGiwYO1zkxmlOyEbQFSbmxSKTiGmxOhjVXYdcKlScFfw8XVMSD2hsbOTxxx/H4/Hg8/m4+OKLueiii0hPT2fGjBm8/fbbdO/encsvvxzw75t55JFHKCwsRKPR8NZbbwGQkZHBJZdcwrhx45BIJDz77LNIJP5fsGeffZZbb70Vj8fD1KlTycjwVyJ85JFHTtmG4NxsOS5f2Kby1kBwKeyhp7TejNnmYmeVkSCpmDitkls/2c7rqsMMnPke3vgkDlxyGx/WSbhjRCr7a8UU9oihutkfnBLCgzlosJJjrePyi+S85fiYVQZ/KeFBkf3RbbfQXB3F6oFDGJmXwDdFdfz7h0qqWju4fVgqSpkEm8tDdZuNohoTjRYHdyR46di1E2OOnh31Fj5etY+bdU6GymS8fsiJVCImOSIYmUSMSu4vo+z0eIkLO1asLFarYEeVPzNAvcnG85dmExRSxSe7NvD1DjlFVV5uH57KytJGEsKDmdgzBmOHk1CFLLBCSxeq4J2r8vnbijLy4jUUZp+8Q14uFfPwmG6sPtDI3Z/5842Z7f4Va8dPpG881MzNH2/D5vJw18g0HhnTrUtXginkEib3iuuy+wv+OEQ+n8/306f9/k2ZMoV58+ad7278pizaXcf9X/jf+N6+Mp9L809803G43Ez+x0ZGZEbyzzXljE1Q8uBHj+G1+p/Z1067iVvdOVzdP4GRmRqaTRtZcSCe/QYnoQopBRnhXLNtHl6Libp0PUvi82iyyhnn7iDt1cfB48Hx8NO4R1/Cv9aVs7TEvzAjWC7hsl5xrNrXyDX94rDKFhHiUTLynSV0ZA1gxdCptNg9DAt1k3n/dYiCgtj5+F/5wReGSi4lKUKJyebG4/WRoVczqnsUq/c34fb4CFXI+NMXO/H5fLx5RU8kqjKe3TQDt89Nbtgg6g9eTqPJw1Pjslh9oImIkCCW7Gngyr7x3F+Yieq4EsZH52rOpLXdwUOzd7NqfxNpUSqu6Z/IRVk6Uo8UR3t35UH+eqRMckiQlLWPXkS4StizJfjtON17Z5eNXAQXvok9Y0mPCsGH76R6JD6nE9fmzTyVr+aAJIiLukURo5bhzcyCHdv850TpGRsejUYpxWgx8EOzlcz0KnqnZKMUh6BxdWBbuwZXbR1V0x/ik0oPYGOVTMonYyehXjIPWZOB3XUmFNJjj4My9WrKm61EqeUYRXv5svJTALSTx1KvmcD7P/h32RvSI3i6YDTelcs57FPwbXEDvRK0IILHLu6Gz+cfnVW32JjaOz4QCFKiVHh9PmJCFby4bh5un/+RWXHbJgbGXEl3fTibKloRicR8vsW/pHjWugpGZukYnBYJgM3p5odDLUhFIgalRxB0pP/lzVY2HWohPkzJ8EwdoQoZo7vrCVfJydCFcEW/BNSKYxPoObGhSMQiPF4fE/JiCFUIv7KCC4Pwkyo4o+6xoScdazDZMHwxB/lbrxIB9HnhL3zSpGbVfhsMvZbL+g2mXqJidWQWChEEy6U8/U0zLk8M+Qmh2F0m9htqeHpYHN52f8ZgB8ee7TvcHtwKJaKYWDZGdcPQZiNSHcRtw5IJCZIhFkF1m50MvYz/1D4VuM4iddF2XO6xipYOUKlALMYpDeLyPvEsLzXQ4XRTXGNi+b5GLHY3BxstjOmhJzdOg8PtZUBKOGGqIJosdrAno5ZpsLhMTE65ikx5Ei6PmBe/KeWWoSlIxSLcXh9yiRitUkZpnZlGs53iehOvL/WPOF6anMN1A5MwmGy89M1eVu5rQqOU8eKkbJIiVDx1pA4OQJpOfUJ+tIuy9My+YxCt7Q76p0QglQhzIIILgxBcBOdsSVE9+Qf8KVEQidgVLuPwDv+S44+rPCiGjyRGq2D9ugoydCF4vF5Gd9cjEsH6smYGpUawr8HC1lY3+Q8+RejnH9FTZmFqrzSK671M6hXF0gNKaqIHEhISwdSMSP67qYqUSBVvHanxMik/ln+uaeCai+7l27pZxCrTGBpzGS0ONSsrzLS2u7i8dxw1jotpG3EJw+NCeOK7WpqtTpqtTr7eXYdaIWP+Tv/kfHGtmfsK0tla2crWylaeHNeDKLWCPjE9CTK8hCbESU2Nmj4X6UiLCmF092jCVDKGpEdSVGOiV4KWdoeb6/+9BbVCRlL4seXQRTVGIImDjVZW7vMnfDXZXOyqNpIVExqobwMQEnTyhH2fpHPbwS8Q/BYIwUVwziQSMZVJOXSXfYMkJIQKcRH5Sb3YddhNhl5BfLiCF7/Zh8PtpabNRm6clu9K/MvG7xieyjdF9QTLJXSPVrPSE0LD1c8Qra9hfc2jRCRGUO7pS0TcVYyKULGrqoW/ryllYk7SCQsM9jdYmNorniWbZKgUT5EQE86WDjUHDFaSIlTcNDgKl9vJU0VuGswOcmLFxIcpqTf5yyCHqeTEHll2GyQVkxqlQiYRoVFI8fpga0ULBouD7YdbCQmKYOFmAw3mVq7p76R7jJiEI8FjZDcdI4+UQf5kQwXP601kHC5GFJ7OfSExNHR4uOjI68kRwfRN0mK0ucmJDaXd4cZsc/H+9X3YeKiF7NhQBqRE/GrfR4GgKwnBRXBGXq+PypZ2QoKk6EL9b8bjcqP50t4P6Yt/J0evIka+lz0x/2N8Yg699T2Zv7WeiBA5dUY7KrmEPbXGwC71fXUmXu4mxqFPZkOTi483HMtCfE3BPdS0OclX92JuaRv/WlfBFQND8ej/QZVrAkkR/QN5vS7tGUtUSBC58Vp0Kjm760ws22sgNTKEKHUQ768t57ZhyTSY/alYiuvM3D48lXBVEOEqGR1ON2+vKOOWIclIxGKWFNezq9rEwJRwXv1uH01mO4uLG/D5QCyC8bmxSCUieiZoTvl1AugvMiKa9So+p78g2H9ffBXHsFF0i1YDEB+u4sHCTFYfaGbWkSJmaw828+39wwIBSiD4vRCCi+CMPt1YyfOL9qIPDeLvV/cm6vA+5CW7uDEri5BJFyESiVBu1NJHrSU8OIia+mi2H67ipsFJNFudSMQiYkIVrNrfxMXRYq4JNWJT6/jnlnr6px+bW7C7vHS09WTJphp82T52VRsB+GKjmQkjcpld+Vce7fEx94xMIypEQVmTldeW+jdgPjUuC4fLwyW5EVQbjSwqamVq73g8XhHZsaGU1JnpEaOmvMnK6v1NPDwmk79857+2xmhn2V5/EKlps6FTB+H1gdtHICB6fTA4LZzCHD0hQTJarU48Pu9Jubcs5g7ULhfuoRfhVSjROu0kHwksR20qb0UplZAQrqS61YbF7sbtFRZsCn5/hOAiOC2Tzcn7a8v9K5syIqktLUP17AN0WC0YRSISPv6I5fJ4qlvtJIT1QOQTEavx8dQlWSwtMTCpVyxtHU6WFNXxZN8whn/6Or4D+xB3y2TglBlUtHQwpXcc++rNXNE3gVe/9c/jyKQSRCL/m3uMRo7FbUAbFM7aAyZ6xan5aGMFwcct+d1vsJIYIeWVxVVEqsXcMTqI6no3h2wu+iWH0zcpjHRdMN/vbWJcbgw94zXkxoayp86Mz+cjWCah/chmyEh1EABF1UZuGJTElopWuseE4nB7iFQp2HiohXv/tx27y8u71/SmIOvYiKNBl0TNX/7Fq7uttLt9PJmQRlZla2A3vcXmYl+Dhe9LDQxLjyQvVsNlveOJDAn6tb6lAsGvRlh6IjillaUGbv1kGyMyIumdGMb/tlRTWVkPVn/OLXw+ioor2VXVilQswmz38Nyivby9/ADVRhu3DUvlh7IWYjUK9hnaiWqrx3dkEYB3/wEKgo3IpGKWFjdgcbhZVmrgugH+WvIldUZuG5rCmB56bhgcS7o2jVsynqPcAC3tTqpabWTHahCJQCYRkRcXymeb6nF6vNQZ3ZTUt5Oo95AUGUy36BD6Joex47CZzRX+OZvl+xp5/tJs7rkojfQoFXeMSOWa/gk8OS6L0gYTl+REMz4vBnw+bC4P6w82khuvxeH28NWOGlraXbQ7PXy4/sRceQU99Gx0hdDU4abD6eHzXQ28u/IgjiM7/IuPPLrz+fyPwwq66xjd48ypiRwuoZKk4MIkjFwEJ2my2PnT5ztpd3pQyiSBifS5rQrG3Xgz3rlf0N5nMO8ZNaRFiYnVKPhkYxVeH7Q7PTSY7GyubCFJb8Pma2HG6Ax2HKygW1w8otoaRPGxuBJCUNX6RwztrTZEwJNju9E700RxQy0rdzuRiYLRtQbRYB5CSrco/nypipYmI/ePSKaizcGjY7th7HBhtLnI1CsxHJlfiQgR43JL0ATJ2FLeyvxddSSGB3PL0BRmrS3H7fVxoMFCc7uL0np/8bBJ+bG0WB1c3yuCWouXhUWN9EsO57JeceTEhtInKZwP15fjdB/LuNwjRnPC12zn4bbAIgGAaI2C1iPp98Gf8kUl9/+bg6RiukWfvMz7KJ/Pxxdbqvj76kMMS4/k4bHdiBBGOIILiBBcBCfweH0YO1zkxWvYWN7KwUYrIzN1fFfSQF2Hh8r+/Vlwax+KWl1UN7nJ7Aazt1WTHRdKWZOVrGg1+QlagpSN/LviMZyNTobI/s6Cw27slz7AQImJivgdfFH2OHenv0+/xjCarA6GZUQy8R8bmDpQxHrrmwzPHUtYxxW8f6Ts8e5qI89P7EFoWSkflgURJJMQHCRBIZUgFckYmS0jLVaFQirFYHYwc30dNw2W0dLuZFBaBBsPteDzEZjfKK238PDYbvx302HqTXYSwpQs2dPA+2vbuSFXweU9wnl4iX9kMqV3HKN7RPP93kZa2x2Mz41BFxrE7cP9OfYcbg8frq9kWUkDIpGIW4emIBGL8Pl83DkiNZDwM0Ov5pOb+1NUY6JHTCg5cadfHFDeZOXJBcX4fPD51mr6pYQzpfeJ6e+tDhdmmz+Ls7D/RfBbIwQXQYDb4+X9NeW88f1+8uO1PFSYSZBMTFaMmotEzYSXl5L46hcUPPwqNR4V/dJVqORS+qdEEKtV0E2v5vu9Dby+bD9X94ujl+gvKKKK0R55Q59TD225kRR3rMfhcVDZsZ16czqF3XV8vPEwPh98u13MoIEDkLpjabO5uLRnLEU1RlIiVRTVmJArY4gNs5GhU/PZZv/u+FiNgnsKkmgTf8vCFX0D/56aNhtrDzZzSU40QVIx/VPCWHcwlEaLgxGZUTwxfw/58RoeGJ3BuoPNlDe3A/DpHjtPRR4boWwub8Xh8jAxL4anFhRzsNHKO1f2Ckzom20uDjdbA9cfarLy3f3DyIo5eWRythmNFTIJ6iBpIKFmqOLEtPdVrR08MmcXWyrbeGBUBndflI5MCDCC3xAhuAgAWLWvka2Vrfxj9SEAPD7/CMbicFHWaEXS7ORyowHxsBEkaBRcnxrPX5ceoN5cx1X9Enh5yT7uKlQSn76OlIxgSivERCmjcBl6YxHj/2tfLUcu8xDqeBpvyEbCFBFc2kdJfYs7sDLr6gExNFouxyFSsavayKEmK3eNTKW6xRYYxVzdL4HWDmeg7w1mO6V1NgbET0PWp52525sIC5YhFomQSUT0SwojK1pNbZuNf1zXmy0VrTw8p4h0XQgJ4SqaLA56xmtYua8Rt9dHeriUrEgpwXIJHU4Ptw5LIUgm4cp+CWTFhCIVi8iLPzbqCFcF0SspjGWljXi8PtKiVL94kj4uLJhZN/Rhzf5m0qJUDM+MOuH1jYda2FzhT7D51vKDjM+LIV2nPtWtBILzQgguAposdu793w66x4QSp1VSa7SREBbMhz/438xz4kJpd6uZFzycO0eksqq0kWGZ7SRGBJMbr0EfGkSsNojdtv+wu9mfV2xc2i1onckYO5wYbS4SwpV8ua2atg4X4aogCrOn8M7yBjRKMzNGR+Pz+YgPU/D5lmpa2l1IxCau7Z9IrbEDY4ebytb2QH/NdjfDMyIxdjjZW2fh4pxoTDYHry1p4d6CDC7JkZAUEUxru4NHxnajuN6MCPjwhwoOGKwUZEURowmiX1IYmmAZn2+txmxzMSEvhiydklGJIjJSM/g2OZ12hzswNyKViE+5W14iFnHDoGTitEoazQ6GZkQGVp39EgNTIxmYGnnK12I0isCKusSIYDRKIZml4LdFCC4CRCIRUomIbYfbGN1dR2G2HtFxybJtTg+3DUtGIhLR1uGiZ2IYRruLepONzRWt1LR1MDQ9ggMuS+AahdxLVUMHIzIjeWXJPhwuL3aX/1FTXpyG+dsbATDZ3JQ1WvF4fYhFYjqcXlRyCRN6xrK9qo3xuTFY7S56xmtpMNkJlksRi2Du9lpe62viUKqYttY95OlEBMtzKGu08G2xPxvAk+Oy+OuyA4HUKhPyYthVbUQqhsm94vF6fZQ3tdNk8U+6L9hVxwOjM8hIzwQIFCc7qsPppq3dRaRaHkhEGfj3yiSMz+vcqpBnMjQ9kg9v7EtlcweD0iKI6oRgJhB0JiG4CIgMCeIf1/Zh9X4DUrEYk81NeLCUUd11tFgdDE6LZG+9hf9triItUsXkXrGUNlipavXnE9tbb2FsdjRpoXegDvqcIFEY0o4+fFvcQHRoEGa7my0Vrbxf4ENrb6BSpcNHOGsONCMWgSpIyn83VyEVi3iwMIN6k53PNvtXn5XUmbm6XwJyiYgr+iaw7mAzi4rqGdMjiojar8gomguAJX4EPzTHcP+odL7YWgP4K2k6jlvd5fH6GNVdxzsrDiKTiLmoWxSHmtoZnBbBhkMt9IhR02xxnPwFwj+6e2p+Mcv2Grh+YCKPXZJFSND5K/8rFosoyBIqrAp+u4TgIgD8ZYz31pnYWtmGQiYhMkRGlj4ETUo4u6uN7Ku3cGnPOKwOF16fiLw4DVsrWjFYHIztoWfFvkaKapz0TryZCf0SWVvWzNX9w1DIJFzRN54B0gMMX383eJwkR/ZiY8TLPFiYQW2bDZfby5geeqQSEUU1Ji7OiWb2tppAYEjTqXhp8T7y4jUkRQTTPUaNLqaUPR3hjBBLwefFkDyZhgo7EomI+0elY7W7yQqxM7V3HJvKWxmcFkGGTsU+gwWvDxxuL3FaBctLG/F6vTw8JpPvihvok3zqJJE7DrexbK+/nsx/NlUxKT+uy0oNCwS/B0JwEQBQ1dzO7G01HGy0IhLBw4WZfLOnnnaHh2C5hP6p4YHaJRsOtTAgJYLpQ5PZcdhItEZBvdnOmB56DjVZqWjpYNHuepQyCZfkRjNvRy23DjeAxz8JH9q8E62mGY83DLPdzdISA0abi5jQIK4blMTeOhPXDkikus1GWLAMuURMQriSohoTRTUm7h6ZChIzDxlWccOAK8kO68te6zCm9OqgutXGlopWNpa3ou3p5i7Wc1nvgayza9heZWR0dz2ldSaarW6GebdyZc5evOljkCZHM7q7PpAH7MeiNQrkEjFOjxetUuqfsHd2gPEwqHSgEhJOCgTHE4KLAIAV+xo52OivIOnzQaPFQWu7k6QIFVsqWhnV/ViaE6fbS58kLWa7m2V7DVzdLwGb08OyvQZGZenYWe1fxWRzebAeWUp7UNaNjNB4ROYaalIup8IVTi95EPnx8sAcyaD0yEANlBGZUZTUmRiQEsGeWhMZOjXdo0NRyCQEyyS4rQMYGiaizOXGY+7PO8v916nkEm4ZmkKMRokjRIym5kPSyz5iceJnLC11M7JbFPOuTsD1/QuE7voadN0h4Qb4iZVWPRPCeP+GPA4YrAxI1pOsBpY+Bdv/DTG94PJ/Q3hqp35PBIILWZctjK+vr+f6669n3LhxjB8/nk8++QQAo9HI9OnTGTNmDNOnT8dkMgH+HckvvfQShYWFTJw4kZKSksC95s+fz5gxYxgzZgzz588PHC8uLmbixIkUFhby0ksvcbRi8+naEJzailID+xpMjM/113pPjggmOTKYASnhxGkV3DwkGY/Hx5ReceTEhXLrsBRK681EBsu5dkAiHp8vEJhW7GskP/7YoyVtsBSlTMJqo44Nfd+hefir/DvkNqos8MWWwyhkEqb2jmNyfhzHF9zeW2/moVEpJIYrcHtBpw7CYLYjl4r5z6Yqqlt9LFgXy9frE6ltO5Yipd3pwebyBzqzS8R/NHfSVvA6VU4NtwxNpldiGG9uc7As6kaaJnzMrqHv88xmEf9eX0Hbccubf2yHYQcv7LqOWYevocm7FVoP+QMLQP1OqN7Sid8RgeDC12UjF4lEwuOPP052djZWq5WpU6cyZMgQ5s2bx6BBg7j99tuZNWsWs2bN4pFHHmHt2rVUVlaybNkydu/ezfPPP8+cOXMwGo3MnDmTr776CpFIxJQpUygoKECj0fD888/z4osv0rNnT2677TbWrl3LiBEjmDVr1inb+ENx2WHX/8BQDBljoNvFpz21stlKg9lBTKiSB0ZnEKaUsqvajMPtJTs2FGOHk9gwBSJALhUze1s1re0uzDYXIUFS+qaEBx4ZxWsV1JtsXJwTjVQsIitGSkhULc3txWxnEAZRLxrsUganqVHKxHy68TBVbR2IRSIeu7gby0oaaHd6mJAbg6qjliZjMBGhKqT4uH1YCpWt7cSEJhAcJGZASjit7U76JYfhdHnYXNlKQTcdFpsLq8NNc7uTJm8UYUPG8dkQ/7/1n2sO8cH6Cqb0iuOwKI6PfqjE6nATq1EQrpIxuVf8Kb9GSyuX02xv9t9j9z8ZXTATUUQmtBwAiQzCkimtNzN3ew3Bcv+emPiw4FPe6xcrX41v9V8QaRJh5GMQkfbz7rP3ayhfDXG9Ie8qkAgPMgSdp8tGLjqdjuzsbABCQkJITU3FYDCwYsUKJk+eDMDkyZNZvnw5QOC4SCQiPz8fs9lMY2Mj69evZ8iQIWi1WjQaDUOGDGHdunU0NjZitVrJz89HJBIxefJkVqxYccK9ftzGH8qhlbB4Bmz7EObcAM1lpz01OTKE/slhZMeqwefjvTUViMUgFolQyiRsLG/l2YV7WX+omVCllNZ2FwDryloYmxOFT1LHNQMSGdNDz+RecVS1duDzQViwHIt0G3Mq32ZV0yfsbP+EKlcoSeHBzN9ZQ3S4h1H5Pm4aHEvvRC11RjsDUiO4OCeazYea+M9BGXN3N7KlopWKFhsvLdmHy+2jpd1BiNJNi9XO9YOSkIhFDMuM5KHCTHShckrq/WWLo9UKRmZFY3ceG9mIgGHpkXy/18ABgwWrw//Yrs5kp8N56iSRq/Y10mYKCXyep8tDpI6Bq/4Ll86EGxZB4kDeXn6QD9dX8O7KMuZsq+mEb+LJPE4b3m8eRFS1EfZ8ifvIarlzVl8Ec2/y/3wsvAcOr+/UfgoEv8qfKjU1NZSWltKzZ09aWlrQ6fzP76OiomhpaQHAYDAQHR0duCY6OhqDwXDScb1ef8rjR88HTtvGH4rnuEc8Hhd4XSed4vX6qDfZabY6qGyxMXfHQdQKKYVZenzA+oPNeH0+Suv9+1f21JoZmakjJEiK1eEmP0FLRWMH6fJQbMEy6k02XB4vwXIJS0saEIlg+rhjX/va9kouTVOyu9rG3WM0fHb4Sarbyxmim8SAtKsxGN2s3Off/xIVIiMk2L93I0ajZGlJAwNSwpm7o5aaNhvBcgl/mZIDiHhqfjEWh5veiVo6nB5MNhe1xg4uzunBMwuKWbS7jpcvyyEpQsWl+bEESUVsrmjFbHeTFqXiUFM7Q9MjGZ4R9eMvEQDzdtSwpz6N0VkzCFP5uKvnpXi9PiwdDhRyLUEa/2gnMVzJ6O461h1sxuHummzGlS12YqUalEc+N3vk/Kw1a143eI/ro+f0jwQFgp+jy4NLe3s79913H08++SQhISEnvCYSiRCJRF3a/q/Rxm9SWgHugj+zwhxHtSSRoZ44soB6k415O2pRSMW0O9yUNlhIjgxm7cEmfD4w29yIxCLa7S4sDjd2l5fIEDnNVid6dRDdw2W8dGl3lpQ00mhx8M6qcv5PU8/wOA0VQRnIpWK2HElL4vNBlCefTE02LY4GBmpupqzRgd3toUN0iBBpJCNDrwG7j/AIOzsPu7m8Tzx1xg4mZYXQaBfjdHvJ0KlYWgLaYFkgbb7N5aGssZ19DRZuHprCRz9UsKPKyEcFUdhKDhHeI5NbFuyh3ellfVkzaw80cf0gFTEaJTcNSSU4SMr/Nlczpoeefslh9EmKQBN86n0rWTGhLCluoHKdnofGZBKpjGTX1vX0XHEdYocRd0xvvujxHgt21mK0ubhzeBqX5nfNhkqpXM4nYfdySdh62iUaPAkTfl5wiekJE/8Guz+HjLGQNLSzuyr4g+vS4OJyubjvvvuYOHEiY8aMASAiIoLGxkZ0Oh2NjY2Eh/t/NfR6PQ0NDYFrGxoa0Ov16PV6tmw5NllqMBjo37//ac8/Uxt/KIpQloZN4Z4le4Bm0vZuZ86dg/liazUbypppMNsRIaJnvIa0iGB6JmhZVuIf+eGDbtGhfFdiYM2BJu4YnoLOa+eQTcQP1VZaO5ysOdAU2IeilIlZYgtl3t5aokJkXNU/nk83VhGuEJNcbiZTdhcGr4hYWQyhChmmDjcqkY5I5xUs2uF/LBU+WEavVAd2p5XkCB3PLivD5fExOT+OuFAlj1+ShcFkY2RmJKsPNDO1Vzwfb6jEbPePdq4flESS20zca0/hqalBHBLCkhtuorrVxt+Ds0/awX5F30Su6Jt4Vl/K1EgVk/JjSY1UEatVMHd7DVFVxYgdRgCk9Tso1pppsvr/+l+0p477RmX88u/hKSRFqMjrP4LZZdlk6tSMT4/5eTcSS6DPjf7/BKdnrIbdX4DPC3lXQHhK597f2QFly/0jyfRRoDh9puwLTZfNufh8Pp566ilSU1OZPn164HhBQQELFiwAYMGCBYwaNeqE4z6fj127dqFWq9HpdAwdOpT169djMpkwmUysX7+eoUOHotPpCAkJYdeuXfh8vlPe68dt/FHYy8poXbgQVXUZRwdth5o6aOuwYba5CAuW02j2J2tcVFTPhoo2Gs0OxmZHc+vQFGxOFy63h1uHpnD9wCTkUgktoiBMTh9tHS52Vhm5fXgq1/WM4vlEO+nlu5jf7E+H0mR1ESSR8HxBIrMcW0h+7Ulu/M+r3JkYTFuHC68PlpY0MOt7MJmPLf9tMDl4b4WJ7/c46XD6R0wer49Fu+tYeaCRv68sI1KtIEgq4cZBSaRGqQIZg91eHyq5FL3NiKfGP9fhtVqRHNhHxBcf8oKmgVHx0LJ7KTt37+Rgo4WzVdZo4b4vdjJvRy1vLDvAitImHplbREd4Dxxqf3BqTyxAKpWhlEmYkBfDyEwdTdZT7/TvDIPTInlkbBaTesUJqfa72pZ/waqXYPUrsOm9zr//zk9h9vUwdzps+mfn3/886rKRy/bt21m4cCGZmZlMmjQJgAcffJDbb7+dBx54gLlz5xIbG8vbb78NwIgRI1izZg2FhYUolUpeeeUVALRaLXfffTfTpk0D4J577kGr1QLw3HPP8cQTT2C32xk+fDjDhw8HOG0bfwTOmhqqb7sdd3090epQnvjTi/zfPjfTBkrRhcq4rFccn2+u4MHRGbTZXFzZL562dlegZn2UOojpg5Px+rx8tbEKXagCh9vDAYMVmUTE3SPTUcolvLuyjBiVhNHRbmpSshkeH8aikkZEItAEy3h+WQVv9RqKNEhDU3gMb69pYVofJUuKG+idFIbZ5iY9KoQ9NRYkYhGZ+lCWljRyqMm/cuzo6rMBqeHsqTVjcbhJCXaQHdfIV416dGo50/rEMW9HLcMzojhosLDZIOK5wcOQbFiHPD0dj9m/BF0ZKkH01c1EVG9AHRLH+4lvEFw4krizWM3l9vjwHFfj3ntkvfSq2iA0wz8mTtyCRJ9FWEkH941K5/Wl+/H6/Gn3/3ldb1TnMUWMoBPYWo993N7U+fdvOLblgsMbOv/+51GXBZe+ffuyf//+U752dM/L8UQiEc8999wpz582bVoguBwvNzeXb7755qTjYWFhp2zjj8BVV4e7vh4An8VMtLWVp6YFkxcTzf56B00WB4kRal79zv+9mZQfS6YuhLUHm7C7vEzOj6Wt3YHD4yMhPJiR3aJ4Y5l/g6LL48PtdiER+4dD9e0eXrFG4xbpuDEpHIvLhzJIgvfIm/FSl5bv7BlQB+Cm1mhnw6EWLsmORqOU8Z9NhxmSHonH66OmtQOJWERokJTDrR0UdNehVcqQSUTsqTVxw8BEmtuMRBsPMT4jjT0tXiRiEXeOSGViXiwfrK/AGRWOaNJzJLtNWAzNtPzrAzrGTeZwkJz4/f5fXLm1lgRnOXXGgWcVXLpFq3n98p7M3lJFXrSKNeVGguUSRprLGZA1EanaP/p6KB4++qGCo3FofVkzRptbCC4Xur7ToaXMv/hh4F2df/+s8bDnS//9f2ePKIWF7b8z8vR0pEOG4/5hLe4euexXxxDUFsvuDgkvfrMRgGl94gLn760z0z1azbX9E4nTKvnvlsN004cGds0bzHYm5EbzzZ4G0qOCUSuDqGx1cEXfeNQOAxNTnWyw6PimqJ6tlf6J/Cv7xnPdgEQUMjGX5ceyo9pIYXc9lfVNRIfKkUhEhAfLGZ4RxeoDTXTThzA4LYIJeTGogiSkRYVQZrCiDZZT2mAkK1qND3h2tZGRmQNo2tBIRXM7k/NjkUvEzN9Vy7CMSNrtbnYb3aTmZ9ISFs9NOTdgsbsZXO9hVHQfZA3bcQfrcUd0I013bHFJi9XBin2NKKUSRnXXERx07NfC7fWhVki5ekAig0VtjCvdCdZGUnr3DwSWo/olh6MPDcJgdnD7sFSihLLEF764PnDTEsDnn6fqbN0uhrs3gdcLkemdf//zSAguvzNOdRDqF5/GvOcQTokchVeLWASr9x8b0seHBSMVi3AfyRK8en8jfZLDabI6CVXIA/M0ieHB5MaF0icpjF5JYQTLxDy1oCTw1/nn/cpI2LOSgRk3UqQ6NjkuFonQaxSog8S0djjRKmVcKV1DhvkdTAl9+UhxK29vauehwgwSI4KJDg1iRWkT26v8wemqfgk43F6Ka41ckhtNs9UZWCUWJBNTUueve79gVx39ksNYc6CZ6FAFo7vrCJZL+N/mKm4emsKjF2cxZ1sNPdMj8PT8GLehBGNQPIUxWSesDPv7qjL+/UMlAC9cms0Ng5MDry0tbuDez3cCUJCl4x93TkficiDTHUuHc1ROnIb5dw+htd1Jui4EuVSYD/ldEHfx9/F3mjZICC6/I/ta9/H0+qcptKUy8u+bkTc2MvKm25mTWcCobjocbi9qhRS9zMv/DY6gyCZl4a5a7itIZ82BZr4rMZAaqSJOq+SGQYmIRSI+3nCYxXsamNYnnpyYUI6bfsCoiOdG853Ur5dy3YAQMvUh7DdYEYtFfPxDJVf3jycqdg23ymLJ2Pwk+LxoLIvo3z2fnNgBiEQiQoIkpEQE4zku94vF4SIxLJgdh9uY2jseg9mB0+2l0ewgTqsMnJccoaLB5J84bzDbabQ4EIlEfLLxMD0TtEztHc/U3vFYHS42VLQSrOhP/+RwxOITl6ZvqTj2XL2i5VhRMpPNhcXuIjVSRXlzO1sqWumQKwkPO7Kix+sFlw2CjtV9idUq8fp8tDvcKGRd8JeuQNCZ7GboaAF1DMgUnXprIbhcgDxeH2abi1ClDIlYRLvDRXWbjR2N1Uh8Gvo2xODI64P00H5kn32E+e5cvqw2MbJbFM7GZnr/5wO869eSNXYCmhFXYba7+e7IMuTy5naGpEdidbgwd/hXYw1MDUcpE6OQi7h/VAZrDzQxKDUct2MX9bZQBqVF8M7KQ2RFq8mN07CzyojF7kYmkdDm9KLyGPEpIhDZ/KMnsSqCEZlRZId56dMwlyVVAxiankiwXEyQVEK0WgmIeGhMN77aXsvG8hby4jVEhMj5rriBW4cm4zmSAWDJnjrAP6oobTCTH6/F4fay43Ar26vaGJQSwbK9Bmau8mco+NtV+VyaH3fC1/OOEWnM+HIXwXIJhd39y9nLm6zc/8Uu9tSamNYnnpGZUSRHqgg7OuKxNMCyZ6ByLQx/FPreDCIRC3bUsHxfI2IRXN0/kUFpp64kKRCcd6ZaWHA3VKyGfrfB6OchKOSnrjprQnC5AFS3dvC/LVXYnG6m9o5n4a46vtxazWW947i8bzyPzi2iqqWDq/rFk+S6i+/j4KOmJgaMuZi77PvYa/JywOhPiTLAY8C7fi0A4qXfIE3qxxZzCglhSqrbbARJxdhcbubvrOOpcVl0ON1EhPjnEewuD63tTupMNr7aUcuDo/rRz2LimyL/AoJ9DRZGZEbhcHl4Ylw3rHYP7Y0XcXu9mTeH/I2olo3sc0bydFE0ho4KxoyXEbrtb9T0XMLMVYfolxRGTmwItSY7Q9MiOGgw821JPT3jw6hs6WBTuX+E8cH6SibmxWCxu7isVxwhQVKq2jpIDA9mW2ULNw5KYnuVkVCFjE1lTRxutQe+lntqTVyaH4fL42VZiYFaYwfDM6JY+dBI5FIx0Rr/X28by1vYU+tfbTZ3ew2X5Oi5flDSsQ25letgz2z/x0segpThtKtTWFvWHPh6iEQiIbgIfruqN/sDC8DWf0H+1f45pk4iBJcLwNzt1by3+hAA4So5H6z317b/dONhokMVZOrV5MWFUtHcTlhwEP/cWQvAWoOXjH7DOLC1jgiVnN01JrK1kYiCgvA5HPjUoRhkKlbsa+Tei9KoN9noEathabGBK/okEBYs5+KcGP61vpzqVn9tlSv7JbBin38EUm1yMzQ9nIONFg41tZMdLyUjwUxGTAzbyq1olDJEIh95CVpmVobQJ2k6Ly0uBbykRyloVYTxt26fUGeT0jsxDF2oglnr/P+2dQeb6BmvZXBaFHO21fDkJVkEScU43F40ShkWhxuHW0yd0f84LEarYM2BJibmxfDuqrJAhuVLe8YwpXcEbyw7gEwiYmBqBD6fj9X7G7nnfzsA+DKqmrl3DiZMdawOfbxWGahRnxCupMXqRCwW4XB7+HJrNRsOJDC25/tMLn2Efek3U1ouIjPOGlgpB1B53CO2c1HT2sHWylbiwpT0TxHqxAi6iCben3TV44KQaAg+dfqjn0sILhcAp8f/hpUbp0EuFQfeZGUSEUW1Jr4rbmB0dx39U8IJUwWx9mBzYBNfnE7D1F4ighUSms0OysPiiXrlLRz79lOhS2H2Pg8PFaazr8HCwUYrUWoFu6qNmO0ukiKUyCRiqo+UM27rcAXePPslh+Hx+thnsJIQHsyI7kEc8M3izzu20SdyCGMS7+Pt72sZmh4ZSOKYFhXC7cNSiNbKqPTO5ovSgSwt8gF1jMuNxsexN2aX20f3aDUOt5eHCjMx2V1c2S+BDoebDpeH9WXNDE2LRKXwYG4xI7eIaTTbOdhoPSF1f4ZezU2DkxmcGkFLu5N6o53rPthMfJiS7jFqSustVDS30+H0EHZs6oRhGVH86/o+/sqcUjF5CVqSIlSsO9jEswv9exOWitRETv6KB7830bRjP2HB5fzf1Fw2lbdgdXi4d+S5r/6x2Fw8MHsX2yrbkIhFfHpzf4akC6MfQRdI6A/XzYemfZAwAMLOLmPF2RKCywVgau84mix2dGoFIp+PW4emcLi1nUydmr8fGdHsqTXRYnWgC1UwJC2cDL2a1g4XcrGPPsla9jVY8QKt7U4eLoWLc0byXUkDwzJUWB1uFu/xLz0+3NLBdQMT2FVt4rWlByjsrqNvUhjbDreRFqVCKhVzw6BEtla2sXp/E6ogKdsOt6HUtLLbsg2A7c0/kKueQKNZhNXuRi4R0ycpjK92VFNvciAVi7i/cAKH7G2Bf6NEJCJTF4I6SEZ5k5XRPfSU1BnpGR/G9YOSefyr3czbWUfPeA2D08LJHKlGJmvho/InidUm0zvsAQY4wokKkfPS5GwWFzUwslsU1w9MJDhIRnlzOw/PLUIsgscvyaLF4mR8TgzlTe08Oa47sVr/4zC7y8P3extotjopyNIxukc0Z2JRJtBk9Y/k2jr+v707D4+quh8//p49k0wyyWSZ7CthCQmEPSEskpAggbAv1aotaqktZRHa5/u1rUsrrbVW3FC/Wpf6q9bWDbRQEQggsgRkDTuEkH1PZjKZJLPf3x+DAxTcMAjG83oen4e5c+/cc2bG+eTec87n40StVLBh2TjcHonQq5iK3NbpYN/5Kd1uj+QbAxOEayJprPe/a0AEl++APhGB/O/k/uyvNHGkph2H20OUXotcIfMtaMxODmN3eQs6PxVymYxntpZhc3qIN2hZODaJf+6txuH2kBIewE39jZxosFDV1oXD7SEjJsh3rgCNkuRQHa/srARg04km/ndyf7JTQjnbbKWypQtjoJoT9R3cMiKWiCA/9leZkJwGAlVBdDgtBKtDSQqO5abkdn4btp2V8pPsTLiHe9d7r6ZcHokj1U4KBsTQZqlHpZBzU78wqk3dKBSQFhVIo8VGSbmJs81dROv9GJ0SxrrSBo7WWRjUp5V691aKK7wlFs51nCJWeZixfQr5wcg4tGolt2UlUm/u5nRTJylhAXxa6f3BnjMsjtVby/BXKZnQP5z/LB1DcpjON5ay/kg9K946DHinb794xzA0yguzvkYmGXh4+kB2nW2lYKCRkUkhjO8XzsenmslOCWVAVBDB/hdur31dkcF+3DUmiZd3nCMuRMvwhJAvP0gQbkAiuHwHnKhr52+7Kthd3kZVWxdatZyV09L5+Ewzk9MjiQ7WUmfu5u4xSTz20Wkm9A/H5vQmlaxq68Zqd+Nwex+fbe5kzjA1DpeWhNAAIoM0vH+ojh+OiqPb6WFofDA6jZLYEC01pm4CNUqaLN3srzBxuNa7vmRBTiKLc/uwrrSePuEB3HdzP6x2N6MNj9Jgq8Dol8Kf17WSEKLC3lpJZMseSvghRYOi+HdpPf0jA9Eo5aw90ITD7cHl8WB3Sjy52TujKzvZQG7/CFKNOipbuyhr7qTL4eInY5Ooa++mu7sZt1JGQmA8lR1VyJDhRxghAQr2N5fQbm8nTjOcpW8e51xLF9Mzo5k00MiOM80cr2/H0u3C0u2ixeqg2+6mrNlKYmgAKoWcenO3730/XGPG5nBfElw0SgUDooJotNho73bhp1bw1PxMas3dROu1l4zbXA2NUsGvCvoxZ2gsIQEqIvXaLz9IEG5AIrjc4P6xp4rGdm9qlNSIAO4Zl8TJRivPfXyW0SlhaFsbCS2vYkh6KmWSjp+MS8LS7eL2rHje2lfDsPhgdH5K4gxaqtu6GZsahlohAyQm9Avnr+cH0C027zGHqtsprTGxICcRc6eD001Wtp1quWRBoM3p5tXziw51dDMmoZyDbQ4eLwmnMH0Q75zwpuNvsNj4KGMstwdV81G5nbAAiWUTU5Ej4ZHg3+dnVSnlMlo7LyR6PF7fQXZKKDvLvLVgVm8tY3l+Ko98eCGd0CNFedypieCTyBC0ihSC6IMq4Cw/27wEgHnRf+Fci3cq9fuH6lg4NokXbhvG33ZVcPR8kEwK8+dnbxyg2tTNvRP78pNxSQxPDOHmgUYO15i5d2I/9P91FdLW6WDRPw7QaPG2N0ijZNaw2G90tfLf/NQKBkQHffmOgnADE8HlBuZ0ezjT1MGm441MHxzFgSoT28ta2XC0AY1STqjTypT1z+E6fhxZgI6KB5/nxT1NON0SSrmMn4xLYuMxb8XFyQOjsLncJIX60+lwkxalx9zlJFirwtztJK9/BE8Ve68cpg6Kos7svWrZfrqFBaldpEcG8E5gCFo/DQMiA1Er5KgUMp6O34aiooVYVQp/ydLz52MmovR+NHV4f3z9g8Pxa1WwOCuUlVsbeGNPFYsnpNDe7WRKRhT17d1MGhiJDA9hAWpaOh1MHBCB83w6f4AwnRqFXI5cBh4JNEo5wyu3EO8s56OAZRy3SGw4fZzsPjoGhI3gRPundHEOP1UCNqeHjOggjHo/wnR+rCjox4DoIBQyGUq5jGqT90rlqeLTBPkpeH1PFUPjg0kK0xGguXwRpNPlwdx1ofBal8N1Lb8CgvCdJYLLDazR0s3BKjM1pm5cHjjZYCUpTIdcBjOGxOCqO4fr+HEApE4rOrcN5/mZZS6PRHlzF3qtimi9lvKWTsbG+2EIgH+WduCnlGOxuflhVjw2pxvTRT+YZU1WYoK1OD0SS3MiWHD6HjTlpyj0N7Ah5bec6hzLryb1xeVyImtTcHv9HCrb3aRF+PGDkXFoVHIyYvXIZTIOWxxs6LoXT1k3+QOMWGxONEo5r+2upL3bSbBWTUWLFbVKwY9HJ2J3u7F2u1DIZdybl0qVqYu0SB3Jeol7J/alob2TmzRlpO5/BTwukrKX8n/7vCn0d5dZmRGZzQk+JT0mkFt/mk1laxeDgu2EmUpBM4ioYC13jfGm29hyotE33XhEYghvflrN0IQQ3+y2vefa6B8VREr4hYVlRr0fT8zP5MnNp8mMC/nSAX9B+L4SweUG5PFIyGSw/XQLYTrv7ZawQLUvR9iyiakcqDRzxubHxKwxaEp2II+NJUwfwKyhOrafbiYrOZSYYD+6HS4OVJlxut0U7lnImdGPkdsvif9XUsWxWgtanZ14ow2lYoAv31hhagjZu99DowvgUOoANGbvFQ1dbYQ4m9AoPByqttBksRPdZwKV51OwHG+yYbG5aDc7sXQ7GRyrx+qvIjlcR42pm7f316CUy5g/LJb+kUHsKPNOmTboNDy79SwDo4NwuT1kxAYTotOgkEFQVwW3nnkZrfk0ipRfMiImjZHF9+JWB7EveREheh1Bmi4sdjdalQKjchj3ZbzE/P7DUcgVZLiOwRtzwdEJY1ZA7m+9qdPV/oQHqZk3LA5Tl4PC9Eh2lbciv6hqqUIuQ3GFKqaFGVHcPDDysjQygiBcIILLDWZPeSuPfHgSnUZBeKAfkUEaJqdHYnO4WFHQl+YOO9mYkCk7ebzVxR8GzmbR1Lk0aUOwKIMYGAX15m52lrWQnxbJgSoTN6dHUWtysjVxKcdaDJxoauRglZnpWTY+7liJy+JigD6TW0ctp09YMFlvrMK9ZTMAfe/8ObVZDxGzdyXd4ZmcC8kmxNPG3f1lPF2qwm7wJz6kjSqTjeSwgPNjQzre3FvNv0vrmTMslj1nW1g0oY93uq8MntpSxpLcPvQ16gjyU3KkzrsS/kyjlVXzBiFDxohkA3/dXs4s7WG0J7wZBcadXMmruvc4krQKhT6a3283IztYz0OFfbG5PKhU3gB8c79oFJ9lsK3a7Q0sSg3FtlT6bHqehL0PIUVm0J7+MP/aZwagpLyVWUNjKD7ZxIzMGKx2Jz8YEU9iWMBlnxEgAosgfAkRXG4gJWdbePSjU77CXTenRxIT7Ed5SxdlTZ0MjNbznyMNTEiTU+ZQMiUjilh/sPs7+Z9tTSzN1XOk1sSEfhHMHhpDl8NNqC6RU/UWspPDqJIHUN7kpLXTwfi+4Tjl+3B5vGMGJ9oPMS1NwUcH6smqrcE5cBDnBo8hJCGVwl3wp4nraTKZscmCeXxrPRqljMV5qZyut/Lj0UlUtHWhUyvZUdaCXqumy+EG4NNzbYxKDuOPH56kvdt7roXjknypVTrsLk41WAG4LSue3eWt/O/NAwjUqpg7PA7P/gtrPLoCE0mKCmWvyx/v5DczkgTrjjXz9j2jr/ymGtNBrqAs+XY2t4aRV7UE3A5ktfvpn1gC9AdgeKKBSL130kN1Wy0zMqOZmGbs2Q9YEL5HRHC5QeyraOOlHecYFKPH6fZwtNaCUi7jdKN3/CM5zB+ZDAoHRXJM4eH9smrAO9awKCcWSYI39lTys5tSeO9ALTenqNHoQrA53eyrMrHlVDN35iRi7uzG0u1iSFwwccahnLFF09BdR3b4VHDr+ORcNftnL6SkU837lTY0RyTuHWqg5lAlM5IbuOeUt0Kkww0Hq8zEBGt5ZksZ74xv4mcH4zjdaGXmkAuJIVMidNhdbl9gCdQoUcrkpET4cbShk/cP1JIRq+dH2Qn8bXcFtSYbk9OjGJMaTl9jIOT9iEatEru5ntKgcRws7+TlnRWE6dQUpkfyn6MNTMuM/vw3tt/N8OP/4GlXcnZrG9aQNHQthwAwRCby4u3DaLHaGd83HK1agZ9SjqnLO8FBEISrJ4LLDaKxw87Jhg42n2hiaHwwKwr6opSBXCbn08pWtOpAXt5ZQXVbN5PTI30pYEIDVFRYXMQZtIztE8bGo/VMywin2w1yuZIT9a1Yzv+w15i62VPRhs3pwen2cHdYImHW5fTR2ZGbjdgDYWRiCMWSiuKqJgbF6hlh1JJevpfQl5/BPGQo6bOy2F/rTQQZoFGy82wLf5gQRMq+ZQwOeZLTjd4qjPeMT0aSJMJ0GpwuN5Hjkvn4dBND40L4575qRiXoyUvUMLCwP5ZuF//cW0WtyUaIv4rm8zPNJLcbmUbHklMZ7KmIJbd/IJ+c8S7ubLE6SDXqeHfsaAbH6i97PyVJYv2Reg5WmRmWkEBhRhS3uWv5d+1vGZd0gJCoRPwHTKVAeekqekOAhpXrT/C3Xed44fbhZCWL3F6CcDWuWRWc++67j+zsbKZOnerbZjabWbBgAQUFBSxYsID2du+tEUmSWLlyJfn5+RQVFXHs2IW60mvWrKGgoICCggLWrFnj23706FGKiorIz89n5cqVSOcTSn3eOW50DqebmvPTYk81dCBH4sNjjVgdTk41WNFplL4cX3vOtbJwbBIFaUZGJIWSHunPrZmh/GNvNSUVZh7ZeBa3JONscydxIf6EBqgJD9QwLCHYt7jSEKDGX63E6G9Er0gkQO3Hw+tP0Olwk5Ni4NYR3nouL+9v4OcdiTTMXYDrwH5yNV0szevDvOGx7Kto40R9B7sa5FQOvIcfDtTwi5wobk6LIMhPSWlNO2carewuN9FmtTF3WCxvflpNW6eDD483o5AcrN5ylr9sPMX0zBj+5+Z+5PQJI6KjierFiymfOYvWrduYOyKOYH8VWpWcIXHBAMhk3uJcwxJCUCou/xofqDKx+M2DvLzjHL/4xwEOV5uZlB5JnSqe8TszmLQpnBPN9kuO8XgkVm89g8sj0d7tYvOJxmv4iQtC73bNgsusWbN46aWXLtn24osvkp2dzcaNG8nOzubFF18EYPv27VRUVLBx40YefvhhHnroIcAbKFavXs1bb73F22+/zerVq33B4qGHHuLhhx9m48aNVFRUsH379i88x40uLTqIEH8V/moFs4bG8MTmMizdTmxODwtyElm95SxTMrzTXkckhLD+SAMbjzey4WgDtWYbev8Lf4ErZDJONVhRK2W8c6CGPhE6FuQkcrbZyvzhcczMjGHigAhKa9rJiFUxJFbP/kozAMfqLByr76B/VKBv7Mdi93BWF4E8Jganv3fQXu6yc3/CMd4d9Ck5YZ1s1E7h7xV6Vu+s5+97qvnwaCN17Tbe2l+Dv0bBOwfq6KOHALV3oF0mA/+AQGrM3UzPjOH/tpfzxKYzpEUHkXJsD9ZNm3GcPk3r7x/mX5+c4c6cRLKSQvFIUJBmZGpGFPGGz1+9bnO6fQksPRLYnW4azDae2VKGyyNRbepmX0XbJcfI5TJGJRl8jxNCrzyYLwjCl7tmwWXEiBHo9ZferiguLmbGjBkAzJgxg82bN1+yXSaTkZmZicVioampiR07dpCTk0NwcDB6vZ6cnBw++eQTmpqasFqtZGZmIpPJmDFjBsXFxV94jhtZt8NFnMGffy7M4tlbh/D2/hpcHomK1i5UCjknGjqoaOtiz7k2bs+OZ/bwCMalhiGTeX+sB8Ya+Ovuen44Kp78AUZmDY3l49PeVfJ3jUkit184eq2SfsYg/FVyBkQFUt7Syc6yVvRaHXsqTGQnG5DJwE8lJz7EH4VcxpgU7y0hvVZJ8uC+HFvyIHdvauDZrWdZHH2SvOO/YdjpJ5hw8iE6rRZCL0p90mK1o9eqiAn2Y/LASFbNG8yxFjc/y47g7uEGHrk5huNVTTw5JZK2TgddDm+Kmp1lLagvqk3vDjFgcUg8u/UsyRE69leZ2Hi8kU8r2tBrP39V/PAEA7+a1I9+kYH8urA/g+ODMQSoGZnozdWlkMtICr88eCydmMqjszNYfcsQ5gyNuex5QRC+mm91zKW1tZWI87XHw8PDaW31pvdobGwkMvLCYrTIyEgaGxsv2240Gq+4/bP9v+gcN6ptp5p4+N/HcUsSj84ehDHIj/6RgRyq9l6hKeQygjTej6nF6qC5w05Hl4TBX8X9UwbQ0G7ndFMH51q7qGyrYv6IOLafbiEtKogxKWHsq2zjlR3nuGVkHGEBGpBBeYuVNQdrGZlooK3Twb9L63hwahpzhsaiVckprbFQa+7klpHxDI7Vk6s9xbA9P6Ux8ibGx8zl41oPzvZ6Xx/8TKdIzABZoJ7MuGCaO+zMHR6Lw+lh8qAoMmK8f2SsO1zL8rfOsnKclv/Z0IYkgUbZyaLxSRSfbAIgMy6EoJFT8Ni7sNTW8pZhKKdqbYyK88dqc/DSHcM522wlKzn0C/NuaVQKFk3ow89vSvElpdQoFTwxP5O9FW3EBF9aK8XU6WD7mWb81UpmDIm5JJ+YIAhf33Ub0JfJZBeq+n2Hz/FNbD/dxGu7Kjjb4i0q9dIn5dSauxkQGcig2GCQIFbvh06y4spKABkEaxXEuOuxKvxxV+7H4w4kJTWdWUNjeP9QHQ0WG8MTQjhYbeZvuyvoE65jaV4qla1d/N/+cuwuDxqlnPnD4zjV2EGK1savJ/fj8U2n+PlNKfy9pJqqti5mDonhgQ+OsyzdxrCyOwEwnlvDnNRh7G7owyG/kURGjsCv9Rifpt3HbzY18vD0cPIHhGPqdmLucrAkLxVDwIXbdVMGRePygLu13HfLyu7yMCren0dnZ3CszkJyeAAyfTBhd95N8O7nGVFbTVyYHk+wjpJzJh4sGkjegK8+Rfi/P/+YEH9mhvhftt9TxWf4264KAB6dncH8ET1b20IQvm++1eASGhpKU1MTERERNDU1YTB4728bjUYaGhp8+zU0NGA0GjEajezdu9e3vbGxkZEjR37u/l90jhtBp8PF/goTgX5KovR+vLO/hiA/le95P7WC8EANTo+3ymRBmpF9lW20WB3cOiKGp7Z6f5Tdo43cYn6WmHNv4QmIpHnw8wTo3Vj6hRMbouVvuyp9r5kUFkCL1U6oTo39fL4uu8tDSICas82dnLAYGN/PQP/IIIpPNqM6vzjQc/7Xv82lwaPWI3d4r6RiY+K4L6E/myrbOBrzBIRbef2AGY9H4lhdOzvLWjnZ2MG8YbFolAqsdifnWjqJCPTDGOTHjCExWMxaFrSdYMNZG7MHBvFuaRvrjzTQ6XDD7koidBrG9g1HMeonhBz8lPWH23n/SCfP3dr3mnwuHo/EjrJm3+OzzVdXQVIQhAuu2ZjLleTm5rJ27VoA1q5dS15e3iXbJUni0KFDBAYGEhERwZgxY9ixYwft7e20t7ezY8cOxowZQ0REBDqdjkOHDiFJ0hVf67/PcSNYXVzGHa/sZc7/7WZnWQsqhZwQfxWFGZEUZkRSa7KRHKbzBQGZTMbx+g6aOuy8X9pIaoQ3x1Wa3o7OcoZn+73G0rAXeb0uggMtMn4UU0eM3ERsiPd20WeD9vXtNuIN/kzJ8E5hLkyPpNvhoq3TwVNbynm6uIw2q42RCcHkpxn5wXDv7KwwnZq/n5Kxa9RqqgctZfuQx1m4w58jte2sP9LASzurcCoDmTYompUz0qlrt3Gy0bv25q39NZQ1WfjtmqMUPbOTeS/sZscZ7w94ULCBB+flUDQ4ilf2tRIZrPUGlvPM3U7e+rSam1eXsN0cxrwJo/jgFzlMSo+6Jp+LXC5j4dgU5DLQaRSM79uz5V4F4fvoml25LF++nL1792IymRg3bhyLFy9m4cKFLFu2jHfeeYfo6GiefPJJAMaPH8/HH39Mfn4+Wq2WP/7xjwAEBwfz85//nDlz5gCwaNEigoODAXjwwQe57777sNlsjBs3jnHjxgF87jmut26HizXna9tnJRtoMNuw2pz0jwzkeL2Fxg47NaZuhsbriTdoGRIXfElW3rhgDSnhOjKi9ah0cjbELuWxEiXQwc22Tv4ifxrdjl1kGVIJHfYEB60R+GvkhAaoUSsVeCSJ/ZUmRiUZOFBlom9kHADGID9aOx2cauqiKPoMnZpotpwyc3tWAqvmDeZkfQc7uuw83xZBkJ+KH40OYlfZhXGsqrZujtWZuXtcMg63m80nGnG6JeJCtNhcEmsP1QHeCpfrSusYk3rhh1utUJAcHsCWE43MGhrDzrIWRiUZSDD4M/25nUiSd1r2amMgWSk9t96k0WLjhY/Pcry+g4XjksntH8Hc4bEMSwhGo1IQe4XbZoIgfD3XLLisWrXqittfe+21y7bJZDIefPDBK+4/Z84cX3C5WEZGBuvWrbtse0hIyBXPcb1p1UrmDY9l66lmGtrtPLbpNINiA9Go5Dg9EnqtisUjo8g6sIGW5D6kDs9gV3krUwdF4fJIjDfa2d9qx+qU8cEpD33C4wDvrcERQSZ0p3cBoGo7Q7S9jF/vj+T2rASKTzThliTmD49jQJQelUJGWrQeP6WC6ZnR6DRK3thTBUCcrJm7+mlYMSUPh8tD3qqPMXU6mDc8jt1nW1HK5cwaEoNOo+RMkxWlQkawv4qmDgemTge3ZSXSJ1xHeUsnQ+JDCA9Ukxqh40yTFY1Sjk6jQpIk3zjInWMSGRAVyJ8+PMmHRxroa9QxItGA3l+FRin3rcnxV/fs4PqmY428cr4ezdHadrb96ibCdBpSIgK/+EBBEL4ysUL/W1JS3oLF5iI/LYL3DnivYE41dPJphYmDVWYAimV2Mt54Az+XC+n+p4kJDqWurYMYRTuDZfW81dqHg+fXnizN68MtWaHUtrlJSDTiaEtD3XIct384iX0zWRVv5D+l9SzLT6Wpw05KaADvHaylqcNOuE7N1IxI/rThFONSw5g00MjIcBeZsnLkiaPRqJW43E78VQpaJfjgcB2Pzh7E0IQQUsJ1uD0SQ+JD+OBQLS/vrGDe8FjSorzFrbJSwshKuZAP7E+zMvjwWANapYK8ARGXDLAbAjRMGRRNaICG13ZXEGvQMjHNSJRey4u3D+fjU830jdT1eA15leJCG/zViitmPhYE4ZsRweVb0Gyx8Zv3jnC2pQuARTel8Oy2s8Qb/Am5qIJhqMKD5HAgORzU1LXybK2FB0Z4uLN9NVYpl5bOON++dWYbjWaJpRlONrWGYM94nPywNso8kaw/q8UQYMP/fLGvm/qFU9nW5Svg1Wx10NBhZ3hCCNvPtDA6OZTkxCQC44agOb8YM0ir4on5mXxwuI4ovZa8AUYM59exKOQyBscFk2rU8eOcJCICNWhUl19dHKtr590Dtd6FocNiSArTXbYPQFZK6GW3vcb1DWfcNx37aDsHCjXoL12vcnN6FO02J1VtXRQNiv7GpYkFQbicCC7Xgr0DzmwCSeJs6Hie/riakAAN02KC+eBwHdEhWj5aNhYJ7/qKYK0Ka7eD8bWHUISE0DZpJm+btYCLOkUMxGWhDAxn8fgknvn4HGEBGpqtdvw0KoKr1jFLPwRnaRsleVO5442DQCPTM6N5//x4x86yFmYNjSU9OoijdRYyYoKwdruIN/gxPDGZKYOifWtRwDs+tO1UM3aXhxX5/dD7q67YTX+1En/D53+Fnttaxvoj3lt3KoWM/5k8oKfe4S9X+jas/SmoAuAHb0DSON9Ten8VC8elfHttEYTvIRFcroVPX4bN3jGktZkbeP+wN81IhsvN0twUCtKM1Jq6ueu1fbR2Ovj99IGYuhwsbTHSd9aD9EsIx1ZaR1+jjmnDkuk23s8Tm0+hVTqYkh7FuiP1HKw2MywuiETrNprb/DE9+zptKUN8TfhsvAKg0+FGp5Yhl8uYPjiK2BAt+ypN7DnnbZfLI10SXP61r4aHPvDmd1s0IYVfTep/VW/D+aKYgDcFy7dGkmDnk+Bxg90CpzZcElwEQbj2vtWpyN8b9aW+f2o83b5/GwI03FvQn/BAP/aca6O10wHAU5tPkxGjJyJQw2C9mds02/hwXjA/vymFbpebxnYbJ+qsPLWlDKdHwmpz4aeS85O+nXSF3Uz7X98DYJinjduy4onS+zE+NZy5w2KI0vvx0DA7uaqjJIb6097tosPmRqO88NFf/G+AsqYO37/3lF+af+vr+MWEFGYNieGHo+KZNzzuyw/oKTIZJI658DhUXKUIwrdNXLlcC0Nug1PrQJKY1d8PZ2AsHTYns4fF+nZJNeqQy7x/0Q9LMDAlI5oxkS4i16zAbpZzf20y75Q1E+yv4v4paXxS1gLAKzvP8bNxKfSJCKC4vJVg20Aiko+gzcjgSFAMLZU2fl3Yn8KMaG4dqMH25v/id/oQq+Kf44Nj3pQt4YEafjdtIP0iA9Eo5cwbfulq9Pw0I+/ur8Xp9vCj0Ylf2t2T9Rb+vrsSuRzuyE4k1eiddZUeE8yq+Zk9855+XWN/CVGDQeUPqQXXpw2C8D0mgksPqm/v5rmtZZxs8GPR9L3cFCMRbUji3rTL953QL4I37h5FaU07hgA1kkwiWmmFtjM09LuLdw6fLyHQ5eRcixVDgIq2TidalYLEMH+i9Fr6RQahSZhA8h2z2FPeysIXSwDYcKyR6GAtw2JD8UsaCXW7SfS3Ad7B+j4ROvoZdRRmXHlR4vi+EWxaPg6XW/rcMr8Xe2XnOd7aVwOAXCbjd9PTr+Ld62G6cMi89Xq3QhC+t0Rw+YYkpxMJkKtUfHS0gb+XeNeMLG20su2XNxHyOcfJZDL2VZp4fONpAExdDhaOSoHhdxJWeZDxcZP5uNqBRimnf2QQt4yMp6zJSlSQH6OSQkkICyD7c6boymTeH3kUShh/HwyYzlRtGO54ObXt3WQnh37pmo7PFhKauxy0WO1E67X4a678dfksVQzAtzm0IgjCjUsEl2+g+8gRGh5eicdmI/L++1ErL0ydDfJTopB/8fqJw+fXrAAcr7OAJgUK/kCguYrfu/Rsr3SQGOpPoJ+SX7x50Lfv8CQDCf91RTE80cATcwdR3tqJ3SX5iqeh1kLsMNTA3K+5yL3G1MWyfx1iX4WJecNjeaAoDZ3m8pljd41JRiGXo5TJuC0r4eudRBCEXkkEl2/A/N4abKXewfvWv/6VwiefwdLtpL7dRtHgaORyePyjU2w60cDY1HAyYvUUDYr2LSScO9ybHl8mg6LB5+vAq/1p9Evk3T2VNFrspEUHEaXX+la6B6gVJF6hiJVCLiMqxJ8V75TikeDtfdX8+xdjiDVcfSqTQ1Vm9lWYAHhrXw23jkog83wlyIsNiAri0dmDrvo8giD0PiK4fAMKw4WbXqrISIL91dxzUx/ftk3HG3hmaxkAJxusTBoYSWJogDedPjBpYCSblo9DLpMRd1EQWHe4jqeLvccdrDTx/uIcXrx9OEdq20kODyA95tIibJ9p7rD7pvyaupyYup3EXnHPrybWoEWjlGN3eYgN1hIRqPnygwRBEBDB5RsJmTcPudYfyelAP2XqZc9fXHBKrZB782r91z5XKqXrumhRiMPtAQmSwgOuWDnxYqOSDRSmR1J8somF45Lpa7zyivivKjMuhNfvHsXZJiuZccFEB39+cS5BEISLieDyDaiMRsLuvutzn89OCeXR2YPYV9mGMVBDqlH3uVcdF5s6KIoGi42atm7uGpOEVv3VPqaIQD+emJ+JxebEEKD50jGfr2JEooERiTdOTRxBEL4bRHC5hlQKOfNHxDF/xNdbQBgT4s+DRQOv6pwalYLwK+T5EgRB+DaJFfo3MI/NhsfhuN7NEARB+NpEcLlBWXftprxoGpW3/pDuo0cBbzneN/dWMfmp7Tz20Sk6bM7r3EpBEIQrE7fFblDNTz+Ns7oaZ3U17evWo01P52SjhV+vOYIkwYn6DjJigrj5GpX+FQRB+CZ67ZXL9u3bmTRpEvn5+bz44ovXuzlfmzr+Qr4vpcE7oK5WKFArLnxkfmJsRRCEG1SvvHJxu938/ve/59VXX8VoNDJnzhxyc3Pp06fPlx98gwj/xSI0ycnItH4ETfVOc+4ToeP524axs6yF/pGBPV6hURAEoaf0yuBSWlpKQkICcXHeWVpTpkyhuLj4OxVc1PHxhN3z08u25/aPILd/xHVokSAIwlfXK2+LNTY2EhkZ6XtsNBppbGy8ji0SBEH4fumVwUUQBEG4vnplcDEajTQ0NPgeNzY2YjQar2OLBEEQvl96ZXDJyMigoqKC6upqHA4H69evJzc393o3SxAE4XujVw7oK5VKHnjgAe6++27cbjezZ88mNTX1ejdLEAThe6NXBheA8ePHM378+OvdDEEQhO+lXnlbTBAEQbi+eu2Vy9dVW1vLrFmzrnczBEEQvlNqa2uvuF0m+YqtC4IgCELPELfFBEEQhB4ngosgCILQ40RwEQRBEHqcCC6CIAhCjxPBRRAEQehxIrgIgiAIPU4El++Y++67j+zsbKaeLyAGYDabWbBgAQUFBSxYsID29nYAJEli5cqV5OfnU1RUxLFjx3zHrFmzhoKCAgoKClizZs233o8vUl9fz+23305hYSFTpkzhtddeA3pXP+12O3PmzGHatGlMmTKFp59+GoDq6mrmzp1Lfn4+y5Ytw+FwAOBwOFi2bBn5+fnMnTuXmpoa32u98MIL5OfnM2nSJD755JPr0p8v4na7mTFjBj/9qbc+UW/sY25uLkVFRUyfPt23Xq43fV+viiR8p+zdu1c6evSoNGXKFN+2Rx99VHrhhRckSZKkF154Qfrzn/8sSZIkbdu2Tbrrrrskj8cjHTx4UJozZ44kSZJkMpmk3NxcyWQySWazWcrNzZXMZvO335nP0djYKB09elSSJEnq6OiQCgoKpDNnzvSqfno8HslqtUqSJEkOh0OaM2eOdPDgQWnJkiXSunXrJEmSpPvvv1964403JEmSpNdff126//77JUmSpHXr1klLly6VJEmSzpw5IxUVFUl2u12qqqqS8vLyJJfL9e136Au88sor0vLly6WFCxdKkiT1yj5OmDBBam1tvWRbb/q+Xg1x5fIdM2LECPR6/SXbiouLmTFjBgAzZsxg8+bNl2yXyWRkZmZisVhoampix44d5OTkEBwcjF6vJycn54b6azAiIoKBAwcCoNPpSE5OprGxsVf1UyaTERAQAIDL5cLlciGTySgpKWHSpEkAzJw5k+LiYgC2bNnCzJkzAZg0aRK7d+9GkiSKi4uZMmUKarWauLg4EhISKC0tvT6duoKGhga2bdvGnDlzAO9f7b2tj5+nN31fr4YILr1Aa2srERHe0sfh4eG0trYCl1fkjIyMpLGx8TtVqbOmpoYTJ04wePDgXtdPt9vN9OnTGT16NKNHjyYuLo6goCCUSm9Wps/6Ad4+RkVFAd6s34GBgZhMphu+j3/84x/51a9+hVzu/akxmUy9ro+fueuuu5g1axb/+te/gN79/+VXIXKL9TIymQyZTHa9m9EjOjs7WbJkCb/+9a/R6XSXPNcb+qlQKHj//fexWCwsWrSI8vLy692kHrV161YMBgPp6ens2bPnejfnmnrzzTcxGo20trayYMECkpOTL3m+N3xfvy5x5dILhIaG0tTUBEBTUxMGgwG4vCJnQ0MDRqPxO1Gp0+l0smTJEoqKiigoKAB6Zz8BgoKCGDVqFIcOHcJiseByuYAL/QBvH+vr6wHvbbSOjg5CQkJu6D4eOHCALVu2kJuby/LlyykpKeEPf/hDr+rjZz5rT2hoKPn5+ZSWlvba7+tXJYJLL5Cbm8vatWsBWLt2LXl5eZdslySJQ4cOERgYSEREBGPGjGHHjh20t7fT3t7Ojh07GDNmzHXswaUkSeI3v/kNycnJLFiwwLe9N/Wzra0Ni8UCgM1mY9euXaSkpDBq1Cg++ugjwDtz6LMKqrm5ub7ZQx999BFZWVnIZDJyc3NZv349DoeD6upqKioqGDRo0PXp1H9ZsWIF27dvZ8uWLaxatYqsrCwef/zxXtVHgK6uLqxWq+/fO3fuJDU1tVd9X6/KdZxMIFyFe++9V8rJyZHS0tKksWPHSm+99ZbU1tYm3XHHHVJ+fr70ox/9SDKZTJIkeWckPfTQQ1JeXp40depUqbS01Pc6b7/9tjRx4kRp4sSJ0jvvvHOdenNln376qdS3b19p6tSp0rRp06Rp06ZJ27Zt61X9PHHihDR9+nRp6tSp0pQpU6RnnnlGkiRJqqqqkmbPni1NnDhRWrx4sWS32yVJkiSbzSYtXrxYmjhxojR79mypqqrK91rPPfeclJeXJxUUFEjbtm27Lv35MiUlJb7ZYr2tj1VVVVJRUZFUVFQkFRYWSs8995wkSVKv+r5eDZFyXxAEQehx4raYIAiC0ONEcBEEQRB6nAgugiAIQo8TwUUQBEHocSK4CIIgCD1OBBdBuEotLS2sWLGCvLw8Zs2axfz589m0adNXOnbIkCGXbXvzzTd96yK+KpfLRVZWFn/5y1++1nGCcK2J9C+CcBUkSWLRokXMmDGDxx9/HIDa2lq2bNly2b4ul8uXS+uL3HLLLV+7HTt37iQxMZENGzawYsWKK6YYcbvdKBSKr/3agvBNiCsXQbgKJSUlqFSqSwJCTEwMt99+OwDvvfce99xzD3fccQc//vGPv9JrPvPMM7z88sucPXvWl0UYvMk7i4qKrnjM+vXrueOOO4iKiuLgwYO+7bm5uTz22GPMnDmTDRs2sGPHDubPn8/MmTNZsmQJnZ2dAKxevZrZs2czdepU7r//fsSyN6GniOAiCFfhzJkzpKWlfeE+x48f5+mnn+b111//Wq+dkpKC0+mkuroagP/85z9Mnjz5sv3sdju7du0iNzeXqVOnsn79+kueDw4OZs2aNWRnZ/P888/z6quvsmbNGtLT03n11VcBuO2223j33XdZt24dNpuNrVu3fq22CsLnEcFFEHrA7373O6ZNm8bs2bN92z6rzXE1Jk+ezIcffgjAhx9+SGFh4WX7bN26lVGjRuHn50dBQQGbN2/G7Xb7nv/smMOHD1NWVsYtt9zC9OnTWbt2LXV1dQDs2bOHuXPnUlRURElJCWVlZVfVXkH4b2LMRRCuQmpqKhs3bvQ9fvDBB2lra7vkdpZWq73q1y8sLGTp0qXk5+cjk8lITEy8bJ/169ezf/9+X+JHs9lMSUkJOTk5l5xfkiRycnJYtWrVJcfb7XZ+97vf8e677xIVFcUzzzyD3W6/6jYLwsXElYsgXIWsrCzsdjv/+Mc/fNtsNluPvX58fDxyuZznnnvuirfErFYr+/btY9u2bWzZsoUtW7bwwAMPsG7dusv2zczM5MCBA1RWVgLezL3nzp3zBZKQkBA6Ozt9mYoFoSeIKxdBuAoymYxnn32WRx55hJdeegmDwYBWq+WXv/zlVzq+u7ubcePG+R5fXFrgM4WFhfz5z3/2lQG+2KZNm8jKykKtVvu25eXl8dhjj+FwOC7Z12Aw8Mgjj7B8+XLfc8uWLSMpKYm5c+cydepUwsLCyMjI+EptF4SvQmRFFgRBEHqcuC0mCIIg9DgRXARBEIQeJ4KLIAiC0ONEcBEEQRB6nAgugiAIQo8TwUUQBEHocSK4CIIgCD3u/wPCPcTZY1N10AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Land Contour\", s=15, data=df);"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [],
"source": [
"del df[\"Land Contour\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Lot Configuration\n",
"\n",
"This variable shows no good pattern and is dropped."
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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iEY2NjRdt43JaI+V+a68Wu15dryn312dXcv9nB923v74/gx6x/pQ3GLnz4z3kVRuI9PPk03t7EBPgdcnzfLCtgFfW5gKgUkjZMmMQfl7ySz5eILieXSrlfpteFnvllVfo168f33//PatWrSI+Pp5FixaRkZHBhg0byMjIYNGiRQBs3bqVoqIiNmzYwMsvv8ycOXMAaGxsZOHChXz99dd88803LFy4kKYm17fIOXPm8PLLL7NhwwaKiorYunUrwCXbaHMdb4THs2FOo+v/f8HAcj1LCfOlfagPAP0SA4kPcgWQcD8l/72rOx/d2Y1P77l8YAFXQDkjTK1AJhW1XacFgmtUmwWX5uZm9u3bx+TJkwHXpRiVSsXGjRuZMGECABMmTODHH38EcB8XiUSkp6ej0+morq5m+/bt9OnTB7Vaja+vL3369GHbtm1UV1ej1+tJT09HJBIxYcIENm7ceN65ft6GQHA5Uf6efDytB8sf6M2bU9MJ8PY45z4vhqRoiAm8fGABGJUWytwJqTw8KIF/TUnH20PWlt0WCK5JbTbnUlZWhr+/P88++yzHjx8nNTWV5557jrq6OoKDgwEICgqirq4OAK1W614yCxASEoJWq73guEajuejxM48HLtmGQHA5DaYGFB5iukT7/a7z+Chk3NYrpnU6JRBcp9ps5GKz2cjJyeHmm29m5cqVKJXKCy5PiUQiRKK2vWTwR7QhuP5tL9/OmBVjmLR6Ege0B652dwSC616bBZeQkBBCQkLo1KkTACNGjCAnJ4eAgACqq6sBqK6uxt/fH3CNSKqqqtzPr6qqQqPRXHBcq9Ve9PiZxwOXbEMguJTF2YvRWXRoW7SsLVh7tbtzVenNVo5X6mgwWK52VwTXsTYLLkFBQYSEhLiXx+7atYv4+HgGDx7MypUrAVi5ciVDhgwBcB93Op0cPnwYHx8fgoOD6du3L9u3b6epqYmmpia2b99O3759CQ4Oxtvbm8OHD+N0Oi96rp+3IRBcyrk7zcO9w9u8vV35dcxelc3HOwrRm61t3t6VajZaeX5FNiPe3Ma9i/dT1vDLe3oEgotp030uL7zwAv/4xz+wWq1ERkby2muv4XA4eOyxx1i6dClhYWEsWLAAgAEDBrBlyxYyMzNRKpW8+uqrAKjVah588EH3woCHHnoItVoNwOzZs91Lkfv370///v0BmD59+kXbuB792pT7t99+O0899RRpaWkMHjwYLy/XBLTdbiczM5MHH3wQDw8PHA4Hr776Krt370YkEiGXy1mwYMF5qWP+SqZ1mEakTyQysYzM6Mw2baum2cT9n+1HZ7QB4OcpZ0Lntg9oVyKvRs/KwxUAHChp4EhpIxF+f82MBILfp02DS0pKykXXPy9evPiCYyKRiNmzZ1/0PJMnT3YHl3OlpaXx7bffXnDcz8/vom1cb35Pyv0zFi9ejL+/PwaDgVmzZjFr1ixef/111q1bR3V1NatXr0YsFlNVVfWXTvsS7BnMLSm3/CFtWe0OTBaH+/a1tJM/2EdBpJ+S0gYjCpn4sptFBYLLEdK/tKK1BWsZtnQYHRd3ZNjSYb/72v2lUu7b7Xbuv/9+97GXXnrpF7MYe3l58eKLL/Ljjz/S2NhITU0NQUFBiMWufwIhISHujaazZ8/mhhtuYPTo0bz11lvuc2RlZTF16lTGjRvH5MmT0ev1v+v3+6sKU3vy5tR00iPVTOsdw5D2mqvdJbdwPyUf3tmNf07qyBf39aJjhPpqd0lwnRLSv7SStQVrmbNzDia7CYBKQyVzds4BYHTc6N90zkul3P+tvL29iYiIoLi4mJEjR3LLLbewf/9+MjIyGDduHO3btwfg8ccfR61WY7fbueuuuzh+/DhxcXE8/vjjzJ8/n44dO6LX61EoFK3Wt7+akWmh12xamHYhKtqFqK52NwTXOWHk0krePPimO7CcYbKbePPgm1epRxd3JttPSEgI33//PU888QQikYi77rqLXbt2AfDdd98xceJEJkyYwKlTp8jPz6ewsJCgoCB3gkxvb2+hSqVAILgk4dOhlVQZqn7V8StxqZT7EokEh+Oca/Zm8xWdT6/XU15eTkxMDODKmjBgwAAGDBhAYGAgP/74IxEREfz3v/9l6dKl+Pr68swzz1zx+QUCgeAMYeTSSkK8Qn7V8StxqZT7APn5+VgsFnQ6nXvEcTkGg4EXX3yRoUOH4uvry7Fjx9wZDRwOBydOnCAsLAyDwYBSqcTHx4fa2lp3vrbY2FhqamrIysoCXIHKZrP95t/tWlfTbGLbqRoKz0m93xZMVjuf7y7m5TU5bD9V06ZtCQR/JGHk0koe7fLoeXMuAAqJgke7PPqbz3m5lPsjRoxgzJgxREREuOdKLubOO+/E6XTicDjcS5HBlSLnhRdewGJxbZRLS0vjtttuw8PDg/bt2zNy5EhCQkLo0qUL4BrlzJ8/n7lz52IymVAoFHz88cd/yktjDS0Wnvj6CNtO1RLk48End/cgJVRFaX0L207VEOSjYGC7IGSS3//dbPOJap5bmQ3Akn0l/PB4f8KFpb+CP4E2Tbl/PWmNlPtrC9by5sE3qTJUEeIVwqNdHv3Nk/nXs+s15f4Z2eVNjHl7u/v2/Bs7MSotlOmf7mfLyVoA3rmlC6M7/v4J+RWHynn8q8MASMQifni8P3FBQoVHwfXjUin3/3xfO6+i0XGj/5LB5M8mXK2kd3wAO/Pr8PeSkRyqQm+2sbewwf2YkvrWuVw2ICmIe/rGsDO/jvv6xf1hgaXF2sKa/DWU68sZFDmIzprOf0i7gr8OIbgIBD/j5yVn/o3p5FbpiPRTEh/sg9PpZMbwdrz0bQ6Rfkr6Jga1Slv+XnJeGJOK0+n8QxOsbirZxNw9cwHXiPubsd/grxRy8AlajxBcBIKL0Pgq0Pie3ccjEom4q3cMQ5KD8VZIz6v1cjl6ix5PmSdi0eXnZ9oqsByvO87yU8vxknkxOWky4T6uNDMG69mRV4O5AYtDSFIpaF1CcBEIrpBYLCL6CoqFAVgdVj7N+ZRPjn3CwMiBPNblMdQKddt28CLeOvwW28q2ASCTyHgw3bWgY2DkQI7WHiWrJosH0x/8XasaBYKLEYKLQNAGTtafZP4BVz64ZaeW0SesD5kxbZsQ82LMtrN7lGyOs0vHNV4a5vadi81hQyoWPgYErU/4VyUQtAFvuTdKqRKjzQiAyuPqpFN5pPMjfHzsY9QeasbFj7vgfiGwCNqK8C/rGpeSkkJSUpL79jvvvEN5eTkPPvggERERmM1mBg0axNNPPw3A6tWr+eCDDwBXsso5c+aQnJx8Vfr+Vxatimbh4IXsrdpLkl8S3UO6X5V+dAruxILgBVelbcFfmxBcrnEKhYJVq1add6y8vJxu3brx/vvvYzKZmDBhAkOHDqVr165ERETw2Wef4evry5YtW3jhhRf45ptvrlLv/9p6hPagR2iPq90NgeCqENK/tKKmNWs4NXgIuSntOTV4CE1r1rR5mwqFgpSUFHcqly5durhT56enp59XClogEAj+KMLIpZU0rVlD5QuzcJpc6V9sFRVUvjALAN+xY3/zeU0mE+PHjwcgIiKCd9555/x2m5ooLi6me/cLL7ssXbrUXZ1TIBAI/khCcGkl1fMXuAPLGU6Tier5C35XcLnYZTGA/fv3M27cOIqLi7nzzjsJCjp/U9/u3btZunQpX3zxxW9uWyAQCH6rNr0sNnjwYMaOHcv48eO54YYbAGhsbGTatGkMGzaMadOm0dTUBLjqjMydO5fMzEzGjh3LsWPH3OdZsWIFw4YNY9iwYaxYscJ9PDs7m7Fjx5KZmcncuXPdtUou1UZbslVW/qrjv1e3bt1YvXo13377LUuXLiU3N9d93/Hjx3n++ed599138fPza5P2r2dlzWWUNZdd7W4IBH9qbT7nsnjxYlatWuVObLZo0SIyMjLYsGEDGRkZLFq0CICtW7dSVFTEhg0bePnll5kzZw7gChQLFy7k66+/5ptvvmHhwoXuYDFnzhxefvllNmzYQFFRkTs9/KXaaEvS0IsnMbzU8dYSGRnJ9OnT3SvEKioq+Pvf/84///lPYmNj27Tt69Gmkk2MWzmOCasmsKV0C0uOL+Htg29zvO54q7f1Y66WNzac4KcT1a1+boHgWveHT+hv3LiRCRMmADBhwgR+/PHH846LRCLS09PR6XRUV1ezfft2+vTpg1qtxtfXlz59+rBt2zaqq6vR6/Wkp6cjEomYMGECGzduvGwbbSn48ccQ/azsr0ihIPjxx9q87alTp7Jv3z7Kysp45513aGxs5MUXXzxvxChwWZ23GqvDitluZlfFLl7d8yqLji5izq45GK3GVmvncGkD9396gLc35TH9k/0cq2j70bNAcC1p8zmXe+65B5FIxE033cRNN91EXV0dwcHBAAQFBVFXVweAVqslJORsCoqQkBC0Wu0FxzUazUWPn3k8cMk22tKZeZXq+QuwVVYiDQ0l+PHHftd8C8ChQ4cuONazZ0969uzpvq1QKNi2zZXi45VXXuGVV175XW3+maUGprKx1PUl5Nx8XhX6CqwOK0qUv+v8ZpudjbnV5Ffr6R7jx+6Ceqx2J80m6+86r0BwvWnT4LJkyRI0Gg11dXVMmzaNuLi48+4XiURtngn2j2jjDN+xY393MBG0ranJUwn3diVvTFAnUNZcRl5jHjO6z2iVXfTrjlby+FdHAOgdH0DHCBX9E4NJjxDmvgR/LW0aXDQaDQABAQFkZmaSlZVFQEAA1dXVBAcHU11djb+/v/ux5+7JqKqqQqPRoNFo2Lt3r/u4VqulR48el3z8mfYu1oZA4CP3YVTcKPftNwe/ic1hQy6Rt8r5S+tb3D/nVOrY8Fh/glWKyzzj9ymuM7D6SAUeUjETOocT7NN2bQkEv0abzbm0tLSg1+vdP+/YsYPExEQGDx7MypUrAVi5ciVDhgwBcB93Op0cPnwYHx8fgoOD6du3L9u3b6epqYmmpia2b99O3759CQ4Oxtvbm8OHD+N0Oi96rp+3IRD8nFgk/s2BpclopaLRyLnFXAclBxPp74lYBE8Pb9emgQXgnZ/yeGPDSV5dd5yv9pW2aVsCwa/RZiOXuro6HnroIQDsdjtjxoyhf//+pKWl8dhjj7F06VLCwsJYsGABAAMGDGDLli1kZmaiVCp59dVXAVCr1Tz44INMnjwZgIceegi1Wg3A7NmzefbZZzGZTPTv39+9YXD69OkXbUMgOJfN7kBvtuGrlP3qS6e5lToeXXKI/FoDL45rz229YgBIC1ez+qHeGCx2wtW/b/7mSpQ3nF2EUKdv+5osOqMVhUyMXCpp87YE1zeR89yvXX9hF6sDfb3Xgr9arofXrU5v5tV1ufyYW830/nHc1y8OufTKB/Lvb8nnte9cy5cVMjHbnx5M4BUWEGtNu/LreH5lNt4KCS+P60DHSHWbtbXyUDkvfZtDSqgPL4/v8IeVZBZc2y722QnCDn3BdWzbyRp2F9bRPlTFyA6hiMVXPvrYVVDHsoPlAPxr/Qn6JwWSFq6+/JNsZmgsAaU/YeeMSjpFqvGSX51v8hnxAax7pC8ikehXBcdfq85g5rkVRzFY7OzIq3MFZSG4CC5DCC7XuF+bcv/HH3/kzTffRCwWI5FImDlzJt26dbta3W8zedpm7v1kP2abA5EIltznQa+4gCt+vr+nHJEInE7wUUhRKWSXf4LNDJtegZ1vQkhHhk/6H+/e2oVqnYmB7YJRyqUcq2hi9eEKVEopk7tGomnj+ZYzPGRtH9gUUjGxgV5kV+gACPBqnQUQgj8vIbhc435tyv2MjAyGDBmCSCTi+PHjPPbYY3z//fdXqfdtR2+2YbY5AFeA+LX7SHrFBfCfW7twoqqZXvEBRAf8QvnihmJXYAGoykJesp1RXe903213OHn521x2F7j2VEnFYu4fEH/eKcoaWth8vJpQXwXdYgLw9fyFgHYN8fKQ8a8pnfgxR4tGpWBkB6EssuDyhODSik7uqWLXqnz09Wa8/T3IGB9PUs+2/SP8ecp9L6+zH5JGo/EP2+PzR2sf5svTI5JZvLOIER1C6Bl75aMWALFYxIgOoYzocIXpeTz9Iag91OSASAx+Mefd7XA6aWo5O6FutNrPu9/ucDJ3bQ5qpZz9FSf5qcTA5A7dSY+I+FX9vppSQlWkhF6dipqC648QXFrJyT1V/PT5cWwW17dpfb2Znz53Tfj+ngDzW1Lu//DDD7zxxhvU19fz/vvv/+a2r2VyqZgHBsZzV+9o6g0WPt1dhFgkYnx6+HnzIa3GKxBuXAzFO8A/FuIGnHe3TCJm9rhU5q0/QZhawbhOYefdb7LaaTRY8fOrYW/TXJr1OqoZyPzg/8NL/gujJoHgOnTFwaW8vJzi4mJ69+6NyWTCZrPh7S1M6J2xa1W+O7CcYbM42LUq/3cFl9+Scj8zM5PMzEz27dvHm2++yf/+97/f3P61TimX8vH6k1TojNgd4AQeHJhwZU922OHQZ5D1DbQbAd3vBdll5kmCklz/XUKvuACWPtD7ovd5eUi5rWc0O2uP0Wx1zVvs0m5G26IlTh530ecIBNezK1pe8vXXX/PII48wa5ar+FVVVZV7D4vARV9v/lXHf6/Lpdw/o3v37pSWllJfX98mfbhWyGVifsjRsv5YFdllTdjsjl9+EkDFIVjzCBRvgw3PuUYlF+OwQ0s9OK7wvOcorNWzMVdLWX0LY9LDGBLbCS+Z60tZv7B+BHkG/cIZBILr0xUFl88//5wlS5a4RyoxMTF/+g+sX8vb/+J7HC51vLX8POV+cXGxe8f4sWPHsFgsf/qaLk7Aanf9zptP1tD0C5P7edXN5FXrQSxzzZ+ccbGd+iYdfD8T3kqHDc+DRX/F/Sqo0XPrh3u4Z/F+7v1kPxWNRobEd+ezkZ/y7pB3ebnvy/jIfa74fALB9eSKLovJ5XLk8rN/eDabrc06dL3KGB9/3pwLgFQuJmN8/GWe1TqmTp3KRx99RFlZGevXr2fVqlVIpVIUCgXz58//003q64wWlh8qp7bZwsgOIfRLCOS/2wsx2xxM7RGJWnnpZbLrjlbyyJJDiETw9s2dGTHpIyjYDJE9ICrjwieU7YO977l+3v0OJA2/YL7lUvJr9FQ0mvBVyrA5nJTVtxCmVpLgl0CC36Uv3TWYGjhae5QARQCpgalX1JZAcK25ouDSvXt33nvvPUwmEzt27OCLL75g8ODBbd2368qZeZXWXi32a1PuT58+nenTp/+uNq913x6pZM7qHAC2nqzhq7/1YtVDfWhssZAWqUZymc2UKw+VY3O4RjnrjlYx4uYboMNlat54BoBEBnYrSD1cq8auUFKwD8PbB2OxQ0m9gaI6Az1+YS+O2W7mn/v+ybcF3yIVS/nPkP/QK6zXFbcpEFwrrii4/OMf/2Dp0qUkJSXx1VdfMWDAAKZMmdLWfbvuJPUMafOlxwLQnXPZq7zRiNXmJPkKl8h2jfZjQ45r2XanSN9ffkJYOkz9EioOQng3CEm74n5GB3rRJzGIWatcJbufXZFNz7jL76nRmXV8X+jal2Rz2Mitz/1NwUVvcl1d8FYIC0IFV8cV/cszmUxMmjSJG2+8EXAlojSZTCiVbZ+YTyD4ueEdQtlf3MBJbTMvjElFpbzyzYi3ZUQTE+AFIuifGHjefWar/eK73ROHuv77DfzP2cnu7SHB4xcSPqo91ExJmsKSE0tQSpV0DOr4q9vclV/HjKVHEItg3pR0esQKJScEf7wrCi533XUXH3/8sXuDnslk4p577uHLL79s085dC5xO559uzqIt/RF5UEN9FYztFEq1zh+/i+xy1xq0GG1GolXRF7x3XnIpw3+2u9zucPLpriI+2FbIkORgHh+WhJ9n66Q3GZqs4ZUJHSiqMzAkJZgQX9dS5+pmE6sPV2C1OxjbMYwIf08AZBIZj3Z5lMyYTAIUAcSpf/0y5U92FVF2Olvyl3tLhOAiuCquKLiYzebzdn57eXlhNLZevfFrlUKhoK6ujoCAACHAXAGn00ldXR0KRdvm1Np6soZvs6ooqjXw3pYCvnu0n7tuyoGqAzy6+VF0Zh1zes/hhsTLzKecdrxKx5w1rjmcT3YX0zPOn9Edw37hWRd3tKyJ77OrCFZ5cEPncHyUMm7tFX3B45bsLWH+D6cAKKlv4bUbzo5QvORedA/pfsFzrlTU6UAFEOEnXF0QXB1XFFyUSiXHjh0jNdW1ciU7O7vNP0CuBREREZSVlVFTU3O1u3LdUCgURLRmShOTDkTA6RLEJqudzSer+SFHS4dwFQnB3phsZ1Ot7KjYQZO5CYD3j7xPZuRIfBSX/4D1kktRyiTulC0+P5unaGqxsvxQGXUGC6M6hNI+7OLzOwazlaeWHSG3shkAD6mYqT2iAChoLOCL419gsVu4JfkW6vRnV1yeW72yNdzdJ5ZgHw/EYhGjO15hepvfwGp30Gy04espu+wiCsFf0xUFl5kzZ/Loo48SHByM0+mktraW+fPnt3XfrjqZTEZsbOzV7sZfV9F2WPGAKzPlxP9AbD/ya/R8scdVcTG7XMc/hicR5X92VB2linL/HO3ZiVfWnuLpEcn4XSaLb0ygFx/e2Y2debUkaXzoHX/+XMyqI+W8eHpks/NULUum9zpvbqasoQWtzkSIr4KKRpP7+JkqlSKRiGWnlvHVia8AMNlM3NJ5JgeKG2ix2HloUOLveJEupPFVcE+/tt3139hi4dV1uazNquSO3tE8OjgJxVUqOyC4Nl1RcOnYsSPfffcdhYWFAMTGxiKTXT8ZXQXXqf0fQ1PJ6Z//C7H98PeUE+rrQWWTGbEIukX7Q8FWyN8IQe0YlTIeSzcPtuaXUlocyYbiUkamhTAgKfiyTfVJCKRPQuBF72s2nh1llDcZ2VW+h+yGg/QI6YGKZO5evI+KRhPj08P495ROvLQ2h1BfBfuKG1h3tPKCS2xisZj0KDXLH+iNAydK2ZWv6LLZHaw5UsEJbTP9EgLpk3jxHf7byraxX7ufFP8UhsUMQyxq3Vov+4rq+Xp/GQD/2VzAkGQN3WKEuR3BWZf9V71r1y4yMjLYsGHDeceLiooAGDZsWJt1TCDA75y5itNZiEPVSj64ozv7iuqJD/Kiu1qP871bEFlcl6LkygDSA/vy4lc7MFjsKGWS311XZWRaCIdKGyio0fPgkBAe3ToVh9PBZzmf8UDcJ+7Rys5TWl5uV8h7CafYYGrP/CNiOkb4MrpjGJMSJ2GxW7A6rExNngq46rCUN7aQU1FLTIAXiZpf3q2/I6+Wx78+AsAnu4r57tF+FyxtzmvI49GfHsXqsCJCRKAykG4hrVvTx9/LA4lYhN3hxFMuQX0dlQ8Q/DEuG1z27dtHRkYGP/3000Xvv5LgYrfbmTRpEhqNhvfff5/S0lKeeOIJGhsbSU1N5Z///CdyuRyLxcJTTz3FsWPHUKvVzJ8/333t/v3332fp0qWIxWKef/55+vXrB8DWrVt55ZVXcDgcTJkyxb158FJtCK4zPaaDlwZwQuoE9+EO4b50CPfF7nBy+OAuulrPScli1pGk8eGTe3pwtKyJDuG+JIf89jTxVoeVfMMuRvTS0VXTnRONOTicriwMBpuBiAAJCpkYk9XBm120qFY9ggqI8m/PgagX6XH623ycOo7nej1HSa2B0qyt7DQdwatdf2aty+dIaRN+njK+uK/XL6a0bzadHUW1WOwYLfYLHtNia8HqcO0FcuLEYDX85t//UrpG+/HhHd3IqWyia7Q/CcFCGhvB+S4bXB555BEcDgf9+vVj1KhRv6mBTz75hPj4ePR61wfAvHnzuOuuuxg9ejSzZs1i6dKl3HLLLXzzzTeoVCp++OEH1q5dy7x581iwYAF5eXmsXbuWtWvXotVqmTZtGuvXrwfgpZde4uOPP0aj0TB58mQGDx5MQkLCJdsQXGd8QqDX/Ze8O6+6mUd+MLAwbRadSxejC+uPKt6VOaJrtD9do3//ZZotJVt4YssTALQPaM+CgQuYlDiJbeXbuLP9nQxIiGbp3wIpbWiha9NK9/O8Go7z0HgN20sbCVMr3UHDlPMtfbY+AA47OyQfc6TUlXuuocXKKW3zLwaXvomB3JkRzaYT1UzvF0fSRUY7KQEpPNn1Sb468RVDo4fSTdM2lUgHJQczKPnylxsFf12/eCFWLBbz4Ycf/qaTV1VVsXnzZiZPngy4lqru3r2b4cOHAzBx4kQ2btwIwKZNm5g4cSIAw4cPZ9euXTidTjZu3Mjo0aORy+VERkYSHR1NVlYWWVlZREdHExkZiVwuZ/To0WzcuPGybQiuLofDSZ3ejNl2/rfter2ZRVvz+ef3x8k9XUYXhwNOrYfd74HWNZlee/AI2W8sJG/1MkwbXyfm2DsM0piYejCF8Szga81j4PXriob9ksqWSvfPJ+pPIBKJmJ0xm28nfssdqXcgFUvpEO7LyA6heLQbAmFdQCyhps9s7ltZwdub8njp2xzsp1PO+DUec2VZBtqXf8OA0xs5I/2Ul1yFdi61p5wXx3dg4xMDuD0jBvFFVmnJxDLu6nAXqyes5sluTwr1YgRXxRXNJPbu3ZuPPvqIUaNGnbcrX61WX/Z5r776KjNmzMBgcA3LGxoaUKlUSKWuZkNCQtwVFLVaLaGhrmWTUqkUHx8fGhoa0Gq1dOrUyX1OjUbjfk5ISMh5x7Oysi7bhqB1VDWZeHvTKY6WNfH3wQlkpv5yyhuLzcH7W/J5d3M+g5ODmT22vXtvyorDFby6zlVYraDaQKdIX9YcqeCGsBbuKHkL+f6PsE38mronH0ei1RL5ZE88Di4DYGb6NCq4hehAL8Z3Dm/137V3WG9SA1I5Xn+cGd1noPHUIBKJUEovsrw5MAnuWAUWPd/s16MzufaxVOvM5Nc0U1TbQveonnBEDnYLytBk/t0nnbxqPeF+SiL8PC885yXIf2GnP7g2ZAoEV8sVBZd169YBrtT7Z4hEosuOCH766Sf8/f3p0KEDe/bs+Z3dFFxLNuRU8fke1yquR748zNanBhLkc/lJ81PVzbzxw0kA1h6tZHiqhnHprmCgN5/NFeatkPD6+hMEeXuwtTmMpI7PU27fRruywygrKxHJZIg5u4HX01zPf+/u4b5tttlpNtnw95Rf9Fv9lbDZHewtrMfqcNIzNoYPhn2AwWpwB5bLUqhAoWJYh2YOlTVR2WjksaFJ3PHRXqp0ZpJDvPn69vWoaEER1hWF3IMA77YtyyAQXA1XFFw2bdr0q0988OBBNm3axNatWzGbzej1el555RV0Oh02mw2pVEpVVRUajQZwjTwqKysJCQnBZrPR3NyMn58fGo2Gqqoq93m1Wq37ORc77ufnd8k2BK1Dec4eDx+lFKn4l5e5+ipl+HnKaGixIhJB4DkfqGPSwsipaKakzkDfxCAOlTYSHeDFzvxa1J5xFHuspiH/DT78+z3UFzRyLLQjHZz1SJxWRBlni9ZVN5uYszqHTce1PDAgngcGJiCXnu6b3eYqBuawQnTfy1acXHGonBlLswCYOSqZ6f3jL6i7UlRr4M0fT1FYZ+Afw5Lo+7MlwXGB3oxOC+VAcQNljUb0ZtelsONVenLsqfSKv/iy56upxWLDUy4kuhS0jst+Khw5coRx48bRuXNnbrrpJvLz86/4xE8++SRbt25l06ZN/Pvf/6ZXr1688cYb9OzZ0z0hv2LFCnfq/sGDB7NixQoA1q9fT69evRCJRAwePJi1a9disVgoLS2lqKiIjh07kpaWRlFREaWlpVgsFtauXcvgwYMRiUSXbEPQOkakhvDC6BTu7hPLO7d0vuwGxTMi/Dz56M7uPDW8HYtu70pG/Nm5kWBfJ/NuTOLb28IYF2Xh7j4xbDpejcnqYPWROiJkfWmwNnFyYCLre47ihm1eDKl/in2DvqTarxM7TtVSVGdgd349645WYrI6mP/jKU5VN5/tQNYS+GQcfDYJ9l04h3iqupkVh8o4VtHE4ZJG9/Efcy5+SXXt0UpWHC7ncGkjzy4/itFiw+FwsuZIBa+uy2XV4XIe++oIn+4u4cU1OYzv5Nrr0i3aj7iga6s8uMlq562Npxg0bzMvf3uM5l8otiYQXInLfk158cUXefrpp+nevTsbN27k1Vdf5aOPPvpdDc6YMYPHH3+cBQsWkJKS4k7dP3nyZGbMmEFmZia+vr7uDACJiYmMHDmSUaNGIZFImDVrFhKJ65vzrFmzuPfee93LnRMTEy/bhqB1+Chlv2oHuN3hZE9BHRa7g7v7xJ63k3tf5T6e2/4cc0PH0VQpReobSlpEAh5SMWabA7lEjEJuY2bEKEZteZ0xLTX06PECD+4NILvKwJs/FWCxOwjzVTCgXTAikWtDv5+nDF/FOXMOJXvP/nxqPfR+2H2zrKGFu/67l/JGEyoPKS+NT2XJvhIcTpjY5cJUNsW6YsyOs8uf/bzkiEUi9hXV8/clrvo7Y9LOpl1xOmFoajDj0sOIDfRyzzVdK7LLm/j36UuWH20vok98IINThNG+4PcROS+TxnbixInu0cTFbv+Z3HDDDSxfvvxqd+NPadmBMp78xrXxb8bwdjw0KIGiWgOrj1RQbazArNyKZ3U/Fh8xIBbBtIwoukV6U9Bop2OEL+0jxKi3/hvJroUAWIM7sCD2A3olBPL69ycI81XQ0GKlvKGFhwYl0mS00ivOny7nLkXOXg7L7gGnA8a9DV3ucN+19WQ1d/x3n/v2C2NS6BkbgNXuoGPE2eJjBTV6Fm3No0rfSExEGfrmILzFoUzqGkVauJqNuVruWbwfcGVuvrl7BJtP1DIuPYxbe0Ujk4jZkVfL1pM1JAR7My497BdT8P8RjlfpGPf2Dix2B2IRfH1/hrDbXnDFLvXZedmRi06nO293/s9vCzv0BVfiSFmj++f12VU8NCiBvYcO4Vd9iiJDIPFJN/C/AteSX4cTShvNBIj1PDSsI5xZRutzdiRg8k1k2aFK6ltsTOwUxrJDFVTpTAxrr+FgST0vje+Al8fPVkp1uAEC4sFhg9DO590VplbSJUrNwZJGEoO98fZwLS/+uW8OlPHlvnIAupvDqPF9ibl955IWrgagZ5w/DwyMY93RKm7tEsS00qd5RFQFfs+BJJbShhbu/3S/e/7Fz0vG0JSrX1wuOUTFoju6sq+onrRwX7pG+13tLgn+BC4bXHr06HHe7vyf3xaCi+BKZMQH8PmeEuwOJ1O6RUB9EeNzHsOj4RST/JJZY5vP6A4a/rerBA+pGB+FFLXMiMNsQHwmuKTfCjIlOl0jL+UnUqUzsWRfKff0jSWn0rU3ZmNuNZO6hrvLGF8gtNNFDycE+3B3n1iSQ2qJD/am9yVKEZ+7+EwignZ+7Yj3jXcf8/aQ8fSIFJ7IbIds6+tQdPpvZcNzkDgMs9WO4Zwd9Qbzhbvrr5aB7YIZ2E7YECloPZcNLq+99tof1Q/Bn9jIDqGsftgTi811mYm8H/BocO0B8Ww4TrpnLR9mWXhxTDK1Bisyh4kItYLNZU46RZpdS3U9/aD7PRw+UY2+opTuMWayypoI9T07fxHpryQjLgBfpWuBQVl9C8cqmogJ9KLdL6SAGdpew7FKHf/8/gSHSxuZPTb1vBVtAFO6RmK2OtCbrQxOk5Me/jKbc8x8vmc7A9oFMb1/HN4eMmQSMXids3osJA2kcuKD5Lx2Qxrvb8mnX2IQ/RJbf8VYRWMLDie/as+MQNAWrmjdYW1tLf/+97+prq7mww8/JC8vj0OHDgkT5YIrlhp2zmWmoHYQkAh1pzD5p/Df41J6xgYQ4qukZ6Qn1dUO7ltVidlWzcgOIbxxYyc85VKySht54PODGCx2Okao+PDObnSOUuOtkFKvtzA0JZik00GkptnEg58fJKu8CZVSylf3ZZBymR3wx6ua+c9m12rINUcqGdUhlJHnTMpXGao40riHUV1C6aKKBe8gcit0PL18H04nHClron2YihGpp5/T8UaQeoCpEZLHgEiECJjaPYrJXSKQSlo3SzHAlhM1/O2zA9gdTt6+JZ3hqW1Xy0Ug+CVXFFyeeeYZbrjhBt577z0AYmJiePzxx4XgIvht/KLhtmWUnMpiwWFYftIJlDChczghh7axKb8Fs80VCL7LruK5USl4+ks5Va13X1bKKtMR5O2Bt4eMqd2jLmiiotFEVrmraJjOaCOvRn/Z4KJWylAppOhMNsQiCPI5O2qpNzbx5E9Pk1V3EKlYygeBA+gW3AVZ5ERkYjEWuyuRpeLcyXmFCrrcftG22iKwAKzLrnQXPPt0V7EQXARX1RUFl4aGBkaNGsWiRYtcT5JKEV/BxjmB4JL8onHGB5K1fR9goE98ALGBXhh27qCddyg+cjXNFgeTu0S4L091CFcRpnYV5BrZIQSH08EbG06gkEmY3CUCzelLZBWNRg4U19Mrzp/dBfVEB3jSPkzlqoWSVUFuZTMZcQHnJV2MCfTiv3e5UvlrfDw4UtpIaYOBkR3COFBaRFbdQQBsDhtHlQEoT57ksKmKVyZ2ILu8iZRQ1QVFxsBVxXLZwVKqm82MSgt1XRZsI4nBZ/fPdI4UJuUFV9cVBRdPT08aGhrcqS8OHz6Mj4+QYlvw+0QHePHp3T0pbTASF+RFgLcHDb16Efbc87w/ZjKWQSPoMqi9e19MuxAVX9+fQWWjiUSNNzOXH2VdtitLg9Pp5OHBrn1OX+0rQVKdzf0hBqa2S6F7xw6E+ynZfqqWx79yLYlevLOItY/0JSHYB6fTyb6ienRGG8NSNXy4rZDlB8uxOZw0ttiICvAnI2gMu2q+xV8RTJRnO+7O90V75CQyiYivpmfQ5SIrrIwWG5/uLmLeBtceki0nalj2YO822wU/tUckQT4e2B1OIVux4Kq74stiDzzwACUlJUydOpWGhgbefPPNtu6b4C8gVK0kVH1OMtTx45FHRRPlsOPZuTOin1U8jfDzdE9WVzeb3ccNZledE7PVThefJvocfBqpscY175GwHvw602I5WwvFbHNgsrouZ32fXcWDXxzE6YQ7M6KoaTZjtrnuW3Okgjcmd2KY7mb6+PXHz8OXAIsBrd4CuDaIBtQdgGPrQR0FnW8HpRqA/+4oIvtMlufT/bXZL7mtzM3pdPLTiWpOafX0iPWnc9SVjUK8PWSMT2/95J0CwW9xRcElNTWVzz77jMLCQpxOp1DmWNAqTCdOYikuQtG+PfLTheFEEgle3boCrhT9uZVNKKUSYi+SMmXG8Ha8ui4XPy8549LDOVzSwNf7S/FwiqiImcPYqoV4N+RCUymEdyYjPoC/DYhjQ46WOzOi3bVTsiuaOLOVeP2xaiZ3i+DH3GoA4oO82bJnL1Mq/4VX9QEcQ1/E2PkeHm0uJK/aQOdAJ1GbbgH96Tx3CrV7rmVjrha5VEzv+ABq9GaeHZGMSvnLfzd7Cuq4d/F+HE4I9Jaz6qE+hAurvwTXmcsGl5+XNz5DKHMs+L0qThWx66cjmINCqd1RgkeggSk9Y/A/Z/nv53uKeWHVMRQyMY8PTcJsszOpS4T7g7ZnXAArHuzjzn48/4cT7Ctq4FS1HvBDkv43blSvoCmgE19szkNnsjKxczgzhie7d90D9IwN4MNthZhtDvonBWK3O7i5eyR6sw1fpYyE5r14VewEwLJrEavtQ6hoNOEhE5NbXoPIck4lzIrDkDAUVKFM7hrBzBXZBPt48K/JaQxodzalis5oZeupGjykYvolBqE4JxlodbOFM1t1avUWGlosQnARXHcuG1wuVd74DCG4CM4w2+zszq/DCfSKCzjvw/JcFpuDD7YVsHhnEd1jY5E7LPh5+rJhfzlyhZxpfWIBV9r7j7YXAmCyOjhY0sD6Y1qsdidPDmvnPt+5afWDfTzQNpvct+sDu0PfG/hyTw2vf38CgOxyHZ+ck6IfoH9SEGv+3peTWh2bT9RQXGckIdgTsRhWHi6nV/uze1Y2RT/Os2tce3R8PKTc2D2CPWGv06P4A0Q+IVB5CPI3Qedbual7FKlhvsgkItqHnb/jf9HWAhb+lAfAKxM6cGuvaPd9PeP8Gd5ew8bj1TwwMJ7Ei1SbFAiudcImSkGr+GZ/Gc+vzAZg1pgU7u57kcSWDjs5RZX8a73rg35tlpYp/evw8g4hLSLAPW8CIHHYmRNt4ajcyEcN3nh5uP6pXi5j79D2IejNdj7aXkiSxodhnaKxSD2RiGoZ1C6YzSerqdWbMVntfL2/lB9ytIxKC+XGbpEkaXw4VNLAsoPlOJ1wR48wbu4ZS2b7EJy2FAoD3iXIrsXg0RUoAqDFasdgsmELi0Zkt0LRdrDoof8MtDoT32dXIRWLGJl2NsVLQ4sFsQi259W6j53UNp/3e2hUCt66uTNNRisB3h7njbIEguvFFS9b2bx5M6dOncJsPjuJ+vDDD1/mGYK/kv1F9e6fd+TVXRhcbGbYOg9FoxgPaTpmmwORCMJUgUiVebQLjmZMx1BXgsm8H2msTUEz7100wIjnX+RVgz/9EgOZ3DXykn3QqBTcPyCe23pFI5eKkYpFvL0pj3//cBIfDyl3ZcSQmarhUGkjs1e7Sidvz6sjSeNDtxh/TlXr3XMvOwsbmZO8DXH7safPfisNLRYa9pcyLj2MY+VNdIvxZ9XhCnoEa9jefhY9dd8jsxnBqOPDbQV8sM018mpssfLQ4AR25tfy6OmsyQ8OSiCrrBGZRHzRtCseMgnBlxj9CQTXgysKLrNmzcJkMrFnzx6mTJnC+vXrSUtLa+u+Ca4jQ1I0rD5SgRMY3dG1ec9md1DdbGLLyRqKtQ0MMivROv35+6AEssqbiA7wJEAKuQ15dA5qQlLdAMvuoaD9Qzi37XefW3p4H//MLEZNMzKRB+zZi62+CF30MDwT+p2Xwt9md7DlZA2l9QYy4gL5YGsBAM1mG35eMnrHB7Ln2Cn340Ui3CODHjH+/G9HETaHk6mRjYg3vgKJw6ClBg59ziFRDxbvcqX3H9Y+mA+2FdEt2o+PDus5VmHn9W69uCn7fijaxin1f91tlDS0APD1vlJqTq8yO1zayPrH+yMTi4kJbOUa9/k/Qd4PENgOOt502cJoAkFbuaLgcujQIdasWcPYsWN5+OGHmTZtGvfdd19b901wHRnbKYy4IC+cTkgNU2Gy2nl70ylK61tYfcSV8fhLZSqrBmr5vrQJhUzCV/tK0ZlsTOzcn90NNkzyOoZFjeGegv68kJpP6B5XDRZ5u0iCdr3gashmhH2LkALqo1+zY8BKundJwUMq5oD2ACfK5Dy3tBSA9IgqesUH8EOOFpHIlf0XoNvxN5jXfSB7mgPoE+1NeqSa3QV1HK/U8cUYJZLibXQsXoIhsi/5WiMd8z7DkfUN8+zdKW80Ud5oItzPk/du68K3WZXsPlwBwGFTKKqkFwlTeXBPfBRHynUEeyvomdzIJ0e+pUdCPKuPwNAUDZF+ShRSCZH+rTxR31AMX90KFoPrtlcQJI9q3TYEgitwRcFFoXB981EqlWi1WtRqNTU1NW3aMcH159z8Yae0zbzzUz7DU8/ON+hMNmy6ajLi+pJVrkNncs2xbD1ZQ7cYP0o8I/kk6B+0k9lYQQDJD7xMZKA3KR57oPz0Sc5ZmSW26JCeaqBEo6NMfIjHNz9OH++nADUAh8uaeH50GAFectIj1WS214DTiaSxkMmlS5gskUP4QxTVdeTexfvwVcrRJfsxxj+aU6q/82ZxNPv+u5ddXRvxsJuJ8baTo4V2AVJGx4oY2i6QWr2FlYcrkIpFqPwCeWBbInKJmE/be7DpyYH8ULSJF/c/jcPpoH/oSOZNeZhZq3LZkKNl68laPrqrG0E+rTiysJnAajx7+0yQEQj+YFcUXAYOHIhOp+Pee+9l0qRJgKtypEBwrq0nayio0dMzLgC1pxw/TxlVTUYGJgVRVKfn0U5OXsvvwMaduUzsHE50gCfFdS0kh/oQ6adEhIh3txcD0D3Gj1plOLSISLZ04h/xI1EatYgjumM1WZDUHaNMM53DW2yYpWX4xnvgcDowyg7RMXI4Jypt3NwjioU/5dHYYmXZwTICg0rYXP49MemjmaKOxNesh443YrDY0JvtDGyn5sPdFXxIIN4eIXSL9sNJI9/43MEB/xEMjVIwKMbKqIq38Vq/EfSPcWO/GaSG90FvsjHtf66CYxa7g5PVrtfhVMMpHE7XhswDtVvp7Xs/+tMLF7LKm6hqMrVucAlMgnELYedbED8YEoa03rkFgl/hssElKyuL0NBQHnroIQBaWlpISkoiLi6Ou+6667InNpvN3HrrrVgsFux2O8OHD+eRRx6htLSUJ554gsbGRlJTU/nnP/+JXC7HYrHw1FNPcezYMdRqNfPnzyfi9Ma6999/n6VLlyIWi3n++efp168fAFu3buWVV17B4XAwZcoUpk+fDnDJNgRtZ1d+HXd9vBeHEwYkBtIjNoDxncKIDfJGLAJRXTMis44fi13vw/KD5Tw4MB6zzcH+onrEYjEyydlVUUaLnW7RvgSpPIn2j8TZbjRiDyl8OJQWZRpb7Qso/cmIT7Q3dXJorvJBJVexv349/xjQlYzA0XyfXUlji2t1Wb9kBbN3PY3O6toxL+r0PBVlaaSU+TA6zYunhyZxvPbsqMhotaOUS/jbgHieX3ccgBW5BjaPqMWrcL3rQdvmIU4ZR1p4J4rrDNzdJ5aj5U2cqGomPVINQFdNF1YXedJia2F4xGS6RgW6g+rw9hqi/Ft5vkUkgs63QqebQcj/J7iKLhtcZs+ezccffwzAvn37mDdvHi+88AK5ubnMmjWLt95665LPlcvlLF68GC8vL6xWK7fccgv9+/fn448/5q677mL06NHMmjWLpUuXcsstt/DNN9+gUqn44YcfWLt2LfPmzWPBggXk5eWxdu1a1q5di1arZdq0aaxf7/rjfumll/j444/RaDRMnjyZwYMHk5CQwLx58y7ahqDtVDQZcThdI45If0/+tcG13LhThC9fTe9FaX0AB0saGJFaTXWzmfwaAzkVOvRmG3aHk1EdQmmyVpNb6U+dwUrXlFJ8VTncmno7auU58xI978d35d+I7d6Tg6p2bNIZ2L+3mseHJjJK8j7d4jwYlBiNXCInws8Tb4WcE9pmRqd7cTK/O3EiKb4SJdb6ahYfLeWj7TaCfTzopBMRbJQiTQ4hu17P34ckkBEfwAmt/rzfU6wKAZHYVS7ZMwg8/dHqTPz9i0NklTcRoVby3m1dSDtdyTItIJ2Znd6jwayjnbodyaG+/HNSR77LrqTeYKWgVn/F6V3O2F9Uz2e7iwlWeXBnRszFN1gKgUVwlV02uNjtdtRqNQDr1q3jpptuYvjw4QwfPpzx48df9sQikQgvL9e3MpvNhs1mQyQSsXv3bt544w0AJk6cyMKFC7nlllvYtGmTe2nz8OHDeemll3A6nWzcuJHRo0cjl8uJjIwkOjqarKwsAKKjo4mMdC1NHT16NBs3biQ+Pv6SbQjaTs8YfyZ2DuNElZ76FgsyiQir3UmwjweNRivfHq3g3c35WO1OesX5M75TGJ/sLuau3jGU1hso1VUx+9AtjEkcQ0XlPr4pLQPAhwR2HlMxuWsEIzqEuuqkaFJR5B7hi3yte0lzXrWeNVmVrDggZ+2jEWhU4Okh5e6+rk2ZVBym//6lkDIajnwAwFtpzzNhX3uMVgeh/h7Uby0nGeg3PpL3txSy4lAFM4a34+XxqfyYq6V/YhDTt5Twt5T5JIjLie0yFC91JEWFde70/mWNRmr0ruX61ToTi7YW8snuCpxOUMgO8e3f+7LyUDlL9rkWHeCEzrdceXAxW+28sDKb3CrX3hg/TzkPDExohXfwrGaTFZPV3rqX6wR/OZf9euNwOLDZXNeHd+3aRa9evdz32e2/XKLVbrczfvx4evfuTe/evYmMjESlUiGVumJaSEgIWq0WAK1WS2ioawmrVCrFx8eHhoYGtFotISFnJ4U1Gg1arfaSxxsaGi7ZhqDtRPh7cl/fOAK85UjEIoanhvBkZhK5Vc2MenMbTUYr1tNJG3cX1NMt2o87MqLRmAq4S/YjwZWH8JJ4YrAaqDC4Zu8lIgn7i/T8mFvN35ccoujMZSu/WBKOvcmH6Xnc0cWP6f3i2HLStcCkrsVCi8Xh7ldlo5F/rT9O1uG9IJFCY6n7vhhDFo8NSUQuEfHy8VKO91DRaWoi7x0p42hFExuPV7P2aCW3Z8Sw+O6eaFQKjmsNPHYwiDH70zkhSXKdJ8CLThGukUqUvyftNK5VaSX1LWibze69Myarg2aT7bz8Ymq5DUr3/o5XvnU3WOZUNDHpPzvp+/pPLD9U1qrnFvy1XHbkMnr0aG677Tb8/PxQKBR069YNgOLiYry9L0wk+HMSiYRVq1ah0+l46KGHKCgoaJ1eC66qZqOVpQfLKGswMrJDCN1i/AFXTZRALzkrDlcgErlqzpc1uFYuiRDh5ymjocXKmHRfkFcTKTdze/4LKHSFkCfimYz7eLliG/ek3IvJaSLSM5WXvhYDDsQikbvkA3JPGP0G/Xb/h8hQf14vlZEa7ktBjZ6HBiYQE3D2MtGKAyW881M+pmQN7eRqPALioWQXAJbkvoT7nGDmciUdg1SYWmzkYSHIx4Pjp0cGdocTp9OJSCQiKURJXJCStHA/HE4n649V4aWQ0E6j4j+3dSWvWk90gCfRAV7sK6pjT0E9EhEMTg7maHkTt3SPJDXMl0BvDzxlIhxN5Uxs/g98vApu/QbiBrkut4kvvXnSQybh5Qkd+HxPCRqVB+PTw1r1vf0xt5qTpy8FvvJtLkOTNVeUbFMg+LnLBpcHHniAjIwMampq6NOnj/uP2+Fw8MILL1xxIyqVip49e3L48GF0Oh02mw2pVEpVVRUajSuZn0ajobKykpCQEGw2G83Nzfj5+aHRaKiqqnKfS6vVup9zseN+fn6XbEPw65isdnbl1+J0Qp+EQDxO7xj//lgVL65x7XBfm1XB94/2Q+3lgaeHFB+Za9TgdIJKcfZDqVZvZtoQMycaT1Bg3M4PFVHcFniLK7CcfkIPazhPeszGuy6SY2IpYzvG0TKsjGMVOkanhRId4LrM2my0sqIigtqAWYxMDGVWJxnF9S2oFVKSQlRngxBgM7g2MH50XIo0fR6dZS20Hz+JKqON2TtldIuXMT1ZjXVbDU67k/AEDRPSwwhRKbA7nWw9VcOQFA1do/3IM+zi9v7+vPN9LbWG0yn3nU6eH92eMLWSsNOlA+oNFh76/BDVzWY6R6q5sVsEL4xpT+zpzZKR/p482t0b3pwETieFsTeRUyIj/uR7JJd+A8NfgeiMS74v3WL83QG9tYX6nr0U1iHc95I54gSCX/KLS5HT09MvOBYbG/uLJ66vr0cqlaJSqTCZTOzcuZP77ruPnj17sn79ekaPHs2KFSsYPHgwAIMHD2bFihV07tyZ9evX06tXL0QiEYMHD+bJJ59k2rRpaLVaioqK6NixI06nk6KiIkpLS9FoNKxdu5Y33ngDkUh0yTYEv85X+0rcaVLOzRd2ppQuwICOel7YM4NEdQJToyZxV0dPQrxC8fT2pbZJz8P9wvFwGHEqvKizZbG19ksAQhWe+DqasHW6DemRz3CGphOk28cYyw7W+DyK3R5ASX0L9/ZztdnUYmHN0XysDjN6gyezVh8DXAW4XpnYgX98fYSyRiOzxrRnWp8YRCIRVoeV0dFKaup9KHPIaZYp+duWMp7IDGP+j6dwOs3k14j5d5w3xUbX71R3qJbXDHXU6i1MSA8np0KH6fTva9CFInd6obc0uH9/k+XCy8M2uwPd6Rxoh0obmdQl3B1Y3LyDoeffqCwv4T7tJPJydagUMXyV2I2ULf8Hd6xyP/SUtpnGFitp4b7nZSNoC2M7hiGTiKnTmxmSEoxcKiwMEPw2bVMSD6iuruaZZ57BbrfjdDoZMWIEgwYNIiEhgccff5wFCxaQkpLClClTANe+mRkzZpCZmYmvry/z588HIDExkZEjRzJq1CgkEgmzZs1CInH9gc2aNYt7770Xu93OpEmTSEx0VSKcMWPGRdsQ/Dp7z8kXtrug3h1cMttryK3UoTMZybW+gleTkoS6ydy6OY+RKYG8t11LmLqJhGBvfsytZsYADeU1VdzUuTMNhhM02c08hJro2i0ckyTBiOV0OvIynPgWJRAYOIWN9UpWHKqgotFIZmooJ06u5X+FH1OgL+WuxCdRygIxWu2UNhjJKmuiutnM8NQQDpY0MK5jKNlNu/lf9v8YEtqb2+PqSdrzIcUeozgUMBqZRIyXXIrebMNid+AZcPbbusTfg+Y61zxjZZOROeNSkYpFfLitgLVZLWRXVDK9fxybcquJ9PdkbKdQGlssqBQyd4bmYJWCN6em89bGPDpG+JJ5zkZSN6kcBr1Axcli8j53jd50JgeFhJHi1eh+2K78Wu7+336MVjsPDIxnxrB252WCbm0KuYQJnYWCY4LfT+R0nplu/Gu74YYbWL58+dXuxjVlzZEKHv3SlWhxwU3pjPtZlUOzzcyt625lpOwmXt7iSe/4AI6WNdF8epPgsPYaNuRoublHJAMTA2isrWRs+QI8aw5jUfjzZcxc8sXNGKUH6CQXIXaYKbI2I5cP4t3v5dgdTv4+KIE7kx2syn2bBdptACilSob5vMWmYwZu7hlBo/w7pKj4cV84HQO9uScwB7uxnsqINGbkPo2HxIP50ZPIMVVSqwgmQDKQhsYA7A4niRofRrULpuxYHQ67kxqVmHu+PITT6eTfN3YC4B/fZGFzOOkSpaahxUq1zsRzo5LZfLKGAG8P1h2t4qZuETyamYTXOSWMz8zVXE69wcyTXx/hpxM1JAcpeD+jgeikThDo+qL09qZTvHG6TLK3h5StTw3C30vYsyW4dlzqs7PNRi6C69/YTmEkBHnjxHlBPRKLzcHugibujP87zgYLQ9KshAeV02IJ5nCpa6NigLec4akh+ColVOks7CiFqoDH6BZZTr1CCTIjuwveocJQiiN6OOuLXfuXlNJdDEp9mR+P2qgzWMip0KPh7PxNsm8iBVUWgnzkNDpz+Dr/IwCGJj3CA5hI2vM8ABHN4+gbOpjtlZvYLjbxVeVW0vx7EOe7mUcHzMDpdI3O8hpaSO8V6g4E3wZ54XA6CVUpeGF1NrbTlbsOlTYyNEVDSogPuwvrEYnELNnrWn22aFshA5OD6R0fCIDRYmNHfh1SkYiMhAA8pK7RdkGtnt35dUT4KemfFIy/QsIbHYopUpUSHhyApstEUKjcv2uHMBUSsQi7w8mYjqGoFMKfrOD6IPxLFVxWSpjqgmNVTUY+2VXMu5vzAZgzPohKxYvsrSxhYPyNdI4ejcksxWy1o5CCp1zG3HW5WO1OqiN9+c7qxwltM0+Oc2CwuQKR3Xl27sJsNyNXOAj19cDucLCt3pd+4m78X1w41eKOGC0hFKnFJGqkfFr+nPt5NpEeH9PZnHcBDUfwjRiBWCTGiZgxmpl8v8+POl8J2cFNbDxRgVG5naKCXQyuG0ay5zBMNugZ64+flwc1zSYkIjG+ShlNRitTukbQMdwXq8PBy9/mck/fWKRiETaHE7lEjFopg6qjoKticXkU/7feVQxs7oQO3NYrGm2Tkbnf5rDpeA2+Shkvj09lXGAV/mvvxT09H3R+oslByRq+vj+DeoOZHrEBSCXCHIjg+iAEF8Gvti6r8nQpYVe2kWZHA6X6EgA2a7/mzrgUYiRd+WBbIe2CPcFh5/FUA2LgP6ck9IoL5HhVMzllTu5uP531hauIUgZxe9QI9jXlMSlqPNtyg4n0t2Cx2eiXGMpnu1OIdXbj/a0FQDnj08N4b0sVt4+YwreFqwjzDmdMwkBMhibshauQtFST3+lxElT+3KtKIdYniVe2mqjVm6jVw+ojFfgFlLC87H0AchuyuDc+hN05KvYV1TNzVHuCfBT0iPVHIRXjq5RT3thC1xh/4oO8GZoSgp+XjD4JgWSVNdE5Uk17ay58NgE8VGzzXuR+vbLKGoFoTlXr2XTcFfyajFYOlzYyLswLpB6uejcAHhcu8e8a/et28AsE1wIhuAh+NYlEjNpThkwiwkchpbzam1R1D4417iVO1Y5wzzjmrDiO2eagrMHInOgsIk89BcCQjH8y7ZAcT7mElDAP6ivjSDEn0qOplD4HHgfvYKzWHQQH+KBPaM/OYiPv/JTH2I5h5y0wOFHVzN1dVWwo2UigMpBE30TKqj3ZVCmh0WcBw7upqREZWZb/EpVGLe39OhDh9zCVTa4yyIFeUtL8nHxZBnKxnBifBGQiD9QKKYmU0lxsRq0vYEz5DhIUqTyWFUOVzsytvaJJCRW7U+UPbBd8ttjXnhWQOhFMTSzw288NDR2obHYw6PT9MQGedItW4zA28WLkYeIcP4FpMtz0ORRtg5COEN33D3wnBYK2IwQXwWU5HE6K6gx4e0gJVrlWVY1KC6HZZOWRIYmkhKg4XlPJ0aNT6BM8mu6aWJbuNRLoLae80YSXXEJw5WbObFOP1W5g2qAk/ORRZJXY+d9OVxbkZR4qvuz5HIUNNvwiuvLBITN7SguY0jWSZpONgloD0QFeiEXgcMLUdD9uUx3lDsWd5Ksj2FegYMOxeuICvZF5B/Dyllr+OaKMSqMrO0NOQza3Jljx9woh0EvCnfblaH74L/SezlFTf749aOFAoxdPJFSSuvFOME6AnBWonU56icTc2+4DjokS6BTpe7GXCQC9TyzePzwPNjNBrOXLkR+jj86kXYgPABH+XrwxzJ/Q/I3Id7rSE5G/Dv62AxIz2+YNFAiuEiG4CC7rk11FzFmTg0blwTs3d6HOfoL85ixSE5IYGDkQkUhETc4W+qRKiSWa0jonB4obuK93GDJDFRGSeqR+SXBqLVWRo8iLvJMBzmYi98ymJepFdztGq4OvLH345GgZIx0e7CppBOCr/aUMa69h8a5iXhzbnocGxhPkrWBkw6dIN8/DB4jPfINt5v6MTPOgtLGRNVn1TOoSQZC5ih6+SextOkkHdTIFVVY25WpZNMKT0E2uD/fEsiYezmrC6XRlExijNpHqdIDD5g6IOB3ckAATUpLx9pCBoda1k977/PLEx/VKutktENMPpB5IHFZ3YDkjpHg1dVIN/uoEPBrzwKwDh7XN3j+B4GoRgovgkpqMFt7fWkCEv5RBaSYOVR/ho7znMNiaESHig8yPqNSGUVjZnoggPTabH/4SB8+P9OX7Y1XM6KoizliMOGcDFb1mc39uR45+b6adRsVb0cPp27iKyV3uIKeymRu7RfLad67U9jKpBJHI9dke6utBk9FKgJeMbXm1dIny4+NdhdzovdndT1FNDk5VBq+uLSHQR8z9Qz0orbSxpiKGJ9U9MXu3R+XdgZb1a/mbfxDtVEOwh3ZBUnkQpdOEp0yC4fRmSJnX6an1ioPQ/T4o2QmaDvjbasFLAYXb4Ju7XEW5Jv8Xkoa7+1Ehi6F6wD8J2vc6IqsRZ/xN7C+qd++mbzZaebW8B1/mtDA28V+8GLYcv06jLwhSAsGfgbD0RHBRm3K13Lt4PwMSA8joepCV1c9y0rgOg82Vc8uJk10V+zhcpkUikqBrDmD26lzm/5hHSaORhwcF8fFJBVqfjoiqj5FtDeGo1jVpfUKr54D/aDaJMvguW0uz2caGXC239YwC4GRFLfP7i3khtZ5/9XaQFOzNAwMTKKw1UGewUFJvJEszwbWaQCKjJHQ4n++uxGJ3UNFo41ilgSiNnYAAfwr9xuEfPAzl9weQbf+Jak81y3JaqBv5LpU9XqHUpw8zewRyT5dgnhudwPpKD1Ym/ZPdyc9S5gwAqxFnwWYI64zZZsd8+BtoqXVVxNz17nmv2eD2GpSNJxAZasFiwP/wf3h70ynMp3f4Z1c0seRYC04nrD5p5FD8Q9Bu5OXfCKu5Vd9XgeCPIoxcBBeoaTbx9yWHMFjseCpM5JhcG6QO1RxiaruprM5fTWpgKrurtpLmoyZMnsHiXSU4nGCw2KlqMrGjvJiowHAOmzWU9V/GijIVYb7NVDSZCFd74O3voLAuCoOlDkO9EREwc3g7eiXVYdbuoX/OSiz48WH9LOp1zfQMFfPiuPY0NjTw+KBovqwLxThwGTUtTir0USRpatDqXB/EAd5iLBYZQ71KSC5biTzrKxy+seieeYSHs0OxZRn5saWJ2Ws34Zebix/Q+aYxrIuOZ1TX4VQ3RbAkq4K+sZ1ITe1MeFgY7aI68tn2AnrZAkk980KFpJ33mh0qbqCXKvLsMVV7dI1nL3kFenvgJXeNkjykYoJDLpN00umEA4th+79dCS0HvwDega30DgsEbU8ILoLz2B1OGlusdIzwZVdBPScrrfTpOZiNpeuoNdYS5hVGelA6+U35aFu0dPYdzdf7S0kNV5FXoyc5xIf0SDVypZ2F66sx2SoZkRrC+pwK+iYE0jcxALvvd7yUtYwHE96ne7UfNXoz/RIDGfvuTib1ErFdv5wx7foSrh/HeztcS3f3luqZN0mPpqmEZ3b64C0VcbNnAUNldZySGPFMSiZOI0XpYUOrM/Hl9jK692lEbqiF2P6IC7filWxyb4g8UdWI/OF7kSz6CFNZFVm90lm3I5CF1TmM7KBhcEqI+zLdDV0c/DsFfsip5jtDNx5Onk24Skpin5sAMNvsfLS9iA3HqvARJfF6r//DU2Rjg60rM/u0cyf8TNT4sPjuHmSVNdE+VEWH8EsvDqD2FKx9zBVkDv7Plciy09TzH2NuBmMT+IS4ygkIBNcQ4V+kwM1md/D+lgLm/XCC9Ag1T2Ym4SETkxLRjjCvUKqNZXyU/RE3tbsJnUVH96BByC2p9Ij1IEytoJ3Ghx9yqvjXhhNM7R5JnwQpUomYgNPpSrbn1TI0TUZ2zSrMdjOFhiwqddFkpgTzv13FOJ3w3QExGb16kuQQMdSxltSu/swpSkMT6MvOYikKazRhahMPh+TS/eAzAHT3jSC878u8VBTF98dq3b9PXoONfvkbof14kCrwjkunwykHDc0tfN1+O+Hb38Y8tBdZXR5ic7GVgmpX2prvsrXEBZ3db7KnoB6z1c7YjqE8t7KOadXtePOmziR6u7Jt64xWimv1FNQaABixOYrvH+3HvaEXbkC94ozGMiXIVWB2FSFD8bNAVF8EKx+E0p0w4Bno9yRIhNT4gmuHEFwEAPx0vJp9RfXuXfd2p2sE02y2klcNVcZ4fIJr6anpT4ikO1NCx/Ov9aeo1FUytXskr6w7zpsDJLzl/z3GQG/mVTnAOxSb3U6ZxcjotFCCfeTIZQ5U5ueReu2gj0hFSrqUfY0298Ksm3uGUts8iUZDA7KqefSoO8K83gt4tzaI9ze7Sizc2iMCH+PZPS/oKgjRbufB1IGoFGF8fUBLoKeUrtJ8kMg4Fn4T3kGD8G8q4ovbhlJYVED46rfQBabzpeo+Yhs8mRAg5QexFZvDSaSfkhh/TzzlElosdu7tF4uHTMJN3SNJDlUhFYvoGHH2w97fy4PO0X5syK3G7nASH+RFoLfH73tD1JFw8+eQt9GVZyx+yPn3F22Dkh2unze/Bqk3QFDS72tTIGhFQnARUNNs4uEvDpISqiJcraS80Uiknycf7XBl6+0QrsJg9qHiRB/+NiCOT7doGRrfSFSAJ2kRvmhUHoSrPcgsn4+idDsAT3aQs9wzgcYWC41GK5F+Sr7aX0pDi5VALxnfdRQTdOhuHAo/Ugd8gNMZRoSfgiV7S6kzWFkjlhLe6yFG6x7F2GKgqM7o7q+HqYaOSbHYLP2RVh2GlLHQ0kjHHx6h//BXMHtr6emjIr6+nqpBC4jTfo9SZIU939FSewRp/N1YVZFsD7+Pzp5Guh5+DrGpgU87P8OpgEHERYbTOz6QHnEBGMw22oW4RiBSifiiu+UlYhF3ZMQQrlZSrTPTNzGQQJ/fGVzAtaQ5pt/F71OF415S5xcLCvXvb08gaEVCcBEgEomQSkTsL25gaEowY1P9cJyzkNBosTO9XwwR4jpKDWa6RqjQWkVUNhnZU1hPWUML/eIDkGib3M/xldkpqW9hQFIgr647jtnqwGR1FRIbGCEiKMuVHkVsasCvdj92x3DEIjEtFgdecgljOoXxXlEj2YlLMBqhU4QabZMRlRzGSvegOrKZ7zq8QVREFrr6akr8MwiX9eK47gSbqlewqRrC2j/HwPWPnE2tknoD8rL9OIinJu1+ujmrCa7fD/pKADKOzaFzZzuKxH8AuIuTndFisdFgsBLoI3cnojxDIZMwumPrVoW8rLiBcPNXUJcPsf3AR1jOLLi2CMFFQKC3B+/e2pXNp0rx98khyXQcpbMDBSmx1OotDIxX0716KQkHX8EWkMzm1FdYVelLSb1rNJFT2czw1BCyg5+hQ9576GSBbBD347vsKkJUHuhMNvYW1vO3gXHoTTYiVCIM0ky88teCSEyFLJo1WZVIxSJmZMZT1mTh8z2u1WdHK+Dm7pEoJCIW96wgqmAJ3jm7sbQbz57CBh464gf40SXKSbUugafHtIPCFQCITaKzgQXAYcPWbiRpm58BiQx7wgjXxHnsACjcgt2/I80ndSgu8hrVNJt4bkU2G3K03N4riqdHnt5QebWIxeftsREIrjVCcBEArjLG+aa1HKg+SJFcQZLcTDuND0/GHyel8kNaqk7xv5RF5Jt8yEBM93AlBwqlVDTbGN4+mE3Hq5lfJqJL1DPcnBbFvrxabu4hRSGTcGO3CMRiEe9sysdid5AY7E1J2L3cMWAYBxqU5Er8GdX7FBJrGNryAgamJvD1fjFmm2ukEx/sxdy1xymJCODRoD74a3rh5+lBb0MRX4iDcDid9EkI4D9b8pFYw3iw4wM02wxoJXEc7/gUycVL0McM42BUOoll+wh1OsBmRqIOg5NrwWHH3PNFqhZvxfeWbhd9fQ4WN7Ahx5VK5tPdJYxPD2+zUsMCwZ+BEFwEAJTqSlmev4L8xnxEiIhP7cG2E5U86XwRPDzZHPkwc3Z7AnaW5ZnoGWvg731D+KnYSoivApOulodSrWypaaGwroU1RypRyiSMTAth+cFy7u4Tg8XuChanqvXEBmpYa+vCMVsFh2tfRGdpQqMMpX/UCxypNHBrzyhKG4z4ecqQS8RE+ivZWGZkY1lXHhwYx93Obxlx7Cm+S7sTU2hP5KUHuFmZgzQ/iF2Kg6ysO0hmqIgfDSNISRlLo0WMNq+Ex5JHElK+H1FLLdgskDSc8vibCPTvgObFkXgkXXxSPMRXgVwixmJ3oFZKCfT2wGixUVrfQqC3B/6/dwJfIPiTEYKLAIAtJXvIb3StFHPipMZYh9bgiy4kAXXJD2jj4gHXMl+LzUHXaDV6UyMbcqqZ0cODp3gNr/wj3Jl0E8+U3gKA0WpHb3It7/X2EBPmq6CiyUS/xEAsVjsSuRdd4hxsPeaaq+niPY0Z63SAjgFJQRyraKJnbABHy5tIDPYhJUSFQibBUybBgSe0G0miswpdRRHlr3xIEyD28uSJl27CEReBn8ybLSeMbDqupV9iEJuOO+kf24F2k/6L88fZiA58jDk4DXlEOh6h0Zd9fTpF+rH49jRyq/R0iQsh2MeDud/m8vneEjqG+/L2zZ2JDvS67DkEgr+SNkv/UllZye23386oUaMYPXo0ixcvBqCxsZFp06YxbNgwpk2bRlOT64PF6XQyd+5cMjMzGTt2LMeOHXOfa8WKFQwbNoxhw4axYsUK9/Hs7GzGjh1LZmYmc+fO5UzF5ku1Ibi4jblajlfVMSx6GABRPlFEKNPoGevP+94PUtnjOZrtcm7oHE6HcBX39oslt1KH1FPN7b1CSBedwKv2CADBJ7/ijqizy4TVnlKUMgk1zr08OtjK40MTCPf1oFpv4cu9xUitSYz0nc8IzSM4TBr383IqdcwdEkiUvwKbA4J9PNDqTMilYj7dXYKjqRyOrYCcVThqK9zPcxhawGBiY+lGWswSYgM9eWp4O8xWO/f0jaFrnIh5JWtZHd+T2vELaeo3h+L937N55w4aWiyXfpGKd5GxZhB3b+9PevNmCusMfL7XVcMmq7yJAyUNrfiOCATXvzYbuUgkEp555hlSU1PR6/VMmjSJPn36sHz5cjIyMpg+fTqLFi1i0aJFzJgxg61bt1JUVMSGDRs4cuQIc+bM4ZtvvqGxsZGFCxeybNkyRCIRN9xwA4MHD8bX15c5c+bw8ssv06lTJ+677z62bt3KgAEDWLRo0UXb+CsxWe0sO1BGbpWOwe2CGZyiueRji2r1lFXEExVl5IG0R/G2dedQnhOzzUZosB9qXTMZ8iY8PLyRh/ny9f5S6g1WdEYr3gon3skqyJaD3YLDN5ru+k283TEFb4mNplg7Sk8fanS+yL2aaCepRG82MzlBiUEWzCc7yihpsCAWRfDsyCi+k+dhsNi5taOKBFMWfQz7kKqDqHeqqeg/lL11UkJVkRxTZOIXdQypUUtz56F4jwfTrv34jevLjwFGDGUG6vQ2zDYH9/WP577+8QD89+h/+STnE0aGPIbM4M+ovXcQbG7GrIrhsOcn9EzvdNHXyJqzBpmh2nVj6z8JvHU48UFe5NcYkElERPl7klupY+mBMjzlrj0xEX6erf6+AuzIq2X+DyeI9PPi0aEJxAReWGDsSnx3tJId+bV0ClczsUu4UOVS0KraLLgEBwcTHOxaHunt7U1cXBxarZaNGzfy6aefAjBhwgRuv/12ZsyYwcaNG5kwYQIikYj09HR0Oh3V1dXs3buXPn36oFarAejTpw/btm2jR48e6PV60tPT3efauHEjAwYMuGQbfyXbTtXw3MpsAL7ZX8Z3j/Y7b9f5uWICvZFYNcg8Yqmts/HuvjL6JAQgFonwsTvQfp6Fd/ZSBnTqjO62Z6g3uPJlbcur48OJiexuUVPe+T/Im4oI1wTiX/gtTs9kpJ4q8usiWby1ApDRGBfE+/G7sQe2Z85eI68MszMsxQ8Ppw/7KkyUNVjoGReAXCpmQ14zd/uuwqdkI7WhA3nT83G2HapiRpoZ38r9eMV0ZWzDo0zrHY1MLkd0UyKKKY0UmmrYVv85g0ImEWTvTIdkP7AYQa4EQISIXsGZfLcrlJ6JRa4UKoCHrghfS81FX5+fjlejNqjpfOZARHc0KiXv3daVgyWNxAV60S3Gn/s/PcD6Y66NnmKRiMczW39To9li5fkVWRTWGdlf3EhcgIK/Zyb/6vMcq2ji4SWHsDucfEYJoX5K+iYIucsErecPmXMpKysjNzeXTp06UVdX5w46QUFB1NXVAaDVagkJCXE/JyQkBK1We8FxjUZz0eNnHg9cso2/Eqvdec7PDmzn3D7D4XBS2WSiVm/mWJ2DpQeP46OQkpmswQlsP1VL56o6jNknAXAeOUTIVFfhML3ZRucYD/KcO1FLuxHp5WBvowaxzZMFor+z/qgekQhu7nF2P0hxvZn87n0xltfw7IAQXtlaT3FdC4PaBTM41os8nY1Nx12jg0BvGQ6165v0Nu8RfH3UwKhQCe3eehtxSREiz1UsWPAm+SozM7/Oo9lso2uULwaLF03GaZyy2flmjIn47/pDbncYMx/8YxkVNwqZM4gtNtjVEsHwgDS86o5iiB1BeELaBa8RwPKDZeSXp/FEylzCPR2kDLgRHA4cxkb85A5C1a7Fy1H+SoamBLPtVC1mm71V3sefEzUU4Ct3uG8rnfrfdB6b3Yndcc6/kTbqr+Cvq82Di8Fg4JFHHmHmzJl4e5//zVkkEiESidq0/T+ijWtRv8RAnhqeSAOHUXo2gUcl4ENlk5HlB8tpL9MSZz3JukpvdP4d2HqqBqcTdEYbIrEIg8lKs9lGQYCafkFBUFODWBNMhwAJCyYGsqJkD3XOI7xzYicD1f/A5NOF9oqNKKRSfipsAVybx4O9PUgJ9aGm2Uz/pEC2VoPMIkdiFqFSyBiV5vqCoPT0oqK0nildI6hoNDKoXTBN1uF423SogiIAiBe1IC4pcp3baCRbV89P1VXcOziMj35q5kBJE6+MS+ZohY4+kXLi12WC1QAFP0Hej9DjPjReGm7rOAa5pYQv9pTyZeIbjBvmICgyBTzVF30tk0NVrMuu4t66OJ4clkSKTwi5+39i6joLTUY7HcNVjEsPY+WhchqNVv7WP55x6W2zoVIuk/FyyE5W+XfDT2ZhfMxvCwodwn157YY0lh0oY0iKhl5xAa3cU8FfXZsGF6vVyiOPPMLYsWMZNsw1WRwQEEB1dTXBwcFUV1fj7+/aK6DRaKiqqnI/t6qqCo1Gg0ajYe/eve7jWq2WHj16XPLxl2vjr8RHISM+upR/bHsZgJ8qvuXTUYv5cl81p/LzuNs4GxCREnoLtsD25Eeq2XDMNfLDCe1CVHx/TMuXFU46PPwSGS35/EAYEQ15tK/7kd36I1gcrglwD4mCfZUW5hxNJMhbxs3dQ1m8uwS1pwy92U5isDchKgVJ/lI8FJ7ktIiIlisJ97Oz7qjrPQz29qBThBqz1U5MgCfzfjjBa/ZwJqT/i24+amaOtKCra0A8eBCOTT+hu+Ne5u6XozNJ+EHcyO0ZEShlMv6ztZiyRiNrj0qpyHwDsWkPkwoP4e8dct7rc2O3KG7sFnVFr+X04ONM67YBY0Aqu3zas/pAIbbiCpqMrlQwWeU64oN9qNG7Xo81Ryt4ZEji730LL84/jrTuA0kr3AJByRDf9TedRiIWcXOPKG7ucWWvwV9VWUMLKw6V43A6mdg5nCj/1l0RaLTY2HKyBqvdycCkIHyUf57ko20WXJxOJ8899xxxcXFMmzbNfXzw4MGsXLmS6dOns3LlSoYMGeI+/tlnnzF69GiOHDmCj48PwcHB9O3bl3//+9/uFV/bt2/niSeeQK1W4+3tzeHDh+nUqRMrV67k9ttvv2wbfxX5jfnk1mbTYDQiQoQTJ0W6AhqMOnRGKymeepQ1JSxMWMS8Q1JuEFmp1pkZnhpCpJ+SysYWrDY59/aNxWxzUOPbzGqZB4XVJgYYjxFXvov5fe5jo9mAyRRKdUUUxypcq6Vq9FbkUglPDUviaEUTH24vJNJPyaNDE8moXcZWj7GsP1aFRCwiPvjsSLZSZ2LJ/lIi1J6MSA12p4pZc6QCndHC7oJ6HhgYy3tdb6FLz3HYY3zQfdcIgM3hxEvuyrxc1ujKGtBstpFV38zWho14d57O4NBB7D5UjkgEKWEqEoPPLz98STUnkC2/C5ndiidgaiflH0dCeG1YCpGqGkp1dnrG+uEhFaOUSRiSEkygtwc1ejNhamXrvKE/F9ff9Z+gzX26q5j3txYA0KC3Mmd86i8849f5an8pc1bnAPD40EQeHfrnST7aZsHlwIEDrFq1iqSkJMaPHw/AE088wfTp03nsscdYunQpYWFhLFiwAIABAwawZcsWMjMzUSqVvPrqqwCo1WoefPBBJk+eDMBDDz3kntyfPXs2zz77LCaTif79+9O/v+sP7lJt/BWUN5fzwA9/o7KlCpXMh5sSp/BN3jJGR9xDoIeGiZ1VrN6rY2X/b9EbvLipu5UGg5XDpY0ABPl4MK13DA6ng2W7SgjxcyByfER+cw5SsZTB8U+Q4jGA/t+/SC+vML5LfZMCDy9C45QsO1aJSAS+njL+ueEkDw+KZ1h7V96tl9bkMKVrJrnZNXSJ9kNntJEQ5M3RsiYkYhFJGh/WH9OSX6NHLNK4Nyz2jPPnaLmOZrMNX0850dHB7K3xJNmhZEo3GcsO1NA/KYBTWj0lDS30jPVjT2EDSSEy9KJcACSiAB76Mov9xQ0E+3jQOz6AGcPbEX4lq7nsNnCcvfQkdbr27RwpN/PFcCcVzmC8NAmsz9HyyJAE/rX+BA4n5Nfoee+2LnhdzRQxgt+toeVssbdaQ+tXBc2tbHb/vLeo/jKPvP60WXDp1q0bJ06cuOh9Z/a8nEskEjF79uyLPn7y5Mnu4HKutLQ0vv322wuO+/n5XbSNv4IKQwWVLa5LTTprMz1NRiITFpGkieWE1kBzczOB/oE8ts41ST8+PYykYG+2nqrBZHUwobOGBqMeVDtJ6nSEPppM3slxfbOyOWwUiZwYRF54AXJDBWMLX2RJ9b9IGBpOndWG0kOC4/REcV6NwZ0yBaCs0cTO/DpGpobgq5Tx6e5i+iQEYnc4Ka83IBGL8PWQUFJvYHBKMGqlDA+JiKPlTdzRK4ryeiMlDUYGJAVSVNeCWOTB3wbEMbZjGB9uLyTEV8GDA+JRyiU0GXP5+HgVU0P6EFLVzP5i18iqutlMi8VORaPpyoKLpj1MeBcOfoouqAf/OxWDp9xJP10RoUljifRxjYA6RPrx8Y5CzsyRb8+rpdFoE4LLde7WnpEU1uqxO5zc3Sem1c8/vL2GlYfKsTucf7pLlMIO/T+ZBN8EBmh6sEW7l06qeNq1mDnp9OFYZTMvf+v6Jj+la7j78TkVOsYodXwQVseptB58tqec1PhyNuf/B4BacwnDosayoWQNsT6JeFq78rwhiT4dezDR+j010SNx6mR8cqycfUWuD/CbukVwW88oFDIxE9PDOFjaSGaKhuOVOjQqDyQSEf6ecvonBrH5ZA2pGiV3JxiQdQzA10PEzcGF2GoLOOzRnbWVSpJDfHAC724pYGBSEP/bWUxhrYEJ6WH0lZ0k+ugyZiens8bQgVM1eiamh6Os96HPiUNg1lEdqCU9/FEOlxsI9JYTG+h13iU59DVwaj1IlZA0AjzOXle3Opz8JBtES3o/eosamH10I+irie3SA6nP+ZfWusf4o1F5oNWZmd4vjiAhJcx1r1OkH19Nz8CJa56qtQ1O0bDh8f7YHc5LbhW4XgnB5U9GJvbm2e4vcnvVYfTWEFbWeCIWSdl84uwejki1J1KxCJvDydDkIEKXvcX+MXfhXVFGpMjqqhMCRHjF0U4+gTTPLqSljkLhCGLmijwcTliBN+Hd00nK+pz2iXey3evsty6xSITGV4GPh5j6FgtqpQyxCE6dLoPs7SHhk93FPJmZSFSAJ4N9K/koV8K2Yld6GUn3EJ4WbSBKuxdb+3nU6C3sLnRdMvCQiTlWoQNg5eEKnkxcgWf+CsyqKBriFqKTBfHFnhLu6ZsKQ2fDwc8JjuvNu6mdOFJlQqWQ0iFMja/nOSOK7W/AblcwZeS/oOd0913rs6t4eMkhAAYnB/Pu36YhsZqRBV+Y4r5DuC8rHuxDvcFCQrA3cqmwKfHPQNwGQeVcPy/t8GchBJc/kZyKJp78JoukYG92FXhQ3azl1p4RyJTFDE0Nx2zzx0chJcxDyhOZiZQ2GFl5pIJut91PxpolONatoX1CEiu9/8aNyX/HYUjh4y06VlLG5K7h9A2zcM7WCBoVEdyp+xuV26Xc1tObJI0XJ+srkUit/G+Hlpt7RKLykDK8vYZ5P5zE4QStzszYTqF0CFO55md8GjAFJNLsKAdck/ElZiW5gT1JLl3I1C4hlOrsWGwOanRmws+ZJE8OkKHUuQqaeehKsDXXUIw3i3cV0ylSTbdON0Onm9GbrRwvrMfPU06PGP8LPyyKdp79ub7g7M/GRtSWcpIClZysNbK3sJ4WuRJ/P1cVSofDidFqx8vj7J9RmFqJw+nEYLahkJ1f80UguOaYdNBSBz6hILtYsYnfTggu1yG7w4nOaEWllCERi2ixtlDWoONgUQtyCfh5SmkfIcGzRs43+ysY1HcT2doSesY/RlW9lJUnqtmeX8fQlGDGddAQq8/BvG4NAJK8k/S2VPNtVXd0LTZAxw1xDoZ55OIvi+LRIQlsPVlLRpw/NvNhKo0qMuIDeHNTPskh3nRNy+VgTjLNJhsyiRiD2YbYF/y95NSeXqo7zLuIiEATJYEaskq9OVykY3KiGB+5H1KplBAfJRXOQKIGv8yqA1p2FdTRMcKXAG8532dXcW/fGJROE4O9i1DmuibYixNuZ22FN8kRIsw2B8XFhXQr/wxi+vJethcLf8oD4K2p6YxLDz//Be37GCy/D2Re0G6k61jtKZzL7qVv5WE+7PQYn7WbRESACr/TI55qnYlXv8tlZ14djwxJ4Nae0YhEIlYeLOPH49WIRXBzjygy4oVd74JrVFM5rHwQCjdD9/tg6BzwaL1Lc0JwuQ6UNZex7OQyWmwtjIudwoq9Fr7aV8rELuFMzVDywq5nKNOXMCH8SdppEpEGbCW7+WMSkzrTgxvJbjlJqb6AAcE1BFsTWXbQlejxx9xqxO01LGrx496oCKwlZYjkcvJlfqw4VMFzo5Lxs2qZLV2H44QZaaOKVc4RVDRJWXawnCeGdKd7cxPfZrkqOR6v0jMkuTdmcxPzR2vobNnGh85EVhzS8dDABKqqq0i0nSLz5L9QGKupzVzJpzsb+bF3NlE753JbVAb68L44miqwhgxBV13Op0cUtI9wTeDvLnBdGvtwexFjO4bylSkWr7Qn8VXAxtpQ+qhUHCiqY2nfctIrvwKFN/bCHayresD9Wh4tb3IFF7sVjq+FxhJXffq/HwCJHFSnNz8WbkNUeRiAqCMLECf2oF+vAe4NubsL6lh5yPU6vrDqGBlxgYT4KtiaV+t+PUQikRBcBNeu0j2uwAKw7wNIvxnCf9u+qYsRgst1YFXeKj7M/hAAH0tvPtzuSvnxya5iOvt78YA8lCORyRSYduEp8+Or/PcAyG7Yzf+3d9/hbZVn48e/2pItW5KH5G3HK8t2nGknzrTjhOxNoD9GA5TSQiCs9qXsVVYZLavhpaSU9TITIIHsRTZJnL3sON5D3rJla5/fHwpOQgKF4JBgns916bqsozOeR0fWrXOecfdJSaa8sBiTJoyCYiWDolRolP5EXMFaJS6vj/8rcXPLTdMJKymmNDmPVVUmLh8YiClAzR+SfdQ+eQxXaRUKk4GJd2Tzls3fkF3e4mF4cgiF1laO19kZFiVnangLE8cokJWvoUDbhyb0ZMQq2FHSyK096ui9aj4ArtDeuBShTErX8pldYmb0BKKCtOi3PAOAdHwZsugB3JUSzC07PNw/IaWz3AadilanB6dHzqomM/H2vQwy1PHWsZ78JdPBoM1/8k8PACjSZvObAeE8ttI/wWR2YiiSJCErXA0fXut/g3e/BdevgIDTBtsa4zpz1LcbUyluUyGXy3B6vLz/dTkbj9Uxd3AsX+yrZnTPcHaUNJAebejsKQdQ0mA/r/Nd2VZJQW0BkfpIBlq67p9dEM5giAGFyv9DSx8BAeFdunsRXH4B3D5/X/vexkEofVFolEU4PT5UChlJFWvJOPomGb0n83nKTAxqLTsPmql3+Ofoitf3YqL5T2h9CVgbdZjlLfx1UiIFNa6T09eX8uK4ICLrdyLXHkGmyWBPuQybw018qI6WFiXaUv8vdG9TC3KbvyyDE0x4fRJHa1uJDQlgdqqSedYn0H6+idb4sRzocxePrmljWLKcD3dWADDVrCZu6N10BPfg71U9qTnUwqpD/nK2p1/Nn/igs84yr4s68zA0bi935qcy0bOCuCwdn3dk0OqW2FRUz/CkMOzqMN6zDsSMCqutjhPWls7AAoC5F9cO6cGAxEga7C6qmx1c9fp2eoWYuMWchcm6HRqLwNV2ZnBJysU9931qy45SIE9nbnQf4kMD+aqwjgc+9aeDkMng0al9eWFNIZ/vq8YUoOKpWelsK26gzenlltHJP/pct7paueereyiwFqCQKfhn/j/Jjsz+0fsRhP8qdghctRjqjkBsFpi6tiu0CC6/AFOTplLfUU+oIg2ZE24Y3oPSRjtTIxrI2OK/SjFX7GJrIOgDwsmKGEKSMYXGdgcyp4W80ES2VEv4cFHf5uHa4uuI6nU79+0LY0RKOAPcW1Ac+gSAjMa7uWvoxywvk/P0imPMTgrkD4MG4dq5E3VyD3qENnB9WBpbSlpZf7SOQI2SnaVNjFdVoS3fBEBQ6Wo80VdSY9PR5vCgVsiZmCAx9sBdqGzlBMqVjB/xFq80nvoyr5WFsS10Nj37R6FrOEB5yrW8VNGDzBgj1wxNgM8OMHzf26RGjWFr/B9IMSegkMl4ef1xYk06MmONZCV6qQyIxDPpBZSHPoHkfBh0AypNAMX1Ddz10T7kMvifSXE0trpZ1+thZjZOh/xHwRAL+FMVrDpUQ32bi9xew4nvNZ6Y7zk3IYGazrakpnb/7ATLF/i7loaeR1fkJkcTBVZ/7zSv5KXUViqCi3Dh9Bjhf1wAIrj8AiQaE1mQeR+7SpvYX9GCy+sjOqyDUEU7yJWAk8OpuZR0HCNRE4hcLue1/a/i8DqI08dxY/wDvLujEZfXR1F4INm955FsXUFZ4wxcXh/uuFONeF51MNGhRnZv8ifC+ui4nbHX/p7wyyfzjs2Mqd1OaFAHh6tbuXJwDOZgLbvKmqgkHElrROZoxqMLRxsaT1YPDzEnp3K/PLkV1Zpy/0F8HpqrCrkqbSQ2ewAqhZzJPfUcblJTLA1lRLiJels7W4ubKKprJ8KgI6vHOEIOfoC5ZiMWywS+aAllxckBmkV1dhJr2xiRHM4VQ2JRqvvB4HlUN3dQa3WSFKbi65ODKK8YZefN8pvQKQKwcysjfr+f8LDwzu7Xy/ZXc+cH/sRn64/W8do1A9EoT/X6GtIjhEen9WXL8QbG9bUwpIeJUT3D2XC0jqFJofSODMYYoD7vcx0RGMHVfa7mrUNvER0YTf/w/v99I0G4BIng8gtwuKqFf28pYWtxI2WN7ejUch6b3os3jwawOeV1ekfWsNHdwLUJQ3l+z/OMiBmBw+sAoKytDKu3ozN//fE6Oy2DEgnz1RMfGkhEsIabd0Xx3IAHCPfUUB89FtRBJJpUFDe5CdIo2eEwsqtUYm+lDZBxfU4w83NDWbqvmuTwQO65rCdtTi87ExcRZCukydCb21fYiDbpKK63U2Rt4wOVltS+8wg7uAibeTCH5T254cCD5CtqkckV7PA+z8Or6wEFQxNHML9PBymWAEob2imqs+P06NBm/YeiZh/Fjmi8kpuE0ABKGtqRyfxTzBgDVGw/0UhLu5uEsEAWvF/Aifp2pmVGMb6vhU2FdRS53sXmsmHDRlPw13hdGVB3DEITQaGi+uTcZAB7K5pxuLxnBBeNUkHvyGBqbQ5aOjxo1Qr+PjeTyuYOogw6TIHnH1gA1Ao1t/a/lWlJ0zBpTJgDzx5PIwi/BCK4XOJW7tjPoWYlCrmMIRaJv48O5rNqA6+sKyUnKYzjHREcKDYzukcguqYWfmN+G5vNyeyo0Xxe+zgZpuHoZBHEhlRR3tjBiJQwfAoX73jGMKZnEP/7lX+cyJV7M7g6ezKVZQ72VZRwS46FunaJ3bUe1h+tP2NAYLvbx782+7v2yoB+sUaK6+38Z5uHyWlDWbnLirXVSY3NwWVpEUQatKwvbqNQP5kbRsykRQqin6wO09EN/h3KlTTYT6UYPlTdyp6kODYXHQfgpXVFvDROz+++sJ1co5Lbx6aQYtbj8UmEBKgwaZUoZDJ+u+hrAH47LIET9f6p/z/dU8WNI3qw8KqBvHfiKw437QOglykcy4dToLkURv8F57DbGZRg4rK+FvZWNHP72J4YvnUV0mh3cfO7u6m1+eeZCtYomTkw5iddrXybVqmlZ0jPLtufIFwMIrhcwtxeH9tqZaw8VM2CTJhZez87j09k0d5MNEo5crmMQmsrh6rb2HpcwW+HJbBwYzFur4RSruH3Y/7J8gONFHqcTOgbicPjpUdoAIedbuIitTS3uzHqVDR3uMnrZebva/wBY3JGJMeaZYRqJDYeq2deSjtpEYF8FGRCp9XQLyKAjxVyVAoZfaKC2VrcQKBayVVZcaw+VEukQYu11f/lG2XQ0u70cN2QaJ7fUMLTmz08mKOnSmbmWO9biG7dR1OvK6n0RhIW6KDe7mJsbzPO05KbhenVaOQSchn4JNAo/aP07U4PMcYAyiobWFFsY2hiCOnRBvZXttDqcKNVyXG4faRHBWMxaAnTa5lvuomeIckoZComdnQgay71H2TDk6xV5fG3bW0MiDPSI0xPoObsQZBuj4/m0yYzbHd5LtwHQBB+wURwuYTV2jrYXdZCRVMHwyhEXnsArWkschlM7x9NTUsHh6r93ZJbnV7kMllnBkqPT6KoRoYxAGJjyjl2IpYBcUay1LU8V65E29iBzeHl/2XH4XG7sLWfmvG1yNpGtDGcZp+M23LMzDt2E5rio0wMCGF50n2YHQb+NL4/Do+XQqudE3V2qlocFNfbuWpILFqVnPQYA3KZjIY2Jw63l4nvPMXQiATUZfVoBs7kvgKJxztyMOrGMNYUznXaZRiGDafKG0hbhwezvJU/j02gqamB4RFe9MFG/p4v40izDNSBLNxSjccnceuoYN7f5b+i2VrcyKT0SPZXtpAeZeC3wxIobWgn0qilrKGDII2KiMAIrul7lb+ix5Z3djf2xA1j4Y4GBsRHdPZu23GikV6RwSSdNueTxaDl+bmZvLD6GJmxJsb2OTNPjCAIfiK4XIJ8Pv+v9JJjhwjT+2+3uPTRIJOTcfw1FuaP4N3SDqqanQyIM7G7rIk4o5pkI8webGT94XaGpqqIjzqO1LaFvfUG7K1hLNrUgH5kPLk91fxnWxkHK22oFRZ6mFRkB9Xz4cn5xvJ6mSltbMegUxGsaEXT7L+iob2REHctwXIdBeVNWG1OshJD+XSPv32nyNqGzeHBaCvE6FCSFaOlIMBCYriesrYcIl9/AZRK5FdcSa8INZuK6qlrcxKuV5Gy9QHMliyudd5Nz+gw0oLLyFCUUOwo4Z4DV1DSaCW3l5m06GCe/PIoeq2SkSlhJARAsEaBzelFp1IQY9Lx2PS+XDkkHoVcht3l5ep/7aDd5eXm0UncOa4nDXYnOrWC0sAsTmS8hKa9BmPfPFKL5MhPy1qqkMtQnCOL6cT0SC7rG3HB55wShF8yEVwuMduLG3jiyyOYNPAX02qigqczIS2Cvc4OzGMeQd5WQ6hBT4RBx7qj9fSODOLucanIkGh1uElLsNOoW8Ie2wFMstHsa9jGKNOdNLs9/CWlgq8boiiyNlFQ1syUjEiWH6zB7ZUYGqXio6FFVIUN44PDLaw/5p9E8jeDoqnPeoiwrx/DFZ5BdIieSq+GUalmvjxQQ5RRS4xJR0VTB4lhgajlPsZZWpm+5w442k5gxoMsOJbBhNwkDAm30Kgw8Mc9Lv44JoFUix6TVs4V1ucBMNQX8MjUUKIVjYTGj4AtBaxSjmFHqT9R3BcHqrEEaxjdM5woo47XNhbz+T546LJUHF4Jldo/QebE9MjOGWx3ljTS7vKiUcppc3p4avkRFm0uoXdkEDMGRPPQdhNgIrjQyswB0aw5YmV6ZjRtTjdXDI4jIezckwqKwCII308El0vItuP1PLXiaGfirp5pgxhiruXd+mDW1QaQENuD3xf0ZN7wcKw2/y2gcL2aAI2CR5Ye5rbcFPYXG8jpeS2ze9hoag8kOOIyDpUpyU9SESOX8UltBw12F6NSw3F6fJ230bZWuekYnME7+9upt3sYEiFnangNcaFaFn/Wj/HT30fRtp0tsv7cu7YNtfIwt+YlU2y1c92wBEoa2zGpJSaWPY1O6wKXf3R6ZtlbzEp6muQ1NyB3NGEBns1+gSWVFmRApKsUQ52/Eb5p0G18UKzkz5eNBJ0KMq/C9HUp4E/WFRGspU9kEG6vj5Od35AkWHq4jg9vGnbO97R3ZDAKuYxRqeFUNLXzVWEDLq+PvRUtDEs6lTd+UEIIEQYd5Y0dlDdWMj0zirF9LF1+jgXh10IEl0vEzpJGXt90goxoA26vjwOVNgIVbvrVr2CD8ToSwwLZ4evNZRkd2J0e1hyxdm77uxE9kCR4Z3sp940OY+zeP9Een8dSS2+c7T3YWVbN2qMebspJp9nuxNbhoX+skWijjv2VLVS3OBiVGk4RZjYXH+T3w6L4Xcu/CSv8GE5o0eW+y6qScJwRM/niSC0urw+X10dBWTPRRh0vri3ircQm0mzPQ91hyJjbWbbKsGHIPe3IHf5xJmiC6esrxxARzjtVkTyyW8b6mGeYM1DF/VtclDWVMy0tjMEpUWDpzaT8ZGp0J6ho7CDKqGXHiSb+tbmEML2aiWkRfHGghqmZUd/5vub1tvD+jdlYbQ5eWnec+NAACq3+dqreUcG8dvVA6tucjEoNR6dWoFXKsbd3MLG38YKcZ0H4tRDB5RJR2+rkSE0rqw9bGRBn5O5xKQxVHmWzdANNJQ506mD+tbmE8sYOJqRFdM6zFRqooqq5g9gQ/2DFdw+00tjzeVq9cgLtWvZX12Lr8PdoKm7ysL2kEYfbh9vr44YRCSSEBpIRY0ApB623jewEE/ZmK2EnPqE+cjQ7Iq5giyuEd46UM9BuJC3KwIFKfwN6oEbJ5uP1PDzYhObpJ3BfFYeKw1C8Huuwh7BKBg7pBqDw6KgyPUxk4Yc02EfT+Ohy9ENrmD95IP3yh2NzuHlkex1lTS7CAhSY244CUXh9EnqNii2F9WwvaSK3l5mvCv15aerbXKRY9Hw8Yhj9Ygxnv6GSBAcXQ8VOBsVmQcY0PD6JvRXNDE8KoV9UIOP7RpwxhgXgt8G7Yc2NsEsPV7wDCcMv6HkXhO7qggWXe+65h/Xr1xMaGtqZiri5uZnbb7+dyspKoqOjeeGFFzAYDEiSxOOPP86GDRvQarU8+eST9O3bF4DFixfz6qv+RE5/+MMfmDFjBgAHDhzgnnvuweFwMGrUKO69915kMtl3HuNS53J7qWjyD+A7WtNKXq9wHtpnYlSqmqM19czua6C80f/69hMN3DiiB0dr25DLZfSKCCYxXM+La/0N7ztKm5mfm8zxOjuxpgAKA/3rDYkP7kw7HBKoJkLjxBKsxaD24vNJ3L20lL5RwaSlx1FpvJP7ygexbquPII2Vy/pG8OWBGiakR3JbXjLVLQ52nGj0z1Zs1hE3+yp2pfamIGIBNo+CEJWBtYVNDA+1co39DeyBibQmXEfdXX8DoOWLdQQO6kev1/+Iu76ee+97iuYB4fSs+wKfNJzfv7WL0gY7d+SnMmdwLEetbehUcvrHGtlR0oRM5k/ONTDedO43tHwHfHydP8hsfxWMa5ia1pepjYtg0/NwIgpi34WI9FPb+Hyw8RnwecDRDEe/EMFFEM7TBUuVN3PmTF5//fUzlr322msMHTqUlStXMnToUF577TUANm7cSElJCStXruTRRx/loYceAvzB6KWXXuKDDz7gww8/5KWXXqKlxd+4+9BDD/Hoo4+ycuVKSkpK2Lhx4/ce41LXJ8qfKyRArWDmgGieX12ErcONw+3jtRHtjNl8Fbdm+BsaBsebWLa/hpWHall+oIaq5nbMp3JooZDJOFrThlop46PdFSSb9VyXE8/Yxnf58xAVszIjGdvbzKZyD2kRei6PbWVLqb+N5GCVjd1VDorNY1lX7j9eq9OD1ycRbdChVspRyGW4PRIZMUbG97VgCTfwdcZoPqwJ4KlNTby6rZ7PDtRT1eLgma/d1KjiiNj/Ms7QeOSBJ/PWy2RIweG4q6o4Pu92bjkA/7OmgYqIPJY1xrDiYA1Halp56LOD/GdrKdflJJDdIxSfBOP6WJicHklciI7v5Ok4NYGl5AN3B9gqTwWP5jIo23bmNnI5xOeceh6S+JPOqSD8ml2w4DJ48OCzrhjWrFnD9OnTAZg+fTqrV68+Y7lMJiMzMxObzYbVamXTpk3k5ORgNBoxGAzk5OTw1VdfYbVaaWtrIzMzE5lMxvTp01mzZs33HuNS1uHyEBsSwP/dmM3Lv+nPh7sq8PgkShraUSnkxFjXo2k6xvyKu1ifc5ArB5kZmRKGTAaBagUDYoNZtK2C/5cVR35vCzMHxLDhmH+U/A3DE8jtGU6UzkuzORu3Mpix0U7CGnezv6gUY5CGj4qVDE0MOTmNipwYUyDVMgujk40AGHRKhieZmDs4ivs/PcjL646Tagnks71VrDhYy5f7a6hrcxJ62tQn9W1ODDoVMUYthj55MGMhH3bEUbPgf9BePZfIB24jyLeRlFduYb0ulnaXF5fXx38KVeh1pyZ8NASosDs9vLzuOIlmPbvKmlh5qJavSxox6L5nVHxsNuQ9AOF9/BNTxgwCXSjEnWz4lysgLOXs7Ub/Gaa+BLMXQb/fdMXpFYRfpZ+1zaWhoQHzydzj4eHhNDQ0AFBbW0tExKnBaBEREdTW1p613GKxnHP5N+t/3zEuVeuPWnn080N4JYmnZmVgCdbSKyKIPeX+KzSFXEajJoYgQNVeg8peTWu7h5AAFfdP6k1Ni5PCWhvFDQ5KGsuYOziWjcfqyYgMZHKyhtUlLv61qYQrh8RSHNgDF3b0DV8z4eC9jIkdz3L7Pby9z8YjkyOZPSAGnUrOvgobXzbbuW5ABH2jQ8jVHWXgpjxqI0azK3oOGyp9VDY7OutQ0mhntj6G8GANmbFG6lqdzBkUg8vtY0JGJOZo/4+MuL2V/G6NntWjzRi3/Nl/ZaHU0nPISijxD1zMjDUxNTMat8tFeX0zNR0KVh6qJSs2gDaHi9evGcTxujayE0OJMHzPlYtKCyPuhOF3dE5KiVIDMxdC6VYwxkL8qR5mTXYXGwvrCFArGZnxm7PaYgRB+HEuWoO+TCbrzOr3Sz7GT7HxmJU3t5RwvN5/S+qNr4qobO5gYKSGJ+OLCMHGcZOZXb5J1A7Uo5M52akZQoa3Eq3SyycngnH5fExIDeY3A8J5f089DbZWPk5eTmjFatw79XxleIzb8lIobWjnn7uKcXp8vKGM44Osh0i0rqGXrpW/TOjJ06uK+OPoJN7aVk5ZYzsz+kdz9xdFLEhzMLDoOgAsJxYzO2UgW2uSMQWqSYsK5nidnSn9onh+9TEenZbGzN5BeDp81Lbb+X1eH0ICT12FTMqIwuMDQ/PRU7esPA5mx9sJnpXOwSobieGBGHQqfjcqBc/WV9lQKTGqnwGfUc+2E008OKUveb1/RBfhb59/Y5z/8S1/X1PIv7eUAPDUrHTmDu7a3BaC8GvzswaX0NBQrFYrZrMZq9VKSIg/n4fFYqGmpqZzvZqaGiwWCxaLhR07dnQur62tZciQId+5/vcd41Jgd3nYVdJEkFZJpEHLR7sqCNaqOl9Xq1WEBsFlfEWvnY9yKPUPPHXcRlVbC3MHj+CldUVIkpUtow7yUXUaywvbsejVzMqMwhjkY0xPGb8L20fE1wsBUAHBwTbq20yE6tU4Pf42FKfHxzpNHvOqenJdgok58TI2halZc6QO1cnBgb6TX/6NHg0+tQG5y38llRITzj8TTHxc0saQHiH0jQ7m0z2V+HxQVl3FdWX3EGzdiTNzHhrlY7Q55Zyot2MO0mIJ1jK9fzQ0z4HmI3BiI609Z/PUPi2f7z+E3eWFraWY9RpGpIajzPodpoKvWba3hU/323nlN6kX5Lz4fBKbiuo6nx+vO78MkoIgnHLB2lzOJTc3lyVLlgCwZMkS8vLyzlguSRJ79uwhKCgIs9nM8OHD2bRpEy0tLbS0tLBp0yaGDx+O2WxGr9ezZ88eJEk6576+fYxLwUtrirjmjR3M/udWNhfVo1LIMQWomJgewcT0CCqbHGSEKwjyNgPwhW8oe6odWFudLN1XTYrZP8dVY2AqO5sDmZIRRe9oIweqWyluaKN3ZDAFvlScxiQATqTMY3mFkuoWB3EhAUxK93dhnpgWQZvLR6Pdxd/XFlP9yv/ypy9fYLbJQX4fC1cMisUYoCJMr+atozK2ZL1EVb/5eAZeT68dD7C+UmLZ/hre2FxCoBJmZZh5bHoaya07CLbuBECzZxFt1lLuW3yAKS9u5vKFW9l0shsxxmiY8U+e6/UuWduHYTYG+gPLSc0dbih4GxaOIqP1K64e05/PbslhfFrkBTkvcrmMG0ckIZeBXqNgVGrXpnsVhF+jC3blcscdd7Bjxw6ampoYOXIk8+fP58Ybb2TBggV89NFHREVF8cILLwAwatQoNmzYQH5+Pjqdjr/+9a8AGI1G/vjHPzJ79mwAbr75ZoxGIwAPPvhgZ1fkkSNHMnLkSIDvPMbF1uHysLigEoDsxBBqmh20Odz0igjiULWN2lYnFU0d3JXQSKxJhy96CCEaX+f2MUYtSeGBpEUZqA1Qkt3Dy1vb/e0UrQ43bo+P5QeKSAjVIev/Blp7NW3qMEZrQa2Qo5Uc7CptIqtHCLvLmkiN8GdejA1Uoiytxld4DPOhAnZn5LP2qJWrs+N57vJ+HKluZVO7k383BDE14Ahxg5+g6Nipetmbanmqbj6eUZ9zTOoJRf6c3JIxjjKPgSV7/Im3ShvaWbqviuEpp764fQodieGBrD1cy8wB0WwuqierRwg5YXZ4/RaQJJR1h+g/pyckzeiyc1Frc7Bww3EOVbdy48hEcnuZmTMohoHxRjQqBTGmgC47liD8Wl2w4PLcc8+dc/mbb7551jKZTMaDDz54zvVnz57dGVxOl56e3jl+5nQmk+mcx7jYdGollw+KYd3ROmpanDyz6hgZMUFoVHLcPgmDTsV1OQlsbWmjPTiFzAF9OVYYyeQMFR6fRKpFT1lDOx1uH0uO+YgLPfUFGK7X8OUB/23CkoYOqjpkvLcT7hvaxk3Hb0SGh4+1/0vvSMPJafINaJUKZvSLYKp1H4qd2wGoDzAyPiWY+yb1xuXxkffcBprsLi4fFMva4+1slCfwcr/+jFN1UGhtQ6vwMUu/H0pqULZb6TMkH8KXQEMhstjBmAPDSDHrKbS2oVHK0WtUSJLU2Q523fAEekcG8eSXR/hyfw2pFj2DE0II0fpAqfV3HwZQdu2X/aqDtbyxuQSAA5UtrL97NGF6DUnmoC49jiD8mokR+j+TbcX12Bwe8vuY+WS3/wrmaI2dr0v8k0gCBGmV7Ctvwe3z8dCIMKINGo42elHKZEiSj9KGdgpOzjv2SJ6Z3w62UNzsZWhiKMdqWzleZydUr2Jsn2CyE0L5cl8VQ0a/SIp9NxHGSA7uqsba6iRcr2ZKegRPLq9BGxnOiLk3EhJrwR4Rw4REMzq1Eo/XTYBKQYMEn+2t4qlZGQyIN5EUrsfrkxgZp8Z0cBGmbc9A/6tODUbsMdz/AMKAJ2em8+XBGnRKBXm9zWd0sAgJ1DApI4rQQA1vbi0hJkTnn8/LoIO570DRajD3hqTRXXouVIpTZQhQK84587EgCD+NCC4/gzqbg3s/2c/xk5kRbx6dxMvrjxMXEoDptAyGgWolLq8Pp8fHequO5QcquXxgDCfq7cSFBlBvP5VzpbjFxx/tr7Cn7wJ2NbQzZ2A0cSGBeCXYUmhjZFAxL+gXQ3EjJI+jubGuM4FXXZuL6lYng+JNvFfaREXSEJ4doSI7JgkC/N17g3Uqnp+byWd7q4g06MjrbSHk5DgWhVxGYmw0WG6HrKtBb/F3/f2Wg1UtfLy70j8wdGA0PcL0Z60DkJ0USvZpk0gCkJznf/wEpQ121Eo5kd/qsnxZWiQtDjdlje1MyYj6yamJBUE4mwguF0Cb0826I3WARFK4noUbijEFapgabeSzvVVEmXSsWDACCf/4ihCdgpYOD8jkmALUjEgJY/0xf+N3gEpiYIIJc5CGP45K4pUNxwkL1FDSKuM15eXoT1QREtWThjYXqRYF173pb1BPGlAHh97yF6h4I4MybmJw9FC+rnSQGa0n1FnBq+Zl1Cb2ITa9J4ao5M7yd7g8rD9ah9Pj4878nhgCVJyTOtD/+A6vrCti2X7/7TqVQsafJ/T+ye/tD/VpQSV3fLiXALWChVcPZFhSWOdrhgAVN45M+tnKIgi/RiK4XABvbyvjyS+PAHB1dhyf7q0CIN3j5bbcJMb1sVDZ1MH1b+6kwe7if6dHsq1dxsd764gPCUCrUuD2+ki16Jk5MIEUi57nVx9Fp1QyJc3CZ/trKShvxh4bhN3jY3CAgze3lp4xpkTtaTtVIFcrYWo3r6r/TtnAoRwNzuGyyhcxlK3C37x+C0Q93rn6+zsreOizgwDcPCaJu8f3Oq/34bRMxfik716vq0mSxD83Hsfrk2h1eFh72HpGcBEE4cITweUCOFjZ0vm3+7Rv2JBADbeP839Rf7K7kga7C4B7V9Xx/AQzm05oGKKvY66mgJsvH8K2jmg6PF5qWxwcrmrjq6J6rh/egzaHB61KTlayGafHx3s7ygEI1au5KjuONYetKJLG4Au4CnnxOvbFX8vX0mgCjMkctRvwqUIYf3ojufLMW1pF1tbOv7cXN573+3DLmCQCVAp0agWXD4o97/38WDKZjKweoRyu9tfjuxJ+CYJw4YjgcgHMGRTDykO1SBKMTg3HEqyl1eFm1sCYznVSLHrkMv8v+sz4UAam9eVjSyEBi+/E2Szn/sokPiqqxxig4v5JffiqyJ8Z8o3NJ/jDyCSSzYFsLW4gyqgjMTyAzFgTo2QFzHF+yH2T56Dt24ta+7PcWrmFvXucjExRsPKQf0BpeFAN10ybT4glzj8lSv+rzyh/fh8LH++qxO31ce2whP9e4dqDsON//fN1Df4dmP0BNC3ayHNzM7vkPf2x5ucmkxYdjE6lILeX+aKUQRB+zURw6Uq2Stj4HCOtB9l95W3UR4wkPjSQy9LPHvw3pqeZT2/IIKRqPSH6drSynqD0QmMhNT2v56O9/iue5nY3J+rbCAlU0Wh3o1MpSAgLINKgo2dEMAPjTdye3xNKNsO//UFCe/gzMKwgNHoImT0i2V5ejEF3qt0k2axHZu4FaYPPWY1RqWZW3TESj1f6Yb/6t73iH/QIIJPDxGd+5BvX9UL1GmYP/PmulgRBOJMILj+R2+tDkiTUSgUc+hx2+tMMBNYdIXD+buDcX84ymYz0iv+DdY/5F3Q8BgOvg0HXEVZawKjYCWwod6FRyukboec/2TXst7robfCSmZQKIWEMTf6OdgSZDORKlAo5t49NZUJ6JMYAFUMSQqhs6WBoYuh/HdPxzUDC5nYX9W1Oogw6AjTf8XGRpHP/LQjCr5YILj/B3vJmHvjsAE63l4enppGlPNWgjiYI5P/l7a3cderv6n2gCYRxjxPUXMYjHgMbS10khAYwIqAMFs8n7Zt1E/59dq6RuGyk6a+xrl7PMVc4Wd5E+gNatYLMWKN/s9Af1/ZQ0dTOgvf3sLOkicsHxfDAlD7oNefoOZZ9M8gU/ttig67/UccQBKF7EsHlJ/hwVzl7T06N/+qG42TNnQ6OFv/tsbRZtMl0LFxxlFWHaxiREk56jIEpGVGnBhL2vwqOr/HfSkqf5V+mDqBWm8DH20uptTnpExUMwZEQ3gvqjoBaf+4kVnIF24PHcsP72/BJdZh2NvP5LcOJCTn/0e17yprZWdIEwAc7K/hNVnxnoDpDRF+Y9uJ5H0cQhO5HBJef4PTkWFEGHQSYYPiCzmVbD9Xw4jp/6uEjNW2M7xtxMme90b9C78lw8w5/cDHFd263dG8V/1jj366gtIlP5+egu+IdqNoLYckQ2e+c5alrdXZ2+W1qd9PU4SbmnGv+MDEhOjRKOU6PjxijDnOQ5r9vJAiCgAguP8mVQ+LRqZS4fT6mZUad9frpCafUCrl/Xq1vrxTS46ztPKcNCnF5fSABocn+x/fISgxhYloEa45YuXFkIqmWc4+I/6EyY028fUMWx61tZMYaiTJ+T3IuQRCE04jg8hNEGLTcNPq7R3oPTQrlqVkZ7CxtxBKkIcWiJy3a8J3rf2NyRiQ1NgcVjR1cP7wHOvUPO03mIC3Pz83E5nATEqhBIf/pc2YNTghhcMKlkxNHEIRfBhFcLiCVQs7cwbHMHfzjusRGmwJ4cErf8zqmRqUgXCVS9AqCcHH9rMnChB/H4fbgdHv/+4qCIAiXGBFcLlGbi+oZ9/xG5izcwr6KZsCfjve9HWVM+PtGnllxlFaH++IWUhAE4TuI22KXqGdXHqWssYOyxg4+3VNFRoyRI7U2/rJ4P5IEh6tbSY8O5rILlPpXEAThp+i2Vy4bN25k/Pjx5Ofn89prr13s4vxo8acNePymy7NaoUCtOHXKtKJtRRCES1S3vHLxer088sgjLFq0CIvFwuzZs8nNzSU5+fu78l5KFoxNIdmsR6tSMK2fv5tzslnPq1cNZHNRPb0igsj5rulfBEEQLrJuGVz27dtHfHw8sbH+XlqTJk1izZo1v6jgEh8ayM1jzi5vbi+zmOVXEIRLXre8LVZbW0tERETnc4vFQm1t7UUskSAIwq9LtwwugiAIwsXVLYOLxWKhpqam83ltbS0Wi+UilkgQBOHXpVsGl/T0dEpKSigvL8flcrFs2TJyc3MvdrEEQRB+Nbplg75SqeSBBx7ghhtuwOv1MmvWLFJSUi52sQRBEH41umVwARg1ahSjRo262MUQBEH4VeqWt8UEQRCEi6vbXrn8WJWVlcycOfNiF0MQBOEXpbKy8pzLZZIkSed8RRAEQRDOk7gtJgiCIHQ5EVwEQRCELieCiyAIgtDlRHARBEEQupwILoIgCEKXE8FFEARB6HIiuPzC3HPPPQwdOpTJkyd3LmtubmbevHmMGzeOefPm0dLSAoAkSTz22GPk5+czZcoUDh482LnN4sWLGTduHOPGjWPx4sU/ez2+T3V1NVdffTUTJ05k0qRJvPnmm0D3qqfT6WT27NlMnTqVSZMm8Y9//AOA8vJy5syZQ35+PgsWLMDlcgHgcrlYsGAB+fn5zJkzh4qKis59LVy4kPz8fMaPH89XX311UerzfbxeL9OnT+f3v/890D3rmJuby5QpU5g2bVrneLnu9Hk9L5Lwi7Jjxw7pwIED0qRJkzqXPfXUU9LChQslSZKkhQsXSk8//bQkSZK0fv166frrr5d8Pp9UUFAgzZ49W5IkSWpqapJyc3OlpqYmqbm5WcrNzZWam5t//sp8h9raWunAgQOSJElSa2urNG7cOKmwsLBb1dPn80ltbW2SJEmSy+WSZs+eLRUUFEi33nqrtHTpUkmSJOn++++X3nnnHUmSJOntt9+W7r//fkmSJGnp0qXSbbfdJkmSJBUWFkpTpkyRnE6nVFZWJuXl5Ukej+fnr9D3eOONN6Q77rhDuvHGGyVJkrplHceMGSM1NDScsaw7fV7Ph7hy+YUZPHgwBoPhjGVr1qxh+vTpAEyfPp3Vq1efsVwmk5GZmYnNZsNqtbJp0yZycnIwGo0YDAZycnIuqV+DZrOZvn37AqDX60lMTKS2trZb1VMmkxEYGAiAx+PB4/Egk8nYtm0b48ePB2DGjBmsWbMGgLVr1zJjxgwAxo8fz9atW5EkiTVr1jBp0iTUajWxsbHEx8ezb9++i1Opc6ipqWH9+vXMnj0b8P9q7251/C7d6fN6PkRw6QYaGhowm/2pj8PDw2loaADOzsgZERFBbW3tLypTZ0VFBYcPH6Zfv37drp5er5dp06YxbNgwhg0bRmxsLMHBwSiV/lmZvqkH+OsYGRkJ+Gf9DgoKoqmp6ZKv41//+lfuvvtu5HL/V01TU1O3q+M3rr/+embOnMn7778PdO//yx9CzC3WzchkMmQy2cUuRpew2+3ceuut/OUvf0Gv15/xWneop0Kh4NNPP8Vms3HzzTdTXFx8sYvUpdatW0dISAhpaWls3779YhfngnrvvfewWCw0NDQwb948EhMTz3i9O3xefyxx5dINhIaGYrVaAbBarYSEhABnZ+SsqanBYrH8IjJ1ut1ubr31VqZMmcK4ceOA7llPgODgYLKystizZw82mw2PxwOcqgf461hdXQ34b6O1trZiMpku6Tru3r2btWvXkpubyx133MG2bdt4/PHHu1Udv/FNeUJDQ8nPz2ffvn3d9vP6Q4ng0g3k5uayZMkSAJYsWUJeXt4ZyyVJYs+ePQQFBWE2mxk+fDibNm2ipaWFlpYWNm3axPDhwy9iDc4kSRL33nsviYmJzJs3r3N5d6pnY2MjNpsNAIfDwZYtW0hKSiIrK4sVK1YA/p5D32RQzc3N7ew9tGLFCrKzs5HJZOTm5rJs2TJcLhfl5eWUlJSQkZFxcSr1LXfeeScbN25k7dq1PPfcc2RnZ/Pss892qzoCtLe309bW1vn35s2bSUlJ6Vaf1/NyETsTCOfh9ttvl3JycqQ+ffpII0aMkD744AOpsbFRuuaaa6T8/Hzp2muvlZqamiRJ8vdIeuihh6S8vDxp8uTJ0r59+zr38+GHH0pjx46Vxo4dK3300UcXqTbn9vXXX0upqanS5MmTpalTp0pTp06V1q9f363qefjwYWnatGnS5MmTpUmTJkkvvviiJEmSVFZWJs2aNUsaO3asNH/+fMnpdEqSJEkOh0OaP3++NHbsWGnWrFlSWVlZ575eeeUVKS8vTxo3bpy0fv36i1Kf/2bbtm2dvcW6Wx3LysqkKVOmSFOmTJEmTpwovfLKK5IkSd3q83o+xJT7giAIQpcTt8UEQRCELieCiyAIgtDlRHARBEEQupwILoIgCEKXE8FFEARB6HIiuAjCeaqvr+fOO+8kLy+PmTNnMnfuXFatWvWDtu3fv/9Zy957773OcRE/lMfjITs7m7/97W8/ajtBuNDE9C+CcB4kSeLmm29m+vTpPPvsswBUVlaydu3as9b1eDydc2l9nyuvvPJHl2Pz5s0kJCSwfPly7rzzznNOMeL1elEoFD9634LwU4grF0E4D9u2bUOlUp0REKKjo7n66qsB+OSTT7jpppu45ppr+O1vf/uD9vniiy/yr3/9i+PHj3fOIgz+yTunTJlyzm2WLVvGNddcQ2RkJAUFBZ3Lc3NzeeaZZ5gxYwbLly9n06ZNzJ07lxkzZnDrrbdit9sBeOmll5g1axaTJ0/m/vvvRwx7E7qKCC6CcB4KCwvp06fP965z6NAh/vGPf/D222//qH0nJSXhdrspLy8H4IsvvmDChAlnred0OtmyZQu5ublMnjyZZcuWnfG60Whk8eLFDB06lFdffZVFixaxePFi0tLSWLRoEQBXXXUVH3/8MUuXLsXhcLBu3bofVVZB+C4iuAhCF3j44YeZOnUqs2bN6lz2TW6O8zFhwgS+/PJLAL788ksmTpx41jrr1q0jKysLrVbLuHHjWL16NV6vt/P1b7bZu3cvRUVFXHnllUybNo0lS5ZQVVUFwPbt25kzZw5Tpkxh27ZtFBUVnVd5BeHbRJuLIJyHlJQUVq5c2fn8wQcfpLGx8YzbWTqd7rz3P3HiRG677Tby8/ORyWQkJCSctc6yZcvYtWtX58SPzc3NbNu2jZycnDOOL0kSOTk5PPfcc2ds73Q6efjhh/n444+JjIzkxRdfxOl0nneZBeF04spFEM5DdnY2TqeTd999t3OZw+Hosv3HxcUhl8t55ZVXznlLrK2tjZ07d7J+/XrWrl3L2rVreeCBB1i6dOlZ62ZmZrJ7925KS0sB/8y9J06c6AwkJpMJu93eOVOxIHQFceUiCOdBJpPx8ssv88QTT/D6668TEhKCTqfjrrvu+kHbd3R0MHLkyM7np6cW+MbEiRN5+umnO9MAn27VqlVkZ2ejVqs7l+Xl5fHMM8/gcrnOWDckJIQnnniCO+64o/O1BQsW0KNHD+bMmcPkyZMJCwsjPT39B5VdEH4IMSuyIAiC0OXEbTFBEAShy4ngIgiCIHQ5EVwEQRCELieCiyAIgtDlRHARBEEQupwILoIgCEKXE8FFEARB6HL/HzHfu9mz1OEGAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Lot Config\", s=15, data=df);"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [],
"source": [
"del df[\"Lot Config\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### MS SubClass\n",
"\n",
"By looking at this variable's realizations, one can see that several distinct features are lumped together in one. In particular, the above variables *has 2nd Flr* and *build_type_\\** and the future age related features at the bottom of this notebook together should comprise the same patterns in a more advantagous way. Thus, the column is dropped."
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['1-STORY 1946 & NEWER ALL STYLES',\n",
" '1-STORY 1945 & OLDER',\n",
" '1-STORY W/FINISHED ATTIC ALL AGES',\n",
" '1-1/2 STORY - UNFINISHED ALL AGES',\n",
" '1-1/2 STORY FINISHED ALL AGES',\n",
" '2-STORY 1946 & NEWER',\n",
" '2-STORY 1945 & OLDER',\n",
" '2-1/2 STORY ALL AGES',\n",
" 'SPLIT OR MULTI-LEVEL',\n",
" 'SPLIT FOYER',\n",
" 'DUPLEX - ALL STYLES AND AGES',\n",
" '1-STORY PUD (Planned Unit Development) - 1946 & NEWER',\n",
" '1-1/2 STORY PUD - ALL AGES',\n",
" '2-STORY PUD - 1946 & NEWER',\n",
" 'PUD - MULTILEVEL - INCL SPLIT LEV/FOYER',\n",
" '2 FAMILY CONVERSION - ALL STYLES AND AGES']"
]
},
"execution_count": 66,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"list(ALL_COLUMNS[\"MS SubClass\"][\"lookups\"].values())"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [],
"source": [
"del df[\"MS SubClass\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### MS Zoning\n",
"\n",
"This variable is dropped as most houses are located in a \"residential\" zone."
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"MS Zoning\n",
"RL 2252\n",
"RM 459\n",
"FV 131\n",
"RH 27\n",
"C 25\n",
"A 2\n",
"I 2\n",
"RP 0\n",
"Name: count, dtype: int64"
]
},
"execution_count": 68,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[\"MS Zoning\"].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"MS Zoning\", s=15, data=df);"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [],
"source": [
"del df[\"MS Zoning\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Masonry Veneer Type\n",
"\n",
"None of the groups have a slope differing from the overall one."
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Mas Vnr Type\", s=15, data=df);"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [],
"source": [
"del df[\"Mas Vnr Type\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Miscellaneous Features\n",
"\n",
"This variable is basically a \"other\" field with no pattern."
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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4KJVK/vGPf1BcXIxIJOKFF17Az8+Phx56iLq6Ojw8PFi5ciW2trbo9Xqef/559uzZg5mZGS+99BIREREArF27lnfffReAe+65hwULFgCQm5trLHOcmprK3//+d0QiER0dHedsQyC4kPaGelTdysGv61A2K7BxcsbO1R0HD2/a6qqxdZHj4H7hT6ClRw9RevQQANveexOvsEjMbYS/v9+NU/MqI7haDMDFxYXXX3/9nI9t2LDB+PWpMsYJCQkkJCQYj48bN46ioqLL6sPFGNVhseeff55Jkybx448/sn79egICAvjggw9ISkpi27ZtJCUl8cEHHwCQkZFBZWUl27Zt49lnn+Xpp58GoKOjg7fffptvv/2W7777jrfffpvOzk4Ann76aZ599lm2bdtGZWUlGRkZAOdtQyC4EBcfP5x9/AHwiY4zBhFbZxcW/N8K5v/fChb9/VnsXN0ueB1Ti9NzEdZOzkhMZKPXacGvU/T18FAuPN1h+HeEJvKvJqN259LV1cXRo0d56aWXAJDJZMhkMtLT0/niiy8AmD9/PsuWLePRRx8lPT2d+fPnIxKJiI2NRalU0tTUxJEjR0hOTsbOzg6A5ORk9u7dy/jx4+nu7iY2NtZ4rfT0dFJTU8/bhkBwIbZyVxY+8RTKlmbsXd0xt7YxPmYnd8VOfv6hsDMFJyaj1Wjobm8lKD4JmfnolbcVCH6tRi241NbW4uDgwBNPPEFhYSERERH8/e9/p7W11biRx9nZmdbWVgAUCgWurqf/87q6uqJQKM46LpfLz3n81PnAedsQCC5EpexEaiLDPSj0sq5jamFJ7Ixfrla5QPBrNGrDYhqNhvz8fG688UbWrVuHubn5WcNTIpEIkUg0Wl34xdoQXP0qsjL5+ME/8tmj91NbkHuluyMQXPVGLbi4urri6upq3AE6a9Ys8vPzcXR0pKmpCYCmpiYcHBwAwx1JY+PpJZ6NjY3I5fKzjisUinMeP3U+cN42BILzObZhLX093XS3tVKwf8+V7s4VNaBS0VJdiapLeaW7IriKjVpwcXZ2xtXVlfLycgAOHjxIQEAAaWlprFu3DoB169YxdepUAONxvV5PVlYW1tbWuLi4MHHiRPbt20dnZyednZ3s27ePiRMn4uLigpWVFVlZWej1+nNe66dtCATn4+R9enmtrZPLqLdXnZdD+sfvcXzzDwyoVD//hF9If08POz58h88evZ91Lz9DZ3PTle6S4Co1qkuRn3zySf7617+iVqvx8vLixRdfRKfT8eCDD7J69Wrc3d1ZuXIlAKmpqezZs4fp06djbm7OCy+8AICdnR333nsvixcvBuC+++4zTu4/9dRTxqXIKSkppKSkAHD33Xefsw2B4Hzi5y7ETu6KWCod9X0pPR1t/PDqC/T3dANgbmND2MTJo9rmcLXW11KwbzcA9cWFNJYWY+s8+sFW8PMaGxv55z//SVlZGTqdjsmTJ/PYY49RVlZGU1OTcb/KW2+9hYWFBXfeeecV7e+oBpewsDBjArUzffbZZ2cdE4lEPPXUU+e8zuLFi43B5UxRUVFs3LjxrOP29vbnbEMgOB8rB0fiZs39RdrSarRo+vuM32sGBn6RdofD0t4eG2cXlM1NSGWm2LrIr3SXBBh2199///3ceOONvPvuu2i1Wp588klef/11goKCyM3NvajNkHq9Hr1ej3gUM1sLO/QFgl+YjZMzsx94lGM/rME1KAT/seOvdJeMbJ1cWPDYUzSWFeHg4Y1rQNCV7tJVaVP5Jt44/gaNPY24WrrylzF/YY7/nEu+3qFDhzA1NWXRokUASCQS/va3vzFlyhSkUil6vZ7MzEz++Mc/AlBaWsqyZcuor6/ntttu49Zbb6W2tpY777yTmJgY8vLy+OCDD/Dw8BiRn/dchOAiEFwBwQnJv9q0ME7ePkPmoAQXZ1P5Jp4+8DR9WsPdaUNPA08feBrgkgNMSUmJMWPJKVZWVnh4eLBw4UIqKytZscKQXuatt96ioqKCzz//nO7ubq655hpjHZiqqir+9a9/GfcHjiYhcaVAIBCMoDeOv2EMLKf0aft44/gbv1gfUlNTkclkODg44ODgYNzr5+7u/osEFhCCi0AgEIyoxp5zZ80+3/HhCAwMJC8vb8ix7u5uGhoakEgkZ50vk51OOSSRSNBoNMDZKfhHkxBcBIJz6O5opzLnxJDU+6NBPdBP9o4t7Prsv1TlnBjVtgS/DFfLc6cJOt/x4UhKSkKlUhm3WGi1Wl566SUWLFiAk5MTPT09l3zt0SIEF4HgJ1RdXfz4zmt8//yTfPPUYzRXVQLQ2dRI9o4fKT12GO3gJ8HLVXkikx3/fYfjm9ez/pXnhX0lvwF/GfMXzCRmQ46ZScz4y5i/XPI1T6Xc//HHH5kxYwYzZ87E1NSUhx9+mISEBEpLS5k3bx6bN2++3O6PGGFCXyD4ia4WhfEuorezg+bqCuzc3Nnx4X+ozD4OwLUPPk5I0sTLbks90G/8WqMeQPsbKzD2e3Rq0n4kV4sBuLm58d577511XCaT8f3335/3eWdu1zjX1o3RIgQXgeAnrJ1c8IqIpiYvB3NrW5y8fRlQ9VJbeHrMu1Nx6ePnZ/KLHcuYOfOoyc1h3LULcHAfvaWhZxroU5GfsZPOJgWB8Yl4hIT/Iu3+Xszxn3PZweRqJwQXgeAnzK1tmH3/X2mursDWWY6Dhyd6vZ6JN9zK7s/+i42LHJ/o2BFra8qtf0Cv1/+iCVZLjx4i/SNDAb7CfbtZ9vJbWAgFzQQjSAguAsE5WDk4YHVGwlORSMSYWXMJGDMembk5FrZ2w7pOf28vMjMzRD+zE3q0AktTRRknd21HZm5O9NRZxh33A32n85mpupTCcJxgxAnBRSAYJpFY/LNVKE/RajRkbl5H5sZ1BIwdz6SblmNubT3KPTzbvlVfUHHiGAASqZQJS24GIGDMeBpTi6kvKST5+puwdnT6xfsm+G0TgotAMAqaqyvZ+9WnAJzcuQ3fmLEEJ/7yO/I16tN5y3RarfFra0cnZt37IDqtFvE59kkIBJdLCC4CwSgwNbfAxNQM9WCCSlMrqyvSj4k33MrRH77H3Mqa8JSzS08IgUUwWoTgIhCMAns3d+b/35PU5J3EydsX7/CoK9IP96BQ5j3y9yvStmBkvfvuu2zcuBGxWIxYLOaZZ57hoYceYvXq1ZdcEHHZsmU89thjREWN/N+nEFwEglHiHRGDd0TMle6G4DfgxIkT7N69m7Vr1yKTyWhra0P9K1+EIQQXgUAgGGGdGzbQ9PpKNA0NSN3ccHnoQWznXnq9oObmZuzt7Y05w868U/nyyy/ZtWsXGo2GlStXEhAQQG9vL88++ywlJSVoNBruv/9+pk2bRl9fH0888QSFhYX4+/vT19d3viYvm5D+RSAQCEZQ54YNNDy5Ak19Pej1aOrraXhyBZ0bNlzyNZOTk2loaGDmzJk8/fTTHDlyxPiYvb09a9eu5YYbbuDjjz8G4L333iMxMZHVq1fz+eef8+9//5ve3l6+/vprzMzM2LJlC3/+85/PSoY5koTgIhAIBCOo6fWV6H9yR6Dv66Pp9ZWXfE1LS0vWrFnDM888g4ODAw899JCxyu+MGTMAiIyMpK6uDoB9+/bx3//+l3nz5rFs2TL6+/tpaGjg6NGjXHfddQCEhoYSEhJyyX36OaM6LJaWloalpSVisRiJRMKaNWvo6OjgoYceoq6uDg8PD1auXImtrS16vZ7nn3+ePXv2YGZmxksvvWQsjrN27Vrefdewm/iee+5hwYIFAOTm5vLEE0/Q19dHamoqf//73xGJROdtQyAA6FA0IhKBrculZ6kVCM5H09BwUceHSyKRkJCQQEJCAsHBwcYMySYmJgCIxWK0Zyw3f/PNN/H397+sNi/HqN+5fPbZZ6xfv94YZT/44AOSkpLYtm0bSUlJfPDBBwBkZGRQWVnJtm3bePbZZ3n66acB6Ojo4O233+bbb7/lu+++4+2336azsxOAp59+mmeffZZt27ZRWVlJRkbGBdsQCEqPHuLTh//Epw/fS9nxI5z4cSP7Vn1BU0XZiLdVlnmY/au+pHxwE6Pg90Hqdu6Ntuc7Phzl5eVUVlYavy8oKMDd3f2850+cOJEvv/wSvV4PQH5+PgDx8fHG5JXFxcUUFRVdcp9+zi8+LJaens78+fMBmD9/Pjt27BhyXCQSERsbi1KppKmpiX379pGcnIydnR22trYkJyezd+9empqa6O7uJjY2FpFIxPz580lPT79gGwJB3p50tBoNGvUAVTkn2PnJexxes4qtH7xl3JMyEhpKi1j/yvMcWvMN6//93KgEL8Gvk8tDDyIyG5pyX2RmhstDD17yNXt7e3n88ceZPXs2c+fOpaysjPvvv/+85997771oNBquu+465syZwxtvGKpg3njjjfT29nLNNdfw5ptvnlU6eSSN+mqxO++8E5FIxNKlS1m6dCmtra24uLgA4OzsbCy/qVAocHU9PUzh6uqKQqE467hcLj/n8VPnA+dtQyCQBwRRevQgMDSfV1dzE1qNBhPTy7u+Rq2mLPMI7fU1eIRGUJt/Ep1WQ39v7+VdWHDVOLUqbCRXi0VGRvLNN9+cdXznzp3Gr6Oiovjiiy8AMDMz45lnnjnrfDMzM15//fVL7sfFGNXg8vXXXyOXy2ltbWX58uVnjf+JRKJRzwT7S7QhuHrEzZhjTN7o5OlNp0JBc00VU267CzPLy99FX3xoL1vefg0Ar4ho5P5B+MaMwTUw+LKvLbh62M6de1nB5LdgVIOLXG74T+zo6Mj06dPJycnB0dGRpqYmXFxcaGpqMq7XlsvlNDaerpHR2NiIXC5HLpcPWXanUCgYP378ec8/1d652hAITC0tCUtONX4/769/R6vVIh2cFL1cnYN3zwDNVRXc9srbWNk7jsi1z6WjsYHCAxlITEwImzQZKzvhb13w6zBqcy69vb10d3cbv96/fz9BQUGkpaUZVzmsW7eOqVMN+Y5OHdfr9WRlZWFtbY2LiwsTJ05k3759dHZ20tnZyb59+5g4cSIuLi5YWVmRlZWFXq8/57V+2oZA8FMisfiSA0tfTzfK1mbjpCmA/5h4bOWuiERiJt1426gGFoDDa79l/6ovyPjyY3J3bhvVtgSCizFqdy6tra3cd999AGi1Wq699lpSUlKIioriwQcfZPXq1bi7u7Ny5UoAUlNT2bNnD9OnT8fc3JwXXngBADs7O+69914WL14MwH333YednR0ATz31lHEpckpKCikpKQDcfffd52xDIDiTTqtlQNWLqaXVRQ+dNldVsumtl2mrqyVt+Z+InTEbALl/IDc9/xrqPhU2Ti6j0e0hOluajF/3Dq6iHE39vT1ITGQjdqcn+O0S6c/82PU7tnDhQuNyacFvX29nB3u++pjyY0cYO3ch8XMXIJEO/w3z6A/fk/HVJwBIZabc9fZHWA6zgNhIqsnLYfuH/8HUwoKpd9yDa0DQqLWVv3c3uz/7AGcfP6beee8vVpL5l1ZQUEBYWNiV7sav0rlem/O9dwq5xQRXrcrsE9QWnMTZx4/ghOSfrfZ4ppr8k+TvMay02f/N5/jFjEHuH3jB52jUapRNCsxtbLB2cjYedw0MRmZmfmk/xGXyiohm2ctvIhaJLio4XqxeZSc7PnwHdZ+K6txsyjKP4OC+YNTaE1z9hOAiuCq11laz/t/PGophiURcv+IFvC4irb2ZtQ2IRKDXI7OwwNTS8oLna9RqDqz6kqMbvsfF15/Zf36MuQ89Tnd7O36xYzAxNUVRWU7hvt2YWloROXkaVva/zOS6iYls1NuQmsiwd3M37texEDJe/GLa29u5/fbbAWhpaUEsFhsXKX333XfGZJY/Jycnh3/961+0tLRgbm5OREQE//jHPzA3H50PRkJwEVyVBvpUp6ss6vX09/Zc1PO9w6O47qEnaKmpwisiCjv5hXdPdzYpOLrhewCaKsupK84jOm2m8XGdTsuez/5LTf5JwJCqI/66RUOv0dxERdYxrByc8AgNx3wElj7/UmTm5sy65yHKMg9hae9IUMKEK92l3w17e3vWr18PwFtvvYWFhQV33nnnRV2jpaWFv/zlL7z22mvExcUB8OOPP9LT0yMEF4HgTC6+/ky66XZO/LiBoPET8LzIYlwisZighAnDfpM0t7bGycuHlpoqRCIxdj/JS6bX6VF1dxm/Vw/0D3lcp9Oy5/MPMbOyojY/l/Jjh4mcMh334NCL6veV5Ozji7OP75XuxlWh+HAjB9eX0d3Wj5WDKUnzAghOGLlcdrm5ubz00kv09vZib2/Piy++iIuLC8uWLSM6OprDhw/T1dXF888/z7hx4/jqq6+YP3++MbAAzJo1a8T6cy5CcBFclSRSE8bPW0zcrGtRKZVkb92ISCwmNHkyNmfMh4wUCxtbrn3wcWoLc7GTu+EdObQImEQqJe32u9n37ZdYOzgROiF1yOOagQFU3V2YWlpSmZ1Jf08PyuYmrnvkCWTmFiPeX8GVU3y4kV1fFaIZ0AHQ3dbPrq8KAUYkwOj1ep577jn+85//4ODgwObNm3n99dd58cUXAcPq3NWrV7Nnzx7efvttPv30U0pKSowpsX4pww4udXV1VFVVMWHCBPr6+tBoNFhdobrgAsEpJqZm7N/yJV2tzeh0OkDE+HmLh/VcnU5L7q4dFO7bjf/Y8cTOmIP0AuPXjp5eOHp6nfdxr4hobvzny+d8TGZmTvT02VQNBhaAqpMn6GptxdFTCC6/JQfXlxkDyymaAR0H15eNSHAZGBiguLiY5cuXA6DT6XB2Pv2Bavr06QBEREQYU/BfCcMKLt9++y2rVq2is7OTHTt20NjYyFNPPcVnn3022v0TCH6WxMSE0qOH0Wk1iMRidFotYonkZ5+nKCth+wdvAYbVY05ePvjGjDnrPJ1OS39vL2YWlhe1Ig2graGO9oY6nLx8CJswCRMTE0oO72dApcIvdhxWDqO7yVLwy+tu67+o4xdLr9cTFBTEqlWrzvn4qQn+M1PwBwYGkpeXx7Rp00akD8MxrP8pX331FV9//bXxTsXX15e2trZR7ZhAMGx60Gk1AFSeyKSvp/uCp7fW1tBWV4NYaoJIdPq/gFh69met/t4edn/2IR/9+S72fPkxA32qYXerrb6W1c/+g3X/eoZ1/3qWrpZmAuMTufGZV1j4+NPMvPdBTC2Eu5bfGiuHc2c/Pd/xiyWTyWhra+PEiRMAqNVqSkpKLvicW265hXXr1pGdnW08tm3bNlpaWkakT+cyrDsXmUw2ZLmbRqMZtQ4JBD+nr6eH/Iyd9Co7CBo/AZ/oWI5vXo9GPUDU1JmYXWC4tujQPja/+W9AxLUPPsbsB/5KdW427kGheIaenX68oaSIEz8aytNmblqHf1w83lExZ513Lm11tXS1NmNmaYVOp6WjqRFrJ2ecvH1w8vY57/NUXUoaSoqwsLUb1U2RgtGRNC9gyJwLgFQmJmlewIhcXywW8+abb/Lcc8/R1dWFVqvltttuIyjo/H8rTk5OvPbaa/zrX/+itbUVsVhMfHw8kyZNGpE+ncuwgkt8fDzvvfcefX197N+/n//973+kpaWNWqcEggspOpDBrk/fB6AyK5OlT/+Lm194DVWXEnlAEGLx+YfECvbtRjc4VFB0aD/XPvAooRNSznu+ubUNYokUnVaDxMQEM2vrYffT0cuHwPFJaNVqOhWNdDQ2/OxeHM3AALs++y8Fe3chlkhZ+MTT+ETFDrtNwZV3al5lNFaL/fnPfzZ+/dVXX531+KmU+wAODg5DUvLHxcXxv//977L7MFzDCi5//etfWb16NcHBwaxatYrU1FSWLFky2n0TCM7pzD0typZmtBo1Tt6+w3quR3AYZUcPAeAW8PNp8OX+gcx/7Ekay0pwCwzGxXf4ZWPtXd3wiYwl/WNDie7t/337Z/fU9PV0UXTAUFFVp9XQVFl+ScGlv7cXRGAqrES7IoITXEd06fHVaFjBpa+vj0WLFnH99dcDhqVufX19o7b5RiC4kKDxSdQXFdBSW8XkWy+uDkvMjNnYuboBorMm79XqgXPudveLHYtf7NhL6qu5zemd7Kbmlkh+Zje9ubUN0dOuIWvrRkxMzXALCrnoNmvyctjyn5WIJWJm3fMQnmGjV21QIDifYQWX22+/nU8++QTLwRQZfX193HnnneesjCYQjDYrRyeCJ0zCoyMKc6uzh6m6WltQ9/dj7+Z+VrZjmZk5QeOHbpzU6bRkb93M0Y1rCBgzngnX34y5tc2I9NV/TDzT7rqP9sZ6AsaOx3pwdVh3RxuF+/ag1WgInZBiLGAmkZow6cbbCE5MxsLG7oJLn8/nxNZNdA1mSz65c6sQXARXxLCCS39/vzGwAFhaWqJSDX/VjEAwkiqzTlB8cC8djQ0cXf8dt/37LSwHi2TVFuSy/pXn6evpZsbd9xN1RoqW82mprmLn4BxO1rZNeIZHEpJ0aROdjeWllBw+gJW9PeGT0jC1tCRm+jVnnXdyx1YOfGcYM+9sVjDjD6frocvMzS8qT9pPnQpUADbO8gucKRCMnmEFF3Nzc/Ly8oiIMHwCys3NxczMbFQ7JhAAxtrzp5bsqgf6qcw+Rtmxw7j4BeDg4YV6YMB4fkVWJn2DaVgOrVlFUMJEzH4mKaWJmRlSU1M0/f2DbQ09X9XdRcHeXfQqOwlOSD7vvMuASsXWd9+gpboCAImJjOiphuDWWlfDiS0b0GjUjJk1l97ODuPzlIrGc13uko2dPc+QNFMkImTC6K0G0mo09Pf2YGZldcFFFILfp2EFl7/97W/85S9/wcXFBb1eT0tLC6+//vpo903wO1eTf5It77wO6Jl178N4R0TRXldLzo4fAWiqKCN56bIheb7s3U7XGLF39yTjy4+YdNPtFxzmsnd1Z/6jK6jOzcLJy+es1C6F+/ew69MPAKg+mc31K14YspNf2aygq70NKwcnulubjce7WlvQ6/WIRCJOpm8le/tmwLAibOzs66gvLmSgT0XCgusv/UU6BysHR8bOmT+i1/wpVXcXe778mOKD+4idOYekRTdiYjoy+zgEvw3DCi7R0dFs2bKFigrDJzI/Pz9MhEp0glGWveNH49xBzvbNeEdEYWZta3gTb2tBJBLjERpBdW4OlTmZOHp4E5SQjFatpjLnOF2tLVRlHycoYSJ+sWfvvD+TT1QMPufZvzJwxuq0rpZmqk5m0VhahFdkDObWNqx96Z90tTYTmpzKrPseYvdnH2Ll6ERdYR7Fh/cTkjhxyPVEIhFugSHc+Nwr6HW6i3pT1mm1FB7YQ0tNFT5RceddSVZ+4hi1BSeR+wYSnHhxtW6Go74wn7xd2wE4un41AWPH4xESPqJtCE4LCQlh+fLlPP744wB89NFH9Pb2DlmaPG/ePPz9/X81H/wvGFwOHjxIUlIS27YNrc1dWVkJwIwZM0atYwKBrfPpMsG2g3cnNk5OzH/sSeoK87B398TK0Ykv/u8B1CrD8Nl8a2s8QsPZ8+XHqPtUSE1NL7uuSlDCRBpKimmrr2X8vMWs//dz6PU6MrdsYOLSZXQN3q1U5ZzAJzoWj/BINP39FB3IwDUgiJDEiURNnYlWrUar1RA7Yw4AUhMTlC1NVJ+swNbVDSdP75/tS9XJLLa8/RoAWT9uYtnLb2Lv6j7knJaaKn545Tm0Go2h1o3dxdW6GQ4zaxtEYvFgcDTDzHL4+38EF08mk7Ft2zbuvvtuYy2XM5WVlaHT6Th27Bi9vb1Y/AoyP1wwuBw9epSkpCR27dp1zseHE1y0Wi2LFi1CLpfz/vvvU1NTw8MPP0xHRwcRERG8/PLLyGQyBgYGeOyxx8jLy8POzo7XX38dT09PAN5//31Wr16NWCzmH//4h3FXaUZGBs8//zw6nY4lS5Zw9913A5y3DcHVJW7W3MGJej3BZ3z6l/sFIPcLGEw8uR31GSlZBnp7cfLyYfHfn6GxrBS5f8BlpYnXajS0VFfiNyaeSTffTktVJXq9Yee1WtWLjbMLUpkpmoF+QidOZuu7bwBg7+aOa2AIHoO7/h09vJh65z20KxooPrCXwv178IuLJ+Orj2ksLcbcyoYlK57H2cfvgv0ZGJyDAlD39xnnic6k7lMZAguAXs/AKCy+8QgJY/5jT9JUWY5HSPglrWr7LSvYu4u933xOV2sL1o5OTLrhVsImTbnk60mlUpYuXcpnn33GQw89dNbjGzdu5LrrrqO8vJz09HTmzp17Od0fERcMLg888AA6nY5JkyYxe/bsS2rg888/JyAggO5uQ76nV155hdtvv505c+awYsUKVq9ezU033cR3332HjY0N27dvZ9OmTbzyyiusXLmS0tJSNm3axKZNm1AoFCxfvpytW7cC8Mwzz/DJJ58gl8tZvHgxaWlpBAYGnrcNwdXFyt6BMdec/z9Ja20NB1Z/TUTqVGrzT+IWFGLcu+IeHIZ78OXXQS87dpgNrxtSmcv9A7jukX8QlTaTihPHGHvtfPzjxnHDP/9FZ7OCziaF8XkdjY3Muu9GGkqLsHFyNgaN4oP72P/tl+h1OkQSCY2lxQCoupW01lb/bHDxjo4ldua1VJw4ythrF+LkdXYaGRe/QFJuuYPsbZsISkjGKzzysl+Hc/GPi8c/Ln5Urn01K9i7i20fvI1msKZPV0sz2z54G+CyAszNN9/Mddddx1133XXWY5s3b+aTTz6hvLycL7/88lcRXH52IFYsFvPhhx9e0sUbGxvZvXs3ixcbUqDr9XoOHTrEzJmGFTQLFiwgPT0dgJ07d7JggaEm98yZMzl48CB6vZ709HTmzJmDTCbDy8sLHx8fcnJyyMnJwcfHBy8vL2QyGXPmzCE9Pf2CbQiuLL1OR09nBxq1esjxXmUnRzesYe/Xn9FUWW48t+z4UY5v+YHm6krAMMGf/sn7HN20ln2rvqDwQAZOnt4U7t+DzNwCeUDwiO1POaWr9XRiv6bKCkQiEdPvvp87Vr7PuGsXIJZIkPsHEpyQTMCY8cj9gxCJxcTPW8TOj9/j8JpV7Prsv+h0hpQzyiYFep3hzqexuBCfaEMwtHF2wXkYu//NrayZesefuP2194ibOeeccykSqZT4uQu5/bX3SL3lDqFezC9s7zefGwPLKZqBfvZ+8/llXdfKyop58+bx+edDr3Py5Ens7e1xd3cnKSmJ/Px8Ojo6LqutkTCsCf0JEybw0UcfMXv27CG78u3s7C74vBdeeIFHH32UnsH6Fe3t7djY2CAdzD7r6uqKQmH4tKdQKHBzM6TFkEqlWFtb097ejkKhICbm9ESrXC43PsfV1XXI8ZycnAu2IRgZXW2tHPr+GxTlJSQuuoHAcYk/+xytRs3RH77n8Lrv8I+LJ+32u7EcnAsp2LebjC8/BgzJHl0Dgyk6kIGTty/Vudlkbd/M/EefZPPbr9LT1kZQQhLFh/YDEDF5Gt6Rsdi5uhGanHre9i+Vb0wccv9AmirLmXzrXVg5OCISiTA5x1J8Bw9Pljz5PAOqXvIy0o1parrb22irq6WjsR6PsAjy9uxAq9Hg4hdA/HWLaKurwdrJZcj+lJ8jHcaCmuGcIxh5Z34gGc7xi3HbbbexcOFCFi5caDy2adMmKioqjPkeu7u72bZtmzGjypUyrOCyebNhCeWZidJEItEF7wh27dqFg4MDkZGRHD58+DK7Kfg1KTt6iJwdWwDY9Oa/uevN/xo3MZ5Pa001+1d9CUDxoX0Ejk8ibDAYnDmPYGphyb6vP8PC1g4LO3vCJ02ho7GBuqICultbkEilaAZO3/kMqFQsfPwp4/catZr+3h4sBiecL4VOq6W2IBetVotnWARLnnyBAVWvMbBciKmFBaYWFgTFT6CxtJiulhYmXH8T37+wgu62Vpy8/Vj092cBcA0IxsTUFAtbu0vqp+DXydrRia6W5nMev1x2dnbMmjWL1atXs2jRInQ6HVu2bOGHH35ALjd8ODl06BD/+c9/ro7gcmZmzeE6fvw4O3fuJCMjg/7+frq7u3n++edRKpVoNBqkUimNjY3GF0Qul9PQ0ICrqysajYauri7s7e2Ry+U0Np7eZKZQKIzPOddxe3v787YhGBln7vEwtbBELPn5PyNTKyvMrWxQdStBJBryhhqSNImmynI6FQ34RMfSUFKInasb1bk5mFlY0lZfS21BLuPmLqS1thq5fyCqLiV6nY6xc+YZr9PT0cbOTz6g/PhRxs9bxPj5S5BIDZ/ezwwYXmGRF6w4mb93p3FiPuWWO4ifu/CsuivtjfUcXP01HQ31TFi6DN/o2CGPO7h7EJw4kYbiQjqbmhgYXM3WUl0Bej1eEdE/+5r90tR9fee8IxNcnEk33DpkzgVAKjNl0g23jsj177jjDuMH/WPHjiGXy4e8x8XHx1NWVkZTUxMuLi7nu8you+C7QnZ2Nk8++SQ1NTUEBwfzwgsvEBAwvJoEjzzyCI888ggAhw8f5uOPP+bVV1/lgQceYOvWrcyZM4e1a9cab+XS0tJYu3YtcXFxbN26lcTEREQiEWlpaTzyyCMsX74chUJBZWUl0dHR6PV6KisrqampQS6Xs2nTJl599VVEIhEJCQnnbEMwMoLGT6C/twdlSzNBCcnDmuewdZYz//9WUJt/EgcPL7zPeHO1tLdn5r0P0tvRjlgsZsyceez47zsAFB3cS2B8Eq211di6uqPq7ODQ999g4+zMjD/9BTu5K1Uns7B1ltNYVkzxoX0AHPjufwSMTcDFz/D3mpexk23vGQJG6rI7GXftgiH9a6mtoamiFCdPbxpKiozHy44dJn7uQn6q+OA+CvYaVlHu+O/b3PbK20hNZBQd2oeivBRnbz+2vPOq4WSRiOips8jZsQWPkHAc3D2H+1L/IjQDAxzdsIac7VsInjCRCYtvOitLgWD4Tk3aj+RqsVOFwcBQm+XMol/ffvvtkHMlEgn79++/5LZGygWDyz//+U/+7//+j/j4eNLT03nhhRf46KOPLqvBRx99lIceeoiVK1cSFhZmTN2/ePFiHn30UaZPn46tra1xI1BQUBDXXHMNs2fPRiKRsGLFCiSDJWxXrFjBXXfdZVzufKpYzvnaEIwMU0vLi9oBrtNpqc3PRaNRE3fNdUM2DVbnnWTLf14jImUqyuZGrB2dkQeEIDWRoVEPIJFKkZiYEJE6lawfN6BSdhI5ZRond22npaqCQ2tWodNosHZ0MmQuFolAr8fcygbTM7IlNxQVGL8uP350SHBRNitY8+IKulqakZlbMPXOeziZvg29Xkd4ytlvCO2NDajP+FRqZm2NSCSmtjCPTW+8DEDwmbnJ9HoCxyUQmpyCg5uHca7p10JRUcqBbw1Dlsc3rccnMhb/McIqsMsRNmnKZQWT34ILBhe9Xk9ycjIA11xzDR988MElNZKQkEBCQgIAXl5erF69+qxzTE1NefPNN8/5/HvuuYd77rnnrOOpqamkpp49iXu+NgRXRsHe3fz4H8OHhYk33ErCgutpb6yncH8G3W2teASF09FQR9HBvYhEYmJnXcv0Pz1AV3MT8oAgnL39OPrD97TWVAFQX1LEuLmLcPD0pj9jJ9aOznS1trDvm8+Zesc99Pd24xUePWSC3DsmjtzdO9DrdYRNHPo301ZXZxwjH1D1olIqufmF19BpNcjPqATZVl/HsQ1r6GptxtbFlfCUKZhaWBGROhWpTDZkv01DcQETltxMRVYmockpeEfFIpFKqc7N5tjm9Th6eBKaPPlXMekuM7dAIpWi1WgQicTCXYtgRFwwuCiVyiG783/6vbBDXzAcjWWn63uXHDlAwoLryd+zk5aaKvp6uvGJiiVr60YA9HodXc1NiEQikm9YhszUMAdgdcauZFtnF4r27aa/u4uwiVPIz0inu62VwPgkGkuLSVv+R2Q/qTUUmjQJe1d3dFotrv6BQx6zcnbCLSiUhpJCHD29kZmbI//JOQC5u7dzcqdhj5VHaATtDXXMuvch47meYZHEz1tMyaH9hKekUZufy4CqF2tHJyRSKZ1NCta98rwxm4C5tQ0BYxMu9+W9bM7evsx71JD1QO4fiHvI5e8PutqdygknOE2v11/U+RcMLuPHjx+yO/+n3wvBRTAc3hHRZG/fjF6nI3LKdDoVjRTs201nUyN2ru5otVqCEpPJ+nEjEhMTZBYWhjsBlcoYXCImT0MqM6W7vZW6wny62lo4uXMrY+bMp7nKkPOuLPMwEZOnGcsY/5Tc79zzhU4e3oyZM4/qXF8c3L3OSlx5yplvNiKRCGcfPxzPSNkiM7cg5abbSb7+Fg6v/ZbqPMO4+O7PP8IvLh71QP/QbAK/orIVl1MQ7bfGzMyM1tZWHB1/fnXg74Ver6e1tfWisuFfMLi8+OKLl90pgSAoYQK3vPA6Wo0aeUAQldnH6WwyrPTraKzHzMKS4kP7mHz7H1B1KtFpNdg4u9BYXopbQBAWtnaYW1kTO2M2FVnHaautwSM0gsayYmPxLQBbuSte4VGYWRnmWjqbFTRVlGPn6obzz5RBDhg7nuaKMvZ9/SmK0iIm3343lj9ZIhw5ZTpatZoBlQq/uHG4BgVTmXWcnO2b8Y0dR/zcBcYhJoszKlC6+PojkUpx9PBixt33c+SH7/GNHnNWJcyRoGxpRq/XYSvUcblknp6e1NbW0tx89nLi3zMzMzNjSq7hGNZS5JaWFl577TWampr48MMPKS0t5cSJE8JEuWDYXM64a3B098LezYP2hjrs3dypyDqGZ1gENg4uuAYE06loZPv7b6FRDxCYMIFr7nsYmakZjWUlbHj9RdR9KuT+Qcx/bAXuQSGYWljQq1QSMDYBJy/DnURPRzsbXnsRRXkpppZWXL/iRVx8z59apaW6iiPrDfN0hQcyCEpMJjgh2fh4V0szdUUF+I8Zj6OXN5a2djRVVrDt/TdBr6exrAQXXz9jlcuwSZORyGT0dXcTND7R+Ak4Km0mEanTEEtGvv5JRVYmP7z2Anqtljl/+T+CxieNeBu/ByYmJvj5XTgNj+DnDSu4PP744yxcuJD33nsPAF9fXx566CEhuAguia3clUV/e4aKrGMUHdxHVY5hmWX4xCl0NNRTevQQGrWhAFjp4QOobrkTmYsZLbXVxmElRXkJlrZ2yMwtzlltUtnSjKK8FID+nm7a6mouGFzMrKyRWVgy0NuDSCTG0tbe+FivspMfVr5EY0kRYomU0ORUPEPDcQ8JRyKRGJNESk1Or4IztbAkasr0c7Y1GoEFoOTQfmMiy+ztm4TgIriihhVc2tvbmT17tnG1mFQqRTzC9SEEvy+2LnJ8osdw4sdNAHhHxmDv5k72ji1IpFJk5uYMqFREpE41brh09QscXBlm2F+j1+vZt+oLTExNiUiZitXgEJmypZn64gI8w6OozT+JnasbLn7+g7VQMmiurMArMhr/uHHG/ti7urHw8aeoLcjDysGJhtJiOpsUBCcmU1uYT+Pg3hedVoPExISKrEzU6gGm3XU/TZVlOPn44h119sZIVXcX+Rnp9LR3EJyYjOsZq89GmoPX6fkf18CQUWtHIBiOYQUXCwsL2tvbjbf2WVlZWFsL9RsEl8fe1Y3Ff/8nnU0K7N09sbC1wzsihq3vv4F/XDze0bFEpE417otx8vZh6dMv0dXWgqOnN9v/+zYlgznG9Do9iQuXAnBy5zZaaipx8vTGL24cIUmTsHV2GayFYtjYeGLrBpa99CaOnl7o9XrqCvPp7+0hMD6RzE3rKcjYiVaroa+7C1tnF3xjxlCZfRwLWzvs5K5kHjtEyZEDiCVSlj794jkzMKv7+8netpn9q74AoDIrkxuffRkTM/Ozzh0J0WkzsLS1Q6fTDQmcAsGVMOxhsXvuuYfq6mpuuOEG2tvbeeONN0a7b4LfAWtHZ6wdnY3fh6dOwc7VDb1eh3twGBLp0D9RWxe5cf9KT0e78fjA4HCZRq3G0taO7G15qLqUSExM8I6IxtbZZchKLa1abUzPUXLkABtefwn0emJnXktvR7txWK7wQAYz73uQgHEJeIRGYG5tjVaro7ezAzBkb26rr6Ng3x5sXeRETpmO2eDmzeOb19NUUWZss7ujDa1Wy8/tbNHr9VScOEZrbTWeYZG4BQ3vLkRmbkHYxMnDOlcgGG3DCi4RERF8+eWXVFRUoNfrhTLHghHRXFVJe2M9cj9/Y6VJsViCZ5ihwJZep6OpshwTmSn27h5nPX/S0lvZ8+XHmFlbE5acSkNJkWGjpFaLT3QcjaXFdCgaULY04xoQhFdENPHXLab02EHiZs7FeXAOpqmiDAbX8JcePUjE5GmUZRqSrTp4eJK9dTMNxYU0V1cw6abbiZw8jT5lJ611Ndi7ubPv68/p6WgDBuda0gxL9MsyjxiCW2QM3R3tpNy83Bh4LqS2IJd1Lz+LXq/D3NaWW55/HRvnK5cjSiC4FBcMLj8tb3yKUOZYcLkay0rJ2fkjFta21BScxMrWnqipM4cs4c3esYX0j95FKjNlwpKb0KgHiEidio2T4Y3WMzySm557xZj9eP+3X1FXmEdrbTUAIRNSsHGR4+DuyZH1q+nr6SZ80mQm3rgMsfj0pLpnWCTHNq5Fq1bjEzMGnVZLVNpMBvpUmFlaoWxuorHMUNQrc9M6RCIRytZmpDIZivIy410TgKKiDL+2NqwcHIicPI3t/30bCzt7Zt3z4JB9JH29PVRlHUdiYoJPTBwmstOLAbrb24zVLlWdnai6lUJwEVx1Lhhczlfe+BQhuAhO0ajV1OTlgF6PZ0TUkDfLM2k1ao5tWMuJrRvxCA1H09+HubUNOek/IjU1Y+zs6wBDFuPMTesN1x7op764kNKjB9FqNExcusx4vTPT6lva29Pd3mr83sHDi7Gz55G9YzN7//cpYLhLWfS3Z4b0yTdmDLe8uJKWmhoqs47RqWjAwd0LUZeEgn278Tuj2qJPVCy7PjUsbJGZWxA1ZQZO3j5U52ZjZe+IoryEypzjRE6eRmTadJwH97i4/KQQ2LEf1nB47SoApt51L7HTT1d69QqLIiA+kYrjR4mftxhHz7OrTQoEv3bCJkrBiMjbvZ0dH/4HgMm3/YGxs+eddY5Op6W2MJ99gxX5ig/uI2zSFKSmZsj9g1D3na7rotfrCU9No7mygprcbGM6lzNrv/xU4LhE1CoVmZvX4+jpTeiEFKQyE8RiCX5x46jIyqS3owONeoDcndspyzxEUEKyIUB4+dBQUkReRjro9URNnUnMtGsIHJuARqPG3tUNjXpgSAZodX8f/X29uHj7odNqqck/ibpPReKCpXS3t1Fy+ABiiYTgxNP7ZVTdXYhEIqpPZhmPtdXWDPk5rBwcmPPAo/T39GBhazvkLksguFoMa84FYPfu3ZSUlNDffzob7P333z8qnRJcfWoL841fV5/MOiu4aNRqDq9ZhbK1xZjxGJFocIhLj6OnNyETUig8uJeKrExsnV04+N3/AEi5eTnV+SfxiY4jcvLU8/bByt6B+OsWETNjNhKpCWKJhENrVnHg2y+RmVsQN2sugeMSaCguZOcnhj1bVTlZOHn54BESbhhOG5x7qSvIwzdmLMEJhk2RxCei6lKSu2sHocmpNFWU4REaTsH+PTi4exKSlIKyqdGwwqy3m2Mb15K5cS1gCCiJC66nOjebTW++AiJImL+ExrISJFIpvrFn79Q3kZme9+5PILgaDCu4rFixgr6+Pg4fPsySJUvYunUrUVFRo903wVUkYOx4ivZnoEdPyGC6eZ1WS1d7K5VZx2mrraavuwtEIhIWLkVRVoKtqxsWdnY0lpXgGRJOS3UVm9/4NyFJk6g+ebpeRWNZCU4e3uj1OnR6OLF1Ix2N9XiGR+EbPWZICn+dVktl1nE6FQ14RUZzbMMawJDt2NzaBu/IGEqOHDzdcZHIeGfgERrBiR83oNNqkQcEse+bz/AfE09vZwd5e3YglkjJ3r4Za0cXAsYlkrlpLe4h4RTu201TZTnhKWnkZ+ykOi9nSM4xpcKQ6ubkru30dhpWuDWUFHHrK28jlUqxc3Uf0d9FVc4JKrIycfDwInzSlAsWRhMIRsuwgsuJEyfYsGEDc+fO5f7772f58uX84Q9/GO2+Ca4ioRMMtUr0ej0ufgFoBgY4+P03KJsUFB7YAxjqwIybs4CmijKkpqbk7txGf28PYZOmUFuYj8zMDI+wCOpLCvEKj6SuMA8w7Og/OpiaRavRGDMoF+zdTfINtxKRkobExIS6wjxaaqpJ/8gwPCcPCMYrIpqyY4dAJMLJ2zB3UXLkABGTp9Hb0YF7SBiugcHU5J+kpaaC1GV3UZt/kuqTWbiHhNFSXUn58aMU7t+NWGpCV0szXS3N2Do7M/fhv1F8aC8F+ScBQyXHwPgkrBwc8Ysbh6K8FEtbe9xDwsjcvB7PsAiK9mcQMHY8ti5yTGQy4yq5kdLZ1Mj6V55H3d8HgIWNLYHxiSPahkAwHMMKLqcyYZqbm6NQKLCzsxOSugnOcmb+sJbaKo6s+5bAM1KQDPSq6OloxysiCkV5Gf29PQBUZh/HIzQcC2tr5P6BmFtZox4YIDgxGVsXN7rbTk/SD8kq3KeioaQIZy9fepUd/PDqCwSMO53CXlFWTOiyO7GwscEtKITAcYno9Xo6mxqpLypAIpXi7ONLh6KRtS8/i5mlJf5x8di5umHl6EhjaTFrXnyakAmT0A6osXJwohWwc3XHPTQc/7hxqDo7KNi7G7FEgq2LnGMb1yKRSglOnMgdK9+n+NB+tr3/Fnq9Dv8x45l5z1/Y+cl7lB47RGX2cRb831NY2p1ONXO5NANqNAMDp1+vM4axBYJf0rCCy+TJk1Eqldx1110sWrQIMFSOFAjOVJl9nLb6OjzDIjC3ssHcyobu1lZ8Y8fS0VBPyIRJVOfmkLV9M+GTpmAnd6ND0YCzjy82znIQiYzzFB6hEYglYlRdXUikUnyi41B1d+EWFEK/qpe2ulo8QsLJz0gH9Dh7+6HX6+jv7cHFL4DW2mqip87i8Npv6evuIi9jJ2ZW1pQeO4x3RDRW9k5o1AOETZyMWtWLWtWLf+xYsrdvBkBmbo57SDigx8bZBScfP9yCQvEIDae+uIBdn7xPd2srCfOX4OIXQL+ql7Uv/RMw3F211lbjFR5Ja02lcVlxbcFJ/MaMM6baV5SX0tXWMqLBxcHDkxl/eoBjP6zBJyZuVDIvCwTDccHgkpOTg5ubG/fddx8Avb29BAcH4+/vz+23337BC/f393PzzTczMDCAVqtl5syZPPDAA9TU1PDwww/T0dFBREQEL7/8MjKZjIGBAR577DHy8vKws7Pj9ddfN6Z3fv/991m9ejVisZh//OMfTJpkGNPPyMjg+eefR6fTsWTJEu6++26A87YhGD3VeTmsefFp9HodPjFj8AyLJHRiCvZuHojEEjoa6ujv7aWhpBCA/IydjJ+/BK1aTV1hPmKxGLHk9J+jur8P9+AwLO0dsJe74hs7Dpm5OV//469Y2NtjaWdP7u7tuPoHIpGaoGxuwszSipq8HFJvvQvfqDiKjx4wzPNgWEK89b036e/pBmDSTbfT09mBoqKU4MRJTLj+Ftrra85ovx8TU1Pir1tExpcfA1B+/AjJS28xzgcdXruKoIQJyP0D6WhsYMzs61CUl9JSXYlbYDBgCJK5u9NR96kImZCCZ0g4dq5udDQ2EBifiJ3cbUR/DyKRiMjJ04hISRuyTFsg+KVdMLg89dRTfPLJJwAcPXqUV155hSeffJKCggJWrFhx3rLEADKZjM8++wxLS0vUajU33XQTKSkpfPLJJ9x+++3MmTOHFStWsHr1am666Sa+++47bGxs2L59O5s2beKVV15h5cqVlJaWsmnTJjZt2oRCoWD58uVs3WqoBvjMM8/wySefIJfLWbx4MWlpaQQGBvLKK6+csw3B6OkarCPiERqBnYuc/YPLjV0Dg7l+xYt0KBppKCkkaHwS3e3ttNfX0lRZjlqlQqfTEpyYTF93N81V8aiUHbgGhiAztyB22jWYnZHHLnbWXH78z2uMnTMfUwtLlC1N5OzYQtKSm4iYMh33kDD84+KRmphgI5djZm5BS3UVQYnJmJiZY2JmhompGaquLkoO7eP4pnVY2jmg7lOhR0RAfCIdDfUkLroR74goWmqrhvyclvaOiERi4+55cytrutta2fjGyyjKS7BxduG6R/5mrE7pGhTCtLvuRdWlxNnHBydvX2b86QGKDx1A1aWkrb4W96DQi3qt64ryydq2GSt7B+JmzcXGyfmsc4TAIrjSLvgXqNVqsbOzA2Dz5s0sXbqUmTNn8uCDD1JVVXWhpyISibC0NNTi1mg0aDQaRCIRhw4dYuZMQ4r0BQsWkJ6eDsDOnTtZsGABADNnzuTgwYPo9XrS09OZM2cOMpkMLy8vfHx8yMnJIScnBx8fH7y8vJDJZMyZM4f09HT0ev152xCMHs/wSMImTTHUoO/qMt6FWNra09fTRfHhfaR/9C4lRw4iNTEhdGIqlVmZuPgFYGXnSIeikfX/fhZLWztUXUqytm7kyLpvObl7B2tffpaSw4YEleGTJrPspTcwtbCgMivTkLpFJKKtrpbMjWvZ8eE79HUpAZCZmjFm9jxm/OkBLGxsqcjKRK/VkvXjBo5t+B6vCEMWY3V/P9aOTpRnHqEmN4eI1Gkc+2E1W99/E3MrW6beeQ++MWOYfOtdHNu4jtDkFEKTU7n2gcewcXahvbEBRbmhlLOyuYmewbxjPe1tHPthDVveeY3dn/2XtS89S2tdDQV7d5P14waK9u/h+OYfLup11qjV7PjwPxTu282xDWso2L/78n95P9HX22NMZyMQXKoL3rnodDo0Gg1SqZSDBw/y7LPPGh/TnqeU7Jm0Wi0LFy6kurqam266CS8vL2xsbJAOJiN0dXVFoVAAoFAocHMzDBFIpVKsra1pb29HoVAQE3O67KxcLjc+x9XVdcjxnJwc2tvbz9uGYPTYOssZd+1CMr76GJFYTOD4JJy8fMjdtY0vHnuA0ORUdFpD3ZOa/JNETZuJHsMeELFETHN1JVIzMwb6eulsbgIMn74bigsozzxMZVYmt7/qh72bO3aubhTs20Nw0kT0ej1W9g7k7PgRAJVSaVwpBaBsbSZn+xbU/f1IxGKUg9cG6O3sIGnxjUikUooO7sUvbhx+sWM5umEtrTWVUFGGi68/ydffQuyMORQezKCttoq2wbuZuFlzAUN2Z3lAkGF5tYsrToM76jsUjfS0txn3zmgG+ulX9Q7JLyaVmVJfUnjRdy+niBjZMrxNleVsfutVOhUNTL/7fsJT0kb0+oLfjwsGlzlz5nDLLbdgb2+PmZkZ48YZ0nhXVVVhZfXzCfgkEgnr169HqVRy3333UV5ePjK9FlxR/T095O1Jp7OlieDxE/AIDQfAzs0NC1s7CvbuApEIkVg05M3czMqavu4ughMnotfpkcnMKM88QldLM2QeJiI1jZLDB4i/dgEajRZ7NzcyvjQMy4rEhusBmJiaMe2uezm++QdcA4JoLC/FxS+A9vo6xi9YMmTfSP6enRxe+y1+seMwMbfA3s2dusENnz4xY5CZmrH9w3dw9PCiv7cHtXoAK3t7Q3DBsG9Gr9cjEolw8vTB3s0DeUAQer2O0qMHkZmb4+Tlw7yH/0ZrXQ12rm7Yyd2oLcynNj8XkViM/5h4FOWlRE+didzXH0sbOyQyGV0tzSibG1n11P+x8PGn8Y6KRa/XXXBHvtTEhGl33Uv29i1Y2TsSmpw6or/b8szDtA4Gz91ffETAuARMLSxHtA3B78MFg8s999xDUlISzc3NJCcnG+u56HQ6nnzyyWE3YmNjQ0JCAllZWSiVSuPdUGNjI3K5IX26XC6noaEBV1dXNBoNXV1d2NvbI5fLaWxsNF5LoVAYn3Ou4/b29udtQ3BxNAMDVOdlgx68IqONO8ZLjh5g12eG/FrFB/ey7OW3sbC2RmZqhuRUtmy9HrMz3pR6lZ3EzpxDS1UlTZXlaAb6CRiXaAgsg+fLzK0ITpiIxMQEkURK+MQpaNVqmirLCUmcaJz87u/pobWmCidvH/zixhGekkaHoh5TS2ucvXyMf6dwOl1MRdYxQiekYGppzaw/P0KfUsnJndvwCAkjMD7JWL/FL3YsYcmTsbJ3QK/XUZl9HP8x4/EICaO5qoLo6ddwZP1qVINDXzqdjsnL7sTayRnrwbkPlbKTDa+/SG9HO25BIURMnsHkZXcZMzvbusiJmjKD/95/B+j1+ETF0lBaTMWJTGqL85l8y53GzNDn4hESjkdI+GX+ds/N6ozyB3L/QGEDpuCS/exS5NjY2LOODae+dFtbG1KpFBsbG/r6+jhw4AB/+MMfSEhIYOvWrcyZM4e1a9eSlma47U5LS2Pt2rXExcWxdetWEhMNdcfT0tJ45JFHWL58OQqFgsrKSqKjo9Hr9VRWVlJTU4NcLmfTpk28+uqriESi87YhuDgn07ey89P3gaH5wjT9p/dR+ETHsfW913H28iViynRCJqRgYW2LhZ0tXS2tjJ0zH51Oh5mVFZ1NCkqPHQLA3NoanVZr3NXu4h9IV0sTA6oerBwc0eu0dDQ1Mu5awzxcX083hfsz0KgHUPf3sfNjQ/qWyqzjTLvrXn5853WULc1Mue0PxF1zHSKRCK1Gg3dMLMrWZvp7u5GamXNsw/dMuP4WDnz3Fej1tNfXEDh+gnHPTenRQ7TWVtPb2UHYxMk0V1agHaztohkYwEQmQ606vdfmXPtItFqtMag1lBQRnpJ2VskASzs7xlwzF0VFGR2KBqpOZmFqYYlneCQHV/+PJU8+bzy3ZTC7gdwvcEg2gtEQkjQRsUSCStmJ/9gEJFKhtIbg0gw7t9jFampq4vHHH0c7OKwwa9YspkyZQmBgIA899BArV64kLCyMJUuWAIZ9M48++ijTp0/H1taW119/HYCgoCCuueYaZs+ejUQiYcWKFUgGa5CvWLGCu+66C61Wy6JFiwgKMpSQffTRR8/ZhuDinNohD4Z5klPBJWBcAk1VFfT1dFNfXIhUJsPGyYV1Lz9L4LgEMjetxdrJBUcPT8oyjxB/3SJaaqsJGpuAskmBeqAfWxdXWmuqkJrISLvjT+Tt3kHpUUNaFidvP5QtTRTs24WypYWg+AQKD2RwfPMPdCoaGTd3IVJTUzT9/XQ2NaKoKKWno53A8UnUFRUSnJRCY3kxJ9Z/T0xwJB62DhzKy0EsNqRakUilyMzMGFCp0Go0xhT+ANZOTtQXFwDQ1drClOV3IxZLOLZxHcWH9qEoLyV+7kLKjx/BVu5GaNIk+rq7MLWwNK7QsrJ3YPaf/8rB77/BLSCIwHFn75CXSE1IvuFWKk4cY+PrLwHQ39uDCBGW9g7G86pzc1j78j/R9Pczft5iJt5w66iuBDMxNSN80pRRu77g90Ok1w/ONv7OLVy4kDVr1lzpbvyqFB7IYPObrwBwzf2PEDZx6Pi+emCAr//xCL4xYzj6w/d4R8bQWFbCgMrwqT1wXCKlxw4RNXUWPjFxtNfVUldcQGtNFaYWlvjGjGWgX0V/dzfm1jboNBpU3Urs5G4c27gWvU5HwsKl+MWO49jGNZQO5gQzMTUjPGUK5cePETV1Jj1tbYN17Y/h6OWDrbOcvm4lXm5eiJ94EpGpKb1//hP13Z2YmJlh6+pOf3cXep0OR09v/MeOp/LEMbRaLWaWlmx842XQw6z7HwI9bH13JTqtFregUPq6lXS3t5Ny8x1UZmViYWdHyaF9RE6ZTtKSm5CdUcL41FzNhai6lGx55zUqThzD3sOT6Kmz8I+Lx2HwTufQmm/Yv+pLwLCx8643P8T8jJo3AsGVdr73zlG7cxFc/UInpODg7gXoz6pHotWoqc0/yZjZ8+jr7cEvbhzWjs4M9PXRWFoEgLmtLYHjkzCzsKS3rQ1FWQmOHp64B4dhIjNFJBJxfMt6lM1NBCdOpPjQPgCkpqb4xY6l/PhRVMpOQy6yMzIEO3r50FZfh4WdPSplB9k7DLvqQyakYGFrR+Ymwy7/rqhYxqWm0rdnD8p+FcWH9xtWZYlEpNx4G3q9ntrCfDoVjYSnTjUGglvcPECvx8rBkfSP30U3uDKyobSIgLHjcfb2o7bgJCKJiJPphlVqxzauxS8uHu/I08ubq3OzEIkleEfGIB2ci2ptqKM2LwdbZ1d8Y+IwtbAkYFwC5ja2OHp4ETVl+pAJdBe/AERiMXqdjuCkSZgOo5KlQPBrIAQXwQW5+J49v9bV2kLWtk0cWfcdAJNuvoP2+joqThwjYFwicdfMRdM/gEatxkRqgp1YQvoXH6HTanANDEYzMEBLTRVJi280pkLR63TG62sH1IilUqwdHNFqtSibm7CwsWXMtQswM7cARHS2NuHo7snRH1affp5GbdyBD9DR2ABWtiAWo5NIiJw8nbLMwwz0qWgsL6Ms8wgDqh5aa6sJik8iWO6BRqPBPjYOEzs7ejraEYskmFla0dfTTeTkabj4BaLTatjz+UeMmTMPsUSCTqtFIpViZmVFU2UFPe1tKCpL2f/NFwBMvfNeYmfMpqutlT2ffUjFiaOYWVqRduc92Mnd2PHfd4x9dvDwHDKM5h8Xz9Kn/0VflxL30HDEEqG2i+DqIAQXwUUrPrTPWEoYkQhNfx8digYAyo4dIv66Rdi7unNs41qc3b3QOOoIGJeASARVJ7PwCo+mpbqS5qpK4uctonDfHiwcDMtqW6orDfVSKsuwkbuiHRjAJymW7G2bsXNzN0zEA6ETJ3P0hzVETplB4b7d2Di5EJY8GfXAANW52aiUnUSmptGrE9E7NgZXb1/2/e8Tejs76O3soPDAHkwtLA3LpjFUqNQuvIHaojy8y4pIWP4HLO3s8QiPQCKTYWZlhbK5GY/QcBwHA4C5tTU+kTE0lpfgFhjKgKqP7194ElMLC2zlp/dgNQ5usGyrq6HixFHAsEChsbQYZ29fJCYmaNVqAGNRtDN5hISNzi9SIBhFQnARXDSxRIq5lQ1iiRRTS0u6WppxDQimsawYBw9vbFzk7PnsQzTqAZTNTTgHBlFy5AAA8XMXUXQwAxNTM5y8fenv6cXZxw+ZTEZ+5hEsbe1orq7ExtkV78hYGkqLOLR2FaETUocsMGipriQiNY3So4ewsLPH0cubrtYWWmqrsJO7ETfrWtQDA+zbvZXutlac/QKwdnahq7UFAHNrG6wdnQCQmJjg4O6J2MQEU3NLVBIxtQV59HS0U19UgMzcgqIDGXS3tRI7/RokPibYuhiWt/vFjcMvzrD/68SWDYQkTaS/pwc7N3eUTU30KjvwjzU8bufqhntIGH3d3cj9AhjoU9Hf0811j/yd2vyTOPv44xUm1EkS/DYIwUVwQXqdjvbGBmTm5lgNrmIKTkymr7ebpMU34OTtS0t1JU2VZQSOS8Q9NJyCvbswt7Wlq6UZEzNzFOWlxl3qTVXlxM6cg4WNLYryMk78uAEwfGKPSpuOsqkJj9Aw8jN2k7lxLRGTpzKgUtHWUIud3M2Y1yt0QgoWdvbI/QOxtLWjsayUkiMHcPDwwtLOnmMb1jJmzjxjuv7mijLGzV2IhY0t5tY2DPT1cWj114yZPR+xWEzx4f00lhTiGRHF3i8/pae9neLD+0CvRyQSE5yUjFgixTUw6LyvlaWDI4VffWy8C0m74x68wiJw8vYFDFkMps6/gaqsY2RsNfzcVdnHWfavt/AfDFACwW+FEFwEF5S1dRM7P30fK3sH5jz0f/S2d9BSU4ncLxD/seMRiUR0tbTgGR6FuY0NXW0t1BcVEDtrLqrODkQSCdYOjlScOIZHaASeYRFIZaYc37IB78jTaX00AwNo1RpKjx1CJBYbFwXk7tpO4LhEsn7cSNryPzJ+/hIs7expq6th32ByzNRld6JVqwlOSKazSUHRgT2Ep0w1FC7z9aepshxnH3/a6uuozDpG8tJl7P3fpwAoWxSUHj0Eej3KZgWWg5sn9TqtMSDq9Tq8ImIIik9EZm5Br7ITvU6P5WDevVNUyk60Gg1eEVFITGTotFpjYDlFd+AwMnsXbF086Gyqo7+3B53u51MpCQRXGyG4CM6rr6eboxu+x8ZZjm9MHPVFhRxes8qw1FgkYsmTz9PT3kpnswJbF1fEYhFSExkpt9xB6dFDhE2cTG9XJ8WH9jP22gVUZmey/5svcPLyRu4fTFNLPYFpk+koryJs2nQOfvYpYBimQiQyrtjq6+nGwsaWqpNZuAeFcnzLD0PmJlqqq7CVy8n46mMsbO0ZO2cBypYm2uvr8AiNxD0kHAcPL8oyDxOUkIxrQCAufoE0VZSi1+sxMTUzFiGztDXUVmksKyF25rXUFuTi7OOHVj2Aha0d1Xk5bFz5LzQDA1z7l8fwHxNv7IfM3JwJS27mxI8b0PT34xszlrqiAuOcSX+vmlxdLEX7+vAKuR3XgMOETUzC0tbul/mFCgS/ICEvt+CcyjOPsO7lZ/GJjsM9OJScHT+iKC817mFBr6cq5wT1JUWIJRIGVL3s/OQDDnz3P5TNTYybM5/q3CxsHJ1pra5EM9BPa41hEUBLTTX2Hp5U+PXxgtV3fDO+lA90PxA1cxZgmFwfO2cBgeMSiZ15LY6e3oyfv4T2hnp6lZ10NjUalkaLRIahqoAgcrb/iFajoau1mebKCmxd5Ni5uOLg5Y1HSDgNxYXU5p9EBJRlHjPcBS24HkcPL8bNXUDUtFmk3HIHTZXlBCUkE5w0EUSg6e+n6mQWrgFBaNRq8vfsRKXsRN2nInPT+iGvWcDY8XQ2NRoe7+8jf88ODn7/NZrBYbLmmi6K8vtADzWFKkLHXDukcua5nHquQHC1Ee5cBGfp6ehg45v/Rt2nQmpqSl2BYSK9viifmBlzyM/YiWtAoPFOwtrRiaytm9Drdaj7VHS3tlBTkIutixx1Xx9JS26iqbwMa0dnulqbsXZyxtLWDr3OlN6OXnq7DQErZNJk3PxDUJSVUJWdiVgqxdLenq62Npy8fUlb/keUTQoSFiylo6mRSTfeiqq7G1V3F46e3nS3G+ZXzG1t0Gq0mFtbU1eQR+G+Xdi6uDJ2znyObViDTqulpbYKVWcHzVUVAIROTKW3s4Pw1Kl0t7dRfGg/XmHhhKVMQe4biHtwGJmb1qPVnH6zP3OZdndHOw3FhVifkZvLysHJMISGYXjNwlqGiakEdb8WiVSMje/5c97p9XpOpm/l8Lrv8ImKZeINy7AQ7nAEVxEhuAiG0Om09HUrkfsHUpt/krbaavxix1Jy5AA9He3YODrjHhxKW10NXa0teIZGkLtrOy6+AbTV1eDk7Ys8MBiJRMqRdd+iUasJik+kLPMwPlGx+ETHMtDXR/qH/2HsH26k2GEsjepmrpdO5ZvHHyFs4mTKjh3GP24cVo5OHNtg2PnbWFrElOV/orOliRM//oBUZorM1AypTIZYLMEndgz27u5IZaZ0t7VyZNe3xF0zF1VXJ14R0dTk5aDX640bIpsrK5h0461kbdtEV0szti6uFB/cx7ENawhKSCZg7Dj2fvUpAGEpaQSMG0/ZsUP0dikJTpyIpb0DY+cuBAx3F8c3r6f0yEFEYhFjr50/uPBAT/y8xZiYGJI/OrhbMfeBGBSVSpw8rXHxtj77FzCorb6O7R++A3o9J3duxSMsgoifpL8fUPXS19ODlb2DsP9F8KsjBBeBkU6r5cgP37N/1Re4BQaTfP0yJDITnH18sXZ2obu1hSMbVhM7fTb9Pd14hUdjYmaKZ1gE1k4uOHn5UJp5iP2rviAqbQZeUbFIpFJjupKqk1n4j4mntiAXjXoAXWEjCSdF+MdfR/aWjaDXU3r0EG5BIUhkJvR1dxGanEpjWQl2ru4oyoqNucAcPbzI2bEFAGtHZ8YvWEJ3ezulg0ueAZRNTVRlHycoIRmpiQzPsAiqck7Q09GOb0wc2z54C9eAYCZcfzNV2Sdob6gDoOTwfmP6FYDa/JOo1QOETEhhx4fv0FpbzZw/P4qVnWF+pr+nh46GeuPz2+pque3fb581mQ/gFmCHW4Ddz/4uTExlyMwtGBhMqGn2k7T3nYpGtry7krrCPJIW30TC/CVIpMJ/Z8Gvh/DXKACg/MQx6grzjLvudTodqm6lYRlwXS1drc1ITUzwiYzFxtmF2Jlz2P/Nl3TtbSEybQYZX3zMuLkLsLJzICRxIs1VFVjZOaDRalC29A9+2rdHKjVBZmGJdmAAcxtbwiZMprutxbgyK3rqTMPwlk5PfVkBbXW1jJ+3hM6mRuNdTNTUmaiUSmPfu9taaamswCc6Fpm5Ofl70jG3tkEkFiOWSHEPCcfZ24fO5maufehx6gry2PruShw8vLCTu9LT0Y48IJjyE0fRabXYOMuxc3UzTPT39zFuzgJMTGREpc3AydsXsVSK62AZYwBzG2vcgkMoPXYIvU6HvbvHZef/snFyYf5f/0FFdiYO7p74xo4Z8nh1Xg51BbkAHPzuK0KSJuLo4XVZbQoEI0kILgJ6OtrZuPJfuPj4Ye3kbBgmcpZzfLNhwtrFLxB1Xy/Klmbi5y4me/uP+MbEYSt3Re4fiLW9A9ZOztQV5hszCodNnIKlgwN9XUr6uruxdZGTu2s7qi4l5tY2BMQncmTdt5haWjJhyS3o9HpsnJw5uXMbKmUnIrGY6GnXoGxuRtWtpL2x3tjf/p4efKPjUHV30VxZTlDCBFTdSvZ/8wUJC68nKCEZO7kbqi4lE2+6lebKMgDKNq+nraYKvzHxWDs44hEajpmlFTnpWxno6SEkaRIOHl64BQbjHRmDR2gE6r4+nLwNlSXFEsk5d8uLxRLiZs7FxklOd0cbvtGxWA7e1VwOr4govCLOvanS2tHJuKLOVu46pLqlQPBrIAQXAYhALJVQV5RPwNjxBMYnGg4OUvf3MXbOQkQSEX1dXbgFhdDX001XWwu1Bbl0NjfhFRmNorTY+BypzITOxgZ848aS8cXHhjosA4baJ/KAIAoydgKDhb/qatDrtIglEtT9fZiYmRM6YRINxYUEJyajVqlwCwyhu60VEzMzRGIxeRnphKWm4RkaQaeiEQcPL2QWlrTWVFNyeD8AKbfcwf5vvjBuagxJmkRDaREiqYTQSWmGDaL1dfR2tANQsG83SYtvwic6DgD7MypaAgz099GnVGJhZ29MRHn655URkjRxBH8pF+YTFcv8x1bQ0VCPV0TUiAQzgWAkCcFFgKWtPXMffJzyrEwkYgn9vd2YWdngP3Y8KqVhQrypqoyTO7Zi7+FBWPJkWqor6VQYKoE2V5UTND4JBzdPyo8fwcTUFKmpKSU7t2Ht5ER/bw91BbmMn7eY/t5eLO0cQK+nMvs4IpEYmbk5Ods3I5ZImLDkZrraWsjZ/iN6vY6myjKips5ELJUQOWUGVTnHKTqQQcC4BOrycik6uBcA9+BQutvbSFx0I7m7tgOnNmaeXt2l02oJGJvAwdVfI5ZK8IsbR1tDLd6RMVTnZuPs40evsv2cr1F3Rzs7PnyHsqOHiJkxm5Sblp8zD9gvRSQWE3DGHhuB4NdGCC4CwPBJuLmqgrqCPKSmppjb2uHo5YO5lTWNZSU0V5YTmpzCgKrXsPPdP5Dawnx62lsJjE+k/PhRGsuKcQsOJTgphaqcTKKmzkRiYkrk5OmIxGIOr1mFVqPB0dMbJx9fJlx/M8qWJnRqNYHjEhFLJTSWlRCYMIG8XTvQDFaAdHD3ZM8XHyEPCMJO7oaTtx/mNjb0d3chlkjQ6/R4RcZwZP1qRGIxSYtvor+3B3NbW8JTplKTn4N3ZAwOHt60VFei1+vQqnVYOzpTnnkEnVZH8tJllBw5iHvwucsHNxQXUnbUUEUze9tmwiZOERJKCgQXIAQXAQDtigZyd203ZDsWiUheegvFxwzp6U1MzfAMj+Rk+lbAUB3RMzySMbPn0lBk2NvR1dZK4LhEWutr6Wioo+jAXqSmpgQnJJOfsZO4a65Dq9EA0Fpbjb2rOzqtlv6eXkoPH6SvpxtLByfiZsympbKc6Omz6GxSYGZljdTEkChSUVaCoqyE8fMWo9PpKNi7G/8x45EHBKHX6whPSaOruYna/Fxq8nMISZqEVqshbOJkBvpUNBQXEDAugebKcnqVHeg0avzj4vGNHYNHeCQB4xJw8vI55+tj5eCIRCpFq9FgZmWNhY0t6sFKmBa2dlgIBbwEgiGE4CIAoPz40dNp9PV6ejs6UCmV2Lq6UleQh/+Y8cZztRo17sGh9PX2DlaanImmr4/SY4fwHzOehpJCwLC7/VQteZm5OdaOTnS1tuATHYdWPYCJmRluAcHGORKfyGhjvjDfmDE0VZbjGRZJQ1kpjp7eOHv7ITU1RWpmbggMY8ej1+vRDgxwaM03AJiYmTN2zjysnZwwt7WjNi+H8syj+MbEUX78KH6xY5nzl7+S8dVn5OzYiqOXN25BoTh5eF/w9XELDOa6R/5BS02lYY7DwYHdn39Izo4tyP0DmfOX/8Pe1W1EfycCwdVs1NK/NDQ0sGzZMmbPns2cOXP47LPPAOjo6GD58uXMmDGD5cuX09nZCRh2JD/33HNMnz6duXPnkpd3Or362rVrmTFjBjNmzGDt2rXG47m5ucydO5fp06fz3HPPcapi8/naEJxbWeYRWiorCE40TEjbubphJ3fDMywCGyc5Y665Dp1WS3jKFFz8Ahg7ZwHNVZVYWtsQPe0a9DodrXU1AJQfP4JrUIjx2qZWVkhNDRsb46fPIWnxTVg7OdHd0c7JnduQmMoIT0kjbOJkzqy43VxVQeKiG7FxkaPX67C0c6C7vQ2JVEr24MbH4kP7KDm8n67WZuPz1H0q1P39lB49iKa/HztXdybedBtq9QBjZs/DzzcQzf9WEWvjyJzl95C48AZy0n8kc9N6VF2nlzf/VG1hHlvfW8mB775C2dJMR32dcZ+NoryUhsFVcgKBwGDU7lwkEgmPP/44ERERdHd3s2jRIpKTk1mzZg1JSUncfffdfPDBB3zwwQc8+uijZGRkUFlZybZt28jOzubpp5/mu+++o6Ojg7fffpvvv/8ekUjEwoULSUtLw9bWlqeffppnn32WmJgY/vCHP5CRkUFqaioffPDBOdv4PVEP9JO/J52mqkoCxsQPSbD4Ux2N9XS3t2Ll4ETSkpsws7KmsaQYjVqNs4cX/d1KbJydQQRyqYzcXdtQdSnp7+nGxMzCUFBrcMjIxsmw2TJo/ATEUgkOXr5EyEzp6WiD3l6sRWJaelWG0r8yU7K2bqSzSYFIJGLSTbdTevQQ6j4VwUmTUCk76WptwcreHkQSxl67gM7GBqwcnZCZmeMZFolK2Yl3cDgajZq6/Dz8xoyjv7eHAZUKlbIDnU5H/LULiL92AQAtH35E+6efob55Kd32NmR+/TEDKhXWjs5Y2NgQNmnKOV+j4oP76O3sAODw99+w4Il/Yu/uSXt9LWKJFFu5K81VFeTtSUdqakrUlBnGmi8jrfpkNvu/+wpbFzlJi288a1XbcBUf3k/VyWxcA4KISEkTdvkLRtSoBRcXFxdcXFwAsLKywt/fH4VCQXp6Ol98YSj/On/+fJYtW8ajjz5Keno68+fPRyQSERsbi1KppKmpiSNHjpCcnIzdYHrz5ORk9u7dy/jx4+nu7iY2NtZ4rfT0dFJTU8/bxu9JVc4Jdnz4HwDydm/n1pffwsHd85zn2rl64DGgxtTCApWyk6PrV+MdGYNILMbEzIySIwc4vmUDLv6BeIdHGz/hV53M4pr7H6arvYPoadfQ1dKMg7cPNSezsbS3x9zKmoFuJdnbNgHQHx5JorNh42Leru1MWHIz/nHjAT2KynK6WlvwCo9EIjWhOj8HUzNL6ovykAcEYe3gSPGBPUROmYGqsxNLO3t6OjuYmDaLARMpvtFj8ImOQ9nUTMWJIwTGJ2Hp4Iizty/qgX5MZKaGH1YE0tRJpJfm4WUmNZZZ7mptZqC/75yvT/mJY/SdUT7ZLSgUawdH5v31b9QXFeLg7oFHSDjrX3me0qMHDc2IxCRff/Nl/x5/St2vYvuHb9PR2EB9UT52cjcmLLnpoq/TVFnOxpX/Qq/TkbMdbJyc8YmKHfH+Cn6/fpE5l9raWgoKCoiJiaG1tdUYdJydnWltNSQbVCgUuLqeLg3r6uqKQqE467hcLj/n8VPnA+dt4/fk1OQ5gE6jNebUOpNep6OrtYXeznY6GuvI25OOqYUFAWMNmXqrck6g1+loGUzu2FRein/sWGTm5gyoVLgGhtBWX4+VnR1aG1u6WlvQqTWYmJlReuQgiERET51lbK+jSYFmwmQ0dVXEz1vMsY1r6VA04Bc3Dq/wCLrb2ig/bigDbGFrh5m7IeWJtaMTpUcO4hkWSd6edJTNCkxMzZh+9/1oRSJ2ffgOA729uAWHou7ro7+nG2VzM2njlrPtk/cp2p/BtD/ch53cDds5c+i3tESzcRX9vT04uHvSVl+Ld1QsPtFjOJf8jHQU5WWETEjBzMqKxAU3oNfpUHV1YWJuhtVgskpXDycsxbHkHc9HO7jSbaS1Nxp+9lN0Ws0Fzj4/rUaDXqcb8r1AMJJGPbj09PTwwAMP8Le//Q0rq6G7iEUiESKR6DzPHBm/RBu/Rr7RcUy84VZ6OjuQykyMbyRdrS3kZexEKpOhVqlorq7EztWNquwToNfT39ODSCSmX9XDgKoXzUA/FrZ29HZ2YGnngK2bB2l33EPp4QN0d7RxeM03BI1PxsXPH5mZGVKpiTEtCXo9FnZ2OPv4DebzGkNtaxPq/gH6e3sxtbQkODEZADNLGxqKi4mYPI2ulmb84gzDWzq1BgcPL+AgZlbW1A5eWz3QT1t9LS1VlYydPY/jmzfQUFzI1OV/QlFeirt/INs+fh91v4qqk1lUZmUSO/NaTFxd8bjhBqbKHcnZsYWA+ARSQu7EPSQUc6tzJ5J09vaj+NB+OhrrSV56C5b29pxM30rG/z6hv6cHuV8gadPHEF/7KuK+NmJv/htETR2V36uJqSn27p7YurgiMTHB7RKXQ8v9A5h+95/Jy0gnIC4er3ChvLJgZI1qcFGr1TzwwAPMnTuXGTNmAODo6EhTUxMuLi40NTXh4GAonSuXy2lsbDQ+t7GxEblcjlwu58iRI8bjCoWC8ePHn/f8C7Xxe2JqYYmdq5tx9VXp0UPc+My/OblzG9W52YZ8XiIRrgFB2Ll54hoYbBzSAXD29qX0yEEqs48zbu5CJDIZPW2tNBTlo+rqoiI707hBUSqT0VxdSfHBvZjb2hGVNpOsbZsws7JG3afC0dMLKwdHbOVumFla0d/djczcAhsnF4oPGVaKWdg64BoYhEY9gJ2rO/tXfYlWoyZs0hSsnFxIuel2utpb8Y0ZS2V2JuEpaZzYsoH+3h7KTxwldsZspKZmHN24BmVzE8VHDhA761q6mhW01ddiYTf0byBqynSipkwf1mtp7+ZB6MTJOLh5YOPkTN6edGqL8unvMSSVVFSUYt2iRdxjuHN2KvkCpv/58n6B5+uLqxsx066hOjcLR09v/M5zt/VzxGIJ0VNnEj115gj38Lels1lBwd7d6HU6wiZNwU7u+rPPuRiqAQ17iptRa/VMDnbG2tzk5590lRi14KLX6/n73/+Ov78/y5cvNx5PS0tj3bp13H333axbt46pU6caj3/55ZfMmTOH7OxsrK2tcXFxYeLEibz22mvGFV/79u3j4Ycfxs7ODisrK7KysoiJiWHdunUsW7bsgm38XrTWVNNQXkJft9KYf6q9vg6VUklfTzfmVtYoykoIiE+k6EAGEqkJ3e2tBI5PwtZZjrK1BY1azdhrF6Dp70diIkOrVhvmJ/R6GkoKiZ+7iK7WFvR6Hb1dnTRXGobOVJ0dSE1MSLl+GQ2VZWRuXIeNi5ykRTfSWluNqZk5pUcOIBZLcPA4PQfU3dbCyV1bsXFyIWj8BDSDqWKK9u+hv6ebmrwcxs9bQldLM7Ezr8XKwYn83nTAsPPexMwC0KNsbgIM6ejb62spPXqQxMU3Ig8IpGDfbhCJcPbxx8lzeEkeW2tr2PTmv43DT8GJEyk+tI8JS2/BysGR7rZWPMIi6RGJsTaxoMbzerpMvfHq6MDayflnrn5pvCOj8Y6MHpVrC4bK3raZoz98D4CqS0na8j+O6PVXHavh6R/yAXhoWhB/mRY8ote/kkYtuGRmZrJ+/XqCg4OZN28eAA8//DB33303Dz74IKtXr8bd3Z2VK1cCkJqayp49e5g+fTrm5ua88MILANjZ2XHvvfeyePFiAO677z7j5P5TTz3FE088QV9fHykpKaSkpACct43fg86mRr5/8Sm6WpsxtbAkeuosTu7cSnhKGhb29oRPmkLOjh9Juv5mVF1KIqfMoK9LSeNgXjBLO3virrkOnU5H9tZNWDk4oBlQ01pbhVgiJWHBEqSmphxa8w2WdvaETpwMgHdkDCWH9qMHzCytyfj2CxIWXE/guESkpqbs/uxDIiZPpfjwftyDw+jv7cbBwwtFeSliiQRHLx9Kjx6kvb4WkVhkXH3mGR41WAFThZmVNUHOHkgKi+geY0t46lQKMnbhGzOG1rpqOhWNeIZFUFuQh4Ont3ES3sTElM1vvkJ9UT6W9g54R0aTvPRWbJ1dfvb11Om0Q+YmTi2Xbq2uGpxIF+Hk40f18QN0xL7M5i++Q68vw6esg+se/tsVTREjuHxnLk8/tVpwJBU0dBm/PlLZNuLXv5JGLbiMGzeOoqKicz52as/LmUQiEU899dQ5z1+8eLExuJwpKiqKjRs3nnXc3t7+nG38Hihbmo37PvoHa4Gk3HQ7cv8gWmuq6GttxU7uyt6vPgEgNDkVRy9vKnNOoBnoJ3TiZFTdSrQDauzkrvjGjmX/KsPKO51Wg0atQSwx/Nn0dLRTmX0cnUZD3Mw5qPv6MDEzQ4fhzbitrpbSY4fO6FsTNXk5BCVMwMzKmuxtm/GOikGv09HZ1IhILMbUwpIORSP+Y8ZjamWN1ESKoryU2JlzULY00dHeRPiUyYjra7HSaIm/bhHByZM4vnE9Vg6OxM9bjMzMHGVzE0d/WI3/mPEoW5uoLzJ8Ouxpb0Ot6qOrtXlYwcXJy4dZ9zxIzq5tuPj4UZ2bjYmpGaaWlgQlJBuzEbsFBHF88w/o9YafvepkFn3dXUJwucpFT7uG9oZ6dFotY2bPG/HrzwyXs+5EHVqdnhvHX3gj79VG2KH/G+Po6Y13ZCzVuVk4efmg02oYGOhHUVnGns8/BCAidZrx/OaqCpx8/YmeNgsbJxeyd2zGycvXuGu+q63NOBRk7+6FmaUlnYp6IidPo69PRUBgGNY19Rw6sJfawY2EkVOmEz39GkxkpoRNnExDSZEh7Up1JVb2jojFEsysbfCNiaMiKxMnLx+8ImMISZqEzNwCe3dP2uqqMbOypqmqHCcfX/R6OLLuO3xjx3Jg5xba6+tIGpuIWCSicO9ufGPi6Ff10l5XS9ikKYjEYpStLbRUV+Ho5Y2LXyBNFaVY2Nph5+YxpPZJb2cH5cePIpWZ4j9uPLIhq7G0yCwsiJk2E0sHZzQDA9jJXXEPDjsrzb1HaDhW9obNnuPmLsTSXshUfLVzCwxm6VMvokePWDzy+4DSwuRseygFrU6Pv/Nvq2yCEFx+Y6QmMtKW/5GGUsNdY6dCgVgspjLrmPEcGxcXxBIJOq0W/zHxVGYdwyMojJ7ODkwtLDm1uM5W7orcLxD3kHDcg8OQmpqS/uF/jJ/Ow1Omkn0og8C4eMx7O4zXF4nEWDkYNjqqupSYWVmDWExbraEMsszcnOxtm5iwdBm2cles7B0pP3GU+iJDcIpKm4FGrUZRXkpwwkR6lB3U5Z80/nxNFYb6LAczD+ERGk5l9nGsHBzxH5eAzMSU7B1bGDt7Hik33Ebu7u14RxkCV3N1JaYWlsj9A4cEhsPrvjPWrkm740/EzbzW+FjJkQNseuNlAPzHxDPjTw+i12qxOsciEbl/IDc+9yp9XZ3Ye3ghkf52Jmd/z0RiMaO53tTH0fLnT7oKCcHlN6Spspwt/3kdJ09vavJP0tPeRvS0a0Akwj9uPBq1GlNzS0wtLElacjPKJgUF+zNIXLCUypxMSo8cxN7NA72TC7Ez5oBYRNaPGyk+tI/w1KnI/QKMgQXAzMqS/p4eMrduJGb6NTh6edFSU41IIubElh+ImjoTmYUlgfGJ7F/1JXq9ju72VkImTMLFNwAAmYUldoNJLE/p71Vh6yKnvqSQ8NQ0utvb0KkH6G5vw+aMoSw7N3e62wx7mLrbWulta6NXLOLEto24BQYTnppGeGoaAyoVtQW5mFvb4BkagUg8NOtRbX6u8ev2htNFyfq6u+nv7cXezYP2hjpqC3IRi8B8MLDodTrUAwPIzE7f6dg4OWPWP4CouwccTEfi1yoQjJr+3l5UXZ1Y2TsilclG9NpCcLkK6XRa+ru7MbWyQiyWMKBSoWxWUFdUgEQixdTKGmcfP0xMzcjbvR2vyBjqiwvwix1HT3sr5ZlHqM7NJmDseIITkxlQ9Rg2PQLtDXWEBkfgXFlPnpXhk7dneBQmpmZITUxJWnQjlTnH8QqPQtXTQ19PN94R0Rz6/hucvH2Q+wfRUFzIQG8PUqkJPX1tiMQOmNvYGCdELWzssJO7YeMip6mshPrifHyi4zAxM0NqIjPcFYhg4vW3kL8nnZq8k8gDArGwsaPk8AHGzpmPTqfD3MrauJTZf0w8zdUVuAaGoFWrqSsqoL64EK/wSEqPHubw2lUAzP7zo4RNTB3yesbPW8SWt19FampG4DjDBtK2+jo2v/UyivIyxk1IxTEwDHVQIGbWNoBh7mbPVx9TnZtD4sIbiJl+DSKRiM4NG+jatQuRSIztkiVYJSaM+t+DQHAplK0tbH13JdUns4idOYdJN92OzGzk5giF4HIV6Ghq5GT6VtR9fUSkTqVg325O7txGeEoakZOn8eN7b9CpaCRqqqHGuwg9tXkncfb1wyM0nLrCfDoa6wkcl4ilvT35g1UgyzKPEDgukY6GOmxd5HQ2KZCYmGDb2o5m9ff4/OtZBvr7sLC1paetlfqBflRKJV0tho2YiQuX0tfVaSzY1VJdhW/sODRqNZNuvoMBVS9ajYaCvbsZP38JrTVVqAcGKDlygL6uLibdcgfZ2zYRPW0Wh9eswj0kHBffILpaFfhExtJca6gq6RYQQkdjA7UFhqGxzE3rCJkwiYHeHsJT05CZmtHZrMDWxZW6wnxiZ86hobgQU0tLqnOz6Ww6vR9KUVFK2MRUtBoNpUcPoWxW4Bs7luWvv4/ERIq1gxMANXk5KMoNw2/HDuzhWu9Qgq6db9yQW513koK9uwFI//hdvCOjsbVzoGf/fro2GxJaIkIILoJfrfrifKpPZgGQtXUT4SlTcQscuaXQQnC5CuTtTufIuu8AMLe2IXPTOgCytm7EysERJ09vXP0Daa+v///27jwwqvJe/P971mSyTvZ9X8lCCFtWAiQkrGFHizvVa3trtVbb3/1Zr1VbW7/aahet/ept6/XnVkQFLSg7CAESlhC2EEgg+zJJJskkmSSznt8fg4MRtIJBMD6vvyZnzvacM5nPnHOe5/NB4+lJ1RZHLq/22jMERsfR19GGxssb3blawpJTUarUWC1mXNzcsVmt1FcdJmvZTQz06AmJjOZ0xX4i/+NOQlQayMrlyMb1GDp1aDy9SJtdzPlKx6DWwd4eItMy6G5qore9hcDoWHxDw/FdEkHbmWrHsxZkBMcl0nq6mrCkCex+3dGpwCckHLWLK4nZ+YwYjYQmJuPh48uRjY4xBY3HjxIcl0hUagYnP9lOwa3fR6FSYbNYcHX3wDw0jE1pob+7C2NvD55+/jQcO0JibgEV76+FC12Gk3MLCJtRyL61ryNXKIlISUeSJBqqjrDxj/8HgBO7trH6V8+iuXBVAjhuv10YI+TjF4isswuZQoHVYuHEzq00HDtCemEJZw6UMTF5IvZ9BzCnpiJZL97eMzc1X9X5NnTpaK2pxss/gPAJaVe1DkH4d7z8ApErlNhtVtx9fHH31o7p+kVw+RawWR0j4YNi41GoVM4vWblCie5cLbUH9xM3ZTphE1Lw9vag4fhRZ114n9BQUgoKUblqGOrrRSaDmXfcTVdTI0qViqqtm8i96Ta6mxrQtzbj7u1Dy/lajKHDSDExKFQqDJ2OkefDA/1IdseXdlhyCjabje7mxgtdliejO1fL1v/7J8InpJGYO5OK998mKn0SJ3c7yg77hoUxZdEyPP386WpqpO7wAc4drgAgMTsPaVSbrfhHxWAzm8lbdRsmo5G02SVYTCNYTSM0nqgiMm0SahcXegYHUKhUDPb20tPS7AwsAH4RUUyaV0pk2kSGDP0M6LtZ99R/4x0QSEBUDF2N9fS1t2EZGR4VXKInZrL04UfRnzyBv8VGQGIy6ogIGo4fZec//uqYSSZj7p33on7qGbr0b6L38SHk179i6NAh7IOD+P3g3is+1yNDRj564TnazlQjk8tZ+YtfE5meccXrEYR/JzQxmRWP/oqeliZCEieMep45FkRw+RZInVnEkKHXUXsemLJwKX26DvzCIzm44R0AdOfPMdRvwN3Hl6jUDHwjIhnuNyCTKwlNmkBXYwOSJDE0MMDJT3aQmJVLbcV+oidmYh4e4mx5GeBIv59RvJD2ujOU/fP/I25qFqFJE2g7cxqf0HDkKiWTShbSeqaahqojqF1daTtzmnhlNm0XuiK3nD5JaOIEjL09mIeGUCgd+1D9yQ4GevTIFQqyl6+mv0vnbKNCJifWNwj3mXPo0rUROyWLzvpzBMcnkjl3IVv/7wtU791JcFwiEWkTmRwWiUwu5+CGdXgFBhGckExEShpuWi1Fd/+Is+VlxEyaQkbJQtSurvS0tbLlr39EJpMz45a7GDL0kZidR29bKwW3rcHT3/GPZTGbOHe4giFDH7GTpxE3LftLz423uyeDFxKj2nt7kanVxHz4AVitKP38rvhcj/T3O8fkSHY7Pe2tIrgI10xk6kQiU69NtgcRXL4F/MIimLF6DW1nT6Orr8NmteHpG4BcoUAuV2DDQkRqOs3Vx1Fr3JDJHPXqrWYT3kHBTFm4jJM7t2CzWvENCycmc4rjF7uuA5vVQmBMvHNbalcN2tBQKj92dM09d7iCGbesISItg97WZvra23D38aGrsZ60orl4aH1pO1uDJJPh4ubuqF3v6YU2LIywlDS8AgKJTM8kIjWdPaf+ATjGjnTW1xE/LZuRfgNypZLIzKn0dOqwm5T4R8Vg7NXTUn2S3rYWPP0DiEibyJkDe9DV1xEYHUuvoc85QLOntZmekDCi0jNJL5qLysWFSSULGNB3o29pwjckjLYaxxd26qwiKjasReXiSkzmVG5/5gV8QkOdz1LOHihj80t/AKC+6ghLfvbfKFUXuxSHT0ij6Pv/SdOp48RPyyY4JZ32ghkY9+zFLSsL1+QJKL2vvuSxh58/UxYu4cimD/AKDCLsKhNTCsL1JoLLt0Bnw3mObtlI86njGHQdKF1cKbr7P2moqiQhKxfPgEAGuruYvGAZ+/75GjGZ05y5uQy6Diwjw86U6j2tLaTOnIPNYkUbHIKHrx81+z5h4pz5WM0mQhKSUGnc8AoIpL+rE7XGjcE+PW1nTqM7VwvA5AWLyVr+Pc4e2INPaAQzbrkLy8gIEalpDHR34+UfwP5/vo5XQCC97W3oW5tQqFQk5RZwZv8e/COjUajV1JTtxma1YrfZsVnMHHj3LQAiUtOJmZyFX3gkfbo2elqasZpMTFm0nAF9F1azGbvdjjY4lL6ONpDJULq44OLpScvpE4wMDqINCeXjPz9Hb0cryXkzScjKoeFEFZ0N5zEZjZiMRoYMfZhNw+hbm/EJDkWhVDKg73Ye9466s1jNplHBRalSERAdw0CvnhHjIJKbhtDf/Q5LWxuq4GCUX3PgpFKlIu/mO0gpmIOblxcevld+9SMINwIRXG5wx7ZvZqCnG7lMjm94JNOWrKS7sYFDG9YRmZbBsHEQfWMDkckpyM0W5s+ch6ZLT0z2LHYd2U9IYjIqVzdnb7CoiZmO9C0SxGRO5chGR9lok3GQjLkL6Th3lo66OibPX8zw4AD65iYajh5B8ZkvWIvJROVHH174S0ZwfAK9bS00nqgiKSefgx+8i7G3h8EePQnTc/H0C6Cl+gQaLy05K2+58KDczpn9ewCQKxQMf6YUdVdDPRFpGTSdrAKgYv1acm+6zZmyBiB31a34RUZit9jQeHnh6uGBXAbvP/0EAJnzSuntaAWgZt8nTCtdzpKHH6Vy84fOQZg+IWH86w9P09+pI3fVrUwpXUZYcgrx03PoqKsl96ZbLxmFP9xvYOMf/g+DvY48UC5u7qQWFH6tq5XPU7m4EBgdM2brE4TrQQSXG5jNakXf0sS5wxUk5RXQVltDY1UltQf3o1CpkMll9LQ00dVYT9OpY8ycNRf7Cy9htFhQKZXMfvB+jpyqRN/SSPz0XGxmC94hoVhHRgiIiWFkYABXd09GjAPETplO+btvA5CUM4N+fRdqjRsNxyuJTM0gICoad60PLm7u+EfFoFAqkStVBEbF0lJ9ArWLholz5nGu8iCevn4YL3z5evoHYB4ZJnPOfA58sI6TWz9ixuKVGCwmErPzGdB3kzA9B0mS0HhrGTb0ETtlujOdPzgKh8kVCmQyOZJkvzBK/zxm0xCe/gHomxsdY29S0wmKjUd3vg7T0BBKtQtWs4nAmDjcff1w99aSd/NtBEbFIJMrkCvk9F/orHDg3bdRu7tzfOtHhCQm4xsSNmpw5KesNisjgxerUlpGhq/lR0AQvrVEcLmBDfTq6ag9Q3+XDslmp7upAZ+QMGQyOSkzZjPQo6frQpVI8/AwajtIn34pW60MtDTh4u6Bp38AvW0tRMYnofD2pu5AGQqdGtOQkYyS+VhMJkYGLmZn1bc24+kf4EjWN38xZ8v3cb7yIBpPL2InT2NkoJ+81XdisziyJfe2tTGg78Kvo430onko1WqCYhOQyWQM9RuwWiwEbdpKaUgc9Blws0vs3vwvRgYHcfXwoKe9FaVazeR5i7BaLJiMQ8jkCnJW3oKhs4OAyBg8/XzJuekWBrq7ULm4UrVlI3abjaxlN3Fq13YAmk+dIDEnH935OoLi4smctwiDrgMPP38MunbUGg1efgFMWbgUwNGl+kJ349DkFE7s2EJIYjKndjvW11JzkoComFHloT19/Jj344c4sO4tQhKSiJv65Q/8BeG7SgSXG5Bkt4NMRuOxKtwu9D1312qRyeTUVx0md9UttJ09zYC+m9DEZNrO1uDlHwChIbisXIF1127k+blIcbGomxvoOFuDzWpB/aeXUN7/I6Izp3Fs60Y668+hUCrxCgjCTav9TL6x6fR1tOHq4YlcqXAOQhwe6MdiGkEuV9B+tgZjXy8RKenUlH0CgL6lCfPQIANdRkaGjATHJuA6PIRPSCgmpRuyN94GpRLFzavwj4ym6USVo8Kll5aKDe8QGB2LzWYjOC4eN29vZHIZQwYDtYf2Y+jUEZs5jcCYWPa+9b+oNW5EZ0zGXeuLWuOGeXgIpYsLXv6BFN3zIyYWzUUuV2AxjfDebx7DYhph+rKbyL/pNob6+1C5aHDX+pI2ew4j/QMkZOXRXH0cmexiahiZXH7ZZIVJ2fkkTs+9JI2MIAgXieByg2k5fZI9b7yKSqPBXeuDu68vCVl5mE0mcm++jaG+Xtx9/fHw86e+6ggBUTHkfe8OkGT4KjtpzplKg8KKrqWJOGMY7WdrSJieQ39XF8Y5sxjs6aS7rZX22jMk5RZQW7Efu81KYEw86UVz8QuL5PzRw85El2mzS5iycBlHN3+If0QUXkEh2K1WYjKnUlu+H0//ALwCg+jv1DmuquQKfMMjOb5jC2f27yFt5hyaTp8ge8lKZBHhSDIZmzZvIHvZzfhHROLi7oHuXB3gCE7z7nsIkBGeksrhD9ejdnOj4dgRAM5WlOHu60v0pKl4+Qdw+F/vU7N/D7NuvwerxYRS7YJMLicpK98ZFFprqrGYRlCoVJiHhtnz1msc/fgDAqJimVAwm5M7HWNwmqtPkFJQyPnKg0zIn4VpeJj0whK0wSGXPU8isAjClxPB5QbSXH2cvW+95sxonDA9Fy//QPraHT2mgmJiOVtehoefP8a+XhKz83HXalG6avjktVcIuK2UlN51RM2cjUE1i36jFTcvLd1NDUSkTcRkt2Fob2N4wEB0xmRsZrOzwmJnfR1ps4upPbifYUMf/pHRaIND8A4M4vDG9eSvvtPRU02h5OAH61CoVGSvXI2+tZnJ80rp03Wg0mhoPFmFq7sHFtMIAC01p4iYkM4nb77qLAs8tXQ5nefrQCbDNGSku7kBgInFC2iuPkHB6rtwcXcnbfYcTuzY6jw+Hr7+BETGYLdaLya6lCRqD+7ne08+c9ljGhAVg0wuJyZjCv1dOhqPV2KzWuk4d3ZUNcew5BQ8/PwwdOowdOqYkD/LmWdMEIQrJ4LLDaK1ppojmz4gOC4Bm9VKZ/055AoF3c2NePoH4BsajkwmIzE7H/PIMOePHHQuO2XRMpAktv1rL9MW30z11u1EpILGW4vFYqL1bDXnjx5i8oLFDA0MYBocJCQjEX+tL53na+nv0TNhwkRUdjvNJ4+ROb+U3rY26g4eoOHoESbNW4TuXC3ewaGcrzyIzWrFZrXSfvYMngEBlL+/loV5Rew+UoG+uYkJM2Y79803NBybxewMLGqNG3K5HG1EJF0N9dTs++TC85FSKjd/yEBXF4lZuUSlZ+IfEUXezbfh6umBoVOHZ0AgrTWnqPzoA9y8tSRk5VFbsY/kvJmXHM9PxU2Zzs1POHp3Vbz/DtrgUPQtTYAj8Cz52aMYDY5gq3ZxJM4cHhggbsr0a3SmBeG7QQSXG4Sxr4euxnrOHa4gJDGZvJtvv3DPX07z6VMERrtQ+dEGDJ06ErLynClgNF7eDHR34R0YRGR6JrUH95GYlY/VakWhUNDVUO/8Yjd0dtJacwqr2YTNaiF21jwKzAqskUm4DJrpt9kIm5BKf6eOhuOVBMUlEBwTj8lopGb/HkLikwiMjnN25VVrNDSdOMbM+UuwvPgy/oW56Gmi6UQV05asRLJLuHl5YbPZmVrqR8OxSkISkjixcythySmEJqdScNv3MQ0ZOb59CwNdXWg8vRjs7QMc2Z/VGg2NJ47Revqko/bMsaOAo8CXX3gkUxYuvWyyPUmSOHOgjPa6M4QlTiApOx+7zUZH3Vki0zIIiI4hfnruqDEsAG5e3nzy+t+p2ryRxT/7BREp6dfwrAvC+HXNbhw/8sgj5OTksGjRxcJLfX19rFmzhpKSEtasWYPhwtgGSZJ46qmnKC4uprS0lFOnTjmXWb9+PSUlJZSUlLB+/Xrn9JMnT1JaWkpxcTFPPfWUs7b5F23jRmc1m+nv6gQc2YVBRu3B/ZiGhtC3NKLWaJw5vlqqTzB10XLip2YTnpyKf2Q0yfmzOLFjM601pyhb+zpIdnrbHNmONV7euGt9CEua4BxcqfHSMujnw3B0JK7eWs7HhrPr9b85BkOmZzCxaB4ymYxj2z/mzIG9JEzPpb22Br+ISHJWrCZtVjGtNdV0N9bT1tGKcukS4qZlM3n+EuKn5eDi5o7u/Fn0bS00nzrGkMFAyswiTuzYwvBAP3WHypFsNire/yf7/vk6yfkzyV99J5FpGUg2Kx8+9xte/6+fUHvoAGmzi3H18ESpdiU0IclxwGQygmLiCEuagFxx6UP39toaNv35WSo3bWDjH5+h/VwtCdNzUWtcObbtI8rf+yc9raMTS0p2O+Xvr8VuszFiHHDmPRME4cpds+CyfPly/va3v42a9sorr5CTk8PWrVvJycnhlVdeAWDPnj00NDSwdetWfv3rX/PEE08AjkDx4osv8s4777Bu3TpefPFFZ7B44okn+PWvf83WrVtpaGhgz549X7qNG11AdCwaDy9ULq6kFBRy4N03MRmNWC1mJs9fTPn7a0nMzgMgNCmFs+Vl1B0up/bgfvq7OnH1uJh0US6X093ciFyp4tQnO/ALiyBzfin6thbSZhczYcZs4qZMp+NcHdbMiRhzptNaVwNAZ/05uurr8Y+MpqPuLADm4SEkmw1P/wCUKhUyhQLJYmaybzDFUckEa/3pjo+i4XwtlR9/wLFtH1Fbsc+Rmn/XNtSuGqr37MDTzw/Vp/UiZDLcvL3p7+4iOX8mhz98jwPr3iQgOpZ+fRe1Bw/Q3dTArldfoWrLRibPLyU8JQ1Jkoifmk1Szgy8A4O/8HhaTGZnAktJsmMzmRjUd1P+niN49Hd10nqh8uWnZHL5qCzEX/QwXxCEf++aBZdp06bh/blRyzt27GDp0qUALF26lO3bt4+aLpPJmDRpEv39/XR2dlJWVkZeXh5arRZvb2/y8vLYu3cvnZ2dDA4OMmnSJGQyGUuXLmXHjh1fuo0bmcU0gjYwiJsef5qFD/4Xp3Zvx26z0dfRhkKppKuxHoOunZbTp8goWUDKrCKiMiaDTIbKVUNIQhLHtm4io3g+cVOzSCkopKGqkqG+HqYsWEJc5lTcNB4EREShdHEhICqa3vY2mk5W4erhRUvNSSJSJjrSqKhd8A4MRiZXEJnmSJjo4u5BRNpE0maXsOPvf6Vi/VpSvfxwfXsdqg83oVm3npEePRqvi+d7yNCHi4djjE1iVi7z7nuIvvYOMkoWkjarmPzVd9J25gwFt61huN+AxTSCzWql6cSxUaPiXT08sAwPU7FhHb6h4bSePU3d4XJaT5/C1fOLa46HJiWT/7078IuIouC27xOckISrlxdhE1IBRyDxDQ27ZLmclbdQ8sMHWPST/4fUmXPG6hQLwnfON/rMRa/XExjoyD4bEBCA/kI2WZ1OR3DwxV+hwcHB6HS6S6YHBQVddvqn83/ZNm5U9VVH2PXaK0h2OyU/eABPX3/8I6OcVw1yuQJXN0eN7SFDH0ZDH5YLySFn3XEPAz16upsb6etocxYM+7SLcmTaJNpqqqn8yFFy2M3bMVamp62V6j07CUtOZWjAwJl9e5m95l5SCwpRubjScf4sA91d5OfMIiY8GquXJwfefZvAmDjnCHhz+8UCXLbGRry9tSj9/QmOT8TY10varGJsViuJWbkExToSY9bs38PmvzzPlIXLKHv7NZAklCo1Uxev4HzlIQBCEhKZkDcLi8lEb1sLJqORusPlhMQnYRo2svTn/01PWysRKenOwl6Xo1K7kLXsJqYvXeVMSqlUqZh/38O01pzCyz+Q8AuBBhxjeBqOVaJydWVC/uxLnsUIgnBlrtsDfZlM5vyn/zZv4+toqKrk6OZ/0dvmyIF1eOMGBvSdBETFEByXCEh4+gcg2e1MmrsIkHBx98BqtiBTyGk9fQqbzUpMxhRSCgo5Xbabfn03YckptNee4djHH5KHhtBFK2g1dHPow3exWSwoVCrSC0vobm7Exd2DglvvYt/brzN92U0c27YJg66D2ROnY3rkv9EsWsDmZkfX6KYTVcRPy6G7qYGB0GA8UlOxnj+PbdVydr+/lqK7/5PYqVmYBgYYHhwgd+XqUTVSknJmYLfZHHXqL9yyslrMhCQkUvKDB9DVn8MnNAwXD3emL17B4U0b6Kw/R2LODLz8A2ipPknhXfcSN+WrH+PPn3/vgEC8L1O34sB7b3P0438BUPKDB0gvLLmCMykIwud9o8HFz8+Pzs5OAgMD6ezsxNfXUZ8kKCiIjo6Lv4Q7OjoICgoiKCiIgwcvdrnV6XRMnz79C+f/sm3cCMwjw7SdqcHFzQ0PXz9O7t2By4WrEgCVixp3rQ92i5WqTzYSPzWb1ppqhvoNpM0qoWKDo8Ji5vzF9LS10Hj8KO5aLWn5s/Dw9SM2cypeAYEc3bzRuU5rWAJure24hQY483XZLBZcPT3paW3G2NNDzORpBEQf4nzlQeRyx0fCbdiEBChGRlC7ajBfyKEVFBtPeEoazWeq8SgtQTIOcaJ8L5LdRmf9OZpOHqO7qYG0WcWOgYvDQ/S2t+Hu44uHjy8pM2Zj6O6iv0tH86njxE3L4UzFfmoPlGEZGebY1k24e/sQnTGZzHmlVO/dyZl9e6it2EfpT//fa3JeJLudxuNVzr97WluuyXYE4bvkGx1mXFhYyIYNGwDYsGEDRUVFo6ZLkkRVVRWenp4EBgaSn59PWVkZBoMBg8FAWVkZ+fn5BAYG4uHhQVVVFZIkXXZdn9/GjaDi/bW899vHePuXP6fp5HGUciUaD08Ss/NIzM5joLsL35BwrBcqTyKX0dVYj7G3h7Ple/ALjwTAw8eXQX03yTkzCIyOo6Ohnp62VgKiYkAmd1aUS0/LhKPHUDa34B0UTGJOPkqVmoSsPCwmE8MD/VS8v5byd9/G2NdLaFIKcdOySCsswRgSiMLPD2nHLmYVzSd15hwmFs3j6OZ/0Vl/jrPl+6j8+EMkjStJuTMouudHDHR30d3UAMDJ3dvQtzSx/e8v8cYjD/LPx/+Lhgv1ur39A5h/30Mk5czk1K5tePn6j0oAOWIc5MSubbzxyIMMdHeTtfxmbvvtH0iYnntNzotMLmdq6XJkMjkqjRvRk67g0kgQhMu6ZlcuDz30EAcPHqS3t5eCggLuv/9+7r33Xh588EHeffddQkND+eMf/wjAzJkz+eSTTyguLkaj0fDb3/4WAK1Wy49+9CNWrlwJwH333YdWqwXg8ccf55FHHmFkZISCggIKCgoAvnAb15vFNEL13l2Ao17JgL6LkZEh/KKi6WxqwNijx9ClIyQhGe/AYEISkkZl5fUMCMI3NJygmDg0Xt6EJadyfPvHAJiHhrBaLNQd3I82OISUgiIshl4ih23IZhXQ4a/F1W6n7cxpwlLSaKutYWJEFAAevn4M9xvoaW2ivzMatcaN+qOH8S5ZQPAzzzBcV8tZuZ0BfRcu7h5kzi2l6dQx534ZOjvoqD/H1NJl2KxWzh05iN1mxSsgEKvFwum9ux3z6do5u38v0emTnMsqVEp8QsM4X3mQlIJCmk4cIzwlFW1QCG8++hBIEvrmRvzDI8e0Wt5gbw+HPnyProbzTC1dTuzkaaTNmkNo4gSUKhXegUFjti1B+K66ZsHl+eefv+z011577ZJpMpmMxx9//LLzr1y50hlcPis9PZ2NGzdeMt3Hx+ey27jeVC6upM0qpr7qMIM9evatfZ3A2ESUaSrsFgsu7u7MXvgfDHTrcffxJW32PJqrj5GUOwO71YZfRBSGznYsJhONx4+O6obrpvWhtmIfAH0d7ZiMg5zYswtZyQJOnTwEzXbStN4ERMWgUCgJio5FqVaTnDcTtcbNGaRARnTGZGbdfg9yk4lz8xdg6+tDc/edNJ86gVzhyMbs4u6GvqUJhVKJq4cnw329DPf3M6l4AX5hEfS0tRCaMAE3rRa/8EjHvCoVao0GSZKcz0GmLFyCf1Q0ZW/9L2cr9uEfHkVoUiou7u4oVWrnmBylq8uYnou6Q+VUfuSotKmrr+P7f/of3L21+IWF/5slBUH4qsQI/W9Ic/UJTENG4qZmUb3HcQWjb66ntabamUvMxd2djrpa7DYbUxYtxdPPH0Nnh2NciWSnr6Od9lrHvNkrVpNeWMJAdxeRKWnoWxrpaW1B4+lF3ORphE1Ipba8jNyVt2Ds68EnNJzqvbsw9vbgpvUhITufmrf+l6iMycRPy8EnNAzJbidiQjoqV1esZjMyNw309ODx5lpWPfUk7hmT8A0Lx263ERyfRM3+T6jc9AFps4oJjIoFICIlfdSo9uJ776e2Yj9KFzVxk6ePesCu8fQiOWcGbl5aqrZsxCsgkPipWXj6+bPkZ49SX3UE/4gootIzx/RcyJUXP/ZKF1fkIgmlIIw5EVy+AUZDH9v/5y/0tDkeFGctXUXFhnV4B4Wg8fR0zqd20WCzWrBZLPS0NFN7cD+ps+bQ196Od2AQQ4Y+57wD+i4G9Hrip2dj0OlInTkHbWAwdrudpgtVH1WubjQeqyQ6cyqGjnZnAa+hvl6MvT2EJaXQeKySiNQMwiekERKfiOuF/VF6eRH27LMYNm1CFRyCNifPWcJXLlcQEp+IX0QkmfNKcdf6oFJfenWhazhH9Z4dqFxcSZ1ZhE9w6GWPT2RqOpGpo9OsRGdMJjpj8tUfdKBP145CqcLTb3SX5YTpOZiMgxh0HSTnFozq0SYIwtgQweUaMA8Pcf7oEUDCNzSMQx++7/iVnjeTmn2f4OkfyJ2//wuSZGdkYBBXd08sgwMoJejw9CJ6Yib1VY4080q1mtDkZDx8fJm+dBUHN6zDzVvLUF8fahcXWk+fIjAmjiGDAf+IKNY/8yQAyfkznXVWGk8eI6WgkMAYR16wwJh4zENDeAUFEZo0gaTcGQTFxDv332IyUX/0EDarleifPojGw/OSNgKoXVxRf8ko+YPr13G2vAwAuUJJwa13jcHR/WpOl+3m4788j8rVlSUPP+ocEAqg8fBkWunyb2xfBOG7SASXa6Bq60fsfet/AcgoWUDNPseXfKAlnuwV3yNuWjYDXZ2sf/ZXDPcbKPr+f+LW2ArvbyA4OoqhESt1Viv+4VGkzSrGLzySfeveROXiQkJWPmfLy2ivPUNIQhKWkRE0nl5UbdmI+2cyIljNZudry8gw6gu1TpLzZuLlH0jb2dO0nD4JgN1mGxVcTuzayq5XXwZg+tKbmLH6jqs6DpLd/tm/rmodV7VdSeLQh+8h2e2Yh4Y4X3l4VHARBOHaE8HlGuhsOOd8bbfanK/dPL3Iu+k2AE7v2clwvyNP2v5332Luiluw7duPOTCAEXc35t33ICbjEBazyVnOuOn4USYvXIp5yIhS7UJkWgZWs4UTOzcDjmSUGcULOF95kOhJU3Bxc6PpxDHSYpLwGzbTHxzKiHEQF3cPFJ8Zga5Uq0ftf0/LxYSOnwagq5G1/CZUrq4oXVxInfXNpVKRyWSEp6Q5S0CLHGGC8M0TweUaSJtVTN2hcpAkojOn4O7ji3nYSMpnclX5hUcik8mRJDuhSRMInzmbvpg4Nr30PPaTlXh3tjrybHl4MvOOe2g67kg1X/nRB0xfvBLfsAiaq487a70ExSVit9sY6u+j4Nbvk5iTR0r6ZBp3l2Pd/w6tKxZx5qRjHe5aHwru/gEBkTEo1CrSPvfFHzc1i1N7dmC3Wsmct4h/p6upgaotm5DL5WSULMQ/wjEeJygmnvn3PTRWh/WKZC+7mcCYeFRqF2InT7su+yAI32UiuIyhAX03Fevfobu5kQU/fpjAmDi0QSEkXmbwX0zmVFY+9hQddbWOevGAzEVNb0cb8dNyqDt0AICRwQH62tvQeHoxPNCPSu2CT0gonn5++EdEEZo0gbxVt9JcfYJ3nnwEgNqK/Xj6/47QuAQ8p02j59hxPF3cnNt2iw1FkxDKzOn5l21HzKQp3PXcS9itNnxCLv8Q/rOOfPQBp3Y5ygXL5HIK1/zgSg/dmHPz1pI288YZQCsI3zUiuHxNNqsVSZJQqlTUHtzPsW0fAaBvbuT7f/ridP8ymYy2M9XsW/sG4EicmFGygIzi+bTWVBMcn0hH3VmUKjX+kdGkz5lHT0szHn7+hE1Iwyc45IufI8hkyOVyZEolAT/+MV4lJeDjgzxvMj29OsLSJhLjE/ul7fIOcAwkHB4cYKivD8+AANQurpefWbJ/5qX98vMIgvCdIoLL19B+rpad//grVpOZort/OOo5htrN/bJFrEYtX1frfN3ZcB61iyszb78HQ2eHo4xwbQ3aoBBc3NzZ9KeLNeLDk1Pw+dxzhLDkFObd9xC97a3YLBZn8TS5qyuaiY7R7VMiIq6ofYauTj564fe0nakmbVYxs+/6D9Qat0vmm7JgKXKZAplCQUbJgivahiAI45MILl/DqV3bnKnxD254l/n3P4zJaGRA301y7gxkMjn71r5O3aEKojMyCYpLIClnhnMgYdqsOTQeO4JMJic515G+RuXigquHJ8e2fYSxp4eAqBg8/PzxDY+kp6UJlasG7WXGi8jlCrz8A9jy0h+RJDundm3n1qf/8LVSmbTX1dB2phpw5AqbWDz/siWFA6JiKPnhA1e9HUEQxh8RXL6GzxbH8vTzR+PhyfQlF1PV1B0up/z9tQB0NzcQPz0HbVAIwXEJgGMw313P/xWZTDYqnUvN/j2Uv/dPANpqa7j1t39g6c/+G935WnxCwgiKibvs/hh7e5Eu3KIaHuxnZHDgawUX74AgFCoVNosFL/8A3LU+V70uQRC+W0Rw+RomzpmHytUVu9VCct6sS95Xqi528VUolWC/dKyHNujSbrKS7WL3ZZvVAkj4hIT+24frEalpJGTlcr7yENNKl+N3ITnl1QqJT2LlY7+hp7WZkPgkvPwDvtb6BEH47hDB5Wvw9PVj+uIVX/h+ROpESn74AG011bj7+OIXHumsyvhlknILGLyQJXnygqWovuhB+ue4a31Z8OOfYRoyovHyQi7/8mc+X0V4UgrhSSlfez2CIHy3iOByDSmUStJnl5A++8qqGnr5BzD7rnuvaptKtfqSQZGCIAjfNJEO9gZmNZlGpXERBEH4thBXLjeoxhNVbHvlL7h6eDDnnh8RHJeAZLdzYtc2qrZsJHbyNKYtXjGqTLIgCMKNQgSXG9S+tW9g6GzH0Amn931CcFwCXU0NbPufF0GS6GqsJzA2/rKj/wVBEK63cXtbbM+ePcydO5fi4mJeeeWLR8rfqD47lsXtQpdnpUrl6HV2gUo8WxEE4QY1Lq9cbDYbv/rVr3j11VcJCgpi5cqVFBYWEh//73tq3ShyV67GLywcpYsLyXmOAZa+YREsfvgXNB6vIiAymsi0Sdd3JwVBEL7AuAwux48fJyoqiogL6U4WLlzIjh07vlXBRRscQtaymy6ZHps5jdhMkeVXEIQb27i8LabT6QgOvjjiPSgoCJ1Odx33SBAE4btlXAYXQRAE4foal8ElKCiIjo4O5986nY6goKvPsSUIgiBcmXEZXNLT02loaKC5uRmz2cymTZsoLCy83rslCILwnTEuH+grlUp++ctfcs8992Cz2VixYgUJCQnXe7cEQRC+M8ZlcAGYOXMmM2fOvN67IQiC8J00Lm+LCYIgCNfXuL1yuVKtra0sX778eu+GIAjCt0pra+tlp8ukT4utC4IgCMIYEbfFBEEQhDEngosgCIIw5kRwEQRBEMacCC6CIAjCmBPBRRAEQRhzIrgIgiAIY04El2+ZRx55hJycHBYtWuSc1tfXx5o1aygpKWHNmjUYDAYAJEniqaeeori4mNLSUk6dOuVcZv369ZSUlFBSUsL69eu/8XZ8mfb2dm6//XYWLFjAwoULee2114Dx1U6TycTKlStZvHgxCxcu5M9//jMAzc3NrFq1iuLiYh588EHMZjMAZrOZBx98kOLiYlatWkVLS4tzXS+//DLFxcXMnTuXvXv3Xpf2fBmbzcbSpUv5wQ9+AIzPNhYWFlJaWsqSJUuc4+XG0+f1qkjCt8rBgwelkydPSgsXLnROe+aZZ6SXX35ZkiRJevnll6Vnn31WkiRJ2r17t3T33XdLdrtdOnr0qLRy5UpJkiSpt7dXKiwslHp7e6W+vj6psLBQ6uvr++Yb8wV0Op108uRJSZIkaWBgQCopKZFqa2vHVTvtdrs0ODgoSZIkmc1maeXKldLRo0elBx54QNq4caMkSZL02GOPSW+++aYkSZL0xhtvSI899pgkSZK0ceNG6Sc/+YkkSZJUW1srlZaWSiaTSWpqapKKiookq9X6zTfoS/zjH/+QHnroIenee++VJEkal22cPXu2pNfrR00bT5/XqyGuXL5lpk2bhre396hpO3bsYOnSpQAsXbqU7du3j5ouk8mYNGkS/f39dHZ2UlZWRl5eHlqtFm9vb/Ly8m6oX4OBgYGkpqYC4OHhQWxsLDqdbly1UyaT4e7uDoDVasVqtSKTySgvL2fu3LkALFu2jB07dgCwc+dOli1bBsDcuXM5cOAAkiSxY8cOFi5ciFqtJiIigqioKI4fP359GnUZHR0d7N69m5UrVwKOX+3jrY1fZDx9Xq+GCC7jgF6vJzAwEICAgAD0ej1waUXO4OBgdDrdt6pSZ0tLC6dPnyYjI2PctdNms7FkyRJyc3PJzc0lIiICLy8vlEpHVqZP2wGONoaEhACOrN+enp709vbe8G387W9/y89//nPkcsdXTW9v77hr46fuvvtuli9fztq1a4Hx/X/5VYjcYuOMTCZDJpNd790YE0ajkQceeIBf/OIXeHh4jHpvPLRToVDwwQcf0N/fz3333cf58+ev9y6NqV27duHr60taWhoVFRXXe3euqbfffpugoCD0ej1r1qwhNjZ21Pvj4fN6pcSVyzjg5+dHZ2cnAJ2dnfj6+gKXVuTs6OggKCjoW1Gp02Kx8MADD1BaWkpJSQkwPtsJ4OXlRVZWFlVVVfT392O1WoGL7QBHG9vb2wHHbbSBgQF8fHxu6DZWVlayc+dOCgsLeeihhygvL+c3v/nNuGrjpz7dHz8/P4qLizl+/Pi4/bx+VSK4jAOFhYVs2LABgA0bNlBUVDRquiRJVFVV4enpSWBgIPn5+ZSVlWEwGDAYDJSVlZGfn38dWzCaJEk8+uijxMbGsmbNGuf08dTOnp4e+vv7ARgZGWH//v3ExcWRlZXFli1bAEfPoU8rqBYWFjp7D23ZsoXs7GxkMhmFhYVs2rQJs9lMc3MzDQ0NTJw48fo06nMefvhh9uzZw86dO3n++efJzs7mueeeG1dtBBgaGmJwcND5et++fSQkJIyrz+tVuY6dCYSr8NOf/lTKy8uTUlJSpBkzZkjvvPOO1NPTI91xxx1ScXGxdOedd0q9vb2SJDl6JD3xxBNSUVGRtGjRIun48ePO9axbt06aM2eONGfOHOndd9+9Tq25vEOHDkmJiYnSokWLpMWLF0uLFy+Wdu/ePa7aefr0aWnJkiXSokWLpIULF0ovvPCCJEmS1NTUJK1YsUKaM2eOdP/990smk0mSJEkaGRmR7r//fmnOnDnSihUrpKamJue6XnrpJamoqEgqKSmRdu/efV3a8++Ul5c7e4uNtzY2NTVJpaWlUmlpqbRgwQLppZdekiRJGlef16shUu4LgiAIY07cFhMEQRDGnAgugiAIwpgTwUUQBEEYcyK4CIIgCGNOBBdBEARhzIngIghXqbu7m4cffpiioiKWL1/OzTffzLZt277SspmZmZdMe/vtt53jIr4qq9VKdnY2v//9769oOUG41kT6F0G4CpIkcd9997F06VKee+45AFpbW9m5c+cl81qtVmcurS+zevXqK96Pffv2ER0dzebNm3n44Ycvm2LEZrOhUCiueN2C8HWIKxdBuArl5eWoVKpRASEsLIzbb78dgPfff58f/vCH3HHHHdx1111faZ0vvPACf//73zl37pwzizA4kneWlpZedplNmzZxxx13EBISwtGjR53TCwsL+d3vfseyZcvYvHkzZWVl3HzzzSxbtowHHngAo9EIwIsvvsiKFStYtGgRjz32GGLYmzBWRHARhKtQW1tLSkrKl85TXV3Nn//8Z954440rWndcXBwWi4Xm5mYAPvroI+bPn3/JfCaTif3791NYWMiiRYvYtGnTqPe1Wi3r168nJyeHv/71r7z66qusX7+etLQ0Xn31VQBuu+023nvvPTZu3MjIyAi7du26on0VhC8igosgjIEnn3ySxYsXs2LFCue0T2tzXI358+fz8ccfA/Dxxx+zYMGCS+bZtWsXWVlZuLq6UlJSwvbt27HZbM73P13m2LFj1NXVsXr1apYsWcKGDRtoa2sDoKKiglWrVlFaWkp5eTl1dXVXtb+C8HnimYsgXIWEhAS2bt3q/Pvxxx+np6dn1O0sjUZz1etfsGABP/nJTyguLkYmkxEdHX3JPJs2beLIkSPOxI99fX2Ul5eTl5c3avuSJJGXl8fzzz8/anmTycSTTz7Je++9R0hICC+88AImk+mq91kQPktcuQjCVcjOzsZkMvHWW285p42MjIzZ+iMjI5HL5bz00kuXvSU2ODjI4cOH2b17Nzt37mTnzp388pe/ZOPGjZfMO2nSJCorK2lsbAQcmXvr6+udgcTHxwej0ejMVCwIY0FcuQjCVZDJZPzlL3/h6aef5m9/+xu+vr5oNBp+9rOffaXlh4eHKSgocP792dICn1qwYAHPPvusswzwZ23bto3s7GzUarVzWlFREb/73e8wm82j5vX19eXpp5/moYcecr734IMPEhMTw6pVq1i0aBH+/v6kp6d/pX0XhK9CZEUWBEEQxpy4LSYIgiCMORFcBEEQhDEngosgCIIw5kRwEQRBEMacCC6CIAjCmBPBRRAEQRhzIrgIgiAIY+7/B+nC6hSJZBkIAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Misc Feature\", s=15, data=df);"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [],
"source": [
"del df[\"Misc Feature\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Roof\n",
"\n",
"Roofs in Ames, IA, are not special enough to make a difference in the price. Even \"hip\" roofs seem already priced in bigger houses."
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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N11uWGpXcz8jIKK251ul0zJgxgwYNGvDCCy8QFxeHt7c3n376KU5OTmiaxrvvvsu6deuwtrbm/fffL02ELVy4kK+++gqAsWPHMmTIEAAOHDjA66+/Tl5eHj179uTNN99Ep9ORlpZW4RqXQ0nuKzi8CP58yPR69DKo3xXSYiSBfeEoONeHh8PBza/Sw7B5lhgXkNDRs3vAzq1GT11RMVcruV/d1WI1xcSJE+nVqxf9+vW77mNlZ2djZ2cHwJw5c0hKSuKtt96qcN+rkdyv0bDYu+++S/fu3Vm+fDkRERE0bNiQOXPm0KVLF1auXEmXLl2YM2cOAOvXryc6OpqVK1cyffr0UuublpbGrFmz+Ouvv5g3bx6zZs0qdfumTp3K9OnTWblyJdHR0axfvx6g0jUUisvi2Qq8SkITfkHivQA4+8CDf8H9f17ZsABYO5qeO9YFc8vK91XcWrS+F144AFPT5L+3oGGpbtatW8egQYMYOHAgO3fuZNy4cdVzYK2GyMjI0Hr37q0ZDIZy20NCQrTExERN0zQtMTFRCwkJ0TRN0yZNmqQtWrTokv0WLVqkTZo0qXS7cb/ExEStb9++pdvL7lfZGpdjyJAh13ilijuK9HOaFrNd07IuXPsxctM1bfu3mrZquqbF7a2+c1NcNYcOHbrZp3BHUdH3Wdm9s8ZyLrGxsbi6uvL6669z5MgR/P39efPNN0lOTsbDwwMAd3d3kpOTAZnE5uXlVfp5Ly8vEhMTL9nu6elZ4Xbj/kClaygUlyU7GcxtoG6H6zuOtSN0eLx6zkmhuE2psbBYUVERhw4d4v777yc8PBwbG5tLwlM6ne6Scrrq5kasobgDOL4KZt0lDYLRm2/22SgUtz01Zly8vLzw8vKiTZs2APTr149Dhw7h5uZW2omalJSEq6srIB5JQkJC6ecTEhLw9PS8ZHtiYmKF2437A5WuoVBUyuYvIDcVMs/B/nk3+2xuLvlZkHgIclJu9pkobmNqzLi4u7vj5eVVWlq3ZcsWGjZsSFBQEOHh4YDMju7Tpw9A6XZN09i7dy8ODg54eHjQrVs3Nm7cSHp6Ounp6WzcuJFu3brh4eGBvb09e/fuRdO0Co918RoKRaV4lqmAca5X8+udXg9LX4GtX8nN/FYhLx2WvCAe3G8jpVJOobgGarTPZdKkSbz88ssUFhbi4+PDe++9h8Fg4Pnnn2f+/PnUqVOHTz/9FICePXuybt06goODsbGxYcaMGQA4Ozszbtw4hg8fDsD48eNxdnYGYMqUKaWlyD169KBHjx4AjBkzpsI1FIpK6fqcdN+bWUCLQTW7VmYC/Pkw5KXJa1u3W6cq6cJxk5ZW7HaI2ynVcoprpmnTpoSFhfHRRx8BkjLo1q0bbdq0Yfbs2dd9/IcffphXX32VVq1aXfexqpMaNS7NmzevsP75xx9/vGSbTqdjypQpFR5n+PDhpcalLK1atapQvdPFxaXCNRSKSnGsDZ3G3Ji1DEVQmGN6XZR3Y9atCvae4rmlnZUGQmffm31Gtz22trYcP36cvLw8rK2t2bRpU2kI/0ZRVFSEufmN7ZlXHfoKxY3GqS4M+w42fQZ120OT/jf7jEw4+0g/T9wucG8K3m1v9hndUJacWsJnuz8jITsBLzsvnmv3HKF+odd93J49e7J27Vr69evHkiVLCA0NZdeuXQDk5OQwffp0jh8/TlFREc888wx33303CxYsYNWqVeTm5nLmzBkee+wxCgsLiYiIwNLSkjlz5pRGcSIiInjrrbcoLi5mxowZtG7dmi+++KJUGqZOnTq8+OKLvPrqq+TmigLBpEmTaNeuHdu2bWPWrFm4uLhw7Ngx/P39+eijj667EEoZF4XiZtDinltXFsazhTz+Yyw5tYSpm6eSVyyeZHx2PFM3TwW4bgMzYMAAvvzyS3r37s3Ro0cZNmxYqXH5+uuv6dy5M++99x4ZGRmMGDGCrl27AiLZv3DhQgoKCggODubll18mPDycGTNmEB4ezqhRowDIy8sjIiKCHTt28MYbb5RGdE6ePMlvv/2GtbU1ubm5zJ07FysrK6Kjo3nxxRdLI0uHDh1iyZIleHh4cP/997Nr1y7at29/XdesjItCoVAAn+3+rNSwGMkrzuOz3Z9dt3Fp1qwZsbGxLF68mJ49e5Z7b+PGjaxevZrvv/8egPz8fOLj4wHo1KlTqdaXg4MDQUFBgMjvHz16tPQYoaFyfh06dCArK4uMjAxAipusra0BCY1NmzaNI0eOoNfry816ad26dWnfYLNmzYiLi1PGRaFQKKqDhOyEq9p+tQQFBfHBBx/w008/kZaWVu69zz//vNzUSIB9+/ZdIr9vHFlcVfl9Gxub0m0//PADtWrVIiIiAoPBUE6F+WI5/rLHvlaU5L5CURFZiXByTXnp/ZqgMA92zoXlr8t6ipuGl53XVW2/WoYPH8748eNp2rRpue3dunXjl19+QSvRED506NBVH9solb9z504cHBxwcHC4ZJ/MzEzc3d3R6/VERERUiwG5HMq4KBQXk5MCC56GnwfD9/1kxgvIHJedc+HIUigurJ61TqyExc/D1i/hzwdVX8lN5Ll2z2FtZl1um7WZNc+1e65aju/l5cUjjzxyyfZx48ZRVFTEPffcQ2hoKJ999tlVH9vKyorBgwczdepU3n333Qr3eeCBB1i4cCH33HMPp06dwtbW9qrXuRpqVHL/dkJJ7itKid8Hs3uYXg+ZI70vfzwAJyNl24gfwX/w9a8V9ScsKCmB1pvBuO1Qq9H1H1cBXL3kfk1Vi90pXI3kvsq5KBQX4+QDvj0ger00OHr6Q0EmnN1i2ifldPWs1SgYOo+H0+ug67M3zrDkZ0HUH+KNNRsI9TrdmHVvcUL9QpUxqSaUcVEoLsbWFYbOkXCYS32o1Rg0DYImw4qJMjCsYVD1rdVvhhz/RgqsHlkCS16S5/vnwdMbwa7WjVtfccejjItCURGOteVhRKeDTk9B075g6QD27lU7Tn4GWNjL/PnLUVOGJX4f7PkFLO3hrlGm8cwFZfTMcpKhuKBm1lf8Z1HGRaGoKno9uF5hCqWR4kLY8n+wZRY0HQB3vw22LjV7fhWx+h04vlKem1lC79fledN+ELsTYndA7zfAsc6NPzfFHY0yLgpFTZB4EFaVaOXt/hEa9al5QcyKKMw3PTcUmZ47esOQr6C4CMzUbUBR/ah/VQpFTWDlAJZ2UJAtr62db8559JkEmxzFa2pz36XvK8OiqCFUn4tCURO4NYT7/4Aer8KIH8C3+805D58OcN8vcM8XUpiguOE0bdqUl19+ufR1UVERnTt35qmnnrrs5w4fPsy6deuuePxt27Zd8Vg3A/WzRaGoKRr0kIfiP821Su4fPnyYAwcOXKJFdrugPBeFQqEoIX3RIo4H9eFw8xYcD+pD+qJF1XJco+Q+UCq5byQnJ4fXX3+d4cOHM3jwYFatWkVBQQGff/45S5cuZdCgQSxdupSoqChGjhzJ4MGDue+++0qn/N6qKOOiUCgUiGGJnzSZonPnQNMoOneO+EmTq8XADBgwgKVLl5Kfn8/Ro0dp06ZN6XtGyf358+fz008/8eGHH1JUVMSECRMYMGAAERERDBgwAD8/P3799VfCw8OZMGECM2fOvO7zqklUWEyhUCiApJmfouWVl9zX8vJImvkpTmFh13Xsa5XcL0tmZiavvfYaZ86cQafTUVhYTfp2NUSNGpegoCDs7OzQ6/WYmZmxYMEC0tLSeOGFF4iLi8Pb25tPP/0UJycnNE3j3XffZd26dVhbW/P+++/j7+8PwMKFC/nqq68AGDt2LEOGDAHgwIEDvP766+Tl5dGzZ0/efPNNdDpdpWsoFACkRgM6U0OhQgEUVXBDv9z2q+VaJPfL8tlnn9GpUyf+7//+j9jY2ApFMG8lajws9uOPPxIREVEqbDZnzhy6dOnCypUr6dKlC3PmzAFg/fr1REdHs3LlSqZPn87UqVMBSEtLY9asWfz111/MmzePWbNmkZ6eDsDUqVOZPn06K1euJDo6mvXr1192DYWCI0tgVgf4v45wbAVs+wYi35FO9urm6DJY/S4cW1n9x1ZUO+a1a1/V9qvlaiX37ezsyM7OLt0vMzOztBBg4cKF1XJONckNz7lERkYyePBggNLkVdntOp2OgIAAMjIySEpKYuPGjQQGBuLs7IyTkxOBgYFs2LCBpKQksrKyCAgIQKfTMXjwYCIjIy+7hkLB3t9E6qQoD06uhmUvw4YP4Z8JUJBTfevE7hIJ/fUfwJ8P1IzxUlQrHi88j866vOS+ztoajxeer5bjX63kfqdOnThx4kRpQv+JJ57gk08+YfDgwRQVFV1ynFuNGs+5PP744+h0OkaOHMnIkSNJTk7Gw8MDAHd3d5KTkwFITEwsHbMJ8j8iMTHxku2enp4VbjfuD1S6hkJBnbZwZHHJizK/rdJjSvS1rnPGRVE+HFsO549BvS4QvVGkYPIzr++4ihrHmFdJmvkpRfHxmNeujccLz193vmXPnj2XbOvUqROdOokStbW1NdOmTbtkH2dnZ/7+++9y21asWFH6/IUXXrjkWLcSNWpcfv/9dzw9PUlOTmb06NGXxBR1Ot0l4zmrmxuxhuI2ouOTJbkWHbg3h9TTkHRYlIltnK//+AfDYWHJfBbfHlCnnSgo17nr+o+tqHGcwsKu25gohBo1Lsb4oJubG8HBwURFReHm5kZSUhIeHh4kJSXh6upaum9CgmlWdUJCAp6ennh6erJ9+/bS7YmJiXTs2LHS/Y3rVbSGQoG1E7QaYXp932/iWVhYVc/xU6NNzxP3w7it4FA9Y3IrJOU0HJgPZlbQeiQ4XLk5T6G4EdRYziUnJ4esrKzS55s2baJx48YEBQURHh4OQHh4OH369AEo3a5pGnv37sXBwQEPDw+6devGxo0bSU9PJz09nY0bN9KtWzc8PDywt7dn7969aJpW4bEuXkOhuAS9/toNS246pMfJLBYjTfqCsy/o9NBnas0aFoD1H4ny8b+TYPdPNbuWQnEV1JjnkpyczPjx4wEoLi5m4MCB9OjRg1atWvH8888zf/586tSpw6effgpIB+u6desIDg7GxsaGGTNmABJ3HDduHMOHDwdg/PjxODs7AzBlypTSUuQePXrQo4dIbYwZM6bCNRSKchQXyURGG6ern6eSeADmPwHJx6D/h9DhcdleJwDGrBbBSiefaj/lS0iPMT3PuVDjy+Xl5WFubo65uWqRU1wenaaV/dn136WyOdCKO5Ss8/Jr/9hyGS/c5Vkwt6z65zd9Bv9OlucWNvDc/qoPEKtOTm+AxS+KCnPox+DdtsaWioqKYvny5Xh6ehIaGkqtWrf+5MqKZr4rrp2Kvs/K7p3q54fi9uXkaojeBF4tofmgK097LEv0Rtj3uzyPnAYN+4jXcTmK8iHtLNi4glNd0/Y6d4m8/s2gQXd4eoOE4a7GOF4l2dnZLF68mIKCAk6fPs2xY8duC+OiuHko46K4PTl/FH6/X/pVdDp4dDH4dqv6521d5XOaBlaOkui/HEX50hC5+TPwag3DvoMRP0FWAjS6GyxtIT5K5tFbO0Hbh2o+32LEwvrK+1wn5ubmuLq6lhbR2NndJGN6G9K8eXOaNGlCcXExdevW5YMPPsDR0bHS/SdOnEivXr3o168fDz/8MK+++iqtWrW6gWdcPSjjorg9yc8SwwJiIPLSr+7zvt1hxM+QdEh+/bs2uPz+qWfEsAAkRMHZLXDXo6b3DcWw/A04s0Fem1lA4HPlj5EWIyOHHetAva6S67lNsLKyYsiQIRw5cgRHR0eaNWt2s0/ptsHa2pqIiAgAXnvtNX799VfGjh17k8+q5lHGRXF74tVK5tJvnw3N7oH6V+G1gITQWoTJoyrYuoJ7Czh/SEJQLr7l39cMkJtiel14Ube/oRhWvAE2LnBmk0jDtH0IfDpe3XnfRIytAXcyx7YlsCXiJFkp+di7WtFlUEOadKo+DzQgIICjR48Ckr+YMmUKubm51KtXjxkzZtxRGohKcl9xe2JuCd2eh2d2QddnYMe3sGEmpMfWzHp2teDeH2Hgp/DwQvC7aICTmQX0/5905bccLo+yFOZCbqp4WSciYfePsGaG6ty/hTi2LYE1vx4hKyUfgKyUfNb8eoRj2xKu8MmqUVxczJYtWwgKCgLg1Vdf5eWXX2bRokU0adKEWbNmVcs6twpVNi5xcXFs3rwZkHJEYw+LQnFTsbSFrV9JqOrcLoiaV/XPGoph148wdyBsngWFeZff370JtB8Nfr0qfr9Bd3hsOQz/7tKRwlb2cNdjQDHkpcm2U2sg41zVz1dRo2yJOElRgaHctqICA1siTl7XcfPy8hg0aBCBgYEkJycTGBhIZmYmmZmZdOwonuuQIUPYuXPnda1zq1El4/LXX38xYcIEJk+W0suEhITSHhaF4qZjbgVHl8DhRRC/R/pXqsK5PbBoguRJVr4p4aqKMBRDTgoYDBW/fzkunICjyyH1LLQaCk0HStkwQKPgG5f0V1wRo8dS1e1VxZhzWbNmDZqm8euvv17X8W4XqmRcfv31V37//Xfs7e0B8PX1JSUl5QqfUihuFJpIuACcWGXyDCrj/FG4cAz0FpI/MWJWQSlvXoYk6j8PgJVvQcFVeOwXjsNPg+D3kfD7fdLN32wAPPYvPDgfBn955So1xQ3D3rVipYbKtl8tNjY2vPXWW8ydOxcbGxscHR1LvZWIiAg6dOhQLevcKlQpoW9paYmlpekP73aQe1bcweSmQdSf0gjZIgz8ektorCgP2j0qSfPKOBgOfz8uZcjD50pJ8am1kliv1+XS/WN3wPav5fnW/xN5l4vzLZVx4RhkxMr5aEWiO+bkDZ7N5VEZOSkQswPsPWq0KVJRni6DGrLm1yPlQmPmlnq6DGpYbWu0aNGCpk2bsnjxYv73v/+VJvR9fHx47733qm2dW4EqGZcOHTrw9ddfk5eXx6ZNm/jtt99Kk1IKxQ3n4EJY9qo8P7EKHlsKT66BnGS5GevNKv9s1F9gKPlxdDBc8iMth1a+v62bJOuLCyX8ZnsVIqgezaHZQJHyTz0NKafAN/DynynMh+UTxXiaWcAD86Fhr6qvqbhmjFVh1V0tdrHk/tdff136/K+//rpk//fff7/0+c8//3xda99MqmRcXn75ZebPn0+TJk34888/6dmzJyNGjLjyBxWKmqBsT0tGDBQVgmeLqn22XifJzwB4V0EGv04A3PcHnNsN3u2lBLqquPqJV7X0JXm9+Dlp9LxcT01uChwomeFRXCiFCtdiXPIyAB1YO1z9Z//DNOnkVa2lx/9lqmRc8vLyGDZsGPfeey8gJXV5eXnY2NjU6MkpFBXSfCCc3QrnD0Pf966uGbHD43LTRydzVspSmFdxt3vju+VxLdi5mZ5bOoj3czls3aSqbMcckZSpew1x+NMbIHyc9PIM/grqd736YygU10mVEvqjRo0iL89UppmXl8fo0aNr7KQUisviWBf8h0KHJysOU6WfkyqtijRZLe2heZgYKMuSqZOGYtg2G2a1hyUvS86jumjcD0JnijDmfb9Kdz5AZqKUP2+YKd3/Rswt4e4pMGqJhPrqV5AHuhLbv4H0s5Lj2aVk+BU3hyp5Lvn5+eW0hOzs7MjNza2xk1IoLsvJSDi0UHIYG2fC2E2mkt4zm+GPB6RiLOxzaHfpzPJLSDxoyuHs+EbyIv5Dru3czu2Vkmh7T2gzUqrBOjx26X67f4Q178rztGgI+8z0npX91emkXYxLfdNz53rXfhyF4jqoknGxsbHh4MGD+Pv7A3DgwAGsrWteLE+hIC8DdIi4JEjo6sQqOLoUageAe9PyzY8nVkknPMD6D0Ut+UphM0s7sLA1SbZYXSQqmJMGUX/IvJTmg6B2JXmX/CwIHw9JB+S1uZVJf+z8MfGOivOg41OQlWT6XFnPpTroPE6MrU4vHl5NUVwo+S8bl8sXUSj+k1TJuLzxxhs899xzeHh4oGkaFy5cYObMmTV9bor/OtEbYeFYCW8N+Uo64C8cg53fy/vxeyFoErj6mj7jWqZs1K0xrJwEwVMvX+Xl1hDu/x1Orwf35tDgolLjA/Ng+Wvy/NQ6UWAuO70y9SxkxYNDHciMM21Pj5Vz1+lg1w+w81vZXpgHncdCzHbpm+n+0tV9L1fCsTZ0qeEm59xUWPEWHAqHjk9Cj9fAUuVgFSaqZFxat27NsmXLOH36NAANGjTAwsKiRk9MoWDnXMkdgBiUBt0l4e3gLTdxnV56U06tl1CZe1PxLIoL5HV6nPzXfxA0usKoa79elcu65GWYnqfHwKnVELcbGvQQo/XrvdLP0nKEJNBXvCG5lZitcCgC/AeXn3Sp00Pd9vD4v4BBho1VleIiqSZLOiSVaJVVkh1bKYoDtdtAi8FXN+umKpzdAnt/kecbZ0puqX7n6l3jDiA1NZVRo0YBcOHCBfR6Pa6u8kNn3rx55foHK2L16tV89NFH6PV6+vTpwwsvvFDu/YiICL799lsMBgNmZma0atWK11577bKS/jeKyxqXLVu20KVLF1auXFlue3R0NAAhISE1dmIKRbncgVGF2MlbvIyzW0S/y9Ebvu4GBSUCkPe7Qb3Opm56C9vrl1hpcY80UyYfh24vSE5HM0jjZp9JYlhAjE7D3lKdVZALB/+GOm3FuLR7VGbCFBfIL30Q7yctBhL3g4sfeFRBxv7UWlg4Rp7v+Aae2ghufuX3SToMfz4oa+l0kv+5Un/N1WLrJqEwQ7GEFW0v07j6H8bFxaVUbv+LL77A1taWxx9//IqfKyoqwtzcnBkzZjB37lx8fHyIiYkpt8/69ev58ccf+fbbb/H09KS4uJiFCxdy4cKFS4xLcXExZmY3NnR5WeOyY8cOunTpwpo1ayp8vyrGpbi4mGHDhuHp6cns2bOJiYnhxRdfJC0tDX9/fz744AMsLS0pKCjg1Vdf5eDBgzg7OzNz5kzq1pVpf7Nnz2b+/Pno9XreeustunfvDsiX++6772IwGBgxYgRjxsgfXWVrKG4zOo4BO09Akxu0kTpt5GEohj2/QGEZSZb8DGlefGiBhM1qtwFP/2s/h+JCSDwETfpB/WmS/NdKOrgLMiVhbmEjqsetRkDEOHnPraH0xdQrKQN2bwKhH0FKtHgeUfOl23/lJDi3U6ZbPrpIpmpejrIqygXZUJRz6T4F2WJYQMJyNaG87NMJ7v8D4vdL75B70+pf4yZweMMaNvzxE5nJF3Bwq0X3+x6heffe1brGX3/9xZ9//klhYSH169fngw8+wMbGhokTJ2Jpacnhw4dp164dr7/+OhYWFiQmJuLj44OPj0+543z99de8+uqrpWMQzMzMGD7cpMYdFBRE//792bx5M/3792flypXMnz8fgNjYWMaOHcuiRYuq9drKclnjMmHCBAwGA927d2fAgAHXtMBPP/1Ew4YNS1WUP/roI0aNGkVoaCiTJ09m/vz5PPDAA8ybNw9HR0f+/fdflixZwkcffcSnn37KiRMnWLJkCUuWLCExMZHRo0ezYsUKAKZNm8bcuXPx9PRk+PDhBAUF0ahRo0rXUNxmOHhB56cqf//8UVj7P2jzgISAvNubelfqdZLH9XJ0GcwrqTirHQAjf4V2o+D4CikvbhQMj62QpHxqtOlzKadh8GsQt1NGIhuNxsGFsPZdMYxm5mJYQJonzx+5snFp2As6jIETK6HLMzJj5mJqt4Hg6bDzO2h+T/V7LUYah8jjDuHwhjWsnDOLogIRqsy8cJ6Vc0QGvzoNTHBwcGnP4MyZM5k/fz4PP/wwAImJifzxxx+YmZlhMBho1KgRb7zxBt9//33pj20jJ06cKC2yqgxnZ2cWLlwIwJIlS4iJicHHx4elS5fSv3//arumirhiIFav1/Ptt99e08ETEhJYu3ZtqTXVNI2tW7fSt29fQGSmIyMjAYktDhki5Z99+/Zly5YtaJpGZGQkoaGhWFpa4uPjQ/369YmKiiIqKor69evj4+ODpaUloaGhREZGXnYNxU3GYIDs8xIeKkv2Bdj0Bax6GxL2m/Y9vgK2fi2eA8DpjbD0VekPiZwuHoBHMzgwX5SG67Qr37RYHZSdD5O4X3IXYZ/Cs7ug63gxELXbSOisaT85B70ZBL4Ay16RirXlr4sxASk7Nj6P2Q4NS3JBzvVkfPKVsHGB0A9h/A4Jr1WUSzGzgMAJsk/IdJMKs+KybPjjp1LDYqSoIJ8Nf1Rvr9Dx48d54IEHCAsLY9GiRRw/frz0vX79+pWGr37++WeaNm3K1KlTGTt2LCkpKURFRTFhwoRLjnn06FEGDRrE3XffzdKlS0u3l3UK+vfvz7JlywBYtmzZNTsMVaVKWb6uXbvy3XffER8fT1paWunjSsyYMYNXXnkFfckfQGpqKo6Ojpibi8Pk5eVFYmIiIBa7du3agMzrdnBwIDU1lcTERLy8TDFzT09PEhMTK91+uTUU1UTGOVj0AszpBUeWVO0zRQWw4SP4tDUseAoyywxgivoL/n0LNn4insiGmTC7O+z/GzbNhHmPSlPkgjGSZ4jdIcfa8JF4N749oV6ghKWqm0Z9oHaJXlnIDHCoLXkMywpmyNdqAo9EwPMH5H2jTE1mApw/Lt9Vva4m9eXabWDIHBi1VCrQ3JtU/bzMqxDmrco+ilIyky9c1fZrZeLEiUyePJlFixbxzDPPUFBQUPpeWdWTjRs30qFDB7p27crYsWMZM2YM4eHhpUahUaNGHDx4EICmTZsSERFBjx49yjW8lz3egAEDSguzdDodvr6+1XpdF1OlajGjJSw7h0Cn013WI1izZg2urq60bNmSbdu2XedpKm4pjiyBXSXlwH8/ARP2gsMVxt+eP2JqGjy0UAQdW5fEhwvK5ASsHSFyKsX2nuRmZ2PT6kHMUo9DzDapEDOzFPVjI/lZ8FCZAWFF+XJTt6117RVSxUXSjGkokPHJj/4jxQFGw3I5rB3l0XyghMTS46D36/DLEMg8Bx4tZZIlQJ27pHzXvta1naeiWnFwq0XmhfMVbq9OsrOzcXd3p7CwkEWLFlU6OrpFixb8888/dOjQgQEDBhAZGcnixYt59VVp+H3qqaf44IMP+PLLL0t/aJc1LBdTr1499Ho9X375ZY2HxKCKxmX16tVXfeDdu3ezevVq1q9fT35+PllZWbz77rtkZGSUVkIkJCSUfrGenp7Ex8fj5eVFUVERmZmZuLi44OnpSUKC6VduYmJi6Wcq2u7i4lLpGopqwrxM6ayVo4RhroSNsyStc1NKKpjcTe/5D4H4KFEO9utNfuxeIl0fYs/pVNpY1+PuC/9ifeYt6DoBLhyVCqycZEmsl+3nyEyEZa/B8eUSlur2gunXe3GR5GUMhWIwKtIQMxL1B0SUHDd4uoSYrC8q7Uw5BWveh5ST0mtzcUmwW2O5rphtkHbWZECTDkiSvUH3K39nN5qC7Io9sv8I3e97pFzOBcDc0oru91VB5eEqeO655xgxYgSurq60adOG7OzsCvd7+umnmT59OgMHDsTa2poOHTowcuRIXnrpJb744gt69uxJSkoKTz75JMXFxTg6OtK4cWO6datc3WHAgAF88MEHNyRVcFnjsm/fPiZNmkRMTAxNmjRhxowZNGxYtdkGL730Ei+9JM1h27Zt4/vvv+fjjz9mwoQJrFixgtDQUBYuXFgq3R8UFMTChQtp27YtK1asoHPnzuh0OoKCgnjppZcYPXo0iYmJREdH07p1azRNIzo6mpiYGDw9PVmyZAkff/wxOp2OTp06VbiGoppoEQb56ZAWCy0GVU2G3rkePPAnRG+S8E+DHqb37L1g0FeQnQg6c+I6TWP7ko0A7Dx4kmbNutPo/P+BayPJ2az7nxwvbJaUKJ9cK6/P7RGvCGDtDMmB1G4jr6N+h4hn5HnIu9D1mfLnl3RUqss8mkHsLtP2o8vEuFzMgYWw/095vmgCjNsK5tay/rm94qGEl5QM63Rw12jp1fHpfOkI5JtNYR5s/lzOz38o9Jp4qTH9D2BM2tdUtdizzz5b+ryiAqOyUvsgIa0ZM2Zc9phDhgwpzVVfTEVOweOPP16lUujq4LLG5e233+a1116jQ4cOREZGMmPGDL777rvrWvCVV17hhRde4NNPP6V58+al0v3Dhw/nlVdeITg4GCcnp1IFgMaNG9O/f38GDBiAmZkZkydPLk14TZ48mSeeeKK03Llx48aXXUNRTVg7XV0HuKFYjEpxPnR6unwn9+kNsOBpaPuAVFs518WuTl/Mzc0pKirCzMwMO3MDBDwoQ7tyLkDbh2DPz+IFbPhQym4d60Kju+VGrmniJVmX6b04u930/PiK8sYl9Sz8OkwaJK2cpGR49w/iGbUZeen1pJyEojLaerZuoDOT3pv5JTpiZWVXNA2aDoCWw8Ct0a032jh+rylkufX/pJm0yZ1TBXY1NO/eu9pLj/+rXNa4aJpGYKCUMfbv3585c+Zc0yKdOnWiUycpC/Xx8SmttS6LlZUVn3/+eYWfHzt2LGPHjr1ke8+ePenZ89KpgJWtobhJRP0F4U/L86DJ0OMlCSvtnw8Z8dLZnXwCDi4AnR7Pjjk8cM8QYtMK8Pb2pranA2z8TLrSQRL6XV+AWs1g3x/SSJkRC6vfgQGfiGilbzdwKSPa2LC3dJRrhksT/8nHxbCAeGTZF0SR2FAkITgjF47D5i8kj+JSH1rfJ4Y24AFpiCw7AjlmG/R6A078C62Gyw3bzELkY7Z+CbWayvYrSfDfCKwcJJdVXCDqAf9Br0VR/VzWuGRkZJTrzr/4terQV1SJc7tNz48sEuOy93cxFnlp4BcE22fL+5oB0mPwIwK/Pm+ZcgCOtU3HcK4vIancZGh1r4S8Ms5JkUDsDhjwoSgLl6XlUGlsNBRJ9VdZHH1kbkrsDnBvVlLWHHDpdez9VdSMQWRnUk5KOM+4b/2ukuc5FAFt7hevrCBL5GrMLKQX5o8HTfkXW1doWvOJ1Svi6Q/3lage1A6QBkmF4jq5rHHp2LFjue78i18r46KoEr7dpaHPUAwBD0mX+v6/JAzm6idd8C0Gi4Ext5IiAQtryC+TYA54UDrhM+PlJpgRJzf6zuNNvTHHlklDpXGM8cUY8y8X49FElIRPr5dyYt9LvWFAftWXfe7ZSoyRESsHuHsq9H4T1n8E0etl+8o3pdmwMO8iNYEa6Jy/Vq5nIJpCUQGXNS7vvffejToPxZ1Mi3vgybUSdqnTFk5EmrrZU05JGObgQuj3P8mpGIrAqT7E7wHdXVKqa+siUyRPREpnfr0u4hEZh28BOPtKoYCNs7xOPQsJ+0Qp+UpjkJsOECMVOVVKiPv9r3xFG0iupyhPyp8bh0gp8alI2PG93Ji7PlsSYrIAuzKf9WolVWvuTWTGzMZPRUnA2EBZnaTHiven5rgobjJVKkW+cOECn3zyCUlJSXz77becOHGCPXv2qES5ourULtN97t5USnWTj0uC+8QqkShxrAve7cSzWfSs3Mib3wNDvhYPJm4P/PWIhJpqt4X7/xR1YStHMUpN+oNnc1kjK0n2jd8D1s4warHc5Csj8aA0cYJ0/rcYJA8j6XEyWrlxP9Eus3cXY/TPM5KwP7dLjt88TPZvfa94YXlpEq4z9se0e0S8K7Mq/eldHSdWwZ8Pi3Ee/r3pXBSKm0CVuswmTpxIt27dSEqSAUe+vr789JMan6q4Rlzqw0N/Q+gnUjl1MlLCZva1IPkkHI4wNUoe/kcS7ADnD5uS5vF7xDuwcoC7HoHuL5oMC0iCPn6PPM9Lk2T85bB1kUoxkJCXXZneqOwLohIQPhZ+HQr/TpbxwWaWoC/T41O2/8faEdo9LN6Ma4Pya9WEYQE4GCEDz4oLYMf1VXUqqocZM2bwww8/lL5+/PHHefPNN0tfv//++8ydO7fcZyZOnMjy5csBaUYfPHgw99xzDwMGDOCPP/64ZJ+qEBsby8CBA6/jSq6eKv0rT01NZcCAAaXVYubm5qWSLgrFNeFSX0JD20oS+Q16SR/Lzu/lpm3lIDmJgAfAzkP2qd1WvJuMWJnbomlSIWZhIwl0Y4gsPU5Kj327Q/QGkbP3aiWNlAf/Fo+jQY/yoouufvDgX3Bmi3Tin9slOmAtBsOZrZLsB8kPmVuKl1CUAwNnQvw+yb+U7d0xkpMG+36DrEQ5lnfbS/epLspK9nu3r7l1FFWmXbt2LFu2jFGjRmEwGEhNTS0V8QXYs2cPr7/+eoWfLSwsZNKkScyfPx8vLy8KCgqIjY2tcN9bkSoZF1tbW1JTU9GVuPZ79+7FwUGJ4SmuE9cGIoWSdkbCZPa15Ab9zzPQuK8Mw2pzv6kvxrM5jF4myXyPZvDP83A4XN7TNOjxsjzf/aNUonk0E9XilkPB2UeaLReUNDZunwNPbZAQnaZJkUBeOjQLhS3/J136hkLITZPqtEZ9JN9j7wEuDUQC53CE5FdGLQWfjpdeX0GOTJ9cPV1en1gFj6+suS74do+IIdaK5PtTXDXZe5LIWBFNcVo+Zs5WOPb1xa6txzUfr23btqW56+PHj9O4cWPOnz9Peno6NjY2nDx5khYtWjBt2jQ2bdpE7dq1SwcxZmdnU1xcjLOzMwCWlpb4+Zlm9+zcuZMffviB8+fP88orr9CvXz+ys7MZN25cqUrJc889x913ly/UiImJ4dlnn2XatGk4Ozvz9ttvk5qairW1NdOnT69yo/yVqJJxmThxImPHjuXs2bPcd999pKam8tlnn1XLCSj+4zh5y8NIm/slAa8VS0nsxdIyLvVM/SvZZQRJjZVXhfkS0jrzrUjEmFuJwXL2gcIyMhtF+TKDBST0Nu9RMTIdxkB2kiksd+BvmS7ZNFREJ23cxOhkl2hQGYol5LZ/niTR2z5sKijY9pV4NUayEsR7uhKaBsdXQtIRyUXVraIXYuUArVUe9FrJ3pNE2oLjaIUyr6c4LZ+0BRJOvVYD4+npiZmZGefOnWPPnj0EBASQmJjI3r17sbe3p0mTJqxdu5bTp0+zdOlSLly4QGhoKMOGDcPZ2ZmgoCB69+5Nly5d6NWrFwMHDiyNGiUlJfHbb79x6tQpxo4dS79+/bCysuL//u//sLe3JyUlhZEjR9Knj6lw5NSpU7z44ou8//77NGvWjEcffZS3334bX19f9u3bx9tvv11tKY8qGRd/f39++eUXTp8+jaZpasyxonpIPCg5ltptTFMn9WZQv4s8NxgkhGVhI4n/iwmaBP9OEhn6VvdC7E4ZHmYolqbJuN1SjZYeI+Eo3+4Q+DwcWQwdnzIl+OOj5IYOcHQxtHkQjpbIltdqDNu/hdjtoghw99vQ9kExXBeOgksjiHxbwl4gxQPtHi451nIJoTXoKe8Hvw02Tlf+XqI3we/3SdWXrTuMWSPGUVGjZKyILjUsRrRCAxkroq/be9mzZw979uwplbHavXs3Dg4OtGvXjh07dhAaGoqZmRmenp507mwaF/3uu+9y9OhRtmzZwvfff8/mzZtLZWLuvvtu9Ho9jRo14sIFyUtqmsYnn3zCjh070Ov1JCYmlr6XkpLCuHHjmDVrFo0aNSI7O5s9e/bw3HPPla5XVqH5ermscbl4vLERNeZYcd2c2wu7fgC7WiIoae8ho4DtyijQ7vwelr4kxqXXG+JpBDxgutH6BsLjq0zqx2vek/DW+SPyuuUwcKonBmLjTAl7tb4P+kwWI2akfiBs+UK8mYZ9xDi1e1SKB6xdIP2s5GBAQmboxGCZW0HCHhF8LHtdje6Wps+AB2Dx8zJm+J4voUmZ8ERuuoxFNrOS3FNZIc2sBNO0y5zzkJOijMsNoDgt/6q2V5V27dqxZ88ejh07RuPGjfHy8uL777/H3t6eoUOHsnXr1st+vmnTpjRt2pR77rmHPn36lBqXiqbrLlq0iJSUFBYsWICFhQVBQUHk58v5Ozg4UKdOHXbt2kWjRo3QNA1HR8fSMczVzWWNS2XjjY0o46IopShfOtLRxEOoTHW4qEAkVHbMAZ8uUt1k6yaGxsIWOpfI/BQXic4ViFGJ2SYeh6EQgt4yHa9sYYm9Z/k5MbWawsCxsHMurJoq287tg4cXlD+nRkEwZr3Mnj/xL6SekmbKHDNRAmjSz7SvXy9Y/po8t3KUMJhHC2nAdPCSCrWTq8W7afeIeGVmFpeWQW/+XObRAITOhA6Pmd6rHyjly8eWS8d/2US9osYwc7aq0JCYOV+fRE+7du34/vvv8fHxwczMDGdnZzIzMzlx4gTTp0+nuLiYP//8kyFDhpCcnMy2bdsYOHAg2dnZHDhwoFQ668iRI3h7e192rczMTNzc3LCwsGDr1q3ExcWVvmdhYcGsWbN4/PHHsbW1JSwsjLp167Js2TL69++PpmkcPXqUZs2q59+baqJUVA97foUlL8jzfu+bjERZDMXiWayeJq8PLZRwlrmNNFfml+leR5N+kMT9cuM2yrnkZVR+Ds0GiLTK1i/Bvbkk8s2txUtpHCKGIztJOuX3/CyhrxaDSgxEM6kI2/ebhMjajYL2j0uupShfkvhFeWIIjRRmS67Hs6VUkUVvFG+nxyti5A79I2XHzcv0y+SkSKnzqbWmbecPl78Ox9ow7DvIS5UEfVkvS1FjOPb1LZdzAdBZ6HHs63tdx23SpAmpqanlSoGbNGlCdnY2rq6uBAcHs3XrVgYMGECdOnUICAgAJMT17bffMnnyZKytrbGxsbniPTksLIyxY8cSFhZGy5YtyxUAgBRnzZ49m9GjR2Nra8uHH37I1KlT+eqrrygqKmLAgAHVZlx0mmYMNl+etWvXcvz48VIXC+CZZ565zCduL4YOHcqCBQuuvKOiYv5+UiRdQH7pP/Bn+feL8kUSJSNOkuRFedJY2P1luZnrzcXQJOyTqirnerC25A8peBqc3gRaocirVCbjYiQ/S0JWenMZM7zmXfEyAh6UTnwd8GOZBsPHVkC9zrDijZKwFxJKC5pUvpEyJwV2/woJe+U863UR8c1eb4jic9pZuU6/IEiMgi0yf52gSVLJdmo9/F0id979JVjxupRd3/vzf1aFuKY5fPgwzZs3v/KOJVR3tdidRkXfZ2X3ziol9CdPnkxeXh7btm1jxIgRrFixglatLtPtrPjv0bS/zLJHkyFZIKGtzAQxFuePQG5qiUF5BeJ3izdg5ylyK/W6yi/4vx8Xj+PUOtOxz+0Bj6aSh9A02DZHEvW+3SRHUlbCv7hImjJTTkuV2OYvZHt+hghF+vWAw4tM++t0IpcPEo7aNrtEDbkdRE6Xjvyc8+KZmVlKs6djXWg6UPI0Pp3FqCZESaVb1B/SW+Ne5g8w9Yz8d8/P4jmBXPPYreLZuFVP6WcpJ9eIl1arKbQeefnBaIpy2LX1UMakmqiScdmzZw+LFi0iLCyMZ555htGjR/Pkk0/W9LkpbidaDpWKLs0gnkVhHqz/QG6sB0rGH1g7Q5dn5Ve/hY3cbPPS5QYYswUs7ERZOGaHJOvPbpbPufhKQh4kZ7OjZPTD/nniFbS5TzyVM1ukv2WpDKmjTnvJ/xxdIkbEo0Rf7NBi8WKyk8Q41G0vIa2EAzJI7MwmCVv5dIakg1IWvP8vMS7pMfJw9oF7fxFNtP0y2IyCbBlv7OAtSf1zuyUPVK+zhOrqd5Xvoml/qY6zsDZVyVUXqWfgzwdNRQZ27hIuVChuMFUyLtbW8svHxsaGxMREnJ2dOX/+0lnTiv84ZfXDzh+BDR+X17fKz5BKKN8ekvjOS5ftJyPFc7F1Fcl3G1dJ4rcYLIYlI950jLIzUwoypUTYs4VItPxZEvYycm4nhMyQCrS67aVBUtOk8z5mqxgLj5YyXvm3+6Q/pUlf6dZ3rA1xu+CX4dBqqBg1R2/gsLxfvws0DhYDtf9PCcE51xdvxsxSwmnP7hL5/X+eEaPbpJ9I9C97WZowj0eKKoB9Nf5SLsoz9e9A+Uo2heIGUiXj0qtXLzIyMnjiiScYNmwYIJMjFYpynIiUoV/1u0rviY2r5Fga3S1hLP+hkpzf+S20uk9u0imnJCHu7CPhqc0lA+PqdRHdrtwUqbZqGCRhtbodxKhcOCaexb7fAZ0YGM0gBqx2gITY2o2SSZW5qbD3NykrPrZUvBnHOnITbn2vJOULMsVY7PhW1rdykCZOnSZGw9Nf1vbpIpVrS18RmZnuL4unlp8Bv90rny0uEOPqGyielLGs+MwmMV7Ghs/4PXKM6jQutZrAPbPke2wYJMoCCsVN4LLGJSoqitq1azN+vIy0zcnJoUmTJvj5+TFq1KjLHjg/P58HH3yQgoICiouL6du3LxMmTCAmJoYXX3yRtLQ0/P39+eCDD7C0tKSgoIBXX32VgwcP4uzszMyZM6lbty4As2fPZv78+ej1et566y26d+8OwPr163n33XcxGAyMGDGCMWNE2qOyNRQ1yOkN8OtwuZE27CMGptUIkXXR66VZMj9DPA2QAV/dX5SO+pgtYljKduMX5IjxcPAUmZhGwVIx9u3dUvJr7yWTJWu3lUbF9FgxaKfXi7fSMAgOLRLDAvL6n2dExBKkGTIrSUb8thgiM1guHDOtX5gDlrbSdLmypPT52HLo/RacXiuvN3wkqs11AiD5NHQaK8dLPGjS9qrfVQxbQZYYV5/OonWWekrKjV3LV/NcNzqdlEG3ub98mbZCcYO57L++KVOmlHbi79ixg48++oiRI0dib2/P5MmTL3tgS0tLfvzxR/755x/Cw8PZsGEDe/fu5aOPPmLUqFH8+++/ODo6lo4jnjdvHo6Ojvz777+MGjWKjz6SHoATJ06wZMkSlixZwrfffsvbb79NcXExxcXFTJs2jW+//ZYlS5awePFiTpw4AVDpGooaxDhHpF4XCWWtni7Dv6J+l5Lito+IuGPzMPEAbFykM/7cLig2SBipXteSOSntoF5HsLaH9o9JPsfaQW6cnZ6SoWB12ojEvqFQmi2tnWQQ2b2/QMcnRIes63gpi277iHyuYRAEPCzd+TnJcChclI7PbjaFj5qFygCwod/KyOSyY45BwmXGoWG27hLKy4iHvx8Tyf4LJ2DkL3J+IHmf0JnQ9z1oOUI8rHtmyTmY25Q3aFXl7Fapzls5CdIqETJUhkVxk7nsv8CyomlLly5l5MiR9O3bl+eff54zZ85c9sA6nQ47OxHoKyoqoqioCJ1Ox9atW+nbV0T1hgwZQmRkJACrV69myBCpMurbty9btmxB0zQiIyMJDQ3F0tISHx8f6tevT1RUFFFRUdSvXx8fHx8sLS0JDQ0lMjISTdMqXUNRg9QPlFBXQZaU7Bq9EHtP8RYOLYSlL0qllpk1tBwuVWS124gnkhoNf9wv++emwPZvJGez5xfJhxz6R47X+l4RnLR0lM/H7xOjc+GY5DsWvyDrA1jZSb/NoC+kP+X4v1LOvH22hI2MKsaFuZJPObZCPLCAB2HTZ+Lp2LrBgI8lvNR3Bmz+P2g1XMqmh38v4byUU6ZRzulnxSMCqZTb8jmEj5Gy499HwPljkqPZPhsOzINtX1/d91yYD0telAKDzZ9LUUN1k5cOmYlX3k9xRW4Vyf3LsWDBAqZNm1YtxyrLZY2LwWCgqEiE9rZs2VJO86a4uPiKBy8uLmbQoEF07dqVrl274uPjg6OjI+bmEo3z8vIiMVH+EScmJlK7tsxJNzc3x8HBgdTUVBITE/Hy8io9pqenJ4mJiZVuT01NrXQNRQ3iUg+6PiPVSXo9NAuTEFLCAfg6UAxMcaHse2aDhIc6Pimqw2ZmEkqytJN8RFrJDxe9mYTRji0TzyD5ZMlaDaTqyn+wVJp1nSCGBiD3QnmByvRYiJwGUX9K2W9ajOm9rCToOVES8AcXiNfU/wPY94eEt44th4Ph4gk9tECk+M8fgqi/5OZuUVIC7eonUylBvDaPkjLk1GgxMMZWssJcCQ1aO5eegsHcmfyzl2kMvRLGIWTVRXwUfNcXPmst34PiujBKvwClkvvGCAtIJW7bthWPYTBK7n/99delEaCOHStQ375FuWzOJTQ0lIceeggXFxesra1p317iyGfOnMHe3v6KBzczMyMiIoKMjAzGjx/PqVOnquesFTeXvHTJI6TFyAjjeiU/Olz9pDIr6q+S/hG9/JIH0JAEf26K9MEYNCk9PrpcSnt1S6H1A3DkH+gyQZLibg1FmBLkWMZwlKUthH4MW78C77tEz6t2G1En7v6SqCob2feHeECNg9Es7dG5NRSVAJBCAws7WPS89NHkpYkBsPeUEmSQnhdNk+txby45pDoBEgI8skgMomcLGPmzJPFd/SRHdGarlDfrzCWJf24v3DUKvFqDnTuahR1FaTlknu9KztdR1Brtj1UjZ9BAp7+MwbCwkjDbzu/E2LWq5sKaY8tNigEr35TqO2vH6l3jFiYqKorIyEjS09NxcnKiT58+tG7d+sofrIQbLbm/bds2Zs2ahYuLC8eOHcPf35+PPvoInU7HunXreO+997C1taVdu3bExMQwe/bsa/+yrsBljcvYsWPp0qUL58+fJzAwsHSei8FgYNKkSVVexNHRkU6dOrF3797SOQPm5uYkJCTg6SkT/zw9PYmPj8fLy4uioiIyMzNxcXHB09OThASTXlRiYmLpZyra7uLiUukaiqukME8S5Gii7Gtsxju8GJZPlOcHF8LYTZJ7sLKTkBfIDdm6jAJwznnxVBIPSCirMEcaEdNjyuzvKOXHZiXd9a1HSsd7QpQYJONEx7x00QHzbCEVXq1HStOkjbP0spT9NW+Uizn+L7S8l2zLflgNHoh5XrTMffHpLHmgqN/Fs2oULLL1jrVFrubkamjaTyrHEg9IDmjjJ+Ul9/u+W350QHayjFjOTpQS6IBHJOdibJZ0qU9x2+dI/N8O0MCucTZmccvIPuZF9mkXnEL9sG5wGfXkep3kURM4ltGu8goQ+Zz/CFFRUSxatIjCQvGw09PTWbRIGm6v1cDcaMl9gEOHDrFkyRI8PDy4//772bVrF61atWLy5Mn88ssv+Pj48OKLL1bDN3Z5rliKbNS5KUuDBg0u3fEiUlJSMDc3x9HRkby8PDZv3syTTz5Jp06dWLFiBaGhoSxcuJCgoCAAgoKCWLhwIW3btmXFihV07twZnU5HUFAQL730UqlUdXR0NK1bt0bTNKKjo4mJicHT05MlS5bw8ccfo9PpKl1DcZXs/hGWvSrPy+qFFeaY9mnYG8LHgYe/aHS1HEqGXT0sbV2wzoiGLuOhuFiMT2q09HeAvC4ulKqmfb9L+XBajJQEO9QWzyA1WkJtIOGz/X+LsSnIll4RkF6RgZ9A+NNiqPq9D52eFgNTXAgNg9Ay4tDycsg160/qWkfc+uZjvv41MWgXjkvVlrHn5sgS+eWefV7yOwlRYmRBvBpz6/K9NmV7SowYCqGgxKjF7pRrvKgL38zeEruudTCcO4NT1lvo1x7D3MqZ4rpfkbnKDOsny9zMkkrUDWoHlFcjqAn8h0q+LPuC9OWY/3eqLCMjI0sNi5HCwkIiIyOv23u5UZL7IIbQmDJo1qwZcXFx2NnZ4ePjg4+PqGuHhoby119/XfM1VYUaKylJSkrikUceISwsjOHDh9O1a1d69+7NK6+8wty5cwkODiYtLY0RI2S40fDhw0lLSyM4OJi5c+fy8sty82jcuDH9+/dnwIABPPHEE0yePBkzMzPMzc2ZPHkyTzzxBAMGDKB///40btwYoNI1FFeJMXwEJYrHJTQbID0kLYZIN316nBiFP+5jz+lkPtuSx/c7M0hMTROtLgsr6fdoGCSJ/zrtJDdx/jCx5vWIHfAzoJNZKqfXkZ5dxN4TWRzdGEnR4WWy5oEFsPZ9WDxBGjEtbGV7WrQoHWcligcSs11yKUeXwU+DpBrNxRd9/A4sc9Zj7qZDZ6aBZUlYt7hAdMyMOHlLXgTkuvp9IF7U5v+DPT/B8lfROo9D82yJ1mwg+A+TUcaGMnNAHLxg6DcSArtrlIhfXoTOXI9TiC9OgeboU6ViTJefhrkuDr1DmRv66fXwTW+Y208UD8quUxNY2ohR7TIO3Kq5TPoWJz09/aq2V5WLJffbtGnD3r17L5tvKUvTpk0ZNWoU33//PStWrCjdXll7RdntZmZmVcqP1wRVaqK8Fpo1a0Z4ePgl2318fCosDbaysuLzzz+v8Fhjx45l7NhLVXZ79uxJz549q7yG4ippHiYd5gAth5i2O3rDPZ/JL/pv7xbJ+k2fktOgL8t3HKe4uJiklAyOejTEE8QraDlMKqUsbEXgsTifooYhJBe443d2JQafjujrBKDlJJNhsGf1ul1ohiP0M7PD326bhKeSS8p2t30l3sDxFTJ3JWGfKBifWCXJ9M2fS8VY01BY+QY6c2sy2z3LgTMFFLjsonm+PdZ3jZZpl+7N5Rd6rabicVg7S7JepxfDoAE/3SO5l7odwLkeum2zORc8m83HUxh0YAEWfz0oZdC9J5qMVvMw8Yguk3DXW5mhb+APjULgxEo0t+bofNvh2LSMsTu7zeQp7vgGujwDdm4VH1BxXTg5OVVoSJycqjDg7TLcSMn9ymjQoAExMTHExsZSt25dli5del3XVBVqzLgo7gBaDpOOb7h0HklRgXScdx4rxqNxMBZO9ahd4Ex0nFTnOdvayE3WykWqpuJ3y8z6ep3A3BZ05rTcNguztGjJqRxciA7wsVhFmw6j2LttPxnpWZKjKSu+6N4cko9L4j37giS3jedr52FSI/brLTmZ4/9yMNGKLeu349usEQcMPgQ9+IIYl7ObJfwWcL/JELitl7CcozcseUkMC4jYZJP+aJ4tOXImnvpmKVjsKuno3/KFKBsby5sLcuD0OvF6GvQQ7TOACycher14S436SF6q2QCwq4XOvSm27RuDta3pWmu3kao5Q7GErKyv70anqJw+ffqUy7mAzEApOyb4WriRkvuVYW1tzZQpU3jiiSewtbWlZcuW13VNVaHKkvt3Okpy/yrIiJPRvxs/kdch02HH95B6muRmD3HMsQf2xck0KzyIhSFfDNSGDyQH4t0einIlTNbzNVEhzk2VTvfDJb0sOj0b3MZz5FAMYT3q4OVqLjdXnV5kWXR68X5qNZZ+lJySeHPzMPEc9v0ur53rSwjucAQb6k7C2yYdv7hfKbTzJj/oHexPREhu5PxRaZ70CgBDPtQLBDtX6fVY+YbI2uSmQtuHMdRpS0KxC9+s2M+Qzg1ove0FMT5mlvDk6pLvJ0Ek9yNLegeMw8DS4yWsd3ylNJEO+FjCg9+WyQne9/ulQpMx26Tps15XKVpQVJmrldyv7mqxW4ns7Gzs7OzQNI23334bX1/fKyqtXEy1S+4rFOU4GGEaJazTSYI99TQAbkd+oUtgLXDzhi3rxVMxFJUISupEbdi3m/S1JB4UeZX980Xrq9UI2dZqOG1ijnJX2xRsLSzA737pwnf1g7UzZN1WI2DT5zKvPuov8QRa3SsJ9lPrxOC0uV/CcLUa08qpEc7rJkL2eSyyz5O7/2+wt5b+F5C+lh6vSp7pzBYxmA6eYmjMbSRclhaD3qcTHrWaMaFpb2xtbcGvtjRQ1u0A+dnwy2CZHeNSpujl3C7gMbhwVAwLiLGK3SGaZeZWUqgApqFoZfGpocowxSW0bt36jjEmFzNv3jwWLlxIYWEhzZs3Z+TIkTW6njIuiqtHby7VXmYWciNNjwPvdhC3G829meQlVrwhCr1pZ0u8hxKvpOvzcPBv6Q/xaCnJc6+WUoV1dJmIOCYcxLFWXWjcRZSJN3wiEjBGCX4Qzyfgfji8VMJj7s2lYTLpsJQsd3pKckLbvobMczh7tREDlCFjX3W2ruDsLscyt5L+FTNLuR6tWAxMVoKoJ1s6yDlnnIMOj2Fubo6Li4t8tnGwPEDmzPgPkTCha0NpBs0+L82ZIMbRp5P003i1EaOclwYjf5UZMF6toX63mv6/p/iPMmrUqKv2VK4HZVwUl8dgEHkTK3upggLpRcnPgB6viaKxsXelWSj4dEEX9ad06qfHSJjq3J7SLnVDwn4SWr2Ik7MDdok7YHuJ/ImVg5Qyp58VfbKoPySPEfCg9KpcOC6Cjzq95EP8h4shqhMgeZZze6SpsVYTMTabP4PO4yHznBw/YZ908tvVAls3bA2psP572UdnBocjJKdSPxBWTZGKs0MLSxoo9WI09OZiRCvDoTb8+5bJCxnwkRzPs2SOjEs96PUWnFwl5wcybuDpTSYDpah2NE0r7dFTXDtXm0FRxkVxeXZ8I70uDrVh+Fy56SYdkkRz0/4SFkuPAd9uJJv74JZxVnIEHZ+SX+16Mwl5HV9JZp2epLn3x8HaHKsds9D8ulP6J1+YKzmZI0vkZh+3U7bv+VmM1o450O9D6PaSGJULx2D127JPyDtSYNBskJQmn/hbQmKaJt5AQpSIZl44ASdWQtAkzFZNkc+mn4Uji0vmvJyRUJhmMHXmg7z27SGDwKwcpIhAM1wqlZ+TLKXNvt3FGzIYTIbFyJmNIhvj4iuFBPkZUqWmqBGsra1JTk7Gzc1NGZjrQNM0kpOTS2d7VQVlXBSVk5suZb3O9aVHJWa7yMznZ4hReeQfqQJLOwvODXDWmaEVe6MLfgft8GJ0be6VbvVD4WS0f5l/1p4jMTIcj3r1GNQxAMeUU9D6fpFaCXgIVpUobZtbyvE1TSq2ctPAthacWgN1O4q3Y1kmN5F0GJx9YdUkueF3Hi+hutzjkgT36QzuTSTs1mKQ6IDVDpA8i2YQCRhjY6RdiZrDud3Q4UkJxXm2lBCfXS3p95k3Sl4P/16kXYxY2kOvN0SUsjBXuv3PbjN10+ely7UeXQJ+QTIuoM3I6p3noihH3bp1iY2NVcMNqwFra+vSMShVQRkXRcUcXQGbZoJfHxGC3DVXSmGNDYaaJrPa87PkppqfgdnadyWB3uYBdF2fFfXfJv0h6SAptQaQGCNSL0lnz5LcZwSOWesklGVXC44uFWmVrV/CuSjp50g5BXU6QEYMNB8Eu+eCWwP5xd/mAfFI9OZyk974sXgN6bESpqvdRirMHOtISO/oCvEamg0UIcz+H8CxlWJcvNpI+MytEURvFgPkVE/CW4W5UoTQ/nF5ve83U3Xali/LG5emfUUWJ7vk/b2/iqc08ndpJI2PEi8JJBw26Cvx/i6DVmhAZ6Hk868VCwuLKimKKKofZVwUl5KVJCrEBVliLIyJ9JitFHV4EvN9v8uck1NrwacjONURiXzNIJ/JjJMbuUt9MUy9Xsf57FGca7mRdiEZp1q1cHFzgPwSj8HoNQRPk1Llc7ul/NfMUoaCZZwT76H/h5B6Frq9LCGsoCmQlwp5qWjuzdBlyjhkzbYWhqIizGycIXqTGDlnX+j8jOQ6DEXi7eQkiWozSPVZVhK0uU9KkA9FQP3Oolvm1Ua8jy1figEzUrb3JytR1ArKanM51oGs80gnJuKhWNrL9ZpbSaVYJWiaRvb2BDLXxmDVyBmnvr6Y2f93pFgUtz/KuCjKYygu0bFqK9L4549IeOfwP5CVyAl3P5rV7ShltRlxEnba8wvUbi3bPP3FQOgtRI24OA+aheF8agFD2/Yn2bodtfQXcF4xFoImy9jg7EQJu33TU8qJjy6TCitHb1PiO26XGJf0sxJ2srAWw2dhAzoz0uoNxNqlGVZWFugzEzDb9BF0eFq8jAY9SgQ4DaaGyMT9sv7O78Tbca4vw8M2fy5eUpMQU5iuzf3QrD8cWSqS/v5DxOgFPivvF+XDlq/EC9PpRU9NZy7GNvAFUwOoe1OR7j+3S3JAxoFiFVB0Ppe08BOgQc6ORKwaOGHX7iIB1vxMCV06eMk4AYXiFkL9i1SYKC6CTZ/CmnfEQARNEoViT38OeDRiT8F5Zp/8je8aDKRpXrokri1tZZSvY10pBz66FFZPg7aPgl8vuenZ1QLAJXYZLk0McGaz5CwuHBUvp0l/SdhrmiT063aQX/a5KSIpH7dbhB/P7ZKkv1NduVHv+l7O26kudoGvsinKit4pn5quJ/2MhJ9aDJJS53pdwWt1iTHrIw2N3ndJnuRUJCSXzNk4HCENmkaiN0pZc8uhsOQFMbhDv5OqNJBcSspJ0+cvHIOxWy5N5kOVFY11Fnp0VmZoeaILpbe+6E81JVoEQ2M2y0ya7i+VHxOtUNxklHFRCMdXSm+HseveUCzVT/mZcOEotrmJnHGpRW+vjhic60uye8108V7aPSIluIET5Fd0iyHiGTh4gaFA1I79h0hYyMwarBzRCg0U2HZG798Ci0xTqTLtHpX+Ek2D2G1yo+72ojRpbi7Rnms3ypT3AMg4h2XSPtp3bEfBuYexjPpZ+nD0ZnLDrdtFVJvTYuDen0S2JmKcGCgXX8hOkCT/sRXi2Tj7StmzpZ30onQZL95Hu0fAy1+8srLjj23dwKeDJOoNxWKYSgzqtWLuYo3bIy3IO5qKhbsN1k1cyu8QvQHObpLna9+TfJh7k+taU6GoTpRxUUiOYd5oaWZ08pHSYpf6klwHqB2AX0Emb51YJ02Qm2eLWKWLr/SZOHjJ585skTJkkFyFgxfkpIoH4lxPyopzUtBs3Mlo/BuZq/LR2eipFdIcK61Ykui7fxTDoTeDux6Tc8lNkXktRvLSxfPITYWE/SL7kpOKw7q3oMcrUDRIOuRzLkheJmEf6JDrOX9YkvCO3uLJWDvBrh/lmP5DxeB43yXza+p3kZyRR4kHYmZecbe83gw6jJHzz4yXEF81VIBZ+zlj7edc8ZuO3qaKOpcG5aZbKhS3Asq4KOQmpTeHs1uleqnZQKCMtHthDnSeIOOLc1Oh7l3y34w48QJSz0peI26X6TPm1hK6aXR3SWNhXulcFEOdXmTuksS4lmugIFGPlWaQm3dhjiS9Ww4VQ9V8sHhP3u1kPUt7OY99v0GrB6ThMvUMuDeWYWVJR0xKzsHviHdlbGr0Hyr9M3pzkZU3GEQAM6tkDPb+v6DXRJlRA5dKzhdki9qyvYdJiNKIhbWMXb5R+PWC+/+U0c8NuoODKmdW3Foo46KQm+W9P8KJfyURnZcuYaUm/aRPpUF3EWLcNRfcmsikxqSDUhIMEgJrHialvMdWSJLdwka8EMc6crwzm0VHLD8TvV1drAutyDuWBzowt06DrX/LTb/3m1IdtvM7SYgnREkYzMxKwlInV8OBv0VO/+wGOFgimOfTUXpuer4mc1dABDKNhgUk5NWkH6z7n4TLGoVI53+DnqJg7NUKMivph8hKhEUvSOir/RMQ/HbFOmA3Cr2+fBm0QnGLoYyLQvDrJWW5ZzeLYbDzAPcW4OsqHknCAUmu52eW9Ia0lTBYZryMKz62vETAsaMM0DoVKfNQLGxE1kWnlwbM4gJ07s1w9jxBQcgQ9BkHsNZOSxe+3kKO0TxMQmhFJRMgazURdeI67SQE5OEvM01yU8UgaQYxEBtninHs9bpIxth5SD9M9AbxrNybSw+MZhCj41xXel4MxVK8cOifypPtMdvFsADs/FYMbL3OFe+rUCiUcVGUkHxaSorPH5YwWe9JcjMtyC6pCAuE3T/IvqfXy+tOT0PsdvFOMs+JgbhwHFJOiHdhYQst7oF9f0CnsaYekfNHMHdriDlrIf8oHF0vhsLBGzo+IXmUu0ZLL4utq/S7uPiK4Tm3G7q9IAYh6i/xRLzvktet75PPRG+SmSn+Q6W6rNUI6S2J2SrqzAlRko8pKpBf/w3vBt9AqVqrqMIL5BrNLOUabFzEcBXkyHp2HmqAl0JxEcq4KIQTK8WwgCSJsxKkWsy1gYS0mpTpJC/KlzBUXoaUDrd7VHIlR5bIzd6oC1aYI54OiCaXY13IiJWEd1G+5E+820vpL4Bfd4gs0Qtr1Ec62ut3E5kW96bSQ2NhAxb2YjSa9i/xQvIk1AVyzM7jpLHT1kN6dY4vlzWPrRCByGHfizjlrrkyubJuBzn+5fC+S9SLkw7JyAB7T1jxppRD124LI0pGAigUCgBqTFciPj6ehx9+mAEDBhAaGsqPP/4IQFpaGqNHjyYkJITRo0eXjhXVNI133nmH4OBgwsLCOHjwYOmxFi5cSEhICCEhISxcuLB0+4EDBwgLCyM4OJh33nmnVLWzsjUUlXBsheRNWpSMMnb1E8n4+l2lAqrTWOmBaXOfaHJ1eUbCS3a1pKJLM5jmuxxbLjdiI9Yu4sFkxIkMfs/XpdIpK1FyMhbW0qTY+l5TOTJIGK7na9LcaCiSpsXMBPEednwrzZQHF0ryPi3W9LmCLJFsObJEci6uDSFoqhizzuPAuwPs/UU6/gd+LjNcdv8AW7+SZH1lnNkCEeNlnkx6rPS1GPts4vdI2EyhUJRSY56LmZkZEydOxN/fn6ysLIYNG0ZgYCALFiygS5cujBkzhjlz5jBnzhxeeeUV1q9fT3R0NCtXrmTfvn1MnTqVefPmkZaWxqxZs/j777/R6XQMHTqUoKAgnJycmDp1KtOnT6dNmzY8+eSTrF+/np49ezJnzpwK1/hPUZgHe38TI9A4BJr2q3zf5JOQES9hqZ5vSNjn3E65IdduJh6Mc11AB7WtSkqKk0VQ0soRfLqaQkZO9SD9nEyWNDOXMl4LazEmBTlStpufJTkScxvYPkeUjHV66PO2GIWCLOmLyUkWT8fBCzCHLs9Kv4ujt3gv9QNln/pdxXs5u1nCXHkZ4jFlnxfDFPiMPAA2fgZb/09CaDoz2P6V7OtUF2xqQZsRFX9Hh8IhO0mer/8AHvpbihuSj0lxgIsvJBwUPTFLWyk+cK5XXf83y3NqrfS2ONWHXq9Jg+m1cOgfOZZ3O/k+VJe/ohqpMc/Fw8MDf3/RTrK3t8fPz4/ExEQiIyMZPHgwAIMHD2bVqlUApdt1Oh0BAQFkZGSQlJTExo0bCQwMxNnZGScnJwIDA9mwYQNJSUlkZWUREBCATqdj8ODBREZGljvWxWv8pzi5WrrJd34H8x4RufnKcG0I9bqJhAsabJ4pN3udmXgd0Ztg6csQvVb6QnKS5XOn1krZsqFIciTNQsUDST0lx7FxlX13fAuHF0mIqrhAbsRRf0geo3Ffkeev21EMiW+gGKbTG+X4B+ZLWC71OKx8Uz6ffUHKjrMvSDOn3kxKnoMmgZ2XVLY1GyjHb9IPCnJN16pDFImPLoXzh0xhu/RYKMyq+Ps5vlJyQkbqdpARBPf9AvfMgkcWSXJ/7QwxXOs/lPxVTVCQA4tfkLLx/X9K3ulaiI+C+aPk30fEeNGCUyiqkRvyUyU2NpbDhw/Tpk0bkpOT8fCQmnx3d3eSk+VGlZiYiJeXV+lnvLy8SExMvGS7p6dnhduN+wOVrvGfoqzAYnFhxTNDDAYJV2UnQspx6R2xcipR6tVE4l4rlpAZyECuhndL/iQ/U26yySeklNnWXY5VXCB5j8OLpDCg3WjTeqlnoM1DkkMJfEGGgaWcEs+qfqCEvY6tkH3t3MHGUZ47ecvx6geKN5Z2BiztKA77EjOK5GabnyEGqjBbPKq0s2Jglr4sxQUDZ0r+qNVwUQk4s1E+U6uxFCH49RajUxF7/5DQV8thEubr8bJ8dzkp0sXvVCJD7tJQvruTa8qXQFcnqafF4BsxaqVdLYYiKYIwUvbfi0JRDdS4ccnOzmbChAm88cYb2NuX7wvQ6XQ1PsDnRqxxS9IwCPpMkXCUubXcDEEMwN4/ZFtBlvSruDYUT0fTZOyuTl8SWsqAolw0O3d02ecl7+HWWCYsHi6Z5bL+AxF6rN1ajIqZtTRWghzPwUPyG1mJ0KgPWspxdEW5cmxrJ5lqCVIVFrdT5rqkx4jByc+Qiq5aJbImNi6mYxfmoD9/SM6/8zgZZxy7Xc4tfo/IuSx5SYzNqTVwYhV0fFJCap2fEs9n51zplwnuKp33ts4Vf5ee/nA4XAxh0FsSptv1oxQF5KVJHqrVCIj6XVSaA5+HlsNr4H8qUtBQq4l4f+ZWFSsGVIXabSDsc9j3u3iParyyopqpUeNSWFjIhAkTCAsLIyRE5oi7ubmRlJSEh4cHSUlJuLq6AuKRJCQklH42ISEBT09PPD092b7dlCxNTEykY8eOle5/uTX+U1g7Sk+Isfrq6FIYvQJ2/yzhpsx4QCcaWa6NJQlvnDUCUpJ7ZJFI33d9Tm5kWQkQs0VCXSdWmX6dW1hD4kFpaLTzkOqxHd+IMcjPAvdm4FgHzdkXnY2zeBaWjiIZcyhcjmHvIQahKE8KCta8I7+mW40Ep/oY7p5OcXoO5o0K0J1YidbmQXTbv5YGzWPLJTxmYQObPof0s2iHFnGyxeskJ12gVeEGbO1NXi4AbR+SR1VwawQtR4iX41BXvKezW8WwQEk1WzNTTubA3zICuiZw9ZMQ5Ol1smbDSrytK6E3g7selYeictJipJReM0jI17WaZ8MU5MjfkqFIKiStnar3+DeRGsu5aJrGm2++iZ+fH6NHm0IjQUFBhIeHAxAeHk6fPn3Kbdc0jb179+Lg4ICHhwfdunVj48aNpKenk56ezsaNG+nWrRseHh7Y29uzd+9eNE2r8FgXr/FfIe/ECdIiwsk9e15CUyACkLklSXhbV/E6vNuJQTizToxN8zARaSzIFo+hyzPQ4Ql05lZiSPIzRecrdqcYnIAHpNIrJ9k08yU7SbyioCnS2b9lFsTugBZD0OWlyh/p4UWSm8jLMJ10xjmR1z+2TP7gCnMlbHNgPhxfjm7DhxTadSHZ8ApZd/1JsetdYlhA/jAt7cTjSj8LgC4/g7zEU2xcvYujdR4WDbSoebB/PiQdrfqXef4oLHhcckSrp8OJ5SJ66dZQcjogGmXmVhKu8h8qXpfR0NQEfj2gzyRp5FRJ+Jpl+zfyQ2ftDKkorG72/AR/PQzzR8PWr6v/+DeRGvuXuWvXLiIiImjSpAmDBg0C4MUXX2TMmDE8//zzzJ8/nzp16vDpp58C0LNnT9atW0dwcDA2NjbMmDEDAGdnZ8aNG8fw4RJmGD9+PM7OzgBMmTKF119/nby8PHr06EGPHj0AKl3jv0BBbCwxT46hKD4evYMDvs8/idXJ72ScsJ2nCErumisy87kp0PYRMTpxu+Rh7ynNkZomMvgOtaXy7PxhqYrq9qLcRNd/IPu2vlcWbtDTpOll4yzz7bu/LEl+CxtY8boYo0PhJT0y6aLiG79HfkV7NBfP6cIx0OtM1We+0ueiy8/Axu4kVj45GC4kkO8QjFmbh9FF/SoiluePSj6ifiCc2USBmz8xJak2O2tzWPCEeBsOXuDbA/pMBmefK3+hxRflJrSS8OL5w1JZp0PCZkeXiWjm6uklpdnHYOTPN1ciRnH95JYpT8+ugVHJCaaWC85srv7j30RqzLi0b9+eo0cr/oVo7Hkpi06nY8qUKRXuP3z48FLjUpZWrVqxePHiS7a7uLhUuMZ/gcJz5yiKl4mMhsxM8rPMsOrztoS/zh8SBWSXBqZBWK1GiMzLydXiLbS6VxLVRfkS128ULDdMkMKAokKRXAHJo5xYJds7PCUej4Wt6QZ84ZiUFhtJj5Hu/ub3SMhsx7ciO2MoFvFLvZkUFKRGS5WXjYtoip3bAx2eRJcWg1naacwaB2ORvF787m4vQIuhsHWWeBKBL4KlLWlJKWT+HUGbTq2pX3xADAuIx1aYXTIgrArGxbMFDP5SwomeLeX8Le2kBLvFPWBTEsbwbie/PI3XfnqNVJgp43J70360FK0YiqHz2Oo/frNQqfozFN9xIUrlU99hWDZqhH23zmRt3Ip1i0ZYO+SK0UiIEu8BIOBB0wcS9otg412jJQeycy54Njd5IRkJ0nNycKH0ddg4Salx24cgL0tk6bNT4ODfIq8CoiXW/nEJj7UaCXE7RHYl8YB4QnpzmYHSsI+IZXq0EM/Hf6gUBdRqIp6IjYs0U3r6Axps+kRKjrfNlj/4VveKHlnUnxgahqDLy0SXfBRa3YuH/hT3Oi+X0FtCM0m6x++VKjTXRuU78rPOw/EV0nfTpJ8k+40YisSQtBslxQBFeRJ39+lkMixG6neR68uMh64TTMPEFLcv3nfBqKWAJj9+qpum/WDcVim4qdWo+o9/E1HG5Q7Dws6C2m+/Qdbh/RRb6TArPCoKusf/Ne3kXE9u8IYiaNwPjv0rgo3ZSWDtgMR6EA+nTgD4dJYyX3NbWPqC6dd5m/tFpr5J//LzS3Rm4kVY2EtYwdpFcj/nS8YgW9lLwr/3W+IdOdSWm7txFky7R+UmHn9GKtFykqTXBsRgxe+T5/v/kjHJJ1ehc6xHht9sbK2jsNg5F7qMg7unwO5fwa8ntBwiRQdWznJNZQ3Dxo9N8fT+H0KnMab3Di+SeDhIVdWgL0ErlHO+mNpt4IlVkoOq1RTM1cz7OwJ9jaWmhTtUNkgZlzuJ+CgIH8cFh/ZEbEwmKzWVwP5BdKoVh65JX5lnb+Uog6V6vSn9IgfmS9/GyUi5kbo1ki77Dk+i6fTots8Wr6XNA/Lr32hYQI6Tlw7bv4a7HpfqpaRDkljf9pUYCUtHaD7QlIvIjBfVZK+S+fFWjrLm0aWm4+ZlyLCymB0QcL+EsooKJQxXtuvd1U8EMwFdxlnITCY32wuLnWNk5kyb++WRnyUlzLZukny/+GYRXSbWnXLK9Dw3TYoY3BrL3Jezm8VI2pcYFoNBvMKyno5TXTIKLDDPycfWyfoa/0cqFDeGzLxCUrIL8HS0xtqiej0zZVxuRwzFcuOzcTbJqaSdFX0rMwvOUZ96fjYknbNk67/raRVsjV3MNgkpZSbAsaVwap00/LUYBHmZYlhAwk1+vSA/E52xGsu3m+QZLKxlXvvJSNmWkybluL49YP3/JLzl3U7CYHkZki8pSAT0cmM3JkTtakloydkX4ndJPqRhb1nD3Eq8Hp1Oekr2/i6S+XXagW0t6a/p8ox8BzauaIci0AGFjR4l95wL9vXiJF8Us10evt0k77PhI1l72HfSSFmWbs/DgifBwq6kgRRprPz7CQmlBTwogpcuflJpB/I9rpwk6ss9XoX2j4FOx8nNqzA7thQLM428jg/g2rRDTfwLUCium/i0XF6eH8WmExd4pEt9XuvXDDur6jMJyrjcDqSegV0/SMI84EGI+lP0vdrcJ68jxksSvN2j4NkCf30C7aJ/IKdZAAdb98Qy7W9IOwHNBki1VNTvctyjyyShmHJSBCLTzsjNvSBHkozB78iadu7iIRTmilR9eqw033V/VSrNjAO7kg7JTbgwD4Kny69+Q4Ecq9tLUmFVmCP9Mzkpss+O7yTfs/5DmSpZO0DKif16Q9JhMSbe7SD1pEmiZMss6ZbPT0fXZiRFli+Te6Eu9k7Z2MZ9Dx3HSEOllSOc3lAiR1PCub1iXIoLxeiknZXcz7O7pELNWF58eoMYFhC9sOb3yJAwY2l39AYJywEsfQka9KDA3geHM8vwiP4OgDzrHFDGRXGLsutMKptOXADgpy1nGNauLm18nKvt+Mq43A7s/RU2fiLPbd2kRwRE9NGhtgzBqtNOvA5bV6z2SL28bcJWAu5qhcXZE+ItnNtd0pNhLTkNaycp9z3+r5QNZ8SBV2u5+Qc8DNZuclPdOkuMl62rlC4fWy7rZ8VDg15iBJKPy2fdGou0S8zWkl/5Ojm3s1skCb7yDfmsWxMRePQfIqE1n45i+DZ/Ju+fXCNGpUEPuf7g6WL4ivJLmjMzoMgS0mMwz9qJo6M3RK+QkNuGD00Kyy2HS2hs9XQppfYNlPeOr4J5JdU5u3+Gx1eYvBKQ8FvpjHpf0THT62X93T9Jc2m7R+BguFTURW/CvE5b7PU5pYewTL2MntvlSD0r35ezj4hyKhQ1QB1nGyzMdBQWa3g4WFHLvnpzhMq43A4YdZ/qtBXDYLzJmllIme7hfySpXr+rGJ+Tq0vnwlvUaig3V0s7yEqSfEjIuyKbYmYl5cC934TEQ3DhiFQ4xe6UG75LA/k1bxxnnJNikpGp11V6QJIOgauvaI7F74Z/npFek5bDJVTm10sk7kE63LtMEO8g6RAcWWqa7thiMFBGcr+4QEp/i/Lk/PLSxLAVZotndWqtJOot7SREaGYpZdYXjpaX7vdoBh2fltBdzgVp1vxpkBgPz5ZSwZZyQqRwyhqXhkEw8ndRJDC3kqoh1wZi9Ja+LPvodND/I1j3Phz8G72NKxZh/4cWuw5dQQb0eOnq/1/npkuILmarhDwfWijXqVBUM+3qu/DTYx05kZRF23oueLvYXvlDV4EyLrcDbR4Qw2DvKYVcnZ+RUI9Hc9jwsewTv1d+XTt6SVmvezO5merNpNrLON43Jxn2/AotwsQoNQqSnM2hkjk5Kack/BO3Qxohmw6Qz8dslRJhMwuRWjm7RcqILe2kyquZpana68wmqNtJ8hL5mXLj9+kkobSMOKlU6zlRwnAlaHozdLWaQ1tHkbFvUjIx0vsu6PAE/POsdMl7tzNdn04vHp1zfRk65hsoIbzQj6WUulGwXIuVrXhWEePkM3e/LfmfFoPF2wueLmXYICG9o0ukPLlJX2hWZkhaRdi5m3JJuSlYWFjA2M2gFaK3c7/6/9e5yaaSbkNxSQ5MGRdFzdClYS26NKxVI8dWxuV2wL0J3D1VEtTn9kgew9FHSn715kC+SK2c3iilxDq9hIYKcyWk02WCDOYqLhGBbBIs/SOp0ZJ7qB1gWsvSXurtt30pr48uhbunSXjqwjExavaeYqzaPSqhrNgS7TdrJ/F4bN3ES6nfTTwEv97y+ZVvyn6GIunMbzYQcpLRzCzJaTAAu8wTcj2ebSTkFr1R1nT0ls8fXCBlyF4BUjZt1EK7cBQuNJJ12j0q4bYOT0B6nOR5ajUyNVEGPCgG2dIWGoXAUxvlfWMu5eBCCH9anh//F+7/TTwXI/W7woCPpZmyWah4cI2CxdD6dgfPVpULYFYFR28R4tz6pRjNaxWmVChuMsq43A7EH4DtsyWJbJRcD/1EuuObDxLJ9/RY6e2InCbaVoUlM0xSo6Eg0xRau3AM2jwIzgVSyutQG/bPk2qnglzw6SCS+sYEv5WjlA/HbJOcDchkyh6vSuNkrabQZ5qElXx7mDrf10wXA5h8QvpbzK2kSfLgAul1MbeRRH9xPjpDEdaGbBmABXKTbtJPQlopp+DCMc7nuOPY+TWsMo9JUYChWM4/5ZQYBgsbmR9zZpOEyVwbwsInZf2WI0Q37dQaaRrNS5NHdpIULJw/Bm5+4pWll5lqeW6XfI9ljYu5FXi1lO8kLw0srWHYNyJw6FS3fGjtWjC3gqDJIpVj62YqMFAobjOUcbnV2TlXpkTqzSQUFPi8eA0bP5HwUG6a5E/qB0JxMXR9VryHDk/IwKq6HaXXxMVXDE3DILmJYpBf7lu+kHXy0iXcFbcL4nbLAK+8VEnWn/i3/A22MFf6WIDShH3ycdixRgzIxk8kJJZRMpHS0VsMo50H9JqI6LYYpMcGQG+OWU4ZocfEA3Jtp9bK6w0fYtb9S6zWPGfap9cb8n0YCqVE2dpZPLZfS8qMOz0thgXgwDwInAAjfxVpfmMVmFsjGaSWdkaO1/VZ6bJvfo98D73fkHLvsmQnw7xRJarSiLfW5j4pMqguLG1ENUGhuI1RxuVWprhQfvUfXSq/vmO3lzQ7/iM3e51eZtcn7pcwTcenYfPn8jm9uUiQHFlE8fnDmDW/R4yCa0NJinu2gbwUuSnmpkpBwLr3ZV3/oZIbsXKQ4oAGPST5be8pUv6eLSWPYmYpN8EzGyX3ctdjUknmUEeMC8iv+YIs6PC4hKN2zoXur8ivfv8hErpqNlCS8Mb8RZN+5YdX2Xmg6SzlejWDFDUkREmuyLmeGMCTkeLx1GkrocO8DPFmCnMl7OfgJSoCQW+K56EzF0VhY95n3ftg7Uj+th/YYz+E2GwfWuXVpykXUVxQfiplQSXTKxWK/zjKuNzKZMSLXH3aGfmFnnhQfm3r9KJunHnONCUyP1NKZYtLJk4aiiD5ODkWHiSYtcIvZ5uEvGxrSV7B/JSU87Z/vKR/pcy0zgtHxSgYCsUDOBQhRsPWVeRiclJkEFlRvuQ0kk9IOMn9pBgYc0u5yev0YiyK8iQf1HSAeEjmVhLmy0sT45Z8CiysxFsqLoC8dDSdGcU938A87TR4+mNtZ09a9y+wyjyKuYUZFju/kGvs/rLIloN4R/5DxLjUDpB+l9TT4FhXvDYrR7muLuNl/2PLTeXG9brA7h+Jdu3HpsXSTxNz+CDu9RvgWqeu6btxrA1DZsPa96Fue7kmhUJxCcq43IoYDHLTOxkpoSSQX926Eo2wXm9IDiQjTvpDYraLZIuDN9n+j2AXvYzMun2INW/JidR47HOP4eeeCJu/lG70xsFSghy/D/SW4FJPjm/UG2vSD1JOlygAmENatJxDTorkO8zMRJolKxEadJOcDYgXlZdmmmJZp614F26NJCex9xc5XttHxPs5taakCs5NvBqv1rJ+nbZgVwtzo3E6vBi7tFmi7VWnjUyAtHKQ5keH2mI08jMkF+XkA6EzRWFWbybn+8tgya10e0m6/rPPS0Lf3ktENnOSJXd1egP6bJM0jE6vR1+RWKH/YAmd1bTmlEJxG6OMy61G9Gb4dxJYOsiIYMfaItFSmCs3xqwkuaE6eUsuxLOlJIA1oCCLZJdO/HvUlnORMTRsbyD6yAnC7m4oJbZ+PaUb/8Ix8YhaDpMQm7Fi7K7RUk12/F84sVLOp+2jIrey7WuR5ndpIN5F42A4HCFegTH579ZIjId7E9g9V3IqAQ+K19L9JdOs+XUfiJ6ZRzMRkjTmQM4fgcFfg06Prn5XCfFZOUjhAogHZe8p1VlOdeX9g39DyAzxjsxtxAC3GGRSsD27RQyLuZWEsFZNlXyRVyvx/nYbvZ6N0Po+fE8vpHfwYJLSDTTuGYqzVwUClaAMi0JxBZRxuZU4vUHGEsftlNfN75Ff4skn5MZbu40M23KsIw2D/kPEs7G0gxUTocdr1Etcj2NgH4ru7gJF2XSsdxcuqbukkkunk0bJ7POiM1aUZwqjxe+VX/GH/oGc81LR5eonXs3mL2SyZNoZKQbYOFNu1j1fEw2uTk9L+MnSXrwRa2e5oYMMQGrQTQymcSxw1wklBkUnHkfSIdne/nG5yQdPlUR5wENSQm3EsbYIXmrF0sAJEtI6/A88trzi79SzpRiaRnfL+Z9cLcYxruQ7MeLTGZy8sUg/Tbv0mSLn316VASsU14oyLrcKZ7dKb0PttnLDj98rXsD5w2Jg3JqIcWgxWEJNx5aZPtvlWbnJ7poL3V7Aed8v0mNiVxt0qRJCO75CSohz0iTvUbe9lAqf2wcZsTK/W6eD6HWmSqvDi8SL6ThG8hiufnKc4gJ5xOyQcNz6D6HzePFUzh8Wj8BIrSbiNRkNi5Wj9Oe4N5OqsP3zJAzW4UmRs0k/K55Hw14yVyboLcn1pEbLWmc3i/yNnYfsdyjiUiHKsjTtJ/M4MhJEWt/VTww1SGJ/5K8lxraPCFeaW0v4r0nf6vy/q1D851DG5VYhM0FutkeXSvlw0FtS0aTXS6jMq7U0NqZGy03VKAFjW0uS6S6+0kR46B8xQEUFYKaXhL/xxp52Fs5ukhBbcYGEu1xLZrboLaEwX5oE085IvqdOOwmX5abDwfng3QFqtzaFsazsZeJi4Asiu+/RQozLqbWyDU3Or7gQunpLeKtue0nA+3SGeoHSHZ+XLuGp9LNiSEqkazAUyxqn1kr/SpO+4nmA9Ki4N4PHx0Oduy79PjVNChdid0ojYsvBoBWJx9Kgh3yfzcPKl1iDnO+KNyQMeN+voqqsUCiumhoLHL/++ut06dKFgQMHlm5LS0tj9OjRhISEMHr0aNLTRdJd0zTeeecdgoODCQsL4+BB01zphQsXEhISQkhICAsXLizdfuDAAcLCwggODuadd95BK9GTqmyNW56ifLn5Q0mYSCfhnvxMuWFb2Zs0vqI3Sdd9s1AxBp4tZFzxrrnyy371NKBYek+c64topb2n3GSNzZV27jLMy7G23FCtbGHl6xLO8u0lkxd1Otj1vUjDNL9HSqFrNRfplrYPSz4j8YCcn/8wOZ9OY6W02NpJbuTnj4osfdZ5kbHZ/aMk0I8ukaFb6z8UUclWI6QCrUEvqVL78yH4ursoF7d9SKrKzG3FwIGcW+02ck1mFfxGitkOfz8mXs78UdK70zxMQog7v4f1H0juqSwGg5yPoUgMctkZMwqF4qqoMeMydOhQvv3223Lb5syZQ5cuXVi5ciVdunRhzpw5AKxfv57o6GhWrlzJ9OnTmTp1KiCGYtasWfz111/MmzePWbNmlRqLqVOnMn36dFauXEl0dDTr16+/7Bq3PF6tpMPc0k6EJte+Jze4wjyZ3b3+4xJxR+SGemih3HgP/yOei3WZJj6dmfR+mFnCvt+ki77T06LZ1fYRCVs16Yd2bhd4tRVdrpgSCZf4fZC4T3IVcbtkW36G3HAdfaRkWGcmnpF3OzEkrg3AwVPCb9u+gp3fSbI/Iw72/izXFPWbFCFYlsyU1+nE6KXHiGHZ/Klcs1druZ7Di6Q5dNmrsP0b+Q58uwIGMWL+Q6W4oDKKck0CllrJUK+MOJPxSDtrkoQxotdLM6qRO3RCoEJxI6gx49KhQwecnMrPGI+MjGTw4MEADB48mFWrVpXbrtPpCAgIICMjg6SkJDZu3EhgYCDOzs44OTkRGBjIhg0bSEpKIisri4CAAHQ6HYMHDyYyMvKya9zSFOTI5MVRS2DYXCnZNRSJtImZRYkO2EkJDXV4QuRbGpbkSCztRdxx5/eSEG86QIzTiVUSXuo8Xkp4rV3Bw1+6vz1bQvIJdKfXSblx9CYJ/xhlVJx9JQluFEy0dpZQUruHYcmLsPEjEc3cP1/0vQ6GS4GBXRkBvKwk+ZyTj3g9Q2ZLpVqHJ8QT6TNVcjbB74gnU5AtobpTa8t3u1s7i3zNho/BrakYsCNL4MwWea8yfDpDn8lS4RY8XcJxNiWTKEGur1bjSz/X6zW4ZxYMnyuelkKhuCZuaM4lOTkZDw/p23B3dyc5WRr3EhMT8fLyKt3Py8uLxMTES7Z7enpWuN24/+XWuGU5/i8sf13yC4NmgVMdMQLGijGdmXTFgySes5IkR2HjBn3fg/R48VJSToioZLtHZNaIZyuRuz9TUijQbhTYu4OmgwsnRGG4Xle5sR+aD/3+JzdTC1tJ3qfHSq9InbvE81j7voShjB3w6TGma0g9BY4Pgp2nGLqsJKn0Ks4Xb6tOyUjjAwtg4VOS64mcKp6FubX03hhnxNRtL55MQbZUouWnizHxbi8hwvt+l+2+3eW7qgwLayl/7vaiSZTS3AqGzhbDdPGslJwUyTNZ2ELrey/NxSgUiqvipiX0dTodOuMf/W28xnVxYrVUSCUfl9dbZkmzoWdLSaajSSlwsQE6jBG5fSsnKM6TPMOZzaKQ7BcMre+HA39JV79PZzFO22aDe1MpGU6Jhk2fSm7H3ErUgxMPSm6kzzRY/Y7ciHd+J2XFrUfK3JJmA03qw6fWyuvEgxLC82oj595yGKyZIWrBTUMhN0UePV8DOzfT9foPKVEOOGkKWRXlQe32EPYFJOyTXhlrJ9FQ2/J/kLBXPudUT2Rm+r9vGkVcFS7+/+9cTx4Xs+5/ksQHuOcLMdIKheKauaHGxc3NjaSkJDw8PEhKSsLVVRRkPT09SUhIKN0vISEBT09PPD092b59e+n2xMREOnbsWOn+l1vjlqAgC85ul8ZAJ2+ZsGhdJnRobiO5C0MB7JgjuYWzW6XvpO3DMgde06DTU+J9nFot3kLr+6WxsnGI3IS3zzYd062hzHmxqyWGBUqmObpKQjszXjryjy2F48tLJPwx3fyL800d8CCei293SebXDxSvZP888bwS9sGpdZIrCXhIjFh+phgTey+ZNdP6XkiLk4q00+vFWB0Kh8Ph8v3s+FbUAhr1kevc9zsc+FtySyPK9LxUJwaDDAEzcnGiX6FQXDU3tM04KCiI8PBwAMLDw+nTp0+57ZqmsXfvXhwcHPDw8KBbt25s3LiR9PR00tPT2bhxI926dcPDwwN7e3v27t2LpmkVHuviNW4J1n0EvwyBuX3lJmxmKfmFFoPlkREjY4KNoo26klLizASRqndvJtvt60hy2n+ohKri90k+w9gw6Fxf9mvavySEFSfTIv2HSBiqxSCR189Jlrkv696Xai6fztBsgPxqt3GRirITqySZHvCgdPBvmyOlyIfCpTTa3FoqxQbOlH6ZpJJKv72/SKXY4hdhTk+Y2890A3f2hiFfy+f2/iKGtqwAZG6aKDrP7inX2eMVeHKtVHvVBHq9qCbr9KKM0OjumllHofgPUWOey4svvsj27dtJTU2lR48ePPvss4wZM4bnn3+e+fPnU6dOHT799FMAevbsybp16wgODsbGxoYZM2YA4OzszLhx4xg+XJrkxo8fj7OzMwBTpkzh9ddfJy8vjx49etCjh3RbV7bGTacgR+aXgPzyT4+TZkhPf0nYZyXIr3nvjpJQ9+4guQ4jTvUkoe0VAPa1JF+y63t5Lz9DvJHDEVLh1OZ+mUJpaS8GwsxSKqbObhNvI2YH3NVCPutQR3I5F45Aakvxqo6vlOKAIXOk1Dj7gtzkrZ2g0xgxjEZSo+FclMjVF+XD0WXS1+JcT17v/6tkv9OS+G/Y2/RZc0sxpsdXiGz9qXWSB3Hzg296i/e07pAUDzToXn3/LzITJEQYfwACn5X+mYAHpb/I3FpCkQqF4rqoMePyySefVLj9xx8vDW3odDqmTJlS4f7Dhw8vNS5ladWqFYsXL75ku4uLS4Vr3HQsbSVUdOJfmXOyZjrUbgfmPeRmbO0kSfX0OAmNtXu0ROV3qOQp3JtD2mkpqT25unwZrr27NE8CpJxCy0tDt/dXqcw6sgwohoBHpCPdzAJqt5KbaKsRYkx2lhgpHfKrve+74j190V5yJ20flhCW3lxyMVYOYoz0FuLhZCeIMevwuJQ9Jx8XBWY7D/G2zh+REJmVvRgMYx6k8zgpwf53spy/RzMxmlZOcn7Gnhzz6p3tzeHFsLVkHk3CXnh2t4Ti3JtU7zoKxX8Y1aF/o4jeKB5G0wGSRwA4f1Aql+J2yGtrJ2n2MxRKRZVjHUg9Izd1zSClybElVWQ9XxcDlB4D9XugJR1Bd+EYmm0ttMb90NXrKr0wvV+XkmS3xlIhlpVQIp0yVNSFG/aRvIdbY9Hsqt9NPKa8YjGIORdE1iXsc6jXWcp3DcXiWR2YL02KbR8yDbdq0E0eRsK+EI/KwlZyO2UT7HZuojBs6ya9LC71ZGa9o7fIspxYJV5Lw17V+//C3LLMc1tTnkmhUFQb6q/qRpCZBItfMCWKu70kOlfOfuWrqSztJIFelC/5isP/SLgm5aTIu2RfMO2bcVYS4y3CIOUMuoAHwaUBOkMRuugNclxLeymvbRQihimrpAgiO0kS+fU6y/sNekg4yvsu0/x3a0cY+o30sjh5S3GBcYSv3gzqtgOPppJ0t/eU0t+LiY+SJk5LOwl7uTWs+Ptp0P3SsFejPvK4HlJOS0jQybv89mb3SF4n9Qy0HHr9o4kVCsUlKONSE+RnSv+KpkmoZdNncgNrNVxu1s4+MG6LvJ+bIs2Aeenyq97WDfyCJHwGEh7y6SyTFANfgE0zpfIrKwms7CB6i+h9ZV+QX/m/3Sufa3WvKd9xaj20GSk6YfF7RRwzP0NyOz6dJfRm7EUByQ+d+FeMXO+3TAbnYiztyueFLmbDx5L4B/EOgt++1m/06omaB+FPiRjlfb+KATVi6ywJfIVCUWMo41IT7PhOQk4A7Z8wDdOqEwA9XpOKrLQY+G2khJ0GfCxNfAf/llyKhbXkPNybS77DvalIo5jbSFWZUZCxbgdpNrRzkbBS2Q75olzT84JMucnq9DIu2dlHOt3PbJL3DUXljcuen0V2BaQRsc/ka/seNEOZ59q1HeOa1tUkYW8oFiN6dHl546JQKGocZVxqgvgo03NDoem5TS0IekOe7/1DDAuI4bh7qjRF2rmBmZUMzcrLkEmKmfFSUXZqtci55JfMh2/QS5oQd/8gx7FzlyqvY8uh4d3Sn3JqrdxY9eaiAZaXCvlO5TvQzS8KaZ0v0+cRvenav4fuL4tRs7CRvMyNQqcTOZvEA/K6snCcQqGoMZRxqQnaPgRHF8sv6MZ3S4NjfoaUCBvxaCaehGYQIcoWQ0QHa+EYaZBMOmjS2er7nhgWkN6SwBekKuvMehGTdGss+RJDkZQVB0+XRHnT/iINcygcGgaJjApIjqT/hyIzY24l3lFZmg2QXElxgZQeX4nEg+I56c1kLotHST9OnTYw9Ovr/DKvke4vSw+Qha00lyoUihuKMi7VSUYcrP9EDMOQbyQX4tpAhBsvpnEIPPIPnNstkvc6DcwtRCOsrORKbqok9G3dpOnRwlZ+iTvWkfkpdTtJRVj0JvhhgHzm8D+SxPZuL4nyc7vLizzWair5Gf9BFV9Hoz4wbqsYq6r86t/6pTQ9ghjMAR9W+SurMezdIUAJTyoUNwtlXK6X4sISAUZLOLQIdpaMGTh/RPonKkOnE2mXNe/I69wUuOsxaP+YbK/bXvIq5tZiRO4aJRVkDt5S2eXqB36V5BF0OgmDmZlLyXLzQeIB1e8KabESJrtST4dLSZd/bqoUDzjWlQKCiiibT7mRuRWFQnHLoozL9RC3G5a8LMnzAR+Xz2NYOVy5f8I4LwUkT2NlByHvyqyR4gKI3SEJfmsnmD/atG/9LpfOGqnXGQbPFs+nKN90k7e0gbolkxrdrnI+SVoM/P0ExGyVUF+/9+W6LqbzeFFv1ptJzkehUPznUcbletjzK5wrMRAbP5G+kLx0CY+1HCYhosh3ZKJhwyARfWw51NRI2PYh6TPR6aHVMNlmaSszVnZ+J3PfPVvKtEhjp7ulfcVDrPRm4FwXIsZKHmfPLzBm3fVJmcTuEMMCcry7HjMZqrJ4+cOgL659HYVCccehjMv1ULYB0qku2LrIbBIjR5aIMCRIHqZ5mBgG77ayrflAGL9djIsxDAWw/29Y94E8j90OY9ZKr8a5fVCrkSSqKyIryVT+m5siIa3rMS7O9cUbK8qXoV8Ontd+LIVC8Z9CGZfrod0oKbUtLpAGyYspW+JrFI+8GNcKRvVqRabnRQUS4nJrJI/LUT9QFI+PLYeuz5mqtq6VundJ0cH5o5IDcqp7fcdTKBT/GZRxuR6c6kC35yp/v0EPmS55dqvMM3FvJo2UV8J/mAz9Sjsj4o6WVRRudPCUKrW8NGmo1JtV7XOXo15neSgUCsVVoIxLTWJmIT0kF/eRXAnnujJx8VqwsAILFb5SKBQ3lxs6LExxlRTmQmH+zT4LhUKhuGqUcblVObkWvuwM3/eFuD2yzWCAXT/CV4EQOV3kYRQKheIWRIXFblXWvCtTHokW4UvvtlJxtvg5SfAnHhCV4xY1NPpXoVAoroM71nNZv349ffv2JTg4mDlz5tzs07l6ylaRGdWOza2k6syIhc2NPSeFQqGoInek51JcXMy0adOYO3cunp6eDB8+nKCgIBo1ukIp761Er9dFA8zCRsYRA9RqAvf+LLPmPVuAX8+be44KhUJRCXekcYmKiqJ+/fr4+PgAEBoaSmRk5O1lXFwbQI+XLt3epK88FAqF4hbmjgyLJSYm4uXlVfra09OTxMTEm3hGCoVC8d/ijjQuCoVCobi53JHGxdPTk4SEhNLXiYmJeHqqxkKFQqG4UdyRxqVVq1ZER0cTExNDQUEBS5YsISgo6GaflkKhUPxnuCMT+ubm5kyePJknnniC4uJihg0bRuPGjW/2aSkUCsV/hjvSuAD07NmTnj1Vqa5CoVDcDO7IsJhCoVAobi53rOdytcTFxTF06NCbfRoKhUJxWxEXF1fhdp2mGYetKxQKhUJRPaiwmEKhUCiqHWVcFAqFQlHtKOOiUCgUimpHGReFQqFQVDvKuCgUCoWi2lHGRaFQKBTVjjIutxmvv/46Xbp0YeDAgaXb0tLSGD16NCEhIYwePZr09HQANE3jnXfeITg4mLCwMA4ePFj6mYULFxISEkJISAgLFy684ddxOeLj43n44YcZMGAAoaGh/Pjjj8CddZ35+fkMHz6ce+65h9DQUD7//HMAYmJiGDFiBMHBwTz//PMUFBQAUFBQwPPPP09wcDAjRowgNja29FizZ88mODiYvn37smHDhptyPZejuLiYwYMH89RTTwF35jUGBQURFhbGoEGDSvvl7qR/r9eEprit2L59u3bgwAEtNDS0dNv//vc/bfbs2Zqmadrs2bO1Dz74QNM0TVu7dq32+OOPawaDQduzZ482fPhwTdM0LTU1VQsKCtJSU1O1tLQ0LSgoSEtLS7vxF1MJiYmJ2oEDBzRN07TMzEwtJCREO378+B11nQaDQcvKytI0TdMKCgq04cOHa3v27NEmTJigLV68WNM0TZs0aZL266+/apqmab/88os2adIkTdM0bfHixdpzzz2naZqmHT9+XAsLC9Py8/O1s2fPan369NGKiopu/AVdhu+//1578cUXtTFjxmiapt2R19i7d28tOTm53LY76d/rtaA8l9uMDh064OTkVG5bZGQkgwcPBmDw4MGsWrWq3HadTkdAQAAZGRkkJSWxceNGAgMDcXZ2xsnJicDAwFvq16CHhwf+/v4A2Nvb4+fnR2Ji4h11nTqdDjs7OwCKioooKipCp9OxdetW+vaVSaNDhgwhMjISgNWrVzNkyBAA+vbty5YtW9A0jcjISEJDQ7G0tMTHx4f69esTFRV1cy6qAhISEli7di3Dhw8H5Ff7nXaNlXEn/Xu9FpRxuQNITk7Gw8MDAHd3d5KTk4FLJ3J6eXmRmJh4W03qjI2N5fDhw7Rp0+aOu87i4mIGDRpE165d6dq1Kz4+Pjg6OmJuLqpMxusAucbatWsDovrt4OBAamrqLX+NM2bM4JVXXkGvl1tNamrqHXeNRh5//HGGDh3Kn3/+CdzZf5dVQWmL3WHodDp0Ot3NPo1qITs7mwkTJvDGG29gb29f7r074TrNzMyIiIggIyOD8ePHc+rUqZt9StXKmjVrcHV1pWXLlmzbtu1mn06N8vvvv+Pp6UlycjKjR4/Gz8+v3Pt3wr/Xq0V5LncAbm5uJCUlAZCUlISrqytw6UTOhIQEPD09b4tJnYWFhUyYMIGwsDBCQkKAO/M6ARwdHenUqRN79+4lIyODoqIiwHQdINcYHx8PSBgtMzMTFxeXW/oad+/ezerVqwkKCuLFF/+/vfsJieIN4wD+3aLIQ1AWgQRhiR2kok5OrHWY2RXcZtdsERFqq1sQ9sftFv3xEEKmh7a2S+ElCipzD25qxrrEKhP991CHjGqlTrFlaO2Y8nQQhzb99Vv3Nz+E5fs57b7zvu++Dww8zOw7zzTCMAycO3cur2KcMbOeVatWwe12Y2hoKG/P12wxueQBVVURiUQAAJFIBJqmZbSLCF68eIHly5djzZo1qKioQCKRwOjoKEZHR5FIJFBRUbGAEWQSEZw8eRIbNmzAwYMHrfZ8ijOVSuHbt28AgHQ6jcHBQZSUlKC8vBy9vb0ApncOzbxBVVVVa/dQb28vFEWBw+GAqqqIRqOYmJjAyMgI3r9/jy1btixMUH8IBoN4+PAhYrEY2traoCgKWltb8ypGAPj+/TvGxsaszwMDAygtLc2r8zUnC7iZgHJw/PhxcTqdUlZWJjt27JBbt25JKpWSQCAgbrdb9u/fL1++fBGR6R1JZ8+eFU3TRNd1GRoasua5ffu2uFwucblccufOnQWKZm6PHz+WjRs3iq7r4vP5xOfzSTwez6s4X79+LdXV1aLruuzatUtCoZCIiCSTSfH7/eJyuaShoUFM0xQRkXQ6LQ0NDeJyucTv90symbTmCofDommaVFZWSjweX5B4/o1hGNZusXyLMZlMitfrFa/XKx6PR8LhsIhIXp2vuWDJfSIish1vixERke2YXIiIyHZMLkREZDsmFyIish2TCxER2Y7JhShHnz9/RjAYhKZp2LNnD+rq6tDX15fV2G3bts1qu3nzpvVcRLYmJyehKAouXLgwr3FE/zeWfyHKgYjg8OHD2L17N1pbWwEAHz9+RCwWm9V3cnLSqqX1N/X19fNex8DAAIqLi9HT04NgMDhniZGpqSksXrx43nMT/Re8ciHKgWEYWLJkSUZCWLt2Lfbt2wcAuHv3Lg4dOoRAIIADBw5kNWcoFMK1a9fw9u1bq4owMF280+v1zjkmGo0iEAigqKgIz58/t9pVVUVLSwtqamrQ09ODRCKBuro61NTU4MiRIxgfHwcAXLp0CX6/H7qu49SpU+Bjb2QXJheiHLx58wZlZWV/7fPq1StcvHgR169fn9fcJSUl+PnzJ0ZGRgAA9+7dQ1VV1ax+pmlicHAQqqpC13VEo9GM4ytWrEBnZye2b9+OK1euoL29HZ2dndi0aRPa29sBAHv37kVHRwe6urqQTqfR398/r7US/RMmFyIbNDU1wefzwe/3W20z7+bIRVVVFbq7uwEA3d3d8Hg8s/r09/ejvLwcy5YtQ2VlJR48eICpqSnr+MyYly9fYnh4GPX19aiurkYkEsGnT58AAI8ePUJtbS28Xi8Mw8Dw8HBO6yX6E/9zIcpBaWkp7t+/b30/c+YMUqlUxu2sgoKCnOf3eDw4evQo3G43HA4HiouLZ/WJRqN4+vSpVfjx69evMAwDTqcz4/dFBE6nE21tbRnjTdNEU1MTOjo6UFRUhFAoBNM0c14z0e945UKUA0VRYJombty4YbWl02nb5l+3bh0WLVqEcDg85y2xsbExPHnyBPF4HLFYDLFYDKdPn0ZXV9esvlu3bsWzZ8/w4cMHANOVe9+9e2clkpUrV2J8fNyqVExkB165EOXA4XDg8uXLaG5uxtWrV1FYWIiCggKcOHEiq/E/fvzAzp07re+/v1pghsfjwfnz563XAP+ur68PiqJg6dKlVpumaWhpacHExERG38LCQjQ3N6OxsdE6duzYMaxfvx61tbXQdR2rV6/G5s2bs1o7UTZYFZmIiGzH22JERGQ7JhciIrIdkwsREdmOyYWIiGzH5EJERLZjciEiItsxuRARke1+AT64V4GOczFkAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Roof Matl\", s=15, data=df);"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Roof Style\", s=15, data=df);"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [],
"source": [
"del df[\"Roof Matl\"]\n",
"del df[\"Roof Style\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Sale Info\n",
"\n",
"Partial and abnormal (= foreclosure) sales seem to make a change with higher and lower prices respectively. These two types will be encoded in factor variables *partial_sale* and *abnormal_sale*. The impact seems to be not big though."
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"Sale Condition\n",
"Normal 2396\n",
"Partial 233\n",
"Abnorml 189\n",
"Family 46\n",
"Alloca 22\n",
"AdjLand 12\n",
"Name: count, dtype: int64"
]
},
"execution_count": 78,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[\"Sale Condition\"].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Sale Condition\", s=15, data=df);"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1440x720 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot = sns.lmplot(\n",
" x=\"Gr Liv Area\", y=\"SalePrice\", col=\"Sale Condition\", hue=\"Sale Condition\",\n",
" data=df, robust=True, col_wrap=4, ci=None, truncate=True, scatter_kws={\"s\": 15},\n",
")\n",
"# Adjust font sizes.\n",
"for ax in plot.axes:\n",
" ax.set_title(ax.get_title(), fontsize=20)\n",
" ax.set_xlabel(ax.get_xlabel(), fontsize=16)\n",
" ax.set_ylabel(ax.get_ylabel(), fontsize=16)"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {},
"outputs": [],
"source": [
"df[\"partial_sale\"] = df[\"Sale Condition\"].apply(lambda x: 1 if x == \"Partial\" else 0)\n",
"df[\"abnormal_sale\"] = df[\"Sale Condition\"].apply(lambda x: 1 if x == \"Abnorml\" else 0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Homes that are sold for the first time cleare are priced higher. A factor variable *new_home* is introduced."
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Sale Type\", s=15, data=df);"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [],
"source": [
"df[\"new_home\"] = df[\"Sale Type\"].apply(lambda x: 1 if x == \"New\" else 0)"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {},
"outputs": [],
"source": [
"new_variables.extend([\"partial_sale\", \"abnormal_sale\", \"new_home\"])"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [],
"source": [
"del df[\"Sale Condition\"]\n",
"del df[\"Sale Type\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Show summary of counts:"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"partial_sale 233\n",
"abnormal_sale 189\n",
"new_home 227\n",
"dtype: int64"
]
},
"execution_count": 86,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[[\"partial_sale\", \"abnormal_sale\", \"new_home\"]].sum()"
]
},
{
"cell_type": "code",
"execution_count": 87,
"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></th>\n",
" <th>partial_sale</th>\n",
" <th>abnormal_sale</th>\n",
" <th>new_home</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Order</th>\n",
" <th>PID</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <th>526301100</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <th>526350040</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <th>526351010</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <th>526353030</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <th>527105010</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" partial_sale abnormal_sale new_home\n",
"Order PID \n",
"1 526301100 0 0 0\n",
"2 526350040 0 0 0\n",
"3 526351010 0 0 0\n",
"4 526353030 0 0 0\n",
"5 527105010 0 0 0"
]
},
"execution_count": 87,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[[\"partial_sale\", \"abnormal_sale\", \"new_home\"]].head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Street Name\n",
"\n",
"Looking at the value counts this variable is pretty useless."
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Street\n",
"Pave 2886\n",
"Grvl 12\n",
"Name: count, dtype: int64"
]
},
"execution_count": 88,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[\"Street\"].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [],
"source": [
"del df[\"Street\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Age & Remodeling\n",
"\n",
"The dataset was put together over several years. Therefore, the variables with year numbers need to be aligned to indicate the right ages."
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [],
"source": [
"# For one house the year of being remodeled is one year\n",
"# before it was built. That input error is corrected.\n",
"input_error = (df[\"Year Remod/Add\"] < df[\"Year Built\"])\n",
"assert input_error.sum() == 1\n",
"df.loc[input_error, \"Year Remod/Add\"] = df.loc[input_error, \"Year Built\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Introduce a factor variable *remodeled*. Almost half the houses were remodeled at some point in time."
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"46"
]
},
"execution_count": 91,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"remodeled = (df[\"Year Remod/Add\"] > df[\"Year Built\"])\n",
"df[\"remodeled\"] = 0\n",
"df.loc[remodeled, \"remodeled\"] = 1\n",
"round(100 * remodeled.sum() / df.shape[0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create discrete variables *years_since_built* and *years_since_remodeled*."
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [],
"source": [
"df[\"years_since_built\"] = df[\"Yr Sold\"] - df[\"Year Built\"]\n",
"df[\"years_since_remodeled\"] = df[\"Yr Sold\"] - df[\"Year Remod/Add\"]"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df[[\"years_since_built\", \"years_since_remodeled\"]].hist(bins=20);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Two factor variables *recently_built* and *recently_remodeled* are created indicating that the corresponding action took place in the last 10 years. The two scatter plots below suggest that these groups of \"recent vs. old\" affect the price."
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {},
"outputs": [],
"source": [
"df[\"recently_built\"] = df[\"years_since_built\"].apply(lambda x: 1 if x <= 10 else 0)\n",
"df[\"recently_remodeled\"] = df[\"years_since_remodeled\"].apply(lambda x: 1 if x <= 10 else 0)"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"recently_built\", s=15, data=df);"
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"recently_remodeled\", s=15, data=df);"
]
},
{
"cell_type": "code",
"execution_count": 97,
"metadata": {},
"outputs": [],
"source": [
"del df[\"Yr Sold\"]\n",
"del df[\"Year Built\"]\n",
"del df[\"Year Remod/Add\"]"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {},
"outputs": [],
"source": [
"age_columns = [\n",
" \"remodeled\", \"years_since_built\", \"years_since_remodeled\",\n",
" \"recently_built\", \"recently_remodeled\",\n",
"]\n",
"new_variables.extend(age_columns)"
]
},
{
"cell_type": "code",
"execution_count": 99,
"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></th>\n",
" <th>remodeled</th>\n",
" <th>years_since_built</th>\n",
" <th>years_since_remodeled</th>\n",
" <th>recently_built</th>\n",
" <th>recently_remodeled</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Order</th>\n",
" <th>PID</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>1</th>\n",
" <th>526301100</th>\n",
" <td>0</td>\n",
" <td>50</td>\n",
" <td>50</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <th>526350040</th>\n",
" <td>0</td>\n",
" <td>49</td>\n",
" <td>49</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <th>526351010</th>\n",
" <td>0</td>\n",
" <td>52</td>\n",
" <td>52</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <th>526353030</th>\n",
" <td>0</td>\n",
" <td>42</td>\n",
" <td>42</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <th>527105010</th>\n",
" <td>1</td>\n",
" <td>13</td>\n",
" <td>12</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" remodeled years_since_built years_since_remodeled \\\n",
"Order PID \n",
"1 526301100 0 50 50 \n",
"2 526350040 0 49 49 \n",
"3 526351010 0 52 52 \n",
"4 526353030 0 42 42 \n",
"5 527105010 1 13 12 \n",
"\n",
" recently_built recently_remodeled \n",
"Order PID \n",
"1 526301100 0 0 \n",
"2 526350040 0 0 \n",
"3 526351010 0 0 \n",
"4 526353030 0 0 \n",
"5 527105010 0 0 "
]
},
"execution_count": 99,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[age_columns].head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Outliers\n",
"\n",
"The instructors' notes state:\n",
"\n",
"> **Five observations** that an instructor may wish to remove from the data set before giving it to students (a plot of SALE PRICE versus GR LIV AREA will quickly indicate these\n",
"points). Three of them are true **outliers** (Partial Sales that likely don’t represent actual market values) and two of them are simply unusual sales (very large houses priced\n",
"relatively appropriately). I would **recommend removing any houses with more than\n",
"4000 square feet** from the data set (which eliminates these five unusual observations)\n",
"before assigning it to students.\n",
"\n",
"To apply a more \"rigorous\" approach, outlier detection is conducted with a so-called Isolation Forest."
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {},
"outputs": [],
"source": [
"# Use only numeric columns that are strongly correlated with the target.\n",
"# This mitigates the risk that a \"not so good\" chosen factor variable introduced\n",
"# in this notebook causes an observation to be removed as an outlier.\n",
"with open(\"data/correlated_variables.json\", \"r\") as file:\n",
" content = json.loads(file.read())\n",
"strongly_correlated = content[\"strongly_correlated\"]\n",
"df_encoded = encode_ordinals(df[list(set(strongly_correlated) & set(df.columns))])\n",
"iso = IsolationForest(n_estimators=100, bootstrap=True, contamination=0.005, random_state=random_state)\n",
"outliers = pd.DataFrame(\n",
" iso.fit_predict(df_encoded), columns=[\"outlier\"], index=df.index\n",
")\n",
"outliers[\"outlier\"] = outliers[\"outlier\"].apply(lambda x: 1 if x < 0 else 0)\n",
"df = pd.concat([df, outliers], axis=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The five aforementioned outliers are among the ones detected."
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"outlier\", s=15, data=df);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We concur with the notes from the paper and remove only the sales of houses with more than 4000 square feet."
]
},
{
"cell_type": "code",
"execution_count": 102,
"metadata": {},
"outputs": [],
"source": [
"# Remove the outliers.\n",
"df = df[df[\"Gr Liv Area\"] <= 4000]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Save the Results"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Save the Data"
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {},
"outputs": [],
"source": [
"# Re-order the columns for convenience.\n",
"final_columns = (\n",
" sorted(set(list(ALL_COLUMNS.keys()) + new_variables) & set(df.columns))\n",
" + TARGET_VARIABLES\n",
")\n",
"df = df[final_columns]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Discarding useless and adding new predictors changed the final dataset significantly."
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(2893, 109)"
]
},
"execution_count": 104,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.shape"
]
},
{
"cell_type": "code",
"execution_count": 105,
"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></th>\n",
" <th>1st Flr SF</th>\n",
" <th>1st Flr SF (box-cox-0)</th>\n",
" <th>2nd Flr SF</th>\n",
" <th>3Ssn Porch</th>\n",
" <th>Bedroom AbvGr</th>\n",
" <th>Bsmt Cond</th>\n",
" <th>Bsmt Exposure</th>\n",
" <th>Bsmt Full Bath</th>\n",
" <th>Bsmt Half Bath</th>\n",
" <th>Bsmt Qual</th>\n",
" <th>Bsmt Unf SF</th>\n",
" <th>BsmtFin SF 1</th>\n",
" <th>BsmtFin SF 2</th>\n",
" <th>BsmtFin Type 1</th>\n",
" <th>BsmtFin Type 2</th>\n",
" <th>Electrical</th>\n",
" <th>Enclosed Porch</th>\n",
" <th>Fence</th>\n",
" <th>Fireplace Qu</th>\n",
" <th>Fireplaces</th>\n",
" <th>Full Bath</th>\n",
" <th>Functional</th>\n",
" <th>Garage Area</th>\n",
" <th>Garage Cars</th>\n",
" <th>Garage Cond</th>\n",
" <th>Garage Finish</th>\n",
" <th>Garage Qual</th>\n",
" <th>Gr Liv Area</th>\n",
" <th>Gr Liv Area (box-cox-0)</th>\n",
" <th>Half Bath</th>\n",
" <th>Kitchen AbvGr</th>\n",
" <th>Kitchen Qual</th>\n",
" <th>Land Slope</th>\n",
" <th>Lot Area</th>\n",
" <th>Lot Area (box-cox-0.1)</th>\n",
" <th>Lot Shape</th>\n",
" <th>Low Qual Fin SF</th>\n",
" <th>Mas Vnr Area</th>\n",
" <th>Misc Val</th>\n",
" <th>Mo Sold</th>\n",
" <th>Open Porch SF</th>\n",
" <th>Overall Cond</th>\n",
" <th>Overall Qual</th>\n",
" <th>Paved Drive</th>\n",
" <th>Pool Area</th>\n",
" <th>Pool QC</th>\n",
" <th>Screen Porch</th>\n",
" <th>TotRms AbvGrd</th>\n",
" <th>Total Bath</th>\n",
" <th>Total Bsmt SF</th>\n",
" <th>Total Porch SF</th>\n",
" <th>Total SF</th>\n",
" <th>Total SF (box-cox-0.2)</th>\n",
" <th>Utilities</th>\n",
" <th>Wood Deck SF</th>\n",
" <th>abnormal_sale</th>\n",
" <th>air_cond</th>\n",
" <th>build_type_1Fam</th>\n",
" <th>build_type_2Fam</th>\n",
" <th>build_type_Twnhs</th>\n",
" <th>found_BrkTil</th>\n",
" <th>found_CBlock</th>\n",
" <th>found_PConc</th>\n",
" <th>has 2nd Flr</th>\n",
" <th>has Bsmt</th>\n",
" <th>has Fireplace</th>\n",
" <th>has Garage</th>\n",
" <th>has Pool</th>\n",
" <th>has Porch</th>\n",
" <th>major_street</th>\n",
" <th>new_home</th>\n",
" <th>nhood_Blmngtn</th>\n",
" <th>nhood_Blueste</th>\n",
" <th>nhood_BrDale</th>\n",
" <th>nhood_BrkSide</th>\n",
" <th>nhood_ClearCr</th>\n",
" <th>nhood_CollgCr</th>\n",
" <th>nhood_Crawfor</th>\n",
" <th>nhood_Edwards</th>\n",
" <th>nhood_Gilbert</th>\n",
" <th>nhood_Greens</th>\n",
" <th>nhood_GrnHill</th>\n",
" <th>nhood_IDOTRR</th>\n",
" <th>nhood_Landmrk</th>\n",
" <th>nhood_MeadowV</th>\n",
" <th>nhood_Mitchel</th>\n",
" <th>nhood_NPkVill</th>\n",
" <th>nhood_NWAmes</th>\n",
" <th>nhood_Names</th>\n",
" <th>nhood_NoRidge</th>\n",
" <th>nhood_NridgHt</th>\n",
" <th>nhood_OldTown</th>\n",
" <th>nhood_SWISU</th>\n",
" <th>nhood_Sawyer</th>\n",
" <th>nhood_SawyerW</th>\n",
" <th>nhood_Somerst</th>\n",
" <th>nhood_StoneBr</th>\n",
" <th>nhood_Timber</th>\n",
" <th>nhood_Veenker</th>\n",
" <th>park</th>\n",
" <th>partial_sale</th>\n",
" <th>railway</th>\n",
" <th>recently_built</th>\n",
" <th>recently_remodeled</th>\n",
" <th>remodeled</th>\n",
" <th>years_since_built</th>\n",
" <th>years_since_remodeled</th>\n",
" <th>SalePrice</th>\n",
" <th>SalePrice (box-cox-0)</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Order</th>\n",
" <th>PID</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></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>1</th>\n",
" <th>526301100</th>\n",
" <td>1656.0</td>\n",
" <td>7.412160</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>3</td>\n",
" <td>Gd</td>\n",
" <td>Gd</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>TA</td>\n",
" <td>441.0</td>\n",
" <td>639.0</td>\n",
" <td>0.0</td>\n",
" <td>BLQ</td>\n",
" <td>Unf</td>\n",
" <td>SBrkr</td>\n",
" <td>0.0</td>\n",
" <td>NA</td>\n",
" <td>Gd</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>Typ</td>\n",
" <td>528.0</td>\n",
" <td>2</td>\n",
" <td>TA</td>\n",
" <td>Fin</td>\n",
" <td>TA</td>\n",
" <td>1656.0</td>\n",
" <td>7.412160</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>TA</td>\n",
" <td>Gtl</td>\n",
" <td>31770.0</td>\n",
" <td>18.196923</td>\n",
" <td>IR1</td>\n",
" <td>0.0</td>\n",
" <td>112.0</td>\n",
" <td>0.0</td>\n",
" <td>5</td>\n",
" <td>62.0</td>\n",
" <td>5</td>\n",
" <td>6</td>\n",
" <td>P</td>\n",
" <td>0.0</td>\n",
" <td>NA</td>\n",
" <td>0.0</td>\n",
" <td>7</td>\n",
" <td>2.0</td>\n",
" <td>1080.0</td>\n",
" <td>272.0</td>\n",
" <td>2736.0</td>\n",
" <td>19.344072</td>\n",
" <td>AllPub</td>\n",
" <td>210.0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>50</td>\n",
" <td>50</td>\n",
" <td>215000.0</td>\n",
" <td>12.278393</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <th>526350040</th>\n",
" <td>896.0</td>\n",
" <td>6.797940</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2</td>\n",
" <td>TA</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>TA</td>\n",
" <td>270.0</td>\n",
" <td>468.0</td>\n",
" <td>144.0</td>\n",
" <td>Rec</td>\n",
" <td>LwQ</td>\n",
" <td>SBrkr</td>\n",
" <td>0.0</td>\n",
" <td>MnPrv</td>\n",
" <td>NA</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>Typ</td>\n",
" <td>730.0</td>\n",
" <td>1</td>\n",
" <td>TA</td>\n",
" <td>Unf</td>\n",
" <td>TA</td>\n",
" <td>896.0</td>\n",
" <td>6.797940</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>TA</td>\n",
" <td>Gtl</td>\n",
" <td>11622.0</td>\n",
" <td>15.499290</td>\n",
" <td>Reg</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>6</td>\n",
" <td>0.0</td>\n",
" <td>6</td>\n",
" <td>5</td>\n",
" <td>Y</td>\n",
" <td>0.0</td>\n",
" <td>NA</td>\n",
" <td>120.0</td>\n",
" <td>5</td>\n",
" <td>1.0</td>\n",
" <td>882.0</td>\n",
" <td>260.0</td>\n",
" <td>1778.0</td>\n",
" <td>17.333478</td>\n",
" <td>AllPub</td>\n",
" <td>140.0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>49</td>\n",
" <td>49</td>\n",
" <td>105000.0</td>\n",
" <td>11.561716</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <th>526351010</th>\n",
" <td>1329.0</td>\n",
" <td>7.192182</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>3</td>\n",
" <td>TA</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>TA</td>\n",
" <td>406.0</td>\n",
" <td>923.0</td>\n",
" <td>0.0</td>\n",
" <td>ALQ</td>\n",
" <td>Unf</td>\n",
" <td>SBrkr</td>\n",
" <td>0.0</td>\n",
" <td>NA</td>\n",
" <td>NA</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>Typ</td>\n",
" <td>312.0</td>\n",
" <td>1</td>\n",
" <td>TA</td>\n",
" <td>Unf</td>\n",
" <td>TA</td>\n",
" <td>1329.0</td>\n",
" <td>7.192182</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>Gd</td>\n",
" <td>Gtl</td>\n",
" <td>14267.0</td>\n",
" <td>16.027549</td>\n",
" <td>IR1</td>\n",
" <td>0.0</td>\n",
" <td>108.0</td>\n",
" <td>12500.0</td>\n",
" <td>6</td>\n",
" <td>36.0</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>Y</td>\n",
" <td>0.0</td>\n",
" <td>NA</td>\n",
" <td>0.0</td>\n",
" <td>6</td>\n",
" <td>1.5</td>\n",
" <td>1329.0</td>\n",
" <td>429.0</td>\n",
" <td>2658.0</td>\n",
" <td>19.203658</td>\n",
" <td>AllPub</td>\n",
" <td>393.0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>52</td>\n",
" <td>52</td>\n",
" <td>172000.0</td>\n",
" <td>12.055250</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <th>526353030</th>\n",
" <td>2110.0</td>\n",
" <td>7.654443</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>3</td>\n",
" <td>TA</td>\n",
" <td>No</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>TA</td>\n",
" <td>1045.0</td>\n",
" <td>1065.0</td>\n",
" <td>0.0</td>\n",
" <td>ALQ</td>\n",
" <td>Unf</td>\n",
" <td>SBrkr</td>\n",
" <td>0.0</td>\n",
" <td>NA</td>\n",
" <td>TA</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>Typ</td>\n",
" <td>522.0</td>\n",
" <td>2</td>\n",
" <td>TA</td>\n",
" <td>Fin</td>\n",
" <td>TA</td>\n",
" <td>2110.0</td>\n",
" <td>7.654443</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>Ex</td>\n",
" <td>Gtl</td>\n",
" <td>11160.0</td>\n",
" <td>15.396064</td>\n",
" <td>Reg</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>4</td>\n",
" <td>0.0</td>\n",
" <td>5</td>\n",
" <td>7</td>\n",
" <td>Y</td>\n",
" <td>0.0</td>\n",
" <td>NA</td>\n",
" <td>0.0</td>\n",
" <td>8</td>\n",
" <td>3.5</td>\n",
" <td>2110.0</td>\n",
" <td>0.0</td>\n",
" <td>4220.0</td>\n",
" <td>21.548042</td>\n",
" <td>AllPub</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>42</td>\n",
" <td>42</td>\n",
" <td>244000.0</td>\n",
" <td>12.404924</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <th>527105010</th>\n",
" <td>928.0</td>\n",
" <td>6.833032</td>\n",
" <td>701.0</td>\n",
" <td>0.0</td>\n",
" <td>3</td>\n",
" <td>TA</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>Gd</td>\n",
" <td>137.0</td>\n",
" <td>791.0</td>\n",
" <td>0.0</td>\n",
" <td>GLQ</td>\n",
" <td>Unf</td>\n",
" <td>SBrkr</td>\n",
" <td>0.0</td>\n",
" <td>MnPrv</td>\n",
" <td>TA</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>Typ</td>\n",
" <td>482.0</td>\n",
" <td>2</td>\n",
" <td>TA</td>\n",
" <td>Fin</td>\n",
" <td>TA</td>\n",
" <td>1629.0</td>\n",
" <td>7.395722</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>TA</td>\n",
" <td>Gtl</td>\n",
" <td>13830.0</td>\n",
" <td>15.946705</td>\n",
" <td>IR1</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>3</td>\n",
" <td>34.0</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>Y</td>\n",
" <td>0.0</td>\n",
" <td>NA</td>\n",
" <td>0.0</td>\n",
" <td>6</td>\n",
" <td>2.5</td>\n",
" <td>928.0</td>\n",
" <td>246.0</td>\n",
" <td>2557.0</td>\n",
" <td>19.016856</td>\n",
" <td>AllPub</td>\n",
" <td>212.0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>13</td>\n",
" <td>12</td>\n",
" <td>189900.0</td>\n",
" <td>12.154253</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 1st Flr SF 1st Flr SF (box-cox-0) 2nd Flr SF 3Ssn Porch \\\n",
"Order PID \n",
"1 526301100 1656.0 7.412160 0.0 0.0 \n",
"2 526350040 896.0 6.797940 0.0 0.0 \n",
"3 526351010 1329.0 7.192182 0.0 0.0 \n",
"4 526353030 2110.0 7.654443 0.0 0.0 \n",
"5 527105010 928.0 6.833032 701.0 0.0 \n",
"\n",
" Bedroom AbvGr Bsmt Cond Bsmt Exposure Bsmt Full Bath \\\n",
"Order PID \n",
"1 526301100 3 Gd Gd 1 \n",
"2 526350040 2 TA No 0 \n",
"3 526351010 3 TA No 0 \n",
"4 526353030 3 TA No 1 \n",
"5 527105010 3 TA No 0 \n",
"\n",
" Bsmt Half Bath Bsmt Qual Bsmt Unf SF BsmtFin SF 1 \\\n",
"Order PID \n",
"1 526301100 0 TA 441.0 639.0 \n",
"2 526350040 0 TA 270.0 468.0 \n",
"3 526351010 0 TA 406.0 923.0 \n",
"4 526353030 0 TA 1045.0 1065.0 \n",
"5 527105010 0 Gd 137.0 791.0 \n",
"\n",
" BsmtFin SF 2 BsmtFin Type 1 BsmtFin Type 2 Electrical \\\n",
"Order PID \n",
"1 526301100 0.0 BLQ Unf SBrkr \n",
"2 526350040 144.0 Rec LwQ SBrkr \n",
"3 526351010 0.0 ALQ Unf SBrkr \n",
"4 526353030 0.0 ALQ Unf SBrkr \n",
"5 527105010 0.0 GLQ Unf SBrkr \n",
"\n",
" Enclosed Porch Fence Fireplace Qu Fireplaces Full Bath \\\n",
"Order PID \n",
"1 526301100 0.0 NA Gd 2 1 \n",
"2 526350040 0.0 MnPrv NA 0 1 \n",
"3 526351010 0.0 NA NA 0 1 \n",
"4 526353030 0.0 NA TA 2 2 \n",
"5 527105010 0.0 MnPrv TA 1 2 \n",
"\n",
" Functional Garage Area Garage Cars Garage Cond \\\n",
"Order PID \n",
"1 526301100 Typ 528.0 2 TA \n",
"2 526350040 Typ 730.0 1 TA \n",
"3 526351010 Typ 312.0 1 TA \n",
"4 526353030 Typ 522.0 2 TA \n",
"5 527105010 Typ 482.0 2 TA \n",
"\n",
" Garage Finish Garage Qual Gr Liv Area \\\n",
"Order PID \n",
"1 526301100 Fin TA 1656.0 \n",
"2 526350040 Unf TA 896.0 \n",
"3 526351010 Unf TA 1329.0 \n",
"4 526353030 Fin TA 2110.0 \n",
"5 527105010 Fin TA 1629.0 \n",
"\n",
" Gr Liv Area (box-cox-0) Half Bath Kitchen AbvGr \\\n",
"Order PID \n",
"1 526301100 7.412160 0 1 \n",
"2 526350040 6.797940 0 1 \n",
"3 526351010 7.192182 1 1 \n",
"4 526353030 7.654443 1 1 \n",
"5 527105010 7.395722 1 1 \n",
"\n",
" Kitchen Qual Land Slope Lot Area Lot Area (box-cox-0.1) \\\n",
"Order PID \n",
"1 526301100 TA Gtl 31770.0 18.196923 \n",
"2 526350040 TA Gtl 11622.0 15.499290 \n",
"3 526351010 Gd Gtl 14267.0 16.027549 \n",
"4 526353030 Ex Gtl 11160.0 15.396064 \n",
"5 527105010 TA Gtl 13830.0 15.946705 \n",
"\n",
" Lot Shape Low Qual Fin SF Mas Vnr Area Misc Val Mo Sold \\\n",
"Order PID \n",
"1 526301100 IR1 0.0 112.0 0.0 5 \n",
"2 526350040 Reg 0.0 0.0 0.0 6 \n",
"3 526351010 IR1 0.0 108.0 12500.0 6 \n",
"4 526353030 Reg 0.0 0.0 0.0 4 \n",
"5 527105010 IR1 0.0 0.0 0.0 3 \n",
"\n",
" Open Porch SF Overall Cond Overall Qual Paved Drive \\\n",
"Order PID \n",
"1 526301100 62.0 5 6 P \n",
"2 526350040 0.0 6 5 Y \n",
"3 526351010 36.0 6 6 Y \n",
"4 526353030 0.0 5 7 Y \n",
"5 527105010 34.0 5 5 Y \n",
"\n",
" Pool Area Pool QC Screen Porch TotRms AbvGrd Total Bath \\\n",
"Order PID \n",
"1 526301100 0.0 NA 0.0 7 2.0 \n",
"2 526350040 0.0 NA 120.0 5 1.0 \n",
"3 526351010 0.0 NA 0.0 6 1.5 \n",
"4 526353030 0.0 NA 0.0 8 3.5 \n",
"5 527105010 0.0 NA 0.0 6 2.5 \n",
"\n",
" Total Bsmt SF Total Porch SF Total SF \\\n",
"Order PID \n",
"1 526301100 1080.0 272.0 2736.0 \n",
"2 526350040 882.0 260.0 1778.0 \n",
"3 526351010 1329.0 429.0 2658.0 \n",
"4 526353030 2110.0 0.0 4220.0 \n",
"5 527105010 928.0 246.0 2557.0 \n",
"\n",
" Total SF (box-cox-0.2) Utilities Wood Deck SF \\\n",
"Order PID \n",
"1 526301100 19.344072 AllPub 210.0 \n",
"2 526350040 17.333478 AllPub 140.0 \n",
"3 526351010 19.203658 AllPub 393.0 \n",
"4 526353030 21.548042 AllPub 0.0 \n",
"5 527105010 19.016856 AllPub 212.0 \n",
"\n",
" abnormal_sale air_cond build_type_1Fam build_type_2Fam \\\n",
"Order PID \n",
"1 526301100 0 1 1 0 \n",
"2 526350040 0 1 1 0 \n",
"3 526351010 0 1 1 0 \n",
"4 526353030 0 1 1 0 \n",
"5 527105010 0 1 1 0 \n",
"\n",
" build_type_Twnhs found_BrkTil found_CBlock found_PConc \\\n",
"Order PID \n",
"1 526301100 0 0 1 0 \n",
"2 526350040 0 0 1 0 \n",
"3 526351010 0 0 1 0 \n",
"4 526353030 0 0 1 0 \n",
"5 527105010 0 0 0 1 \n",
"\n",
" has 2nd Flr has Bsmt has Fireplace has Garage has Pool \\\n",
"Order PID \n",
"1 526301100 0 1 1 1 0 \n",
"2 526350040 0 1 0 1 0 \n",
"3 526351010 0 1 0 1 0 \n",
"4 526353030 0 1 1 1 0 \n",
"5 527105010 1 1 1 1 0 \n",
"\n",
" has Porch major_street new_home nhood_Blmngtn \\\n",
"Order PID \n",
"1 526301100 1 0 0 0 \n",
"2 526350040 1 1 0 0 \n",
"3 526351010 1 0 0 0 \n",
"4 526353030 0 0 0 0 \n",
"5 527105010 1 0 0 0 \n",
"\n",
" nhood_Blueste nhood_BrDale nhood_BrkSide nhood_ClearCr \\\n",
"Order PID \n",
"1 526301100 0 0 0 0 \n",
"2 526350040 0 0 0 0 \n",
"3 526351010 0 0 0 0 \n",
"4 526353030 0 0 0 0 \n",
"5 527105010 0 0 0 0 \n",
"\n",
" nhood_CollgCr nhood_Crawfor nhood_Edwards nhood_Gilbert \\\n",
"Order PID \n",
"1 526301100 0 0 0 0 \n",
"2 526350040 0 0 0 0 \n",
"3 526351010 0 0 0 0 \n",
"4 526353030 0 0 0 0 \n",
"5 527105010 0 0 0 1 \n",
"\n",
" nhood_Greens nhood_GrnHill nhood_IDOTRR nhood_Landmrk \\\n",
"Order PID \n",
"1 526301100 0 0 0 0 \n",
"2 526350040 0 0 0 0 \n",
"3 526351010 0 0 0 0 \n",
"4 526353030 0 0 0 0 \n",
"5 527105010 0 0 0 0 \n",
"\n",
" nhood_MeadowV nhood_Mitchel nhood_NPkVill nhood_NWAmes \\\n",
"Order PID \n",
"1 526301100 0 0 0 0 \n",
"2 526350040 0 0 0 0 \n",
"3 526351010 0 0 0 0 \n",
"4 526353030 0 0 0 0 \n",
"5 527105010 0 0 0 0 \n",
"\n",
" nhood_Names nhood_NoRidge nhood_NridgHt nhood_OldTown \\\n",
"Order PID \n",
"1 526301100 1 0 0 0 \n",
"2 526350040 1 0 0 0 \n",
"3 526351010 1 0 0 0 \n",
"4 526353030 1 0 0 0 \n",
"5 527105010 0 0 0 0 \n",
"\n",
" nhood_SWISU nhood_Sawyer nhood_SawyerW nhood_Somerst \\\n",
"Order PID \n",
"1 526301100 0 0 0 0 \n",
"2 526350040 0 0 0 0 \n",
"3 526351010 0 0 0 0 \n",
"4 526353030 0 0 0 0 \n",
"5 527105010 0 0 0 0 \n",
"\n",
" nhood_StoneBr nhood_Timber nhood_Veenker park \\\n",
"Order PID \n",
"1 526301100 0 0 0 0 \n",
"2 526350040 0 0 0 0 \n",
"3 526351010 0 0 0 0 \n",
"4 526353030 0 0 0 0 \n",
"5 527105010 0 0 0 0 \n",
"\n",
" partial_sale railway recently_built recently_remodeled \\\n",
"Order PID \n",
"1 526301100 0 0 0 0 \n",
"2 526350040 0 0 0 0 \n",
"3 526351010 0 0 0 0 \n",
"4 526353030 0 0 0 0 \n",
"5 527105010 0 0 0 0 \n",
"\n",
" remodeled years_since_built years_since_remodeled \\\n",
"Order PID \n",
"1 526301100 0 50 50 \n",
"2 526350040 0 49 49 \n",
"3 526351010 0 52 52 \n",
"4 526353030 0 42 42 \n",
"5 527105010 1 13 12 \n",
"\n",
" SalePrice SalePrice (box-cox-0) \n",
"Order PID \n",
"1 526301100 215000.0 12.278393 \n",
"2 526350040 105000.0 11.561716 \n",
"3 526351010 172000.0 12.055250 \n",
"4 526353030 244000.0 12.404924 \n",
"5 527105010 189900.0 12.154253 "
]
},
"execution_count": 105,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 106,
"metadata": {},
"outputs": [],
"source": [
"df.to_csv(\"data/data_clean_with_transformations_and_factors.csv\")"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "ames-housing",
"language": "python",
"name": "ames-housing"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.4"
}
},
"nbformat": 4,
"nbformat_minor": 4
}